From 160c9690d7f7187f1bf630d9b54c2cfd56cad944 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 16:27:07 -0700
Subject: [PATCH 001/165] Black formatted

---
 OOP_in_ML/Class_MyLinearRegression.py | 240 +++++++++++++++-----------
 1 file changed, 140 insertions(+), 100 deletions(-)

diff --git a/OOP_in_ML/Class_MyLinearRegression.py b/OOP_in_ML/Class_MyLinearRegression.py
index 279dde7..ab9dadd 100644
--- a/OOP_in_ML/Class_MyLinearRegression.py
+++ b/OOP_in_ML/Class_MyLinearRegression.py
@@ -1,6 +1,7 @@
 import numpy as np
 import matplotlib.pyplot as plt
 
+
 class Metrics:
     """
     Methods for computing useful regression metrics
@@ -11,41 +12,46 @@ class Metrics:
     adj_r_squared: Adjusted R^2
     mse: Mean sum of squared errors
     """
+
     def sse(self):
-        '''returns sum of squared errors (model vs actual)'''
+        """returns sum of squared errors (model vs actual)"""
         squared_errors = (self.resid_) ** 2
         self.sq_error_ = np.sum(squared_errors)
         return self.sq_error_
-        
+
     def sst(self):
-        '''returns total sum of squared errors (actual vs avg(actual))'''
+        """returns total sum of squared errors (actual vs avg(actual))"""
         avg_y = np.mean(self.target_)
         squared_errors = (self.target_ - avg_y) ** 2
         self.sst_ = np.sum(squared_errors)
         return self.sst_
-    
+
     def r_squared(self):
-        '''returns calculated value of r^2'''
-        self.r_sq_ = 1 - self.sse()/self.sst()
+        """returns calculated value of r^2"""
+        self.r_sq_ = 1 - self.sse() / self.sst()
         return self.r_sq_
-    
+
     def adj_r_squared(self):
-        '''returns calculated value of adjusted r^2'''
-        self.adj_r_sq_ = 1 - (self.sse()/self.dfe_) / (self.sst()/self.dft_)
+        """returns calculated value of adjusted r^2"""
+        self.adj_r_sq_ = 1 - (self.sse() / self.dfe_) / (self.sst() / self.dft_)
         return self.adj_r_sq_
-    
+
     def mse(self):
-        '''returns calculated value of mse'''
-        self.mse_ = np.mean( (self.predict(self.features_) - self.target_) ** 2 )
+        """returns calculated value of mse"""
+        self.mse_ = np.mean((self.predict(self.features_) - self.target_) ** 2)
         return self.mse_
-    
+
     def pretty_print_stats(self):
-        '''returns report of statistics for a given model object'''
-        items = ( ('sse:', self.sse()), ('sst:', self.sst()), 
-                 ('mse:', self.mse()), ('r^2:', self.r_squared()), 
-                  ('adj_r^2:', self.adj_r_squared()))
+        """returns report of statistics for a given model object"""
+        items = (
+            ("sse:", self.sse()),
+            ("sst:", self.sst()),
+            ("mse:", self.mse()),
+            ("r^2:", self.r_squared()),
+            ("adj_r^2:", self.adj_r_squared()),
+        )
         for item in items:
-            print('{0:8} {1:.4f}'.format(item[0], item[1]))
+            print("{0:8} {1:.4f}".format(item[0], item[1]))
 
 
 class Diagnostics_plots:
@@ -58,74 +64,96 @@ class Diagnostics_plots:
     shapiro_test: Performs Shapiro-Wilk normality test on the residuals
     qqplot_resid: Creates a quantile-quantile plot for residuals comparing with a normal distribution    
     """
+
     def __init__():
         pass
-    
+
     def fitted_vs_residual(self):
-        '''Plots fitted values vs. residuals'''
-        plt.title("Fitted vs. residuals plot",fontsize=14)
-        plt.scatter(self.fitted_,self.resid_,edgecolor='k')
-        plt.hlines(y=0,xmin=np.amin(self.fitted_),xmax=np.amax(self.fitted_),color='k',linestyle='dashed')
+        """Plots fitted values vs. residuals"""
+        plt.title("Fitted vs. residuals plot", fontsize=14)
+        plt.scatter(self.fitted_, self.resid_, edgecolor="k")
+        plt.hlines(
+            y=0,
+            xmin=np.amin(self.fitted_),
+            xmax=np.amax(self.fitted_),
+            color="k",
+            linestyle="dashed",
+        )
         plt.xlabel("Fitted values")
         plt.ylabel("Residuals")
         plt.show()
-    
+
     def fitted_vs_features(self):
-        '''Plots residuals vs all feature variables in a grid'''
+        """Plots residuals vs all feature variables in a grid"""
         num_plots = self.features_.shape[1]
-        if num_plots%3==0:
-            nrows = int(num_plots/3)
+        if num_plots % 3 == 0:
+            nrows = int(num_plots / 3)
         else:
-            nrows = int(num_plots/3)+1
+            nrows = int(num_plots / 3) + 1
         ncols = 3
-        fig, ax = plt.subplots(nrows, ncols, figsize=(15,nrows*3.5))
+        fig, ax = plt.subplots(nrows, ncols, figsize=(15, nrows * 3.5))
         axes = ax.ravel()
-        for i in range(num_plots,nrows*ncols):
+        for i in range(num_plots, nrows * ncols):
             axes[i].set_visible(False)
         for i in range(num_plots):
-            axes[i].scatter(self.features_.T[i],self.resid_,color='orange',edgecolor='k',alpha=0.8)
+            axes[i].scatter(
+                self.features_.T[i],
+                self.resid_,
+                color="orange",
+                edgecolor="k",
+                alpha=0.8,
+            )
             axes[i].grid(True)
             axes[i].set_xlabel("Feature X[{}]".format(i))
             axes[i].set_ylabel("Residuals")
-            axes[i].hlines(y=0,xmin=np.amin(self.features_.T[i]),xmax=np.amax(self.features_.T[i]),
-                           color='k',linestyle='dashed')
+            axes[i].hlines(
+                y=0,
+                xmin=np.amin(self.features_.T[i]),
+                xmax=np.amax(self.features_.T[i]),
+                color="k",
+                linestyle="dashed",
+            )
         plt.show()
-        
-    def histogram_resid(self,normalized=True):
-        '''Plots a histogram of the residuals (can be normalized)'''
+
+    def histogram_resid(self, normalized=True):
+        """Plots a histogram of the residuals (can be normalized)"""
         if normalized:
-            norm_r=self.resid_/np.linalg.norm(self.resid_)
+            norm_r = self.resid_ / np.linalg.norm(self.resid_)
         else:
             norm_r = self.resid_
-        num_bins=min(20,int(np.sqrt(self.features_.shape[0])))
+        num_bins = min(20, int(np.sqrt(self.features_.shape[0])))
         plt.title("Histogram of the normalized residuals")
-        plt.hist(norm_r,bins=num_bins,edgecolor='k')
+        plt.hist(norm_r, bins=num_bins, edgecolor="k")
         plt.xlabel("Normalized residuals")
         plt.ylabel("Count")
         plt.show()
-    
-    def shapiro_test(self,normalized=True):
-        '''Performs Shapiro-Wilk normality test on the residuals'''
+
+    def shapiro_test(self, normalized=True):
+        """Performs Shapiro-Wilk normality test on the residuals"""
         from scipy.stats import shapiro
+
         if normalized:
-            norm_r=self.resid_/np.linalg.norm(self.resid_)
+            norm_r = self.resid_ / np.linalg.norm(self.resid_)
         else:
             norm_r = self.resid_
-        _,p = shapiro(norm_r)
+        _, p = shapiro(norm_r)
         if p > 0.01:
             print("The residuals seem to have come from a Gaussian process")
         else:
-            print("The residuals does not seem to have come from a Gaussian process.\nNormality assumptions of the linear regression may have been violated.")
-        
-    def qqplot_resid(self,normalized=True):
-        '''Creates a quantile-quantile plot for residuals comparing with a normal distribution'''
+            print(
+                "The residuals does not seem to have come from a Gaussian process.\nNormality assumptions of the linear regression may have been violated."
+            )
+
+    def qqplot_resid(self, normalized=True):
+        """Creates a quantile-quantile plot for residuals comparing with a normal distribution"""
         from scipy.stats import probplot
+
         if normalized:
-            norm_r=self.resid_/np.linalg.norm(self.resid_)
+            norm_r = self.resid_ / np.linalg.norm(self.resid_)
         else:
             norm_r = self.resid_
         plt.title("Q-Q plot of the normalized residuals")
-        probplot(norm_r,dist='norm',plot=plt)
+        probplot(norm_r, dist="norm", plot=plt)
         plt.xlabel("Theoretical quantiles")
         plt.ylabel("Residual quantiles")
         plt.show()
@@ -138,30 +166,32 @@ class Data_plots:
     pairplot: Creates pairplot of all variables and the target
     plot_fitted: Plots fitted values against the true output values from the data
     """
+
     def __init__():
         pass
-    
+
     def pairplot(self):
-        '''Creates pairplot of all variables and the target using the Seaborn library'''
-        
-        print ("This may take a little time. Have patience...")
+        """Creates pairplot of all variables and the target using the Seaborn library"""
+
+        print("This may take a little time. Have patience...")
         from seaborn import pairplot
         from pandas import DataFrame
-        df = DataFrame(np.hstack((self.features_,self.target_.reshape(-1,1))))
+
+        df = DataFrame(np.hstack((self.features_, self.target_.reshape(-1, 1))))
         pairplot(df)
         plt.show()
-    
-    def plot_fitted(self,reference_line=False):
+
+    def plot_fitted(self, reference_line=False):
         """
         Plots fitted values against the true output values from the data
         
         Arguments:
         reference_line: A Boolean switch to draw a 45-degree reference line on the plot
         """
-        plt.title("True vs. fitted values",fontsize=14)
-        plt.scatter(y,self.fitted_,s=100,alpha=0.75,color='red',edgecolor='k')
+        plt.title("True vs. fitted values", fontsize=14)
+        plt.scatter(y, self.fitted_, s=100, alpha=0.75, color="red", edgecolor="k")
         if reference_line:
-            plt.plot(y,y,c='k',linestyle='dotted')
+            plt.plot(y, y, c="k", linestyle="dotted")
         plt.xlabel("True values")
         plt.ylabel("Fitted values")
         plt.grid(True)
@@ -176,36 +206,40 @@ class Outliers:
     influence_plot: Creates the influence plot
     leverage_resid_plot: Plots leverage vs normalized residuals' square
     """
+
     def __init__():
         pass
-    
+
     def cook_distance(self):
-        '''Computes and plots Cook\'s distance'''
+        """Computes and plots Cook\'s distance"""
         import statsmodels.api as sm
         from statsmodels.stats.outliers_influence import OLSInfluence as influence
+
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
-        inf=influence(lm)
+        inf = influence(lm)
         (c, p) = inf.cooks_distance
-        plt.figure(figsize=(8,5))
-        plt.title("Cook's distance plot for the residuals",fontsize=14)
+        plt.figure(figsize=(8, 5))
+        plt.title("Cook's distance plot for the residuals", fontsize=14)
         plt.stem(np.arange(len(c)), c, markerfmt=",", use_line_collection=True)
         plt.grid(True)
         plt.show()
-    
+
     def influence_plot(self):
-        '''Creates the influence plot'''
+        """Creates the influence plot"""
         import statsmodels.api as sm
+
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
-        fig, ax = plt.subplots(figsize=(10,8))
-        fig = sm.graphics.influence_plot(lm, ax= ax, criterion="cooks")
+        fig, ax = plt.subplots(figsize=(10, 8))
+        fig = sm.graphics.influence_plot(lm, ax=ax, criterion="cooks")
         plt.show()
-    
+
     def leverage_resid_plot(self):
-        '''Plots leverage vs normalized residuals' square'''
+        """Plots leverage vs normalized residuals' square"""
         import statsmodels.api as sm
+
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
-        fig, ax = plt.subplots(figsize=(10,8))
-        fig = sm.graphics.plot_leverage_resid2(lm, ax= ax)
+        fig, ax = plt.subplots(figsize=(10, 8))
+        fig = sm.graphics.plot_leverage_resid2(lm, ax=ax)
         plt.show()
 
 
@@ -215,28 +249,34 @@ class Multicollinearity:
     
     vif:Computes variance influence factors for each feature variable
     """
+
     def __init__():
         pass
-    
+
     def vif(self):
-        '''Computes variance influence factors for each feature variable'''
+        """Computes variance influence factors for each feature variable"""
         import statsmodels.api as sm
-        from statsmodels.stats.outliers_influence import variance_inflation_factor as vif
+        from statsmodels.stats.outliers_influence import (
+            variance_inflation_factor as vif,
+        )
+
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
         for i in range(self.features_.shape[1]):
-            v=vif(np.matrix(self.features_),i)
-            print("Variance inflation factor for feature {}: {}".format(i,round(v,2)))
-        
-class MyLinearRegression(Metrics, Diagnostics_plots,Data_plots,Outliers,Multicollinearity):
-    
+            v = vif(np.matrix(self.features_), i)
+            print("Variance inflation factor for feature {}: {}".format(i, round(v, 2)))
+
+
+class MyLinearRegression(
+    Metrics, Diagnostics_plots, Data_plots, Outliers, Multicollinearity
+):
     def __init__(self, fit_intercept=True):
         self.coef_ = None
         self.intercept_ = None
         self._fit_intercept = fit_intercept
-    
+
     def __repr__(self):
         return "I am a Linear Regression model!"
-    
+
     def fit(self, X, y):
         """
         Fit model coefficients.
@@ -244,32 +284,32 @@ def fit(self, X, y):
         X: 1D or 2D numpy array 
         y: 1D numpy array
         """
-        
+
         # check if X is 1D or 2D array
         if len(X.shape) == 1:
-            X = X.reshape(-1,1)
-        
+            X = X.reshape(-1, 1)
+
         # features and data
         self.features_ = X
         self.target_ = y
-        
+
         # degrees of freedom of population dependent variable variance
-        self.dft_ = X.shape[0] - 1   
+        self.dft_ = X.shape[0] - 1
         # degrees of freedom of population error variance
         self.dfe_ = X.shape[0] - X.shape[1] - 1
-            
+
         # add bias if fit_intercept is True
         if self._fit_intercept:
             X_biased = np.c_[np.ones(X.shape[0]), X]
         else:
             X_biased = X
-        
+
         # closed form solution
         xTx = np.dot(X_biased.T, X_biased)
         inverse_xTx = np.linalg.inv(xTx)
         xTy = np.dot(X_biased.T, y)
         coef = np.dot(inverse_xTx, xTy)
-        
+
         # set attributes
         if self._fit_intercept:
             self.intercept_ = coef[0]
@@ -277,14 +317,14 @@ def fit(self, X, y):
         else:
             self.intercept_ = 0
             self.coef_ = coef
-            
+
         # Predicted/fitted y
-        self.fitted_ = np.dot(X,self.coef_) + self.intercept_
-        
+        self.fitted_ = np.dot(X, self.coef_) + self.intercept_
+
         # Residuals
         residuals = self.target_ - self.fitted_
         self.resid_ = residuals
-    
+
     def predict(self, X):
         """Output model prediction.
         Arguments:
@@ -292,20 +332,20 @@ def predict(self, X):
         """
         # check if X is 1D or 2D array
         if len(X.shape) == 1:
-            X = X.reshape(-1,1)
+            X = X.reshape(-1, 1)
         self.predicted_ = self.intercept_ + np.dot(X, self.coef_)
         return self.predicted_
-    
+
     def run_diagnostics(self):
-        '''Runs diagnostics tests and plots'''
+        """Runs diagnostics tests and plots"""
         Diagnostics_plots.fitted_vs_residual(self)
         Diagnostics_plots.histogram_resid(self)
         Diagnostics_plots.qqplot_resid(self)
         print()
         Diagnostics_plots.shapiro_test(self)
-    
+
     def outlier_plots(self):
-        '''Creates various outlier plots'''
+        """Creates various outlier plots"""
         Outliers.cook_distance(self)
         Outliers.influence_plot(self)
         Outliers.leverage_resid_plot(self)

From 43890dee66c4b0486b9ce1c127308b3040ae5b1c Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 16:29:56 -0700
Subject: [PATCH 002/165] Update README.md

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 64207a3..8f68c3f 100644
--- a/README.md
+++ b/README.md
@@ -91,7 +91,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 * Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
 ---
 
-### [Simple deployment examples (serving ML models on web API)](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment)
-* Serving a linear regression model through a simple HTTP server interface. User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
+### Simple deployment examples (serving ML models on web API)
+* [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
 
-* Serving a recurrent neural network (RNN) through a HTTP webpage, complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
+* [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.

From d4cd07f2a4e8cd3c60384fc4bd36ed6d255e8658 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 16:46:53 -0700
Subject: [PATCH 003/165] Update README.md

---
 README.md | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/README.md b/README.md
index 8f68c3f..58297e6 100644
--- a/README.md
+++ b/README.md
@@ -95,3 +95,12 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 * [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
 
 * [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
+
+### Object-oriented programming with machine learning
+Implementing some of the core OOP principles in a machine learning context by [building your own Scikit-learn-like estimator, and making it better](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb).
+
+See my articles on Medium on this topic.
+
+* [Object-oriented programming for data scientists: Build your ML estimator](https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64)
+* [How a simple mix of object-oriented programming can sharpen your deep learning prototype](https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd)
+

From 7d16b2e456dc6414f3de30ca10a13e55debb966c Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 16:49:48 -0700
Subject: [PATCH 004/165] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 58297e6..1db4856 100644
--- a/README.md
+++ b/README.md
@@ -96,6 +96,8 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 
 * [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
 
+---
+
 ### Object-oriented programming with machine learning
 Implementing some of the core OOP principles in a machine learning context by [building your own Scikit-learn-like estimator, and making it better](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb).
 

From 037aaed34f02b27e15a26d86282d104b28a9e5ef Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:00:58 -0700
Subject: [PATCH 005/165] Create Readme.md

---
 docs/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 docs/Readme.md

diff --git a/docs/Readme.md b/docs/Readme.md
new file mode 100644
index 0000000..f6f7b48
--- /dev/null
+++ b/docs/Readme.md
@@ -0,0 +1 @@
+## Docs

From b80efe48442013ea1101f20d0f9fab20cdad3f12 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:01:28 -0700
Subject: [PATCH 006/165] Create conf.py

---
 docs/conf.py | 63 ++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 63 insertions(+)
 create mode 100644 docs/conf.py

diff --git a/docs/conf.py b/docs/conf.py
new file mode 100644
index 0000000..5c6fe15
--- /dev/null
+++ b/docs/conf.py
@@ -0,0 +1,63 @@
+# Configuration file for the Sphinx documentation builder.
+#
+# This file only contains a selection of the most common options. For a full
+# list see the documentation:
+# http://www.sphinx-doc.org/en/master/config
+
+# -- Path setup --------------------------------------------------------------
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#
+# import os
+# import sys
+# sys.path.insert(0, os.path.abspath('.'))
+
+
+# -- Project information -----------------------------------------------------
+
+project = 'python-ml'
+copyright = '2019, Tirthajyoti Sarkar'
+author = 'Tirthajyoti Sarkar'
+
+# The full version, including alpha/beta/rc tags
+release = '1.0.5'
+
+
+# -- General configuration ---------------------------------------------------
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+# ones.
+
+extensions = ['recommonmark']
+
+master_doc = 'index'
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+# This pattern also affects html_static_path and html_extra_path.
+exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store']
+
+
+# -- Options for HTML output -------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+#
+html_theme = "sphinx_rtd_theme"
+html_theme_path = ["_themes", ]
+html_theme_options = {
+  'navigation_depth': 4,
+  'collapse_navigation': False,
+  'sticky_navigation': False,
+}
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ['_static']

From dec511795f3baffa9b5ebb668c8da8dbd122749d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:05:06 -0700
Subject: [PATCH 007/165] First upload of index.md for readthedocs build

---
 docs/index.md | 108 ++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 108 insertions(+)
 create mode 100644 docs/index.md

diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..1db4856
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,108 @@
+[![License](https://img.shields.io/badge/License-BSD%202--Clause-orange.svg)](https://opensource.org/licenses/BSD-2-Clause)
+[![GitHub forks](https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/network)
+[![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
+
+# Python Machine Learning Notebooks (Tutorial style)
+
+### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
+---
+
+### Requirements
+* **Python 3.5+**
+* **NumPy (`$ pip install numpy`)**
+* **Pandas (`$ pip install pandas`)**
+* **Scikit-learn (`$ pip install scikit-learn`)**
+* **SciPy (`$ pip install scipy`)**
+* **Statsmodels (`$ pip install statsmodels`)**
+* **MatplotLib (`$ pip install matplotlib`)**
+* **Seaborn (`$ pip install seaborn`)**
+* **Sympy (`$ pip install sympy`)**
+---
+You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 
+### ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
+<img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
+
+## Essential tutorial-type notebooks on Pandas and Numpy
+Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
+* **[Basics of Numpy array](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)**
+* **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
+* **[Basics of Matplotlib and Descriptive Statistics](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)**
+
+## Tutorial-type notebooks covering regression, classification, clustering, dimensionality reduction, and some basic neural network algorithms
+
+### Regression
+* Simple linear regression with t-statistic generation
+<img src="https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg" width="400" height="300"/>
+
+* [Multiple ways to perform linear regression in Python and their speed comparison](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Methods.ipynb) ([check the article I wrote on freeCodeCamp](https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b))
+
+* [Multi-variate regression with regularization](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Multi-variate%20LASSO%20regression%20with%20CV.ipynb)
+<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/f/f8/L1_and_L2_balls.svg/300px-L1_and_L2_balls.svg.png"/>
+
+* Polynomial regression using ***scikit-learn pipeline feature*** ([check the article I wrote on *Towards Data Science*](https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49))
+* Decision trees and Random Forest regression (showing how the Random Forest works as a robust/regularized meta-estimator rejecting overfitting)
+
+* [Detailed visual analytics and goodness-of-fit diagnostic tests for a linear regression problem](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb)
+
+-----
+
+### Classification
+* Logistic regression/classification
+<img src="https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71"/>
+
+* _k_-nearest neighbor classification
+* Decision trees and Random Forest Classification
+* Support vector machine classification (**[check the article I wrote in Towards Data Science on SVM and sorting algorithm](https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b))**
+
+<img src="https://docs.opencv.org/2.4/_images/optimal-hyperplane.png"/>
+
+* Naive Bayes classification
+
+---
+
+### Clustering
+<img src="https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg" width="450" height="300"/>
+
+* _K_-means clustering
+* Affinity propagation (showing its time complexity and the effect of damping factor)
+* Mean-shift technique (showing its time complexity and the effect of noise on cluster discovery)
+* DBSCAN (showing how it can generically detect areas of high density irrespective of cluster shapes, which the k-means fails to do)
+* Hierarchical clustering with Dendograms showing how to choose optimal number of clusters
+<img src="https://www.researchgate.net/profile/Carsten_Walther/publication/273456906/figure/fig3/AS:294866065084419@1447312956501/Example-of-hierarchical-clustering-clusters-are-consecutively-merged-with-the-most.png" width="700" height="400"/>
+
+---
+
+### Dimensionality reduction
+* Principal component analysis
+
+<img src="https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg" width="450" height="300"/>
+
+---
+
+### Deep Learning/Neural Network
+* [Demo notebook to illustrate the superiority of deep neural network for complex nonlinear function approximation task](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Polynomial%20regression%20-%20linear%20and%20neural%20network.ipynb)
+* Step-by-step building of 1-hidden-layer and 2-hidden-layer dense network using basic TensorFlow methods
+
+---
+
+### Random data generation using symbolic expressions
+* How to use [Sympy package](https://www.sympy.org/en/index.html) to generate random datasets using symbolic mathematical expressions.
+
+* Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
+---
+
+### Simple deployment examples (serving ML models on web API)
+* [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
+
+* [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
+
+---
+
+### Object-oriented programming with machine learning
+Implementing some of the core OOP principles in a machine learning context by [building your own Scikit-learn-like estimator, and making it better](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb).
+
+See my articles on Medium on this topic.
+
+* [Object-oriented programming for data scientists: Build your ML estimator](https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64)
+* [How a simple mix of object-oriented programming can sharpen your deep learning prototype](https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd)
+

From c4622cfc2e2aadacf1a0f1bc6230e177edd06882 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:13:21 -0700
Subject: [PATCH 008/165] Update index.md

---
 docs/index.md | 26 ++++++++++++--------------
 1 file changed, 12 insertions(+), 14 deletions(-)

diff --git a/docs/index.md b/docs/index.md
index 1db4856..164d3c3 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -4,10 +4,10 @@
 
 # Python Machine Learning Notebooks (Tutorial style)
 
-### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
+Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---
 
-### Requirements
+## Requirements
 * **Python 3.5+**
 * **NumPy (`$ pip install numpy`)**
 * **Pandas (`$ pip install pandas`)**
@@ -19,7 +19,7 @@
 * **Sympy (`$ pip install sympy`)**
 ---
 You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 
-### ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
+* ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
 <img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
 
 ## Essential tutorial-type notebooks on Pandas and Numpy
@@ -28,9 +28,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 * **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
 * **[Basics of Matplotlib and Descriptive Statistics](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)**
 
-## Tutorial-type notebooks covering regression, classification, clustering, dimensionality reduction, and some basic neural network algorithms
-
-### Regression
+## Regression
 * Simple linear regression with t-statistic generation
 <img src="https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg" width="400" height="300"/>
 
@@ -44,9 +42,9 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 
 * [Detailed visual analytics and goodness-of-fit diagnostic tests for a linear regression problem](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb)
 
------
+----
 
-### Classification
+## Classification
 * Logistic regression/classification
 <img src="https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71"/>
 
@@ -60,7 +58,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 
 ---
 
-### Clustering
+## Clustering
 <img src="https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg" width="450" height="300"/>
 
 * _K_-means clustering
@@ -72,33 +70,33 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 
 ---
 
-### Dimensionality reduction
+## Dimensionality reduction
 * Principal component analysis
 
 <img src="https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg" width="450" height="300"/>
 
 ---
 
-### Deep Learning/Neural Network
+## Deep Learning/Neural Network
 * [Demo notebook to illustrate the superiority of deep neural network for complex nonlinear function approximation task](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Polynomial%20regression%20-%20linear%20and%20neural%20network.ipynb)
 * Step-by-step building of 1-hidden-layer and 2-hidden-layer dense network using basic TensorFlow methods
 
 ---
 
-### Random data generation using symbolic expressions
+## Random data generation using symbolic expressions
 * How to use [Sympy package](https://www.sympy.org/en/index.html) to generate random datasets using symbolic mathematical expressions.
 
 * Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
 ---
 
-### Simple deployment examples (serving ML models on web API)
+## Simple deployment examples (serving ML models on web API)
 * [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
 
 * [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
 
 ---
 
-### Object-oriented programming with machine learning
+## Object-oriented programming with machine learning
 Implementing some of the core OOP principles in a machine learning context by [building your own Scikit-learn-like estimator, and making it better](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb).
 
 See my articles on Medium on this topic.

From 7c98cca7b15681d176745305ca02a67533c5e3e7 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:15:11 -0700
Subject: [PATCH 009/165] Update index.md

---
 docs/index.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/index.md b/docs/index.md
index 164d3c3..6364224 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -87,6 +87,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 * How to use [Sympy package](https://www.sympy.org/en/index.html) to generate random datasets using symbolic mathematical expressions.
 
 * Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
+
 ---
 
 ## Simple deployment examples (serving ML models on web API)

From 012de81dedb04eaa8661ff3c15d111b5a2735595 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:16:04 -0700
Subject: [PATCH 010/165] Update index.md

---
 docs/index.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/index.md b/docs/index.md
index 6364224..0e6c323 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -5,9 +5,11 @@
 # Python Machine Learning Notebooks (Tutorial style)
 
 Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
+
 ---
 
 ## Requirements
+
 * **Python 3.5+**
 * **NumPy (`$ pip install numpy`)**
 * **Pandas (`$ pip install pandas`)**
@@ -17,7 +19,9 @@ Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn her
 * **MatplotLib (`$ pip install matplotlib`)**
 * **Seaborn (`$ pip install seaborn`)**
 * **Sympy (`$ pip install sympy`)**
+
 ---
+
 You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 
 * ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
 <img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
@@ -28,6 +32,8 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 * **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
 * **[Basics of Matplotlib and Descriptive Statistics](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)**
 
+---
+
 ## Regression
 * Simple linear regression with t-statistic generation
 <img src="https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg" width="400" height="300"/>

From bc9ef20d51f3217c2e5d5104b454560e9e280446 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:17:10 -0700
Subject: [PATCH 011/165] Update index.md

---
 docs/index.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/index.md b/docs/index.md
index 0e6c323..4e8ef20 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -29,7 +29,9 @@ You can start with this article that I wrote in Heartbeat magazine (on Medium pl
 ## Essential tutorial-type notebooks on Pandas and Numpy
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 * **[Basics of Numpy array](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)**
+
 * **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
+
 * **[Basics of Matplotlib and Descriptive Statistics](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)**
 
 ---

From 1b823fd0b5c303d91a8fcd1b93164ed55874493f Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:18:49 -0700
Subject: [PATCH 012/165] Update index.md

---
 docs/index.md | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/docs/index.md b/docs/index.md
index 4e8ef20..e457401 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -22,11 +22,12 @@ Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn her
 
 ---
 
-You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 
-* ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
+You can start with this article that I wrote in Heartbeat magazine (on Medium platform): ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
+
 <img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
 
 ## Essential tutorial-type notebooks on Pandas and Numpy
+
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 * **[Basics of Numpy array](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)**
 
@@ -37,6 +38,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ---
 
 ## Regression
+
 * Simple linear regression with t-statistic generation
 <img src="https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg" width="400" height="300"/>
 
@@ -53,6 +55,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ----
 
 ## Classification
+
 * Logistic regression/classification
 <img src="https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71"/>
 
@@ -67,6 +70,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ---
 
 ## Clustering
+
 <img src="https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg" width="450" height="300"/>
 
 * _K_-means clustering
@@ -79,6 +83,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ---
 
 ## Dimensionality reduction
+
 * Principal component analysis
 
 <img src="https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg" width="450" height="300"/>
@@ -86,12 +91,14 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ---
 
 ## Deep Learning/Neural Network
+
 * [Demo notebook to illustrate the superiority of deep neural network for complex nonlinear function approximation task](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Polynomial%20regression%20-%20linear%20and%20neural%20network.ipynb)
 * Step-by-step building of 1-hidden-layer and 2-hidden-layer dense network using basic TensorFlow methods
 
 ---
 
 ## Random data generation using symbolic expressions
+
 * How to use [Sympy package](https://www.sympy.org/en/index.html) to generate random datasets using symbolic mathematical expressions.
 
 * Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
@@ -99,6 +106,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ---
 
 ## Simple deployment examples (serving ML models on web API)
+
 * [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
 
 * [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
@@ -106,6 +114,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ---
 
 ## Object-oriented programming with machine learning
+
 Implementing some of the core OOP principles in a machine learning context by [building your own Scikit-learn-like estimator, and making it better](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb).
 
 See my articles on Medium on this topic.

From 83dc5f3e5ba4ef0dcb499c58106693c723227b96 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 17:21:37 -0700
Subject: [PATCH 013/165] Update index.md

---
 docs/index.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/index.md b/docs/index.md
index e457401..21e4073 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -29,6 +29,7 @@ You can start with this article that I wrote in Heartbeat magazine (on Medium pl
 ## Essential tutorial-type notebooks on Pandas and Numpy
 
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
+
 * **[Basics of Numpy array](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)**
 
 * **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
@@ -40,6 +41,7 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 ## Regression
 
 * Simple linear regression with t-statistic generation
+
 <img src="https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg" width="400" height="300"/>
 
 * [Multiple ways to perform linear regression in Python and their speed comparison](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Methods.ipynb) ([check the article I wrote on freeCodeCamp](https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b))

From ea0b46574bb671ddc9f0e1dc34ab748b9524e0be Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 18:22:47 -0700
Subject: [PATCH 014/165] First upload of index.rst

---
 docs/index.rst | 169 +++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 169 insertions(+)
 create mode 100644 docs/index.rst

diff --git a/docs/index.rst b/docs/index.rst
new file mode 100644
index 0000000..b409859
--- /dev/null
+++ b/docs/index.rst
@@ -0,0 +1,169 @@
+Python Machine Learning Notebooks (Tutorial style)
+==================================================
+
+Dr. Tirthajyoti Sarkar, Fremont, CA (`Please feel free to add me on
+LinkedIn
+here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__)
+
+--------------
+
+Requirements
+------------
+
+-  **Python 3.5+**
+-  **NumPy (``$ pip install numpy``)**
+-  **Pandas (``$ pip install pandas``)**
+-  **Scikit-learn (``$ pip install scikit-learn``)**
+-  **SciPy (``$ pip install scipy``)**
+-  **Statsmodels (``$ pip install statsmodels``)**
+-  **MatplotLib (``$ pip install matplotlib``)**
+-  **Seaborn (``$ pip install seaborn``)**
+-  **Sympy (``$ pip install sympy``)**
+
+--------------
+
+You can start with this article that I wrote in Heartbeat magazine (on
+Medium platform): `“Some Essential Hacks and Tricks for Machine Learning
+with
+Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
+
+Essential tutorial-type notebooks on Pandas and Numpy
+-----------------------------------------------------
+
+Jupyter notebooks covering a wide range of functions and operations on
+the topics of NumPy, Pandans, Seaborn, matplotlib etc.
+
+-  **`Basics of Numpy
+   array <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb>`__**
+
+-  **`Basics of Pandas
+   DataFrame <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb>`__**
+
+-  **`Basics of Matplotlib and Descriptive
+   Statistics <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb>`__**
+
+--------------
+
+Regression
+----------
+
+-  Simple linear regression with t-statistic generation
+
+-  `Multiple ways to perform linear regression in Python and their speed
+   comparison <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Methods.ipynb>`__
+   (`check the article I wrote on
+   freeCodeCamp <https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b>`__)
+
+-  `Multi-variate regression with
+   regularization <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Multi-variate%20LASSO%20regression%20with%20CV.ipynb>`__
+
+-  Polynomial regression using ***scikit-learn pipeline feature***
+   (`check the article I wrote on *Towards Data
+   Science* <https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49>`__)
+-  Decision trees and Random Forest regression (showing how the Random
+   Forest works as a robust/regularized meta-estimator rejecting
+   overfitting)
+
+-  `Detailed visual analytics and goodness-of-fit diagnostic tests for a
+   linear regression
+   problem <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb>`__
+
+--------------
+
+Classification
+--------------
+
+-  Logistic regression/classification
+
+-  *k*-nearest neighbor classification
+-  Decision trees and Random Forest Classification
+-  Support vector machine classification (**`check the article I wrote
+   in Towards Data Science on SVM and sorting
+   algorithm <https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b>`__)**
+
+-  Naive Bayes classification
+
+--------------
+
+Clustering
+----------
+
+-  *K*-means clustering
+-  Affinity propagation (showing its time complexity and the effect of
+   damping factor)
+-  Mean-shift technique (showing its time complexity and the effect of
+   noise on cluster discovery)
+-  DBSCAN (showing how it can generically detect areas of high density
+   irrespective of cluster shapes, which the k-means fails to do)
+-  Hierarchical clustering with Dendograms showing how to choose optimal
+   number of clusters
+
+--------------
+
+Dimensionality reduction
+------------------------
+
+-  Principal component analysis
+
+--------------
+
+Deep Learning/Neural Network
+----------------------------
+
+-  `Demo notebook to illustrate the superiority of deep neural network
+   for complex nonlinear function approximation
+   task <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Polynomial%20regression%20-%20linear%20and%20neural%20network.ipynb>`__
+-  Step-by-step building of 1-hidden-layer and 2-hidden-layer dense
+   network using basic TensorFlow methods
+
+--------------
+
+Random data generation using symbolic expressions
+-------------------------------------------------
+
+-  How to use `Sympy package <https://www.sympy.org/en/index.html>`__ to
+   generate random datasets using symbolic mathematical expressions.
+
+-  Here is my article on Medium on this topic: `Random regression and
+   classification problem generation with symbolic
+   expression <https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d>`__
+
+--------------
+
+Simple deployment examples (serving ML models on web API)
+---------------------------------------------------------
+
+-  `Serving a linear regression model through a simple HTTP server
+   interface <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression>`__.
+   User needs to request predictions by executing a Python script. Uses
+   ``Flask`` and ``Gunicorn``.
+
+-  `Serving a recurrent neural network (RNN) through a HTTP
+   webpage <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app>`__,
+   complete with a web form, where users can input parameters and click
+   a button to generate text based on the pre-trained RNN model. Uses
+   ``Flask``, ``Jinja``, ``Keras``/``TensorFlow``, ``WTForms``.
+
+--------------
+
+Object-oriented programming with machine learning
+-------------------------------------------------
+
+Implementing some of the core OOP principles in a machine learning
+context by `building your own Scikit-learn-like estimator, and making it
+better <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb>`__.
+
+See my articles on Medium on this topic.
+
+-  `Object-oriented programming for data scientists: Build your ML
+   estimator <https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64>`__
+-  `How a simple mix of object-oriented programming can sharpen your
+   deep learning
+   prototype <https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd>`__
+
+.. |License| image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
+   :target: https://opensource.org/licenses/BSD-2-Clause
+.. |GitHub forks| image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
+   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/network
+.. |GitHub stars| image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
+   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers
\ No newline at end of file

From 4d134d23b1e8fcdea7ac979deb645de73822e223 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 18:40:15 -0700
Subject: [PATCH 015/165] Update index.rst

---
 docs/index.rst | 56 +++++++++++++++++++++++++++++++++-----------------
 1 file changed, 37 insertions(+), 19 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index b409859..1f81bd3 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,42 +10,51 @@ here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__)
 Requirements
 ------------
 
--  **Python 3.5+**
--  **NumPy (``$ pip install numpy``)**
--  **Pandas (``$ pip install pandas``)**
--  **Scikit-learn (``$ pip install scikit-learn``)**
--  **SciPy (``$ pip install scipy``)**
--  **Statsmodels (``$ pip install statsmodels``)**
--  **MatplotLib (``$ pip install matplotlib``)**
--  **Seaborn (``$ pip install seaborn``)**
--  **Sympy (``$ pip install sympy``)**
+-  Python 3.5+
+-  NumPy (``$ pip install numpy``)
+-  Pandas (``$ pip install pandas``)
+-  Scikit-learn (``$ pip install scikit-learn``)
+-  SciPy (``$ pip install scipy``)
+-  Statsmodels (``$ pip install statsmodels``)
+-  MatplotLib (``$ pip install matplotlib``)
+-  Seaborn (``$ pip install seaborn``)
+-  Sympy (``$ pip install sympy``)
 
 --------------
 
 You can start with this article that I wrote in Heartbeat magazine (on
-Medium platform): `“Some Essential Hacks and Tricks for Machine Learning
+Medium platform): 
+
+`“Some Essential Hacks and Tricks for Machine Learning
 with
 Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
 
+.. image:: https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png"
+
 Essential tutorial-type notebooks on Pandas and Numpy
 -----------------------------------------------------
 
 Jupyter notebooks covering a wide range of functions and operations on
 the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 
--  **`Basics of Numpy
-   array <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb>`__**
+-  `Basics of Numpy
+   array <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb>`__
 
--  **`Basics of Pandas
-   DataFrame <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb>`__**
+-  `Basics of Pandas
+   DataFrame <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb>`__
 
--  **`Basics of Matplotlib and Descriptive
-   Statistics <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb>`__**
+-  `Basics of Matplotlib and Descriptive
+   Statistics <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb>`__
 
 --------------
 
 Regression
 ----------
+.. image:: https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg
+   :width: 200px
+   :align: center
+   :height: 100px
+   :alt: alternate text
 
 -  Simple linear regression with t-statistic generation
 
@@ -73,13 +82,15 @@ Regression
 Classification
 --------------
 
+.. image:: https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71
+
 -  Logistic regression/classification
 
 -  *k*-nearest neighbor classification
 -  Decision trees and Random Forest Classification
--  Support vector machine classification (**`check the article I wrote
+-  Support vector machine classification (`check the article I wrote
    in Towards Data Science on SVM and sorting
-   algorithm <https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b>`__)**
+   algorithm <https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b>`__)
 
 -  Naive Bayes classification
 
@@ -88,6 +99,8 @@ Classification
 Clustering
 ----------
 
+.. image:: https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg
+
 -  *K*-means clustering
 -  Affinity propagation (showing its time complexity and the effect of
    damping factor)
@@ -103,6 +116,11 @@ Clustering
 Dimensionality reduction
 ------------------------
 
+.. image:: https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg
+    :width: 200px
+    :align: center
+    :height: 100px
+
 -  Principal component analysis
 
 --------------
@@ -166,4 +184,4 @@ See my articles on Medium on this topic.
 .. |GitHub forks| image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
    :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/network
 .. |GitHub stars| image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
-   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers
\ No newline at end of file
+   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers

From 0effaf50f24f732684189f2623e8461c61f35966 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 18:41:55 -0700
Subject: [PATCH 016/165] Update index.rst

---
 docs/index.rst | 19 ++++++++++++++-----
 1 file changed, 14 insertions(+), 5 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 1f81bd3..ea3ff69 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -51,9 +51,9 @@ the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 Regression
 ----------
 .. image:: https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg
-   :width: 200px
+   :width: 400px
    :align: center
-   :height: 100px
+   :height: 300px
    :alt: alternate text
 
 -  Simple linear regression with t-statistic generation
@@ -83,6 +83,10 @@ Classification
 --------------
 
 .. image:: https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71
+   :width: 400px
+   :align: center
+   :height: 300px
+   :alt: alternate text
 
 -  Logistic regression/classification
 
@@ -100,6 +104,10 @@ Clustering
 ----------
 
 .. image:: https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg
+   :width: 400px
+   :align: center
+   :height: 300px
+   :alt: alternate text
 
 -  *K*-means clustering
 -  Affinity propagation (showing its time complexity and the effect of
@@ -117,9 +125,10 @@ Dimensionality reduction
 ------------------------
 
 .. image:: https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg
-    :width: 200px
-    :align: center
-    :height: 100px
+   :width: 400px
+   :align: center
+   :height: 300px
+   :alt: alternate text
 
 -  Principal component analysis
 

From 944401c5505697a4efab86596f905c9c85ca5664 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 18:45:16 -0700
Subject: [PATCH 017/165] Update index.rst

---
 docs/index.rst | 22 +++++++++++++---------
 1 file changed, 13 insertions(+), 9 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index ea3ff69..fbf7836 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -8,7 +8,7 @@ here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__)
 --------------
 
 Requirements
-------------
+===============
 
 -  Python 3.5+
 -  NumPy (``$ pip install numpy``)
@@ -30,9 +30,13 @@ with
 Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
 
 .. image:: https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png"
+   :width: 500px
+   :align: center
+   :height: 400px
+   :alt: alternate text
 
 Essential tutorial-type notebooks on Pandas and Numpy
------------------------------------------------------
+=======================================================
 
 Jupyter notebooks covering a wide range of functions and operations on
 the topics of NumPy, Pandans, Seaborn, matplotlib etc.
@@ -49,7 +53,7 @@ the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 --------------
 
 Regression
-----------
+===============
 .. image:: https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg
    :width: 400px
    :align: center
@@ -80,7 +84,7 @@ Regression
 --------------
 
 Classification
---------------
+===============
 
 .. image:: https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71
    :width: 400px
@@ -101,7 +105,7 @@ Classification
 --------------
 
 Clustering
-----------
+===============
 
 .. image:: https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg
    :width: 400px
@@ -122,7 +126,7 @@ Clustering
 --------------
 
 Dimensionality reduction
-------------------------
+===========================
 
 .. image:: https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg
    :width: 400px
@@ -146,7 +150,7 @@ Deep Learning/Neural Network
 --------------
 
 Random data generation using symbolic expressions
--------------------------------------------------
+======================================================
 
 -  How to use `Sympy package <https://www.sympy.org/en/index.html>`__ to
    generate random datasets using symbolic mathematical expressions.
@@ -158,7 +162,7 @@ Random data generation using symbolic expressions
 --------------
 
 Simple deployment examples (serving ML models on web API)
----------------------------------------------------------
+============================================================
 
 -  `Serving a linear regression model through a simple HTTP server
    interface <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression>`__.
@@ -174,7 +178,7 @@ Simple deployment examples (serving ML models on web API)
 --------------
 
 Object-oriented programming with machine learning
--------------------------------------------------
+======================================================
 
 Implementing some of the core OOP principles in a machine learning
 context by `building your own Scikit-learn-like estimator, and making it

From 94323f57e0bddeb3e869f17bc697e76ef6e80369 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 18:56:39 -0700
Subject: [PATCH 018/165] Update conf.py

---
 docs/conf.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 5c6fe15..52c3729 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -17,12 +17,12 @@
 
 # -- Project information -----------------------------------------------------
 
-project = 'python-ml'
+project = 'Machine-Learning-with-Python'
 copyright = '2019, Tirthajyoti Sarkar'
 author = 'Tirthajyoti Sarkar'
 
 # The full version, including alpha/beta/rc tags
-release = '1.0.5'
+# release = '1.0.5'
 
 
 # -- General configuration ---------------------------------------------------

From 3a9205dbc0dd92eb3ca8900ec637c49001447e7e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 18:57:35 -0700
Subject: [PATCH 019/165] Update index.rst

---
 docs/index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/index.rst b/docs/index.rst
index fbf7836..2d7ec9b 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -139,7 +139,7 @@ Dimensionality reduction
 --------------
 
 Deep Learning/Neural Network
-----------------------------
+==============================
 
 -  `Demo notebook to illustrate the superiority of deep neural network
    for complex nonlinear function approximation

From 6d99cc7002c09966dc4992530bbc7cf8a4a3215d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 19:00:22 -0700
Subject: [PATCH 020/165] Update index.rst

---
 docs/index.rst | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 2d7ec9b..f391142 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -32,7 +32,7 @@ Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machin
 .. image:: https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png"
    :width: 500px
    :align: center
-   :height: 400px
+   :height: 350px
    :alt: alternate text
 
 Essential tutorial-type notebooks on Pandas and Numpy
@@ -87,9 +87,9 @@ Classification
 ===============
 
 .. image:: https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71
-   :width: 400px
+   :width: 500px
    :align: center
-   :height: 300px
+   :height: 350px
    :alt: alternate text
 
 -  Logistic regression/classification
@@ -108,9 +108,9 @@ Clustering
 ===============
 
 .. image:: https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg
-   :width: 400px
+   :width: 500px
    :align: center
-   :height: 300px
+   :height: 350px
    :alt: alternate text
 
 -  *K*-means clustering
@@ -129,9 +129,9 @@ Dimensionality reduction
 ===========================
 
 .. image:: https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg
-   :width: 400px
+   :width: 500px
    :align: center
-   :height: 300px
+   :height: 350px
    :alt: alternate text
 
 -  Principal component analysis

From 58a6c7c2f2a167d74d4f8de8145ab9eae27ae340 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 22:48:23 -0700
Subject: [PATCH 021/165] Update index.rst

---
 docs/index.rst | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index f391142..cc0d093 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,3 +1,8 @@
+.. image:: https://readthedocs.org/projects/machine-learning-with-python/badge/?version=latest
+   :width: 20 %
+.. image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
+   :width: 20 %
+   
 Python Machine Learning Notebooks (Tutorial style)
 ==================================================
 

From 01b5fb68cbc6ae954834e08a74a64ad3ad00e378 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 22:51:55 -0700
Subject: [PATCH 022/165] Update index.rst

---
 docs/index.rst | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/docs/index.rst b/docs/index.rst
index cc0d093..d48ed0e 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,7 +1,12 @@
 .. image:: https://readthedocs.org/projects/machine-learning-with-python/badge/?version=latest
-   :width: 20 %
+   :width: 15 %
 .. image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
    :width: 20 %
+.. image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
+   :width: 15 %
+.. image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
+   :width: 15 %
+   
    
 Python Machine Learning Notebooks (Tutorial style)
 ==================================================

From c7cc32edfb8063431f85fbd40d03aa8ec1e3955e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 25 Jul 2019 22:54:20 -0700
Subject: [PATCH 023/165] Update index.rst

---
 docs/index.rst | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index d48ed0e..92d4e21 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,12 +1,13 @@
 .. image:: https://readthedocs.org/projects/machine-learning-with-python/badge/?version=latest
    :width: 15 %
 .. image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
-   :width: 20 %
+   :width: 22 %
 .. image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
-   :width: 15 %
+   :width: 13 %
 .. image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
-   :width: 15 %
+   :width: 13 %
    
+|
    
 Python Machine Learning Notebooks (Tutorial style)
 ==================================================

From 56e426a2ebde332a46102b35aa093dffde8ab519 Mon Sep 17 00:00:00 2001
From: tirthajyoti <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 02:33:14 -0700
Subject: [PATCH 024/165] Ran test_mlr notebook for check

---
 OOP_in_ML/Test_MLR.ipynb | 241 +++++++--------------------------------
 1 file changed, 41 insertions(+), 200 deletions(-)

diff --git a/OOP_in_ML/Test_MLR.ipynb b/OOP_in_ML/Test_MLR.ipynb
index 7d4f828..6906770 100644
--- a/OOP_in_ML/Test_MLR.ipynb
+++ b/OOP_in_ML/Test_MLR.ipynb
@@ -55,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,16 +72,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "R-squared:  0.9880512753666474\n",
-      "Adjusted R-squared:  0.9874157049074265\n",
-      "MSE:  4.00136053519552\n"
+      "R-squared:  0.9896540693059411\n",
+      "Adjusted R-squared:  0.9891037538434911\n",
+      "MSE:  3.523366601058708\n"
      ]
     }
    ],
@@ -100,17 +100,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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rNNIDWVcOklYaDjqBktYUMmnxtMLi5xYx+uAS1Vw39V/NpeG9Jc2UBBah/kS3EuSSBrlNAuvyXKpRbzVXXhLkkk2ZLgCU2EuXRgvrRt5f770B8pAgl+zKdBWQLs/To9G7c7Xq7l5J/V6RWpSrAsp0AaDb5KVHo4V1nIV9z3j8i5+LEuSzZ52tg78kSi5zALo8T49G69LjrIvX2EWSVpkuAPLQfj0rGi2sVdhnhxputE+mC4BW3fRbmq/RwlqFfTao4UablRohLqlTXkYDzatGR61s1qiXWR09Mw3r1bXdeB95xHm9bgk68ojzvGu78XGHlmpoNFCRyrLaqict66WGG62RyySw9KX61f41MiZQkqVlvZTLaS8VADmi+tXKstqzNy3rpVxOe6kAyJG0nAXGKatnoGlZLzXcaC8VADlS61lgHquLsnoGmqb1Ur+K9qmqADCz3c1sg/D4KDP7rpmNbW1o0my1nAXmtbooLWegtRbOaVkvabNSTYOKJ+AxwICPAY8AJwC/qea9zZzibAaahiZ0ldRyc/ekN8fLwv6oV3/7Mc/bRcqjTDPQam8Is9rd3cwOAi5192vM7NhWFEhJlJWbftRyY5d6b5DSDlnZH/UqzOUA0d8pJ3LK6V/n3dVrc7tdpHbV5gDeMrOZwFHAL8ysAxjUurCSJYnJ03rr56utX62muiiuHEG79kdScyDlcjnLXnkptt9p8bY6/oQTm7btkrofsqDaAuBwYBVwrLu/CowCLmhZVAmTtCZ07aifr5Q0jDNH0I79keQcSLnC2QYNieV3Wryt3uicyFXX3dCUbZfk/ZAF6glchaTdV6Bd8fQ3zHGc26Qd3520fV6oXK9e3nuX9fc5re0xF2+rl685ng/s9eWmxJHk/ZAmdfUENrO3zOzvJaa3zOzvrQs3WZLWhK5dVyT9VRfFeVXUjv2RtKu+QqVa9Bx12CG8t8Z5/Y6Le22Xv9/1vZb/Tou31XvLlzZt2yV5P2RBvwWAu2/o7sNLTBu6+/B2BRm3pDWhq7dTTzPrUuPsWNSO/ZH0jlPFhfOdv5rHRvudziafnMYb867gxYs+x/Jf/oAN1hvQ8t9p8bYatOmopm27pO+HtKupI5iZbWZmY3qmVgWVREnqnFLPGXCz61Ljvipq9f5o1foVFsKdm2/FZluObkqB3HOmvMGET7LlsZcx9mu3seVxl7N82asNxVuN4m01dNxkXr/9gqZsu7h/Z5lXqm1o8QQcCCwC3gGeB9YCf6rmvc2cNBz0OrW2925Fu/6stzlv9voVtt/fdL+v+oDhnVX1yagmts4tRsXab6M4nhnHn9C0bZf131k70Mhw0Gb2KPBpYJ6772hmnwKOcve29gXQcND10zC78StMaDaSKC2VBP7bLy7ABq7H8L1PSvRwz3mRtPtENzoc9HvuvhzoMLMOd78X6PNhWZWFdsiqS41fYUKzkURpqX4QG+13OhusNyAxeao8S1PT1WoLgDfNbBjwW2COmX2PqDoo89K0M/ujutT4FRbCjSRKy7WMWb7s1cTkqfIsiR1Hy6m2ADgIWAmcAvwS+DNwQKuCSpI07cz+JK0lUx4VFsLDdzm0T5PNagtkXc0lW5qarlZVALj7O+6+xt1Xu/t17v79UCWUeWnamZUkqSVTHhUWwm/ceQmbDB3E2t9cVnOBrKu5+FRTHZymArra4aALO4S9a2Zr8tIRLE07U5KvsBBe9upLvPbykpoL5KRdzWUhR1aNaquDU1VAl2oa1N9ENCz0wcC3a31vic/aB3gaeBb4RqXXx9EMtJYhlCVb1Pywsjz9f9TSlDppvx0aaQZaipk94u471lvwmNkA4Bngn4ClwP8A/+zuC8u9J65moElr0iWtV268HeVNesvTWD1pbkpdrhlotf0APlfwtIOoCegn3X1yAwFNBma5+97h+UwAdz+/3HsaKQD23HPPPvO+8IUvcPzxx7NixQr23XffPsunTZvGtGnTeP311zn00EP7LJ8xYwaHH344S5Ys4eijj+6z/NRTT+WAAw7g6aef5ktf+lKf5WeddRZ77bUXCxYs4OSTT+6z/LzzzmO33XbjD3/4A2eccUaf5ZdccgkTJ05k3rx5zJ49u8/yK6+8kvHjx3P77bdz0UUX9Vl+/fXXM3r0aG688UYuv/zyPst/+tOfMmLECK699lquvfbaPsvvuOMO1l9/fS677DJuuummPsvvu+8+AC688ELmzp3ba9nQoUO58847ATj33HO55557ei3fdNNN+dnPfgbAzJkzuf/++3stHzVqFN3d3QCcfPLJLFiwoNfyD37wg1x11VUATJ8+nWeeeabX8okTJ3LJJZcAcNRRR7F06dJeyxc8+jhDwsBqy245jzUr/87ad9+h461X2XWXnZkyZQr/9m//BsBnP/tZVq5c2ev9+++/P6eddhqQ7d+edXQweKsJYLZuoTurXlqIr12bqd/eAw/+kbUbbs56nWMZcUC0b5fdch5rXnyEXXfZ+f33N/rbmzx5MuefHx0GP//5z7N8+fL316de5QqAam8IU9jiZzXwAlHLoEZsBSwpeL4U2KX4RWY2HZgOMGZMrkafkBj97c032Kgo+d8xeH1WLVtZ5h35NHKLrXhj1Qo6hmzw/ry1q1aw1eiu+IJqka27ulj05z+zZv2N8DWrWbV0Ie8teZRtu7riDq1+peqF2jEBhwJXFzw/muhuY4nKAaRF0uoc0y7pt8RMijzlANzb/3/WrO+jnltCmtkPgLJ1RO7+lQbKnpeA0QXPR4V5UqO83yKxFWbPOjvahkU5gIsuzs19kKpSy21Gs2Dq1CPbtm7t+L/uNwdgZseEh7sDE4Abw/PDgIXu/uW6v9hsIFESeArRgf9/gCPd/U/l3qOxgEonpM+adU5uEnHtpOR/MuR1PzQzwd5oEvgBYA93Xx2eDwJ+5+671hRF38/dF7gEGAD8yN2/1d/r814AlGuZ8tbrrzDm1FtS2TpBpD/1tMbKSoHRzFZHjQ4GtwlQeAOYYWFeQ9z9Dnf/oLtvW+ngL+WHpRg0dFjsndXS2BkojTHnTa1DsWRl7C5oTyfUaguAbwOPmNm1ZnYd8DBwXtOikKqUG5Zi9cp3Yu15mMZ/ujTG3EzVFH5JKCBrHYolK2N3QXt6FFfdEczMNmddM80H3b31txoqkvcqoP7qBHtyAXFc9qaxM1AaY26WaqpVktIRrtb9lObOWqU0qzqrrhyAmW3v7k+Z2cdLLXf3h2uOpAF5LwCS8k9ZLI3/dGmMuVmqOagmpYCs9TeflLiTpt4cwFfD34tKTBc2NUKpKGmDgPVI44B5aYy5WaqpVin3mheefaatVUK1/uZTNRBbAvTbD8Ddp4e/n2pPOFJJO9shVyuNbebTGHOzjN1mHCuXLux1llxc+JV7zcCNN2fL4y5va1+TWn7zeeuX0LBSvcOKJ6J2/xuGx2cBNwM7VvPeZk7qCZxcaeyJnMaYm6Ga3rulXjNgeKePOOB09YxOIRq8Kfxj7r6Dme0BzAYuAM529z5j97RS3nMAIs1STXKx8DUMGMwHPjODYR/59PvL85IzyYJGO4I94u47mtn5wOPufkOjw0HXQwWASDyUXE23RjuCvWRmVwKHA3eY2eAa3iuSaUloL99qSq5mU7XDQX+B6O5dF7r7m2a2BXB668ISSYe8DMSn5Go21dIRbA9gnLv/h5l1AsPc/fmWRldEVUCSNKoakTRoqArIzL4JfB2YGWYNArqbF55IOtU6VIFIklRbj38IcCDwDoC7vwxs2KqgRNIirR3K8pC3kMqqLQD+EdqSOoCZbVDh9SK5kMbkaF4GwlMhV1m1BcBNoRXQxmb2r8A84OrWhSWSLOUOJkkdnqM/WRoxs5y8FHKNqiUJ/E/AZwAD7nL3u1sZWCl5SwJn5cYWaZfUQfjqlYeB8JSc763RfgC4+93ufrq7nwbcY2ZTmxphhjTj0lNnMJEkXMZn7Yw5rXmLWig5X51+CwAzG25mM83sUjP7jEVOBJ4j6hsgRZp14K500EnCgbHVklIIpuFgUsvvIY15i1rloZBrhkr3A/g58FfgfqKbt29GVAV0krsvaEuEBdJQBdSsS8/+LtOv//H1maqSKCcpl/FJiaOcPN83t5ysVds1qt4bwjzu7h8NjwcArwBj3P3dlkXajzQUAM2qX+3voAMk+oDULM2sq27kgJf0g0nSC6i4ZL2Qq0W9OYD3eh64+xpgaVwH/7Ro1qVnf5fpaaiSaIZmbctGq5KS3tInSb+HJFVNTp16JM8veoq1a9bw/KKnErO/kqTSFcAaQucvoqqfocCK8NjdfXjLIyyQhiuAZp4tljuDycsZX7O2Zda3V8/6rXnnr/zt/ht5b/lSBm40ko0HG8tefaltcST9SinPyl0BtPWGLo1OabkhTKtvNFLNDT2yohnb0jo6fMxpt75/I5OxX5/rY0671a2jowURt1939xwfsuEmPmB4Z6/fxNBNRta8vRrZ3l3bjfeRR5zXazvrpjHJQCM3hEmKNFwBtEuz6zezXF+ahCuAVm/fzbYcTccnj29oHRs9g89D/4K0argfgCRLM+s3k9LcslXibvbYju37+l9ebjgPUG1/h3L1/M3I2SQph5AHugKQRJwht1qcVzjt2L7N+I5qzuD7u0oAGrqCUA6hdRq6JWRSqABoDV26t1Y7tm8zDp7VFCKVXtNIQZuHE5G4qApIyspzr8l2VDm0Y/s2o6lqNVVllZqcNlI1maTmrHmhAkBiryOPy/EnnMgxx03nhT8/w8BNRvFG58SW5D7atX0bzQtVU4i0sjDL84lIbEo1DUrqlJZmoGnU6qarSfv+7u45PnDYB3o1mxy40UgfPvnwljRbjHv7NksrmyDnqXlzu1GmGWjsB/VaJhUA2VTvP34r2qwP2nRM2/sHpK1waGW8adsWaVGuAFASWGJXT/KvVW3WX7zoELq2/WBb+weo5Yu0mloBSWLV00qm0RYj5d7/+q3f4rqrr8pUE1ERtQKSxKon+ddoi5FSidnlcy9k+r9Ma+uZt1q+SJxUAEjs6mkl02iLkVItXq694gdc9sNLG1qXWjW75Yt60kpNSiUGWj0BFwBPAY8BtwAbV/M+JYGzq9bkX1ZajDRzPar5rHqSrGlMzKYx5lYiSa2AiG4uPzA8/g7wnWrepwJACiX5n7yW2Jq1HpVG46ynsEljQZvGmFutXAEQexLYzA4BDnX3ijeZVxJY0iCulj2Vkun1JJzTmKROY8ytluQk8L8Ad5ZbaGbTzWy+mc1ftmxZG8MSqU+1o2o2W6V8Qj0J5zQmqdMYc1xaVgCY2Twze6LEdFDBa84EVgNzyn2Ou1/l7pPcfVJnZ2erwpWYZSl5GdcBqFIyvZ6EcxqHZ0hjzHFpWQHg7nu5+0dKTD8HMLNpwP7AVI+7Hkpq0uyDddbuRxDXAajSWD71tLZK4zhRaYw5NqUSA62egH2AhUBnLe9TEjh+rUiwZe1WgklOQuaxFVDnFqN8xMgtUxV/s5GkJLCZPQsMBpaHWQ+4+5crvU9J4Pi1IsGWxfsRtPsGNFm+pWcjNNRGRENBSFO04mCtVhuNqfYgl8dCQr+tSJJbAUmKtKJ+W3W2jamm1VHW8izVUoug/qkAkJq04mDdjLtZ5Vk1B7m4mqbGTS2C+qcCQGrSqoN1o3ezyrNqDnJ5PRPW1WX/BlZ+iUhvU6ceqQN0gsyedTYzTjkdinIAF118wfuvGbvNOFYuXdirLjwPZ8I9v9OzZp3D4pui3MdFurpcp1TToKROagYqadOuJpSVvifJTVOl9UhSM9B6qRWQpEnSmiDmsRWQRNQMVKQJajmIqgmiJIWagYo0qNamlHlNvEp6qAAQqVKtTSnVBFGSTgWASJVqPaNXE0RJOjUDFalSrU0p1QRRkk5XACJVqueMXh3cJMl0BSBSJZ3RS9aoGaiISMapGahIFbJ0a0qRSlQFJBIU9twdffAEVi5dGI2xA6rmkUzSFYBIkNQhk3VVIq2iAkAkSGLP3bzeyEXaQwWASJDEnrtJvSqRbFABIBIkseduEq9KkkJVY41TElgkSGI7/7zeyKUSJeybQ/0ARBIsafcUSAoNtV2bcv0AdAUgkmBJvCpJgsXPLWL0wSWqxm5S1SwMbaUAAAlNSURBVFgtVACIJJzuwdyXqsaaQ0lgEUmdJCbs00hXACKSOqoaaw4lgUVEMk6DwYmISC8qAEREckoFgIhITqkAEBHJKRUAIiI5pQJARCSnVACISNNohM50UUcwEWkKjdCZPrF2BDOzU4ELgU53f73S69URTCS5NEJnciWuI5iZjQY+A7wYVwwi0jy6eU36xJkDuBj4GpCesShEpKwk3lJT+hdLAWBmBwEvufujcXy/iDSfRuhMn5Ylgc1sHrB5iUVnAmcQVf9U8znTgekAY8aMaVp8ItJcGqEzfdqeBDazjwL3ACvCrFHAy8DO7v5qf+9VElhEpHaJuSWkuz8ObNbz3MxeACZV0wpIRESaRx3BRERyKvaOYO7eFXcMIiJ5pCsAEZGcUgEgIpJTKgBERHJKBYCISE6pAMgwDc0rIv2JvRWQtIaG5hWRSmIdDrpW6glcPQ3NKyI9EjcctLSWhuYVkUpUAGSUhuYVkUpUAGSUhuYVkUqUBM4oDc0rIpUoCSwiknFKAouISC8qAEREckoFgIhITqkAEBHJKRUAIiI5lapWQGa2DFgMjACSdg/hJMYEyYwriTGB4qpFEmMCxVXOWHfvLJ6ZqgKgh5nNL9WkKU5JjAmSGVcSYwLFVYskxgSKq1aqAhIRySkVACIiOZXWAuCquAMoIYkxQTLjSmJMoLhqkcSYQHHVJJU5ABERaVxarwBERKRBKgBERHIqdQWAmZ1qZm5mI8JzM7Pvm9mzZvaYmX28zfGcG753gZn9ysy2jDsuM7vAzJ4K33uLmW1csGxmiOlpM9u7XTGF7z7MzP5kZmvNbFLRstjiCt+/T/juZ83sG+3+/oI4fmRmr5nZEwXzPmBmd5vZovB3kzbHNNrM7jWzhWH/nZSQuIaY2R/N7NEQ1/8N87c2swfDvrzRzNZrZ1whhgFm9oiZzU1KTCW5e2omYDRwF6EzWJi3L3AnYMCuwINtjml4weOvAFfEHRfwGWBgePwd4Dvh8QTgUWAwsDXwZ2BAG+P6EDAeuA+YVDA/7rgGhO/cBlgvxDKhnb+jglg+AXwceKJg3v8DvhEef6Nnf7Yxpi2Aj4fHGwLPhH0Wd1wGDAuPBwEPhv+1m4AjwvwrgBkx7MevAjcAc8Pz2GMqNaXtCuBi4GtAYeb6IODHHnkA2NjMtmhXQO7+94KnGxTEFltc7v4rd18dnj4AjCqI6b/cfZW7Pw88C+zcjphCXE+6+9MlFsUaV/iuZ939OXf/B/BfIaa2c/ffAm8UzT4IuC48vg44uM0xveLuD4fHbwFPAlslIC5397fD00FhcuDTwE/jisvMRgH7AVeH5xZ3TOWkpgAws4OAl9z90aJFWwFLCp4vDfPaxsy+ZWZLgKlAzz0XY48r+BeiKxFITkzF4o4r7u+vZKS7vxIevwqMjCsQM+sCdiQ62449rlDVsgB4Dbib6EruzYIToDj25SVEJ6prw/NNExBTSYm6JaSZzQM2L7HoTOAMoqqNtusvLnf/ubufCZxpZjOBE4Fvxh1TeM2ZwGpgTqvjqSUuqZ+7u5nF0nbbzIYBPwNOdve/Rye28cbl7muAiSHPdQuwfbtjKGRm+wOvuftDZrZnnLFUI1EFgLvvVWq+mX2UqG740fCjGwU8bGY7Ay8R5QZ6jArzWh5XCXOAO4gKgJbGVSkmM5sG7A9M8VDx2OqYqomrjJbHlfDvr+QvZraFu78SqhFfa3cAZjaI6OA/x91vTkpcPdz9TTO7F5hMVN06MJxxt3tf7g4caGb7AkOA4cD3Yo6prFRUAbn74+6+mbt3uXsX0SXUx939VeA24Iuh1c2uwN8KLktbzszGFTw9CHgqPI4tLjPbh+gS9EB3X1Gw6DbgCDMbbGZbA+OAP7Yjpgrijut/gHGhpcZ6wBEhpqS4DTgmPD4GaOuVVKjDvgZ40t2/m6C4OntauJnZUOCfiPIT9wKHxhGXu89091HhOHUE8Gt3nxpnTP2KOwtdzwS8wLpWQAb8kKju73EKWpe0KZafAU8AjwG3A1vFHRdREnUJsCBMVxQsOzPE9DTw2TZvq0OICu9VwF+Au5IQV/j+fYlat/yZqLqqrd9fEMd/Aq8A74VtdSxRHfI9wCJgHvCBNse0B1Fy9bGC39S+CYhrB+CRENcTwNlh/jZEJxDPAj8BBse0L/dkXSugRMRUPGkoCBGRnEpFFZCIiDSfCgARkZxSASAiklMqAEREckoFgIhITqkAkMwwszUWjcraM3WZ2SQz+35YvqeZ7Vbw+oPNbEId3/N25Ve173NE6pWonsAiDVrp7hOL5r0AzA+P9wTeBv4Qnh8MzAUWtiM4kaTRFYBkWjjrnxsGMfsycEq4OvgkcCBwQXi+bZh+aWYPmdnvzGz78Blbm9n9Zva4mc0u8z3fNrMTCp7PMrPTzGyYmd1jZg+H9/cZZbQnxoLnl4ahPDCznczsNyGmu3pGlDWzr1g0Pv9jZvZfTdtgkiu6ApAsGRpGhgR43t0P6Vng7i+Y2RXA2+5+IYCZ3UbUU/On4fk9wJfdfZGZ7QJcRjSM7/eAy939x4UH+SI3Eo0C+cPw/AvA3sC7wCEeDZ42AnjAzG7zKnpghvF3fgAc5O7LzOxw4FtEI7x+A9ja3VdZwQ1/RGqhAkCypFQVUFXCSJe7AT8pGOVycPi7O/D58Ph6opvs9OLuj5jZZhbdEa4T+Ku7LwkH8fPM7BNEwwNvRTRs8qtVhDUe+Ahwd4hpANEwERANfzDHzG4Fbq1lXUV6qAAQiXQQjdlergCpZsyUnxAN+LU50RUBRPeI6AR2cvf3zOwFolEiC62md3Vsz3ID/uTuk0t8135Edw87gGgo8o/6uvHmRaqiHIDkyVtEtzTs89yjO7s9b2aHwfv3dP5YeN1/E43sCNEBvZwbw+sOJSoMADYiGh/+PTP7FDC2xPsWAxPCaKgbA1PC/KeBTjObHGIaZGYfNrMOYLS73wt8PXzHsKq2gEgBFQCSJ7cDh4Sk7/8muvXj6RbdvHtbooP7sWb2KPAn1t0W8iTgBDN7nH7u5OTufyIqUF7ydUN/zwEmhfd+kXXDhRe+bwnRPWOfCH8fCfP/QVSYfCfEtICommoA0B0+8xHg++7+Zr0bRfJLo4GKiOSUrgBERHJKBYCISE6pABARySkVACIiOaUCQEQkp1QAiIjklAoAEZGc+v+cv8wblLSsFQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -127,17 +129,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x504 with 6 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -154,7 +158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -166,12 +170,14 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x1080 with 42 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -188,17 +194,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x360 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -215,17 +223,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x576 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -242,18 +252,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Variance inflation factor for feature 0: 3.42\n",
-      "Variance inflation factor for feature 1: 3.72\n",
-      "Variance inflation factor for feature 2: 2.95\n",
-      "Variance inflation factor for feature 3: 3.46\n",
-      "Variance inflation factor for feature 4: 3.52\n"
+      "Variance inflation factor for feature 0: 3.35\n",
+      "Variance inflation factor for feature 1: 4.04\n",
+      "Variance inflation factor for feature 2: 3.25\n",
+      "Variance inflation factor for feature 3: 3.76\n",
+      "Variance inflation factor for feature 4: 3.95\n"
      ]
     }
    ],
@@ -270,48 +280,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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G2BPok9SoRKRGeGLcJmZdOZip3zTmbF7mJgZw5KbZ/I8/l+o6tWtD/frBYOzMTBg1Sg3Z5anEROHu64GVQGR+3gLg82QGJSLVW24unLNvHoddfjz3buzFe7TgCD7lLm5iYzE125EZOTIzoWvX4DmSGEaPDnrQFhbCkiVKEuWtxO6xZnYrkA0cDowGagOPAyclNzQRqepyc4PeR5FurAAbV//EAG7mRYbxHXtzIU/xDO2J1w6RmRlUJSkBpEYi4yjaAccAHwO4+/JId1kRkVhyc6FXr6DrasTq1c4FPMsgerEP3zKcbvRlAD+zW9xrZWYGpQRJnUTaKH53dwccwMx2Lq+bm1krM1tkZovN7IYYx/9sZh+bWYGZXVBe9xWR5MnNDQa8RSeJg/iSSZzFM1zIt+zD8XxIT4aWmCTUKF05JJIong57Pe1uZtcArwMPl/XGZpYGDAP+BjQBLjGzoh2lvwauAJ4o6/1EJLki02hcemkw4A2gNr9zA3cxj6aczHR68SDH8RF5/DHmNerXV6N0ZVRi1ZO732tmpwM/E7RT9HP3qeVw7+OAxe7+JYCZjQfaAvOj7r0kPFZYDvcTkSSJlCIiCQLgZP7HCLrQlPk8TzuuZTDfcEDM96enKylUZgnN9RQmhvJIDtH2B5ZGbS8Djt+eC5lZJ6ATQIZG2YhUqNxc6NABNoVDc/dkNXdzPVfzKEvI5Gxe4hXO3uZ9ZsEUHGqorvyKrXoys7Vm9nOMx1oz+7kc7h2ri4Nvz4XcfZS7Z7t7dsOGDcsYlogkIjcXGjQIqpqCJOFczlgW0ojLeYz/cD1Nmbc5Sey889bVSuPGBYlC3Vkrv2JLFO6e7J5Ny4ADo7YPAJYn+Z4ish2KdnP97Tf45ZctxxuxgIfoSkum8S4t6MIIPuVIQCWG6qDYRGFmu7r7z2a2Z6zj7v5DGe89AzjUzA4CvgEuBv6vjNcUkXIUu5vrltd1+ZW+DOB67mYd9ejIwzzKVTi11O5QjcRro3gCOBuYSVAlFF1V5MDBZbmxuxeYWQ+C6UHSgEfdfZ6Z3Q7kuftEM/sjMAHYAzjHzPq7e9Oy3FdEEhOrgTraGUxmON04hC95jMv4J/eyir0ASEtTkqhO4lU9nR0+H5Ssm7v7JGBSkX39ol7PgGK6SYhIuYtUMeXnF3/OPqzgAa7jYp5iEYfxV97gLf66+bhKEtVPIgsXvZHIPhGpuqIbpotLErXYRDeGsZBGnMsL9KM/RzFnqyRRv76SRHUUr42iLpAONDCzPdhS9bQroNXMRaq4REoPEc2YxUg6cxwzmMppdGM4izl08/H69WHQICWI6ipeG0Vn4O8ESWEmWxLFzwQjqkWkiiqp/SGiHmu5nX5cy2BW0ZD/I5eJ6ZdQdyfDfggWB1KPpuovXhvFIGCQmfV09yEVGJOIJFnfviUlCacdExjMtezHckbSmZtr3cXgx3bnCSWFGieRKTyGmFkLICv6fHd/LIlxiUiS5ObGr27KZAlD6Mk5vMxsjuZ8nuPT9OPV9lCDJbIexTjgEGA2W9bPdkCJQqSKiVQ5xbIDG7mOB7iV/jhGb7ufwd6TAzJ3YJSql2q0ROZ6ygaahFONi0gVVlyV04m8xwi6cBRzeYG2zLh0MPePy+D+ig9RKqFEphn/FNgn2YGISHLFqnLagx8YQWfe4yR2Zw3XNHyBXx5/gQHjNLmmbJFIiaIBMN/MPgI2RHa6e5ukRSUi5WrbKicnh1zupzd78gMjd/0nnb+5lYfr1UtViFKJJZIobkt2ECKSPEWnAT+MRQynG6fyJu9zAm3qTqXn8KNBOUKKkUivp2kVEYiIlL9ISWLTJtiR37iBgdzIXfzKTnThIUbRiXH/raWGaokrkSk8TjCzGWa2zsx+N7NN5bQehYgkWaTx+q+8wRyO4jb68xzn04iFjKQLGZlKElKyRBqzhwKXAJ8DOwEdw30iUsn9mv8d47iUNzgNwzmdKeTwBN+xD+npwahqkZIkuhTqYjNLc/dNwGgzey/JcYlIWRQW8mHHh1nIDaSznv704y5uZAN1AU0DLqWTSKJYb2Z1gNlmdjewAtg5uWGJyHabM4dV53fm+MUf8Can0JWH+IzDNx82g7FjlSQkcYlUPV1GsLBQD+AXguVLz09mUCKyHX75hfmt+1Bw9LH44i+4jMc4lTe2ShIQrFOtJCGlkUivp8gQnV+B/skNR0S2y8SJ/HJVT5qs/ppRXMMNDORHYq5iTGZmBccmVV4icz19RTC301bcvUxLoYpIOVi6lKXtenLgzBf5kiPownTe46RiT1cDtmyPROd6iqgLtIdi/lQRkYpRUACDB7Pxpn7U31DI9fyHB7iOAmoX+xY1YMv2SqTqaXWRXQ+a2XSgX6zzRSTJPvwQOneGTz7hnZ1aczVDyScr7lu0jrWURSJVT8dGbdYiKGHskrSIRCS2NWvgxhvxkSP5ttZ+dOc5Jvzaji2LT8amZUqlrBKperov6nUBsAS4MCnRiMg2ch93pnUdz+3rrqMhqxhML27d1J+17Br3fWlp6gYr5SORqqdTKiIQEQnk5gZTb+Tnwx9YzDC6MYqpzCCbs5jELI4t8Rp16sCjjypJSPlIpOqpd7zj7q61TUTKSbduMGIE1PYN3Mzd9GUAG9iR7gxlBF0oJK3Ea6iqScpbor2e/ghMDLfPAd4BliYrKJGaJDcXevWC1WG3kb/wNiPoQiMWMZ6L6M39rGC/hK6VmQlLliQvVqmZEl246Fh3XwtgZrcBz7h7x2QGJlIdRVcrmQWjpCMaspJ76EMHHuMLDqYVrzKZVglfW2MkJFkSmcIjA/g9avt3KKEvnohsI7I2RGQ50kiSMArpyMMspBGX8CR30Jcj+LRUSSIzU91fJXkSKVGMAz4yswkEI7TbAWOTGpVINRRZGyJaUz5lBF04mXeZxp/pwggW0jjudWrVgsLCIDkMGKDkIMlXYonC3QcAVwI/AmuAK939rvK4uZm1MrNFZrbYzG6IcXxHM3sqPP6hmWWVx31FKkpuLjRoEFQzRUoSAOn8wkD+xSyOoRELuYLRtOTtYpNEZiY8/nhQCtm0KXheskRJQipGoutRfAx8XJ43NrM0YBhwOrAMmGFmE919ftRpVwM/uvsfzOxi4D/AReUZh0iy5ObClVfCxo1b7z+LVxhGd7LI5xGu4nru5gfqb/N+9V6SyiKRNopkOQ5Y7O5fuvvvwHigbZFz2rKlmutZ4FQziz8MVSSFcnMhKysoQVx66dZJYn+W8QwX8Apns550/sQ7dOSRbZJE/fpB6eH775UkpHJIZaLYn6272C4L98U8x90LgJ8gxp9eIpVAt25w2WVbVzEBpFHAtQxiAY1pzSvcxACaMZvp/GnzOZHk4K4EIZVPQlVPSRKrZFB0OvNEzsHMOgGdADIyMsoemUgpFB0HEa05eYykM835mFdpRXeG8RVbZujXuAepCootUZjZWjP7OcZjrZn9XA73XkawWl7EAcDy4s4xsx2A3YAfil7I3Ue5e7a7Zzds2LAcQhNJTKTLa9EksSs/MZiefMRx7MsK2vM0ZzFpqyShcQ9SVRSbKNx9F3ffNcZjF3ePPxtZYmYAh5rZQeGa3BezZfR3xESgQ/j6AuBNd9+mRCGSKr16Fe3y6rTnaRbQmO4MYxjdacwCnqU9YNQKf+M07kGqkoTbKMxsLzPLiDzKeuOwzaEHMBlYADzt7vPM7HYzaxOe9ghQ38wWA72BbbrQiqRCpNtrdEniIL5kEmfxNBfxLftwHB9xLUP4md1ITw/aINS1VaqiRCYFbEMw1fh+wEogk+CLvWlZb+7uk4BJRfb1i3r9G8GKeiKVRqS6KVKSqM3v/IP76MftbKQ2vXiQYXRnU/jrpYFxUtUlUqL4N3AC8Jm7HwScCryb1KhEKpHoLq877BB0e40kiT/xDrNpxl3cxCu0pjELGEwvdq+/w+ZeTCo9SFWXSK+nje6+2sxqmVktd3/LzP6T9MhEKoHItN+RlrFNm4Ln+nzP3VzPVYxmCZm05mUm0To4Vj/o4ipSXSSSKNaYWT2CqcVzzWwlwUp3ItVW8V1enSsYwz30YTd+YiD/4t/cwnp2BoKeTIMGVXi4IkmVSNVTW+BX4DrgNeALgjUpRKqlyMC5okmiMfN5m5aM5ioW0ohjmMWNDNycJOrXV08mqZ4SWQr1l6hNzRor1Vpu7tZVTQB1+ZWbuYM+3MM66tGRh3mUq/Cov7NU3STVWSK9ntayZTR0HaA28Es5jaUQSbnoxYSKOpPXGEZ3DuFLHuMy/sm9rGKvrc5RdZNUd4mUKHaJ3jazcwkm9BOp8oo2Vkfswwoe5O9cxNMs5HBO4U3e5pTNx9PSgoZtdX2VmqDUkwK6+wvAX5MQi0jSRXd1rVULHnpo6yRRi010ZygLaURbXuQWbudoPuFtTtlq4r6CAnV9lZojkaqn86I2awHZxJiYT6Qyi9WLqWgp4hg+ZiSd+SN5TOF0ujGcL/gDZtC1CwwfXrExi1QWiXSPje7hVAAsYdt1I0QqraIjqYuqx1r+zS30ZAiraMjFPMlTXAQYaWkwdqxKDVKzJdJGcWVFBCKSLLHWqg445/E8g+jFfixnJJ25kbv4id2BoJFa3V1F4iQKMxtCnComd782KRGJlLOvv952XyZLGEoPzuYVZnM0F/AsH3LCluNqpBbZLF5jdh4wE6gLHAt8Hj6aAZuSH5pI+Yhey2oHNnI9/2E+TWjJ2/yDe8kmjw85YavGajVSi2xRbInC3ccCmNkVwCnuvjHcHgFMqZDoRMrBgAFBG0Wz9e8ygi4cyadM4Fyus0Hke4ZKDyIlSKR77H5A9FiKeuE+kSoh528/8Mlx1/AuJ7MbP9Gx4Yusf3wCSwozVHoQSUAiiWIgMMvMxpjZGOBj4M6kRiVSHtxh3Dh+O6gRWW+P5l7+SasD53PKA22UGERKIZFeT6PN7FXg+HDXDe7+bXLDEimjRYv49ryu7DP/LWZxAp15nbkcBUuDaihQKUIkUcWWKMysUfh8LEFV09LwsV+4T6Ty+e036NePTUccxY7zZ9GJkZzEu0GSCK1fH3SZFZHExCtR9AY6ESyDWpSjaTykspk6NZi8afFiJu6cQ5eC+1jJ3jFPjdVlVkRii9frqVP4fEpx54hUCt9+C717w5NPwqGHwtSpnH/GaXHnmYnuMisi8ZXYmG1m7c1sl/D1zWb2vJkdk/zQREpQWBjM6teoETz3HPTrB3PmkPvdadSK8z87PT3oDisiiUmk19Mt7r7WzE4GziRYvGhEcsMSKcEnn0CLFtCtG9/u35xTGszFbu9PrfS6XHrplrWti9IqdCKll0iiiPzKtQYecvcXCRYwEql469Yxv/U/KWjWnJUffslljGPf+a/z9vLDgG1nhI1ISwtGXX//vZKESGklkii+MbORwIXAJDPbMcH3iZSrab1fZNluTWgy6T4e4WoOZxGPcylgJb63sFAJQmR7JfKFfyEwGWjl7muAPYE+SY1KJNrXX7M0+1z+8sC5/FC4Oy14ly6MZA17JHwJNV6LbL8SE4W7rwdWAieHuwoIJgcUSa6NG+G++9h4WBP2nDmVPtxNc2byPi1KdRk1XouUTSIr3N1KsKrd4cBooDbwOHBSckOTGu2DD6BzZ5gzhylp59CNIXxNZqkvU78+DBqkaieRskik6qkd0Ab4BcDdl7P1JIEi5efHH6FrV2jRgl+W/cB5tSZw9qYXE04SkW6xmZlqvBYpL4kkit/d3QkXMTKznZMbktRI7rzb/QlWNWjMphGjeMD/zj4/zGdC4bnEa6wumhg2bdJ6EiLlLZFE8XTY62l3M7sGeB34b1luamZ7mtlUM/s8fI7ZKmlmr5nZGjN7uSz3k0ru889ZcdQZnDQ8h68KM8gmj97cz7o4BddId1clBpHkS6Qx+17gWeA5gnaKfu4+uIz3vQF4w90PBd4It2O5B7isjPeSymrDBujfH448kp3nfUQ3hnEi7zOb+AP/09Nh7FglBpGKUmJjNoC7TwWmAphZmpnluHtuGe7bFmgZvh4LvA38K8Z93zCzlkX3SzXw5ptBW8Rnn8HFF9No/P2sYN8S35aWppHVIhUt3jTju5rZjWY21MzOsEAP4EuCsRVlsbe7r4TeqwkAABCxSURBVAAIn/cqy8XMrJOZ5ZlZ3qpVq8oYmiTVypVw2WVw6qlQUACvvQZPPkmdzJKThEoSIqkRr0QxDvgReB/oSDDIrg7Q1t1nl3RhM3sd2CfGoXJfCcDdRwGjALKzs+NNGiqpUljIB50eodHof5FeuI7BO93Mg2tu4ptWO5GWFrQ1mBU/BYe6uYqkTrxEcbC7HwlgZv8Fvgcy3H1tIhd299OKO2Zm35nZvu6+wsz2JRjQJ9XUKwPn0uCWLpxQ8B5v8xe68hALf20MvwbHIxP4uW9JFpHkkZkZDJZTghBJnXiN2RsjL9x9E/BVokkiAROBDuHrDsCL5XRdqWC5uZCVFXRTbdAgeEReZ9T/hbvtes688RgOKVhEB8ZwCm+xkMbFXs89SA4FBerNJFJZxCtRHG1mP4evDdgp3DbA3X3XMtx3IEG326uBr4H2AGaWDXRx947h9v+ARkA9M1sGXO3uk8twXykHubnBUqL5+VtXF61eveWcE1a/zFB6kEU+j3AV13M3P1A/oetr9TmRyiXeCndpybqpu68GTo2xP4+gPSSy/adkxSDbJzcXOnUK1p2GbdsU9mcZg7mW85jAPJrwJ95hOqX7Z9QEfiKVi6YLlxJFVy916LAlSURLo4BePMgCGtOK17iROzmGWaVOEprAT6TySWgchdRcRUsQsVaOy2YGI+nMscxiEn+jB0P5ioPjXnfnnaFu3aC6Sg3XIpWbShQSV9++sUsQALvyE0PowYccz958xwU8Q2teiZkkLJyuKTIn07p1wYR97mq4FqnslCgkrtgNy86FPMVCGtGVhxhKTxqzgLfrX0D9+oZZMO6hfv0gQWRmwrhxSgYiVZWqniSujIygd1PEwXzBMLrTisnk0Zxr9nmZS+5tzs/68heptlSikLgGDAgamGvzOzcxgE85gha8x4zLB5Nd8CEvr2iuEoJINacShcSVkwN7LZhG1t1dOXTjAl5Jv4ANAx/kvJ77pzo0EakgShRSvO+/hz59OH3MmKB/7LBXaH3WWamOSkQqmKqeZFuFhTB6NDRqFHRRuvFGmDcPlCREaiQlCtnavHnQsiVcdRUfrWvMEQWzyXriTnInpKc6MhFJESWKGih6pHVWVrA9/tH1DNvtJjYe0Ywfps+jU9ojnLBhGvNoSn5+MOgutyxLVYlIlWVe3AIAVVR2drbn5eWlOoxKq+hIa4Cz015l8KbuHMRXjKEDfbiH72m4zXszM4NxECJS/ZjZTHfPjnVMJYoaJnqk9b4s52na89Kms/iNHWnJW1zJmJhJAjSrq0hNpURRzRWtZsrPh1psogdDWEgjzuElbubfNGM20zYvYx6bZnUVqZnUPbYaK1rNlJ8PzZnJCDqTzUymcDrdGM4X/KHEa2lWV5GaSyWKaiJWA3V0NdMu/MyD9OJDjuMAlnExT3Imk/mCP1C7NtSps/X1atfeeq6mUaM0R5NITaVEUQ1ESg75+cHEe5FeSsEcTc75PMsCGtOTIYygC41YyAeZF2NmZGYGQyYefTRICJHEMHp0MN6usFAT+YnUdKp6qgZiTQW+fj0cUusrBhX2oDWTmEUzzuN5PuL4YnsvKRmISCwqUVQDRXsj7cBG/sVA5hQ25S9M4zru54/M4COOV1uDiJSaEkU1EN0b6SSmM4tjGMiNvLNTK6YOWsCEzOsotB3U1iAi20WJohoYMAAO2Gk1D9OR6fyJXVjLBXUmsvrh52l37YEsWaK2BhHZfkoUVZ07OQVj+XyHRlzBGO6hD60OnE+7R89RUhCRcqHG7Kps4ULo0gWmTaPuiSfCiBH0Oeoo+qQ6LhGpVlSiqIp+/RVuuQWOOgo++QRGjoTp04NtEZFypkRRheTmwmV7T2Fx+pFwxx18ddxFsGhRMGiilv4pRSQ59O1SScQaWR3tuWHfUqfDJYxbeSaF1OJUXueIWePInbpXKsIVkRpEiaISKG5kdW4usGkTDB/O6T0b0WbT89zKbRzFHN7kVNavDwbbiYgkkxJFJVDcyOrcPrOhRQvo3p2PPJsjmcvt3MoG6m4+T1N/i0iyKVFUAkW/7HdmHffRm5dWNA8GPzz+OB0zpvI5h23zXk39LSLJlpJEYWZ7mtlUM/s8fN4jxjnNzOx9M5tnZnPM7KJUxFoRor/s2/ICC2hMbx5gfL1rgi6wOTkMuNNIL7JstabjEJGKkKoSxQ3AG+5+KPBGuF3UeuByd28KtAIeNLPdKzDGCjNgABxeN58XaMsLtONH9uCUHd+DESNgjyCH5uQE029Ez/Cq6ThEpCKkKlG0BcaGr8cC5xY9wd0/c/fPw9fLgZVQzBqdlVBJvZg227iRnOX38Kk34XR7neu5m/MyZtLxkRO3SQI5OWg6DhGpcKkamb23u68AcPcVZha3j6eZHQfUAb4o5ngnoBNARiWotI+1slynTsHrrb7c338fOneGuXPZoU0bdhgyhLszMri7wiMWESle0koUZva6mX0a49G2lNfZFxgHXOnuhbHOcfdR7p7t7tkNG6a+0FFcL6bNXVl//DFIEC1aBK8nTIAXX1TLtIhUSkkrUbj7acUdM7PvzGzfsDSxL0G1UqzzdgVeAW529w+SFGq5K67L6tf5DrlPQO/esHp18Ny/P9SrV7EBioiUQqraKCYCHcLXHYAXi55gZnWACcBj7v5MsgNKuE0hAbEKBofyGe/UPR0uvTS4QV4e3HefkoSIVHqpShQDgdPN7HPg9HAbM8s2s/+G51wI/Bm4wsxmh49myQgm7sjo7TBgAJu7su7Ib/SjP3M5kuNq5cHw4fDee9AsKR9FRKTcmbunOoZylZ2d7Xl5eaV6T1ZWkByKKm5t6UTk5sLLvd/ktpVdOZzPWHLiJWQ9fz/ss8/2XVBEJInMbKa7Z8c6ppHZxGlT2N7pMVauJOe1y3hy5akcfsgmmDyZrPeeUJIQkSpJiYLiOxuVuhNSYWEwCu7ww+Gpp4I1I+bOhTPOKHOMIiKpokTB1m0KEaWeHmPuXDj55KDba7NmMGcO3H477LRTucYqIlLRlCgo4/QYv/wC118PxxwDn38OY8fCm29Co0ZJj1tEpCJozexQTs52TInx0kvQo0fQmNGxIwwcCPXrJyU+EZFUUYlieyxdCuedB23awC67wP/+Bw8/rCQhItWSEkVpFBTAAw9Akybw2mtBCWLWrKBtQkSkmlLVU6I++ihoqJ49G846C4YOhYMOSnVUIiJJpxJFSX76Cbp3hxNOgJUr4dln4eWXlSREpMZQoiiOO4wfH/ReGjECrr0WFiyA888PukaJiNQQqnqK5YsvoFs3mDIFsrODEkTz5qmOSkQkJVSiiLZhA9xxBxxxRLCo0JAh8MEHShIiUqOpRBHx1VdBI/XChdC+PTz4IOy3X6qjEhFJOZUoIvbfHw45BCZNgqefVpIQEQmpRBFRp07QFiEiIltRiUJEROJSohARkbiUKEREJC4lChERiUuJQkRE4lKiEBGRuJQoREQkLiUKERGJy9w91TGUKzNbBeSnOo5SaAB8n+ogUkCfu2apiZ+7qn3mTHdvGOtAtUsUVY2Z5bl7dqrjqGj63DVLTfzc1ekzq+pJRETiUqIQEZG4lChSb1SqA0gRfe6apSZ+7mrzmdVGISIicalEISIicSlRiIhIXEoUlYCZ3WNmC81sjplNMLPdUx1TRTCz9mY2z8wKzaxadCMsjpm1MrNFZrbYzG5IdTwVxcweNbOVZvZpqmOpKGZ2oJm9ZWYLwv/fvVIdU1kpUVQOU4Ej3P0o4DPgxhTHU1E+Bc4D3kl1IMlkZmnAMOBvQBPgEjNrktqoKswYoFWqg6hgBcA/3L0xcALQvar/eytRVALuPsXdC8LND4ADUhlPRXH3Be6+KNVxVIDjgMXu/qW7/w6MB9qmOKYK4e7vAD+kOo6K5O4r3P3j8PVaYAGwf2qjKhslisrnKuDVVAch5Wp/YGnU9jKq+BeHJMbMsoBjgA9TG0nZ7JDqAGoKM3sd2CfGob7u/mJ4Tl+CYmtuRcaWTIl87hrAYuxTv/RqzszqAc8Bf3f3n1MdT1koUVQQdz8t3nEz6wCcDZzq1WhwS0mfu4ZYBhwYtX0AsDxFsUgFMLPaBEki192fT3U8ZaWqp0rAzFoB/wLauPv6VMcj5W4GcKiZHWRmdYCLgYkpjkmSxMwMeARY4O73pzqe8qBEUTkMBXYBpprZbDMbkeqAKoKZtTOzZcCJwCtmNjnVMSVD2FGhBzCZoGHzaXefl9qoKoaZPQm8DxxuZsvM7OpUx1QBTgIuA/4a/j7PNrOzUh1UWWgKDxERiUslChERiUuJQkRE4lKiEBGRuJQoREQkLiUKERGJS4lCKi0zqx/VvfBbM/smfL3GzOZXcCzNors4mlmb7Z0F1syWmFmD8ouuVPe+wsz2i9r+b2TCulTGJZWbEoVUWu6+2t2buXszYATwQPi6GVBY3vczs3gzFTQDNicKd5/o7gPLO4YKcAWwOVG4e0d3r9CkK1WPEoVUVWlm9nA43/8UM9sJwMwOMbPXzGymmf3PzBqF+zPN7I1wzY83zCwj3D/GzO43s7eA/5jZzuEaCjPMbJaZtQ1HU98OXBSWaC4K/zIfGl5j73AdkU/CR4tw/wthHPPMrFNJH8jMrjSzz8xsWvjZItcfY2YXRJ23LnyuF36Wj81srpm1DfdnhWshbPXzCa+RDeSGn2MnM3s71logZnapmX0UnjfSzNLCxxgz+zS833Vl+PeTKkSJQqqqQ4Fh7t4UWAOcH+4fBfR09+bAP4Hh4f6hwGPhmh+5wOCoax0GnObu/wD6Am+6+x+BU4B7gNpAP+CpsITzVJFYBgPT3P1o4FggMur6qjCObOBaM6tf3Icxs32B/gSjek8nWLeiJL8B7dz92DDW+8LpI2L+fNz9WSAPyAk/x6/FxNIYuAg4KSzBbQJyCEpV+7v7Ee5+JDA6gRilGtCkgFJVfeXus8PXM4GscLbOFsAzW74v2TF8PpFgkSSAccDdUdd6xt03ha/PANqY2T/D7bpARgmx/BW4HCC8zk/h/mvNrF34+kCCL+/VxVzjeOBtd18FYGZPESSweAy408z+TFAVtz+wd3hsm59PCdeKdirQHJgR/hx3AlYCLwEHm9kQ4BVgSimuKVWYEoVUVRuiXm8i+DKrBawJ/wouSfTcNb9EvTaCv763WlDJzI4vTXBm1hI4DTjR3deb2dsESSfRmKIVEJb+wxJDnXB/DtAQaO7uG81sSdQ9Yv18Eg4fGOvu26y0aGZHA2cC3YELCdZPkWpOVU9SbYRz/n9lZu0h+FINv9gA3iOYtRWCL9jpxVxmMtAzUoVjZseE+9cSTNwYyxtA1/D8NDPbFdgN+DFMEo0IlsSM50OgZdjTqzbQPurYEoK/8CFYGa92+Ho3YGWYJE4BMku4R0mfI/rzXGBme4Wfac+wjacBUMvdnwNuIahmkxpAiUKqmxzgajP7hKCtILLk6LXAlWY2h2Bmz+IWvP83wRfxHDP7NNwGeAtoEmnMLvKeXsApZjaXoJqnKfAasEN4v38TLHFbLHdfAdxGMNPq68DHUYcfBv5iZh8RVFFFSkC5QLaZ5YWfe2G8e4TGACMijdnFxDIfuBmYEsY/FdiXoGrrbTObHV6npqztXuNp9liRSsjMrgCy3b1HqmMRUYlCRETiUolCRETiUolCRETiUqIQEZG4lChERCQuJQoREYlLiUJEROL6f+bpr3w12cvxAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The residuals seem to have come from a Gaussian process\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.run_diagnostics()"
    ]
@@ -325,139 +296,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Help on MyLinearRegression in module Class_MyLinearRegression object:\n",
-      "\n",
-      "class MyLinearRegression(Metrics, Diagnostics_plots, Data_plots, Outliers, Multicollinearity)\n",
-      " |  Methods for computing useful regression metrics\n",
-      " |  \n",
-      " |  sse: Sum of squared errors\n",
-      " |  sst: Total sum of squared errors (actual vs avg(actual))\n",
-      " |  r_squared: Regression coefficient (R^2)\n",
-      " |  adj_r_squared: Adjusted R^2\n",
-      " |  mse: Mean sum of squared errors\n",
-      " |  \n",
-      " |  Method resolution order:\n",
-      " |      MyLinearRegression\n",
-      " |      Metrics\n",
-      " |      Diagnostics_plots\n",
-      " |      Data_plots\n",
-      " |      Outliers\n",
-      " |      Multicollinearity\n",
-      " |      builtins.object\n",
-      " |  \n",
-      " |  Methods defined here:\n",
-      " |  \n",
-      " |  __init__(self, fit_intercept=True)\n",
-      " |      Initialize self.  See help(type(self)) for accurate signature.\n",
-      " |  \n",
-      " |  __repr__(self)\n",
-      " |      Return repr(self).\n",
-      " |  \n",
-      " |  fit(self, X, y)\n",
-      " |      Fit model coefficients.\n",
-      " |      Arguments:\n",
-      " |      X: 1D or 2D numpy array \n",
-      " |      y: 1D numpy array\n",
-      " |  \n",
-      " |  outlier_plots(self)\n",
-      " |      Creates various outlier plots\n",
-      " |  \n",
-      " |  predict(self, X)\n",
-      " |      Output model prediction.\n",
-      " |      Arguments:\n",
-      " |      X: 1D or 2D numpy array\n",
-      " |  \n",
-      " |  run_diagnostics(self)\n",
-      " |      Runs diagnostics tests and plots\n",
-      " |  \n",
-      " |  ----------------------------------------------------------------------\n",
-      " |  Methods inherited from Metrics:\n",
-      " |  \n",
-      " |  adj_r_squared(self)\n",
-      " |      returns calculated value of adjusted r^2\n",
-      " |  \n",
-      " |  mse(self)\n",
-      " |      returns calculated value of mse\n",
-      " |  \n",
-      " |  pretty_print_stats(self)\n",
-      " |      returns report of statistics for a given model object\n",
-      " |  \n",
-      " |  r_squared(self)\n",
-      " |      returns calculated value of r^2\n",
-      " |  \n",
-      " |  sse(self)\n",
-      " |      returns sum of squared errors (model vs actual)\n",
-      " |  \n",
-      " |  sst(self)\n",
-      " |      returns total sum of squared errors (actual vs avg(actual))\n",
-      " |  \n",
-      " |  ----------------------------------------------------------------------\n",
-      " |  Data descriptors inherited from Metrics:\n",
-      " |  \n",
-      " |  __dict__\n",
-      " |      dictionary for instance variables (if defined)\n",
-      " |  \n",
-      " |  __weakref__\n",
-      " |      list of weak references to the object (if defined)\n",
-      " |  \n",
-      " |  ----------------------------------------------------------------------\n",
-      " |  Methods inherited from Diagnostics_plots:\n",
-      " |  \n",
-      " |  fitted_vs_features(self)\n",
-      " |      Plots residuals vs all feature variables in a grid\n",
-      " |  \n",
-      " |  fitted_vs_residual(self)\n",
-      " |      Plots fitted values vs. residuals\n",
-      " |  \n",
-      " |  histogram_resid(self, normalized=True)\n",
-      " |      Plots a histogram of the residuals (can be normalized)\n",
-      " |  \n",
-      " |  qqplot_resid(self, normalized=True)\n",
-      " |      Creates a quantile-quantile plot for residuals comparing with a normal distribution\n",
-      " |  \n",
-      " |  shapiro_test(self, normalized=True)\n",
-      " |      Performs Shapiro-Wilk normality test on the residuals\n",
-      " |  \n",
-      " |  ----------------------------------------------------------------------\n",
-      " |  Methods inherited from Data_plots:\n",
-      " |  \n",
-      " |  pairplot(self)\n",
-      " |      Creates pairplot of all variables and the target using the Seaborn library\n",
-      " |  \n",
-      " |  plot_fitted(self, reference_line=False)\n",
-      " |      Plots fitted values against the true output values from the data\n",
-      " |      \n",
-      " |      Arguments:\n",
-      " |      reference_line: A Boolean switch to draw a 45-degree reference line on the plot\n",
-      " |  \n",
-      " |  ----------------------------------------------------------------------\n",
-      " |  Methods inherited from Outliers:\n",
-      " |  \n",
-      " |  cook_distance(self)\n",
-      " |      Computes and plots Cook's distance\n",
-      " |  \n",
-      " |  influence_plot(self)\n",
-      " |      Creates the influence plot\n",
-      " |  \n",
-      " |  leverage_resid_plot(self)\n",
-      " |      Plots leverage vs normalized residuals' square\n",
-      " |  \n",
-      " |  ----------------------------------------------------------------------\n",
-      " |  Methods inherited from Multicollinearity:\n",
-      " |  \n",
-      " |  vif(self)\n",
-      " |      Computes variance influence factors for each feature variable\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "help(model)"
    ]
@@ -479,7 +320,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.2"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,

From 251f79f680a0c307cdb963e8a6f0a9176785f168 Mon Sep 17 00:00:00 2001
From: tirthajyoti <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 02:44:09 -0700
Subject: [PATCH 025/165] updated files

---
 .../Advanced Pandas Operations.ipynb          | 3658 ++++++++---------
 Pandas and Numpy/Sample - Superstore.xls      |  Bin 0 -> 3371008 bytes
 2 files changed, 1686 insertions(+), 1972 deletions(-)
 create mode 100644 Pandas and Numpy/Sample - Superstore.xls

diff --git a/Pandas and Numpy/Advanced Pandas Operations.ipynb b/Pandas and Numpy/Advanced Pandas Operations.ipynb
index e826f4d..5169fa1 100644
--- a/Pandas and Numpy/Advanced Pandas Operations.ipynb	
+++ b/Pandas and Numpy/Advanced Pandas Operations.ipynb	
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -335,17 +335,17 @@
        "8       9  CA-2014-115812 2014-06-09 2014-06-14  Standard Class    BH-11710   \n",
        "9      10  CA-2014-115812 2014-06-09 2014-06-14  Standard Class    BH-11710   \n",
        "\n",
-       "     Customer Name    Segment        Country             City    ...     \\\n",
-       "0      Claire Gute   Consumer  United States        Henderson    ...      \n",
-       "1      Claire Gute   Consumer  United States        Henderson    ...      \n",
-       "2  Darrin Van Huff  Corporate  United States      Los Angeles    ...      \n",
-       "3   Sean O'Donnell   Consumer  United States  Fort Lauderdale    ...      \n",
-       "4   Sean O'Donnell   Consumer  United States  Fort Lauderdale    ...      \n",
-       "5  Brosina Hoffman   Consumer  United States      Los Angeles    ...      \n",
-       "6  Brosina Hoffman   Consumer  United States      Los Angeles    ...      \n",
-       "7  Brosina Hoffman   Consumer  United States      Los Angeles    ...      \n",
-       "8  Brosina Hoffman   Consumer  United States      Los Angeles    ...      \n",
-       "9  Brosina Hoffman   Consumer  United States      Los Angeles    ...      \n",
+       "     Customer Name    Segment        Country             City  ...  \\\n",
+       "0      Claire Gute   Consumer  United States        Henderson  ...   \n",
+       "1      Claire Gute   Consumer  United States        Henderson  ...   \n",
+       "2  Darrin Van Huff  Corporate  United States      Los Angeles  ...   \n",
+       "3   Sean O'Donnell   Consumer  United States  Fort Lauderdale  ...   \n",
+       "4   Sean O'Donnell   Consumer  United States  Fort Lauderdale  ...   \n",
+       "5  Brosina Hoffman   Consumer  United States      Los Angeles  ...   \n",
+       "6  Brosina Hoffman   Consumer  United States      Los Angeles  ...   \n",
+       "7  Brosina Hoffman   Consumer  United States      Los Angeles  ...   \n",
+       "8  Brosina Hoffman   Consumer  United States      Los Angeles  ...   \n",
+       "9  Brosina Hoffman   Consumer  United States      Los Angeles  ...   \n",
        "\n",
        "  Postal Code  Region       Product ID         Category Sub-Category  \\\n",
        "0       42420   South  FUR-BO-10001798        Furniture    Bookcases   \n",
@@ -386,7 +386,7 @@
        "[10 rows x 21 columns]"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -397,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -415,7 +415,7 @@
        "(9994, 20)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -433,7 +433,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -518,7 +518,7 @@
        "9    BH-11710  Brosina Hoffman  Los Angeles        90032  114.900"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -537,7 +537,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -546,7 +546,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -631,7 +631,7 @@
        "max    8159.952000   585.552000"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -642,17 +642,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x25be8ff5668>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -673,7 +675,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -692,7 +694,7 @@
        "       'West Virginia'], dtype=object)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -703,7 +705,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -712,7 +714,7 @@
        "49"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -723,7 +725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -732,7 +734,7 @@
        "array(['United States'], dtype=object)"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -743,7 +745,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -759,7 +761,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -867,7 +869,7 @@
        "9  Standard Class  California  114.9000"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -879,117 +881,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Ship Mode</th>\n",
-       "      <th>State</th>\n",
-       "      <th>Sales</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Ship Mode  State  Sales\n",
-       "0       True   True   True\n",
-       "1       True   True   True\n",
-       "2       True   True  False\n",
-       "3       True   True   True\n",
-       "4       True   True  False\n",
-       "5       True   True  False\n",
-       "6       True   True  False\n",
-       "7       True   True   True\n",
-       "8       True   True  False\n",
-       "9       True   True   True"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "TypeError",
+     "evalue": "'>' not supported between instances of 'str' and 'int'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-17-78bbdddecb39>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_subset\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mf\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m   1577\u001b[0m             \u001b[0;31m# straight boolean comparisons we want to allow all columns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1578\u001b[0m             \u001b[0;31m# (regardless of dtype to pass thru) See #4537 for discussion.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1579\u001b[0;31m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_combine_const\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1580\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1581\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_combine_const\u001b[0;34m(self, other, func)\u001b[0m\n\u001b[1;32m   5394\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_combine_const\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5395\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5396\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdispatch_to_series\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5397\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5398\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mcombine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mdispatch_to_series\u001b[0;34m(left, right, func, str_rep, axis)\u001b[0m\n\u001b[1;32m    594\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    595\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 596\u001b[0;31m     \u001b[0mnew_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn_op\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr_rep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mleft\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    597\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    598\u001b[0m     \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mleft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/computation/expressions.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(op, op_str, a, b, use_numexpr, **eval_kwargs)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[0muse_numexpr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0muse_numexpr\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0m_bool_arith_check\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    219\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0muse_numexpr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 220\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_evaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0meval_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    221\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0m_evaluate_standard\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/computation/expressions.py\u001b[0m in \u001b[0;36m_evaluate_standard\u001b[0;34m(op, op_str, a, b, **eval_kwargs)\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0m_store_test_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mcolumn_op\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m    568\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    569\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcolumn_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 570\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    571\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    572\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36m<dictcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    568\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    569\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcolumn_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 570\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    571\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    572\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self, other, axis)\u001b[0m\n\u001b[1;32m   1227\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1228\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1229\u001b[0;31m                 \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mna_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1230\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1231\u001b[0m                 raise TypeError(\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mna_op\u001b[0;34m(x, y)\u001b[0m\n\u001b[1;32m   1089\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1090\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1091\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_comp_method_OBJECT_ARRAY\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1092\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1093\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mis_datetimelike_v_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36m_comp_method_OBJECT_ARRAY\u001b[0;34m(op, x, y)\u001b[0m\n\u001b[1;32m   1067\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvec_compare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1068\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1069\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscalar_compare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1070\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1071\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/ops.pyx\u001b[0m in \u001b[0;36mpandas._libs.ops.scalar_compare\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: '>' not supported between instances of 'str' and 'int'"
+     ]
     }
    ],
    "source": [
@@ -998,117 +913,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Ship Mode</th>\n",
-       "      <th>State</th>\n",
-       "      <th>Sales</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>261.9600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>731.9400</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>California</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>Florida</td>\n",
-       "      <td>957.5775</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>Florida</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>California</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>California</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>California</td>\n",
-       "      <td>907.1520</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>California</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>California</td>\n",
-       "      <td>114.9000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Ship Mode       State     Sales\n",
-       "0    Second Class    Kentucky  261.9600\n",
-       "1    Second Class    Kentucky  731.9400\n",
-       "2    Second Class  California       NaN\n",
-       "3  Standard Class     Florida  957.5775\n",
-       "4  Standard Class     Florida       NaN\n",
-       "5  Standard Class  California       NaN\n",
-       "6  Standard Class  California       NaN\n",
-       "7  Standard Class  California  907.1520\n",
-       "8  Standard Class  California       NaN\n",
-       "9  Standard Class  California  114.9000"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "TypeError",
+     "evalue": "'>' not supported between instances of 'str' and 'int'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-19-9f0174bef77a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_subset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_subset\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mf\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m   1577\u001b[0m             \u001b[0;31m# straight boolean comparisons we want to allow all columns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1578\u001b[0m             \u001b[0;31m# (regardless of dtype to pass thru) See #4537 for discussion.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1579\u001b[0;31m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_combine_const\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1580\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1581\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_combine_const\u001b[0;34m(self, other, func)\u001b[0m\n\u001b[1;32m   5394\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_combine_const\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5395\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5396\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdispatch_to_series\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5397\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5398\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mcombine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mdispatch_to_series\u001b[0;34m(left, right, func, str_rep, axis)\u001b[0m\n\u001b[1;32m    594\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    595\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 596\u001b[0;31m     \u001b[0mnew_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn_op\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr_rep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mleft\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    597\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    598\u001b[0m     \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mleft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/computation/expressions.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(op, op_str, a, b, use_numexpr, **eval_kwargs)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[0muse_numexpr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0muse_numexpr\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0m_bool_arith_check\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    219\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0muse_numexpr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 220\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_evaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0meval_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    221\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0m_evaluate_standard\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/computation/expressions.py\u001b[0m in \u001b[0;36m_evaluate_standard\u001b[0;34m(op, op_str, a, b, **eval_kwargs)\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0m_store_test_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mcolumn_op\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m    568\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    569\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcolumn_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 570\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    571\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    572\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36m<dictcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    568\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    569\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcolumn_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 570\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    571\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    572\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self, other, axis)\u001b[0m\n\u001b[1;32m   1227\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1228\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1229\u001b[0;31m                 \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mna_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1230\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1231\u001b[0m                 raise TypeError(\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mna_op\u001b[0;34m(x, y)\u001b[0m\n\u001b[1;32m   1089\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1090\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1091\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_comp_method_OBJECT_ARRAY\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1092\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1093\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mis_datetimelike_v_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36m_comp_method_OBJECT_ARRAY\u001b[0;34m(op, x, y)\u001b[0m\n\u001b[1;32m   1067\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvec_compare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1068\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1069\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscalar_compare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1070\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1071\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/ops.pyx\u001b[0m in \u001b[0;36mpandas._libs.ops.scalar_compare\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: '>' not supported between instances of 'str' and 'int'"
+     ]
     }
    ],
    "source": [
@@ -1117,7 +945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1190,7 +1018,7 @@
        "9  Standard Class  California  114.9000"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1201,7 +1029,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1260,7 +1088,7 @@
        "3  Standard Class   Florida  957.5775"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1278,10 +1106,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "scrolled": false
-   },
+   "execution_count": 22,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -1364,7 +1190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1472,7 +1298,7 @@
        "9  Standard Class  California  114.9000"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1484,7 +1310,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1493,16 +1319,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<pandas.core.groupby.groupby.DataFrameGroupBy object at 0x0000025BE8FF5E48>"
+       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x7fe370f2ff60>"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1513,7 +1339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -1538,7 +1364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1563,7 +1389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1582,7 +1408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1676,7 +1502,7 @@
        "Standard Class  957.5775  "
       ]
      },
-     "execution_count": 26,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1687,7 +1513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1765,7 +1591,7 @@
        "      max    907.152000"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1776,7 +1602,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1785,7 +1611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -2518,138 +2344,38 @@
        "</div>"
       ],
       "text/plain": [
-       "                             count         mean          std       min  \\\n",
-       "State         City                                                       \n",
-       "Alabama       Auburn           6.0   294.471667   361.914543     3.760   \n",
-       "              Decatur         13.0   259.601538   385.660903    14.940   \n",
-       "              Florence         5.0   399.470000   796.488863     4.980   \n",
-       "              Hoover           4.0   131.462500   230.646923     7.160   \n",
-       "              Huntsville      10.0   248.437000   419.576667     3.620   \n",
-       "              Mobile          11.0   496.635455   914.087425     8.960   \n",
-       "              Montgomery      10.0   372.273000   475.397645    10.160   \n",
-       "              Tuscaloosa       2.0    87.850000    76.523096    33.740   \n",
-       "Arizona       Avondale         6.0   157.801333   288.247527    14.576   \n",
-       "              Bullhead City    2.0    11.144000     4.559425     7.920   \n",
-       "              Chandler         7.0   153.821000   305.283748     8.544   \n",
-       "              Gilbert         15.0   278.158800   346.945589     5.904   \n",
-       "              Glendale        23.0   126.863696   225.003236     2.368   \n",
-       "              Mesa            28.0   144.205000   155.275947     4.368   \n",
-       "              Peoria          16.0    83.834500    88.768365     4.536   \n",
-       "              Phoenix         63.0   174.607254   322.324198     1.408   \n",
-       "              Scottsdale      12.0   122.192250   103.500825     4.401   \n",
-       "              Sierra Vista     3.0    25.357333     9.543341    14.368   \n",
-       "              Tempe           13.0    82.330923   119.755669     3.366   \n",
-       "              Tucson          32.0   197.281750   242.004135     4.272   \n",
-       "              Yuma             4.0   210.216250   270.654379    10.496   \n",
-       "Arkansas      Conway           1.0   301.960000          NaN   301.960   \n",
-       "              Fayetteville    14.0   267.343571   482.533092     6.240   \n",
-       "              Hot Springs      4.0    61.457500    65.669769    25.920   \n",
-       "              Jonesboro       11.0   265.029091   366.221274     6.630   \n",
-       "              Little Rock     24.0   148.347917   206.445952    11.160   \n",
-       "              Pine Bluff       2.0   106.455000   132.221897    12.960   \n",
-       "              Rogers           1.0    40.410000          NaN    40.410   \n",
-       "              Springdale       1.0     4.300000          NaN     4.300   \n",
-       "              Texarkana        2.0   327.120000   393.462497    48.900   \n",
-       "...                            ...          ...          ...       ...   \n",
-       "Washington    Bellingham       3.0  1263.413333  1327.859461    25.120   \n",
-       "              Covington        4.0   103.420000    93.849114    29.900   \n",
-       "              Des Moines       7.0   493.491143   665.676105    18.540   \n",
-       "              Edmonds         14.0   180.263714   344.045236     7.380   \n",
-       "              Everett          1.0     3.856000          NaN     3.856   \n",
-       "              Kent             8.0   168.906750   257.793525    19.440   \n",
-       "              Longview         3.0    39.736667    31.681749    18.240   \n",
-       "              Marysville       2.0    51.090000    59.778807     8.820   \n",
-       "              Olympia          5.0   204.089600   236.364267    14.030   \n",
-       "              Pasco            6.0   366.852000   356.325643     5.880   \n",
-       "              Redmond          3.0    18.410000     5.473783    12.320   \n",
-       "              Renton           3.0   414.210667   544.196636    51.840   \n",
-       "              Seattle        428.0   279.300799   823.990115     1.344   \n",
-       "              Spokane          7.0   289.702571   300.735758    23.840   \n",
-       "              Vancouver        5.0   137.367200   157.470820     9.640   \n",
-       "West Virginia Wheeling         4.0   302.456000   313.508627     6.240   \n",
-       "Wisconsin     Appleton         2.0   835.655000  1151.304190    21.560   \n",
-       "              Eau Claire       6.0   274.275000   237.093940    32.560   \n",
-       "              Franklin         9.0   530.472222   715.606149     3.600   \n",
-       "              Green Bay        4.0   131.830000   224.726888    16.740   \n",
-       "              Kenosha          9.0   434.081111   301.753460    14.980   \n",
-       "              La Crosse        5.0   166.082000   200.481230     3.040   \n",
-       "              Madison         10.0   534.679000   875.980874     1.810   \n",
-       "              Milwaukee       45.0   253.560444   376.458437     5.820   \n",
-       "              Sheboygan        4.0    19.935000    15.126715     1.980   \n",
-       "              Superior         9.0   144.414444   213.394065     5.560   \n",
-       "              Waukesha         1.0    54.500000          NaN    54.500   \n",
-       "              Wausau           4.0    79.370000   111.450605    12.390   \n",
-       "              West Allis       2.0   125.240000   165.067007     8.520   \n",
-       "Wyoming       Cheyenne         1.0  1603.136000          NaN  1603.136   \n",
-       "\n",
-       "                                   25%        50%         75%        max  \n",
-       "State         City                                                        \n",
-       "Alabama       Auburn            8.8050   182.0300   456.40750    900.080  \n",
-       "              Decatur          23.9200    44.9500   239.92000   1215.920  \n",
-       "              Florence          7.2700    12.4800   152.76000   1819.860  \n",
-       "              Hoover           13.3925    20.7250   138.79500    477.240  \n",
-       "              Huntsville       26.8700    81.9200   171.80750   1319.960  \n",
-       "              Mobile           46.8600    70.9800   505.96500   3040.000  \n",
-       "              Montgomery       21.7075   187.2150   499.05500   1394.950  \n",
-       "              Tuscaloosa       60.7950    87.8500   114.90500    141.960  \n",
-       "Arizona       Avondale         18.1480    35.5960    88.67800    742.336  \n",
-       "              Bullhead City     9.5320    11.1440    12.75600     14.368  \n",
-       "              Chandler          9.1200    49.7920    78.89750    842.376  \n",
-       "              Gilbert          36.1240    82.3680   375.80700   1113.024  \n",
-       "              Glendale         14.8760    42.9760   109.13200    933.536  \n",
-       "              Mesa             31.7640    81.6515   202.90250    552.000  \n",
-       "              Peoria           14.8920    68.1540    92.42600    280.792  \n",
-       "              Phoenix          12.8145    46.8720   193.96400   1879.960  \n",
-       "              Scottsdale       30.1230   110.3040   186.89850    307.776  \n",
-       "              Sierra Vista     22.2560    30.1440    30.85200     31.560  \n",
-       "              Tempe             8.3760    12.7680    79.40000    318.400  \n",
-       "              Tucson           31.3200    95.9890   243.54000   1023.936  \n",
-       "              Yuma             36.2660   115.1920   289.14225    599.985  \n",
-       "Arkansas      Conway          301.9600   301.9600   301.96000    301.960  \n",
-       "              Fayetteville     19.5525    75.0850   297.83750   1793.980  \n",
-       "              Hot Springs      28.9725    29.9950    62.48000    159.920  \n",
-       "              Jonesboro        23.1500    59.9800   439.16000   1067.940  \n",
-       "              Little Rock      19.0700    60.9900   180.69000    881.930  \n",
-       "              Pine Bluff       59.7075   106.4550   153.20250    199.950  \n",
-       "              Rogers           40.4100    40.4100    40.41000     40.410  \n",
-       "              Springdale        4.3000     4.3000     4.30000      4.300  \n",
-       "              Texarkana       188.0100   327.1200   466.23000    605.340  \n",
-       "...                                ...        ...         ...        ...  \n",
-       "Washington    Bellingham      562.3100  1099.5000  1882.56000   2665.620  \n",
-       "              Covington        42.6500    73.4500   134.22000    236.880  \n",
-       "              Des Moines       86.7940   215.9760   623.18200   1799.970  \n",
-       "              Edmonds          21.1450    54.0420   155.47250   1298.550  \n",
-       "              Everett           3.8560     3.8560     3.85600      3.856  \n",
-       "              Kent             38.4920    60.9880   168.21250    786.480  \n",
-       "              Longview         21.5450    24.8500    50.48500     76.120  \n",
-       "              Marysville       29.9550    51.0900    72.22500     93.360  \n",
-       "              Olympia          45.6800   155.2500   201.56800    603.920  \n",
-       "              Pasco            97.5540   352.3200   464.61000    975.920  \n",
-       "              Redmond          16.1550    19.9900    21.45500     22.920  \n",
-       "              Renton          101.3200   150.8000   595.39600   1039.992  \n",
-       "              Seattle          20.6905    65.6400   201.21000  13999.960  \n",
-       "              Spokane         103.6200   149.7300   404.75400    837.600  \n",
-       "              Vancouver        14.8000    44.0200   302.37600    316.000  \n",
-       "West Virginia Wheeling         63.3600   265.1200   504.21600    673.344  \n",
-       "Wisconsin     Appleton        428.6075   835.6550  1242.70250   1649.750  \n",
-       "              Eau Claire      117.6700   217.7700   364.37000    680.010  \n",
-       "              Franklin        106.0500   171.5500   392.94000   1951.840  \n",
-       "              Green Bay        18.4050    20.8400   134.26500    468.900  \n",
-       "              Kenosha         139.9500   399.9500   699.98000    860.930  \n",
-       "              La Crosse        56.8200    68.6400   201.96000    499.950  \n",
-       "              Madison          32.3000   119.5850   614.39000   2807.840  \n",
-       "              Milwaukee        29.3400    92.5200   272.40000   1526.560  \n",
-       "              Sheboygan        11.7225    20.0850    28.29750     37.590  \n",
-       "              Superior         17.1200    47.4000   125.99000    629.100  \n",
-       "              Waukesha         54.5000    54.5000    54.50000     54.500  \n",
-       "              Wausau           20.0325    29.6050    88.94250    245.880  \n",
-       "              West Allis       66.8800   125.2400   183.60000    241.960  \n",
-       "Wyoming       Cheyenne       1603.1360  1603.1360  1603.13600   1603.136  \n",
+       "                      count         mean         std       min        25%  \\\n",
+       "State     City                                                              \n",
+       "Alabama   Auburn        6.0   294.471667  361.914543     3.760     8.8050   \n",
+       "          Decatur      13.0   259.601538  385.660903    14.940    23.9200   \n",
+       "          Florence      5.0   399.470000  796.488863     4.980     7.2700   \n",
+       "          Hoover        4.0   131.462500  230.646923     7.160    13.3925   \n",
+       "          Huntsville   10.0   248.437000  419.576667     3.620    26.8700   \n",
+       "...                     ...          ...         ...       ...        ...   \n",
+       "Wisconsin Superior      9.0   144.414444  213.394065     5.560    17.1200   \n",
+       "          Waukesha      1.0    54.500000         NaN    54.500    54.5000   \n",
+       "          Wausau        4.0    79.370000  111.450605    12.390    20.0325   \n",
+       "          West Allis    2.0   125.240000  165.067007     8.520    66.8800   \n",
+       "Wyoming   Cheyenne      1.0  1603.136000         NaN  1603.136  1603.1360   \n",
+       "\n",
+       "                           50%        75%       max  \n",
+       "State     City                                       \n",
+       "Alabama   Auburn       182.030   456.4075   900.080  \n",
+       "          Decatur       44.950   239.9200  1215.920  \n",
+       "          Florence      12.480   152.7600  1819.860  \n",
+       "          Hoover        20.725   138.7950   477.240  \n",
+       "          Huntsville    81.920   171.8075  1319.960  \n",
+       "...                        ...        ...       ...  \n",
+       "Wisconsin Superior      47.400   125.9900   629.100  \n",
+       "          Waukesha      54.500    54.5000    54.500  \n",
+       "          Wausau        29.605    88.9425   245.880  \n",
+       "          West Allis   125.240   183.6000   241.960  \n",
+       "Wyoming   Cheyenne    1603.136  1603.1360  1603.136  \n",
        "\n",
        "[604 rows x 8 columns]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2667,7 +2393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2676,7 +2402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -2827,7 +2553,7 @@
        "10        Kunst Miller        Paper   146.730       3.0       0.0  68.9631"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2838,7 +2564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -2989,7 +2715,7 @@
        "10     False    False  False     False     False   False"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3000,7 +2726,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -3034,7 +2760,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -3185,7 +2911,7 @@
        "10        Kunst Miller        Paper   146.73        3       0.0  68.9631"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3196,7 +2922,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -3299,7 +3025,7 @@
        "10        Kunst Miller        Paper"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3310,7 +3036,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -3330,7 +3056,7 @@
        "Name: Sales, dtype: float64"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3341,7 +3067,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -3361,7 +3087,7 @@
        "Name: Sales, dtype: float64"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3372,7 +3098,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -3392,7 +3118,7 @@
        "Name: Sales, dtype: float64"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3410,7 +3136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -3511,7 +3237,7 @@
        "10        Kunst Miller        Paper  146.730       3.0       0.0  68.9631"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3522,7 +3248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -3613,7 +3339,7 @@
        "10       0.0"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3624,7 +3350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -3763,7 +3489,7 @@
        "10        Kunst Miller   146.730       3.0       0.0  68.9631"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3781,7 +3507,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3790,17 +3516,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "c:\\users\\tirtha\\python\\anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:189: SettingWithCopyWarning: \n",
+      "/home/tirtha/.local/lib/python3.6/site-packages/pandas/core/indexing.py:202: SettingWithCopyWarning: \n",
       "A value is trying to be set on a copy of a slice from a DataFrame\n",
       "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
       "  self._setitem_with_indexer(indexer, value)\n"
      ]
     }
@@ -3813,17 +3539,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x25bed1f3cf8>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -3844,7 +3572,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3855,7 +3583,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -3887,46 +3615,46 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1606</th>\n",
-       "      <td>Jas O'Carroll</td>\n",
-       "      <td>California</td>\n",
-       "      <td>73.200</td>\n",
-       "      <td>21.2280</td>\n",
+       "      <th>1639</th>\n",
+       "      <td>Toby Braunhardt</td>\n",
+       "      <td>District of Columbia</td>\n",
+       "      <td>9.640</td>\n",
+       "      <td>4.4344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9404</th>\n",
-       "      <td>Dave Poirier</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>7.920</td>\n",
-       "      <td>1.6830</td>\n",
+       "      <th>6372</th>\n",
+       "      <td>Chuck Clark</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>6.630</td>\n",
+       "      <td>3.1161</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2008</th>\n",
-       "      <td>Jamie Frazer</td>\n",
-       "      <td>Tennessee</td>\n",
-       "      <td>4.224</td>\n",
-       "      <td>0.4752</td>\n",
+       "      <th>7674</th>\n",
+       "      <td>Matt Abelman</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>446.068</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4627</th>\n",
-       "      <td>Cyma Kinney</td>\n",
+       "      <th>4530</th>\n",
+       "      <td>Maria Bertelson</td>\n",
        "      <td>New York</td>\n",
-       "      <td>24.880</td>\n",
-       "      <td>6.9664</td>\n",
+       "      <td>408.006</td>\n",
+       "      <td>72.5344</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "      Customer Name         State   Sales   Profit\n",
-       "1606  Jas O'Carroll    California  73.200  21.2280\n",
-       "9404   Dave Poirier  Pennsylvania   7.920   1.6830\n",
-       "2008   Jamie Frazer     Tennessee   4.224   0.4752\n",
-       "4627    Cyma Kinney      New York  24.880   6.9664"
+       "        Customer Name                 State    Sales   Profit\n",
+       "1639  Toby Braunhardt  District of Columbia    9.640   4.4344\n",
+       "6372      Chuck Clark              New York    6.630   3.1161\n",
+       "7674     Matt Abelman         Massachusetts  446.068   0.0000\n",
+       "4530  Maria Bertelson              New York  408.006  72.5344"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3937,7 +3665,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -3969,46 +3697,46 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1680</th>\n",
-       "      <td>Sean Braxton</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>42.368</td>\n",
-       "      <td>8.4736</td>\n",
+       "      <th>457</th>\n",
+       "      <td>Natalie Fritzler</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>747.558</td>\n",
+       "      <td>-96.1146</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4930</th>\n",
-       "      <td>Katherine Ducich</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>14.940</td>\n",
-       "      <td>7.0218</td>\n",
+       "      <th>2796</th>\n",
+       "      <td>Kean Nguyen</td>\n",
+       "      <td>California</td>\n",
+       "      <td>308.499</td>\n",
+       "      <td>-18.1470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8550</th>\n",
-       "      <td>Victoria Brennan</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>6.264</td>\n",
-       "      <td>2.0358</td>\n",
+       "      <th>6233</th>\n",
+       "      <td>Jennifer Ferguson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>71.280</td>\n",
+       "      <td>34.2144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8559</th>\n",
-       "      <td>Laura Armstrong</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>287.880</td>\n",
-       "      <td>35.9850</td>\n",
+       "      <th>2499</th>\n",
+       "      <td>Dan Campbell</td>\n",
+       "      <td>Florida</td>\n",
+       "      <td>37.608</td>\n",
+       "      <td>12.6927</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "         Customer Name         State    Sales   Profit\n",
-       "1680      Sean Braxton  Pennsylvania   42.368   8.4736\n",
-       "4930  Katherine Ducich      New York   14.940   7.0218\n",
-       "8550  Victoria Brennan         Texas    6.264   2.0358\n",
-       "8559   Laura Armstrong         Texas  287.880  35.9850"
+       "          Customer Name       State    Sales   Profit\n",
+       "457    Natalie Fritzler    Illinois  747.558 -96.1146\n",
+       "2796        Kean Nguyen  California  308.499 -18.1470\n",
+       "6233  Jennifer Ferguson  Washington   71.280  34.2144\n",
+       "2499       Dan Campbell     Florida   37.608  12.6927"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4019,7 +3747,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -4051,46 +3779,46 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>8890</th>\n",
-       "      <td>Frank Carlisle</td>\n",
-       "      <td>Missouri</td>\n",
-       "      <td>1927.59</td>\n",
-       "      <td>751.7601</td>\n",
+       "      <th>2063</th>\n",
+       "      <td>Greg Guthrie</td>\n",
+       "      <td>California</td>\n",
+       "      <td>19.296</td>\n",
+       "      <td>6.0300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5620</th>\n",
-       "      <td>Steve Chapman</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>3.04</td>\n",
-       "      <td>1.0336</td>\n",
+       "      <th>2256</th>\n",
+       "      <td>Laura Armstrong</td>\n",
+       "      <td>Maine</td>\n",
+       "      <td>109.480</td>\n",
+       "      <td>33.9388</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8139</th>\n",
-       "      <td>Neil Knudson</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>284.08</td>\n",
-       "      <td>24.8570</td>\n",
+       "      <th>9192</th>\n",
+       "      <td>Barry Blumstein</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>29.372</td>\n",
+       "      <td>-46.9952</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>764</th>\n",
-       "      <td>Chris Selesnick</td>\n",
-       "      <td>Louisiana</td>\n",
-       "      <td>50.94</td>\n",
-       "      <td>25.4700</td>\n",
+       "      <th>4466</th>\n",
+       "      <td>Kelly Andreada</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>16.380</td>\n",
+       "      <td>7.3710</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "        Customer Name         State    Sales    Profit\n",
-       "8890   Frank Carlisle      Missouri  1927.59  751.7601\n",
-       "5620    Steve Chapman     Wisconsin     3.04    1.0336\n",
-       "8139     Neil Knudson  Pennsylvania   284.08   24.8570\n",
-       "764   Chris Selesnick     Louisiana    50.94   25.4700"
+       "        Customer Name       State    Sales   Profit\n",
+       "2063     Greg Guthrie  California   19.296   6.0300\n",
+       "2256  Laura Armstrong       Maine  109.480  33.9388\n",
+       "9192  Barry Blumstein       Texas   29.372 -46.9952\n",
+       "4466   Kelly Andreada    New York   16.380   7.3710"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4101,7 +3829,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -4133,110 +3861,110 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1606</th>\n",
-       "      <td>Jas O'Carroll</td>\n",
-       "      <td>California</td>\n",
-       "      <td>73.200</td>\n",
-       "      <td>21.2280</td>\n",
+       "      <th>1639</th>\n",
+       "      <td>Toby Braunhardt</td>\n",
+       "      <td>District of Columbia</td>\n",
+       "      <td>9.640</td>\n",
+       "      <td>4.4344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9404</th>\n",
-       "      <td>Dave Poirier</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>7.920</td>\n",
-       "      <td>1.6830</td>\n",
+       "      <th>6372</th>\n",
+       "      <td>Chuck Clark</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>6.630</td>\n",
+       "      <td>3.1161</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2008</th>\n",
-       "      <td>Jamie Frazer</td>\n",
-       "      <td>Tennessee</td>\n",
-       "      <td>4.224</td>\n",
-       "      <td>0.4752</td>\n",
+       "      <th>7674</th>\n",
+       "      <td>Matt Abelman</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>446.068</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4627</th>\n",
-       "      <td>Cyma Kinney</td>\n",
+       "      <th>4530</th>\n",
+       "      <td>Maria Bertelson</td>\n",
        "      <td>New York</td>\n",
-       "      <td>24.880</td>\n",
-       "      <td>6.9664</td>\n",
+       "      <td>408.006</td>\n",
+       "      <td>72.5344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1680</th>\n",
-       "      <td>Sean Braxton</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>42.368</td>\n",
-       "      <td>8.4736</td>\n",
+       "      <th>457</th>\n",
+       "      <td>Natalie Fritzler</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>747.558</td>\n",
+       "      <td>-96.1146</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4930</th>\n",
-       "      <td>Katherine Ducich</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>14.940</td>\n",
-       "      <td>7.0218</td>\n",
+       "      <th>2796</th>\n",
+       "      <td>Kean Nguyen</td>\n",
+       "      <td>California</td>\n",
+       "      <td>308.499</td>\n",
+       "      <td>-18.1470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8550</th>\n",
-       "      <td>Victoria Brennan</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>6.264</td>\n",
-       "      <td>2.0358</td>\n",
+       "      <th>6233</th>\n",
+       "      <td>Jennifer Ferguson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>71.280</td>\n",
+       "      <td>34.2144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8559</th>\n",
-       "      <td>Laura Armstrong</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>287.880</td>\n",
-       "      <td>35.9850</td>\n",
+       "      <th>2499</th>\n",
+       "      <td>Dan Campbell</td>\n",
+       "      <td>Florida</td>\n",
+       "      <td>37.608</td>\n",
+       "      <td>12.6927</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8890</th>\n",
-       "      <td>Frank Carlisle</td>\n",
-       "      <td>Missouri</td>\n",
-       "      <td>1927.590</td>\n",
-       "      <td>751.7601</td>\n",
+       "      <th>2063</th>\n",
+       "      <td>Greg Guthrie</td>\n",
+       "      <td>California</td>\n",
+       "      <td>19.296</td>\n",
+       "      <td>6.0300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5620</th>\n",
-       "      <td>Steve Chapman</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>3.040</td>\n",
-       "      <td>1.0336</td>\n",
+       "      <th>2256</th>\n",
+       "      <td>Laura Armstrong</td>\n",
+       "      <td>Maine</td>\n",
+       "      <td>109.480</td>\n",
+       "      <td>33.9388</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8139</th>\n",
-       "      <td>Neil Knudson</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>284.080</td>\n",
-       "      <td>24.8570</td>\n",
+       "      <th>9192</th>\n",
+       "      <td>Barry Blumstein</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>29.372</td>\n",
+       "      <td>-46.9952</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>764</th>\n",
-       "      <td>Chris Selesnick</td>\n",
-       "      <td>Louisiana</td>\n",
-       "      <td>50.940</td>\n",
-       "      <td>25.4700</td>\n",
+       "      <th>4466</th>\n",
+       "      <td>Kelly Andreada</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>16.380</td>\n",
+       "      <td>7.3710</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "         Customer Name         State     Sales    Profit\n",
-       "1606     Jas O'Carroll    California    73.200   21.2280\n",
-       "9404      Dave Poirier  Pennsylvania     7.920    1.6830\n",
-       "2008      Jamie Frazer     Tennessee     4.224    0.4752\n",
-       "4627       Cyma Kinney      New York    24.880    6.9664\n",
-       "1680      Sean Braxton  Pennsylvania    42.368    8.4736\n",
-       "4930  Katherine Ducich      New York    14.940    7.0218\n",
-       "8550  Victoria Brennan         Texas     6.264    2.0358\n",
-       "8559   Laura Armstrong         Texas   287.880   35.9850\n",
-       "8890    Frank Carlisle      Missouri  1927.590  751.7601\n",
-       "5620     Steve Chapman     Wisconsin     3.040    1.0336\n",
-       "8139      Neil Knudson  Pennsylvania   284.080   24.8570\n",
-       "764    Chris Selesnick     Louisiana    50.940   25.4700"
+       "          Customer Name                 State    Sales   Profit\n",
+       "1639    Toby Braunhardt  District of Columbia    9.640   4.4344\n",
+       "6372        Chuck Clark              New York    6.630   3.1161\n",
+       "7674       Matt Abelman         Massachusetts  446.068   0.0000\n",
+       "4530    Maria Bertelson              New York  408.006  72.5344\n",
+       "457    Natalie Fritzler              Illinois  747.558 -96.1146\n",
+       "2796        Kean Nguyen            California  308.499 -18.1470\n",
+       "6233  Jennifer Ferguson            Washington   71.280  34.2144\n",
+       "2499       Dan Campbell               Florida   37.608  12.6927\n",
+       "2063       Greg Guthrie            California   19.296   6.0300\n",
+       "2256    Laura Armstrong                 Maine  109.480  33.9388\n",
+       "9192    Barry Blumstein                 Texas   29.372 -46.9952\n",
+       "4466     Kelly Andreada              New York   16.380   7.3710"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4248,7 +3976,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -4288,26 +4016,26 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>764</th>\n",
+       "      <th>457</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Natalie Fritzler</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>747.558</td>\n",
+       "      <td>-96.1146</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Chris Selesnick</td>\n",
-       "      <td>Louisiana</td>\n",
-       "      <td>50.94</td>\n",
-       "      <td>25.4700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1606</th>\n",
-       "      <td>Jas O'Carroll</td>\n",
-       "      <td>California</td>\n",
-       "      <td>73.200</td>\n",
-       "      <td>21.2280</td>\n",
+       "      <th>1639</th>\n",
+       "      <td>Toby Braunhardt</td>\n",
+       "      <td>District of Columbia</td>\n",
+       "      <td>9.640</td>\n",
+       "      <td>4.4344</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -4318,26 +4046,22 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1680</th>\n",
+       "      <th>2063</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Sean Braxton</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>42.368</td>\n",
-       "      <td>8.4736</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Greg Guthrie</td>\n",
+       "      <td>California</td>\n",
+       "      <td>19.296</td>\n",
+       "      <td>6.0300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2008</th>\n",
-       "      <td>Jamie Frazer</td>\n",
-       "      <td>Tennessee</td>\n",
-       "      <td>4.224</td>\n",
-       "      <td>0.4752</td>\n",
+       "      <th>2256</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -4346,39 +4070,43 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Laura Armstrong</td>\n",
+       "      <td>Maine</td>\n",
+       "      <td>109.480</td>\n",
+       "      <td>33.9388</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4627</th>\n",
-       "      <td>Cyma Kinney</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>24.880</td>\n",
-       "      <td>6.9664</td>\n",
+       "      <th>2499</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Dan Campbell</td>\n",
+       "      <td>Florida</td>\n",
+       "      <td>37.608</td>\n",
+       "      <td>12.6927</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4930</th>\n",
+       "      <th>2796</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Katherine Ducich</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>14.940</td>\n",
-       "      <td>7.0218</td>\n",
+       "      <td>Kean Nguyen</td>\n",
+       "      <td>California</td>\n",
+       "      <td>308.499</td>\n",
+       "      <td>-18.1470</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5620</th>\n",
+       "      <th>4466</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -4387,13 +4115,17 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Steve Chapman</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>3.04</td>\n",
-       "      <td>1.0336</td>\n",
+       "      <td>Kelly Andreada</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>16.380</td>\n",
+       "      <td>7.3710</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8139</th>\n",
+       "      <th>4530</th>\n",
+       "      <td>Maria Bertelson</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>408.006</td>\n",
+       "      <td>72.5344</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -4402,43 +4134,43 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Neil Knudson</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>284.08</td>\n",
-       "      <td>24.8570</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8550</th>\n",
+       "      <th>6233</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Victoria Brennan</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>6.264</td>\n",
-       "      <td>2.0358</td>\n",
+       "      <td>Jennifer Ferguson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>71.280</td>\n",
+       "      <td>34.2144</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8559</th>\n",
+       "      <th>6372</th>\n",
+       "      <td>Chuck Clark</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>6.630</td>\n",
+       "      <td>3.1161</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Laura Armstrong</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>287.880</td>\n",
-       "      <td>35.9850</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8890</th>\n",
+       "      <th>7674</th>\n",
+       "      <td>Matt Abelman</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>446.068</td>\n",
+       "      <td>0.0000</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -4447,17 +4179,9 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Frank Carlisle</td>\n",
-       "      <td>Missouri</td>\n",
-       "      <td>1927.59</td>\n",
-       "      <td>751.7601</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9404</th>\n",
-       "      <td>Dave Poirier</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>7.920</td>\n",
-       "      <td>1.6830</td>\n",
+       "      <th>9192</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -4466,56 +4190,60 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Barry Blumstein</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>29.372</td>\n",
+       "      <td>-46.9952</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "      Customer Name         State   Sales   Profit     Customer Name  \\\n",
-       "764             NaN           NaN     NaN      NaN               NaN   \n",
-       "1606  Jas O'Carroll    California  73.200  21.2280               NaN   \n",
-       "1680            NaN           NaN     NaN      NaN      Sean Braxton   \n",
-       "2008   Jamie Frazer     Tennessee   4.224   0.4752               NaN   \n",
-       "4627    Cyma Kinney      New York  24.880   6.9664               NaN   \n",
-       "4930            NaN           NaN     NaN      NaN  Katherine Ducich   \n",
-       "5620            NaN           NaN     NaN      NaN               NaN   \n",
-       "8139            NaN           NaN     NaN      NaN               NaN   \n",
-       "8550            NaN           NaN     NaN      NaN  Victoria Brennan   \n",
-       "8559            NaN           NaN     NaN      NaN   Laura Armstrong   \n",
-       "8890            NaN           NaN     NaN      NaN               NaN   \n",
-       "9404   Dave Poirier  Pennsylvania   7.920   1.6830               NaN   \n",
-       "\n",
-       "             State    Sales   Profit    Customer Name         State    Sales  \\\n",
-       "764            NaN      NaN      NaN  Chris Selesnick     Louisiana    50.94   \n",
-       "1606           NaN      NaN      NaN              NaN           NaN      NaN   \n",
-       "1680  Pennsylvania   42.368   8.4736              NaN           NaN      NaN   \n",
-       "2008           NaN      NaN      NaN              NaN           NaN      NaN   \n",
-       "4627           NaN      NaN      NaN              NaN           NaN      NaN   \n",
-       "4930      New York   14.940   7.0218              NaN           NaN      NaN   \n",
-       "5620           NaN      NaN      NaN    Steve Chapman     Wisconsin     3.04   \n",
-       "8139           NaN      NaN      NaN     Neil Knudson  Pennsylvania   284.08   \n",
-       "8550         Texas    6.264   2.0358              NaN           NaN      NaN   \n",
-       "8559         Texas  287.880  35.9850              NaN           NaN      NaN   \n",
-       "8890           NaN      NaN      NaN   Frank Carlisle      Missouri  1927.59   \n",
-       "9404           NaN      NaN      NaN              NaN           NaN      NaN   \n",
-       "\n",
-       "        Profit  \n",
-       "764    25.4700  \n",
-       "1606       NaN  \n",
-       "1680       NaN  \n",
-       "2008       NaN  \n",
-       "4627       NaN  \n",
-       "4930       NaN  \n",
-       "5620    1.0336  \n",
-       "8139   24.8570  \n",
-       "8550       NaN  \n",
-       "8559       NaN  \n",
-       "8890  751.7601  \n",
-       "9404       NaN  "
+       "        Customer Name                 State    Sales   Profit  \\\n",
+       "457               NaN                   NaN      NaN      NaN   \n",
+       "1639  Toby Braunhardt  District of Columbia    9.640   4.4344   \n",
+       "2063              NaN                   NaN      NaN      NaN   \n",
+       "2256              NaN                   NaN      NaN      NaN   \n",
+       "2499              NaN                   NaN      NaN      NaN   \n",
+       "2796              NaN                   NaN      NaN      NaN   \n",
+       "4466              NaN                   NaN      NaN      NaN   \n",
+       "4530  Maria Bertelson              New York  408.006  72.5344   \n",
+       "6233              NaN                   NaN      NaN      NaN   \n",
+       "6372      Chuck Clark              New York    6.630   3.1161   \n",
+       "7674     Matt Abelman         Massachusetts  446.068   0.0000   \n",
+       "9192              NaN                   NaN      NaN      NaN   \n",
+       "\n",
+       "          Customer Name       State    Sales   Profit    Customer Name  \\\n",
+       "457    Natalie Fritzler    Illinois  747.558 -96.1146              NaN   \n",
+       "1639                NaN         NaN      NaN      NaN              NaN   \n",
+       "2063                NaN         NaN      NaN      NaN     Greg Guthrie   \n",
+       "2256                NaN         NaN      NaN      NaN  Laura Armstrong   \n",
+       "2499       Dan Campbell     Florida   37.608  12.6927              NaN   \n",
+       "2796        Kean Nguyen  California  308.499 -18.1470              NaN   \n",
+       "4466                NaN         NaN      NaN      NaN   Kelly Andreada   \n",
+       "4530                NaN         NaN      NaN      NaN              NaN   \n",
+       "6233  Jennifer Ferguson  Washington   71.280  34.2144              NaN   \n",
+       "6372                NaN         NaN      NaN      NaN              NaN   \n",
+       "7674                NaN         NaN      NaN      NaN              NaN   \n",
+       "9192                NaN         NaN      NaN      NaN  Barry Blumstein   \n",
+       "\n",
+       "           State    Sales   Profit  \n",
+       "457          NaN      NaN      NaN  \n",
+       "1639         NaN      NaN      NaN  \n",
+       "2063  California   19.296   6.0300  \n",
+       "2256       Maine  109.480  33.9388  \n",
+       "2499         NaN      NaN      NaN  \n",
+       "2796         NaN      NaN      NaN  \n",
+       "4466    New York   16.380   7.3710  \n",
+       "4530         NaN      NaN      NaN  \n",
+       "6233         NaN      NaN      NaN  \n",
+       "6372         NaN      NaN      NaN  \n",
+       "7674         NaN      NaN      NaN  \n",
+       "9192       Texas   29.372 -46.9952  "
       ]
      },
-     "execution_count": 48,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4534,7 +4262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -4600,7 +4328,7 @@
        "3   Sean O'Donnell 2015-10-18  Standard Class"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4612,7 +4340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -4684,7 +4412,7 @@
        "3         5  "
       ]
      },
-     "execution_count": 50,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4696,7 +4424,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -4798,7 +4526,7 @@
        "5      Bretford CR4500 Series Slim Rectangular Table         5  "
       ]
      },
-     "execution_count": 51,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4809,7 +4537,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -4891,7 +4619,7 @@
        "5      Bretford CR4500 Series Slim Rectangular Table         5  "
       ]
      },
-     "execution_count": 52,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4902,7 +4630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -4974,7 +4702,7 @@
        "5         7  "
       ]
      },
-     "execution_count": 53,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4986,7 +4714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -5058,7 +4786,7 @@
        "2                     Eldon Fold 'N Roll Cart System         2  "
       ]
      },
-     "execution_count": 54,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5069,7 +4797,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -5161,7 +4889,7 @@
        "5  Eldon Expressions Wood and Plastic Desk Access...       7.0  "
       ]
      },
-     "execution_count": 55,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5179,7 +4907,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -5246,7 +4974,7 @@
        "Sean O'Donnell  2015-10-18  Standard Class"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5259,7 +4987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -5326,7 +5054,7 @@
        "Brosina Hoffman  Eldon Expressions Wood and Plastic Desk Access...         7"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5339,7 +5067,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -5425,7 +5153,7 @@
        "Sean O'Donnell                      Eldon Fold 'N Roll Cart System       2.0  "
       ]
      },
-     "execution_count": 58,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5436,7 +5164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -5522,7 +5250,7 @@
        "Sean O'Donnell                      Eldon Fold 'N Roll Cart System         2  "
       ]
      },
-     "execution_count": 59,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5533,7 +5261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
@@ -5610,7 +5338,7 @@
        "Sean O'Donnell                      Eldon Fold 'N Roll Cart System         2  "
       ]
      },
-     "execution_count": 60,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5621,7 +5349,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
@@ -5716,7 +5444,7 @@
        "Sean O'Donnell                      Eldon Fold 'N Roll Cart System       2.0  "
       ]
      },
-     "execution_count": 61,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5741,7 +5469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -5788,114 +5516,114 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>288</th>\n",
-       "      <td>CA-2016-112697</td>\n",
-       "      <td>2016-12-18</td>\n",
-       "      <td>2016-12-20</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>AH-10195</td>\n",
-       "      <td>Alan Haines</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>Tamarac</td>\n",
-       "      <td>Florida</td>\n",
-       "      <td>33319</td>\n",
-       "      <td>South</td>\n",
-       "      <td>OFF-SU-10000646</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Supplies</td>\n",
-       "      <td>Premier Automatic Letter Opener</td>\n",
-       "      <td>961.480</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>-204.3145</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7781</th>\n",
-       "      <td>CA-2015-132136</td>\n",
-       "      <td>2015-03-08</td>\n",
-       "      <td>2015-03-12</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>FO-14305</td>\n",
-       "      <td>Frank Olsen</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Chicago</td>\n",
-       "      <td>Illinois</td>\n",
-       "      <td>60623</td>\n",
-       "      <td>Central</td>\n",
-       "      <td>OFF-BI-10002706</td>\n",
+       "      <th>6961</th>\n",
+       "      <td>CA-2017-162096</td>\n",
+       "      <td>2017-11-10</td>\n",
+       "      <td>2017-11-10</td>\n",
+       "      <td>Same Day</td>\n",
+       "      <td>TB-21190</td>\n",
+       "      <td>Thomas Brumley</td>\n",
+       "      <td>Home Office</td>\n",
+       "      <td>Riverside</td>\n",
+       "      <td>California</td>\n",
+       "      <td>92503</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-AR-10002221</td>\n",
        "      <td>Office Supplies</td>\n",
-       "      <td>Binders</td>\n",
-       "      <td>Avery Premier Heavy-Duty Binder with Round Loc...</td>\n",
-       "      <td>8.568</td>\n",
+       "      <td>Art</td>\n",
+       "      <td>12 Colored Short Pencils</td>\n",
+       "      <td>7.800</td>\n",
        "      <td>3</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>-14.5656</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.1060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4638</th>\n",
-       "      <td>CA-2017-168228</td>\n",
-       "      <td>2017-04-27</td>\n",
-       "      <td>2017-04-29</td>\n",
-       "      <td>First Class</td>\n",
-       "      <td>AP-10915</td>\n",
-       "      <td>Arthur Prichep</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>California</td>\n",
-       "      <td>90045</td>\n",
+       "      <th>1000</th>\n",
+       "      <td>CA-2016-155488</td>\n",
+       "      <td>2016-11-13</td>\n",
+       "      <td>2016-11-17</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>FM-14290</td>\n",
+       "      <td>Frank Merwin</td>\n",
+       "      <td>Home Office</td>\n",
+       "      <td>Vancouver</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>98661</td>\n",
        "      <td>West</td>\n",
-       "      <td>OFF-AR-10001725</td>\n",
+       "      <td>OFF-AR-10002956</td>\n",
        "      <td>Office Supplies</td>\n",
        "      <td>Art</td>\n",
-       "      <td>Boston Home &amp; Office Model 2000 Electric Penci...</td>\n",
-       "      <td>47.300</td>\n",
+       "      <td>Boston 16801 Nautilus Battery Pencil Sharpener</td>\n",
+       "      <td>44.020</td>\n",
        "      <td>2</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>12.2980</td>\n",
+       "      <td>11.4452</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7672</th>\n",
-       "      <td>CA-2015-130974</td>\n",
-       "      <td>2015-11-27</td>\n",
-       "      <td>2015-11-29</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>MA-17560</td>\n",
-       "      <td>Matt Abelman</td>\n",
+       "      <th>3593</th>\n",
+       "      <td>CA-2016-164154</td>\n",
+       "      <td>2016-09-11</td>\n",
+       "      <td>2016-09-17</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>NZ-18565</td>\n",
+       "      <td>Nick Zandusky</td>\n",
        "      <td>Home Office</td>\n",
-       "      <td>Everett</td>\n",
-       "      <td>Massachusetts</td>\n",
-       "      <td>2149</td>\n",
+       "      <td>Toledo</td>\n",
+       "      <td>Ohio</td>\n",
+       "      <td>43615</td>\n",
        "      <td>East</td>\n",
-       "      <td>FUR-FU-10002506</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Furnishings</td>\n",
-       "      <td>Tensor \"Hersey Kiss\" Styled Floor Lamp</td>\n",
-       "      <td>38.970</td>\n",
+       "      <td>OFF-BI-10001658</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Binders</td>\n",
+       "      <td>GBC Standard Therm-A-Bind Covers</td>\n",
+       "      <td>22.428</td>\n",
        "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.6764</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>-17.9424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1348</th>\n",
-       "      <td>CA-2014-118339</td>\n",
-       "      <td>2014-03-17</td>\n",
-       "      <td>2014-03-24</td>\n",
+       "      <th>276</th>\n",
+       "      <td>CA-2017-132976</td>\n",
+       "      <td>2017-10-13</td>\n",
+       "      <td>2017-10-17</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>BN-11515</td>\n",
-       "      <td>Bradley Nguyen</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Lakeville</td>\n",
-       "      <td>Minnesota</td>\n",
-       "      <td>55044</td>\n",
-       "      <td>Central</td>\n",
-       "      <td>OFF-BI-10001758</td>\n",
+       "      <td>AG-10495</td>\n",
+       "      <td>Andrew Gjertsen</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>Philadelphia</td>\n",
+       "      <td>Pennsylvania</td>\n",
+       "      <td>19140</td>\n",
+       "      <td>East</td>\n",
+       "      <td>OFF-PA-10000673</td>\n",
        "      <td>Office Supplies</td>\n",
-       "      <td>Binders</td>\n",
-       "      <td>Wilson Jones 14 Line Acrylic Coated Pressboard...</td>\n",
-       "      <td>53.400</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>25.0980</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>Post-it “Important Message” Note Pad, Neon Col...</td>\n",
+       "      <td>11.648</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>4.0768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8104</th>\n",
+       "      <td>CA-2015-149846</td>\n",
+       "      <td>2015-05-22</td>\n",
+       "      <td>2015-05-26</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>SB-20185</td>\n",
+       "      <td>Sarah Brown</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Los Angeles</td>\n",
+       "      <td>California</td>\n",
+       "      <td>90045</td>\n",
+       "      <td>West</td>\n",
+       "      <td>TEC-PH-10003645</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Phones</td>\n",
+       "      <td>Aastra 57i VoIP phone</td>\n",
+       "      <td>775.728</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>58.1796</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -5903,42 +5631,42 @@
       ],
       "text/plain": [
        "            Order ID Order Date  Ship Date       Ship Mode Customer ID  \\\n",
-       "288   CA-2016-112697 2016-12-18 2016-12-20    Second Class    AH-10195   \n",
-       "7781  CA-2015-132136 2015-03-08 2015-03-12  Standard Class    FO-14305   \n",
-       "4638  CA-2017-168228 2017-04-27 2017-04-29     First Class    AP-10915   \n",
-       "7672  CA-2015-130974 2015-11-27 2015-11-29    Second Class    MA-17560   \n",
-       "1348  CA-2014-118339 2014-03-17 2014-03-24  Standard Class    BN-11515   \n",
-       "\n",
-       "       Customer Name      Segment         City          State  Postal Code  \\\n",
-       "288      Alan Haines    Corporate      Tamarac        Florida        33319   \n",
-       "7781     Frank Olsen     Consumer      Chicago       Illinois        60623   \n",
-       "4638  Arthur Prichep     Consumer  Los Angeles     California        90045   \n",
-       "7672    Matt Abelman  Home Office      Everett  Massachusetts         2149   \n",
-       "1348  Bradley Nguyen     Consumer    Lakeville      Minnesota        55044   \n",
-       "\n",
-       "       Region       Product ID         Category Sub-Category  \\\n",
-       "288     South  OFF-SU-10000646  Office Supplies     Supplies   \n",
-       "7781  Central  OFF-BI-10002706  Office Supplies      Binders   \n",
-       "4638     West  OFF-AR-10001725  Office Supplies          Art   \n",
-       "7672     East  FUR-FU-10002506        Furniture  Furnishings   \n",
-       "1348  Central  OFF-BI-10001758  Office Supplies      Binders   \n",
+       "6961  CA-2017-162096 2017-11-10 2017-11-10        Same Day    TB-21190   \n",
+       "1000  CA-2016-155488 2016-11-13 2016-11-17  Standard Class    FM-14290   \n",
+       "3593  CA-2016-164154 2016-09-11 2016-09-17  Standard Class    NZ-18565   \n",
+       "276   CA-2017-132976 2017-10-13 2017-10-17  Standard Class    AG-10495   \n",
+       "8104  CA-2015-149846 2015-05-22 2015-05-26  Standard Class    SB-20185   \n",
+       "\n",
+       "        Customer Name      Segment          City         State  Postal Code  \\\n",
+       "6961   Thomas Brumley  Home Office     Riverside    California        92503   \n",
+       "1000     Frank Merwin  Home Office     Vancouver    Washington        98661   \n",
+       "3593    Nick Zandusky  Home Office        Toledo          Ohio        43615   \n",
+       "276   Andrew Gjertsen    Corporate  Philadelphia  Pennsylvania        19140   \n",
+       "8104      Sarah Brown     Consumer   Los Angeles    California        90045   \n",
+       "\n",
+       "     Region       Product ID         Category Sub-Category  \\\n",
+       "6961   West  OFF-AR-10002221  Office Supplies          Art   \n",
+       "1000   West  OFF-AR-10002956  Office Supplies          Art   \n",
+       "3593   East  OFF-BI-10001658  Office Supplies      Binders   \n",
+       "276    East  OFF-PA-10000673  Office Supplies        Paper   \n",
+       "8104   West  TEC-PH-10003645       Technology       Phones   \n",
        "\n",
        "                                           Product Name    Sales  Quantity  \\\n",
-       "288                     Premier Automatic Letter Opener  961.480         5   \n",
-       "7781  Avery Premier Heavy-Duty Binder with Round Loc...    8.568         3   \n",
-       "4638  Boston Home & Office Model 2000 Electric Penci...   47.300         2   \n",
-       "7672             Tensor \"Hersey Kiss\" Styled Floor Lamp   38.970         3   \n",
-       "1348  Wilson Jones 14 Line Acrylic Coated Pressboard...   53.400        10   \n",
+       "6961                           12 Colored Short Pencils    7.800         3   \n",
+       "1000     Boston 16801 Nautilus Battery Pencil Sharpener   44.020         2   \n",
+       "3593                   GBC Standard Therm-A-Bind Covers   22.428         3   \n",
+       "276   Post-it “Important Message” Note Pad, Neon Col...   11.648         2   \n",
+       "8104                              Aastra 57i VoIP phone  775.728         6   \n",
        "\n",
-       "      Discount    Profit  \n",
-       "288        0.2 -204.3145  \n",
-       "7781       0.8  -14.5656  \n",
-       "4638       0.0   12.2980  \n",
-       "7672       0.0    4.6764  \n",
-       "1348       0.0   25.0980  "
+       "      Discount   Profit  \n",
+       "6961       0.0   2.1060  \n",
+       "1000       0.0  11.4452  \n",
+       "3593       0.7 -17.9424  \n",
+       "276        0.2   4.0768  \n",
+       "8104       0.2  58.1796  "
       ]
      },
-     "execution_count": 62,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5949,7 +5677,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
@@ -5996,224 +5724,224 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>9107</th>\n",
-       "      <td>CA-2015-132941</td>\n",
-       "      <td>2015-05-25</td>\n",
-       "      <td>2015-05-28</td>\n",
-       "      <td>First Class</td>\n",
-       "      <td>MM-18280</td>\n",
-       "      <td>Muhammed MacIntyre</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>Haltom City</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>76117</td>\n",
-       "      <td>Central</td>\n",
-       "      <td>OFF-SU-10002557</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Supplies</td>\n",
-       "      <td>Fiskars Spring-Action Scissors</td>\n",
-       "      <td>22.368</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>1.6776</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9679</th>\n",
-       "      <td>CA-2015-130113</td>\n",
-       "      <td>2015-12-27</td>\n",
-       "      <td>2015-12-31</td>\n",
+       "      <th>2803</th>\n",
+       "      <td>CA-2015-159380</td>\n",
+       "      <td>2015-05-12</td>\n",
+       "      <td>2015-05-16</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>AH-10030</td>\n",
-       "      <td>Aaron Hawkins</td>\n",
-       "      <td>Corporate</td>\n",
+       "      <td>CS-12505</td>\n",
+       "      <td>Cindy Stewart</td>\n",
+       "      <td>Consumer</td>\n",
        "      <td>San Francisco</td>\n",
        "      <td>California</td>\n",
        "      <td>94122</td>\n",
        "      <td>West</td>\n",
-       "      <td>OFF-ST-10000046</td>\n",
+       "      <td>OFF-PA-10003893</td>\n",
        "      <td>Office Supplies</td>\n",
-       "      <td>Storage</td>\n",
-       "      <td>Fellowes Super Stor/Drawer Files</td>\n",
-       "      <td>323.100</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>Xerox 1962</td>\n",
+       "      <td>12.840</td>\n",
+       "      <td>3</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>61.3890</td>\n",
+       "      <td>5.7780</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6413</th>\n",
-       "      <td>CA-2017-151211</td>\n",
-       "      <td>2017-08-17</td>\n",
-       "      <td>2017-08-23</td>\n",
+       "      <th>8480</th>\n",
+       "      <td>CA-2014-109890</td>\n",
+       "      <td>2014-07-21</td>\n",
+       "      <td>2014-07-27</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>AH-10120</td>\n",
-       "      <td>Adrian Hane</td>\n",
-       "      <td>Home Office</td>\n",
-       "      <td>Louisville</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>40214</td>\n",
-       "      <td>South</td>\n",
-       "      <td>TEC-AC-10004510</td>\n",
+       "      <td>PG-18820</td>\n",
+       "      <td>Patrick Gardner</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Omaha</td>\n",
+       "      <td>Nebraska</td>\n",
+       "      <td>68104</td>\n",
+       "      <td>Central</td>\n",
+       "      <td>TEC-PH-10004100</td>\n",
        "      <td>Technology</td>\n",
-       "      <td>Accessories</td>\n",
-       "      <td>Logitech Desktop MK120 Mouse and keyboard Combo</td>\n",
-       "      <td>98.160</td>\n",
-       "      <td>6</td>\n",
+       "      <td>Phones</td>\n",
+       "      <td>Griffin GC17055 Auxiliary Audio Cable</td>\n",
+       "      <td>35.980</td>\n",
+       "      <td>2</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>9.8160</td>\n",
+       "      <td>10.0744</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3342</th>\n",
-       "      <td>CA-2016-145982</td>\n",
-       "      <td>2016-08-27</td>\n",
-       "      <td>2016-09-01</td>\n",
+       "      <th>7817</th>\n",
+       "      <td>CA-2016-138478</td>\n",
+       "      <td>2016-10-21</td>\n",
+       "      <td>2016-10-26</td>\n",
        "      <td>Second Class</td>\n",
-       "      <td>TB-21055</td>\n",
-       "      <td>Ted Butterfield</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Quincy</td>\n",
-       "      <td>Massachusetts</td>\n",
-       "      <td>2169</td>\n",
-       "      <td>East</td>\n",
-       "      <td>FUR-TA-10001307</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Tables</td>\n",
-       "      <td>SAFCO PlanMaster Heigh-Adjustable Drafting Tab...</td>\n",
-       "      <td>244.615</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>20.9670</td>\n",
+       "      <td>DP-13390</td>\n",
+       "      <td>Dennis Pardue</td>\n",
+       "      <td>Home Office</td>\n",
+       "      <td>North Las Vegas</td>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>89031</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-PA-10001801</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>Xerox 193</td>\n",
+       "      <td>35.880</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17.5812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9987</th>\n",
-       "      <td>CA-2017-163629</td>\n",
-       "      <td>2017-11-17</td>\n",
-       "      <td>2017-11-21</td>\n",
+       "      <th>6450</th>\n",
+       "      <td>CA-2015-156510</td>\n",
+       "      <td>2015-09-25</td>\n",
+       "      <td>2015-09-29</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>RA-19885</td>\n",
-       "      <td>Ruben Ausman</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>Athens</td>\n",
-       "      <td>Georgia</td>\n",
-       "      <td>30605</td>\n",
-       "      <td>South</td>\n",
-       "      <td>TEC-AC-10001539</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>Accessories</td>\n",
-       "      <td>Logitech G430 Surround Sound Gaming Headset wi...</td>\n",
-       "      <td>79.990</td>\n",
-       "      <td>1</td>\n",
+       "      <td>EH-13990</td>\n",
+       "      <td>Erica Hackney</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Meriden</td>\n",
+       "      <td>Connecticut</td>\n",
+       "      <td>6450</td>\n",
+       "      <td>East</td>\n",
+       "      <td>OFF-PA-10002222</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>Xerox Color Copier Paper, 11\" x 17\", Ream</td>\n",
+       "      <td>45.680</td>\n",
+       "      <td>2</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>28.7964</td>\n",
+       "      <td>21.0128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>339</th>\n",
-       "      <td>CA-2015-128167</td>\n",
-       "      <td>2015-06-22</td>\n",
-       "      <td>2015-06-26</td>\n",
+       "      <th>851</th>\n",
+       "      <td>CA-2016-152534</td>\n",
+       "      <td>2016-06-20</td>\n",
+       "      <td>2016-06-25</td>\n",
        "      <td>Second Class</td>\n",
-       "      <td>KL-16645</td>\n",
-       "      <td>Ken Lonsdale</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Layton</td>\n",
-       "      <td>Utah</td>\n",
-       "      <td>84041</td>\n",
+       "      <td>DP-13105</td>\n",
+       "      <td>Dave Poirier</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>Salinas</td>\n",
+       "      <td>California</td>\n",
+       "      <td>93905</td>\n",
        "      <td>West</td>\n",
-       "      <td>OFF-FA-10000490</td>\n",
+       "      <td>OFF-PA-10001870</td>\n",
        "      <td>Office Supplies</td>\n",
-       "      <td>Fasteners</td>\n",
-       "      <td>OIC Binder Clips, Mini, 1/4\" Capacity, Black</td>\n",
-       "      <td>4.960</td>\n",
-       "      <td>4</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>Xerox 202</td>\n",
+       "      <td>38.880</td>\n",
+       "      <td>6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.3312</td>\n",
+       "      <td>18.6624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5115</th>\n",
+       "      <td>CA-2017-125640</td>\n",
+       "      <td>2017-07-25</td>\n",
+       "      <td>2017-07-29</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>DD-13570</td>\n",
+       "      <td>Dorothy Dickinson</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Philadelphia</td>\n",
+       "      <td>Pennsylvania</td>\n",
+       "      <td>19134</td>\n",
+       "      <td>East</td>\n",
+       "      <td>OFF-LA-10004178</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Labels</td>\n",
+       "      <td>Avery 491</td>\n",
+       "      <td>3.304</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>1.0738</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4767</th>\n",
-       "      <td>CA-2015-123155</td>\n",
-       "      <td>2015-03-09</td>\n",
-       "      <td>2015-03-12</td>\n",
+       "      <th>2727</th>\n",
+       "      <td>CA-2017-119193</td>\n",
+       "      <td>2017-12-22</td>\n",
+       "      <td>2017-12-24</td>\n",
        "      <td>First Class</td>\n",
-       "      <td>NS-18640</td>\n",
-       "      <td>Noel Staavos</td>\n",
+       "      <td>SK-19990</td>\n",
+       "      <td>Sally Knutson</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Toledo</td>\n",
+       "      <td>Ohio</td>\n",
+       "      <td>43615</td>\n",
+       "      <td>East</td>\n",
+       "      <td>OFF-BI-10000848</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Binders</td>\n",
+       "      <td>Angle-D Ring Binders</td>\n",
+       "      <td>1.641</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>-1.3128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5882</th>\n",
+       "      <td>CA-2016-133935</td>\n",
+       "      <td>2016-09-18</td>\n",
+       "      <td>2016-09-22</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>JW-15220</td>\n",
+       "      <td>Jane Waco</td>\n",
        "      <td>Corporate</td>\n",
-       "      <td>San Antonio</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>78207</td>\n",
-       "      <td>Central</td>\n",
-       "      <td>TEC-PH-10001809</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>Phones</td>\n",
-       "      <td>Panasonic KX T7736-B Digital phone</td>\n",
-       "      <td>359.880</td>\n",
-       "      <td>3</td>\n",
+       "      <td>San Diego</td>\n",
+       "      <td>California</td>\n",
+       "      <td>92105</td>\n",
+       "      <td>West</td>\n",
+       "      <td>FUR-CH-10002880</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Chairs</td>\n",
+       "      <td>Global High-Back Leather Tilter, Burgundy</td>\n",
+       "      <td>885.528</td>\n",
+       "      <td>9</td>\n",
        "      <td>0.2</td>\n",
-       "      <td>22.4925</td>\n",
+       "      <td>-99.6219</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7883</th>\n",
-       "      <td>CA-2017-118017</td>\n",
-       "      <td>2017-12-03</td>\n",
-       "      <td>2017-12-06</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>LC-16870</td>\n",
-       "      <td>Lena Cacioppo</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Thornton</td>\n",
-       "      <td>Colorado</td>\n",
-       "      <td>80229</td>\n",
+       "      <th>9737</th>\n",
+       "      <td>CA-2017-129294</td>\n",
+       "      <td>2017-03-16</td>\n",
+       "      <td>2017-03-21</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>KD-16615</td>\n",
+       "      <td>Ken Dana</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>Los Angeles</td>\n",
+       "      <td>California</td>\n",
+       "      <td>90032</td>\n",
        "      <td>West</td>\n",
-       "      <td>OFF-PA-10002246</td>\n",
+       "      <td>OFF-ST-10002615</td>\n",
        "      <td>Office Supplies</td>\n",
-       "      <td>Paper</td>\n",
-       "      <td>Wirebound Four 2-3/4 x 5 Forms per Page, 400 S...</td>\n",
-       "      <td>10.320</td>\n",
+       "      <td>Storage</td>\n",
+       "      <td>Dual Level, Single-Width Filing Carts</td>\n",
+       "      <td>310.120</td>\n",
        "      <td>2</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>3.7410</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80.6312</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6469</th>\n",
-       "      <td>CA-2016-163804</td>\n",
-       "      <td>2016-12-02</td>\n",
-       "      <td>2016-12-08</td>\n",
+       "      <th>7699</th>\n",
+       "      <td>CA-2017-151799</td>\n",
+       "      <td>2017-12-14</td>\n",
+       "      <td>2017-12-18</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>DB-13270</td>\n",
-       "      <td>Deborah Brumfield</td>\n",
+       "      <td>BF-11170</td>\n",
+       "      <td>Ben Ferrer</td>\n",
        "      <td>Home Office</td>\n",
-       "      <td>Providence</td>\n",
-       "      <td>Rhode Island</td>\n",
-       "      <td>2908</td>\n",
+       "      <td>Lawrence</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>1841</td>\n",
        "      <td>East</td>\n",
-       "      <td>FUR-FU-10004864</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Furnishings</td>\n",
-       "      <td>Eldon 500 Class Desk Accessories</td>\n",
-       "      <td>72.420</td>\n",
-       "      <td>6</td>\n",
+       "      <td>OFF-SU-10001664</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Supplies</td>\n",
+       "      <td>Acme Office Executive Series Stainless Steel T...</td>\n",
+       "      <td>25.710</td>\n",
+       "      <td>3</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>23.8986</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3715</th>\n",
-       "      <td>CA-2014-135608</td>\n",
-       "      <td>2014-12-08</td>\n",
-       "      <td>2014-12-10</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>JK-15625</td>\n",
-       "      <td>Jim Karlsson</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>Olympia</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>98502</td>\n",
-       "      <td>West</td>\n",
-       "      <td>FUR-CH-10002602</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Chairs</td>\n",
-       "      <td>DMI Arturo Collection Mission-style Design Woo...</td>\n",
-       "      <td>603.920</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>45.2940</td>\n",
+       "      <td>6.6846</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -6221,67 +5949,67 @@
       ],
       "text/plain": [
        "            Order ID Order Date  Ship Date       Ship Mode Customer ID  \\\n",
-       "9107  CA-2015-132941 2015-05-25 2015-05-28     First Class    MM-18280   \n",
-       "9679  CA-2015-130113 2015-12-27 2015-12-31  Standard Class    AH-10030   \n",
-       "6413  CA-2017-151211 2017-08-17 2017-08-23  Standard Class    AH-10120   \n",
-       "3342  CA-2016-145982 2016-08-27 2016-09-01    Second Class    TB-21055   \n",
-       "9987  CA-2017-163629 2017-11-17 2017-11-21  Standard Class    RA-19885   \n",
-       "339   CA-2015-128167 2015-06-22 2015-06-26    Second Class    KL-16645   \n",
-       "4767  CA-2015-123155 2015-03-09 2015-03-12     First Class    NS-18640   \n",
-       "7883  CA-2017-118017 2017-12-03 2017-12-06    Second Class    LC-16870   \n",
-       "6469  CA-2016-163804 2016-12-02 2016-12-08  Standard Class    DB-13270   \n",
-       "3715  CA-2014-135608 2014-12-08 2014-12-10    Second Class    JK-15625   \n",
-       "\n",
-       "           Customer Name      Segment           City          State  \\\n",
-       "9107  Muhammed MacIntyre    Corporate    Haltom City          Texas   \n",
-       "9679       Aaron Hawkins    Corporate  San Francisco     California   \n",
-       "6413         Adrian Hane  Home Office     Louisville       Kentucky   \n",
-       "3342     Ted Butterfield     Consumer         Quincy  Massachusetts   \n",
-       "9987        Ruben Ausman    Corporate         Athens        Georgia   \n",
-       "339         Ken Lonsdale     Consumer         Layton           Utah   \n",
-       "4767        Noel Staavos    Corporate    San Antonio          Texas   \n",
-       "7883       Lena Cacioppo     Consumer       Thornton       Colorado   \n",
-       "6469   Deborah Brumfield  Home Office     Providence   Rhode Island   \n",
-       "3715        Jim Karlsson     Consumer        Olympia     Washington   \n",
+       "2803  CA-2015-159380 2015-05-12 2015-05-16  Standard Class    CS-12505   \n",
+       "8480  CA-2014-109890 2014-07-21 2014-07-27  Standard Class    PG-18820   \n",
+       "7817  CA-2016-138478 2016-10-21 2016-10-26    Second Class    DP-13390   \n",
+       "6450  CA-2015-156510 2015-09-25 2015-09-29  Standard Class    EH-13990   \n",
+       "851   CA-2016-152534 2016-06-20 2016-06-25    Second Class    DP-13105   \n",
+       "5115  CA-2017-125640 2017-07-25 2017-07-29  Standard Class    DD-13570   \n",
+       "2727  CA-2017-119193 2017-12-22 2017-12-24     First Class    SK-19990   \n",
+       "5882  CA-2016-133935 2016-09-18 2016-09-22  Standard Class    JW-15220   \n",
+       "9737  CA-2017-129294 2017-03-16 2017-03-21  Standard Class    KD-16615   \n",
+       "7699  CA-2017-151799 2017-12-14 2017-12-18  Standard Class    BF-11170   \n",
+       "\n",
+       "          Customer Name      Segment             City          State  \\\n",
+       "2803      Cindy Stewart     Consumer    San Francisco     California   \n",
+       "8480    Patrick Gardner     Consumer            Omaha       Nebraska   \n",
+       "7817      Dennis Pardue  Home Office  North Las Vegas         Nevada   \n",
+       "6450      Erica Hackney     Consumer          Meriden    Connecticut   \n",
+       "851        Dave Poirier    Corporate          Salinas     California   \n",
+       "5115  Dorothy Dickinson     Consumer     Philadelphia   Pennsylvania   \n",
+       "2727      Sally Knutson     Consumer           Toledo           Ohio   \n",
+       "5882          Jane Waco    Corporate        San Diego     California   \n",
+       "9737           Ken Dana    Corporate      Los Angeles     California   \n",
+       "7699         Ben Ferrer  Home Office         Lawrence  Massachusetts   \n",
        "\n",
        "      Postal Code   Region       Product ID         Category Sub-Category  \\\n",
-       "9107        76117  Central  OFF-SU-10002557  Office Supplies     Supplies   \n",
-       "9679        94122     West  OFF-ST-10000046  Office Supplies      Storage   \n",
-       "6413        40214    South  TEC-AC-10004510       Technology  Accessories   \n",
-       "3342         2169     East  FUR-TA-10001307        Furniture       Tables   \n",
-       "9987        30605    South  TEC-AC-10001539       Technology  Accessories   \n",
-       "339         84041     West  OFF-FA-10000490  Office Supplies    Fasteners   \n",
-       "4767        78207  Central  TEC-PH-10001809       Technology       Phones   \n",
-       "7883        80229     West  OFF-PA-10002246  Office Supplies        Paper   \n",
-       "6469         2908     East  FUR-FU-10004864        Furniture  Furnishings   \n",
-       "3715        98502     West  FUR-CH-10002602        Furniture       Chairs   \n",
+       "2803        94122     West  OFF-PA-10003893  Office Supplies        Paper   \n",
+       "8480        68104  Central  TEC-PH-10004100       Technology       Phones   \n",
+       "7817        89031     West  OFF-PA-10001801  Office Supplies        Paper   \n",
+       "6450         6450     East  OFF-PA-10002222  Office Supplies        Paper   \n",
+       "851         93905     West  OFF-PA-10001870  Office Supplies        Paper   \n",
+       "5115        19134     East  OFF-LA-10004178  Office Supplies       Labels   \n",
+       "2727        43615     East  OFF-BI-10000848  Office Supplies      Binders   \n",
+       "5882        92105     West  FUR-CH-10002880        Furniture       Chairs   \n",
+       "9737        90032     West  OFF-ST-10002615  Office Supplies      Storage   \n",
+       "7699         1841     East  OFF-SU-10001664  Office Supplies     Supplies   \n",
        "\n",
        "                                           Product Name    Sales  Quantity  \\\n",
-       "9107                     Fiskars Spring-Action Scissors   22.368         2   \n",
-       "9679                   Fellowes Super Stor/Drawer Files  323.100         2   \n",
-       "6413    Logitech Desktop MK120 Mouse and keyboard Combo   98.160         6   \n",
-       "3342  SAFCO PlanMaster Heigh-Adjustable Drafting Tab...  244.615         1   \n",
-       "9987  Logitech G430 Surround Sound Gaming Headset wi...   79.990         1   \n",
-       "339        OIC Binder Clips, Mini, 1/4\" Capacity, Black    4.960         4   \n",
-       "4767                 Panasonic KX T7736-B Digital phone  359.880         3   \n",
-       "7883  Wirebound Four 2-3/4 x 5 Forms per Page, 400 S...   10.320         2   \n",
-       "6469                   Eldon 500 Class Desk Accessories   72.420         6   \n",
-       "3715  DMI Arturo Collection Mission-style Design Woo...  603.920         5   \n",
+       "2803                                         Xerox 1962   12.840         3   \n",
+       "8480              Griffin GC17055 Auxiliary Audio Cable   35.980         2   \n",
+       "7817                                          Xerox 193   35.880         6   \n",
+       "6450          Xerox Color Copier Paper, 11\" x 17\", Ream   45.680         2   \n",
+       "851                                           Xerox 202   38.880         6   \n",
+       "5115                                          Avery 491    3.304         1   \n",
+       "2727                               Angle-D Ring Binders    1.641         1   \n",
+       "5882          Global High-Back Leather Tilter, Burgundy  885.528         9   \n",
+       "9737              Dual Level, Single-Width Filing Carts  310.120         2   \n",
+       "7699  Acme Office Executive Series Stainless Steel T...   25.710         3   \n",
        "\n",
        "      Discount   Profit  \n",
-       "9107       0.2   1.6776  \n",
-       "9679       0.0  61.3890  \n",
-       "6413       0.0   9.8160  \n",
-       "3342       0.3  20.9670  \n",
-       "9987       0.0  28.7964  \n",
-       "339        0.0   2.3312  \n",
-       "4767       0.2  22.4925  \n",
-       "7883       0.2   3.7410  \n",
-       "6469       0.0  23.8986  \n",
-       "3715       0.2  45.2940  "
+       "2803       0.0   5.7780  \n",
+       "8480       0.0  10.0744  \n",
+       "7817       0.0  17.5812  \n",
+       "6450       0.0  21.0128  \n",
+       "851        0.0  18.6624  \n",
+       "5115       0.2   1.0738  \n",
+       "2727       0.7  -1.3128  \n",
+       "5882       0.2 -99.6219  \n",
+       "9737       0.0  80.6312  \n",
+       "7699       0.0   6.6846  "
       ]
      },
-     "execution_count": 63,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6292,7 +6020,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -6339,224 +6067,224 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>5792</th>\n",
-       "      <td>CA-2017-140186</td>\n",
-       "      <td>2017-09-29</td>\n",
-       "      <td>2017-10-02</td>\n",
-       "      <td>First Class</td>\n",
-       "      <td>PG-18820</td>\n",
-       "      <td>Patrick Gardner</td>\n",
+       "      <th>5325</th>\n",
+       "      <td>CA-2015-119508</td>\n",
+       "      <td>2015-12-04</td>\n",
+       "      <td>2015-12-09</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>TZ-21580</td>\n",
+       "      <td>Tracy Zic</td>\n",
        "      <td>Consumer</td>\n",
-       "      <td>Bakersfield</td>\n",
+       "      <td>Lakewood</td>\n",
        "      <td>California</td>\n",
-       "      <td>93309</td>\n",
+       "      <td>90712</td>\n",
        "      <td>West</td>\n",
-       "      <td>OFF-AP-10002578</td>\n",
+       "      <td>FUR-FU-10004270</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Furnishings</td>\n",
+       "      <td>Eldon Image Series Desk Accessories, Burgundy</td>\n",
+       "      <td>25.080</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.0288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8671</th>\n",
+       "      <td>US-2014-159611</td>\n",
+       "      <td>2014-12-27</td>\n",
+       "      <td>2015-01-01</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>KB-16315</td>\n",
+       "      <td>Karl Braun</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Cleveland</td>\n",
+       "      <td>Ohio</td>\n",
+       "      <td>44105</td>\n",
+       "      <td>East</td>\n",
+       "      <td>OFF-ST-10002790</td>\n",
        "      <td>Office Supplies</td>\n",
-       "      <td>Appliances</td>\n",
-       "      <td>Fellowes Premier Superior Surge Suppressor, 10...</td>\n",
-       "      <td>97.840</td>\n",
+       "      <td>Storage</td>\n",
+       "      <td>Safco Industrial Shelving</td>\n",
+       "      <td>118.160</td>\n",
        "      <td>2</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>-25.1090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>CA-2014-128622</td>\n",
+       "      <td>2014-11-15</td>\n",
+       "      <td>2014-11-17</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>SC-20260</td>\n",
+       "      <td>Scott Cohen</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>California</td>\n",
+       "      <td>94110</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-SU-10001574</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Supplies</td>\n",
+       "      <td>Acme Value Line Scissors</td>\n",
+       "      <td>10.950</td>\n",
+       "      <td>3</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>25.4384</td>\n",
+       "      <td>3.2850</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5933</th>\n",
-       "      <td>US-2017-169551</td>\n",
-       "      <td>2017-07-07</td>\n",
-       "      <td>2017-07-09</td>\n",
-       "      <td>First Class</td>\n",
-       "      <td>RL-19615</td>\n",
-       "      <td>Rob Lucas</td>\n",
+       "      <th>632</th>\n",
+       "      <td>US-2016-135720</td>\n",
+       "      <td>2016-12-11</td>\n",
+       "      <td>2016-12-13</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>FM-14380</td>\n",
+       "      <td>Fred McMath</td>\n",
        "      <td>Consumer</td>\n",
-       "      <td>Philadelphia</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>19120</td>\n",
-       "      <td>East</td>\n",
-       "      <td>TEC-AC-10002018</td>\n",
+       "      <td>Aurora</td>\n",
+       "      <td>Colorado</td>\n",
+       "      <td>80013</td>\n",
+       "      <td>West</td>\n",
+       "      <td>TEC-PH-10002103</td>\n",
        "      <td>Technology</td>\n",
-       "      <td>Accessories</td>\n",
-       "      <td>AmazonBasics 3-Button USB Wired Mouse</td>\n",
-       "      <td>16.776</td>\n",
-       "      <td>3</td>\n",
+       "      <td>Phones</td>\n",
+       "      <td>Jabra SPEAK 410</td>\n",
+       "      <td>300.768</td>\n",
+       "      <td>4</td>\n",
        "      <td>0.2</td>\n",
-       "      <td>4.8231</td>\n",
+       "      <td>30.0768</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1953</th>\n",
-       "      <td>CA-2017-157987</td>\n",
-       "      <td>2017-09-02</td>\n",
-       "      <td>2017-09-06</td>\n",
+       "      <th>4038</th>\n",
+       "      <td>CA-2014-110786</td>\n",
+       "      <td>2014-12-29</td>\n",
+       "      <td>2015-01-02</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>AC-10615</td>\n",
-       "      <td>Ann Chong</td>\n",
+       "      <td>AJ-10795</td>\n",
+       "      <td>Anthony Johnson</td>\n",
        "      <td>Corporate</td>\n",
-       "      <td>New York City</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>10009</td>\n",
-       "      <td>East</td>\n",
-       "      <td>FUR-CH-10003379</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Chairs</td>\n",
-       "      <td>Global Commerce Series High-Back Swivel/Tilt C...</td>\n",
-       "      <td>1282.410</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>213.7350</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>California</td>\n",
+       "      <td>94110</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-PA-10000528</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>Xerox 1981</td>\n",
+       "      <td>21.120</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.5040</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1112</th>\n",
-       "      <td>US-2016-110156</td>\n",
-       "      <td>2016-11-19</td>\n",
-       "      <td>2016-11-24</td>\n",
+       "      <th>9778</th>\n",
+       "      <td>CA-2014-169019</td>\n",
+       "      <td>2014-07-26</td>\n",
+       "      <td>2014-07-30</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>EH-13945</td>\n",
-       "      <td>Eric Hoffmann</td>\n",
+       "      <td>LF-17185</td>\n",
+       "      <td>Luke Foster</td>\n",
        "      <td>Consumer</td>\n",
-       "      <td>Houston</td>\n",
+       "      <td>San Antonio</td>\n",
        "      <td>Texas</td>\n",
-       "      <td>77041</td>\n",
+       "      <td>78207</td>\n",
        "      <td>Central</td>\n",
-       "      <td>OFF-BI-10002609</td>\n",
+       "      <td>OFF-BI-10001679</td>\n",
        "      <td>Office Supplies</td>\n",
        "      <td>Binders</td>\n",
-       "      <td>Avery Hidden Tab Dividers for Binding Systems</td>\n",
-       "      <td>1.192</td>\n",
-       "      <td>2</td>\n",
+       "      <td>GBC Instant Index System for Binding Systems</td>\n",
+       "      <td>8.880</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.8</td>\n",
-       "      <td>-2.0264</td>\n",
+       "      <td>-13.3200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5491</th>\n",
-       "      <td>CA-2017-164098</td>\n",
-       "      <td>2017-01-26</td>\n",
-       "      <td>2017-01-27</td>\n",
-       "      <td>First Class</td>\n",
-       "      <td>CG-12520</td>\n",
-       "      <td>Claire Gute</td>\n",
+       "      <th>2433</th>\n",
+       "      <td>US-2017-112613</td>\n",
+       "      <td>2017-05-28</td>\n",
+       "      <td>2017-06-01</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>JH-15910</td>\n",
+       "      <td>Jonathan Howell</td>\n",
        "      <td>Consumer</td>\n",
        "      <td>Houston</td>\n",
        "      <td>Texas</td>\n",
        "      <td>77070</td>\n",
        "      <td>Central</td>\n",
-       "      <td>OFF-ST-10000615</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Storage</td>\n",
-       "      <td>SimpliFile Personal File, Black Granite, 15w x...</td>\n",
-       "      <td>18.160</td>\n",
-       "      <td>2</td>\n",
+       "      <td>TEC-PH-10001536</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Phones</td>\n",
+       "      <td>Spigen Samsung Galaxy S5 Case Wallet</td>\n",
+       "      <td>54.368</td>\n",
+       "      <td>4</td>\n",
        "      <td>0.2</td>\n",
-       "      <td>1.8160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3400</th>\n",
-       "      <td>CA-2014-102274</td>\n",
-       "      <td>2014-11-21</td>\n",
-       "      <td>2014-11-26</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>DH-13075</td>\n",
-       "      <td>Dave Hallsten</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>Richmond</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>40475</td>\n",
-       "      <td>South</td>\n",
-       "      <td>OFF-ST-10001511</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Storage</td>\n",
-       "      <td>Space Solutions Commercial Steel Shelving</td>\n",
-       "      <td>193.950</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>9.6975</td>\n",
+       "      <td>4.0776</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9465</th>\n",
-       "      <td>CA-2016-126858</td>\n",
-       "      <td>2016-11-19</td>\n",
-       "      <td>2016-11-23</td>\n",
+       "      <th>5907</th>\n",
+       "      <td>US-2016-113985</td>\n",
+       "      <td>2016-12-02</td>\n",
+       "      <td>2016-12-07</td>\n",
        "      <td>Standard Class</td>\n",
-       "      <td>JM-15265</td>\n",
-       "      <td>Janet Molinari</td>\n",
+       "      <td>KD-16495</td>\n",
+       "      <td>Keith Dawkins</td>\n",
        "      <td>Corporate</td>\n",
-       "      <td>Seattle</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>98115</td>\n",
-       "      <td>West</td>\n",
-       "      <td>FUR-FU-10000448</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Furnishings</td>\n",
-       "      <td>Tenex Chairmats For Use With Carpeted Floors</td>\n",
-       "      <td>31.960</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.5980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2185</th>\n",
-       "      <td>CA-2017-124576</td>\n",
-       "      <td>2017-08-01</td>\n",
-       "      <td>2017-08-04</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>HK-14890</td>\n",
-       "      <td>Heather Kirkland</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>Salinas</td>\n",
+       "      <td>San Jose</td>\n",
        "      <td>California</td>\n",
-       "      <td>93905</td>\n",
+       "      <td>95123</td>\n",
        "      <td>West</td>\n",
-       "      <td>OFF-BI-10002735</td>\n",
+       "      <td>OFF-BI-10002353</td>\n",
        "      <td>Office Supplies</td>\n",
        "      <td>Binders</td>\n",
-       "      <td>GBC Prestige Therm-A-Bind Covers</td>\n",
-       "      <td>54.896</td>\n",
+       "      <td>GBC VeloBind Cover Sets</td>\n",
+       "      <td>24.704</td>\n",
        "      <td>2</td>\n",
        "      <td>0.2</td>\n",
-       "      <td>18.5274</td>\n",
+       "      <td>9.2640</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7065</th>\n",
-       "      <td>CA-2014-106726</td>\n",
-       "      <td>2014-12-06</td>\n",
-       "      <td>2014-12-08</td>\n",
-       "      <td>First Class</td>\n",
-       "      <td>RS-19765</td>\n",
-       "      <td>Roland Schwarz</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>California</td>\n",
-       "      <td>90008</td>\n",
-       "      <td>West</td>\n",
-       "      <td>OFF-ST-10001496</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Storage</td>\n",
-       "      <td>Standard Rollaway File with Lock</td>\n",
-       "      <td>1261.330</td>\n",
-       "      <td>7</td>\n",
+       "      <th>483</th>\n",
+       "      <td>CA-2014-127691</td>\n",
+       "      <td>2014-07-22</td>\n",
+       "      <td>2014-07-27</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>EM-14065</td>\n",
+       "      <td>Erin Mull</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>New York City</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>10024</td>\n",
+       "      <td>East</td>\n",
+       "      <td>TEC-AC-10002567</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Accessories</td>\n",
+       "      <td>Logitech G602 Wireless Gaming Mouse</td>\n",
+       "      <td>159.980</td>\n",
+       "      <td>2</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>327.9458</td>\n",
+       "      <td>57.5928</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1831</th>\n",
-       "      <td>CA-2017-145884</td>\n",
-       "      <td>2017-10-21</td>\n",
-       "      <td>2017-10-21</td>\n",
-       "      <td>Same Day</td>\n",
-       "      <td>SL-20155</td>\n",
-       "      <td>Sara Luxemburg</td>\n",
-       "      <td>Home Office</td>\n",
-       "      <td>Muskogee</td>\n",
-       "      <td>Oklahoma</td>\n",
-       "      <td>74403</td>\n",
-       "      <td>Central</td>\n",
-       "      <td>FUR-TA-10002356</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Tables</td>\n",
-       "      <td>Bevis Boat-Shaped Conference Table</td>\n",
-       "      <td>262.110</td>\n",
-       "      <td>1</td>\n",
+       "      <th>7519</th>\n",
+       "      <td>US-2017-167920</td>\n",
+       "      <td>2017-12-09</td>\n",
+       "      <td>2017-12-12</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>JL-15835</td>\n",
+       "      <td>John Lee</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>Richmond</td>\n",
+       "      <td>Kentucky</td>\n",
+       "      <td>40475</td>\n",
+       "      <td>South</td>\n",
+       "      <td>OFF-LA-10004409</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Labels</td>\n",
+       "      <td>Avery 492</td>\n",
+       "      <td>5.760</td>\n",
+       "      <td>2</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>62.9064</td>\n",
+       "      <td>2.6496</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -6564,67 +6292,67 @@
       ],
       "text/plain": [
        "            Order ID Order Date  Ship Date       Ship Mode Customer ID  \\\n",
-       "5792  CA-2017-140186 2017-09-29 2017-10-02     First Class    PG-18820   \n",
-       "5933  US-2017-169551 2017-07-07 2017-07-09     First Class    RL-19615   \n",
-       "1953  CA-2017-157987 2017-09-02 2017-09-06  Standard Class    AC-10615   \n",
-       "1112  US-2016-110156 2016-11-19 2016-11-24  Standard Class    EH-13945   \n",
-       "5491  CA-2017-164098 2017-01-26 2017-01-27     First Class    CG-12520   \n",
-       "3400  CA-2014-102274 2014-11-21 2014-11-26  Standard Class    DH-13075   \n",
-       "9465  CA-2016-126858 2016-11-19 2016-11-23  Standard Class    JM-15265   \n",
-       "2185  CA-2017-124576 2017-08-01 2017-08-04    Second Class    HK-14890   \n",
-       "7065  CA-2014-106726 2014-12-06 2014-12-08     First Class    RS-19765   \n",
-       "1831  CA-2017-145884 2017-10-21 2017-10-21        Same Day    SL-20155   \n",
-       "\n",
-       "         Customer Name      Segment           City         State  Postal Code  \\\n",
-       "5792   Patrick Gardner     Consumer    Bakersfield    California        93309   \n",
-       "5933         Rob Lucas     Consumer   Philadelphia  Pennsylvania        19120   \n",
-       "1953         Ann Chong    Corporate  New York City      New York        10009   \n",
-       "1112     Eric Hoffmann     Consumer        Houston         Texas        77041   \n",
-       "5491       Claire Gute     Consumer        Houston         Texas        77070   \n",
-       "3400     Dave Hallsten    Corporate       Richmond      Kentucky        40475   \n",
-       "9465    Janet Molinari    Corporate        Seattle    Washington        98115   \n",
-       "2185  Heather Kirkland    Corporate        Salinas    California        93905   \n",
-       "7065    Roland Schwarz    Corporate    Los Angeles    California        90008   \n",
-       "1831    Sara Luxemburg  Home Office       Muskogee      Oklahoma        74403   \n",
+       "5325  CA-2015-119508 2015-12-04 2015-12-09  Standard Class    TZ-21580   \n",
+       "8671  US-2014-159611 2014-12-27 2015-01-01    Second Class    KB-16315   \n",
+       "8945  CA-2014-128622 2014-11-15 2014-11-17    Second Class    SC-20260   \n",
+       "632   US-2016-135720 2016-12-11 2016-12-13    Second Class    FM-14380   \n",
+       "4038  CA-2014-110786 2014-12-29 2015-01-02  Standard Class    AJ-10795   \n",
+       "9778  CA-2014-169019 2014-07-26 2014-07-30  Standard Class    LF-17185   \n",
+       "2433  US-2017-112613 2017-05-28 2017-06-01  Standard Class    JH-15910   \n",
+       "5907  US-2016-113985 2016-12-02 2016-12-07  Standard Class    KD-16495   \n",
+       "483   CA-2014-127691 2014-07-22 2014-07-27  Standard Class    EM-14065   \n",
+       "7519  US-2017-167920 2017-12-09 2017-12-12    Second Class    JL-15835   \n",
+       "\n",
+       "        Customer Name    Segment           City       State  Postal Code  \\\n",
+       "5325        Tracy Zic   Consumer       Lakewood  California        90712   \n",
+       "8671       Karl Braun   Consumer      Cleveland        Ohio        44105   \n",
+       "8945      Scott Cohen  Corporate  San Francisco  California        94110   \n",
+       "632       Fred McMath   Consumer         Aurora    Colorado        80013   \n",
+       "4038  Anthony Johnson  Corporate  San Francisco  California        94110   \n",
+       "9778      Luke Foster   Consumer    San Antonio       Texas        78207   \n",
+       "2433  Jonathan Howell   Consumer        Houston       Texas        77070   \n",
+       "5907    Keith Dawkins  Corporate       San Jose  California        95123   \n",
+       "483         Erin Mull   Consumer  New York City    New York        10024   \n",
+       "7519         John Lee   Consumer       Richmond    Kentucky        40475   \n",
        "\n",
        "       Region       Product ID         Category Sub-Category  \\\n",
-       "5792     West  OFF-AP-10002578  Office Supplies   Appliances   \n",
-       "5933     East  TEC-AC-10002018       Technology  Accessories   \n",
-       "1953     East  FUR-CH-10003379        Furniture       Chairs   \n",
-       "1112  Central  OFF-BI-10002609  Office Supplies      Binders   \n",
-       "5491  Central  OFF-ST-10000615  Office Supplies      Storage   \n",
-       "3400    South  OFF-ST-10001511  Office Supplies      Storage   \n",
-       "9465     West  FUR-FU-10000448        Furniture  Furnishings   \n",
-       "2185     West  OFF-BI-10002735  Office Supplies      Binders   \n",
-       "7065     West  OFF-ST-10001496  Office Supplies      Storage   \n",
-       "1831  Central  FUR-TA-10002356        Furniture       Tables   \n",
-       "\n",
-       "                                           Product Name     Sales  Quantity  \\\n",
-       "5792  Fellowes Premier Superior Surge Suppressor, 10...    97.840         2   \n",
-       "5933              AmazonBasics 3-Button USB Wired Mouse    16.776         3   \n",
-       "1953  Global Commerce Series High-Back Swivel/Tilt C...  1282.410         5   \n",
-       "1112      Avery Hidden Tab Dividers for Binding Systems     1.192         2   \n",
-       "5491  SimpliFile Personal File, Black Granite, 15w x...    18.160         2   \n",
-       "3400          Space Solutions Commercial Steel Shelving   193.950         3   \n",
-       "9465       Tenex Chairmats For Use With Carpeted Floors    31.960         2   \n",
-       "2185                   GBC Prestige Therm-A-Bind Covers    54.896         2   \n",
-       "7065                   Standard Rollaway File with Lock  1261.330         7   \n",
-       "1831                 Bevis Boat-Shaped Conference Table   262.110         1   \n",
+       "5325     West  FUR-FU-10004270        Furniture  Furnishings   \n",
+       "8671     East  OFF-ST-10002790  Office Supplies      Storage   \n",
+       "8945     West  OFF-SU-10001574  Office Supplies     Supplies   \n",
+       "632      West  TEC-PH-10002103       Technology       Phones   \n",
+       "4038     West  OFF-PA-10000528  Office Supplies        Paper   \n",
+       "9778  Central  OFF-BI-10001679  Office Supplies      Binders   \n",
+       "2433  Central  TEC-PH-10001536       Technology       Phones   \n",
+       "5907     West  OFF-BI-10002353  Office Supplies      Binders   \n",
+       "483      East  TEC-AC-10002567       Technology  Accessories   \n",
+       "7519    South  OFF-LA-10004409  Office Supplies       Labels   \n",
+       "\n",
+       "                                       Product Name    Sales  Quantity  \\\n",
+       "5325  Eldon Image Series Desk Accessories, Burgundy   25.080         6   \n",
+       "8671                      Safco Industrial Shelving  118.160         2   \n",
+       "8945                       Acme Value Line Scissors   10.950         3   \n",
+       "632                                 Jabra SPEAK 410  300.768         4   \n",
+       "4038                                     Xerox 1981   21.120         4   \n",
+       "9778   GBC Instant Index System for Binding Systems    8.880         5   \n",
+       "2433           Spigen Samsung Galaxy S5 Case Wallet   54.368         4   \n",
+       "5907                        GBC VeloBind Cover Sets   24.704         2   \n",
+       "483             Logitech G602 Wireless Gaming Mouse  159.980         2   \n",
+       "7519                                      Avery 492    5.760         2   \n",
        "\n",
-       "      Discount    Profit  \n",
-       "5792       0.0   25.4384  \n",
-       "5933       0.2    4.8231  \n",
-       "1953       0.1  213.7350  \n",
-       "1112       0.8   -2.0264  \n",
-       "5491       0.2    1.8160  \n",
-       "3400       0.0    9.6975  \n",
-       "9465       0.0    1.5980  \n",
-       "2185       0.2   18.5274  \n",
-       "7065       0.0  327.9458  \n",
-       "1831       0.0   62.9064  "
+       "      Discount   Profit  \n",
+       "5325       0.0   9.0288  \n",
+       "8671       0.2 -25.1090  \n",
+       "8945       0.0   3.2850  \n",
+       "632        0.2  30.0768  \n",
+       "4038       0.0   9.5040  \n",
+       "9778       0.8 -13.3200  \n",
+       "2433       0.2   4.0776  \n",
+       "5907       0.2   9.2640  \n",
+       "483        0.0  57.5928  \n",
+       "7519       0.0   2.6496  "
       ]
      },
-     "execution_count": 64,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6642,26 +6370,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "William Brown          37\n",
-       "Paul Prost             34\n",
        "John Lee               34\n",
        "Matt Abelman           34\n",
-       "Jonathan Doherty       32\n",
-       "Edward Hooks           32\n",
+       "Paul Prost             34\n",
        "Chloris Kastensmidt    32\n",
+       "Edward Hooks           32\n",
        "Seth Vernon            32\n",
-       "Emily Phan             31\n",
+       "Jonathan Doherty       32\n",
        "Arthur Prichep         31\n",
+       "Emily Phan             31\n",
        "Name: Customer Name, dtype: int64"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6679,7 +6407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -6688,7 +6416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
@@ -6729,206 +6457,192 @@
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Central</th>\n",
        "      <th>Illinois</th>\n",
-       "      <td>-13.785818</td>\n",
-       "      <td>4.727273</td>\n",
-       "      <td>217.450727</td>\n",
+       "      <td>-6.779400</td>\n",
+       "      <td>3.300000</td>\n",
+       "      <td>96.905900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Michigan</th>\n",
-       "      <td>138.692167</td>\n",
-       "      <td>3.333333</td>\n",
-       "      <td>532.633333</td>\n",
+       "      <th>Indiana</th>\n",
+       "      <td>21.013533</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>64.860000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Minnesota</th>\n",
-       "      <td>3.882200</td>\n",
+       "      <th>Michigan</th>\n",
+       "      <td>70.006000</td>\n",
        "      <td>2.000000</td>\n",
-       "      <td>8.260000</td>\n",
+       "      <td>411.800000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Oklahoma</th>\n",
-       "      <td>24.913200</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>63.880000</td>\n",
+       "      <th>Minnesota</th>\n",
+       "      <td>275.478000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>655.900000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Texas</th>\n",
-       "      <td>-42.241300</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>206.759100</td>\n",
+       "      <td>-2.045429</td>\n",
+       "      <td>3.142857</td>\n",
+       "      <td>21.738571</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Wisconsin</th>\n",
-       "      <td>585.552000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>1951.840000</td>\n",
+       "      <td>82.077600</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>373.080000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"9\" valign=\"top\">East</th>\n",
+       "      <th rowspan=\"8\" valign=\"top\">East</th>\n",
        "      <th>Connecticut</th>\n",
-       "      <td>2.822400</td>\n",
+       "      <td>2.006400</td>\n",
        "      <td>2.000000</td>\n",
-       "      <td>5.760000</td>\n",
+       "      <td>4.560000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Delaware</th>\n",
-       "      <td>26.565000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>57.750000</td>\n",
+       "      <td>79.891200</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>166.440000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Maryland</th>\n",
-       "      <td>355.446600</td>\n",
+       "      <th>Massachusetts</th>\n",
+       "      <td>35.864400</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>826.620000</td>\n",
+       "      <td>137.940000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Massachusetts</th>\n",
-       "      <td>315.740400</td>\n",
-       "      <td>6.000000</td>\n",
-       "      <td>1088.760000</td>\n",
+       "      <th>New Hampshire</th>\n",
+       "      <td>17.220000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>34.440000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>New Jersey</th>\n",
-       "      <td>-19.918400</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>174.286000</td>\n",
+       "      <td>34.940200</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>286.070000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>New York</th>\n",
-       "      <td>2.481500</td>\n",
-       "      <td>4.545455</td>\n",
-       "      <td>491.668545</td>\n",
+       "      <td>49.986046</td>\n",
+       "      <td>2.692308</td>\n",
+       "      <td>214.492000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Ohio</th>\n",
-       "      <td>3.876050</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>22.880000</td>\n",
+       "      <td>-8.391667</td>\n",
+       "      <td>5.333333</td>\n",
+       "      <td>23.725333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Pennsylvania</th>\n",
-       "      <td>-17.853600</td>\n",
-       "      <td>3.857143</td>\n",
-       "      <td>243.960714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Rhode Island</th>\n",
-       "      <td>6.220800</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>12.960000</td>\n",
+       "      <td>-175.385833</td>\n",
+       "      <td>3.666667</td>\n",
+       "      <td>791.396333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"6\" valign=\"top\">South</th>\n",
+       "      <th rowspan=\"5\" valign=\"top\">South</th>\n",
        "      <th>Florida</th>\n",
-       "      <td>-40.166400</td>\n",
-       "      <td>4.750000</td>\n",
-       "      <td>991.250000</td>\n",
+       "      <td>-6.142120</td>\n",
+       "      <td>2.400000</td>\n",
+       "      <td>37.438000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Georgia</th>\n",
-       "      <td>3.712800</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>14.280000</td>\n",
+       "      <td>53.423300</td>\n",
+       "      <td>4.142857</td>\n",
+       "      <td>162.612857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Kentucky</th>\n",
-       "      <td>76.112500</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>304.450000</td>\n",
+       "      <th>Mississippi</th>\n",
+       "      <td>78.672000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>262.240000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Carolina</th>\n",
-       "      <td>9.480600</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>118.800000</td>\n",
+       "      <td>3.500400</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>27.708000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tennessee</th>\n",
-       "      <td>-4.687800</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>9.306000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Virginia</th>\n",
-       "      <td>27.810733</td>\n",
-       "      <td>4.333333</td>\n",
-       "      <td>102.443333</td>\n",
+       "      <td>2.640200</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>33.323000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">West</th>\n",
        "      <th>Arizona</th>\n",
-       "      <td>11.757600</td>\n",
-       "      <td>3.500000</td>\n",
-       "      <td>40.260000</td>\n",
+       "      <td>-42.411600</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>242.352000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>California</th>\n",
-       "      <td>43.626859</td>\n",
-       "      <td>3.954545</td>\n",
-       "      <td>187.089727</td>\n",
+       "      <td>48.919118</td>\n",
+       "      <td>3.818182</td>\n",
+       "      <td>377.261818</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Idaho</th>\n",
-       "      <td>160.176600</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>696.420000</td>\n",
+       "      <td>3.354400</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>9.584000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Montana</th>\n",
-       "      <td>2.209800</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>6.096000</td>\n",
+       "      <th>Nevada</th>\n",
+       "      <td>-109.582200</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>674.352000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Oregon</th>\n",
-       "      <td>3.597100</td>\n",
-       "      <td>4.666667</td>\n",
-       "      <td>48.186667</td>\n",
+       "      <td>23.028000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>230.280000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Washington</th>\n",
-       "      <td>1385.525000</td>\n",
-       "      <td>3.600000</td>\n",
-       "      <td>3035.828000</td>\n",
+       "      <td>2.075280</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>162.782400</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                             Profit  Quantity        Sales\n",
-       "Region  State                                             \n",
-       "Central Illinois         -13.785818  4.727273   217.450727\n",
-       "        Michigan         138.692167  3.333333   532.633333\n",
-       "        Minnesota          3.882200  2.000000     8.260000\n",
-       "        Oklahoma          24.913200  4.000000    63.880000\n",
-       "        Texas            -42.241300  5.000000   206.759100\n",
-       "        Wisconsin        585.552000  8.000000  1951.840000\n",
-       "East    Connecticut        2.822400  2.000000     5.760000\n",
-       "        Delaware          26.565000  5.000000    57.750000\n",
-       "        Maryland         355.446600  3.000000   826.620000\n",
-       "        Massachusetts    315.740400  6.000000  1088.760000\n",
-       "        New Jersey       -19.918400  2.000000   174.286000\n",
-       "        New York           2.481500  4.545455   491.668545\n",
-       "        Ohio               3.876050  2.000000    22.880000\n",
-       "        Pennsylvania     -17.853600  3.857143   243.960714\n",
-       "        Rhode Island       6.220800  2.000000    12.960000\n",
-       "South   Florida          -40.166400  4.750000   991.250000\n",
-       "        Georgia            3.712800  4.000000    14.280000\n",
-       "        Kentucky          76.112500  5.000000   304.450000\n",
-       "        North Carolina     9.480600  1.500000   118.800000\n",
-       "        Tennessee         -4.687800  2.000000     9.306000\n",
-       "        Virginia          27.810733  4.333333   102.443333\n",
-       "West    Arizona           11.757600  3.500000    40.260000\n",
-       "        California        43.626859  3.954545   187.089727\n",
-       "        Idaho            160.176600  2.000000   696.420000\n",
-       "        Montana            2.209800  2.000000     6.096000\n",
-       "        Oregon             3.597100  4.666667    48.186667\n",
-       "        Washington      1385.525000  3.600000  3035.828000"
+       "                            Profit  Quantity       Sales\n",
+       "Region  State                                           \n",
+       "Central Illinois         -6.779400  3.300000   96.905900\n",
+       "        Indiana          21.013533  4.000000   64.860000\n",
+       "        Michigan         70.006000  2.000000  411.800000\n",
+       "        Minnesota       275.478000  5.000000  655.900000\n",
+       "        Texas            -2.045429  3.142857   21.738571\n",
+       "        Wisconsin        82.077600  6.000000  373.080000\n",
+       "East    Connecticut       2.006400  2.000000    4.560000\n",
+       "        Delaware         79.891200  3.000000  166.440000\n",
+       "        Massachusetts    35.864400  3.000000  137.940000\n",
+       "        New Hampshire    17.220000  3.000000   34.440000\n",
+       "        New Jersey       34.940200  3.000000  286.070000\n",
+       "        New York         49.986046  2.692308  214.492000\n",
+       "        Ohio             -8.391667  5.333333   23.725333\n",
+       "        Pennsylvania   -175.385833  3.666667  791.396333\n",
+       "South   Florida          -6.142120  2.400000   37.438000\n",
+       "        Georgia          53.423300  4.142857  162.612857\n",
+       "        Mississippi      78.672000  2.000000  262.240000\n",
+       "        North Carolina    3.500400  2.500000   27.708000\n",
+       "        Tennessee         2.640200  3.333333   33.323000\n",
+       "West    Arizona         -42.411600  3.000000  242.352000\n",
+       "        California       48.919118  3.818182  377.261818\n",
+       "        Idaho             3.354400  1.000000    9.584000\n",
+       "        Nevada         -109.582200  3.000000  674.352000\n",
+       "        Oregon           23.028000  3.000000  230.280000\n",
+       "        Washington        2.075280  6.000000  162.782400"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6946,7 +6660,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -6978,108 +6692,108 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>5144</th>\n",
-       "      <td>John Lee</td>\n",
-       "      <td>California</td>\n",
-       "      <td>86.260</td>\n",
-       "      <td>2</td>\n",
+       "      <th>9457</th>\n",
+       "      <td>Bart Watters</td>\n",
+       "      <td>North Carolina</td>\n",
+       "      <td>12.060</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9908</th>\n",
-       "      <td>Ken Dana</td>\n",
-       "      <td>California</td>\n",
-       "      <td>207.350</td>\n",
-       "      <td>5</td>\n",
+       "      <th>5800</th>\n",
+       "      <td>Michael Nguyen</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>575.968</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4989</th>\n",
-       "      <td>Arthur Wiediger</td>\n",
-       "      <td>California</td>\n",
-       "      <td>6.672</td>\n",
-       "      <td>3</td>\n",
+       "      <th>4940</th>\n",
+       "      <td>Ivan Liston</td>\n",
+       "      <td>Delaware</td>\n",
+       "      <td>1268.820</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3384</th>\n",
-       "      <td>Maribeth Schnelling</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>1799.750</td>\n",
-       "      <td>5</td>\n",
+       "      <th>7807</th>\n",
+       "      <td>Vivek Sundaresam</td>\n",
+       "      <td>North Carolina</td>\n",
+       "      <td>30.828</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6118</th>\n",
-       "      <td>Justin Ritter</td>\n",
-       "      <td>Oregon</td>\n",
-       "      <td>191.976</td>\n",
-       "      <td>3</td>\n",
+       "      <th>3109</th>\n",
+       "      <td>Andrew Allen</td>\n",
+       "      <td>Missouri</td>\n",
+       "      <td>7.640</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2073</th>\n",
-       "      <td>Deborah Brumfield</td>\n",
+       "      <th>8243</th>\n",
+       "      <td>Ben Wallace</td>\n",
        "      <td>California</td>\n",
-       "      <td>59.970</td>\n",
-       "      <td>3</td>\n",
+       "      <td>806.336</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4115</th>\n",
-       "      <td>Amy Cox</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>1219.960</td>\n",
-       "      <td>5</td>\n",
+       "      <th>3873</th>\n",
+       "      <td>Darrin Martin</td>\n",
+       "      <td>Tennessee</td>\n",
+       "      <td>23.472</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6572</th>\n",
-       "      <td>Roger Demir</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>11.960</td>\n",
+       "      <th>5281</th>\n",
+       "      <td>Sung Pak</td>\n",
+       "      <td>Minnesota</td>\n",
+       "      <td>6.160</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6750</th>\n",
-       "      <td>Becky Pak</td>\n",
-       "      <td>New Jersey</td>\n",
-       "      <td>121.960</td>\n",
+       "      <th>7752</th>\n",
+       "      <td>Keith Herrera</td>\n",
+       "      <td>Virginia</td>\n",
+       "      <td>33.020</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3026</th>\n",
-       "      <td>Meg O'Connel</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>254.352</td>\n",
-       "      <td>3</td>\n",
+       "      <th>482</th>\n",
+       "      <td>Erin Mull</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>5.960</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5502</th>\n",
-       "      <td>Thea Hudgings</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.312</td>\n",
+       "      <th>602</th>\n",
+       "      <td>Alan Shonely</td>\n",
+       "      <td>Florida</td>\n",
+       "      <td>142.776</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6667</th>\n",
-       "      <td>Cynthia Arntzen</td>\n",
-       "      <td>New Jersey</td>\n",
-       "      <td>6.160</td>\n",
-       "      <td>2</td>\n",
+       "      <th>9768</th>\n",
+       "      <td>Tracy Collins</td>\n",
+       "      <td>California</td>\n",
+       "      <td>50.040</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9884</th>\n",
-       "      <td>Katrina Edelman</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.310</td>\n",
+       "      <th>1695</th>\n",
+       "      <td>Phillina Ober</td>\n",
+       "      <td>New Jersey</td>\n",
+       "      <td>14.460</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3415</th>\n",
-       "      <td>Sonia Sunley</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>1.810</td>\n",
-       "      <td>1</td>\n",
+       "      <th>5510</th>\n",
+       "      <td>Joy Daniels</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>11.120</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8995</th>\n",
-       "      <td>Christine Sundaresam</td>\n",
-       "      <td>Florida</td>\n",
-       "      <td>152.240</td>\n",
+       "      <th>1553</th>\n",
+       "      <td>Bobby Odegard</td>\n",
+       "      <td>Kentucky</td>\n",
+       "      <td>124.750</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -7087,25 +6801,25 @@
        "</div>"
       ],
       "text/plain": [
-       "             Customer Name         State     Sales  Quantity\n",
-       "5144              John Lee    California    86.260         2\n",
-       "9908              Ken Dana    California   207.350         5\n",
-       "4989       Arthur Wiediger    California     6.672         3\n",
-       "3384   Maribeth Schnelling      New York  1799.750         5\n",
-       "6118         Justin Ritter        Oregon   191.976         3\n",
-       "2073     Deborah Brumfield    California    59.970         3\n",
-       "4115               Amy Cox    Washington  1219.960         5\n",
-       "6572           Roger Demir    Washington    11.960         2\n",
-       "6750             Becky Pak    New Jersey   121.960         2\n",
-       "3026          Meg O'Connel  Pennsylvania   254.352         3\n",
-       "5502         Thea Hudgings  Pennsylvania     3.312         1\n",
-       "6667       Cynthia Arntzen    New Jersey     6.160         2\n",
-       "9884       Katrina Edelman    California    62.310         3\n",
-       "3415          Sonia Sunley     Wisconsin     1.810         1\n",
-       "8995  Christine Sundaresam       Florida   152.240         5"
+       "         Customer Name           State     Sales  Quantity\n",
+       "9457      Bart Watters  North Carolina    12.060         5\n",
+       "5800    Michael Nguyen           Texas   575.968         4\n",
+       "4940       Ivan Liston        Delaware  1268.820         9\n",
+       "7807  Vivek Sundaresam  North Carolina    30.828         7\n",
+       "3109      Andrew Allen        Missouri     7.640         1\n",
+       "8243       Ben Wallace      California   806.336         8\n",
+       "3873     Darrin Martin       Tennessee    23.472         3\n",
+       "5281          Sung Pak       Minnesota     6.160         2\n",
+       "7752     Keith Herrera        Virginia    33.020         2\n",
+       "482          Erin Mull        New York     5.960         2\n",
+       "602       Alan Shonely         Florida   142.776         1\n",
+       "9768     Tracy Collins      California    50.040         6\n",
+       "1695     Phillina Ober      New Jersey    14.460         3\n",
+       "5510       Joy Daniels        Illinois    11.120         2\n",
+       "1553     Bobby Odegard        Kentucky   124.750         5"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7117,7 +6831,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -7149,134 +6863,134 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3415</th>\n",
-       "      <td>Sonia Sunley</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>1.810</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5502</th>\n",
-       "      <td>Thea Hudgings</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.312</td>\n",
-       "      <td>1</td>\n",
+       "      <th>482</th>\n",
+       "      <td>Erin Mull</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>5.960</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6667</th>\n",
-       "      <td>Cynthia Arntzen</td>\n",
-       "      <td>New Jersey</td>\n",
+       "      <th>5281</th>\n",
+       "      <td>Sung Pak</td>\n",
+       "      <td>Minnesota</td>\n",
        "      <td>6.160</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4989</th>\n",
-       "      <td>Arthur Wiediger</td>\n",
-       "      <td>California</td>\n",
-       "      <td>6.672</td>\n",
-       "      <td>3</td>\n",
+       "      <th>3109</th>\n",
+       "      <td>Andrew Allen</td>\n",
+       "      <td>Missouri</td>\n",
+       "      <td>7.640</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6572</th>\n",
-       "      <td>Roger Demir</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>11.960</td>\n",
+       "      <th>5510</th>\n",
+       "      <td>Joy Daniels</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>11.120</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2073</th>\n",
-       "      <td>Deborah Brumfield</td>\n",
-       "      <td>California</td>\n",
-       "      <td>59.970</td>\n",
+       "      <th>9457</th>\n",
+       "      <td>Bart Watters</td>\n",
+       "      <td>North Carolina</td>\n",
+       "      <td>12.060</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1695</th>\n",
+       "      <td>Phillina Ober</td>\n",
+       "      <td>New Jersey</td>\n",
+       "      <td>14.460</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9884</th>\n",
-       "      <td>Katrina Edelman</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.310</td>\n",
+       "      <th>3873</th>\n",
+       "      <td>Darrin Martin</td>\n",
+       "      <td>Tennessee</td>\n",
+       "      <td>23.472</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5144</th>\n",
-       "      <td>John Lee</td>\n",
-       "      <td>California</td>\n",
-       "      <td>86.260</td>\n",
-       "      <td>2</td>\n",
+       "      <th>7807</th>\n",
+       "      <td>Vivek Sundaresam</td>\n",
+       "      <td>North Carolina</td>\n",
+       "      <td>30.828</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6750</th>\n",
-       "      <td>Becky Pak</td>\n",
-       "      <td>New Jersey</td>\n",
-       "      <td>121.960</td>\n",
+       "      <th>7752</th>\n",
+       "      <td>Keith Herrera</td>\n",
+       "      <td>Virginia</td>\n",
+       "      <td>33.020</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8995</th>\n",
-       "      <td>Christine Sundaresam</td>\n",
-       "      <td>Florida</td>\n",
-       "      <td>152.240</td>\n",
-       "      <td>5</td>\n",
+       "      <th>9768</th>\n",
+       "      <td>Tracy Collins</td>\n",
+       "      <td>California</td>\n",
+       "      <td>50.040</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6118</th>\n",
-       "      <td>Justin Ritter</td>\n",
-       "      <td>Oregon</td>\n",
-       "      <td>191.976</td>\n",
-       "      <td>3</td>\n",
+       "      <th>1553</th>\n",
+       "      <td>Bobby Odegard</td>\n",
+       "      <td>Kentucky</td>\n",
+       "      <td>124.750</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9908</th>\n",
-       "      <td>Ken Dana</td>\n",
-       "      <td>California</td>\n",
-       "      <td>207.350</td>\n",
-       "      <td>5</td>\n",
+       "      <th>602</th>\n",
+       "      <td>Alan Shonely</td>\n",
+       "      <td>Florida</td>\n",
+       "      <td>142.776</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3026</th>\n",
-       "      <td>Meg O'Connel</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>254.352</td>\n",
-       "      <td>3</td>\n",
+       "      <th>5800</th>\n",
+       "      <td>Michael Nguyen</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>575.968</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4115</th>\n",
-       "      <td>Amy Cox</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>1219.960</td>\n",
-       "      <td>5</td>\n",
+       "      <th>8243</th>\n",
+       "      <td>Ben Wallace</td>\n",
+       "      <td>California</td>\n",
+       "      <td>806.336</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3384</th>\n",
-       "      <td>Maribeth Schnelling</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>1799.750</td>\n",
-       "      <td>5</td>\n",
+       "      <th>4940</th>\n",
+       "      <td>Ivan Liston</td>\n",
+       "      <td>Delaware</td>\n",
+       "      <td>1268.820</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "             Customer Name         State     Sales  Quantity\n",
-       "3415          Sonia Sunley     Wisconsin     1.810         1\n",
-       "5502         Thea Hudgings  Pennsylvania     3.312         1\n",
-       "6667       Cynthia Arntzen    New Jersey     6.160         2\n",
-       "4989       Arthur Wiediger    California     6.672         3\n",
-       "6572           Roger Demir    Washington    11.960         2\n",
-       "2073     Deborah Brumfield    California    59.970         3\n",
-       "9884       Katrina Edelman    California    62.310         3\n",
-       "5144              John Lee    California    86.260         2\n",
-       "6750             Becky Pak    New Jersey   121.960         2\n",
-       "8995  Christine Sundaresam       Florida   152.240         5\n",
-       "6118         Justin Ritter        Oregon   191.976         3\n",
-       "9908              Ken Dana    California   207.350         5\n",
-       "3026          Meg O'Connel  Pennsylvania   254.352         3\n",
-       "4115               Amy Cox    Washington  1219.960         5\n",
-       "3384   Maribeth Schnelling      New York  1799.750         5"
+       "         Customer Name           State     Sales  Quantity\n",
+       "482          Erin Mull        New York     5.960         2\n",
+       "5281          Sung Pak       Minnesota     6.160         2\n",
+       "3109      Andrew Allen        Missouri     7.640         1\n",
+       "5510       Joy Daniels        Illinois    11.120         2\n",
+       "9457      Bart Watters  North Carolina    12.060         5\n",
+       "1695     Phillina Ober      New Jersey    14.460         3\n",
+       "3873     Darrin Martin       Tennessee    23.472         3\n",
+       "7807  Vivek Sundaresam  North Carolina    30.828         7\n",
+       "7752     Keith Herrera        Virginia    33.020         2\n",
+       "9768     Tracy Collins      California    50.040         6\n",
+       "1553     Bobby Odegard        Kentucky   124.750         5\n",
+       "602       Alan Shonely         Florida   142.776         1\n",
+       "5800    Michael Nguyen           Texas   575.968         4\n",
+       "8243       Ben Wallace      California   806.336         8\n",
+       "4940       Ivan Liston        Delaware  1268.820         9"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7287,7 +7001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
@@ -7319,134 +7033,134 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>4989</th>\n",
-       "      <td>Arthur Wiediger</td>\n",
+       "      <th>9768</th>\n",
+       "      <td>Tracy Collins</td>\n",
        "      <td>California</td>\n",
-       "      <td>6.672</td>\n",
-       "      <td>3</td>\n",
+       "      <td>50.040</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2073</th>\n",
-       "      <td>Deborah Brumfield</td>\n",
+       "      <th>8243</th>\n",
+       "      <td>Ben Wallace</td>\n",
        "      <td>California</td>\n",
-       "      <td>59.970</td>\n",
-       "      <td>3</td>\n",
+       "      <td>806.336</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9884</th>\n",
-       "      <td>Katrina Edelman</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.310</td>\n",
-       "      <td>3</td>\n",
+       "      <th>4940</th>\n",
+       "      <td>Ivan Liston</td>\n",
+       "      <td>Delaware</td>\n",
+       "      <td>1268.820</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5144</th>\n",
-       "      <td>John Lee</td>\n",
-       "      <td>California</td>\n",
-       "      <td>86.260</td>\n",
-       "      <td>2</td>\n",
+       "      <th>602</th>\n",
+       "      <td>Alan Shonely</td>\n",
+       "      <td>Florida</td>\n",
+       "      <td>142.776</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9908</th>\n",
-       "      <td>Ken Dana</td>\n",
-       "      <td>California</td>\n",
-       "      <td>207.350</td>\n",
-       "      <td>5</td>\n",
+       "      <th>5510</th>\n",
+       "      <td>Joy Daniels</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>11.120</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8995</th>\n",
-       "      <td>Christine Sundaresam</td>\n",
-       "      <td>Florida</td>\n",
-       "      <td>152.240</td>\n",
+       "      <th>1553</th>\n",
+       "      <td>Bobby Odegard</td>\n",
+       "      <td>Kentucky</td>\n",
+       "      <td>124.750</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6667</th>\n",
-       "      <td>Cynthia Arntzen</td>\n",
-       "      <td>New Jersey</td>\n",
+       "      <th>5281</th>\n",
+       "      <td>Sung Pak</td>\n",
+       "      <td>Minnesota</td>\n",
        "      <td>6.160</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6750</th>\n",
-       "      <td>Becky Pak</td>\n",
+       "      <th>3109</th>\n",
+       "      <td>Andrew Allen</td>\n",
+       "      <td>Missouri</td>\n",
+       "      <td>7.640</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1695</th>\n",
+       "      <td>Phillina Ober</td>\n",
        "      <td>New Jersey</td>\n",
-       "      <td>121.960</td>\n",
-       "      <td>2</td>\n",
+       "      <td>14.460</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3384</th>\n",
-       "      <td>Maribeth Schnelling</td>\n",
+       "      <th>482</th>\n",
+       "      <td>Erin Mull</td>\n",
        "      <td>New York</td>\n",
-       "      <td>1799.750</td>\n",
-       "      <td>5</td>\n",
+       "      <td>5.960</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6118</th>\n",
-       "      <td>Justin Ritter</td>\n",
-       "      <td>Oregon</td>\n",
-       "      <td>191.976</td>\n",
-       "      <td>3</td>\n",
+       "      <th>9457</th>\n",
+       "      <td>Bart Watters</td>\n",
+       "      <td>North Carolina</td>\n",
+       "      <td>12.060</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5502</th>\n",
-       "      <td>Thea Hudgings</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.312</td>\n",
-       "      <td>1</td>\n",
+       "      <th>7807</th>\n",
+       "      <td>Vivek Sundaresam</td>\n",
+       "      <td>North Carolina</td>\n",
+       "      <td>30.828</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3026</th>\n",
-       "      <td>Meg O'Connel</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>254.352</td>\n",
+       "      <th>3873</th>\n",
+       "      <td>Darrin Martin</td>\n",
+       "      <td>Tennessee</td>\n",
+       "      <td>23.472</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6572</th>\n",
-       "      <td>Roger Demir</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>11.960</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4115</th>\n",
-       "      <td>Amy Cox</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>1219.960</td>\n",
-       "      <td>5</td>\n",
+       "      <th>5800</th>\n",
+       "      <td>Michael Nguyen</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>575.968</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3415</th>\n",
-       "      <td>Sonia Sunley</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>1.810</td>\n",
-       "      <td>1</td>\n",
+       "      <th>7752</th>\n",
+       "      <td>Keith Herrera</td>\n",
+       "      <td>Virginia</td>\n",
+       "      <td>33.020</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "             Customer Name         State     Sales  Quantity\n",
-       "4989       Arthur Wiediger    California     6.672         3\n",
-       "2073     Deborah Brumfield    California    59.970         3\n",
-       "9884       Katrina Edelman    California    62.310         3\n",
-       "5144              John Lee    California    86.260         2\n",
-       "9908              Ken Dana    California   207.350         5\n",
-       "8995  Christine Sundaresam       Florida   152.240         5\n",
-       "6667       Cynthia Arntzen    New Jersey     6.160         2\n",
-       "6750             Becky Pak    New Jersey   121.960         2\n",
-       "3384   Maribeth Schnelling      New York  1799.750         5\n",
-       "6118         Justin Ritter        Oregon   191.976         3\n",
-       "5502         Thea Hudgings  Pennsylvania     3.312         1\n",
-       "3026          Meg O'Connel  Pennsylvania   254.352         3\n",
-       "6572           Roger Demir    Washington    11.960         2\n",
-       "4115               Amy Cox    Washington  1219.960         5\n",
-       "3415          Sonia Sunley     Wisconsin     1.810         1"
+       "         Customer Name           State     Sales  Quantity\n",
+       "9768     Tracy Collins      California    50.040         6\n",
+       "8243       Ben Wallace      California   806.336         8\n",
+       "4940       Ivan Liston        Delaware  1268.820         9\n",
+       "602       Alan Shonely         Florida   142.776         1\n",
+       "5510       Joy Daniels        Illinois    11.120         2\n",
+       "1553     Bobby Odegard        Kentucky   124.750         5\n",
+       "5281          Sung Pak       Minnesota     6.160         2\n",
+       "3109      Andrew Allen        Missouri     7.640         1\n",
+       "1695     Phillina Ober      New Jersey    14.460         3\n",
+       "482          Erin Mull        New York     5.960         2\n",
+       "9457      Bart Watters  North Carolina    12.060         5\n",
+       "7807  Vivek Sundaresam  North Carolina    30.828         7\n",
+       "3873     Darrin Martin       Tennessee    23.472         3\n",
+       "5800    Michael Nguyen           Texas   575.968         4\n",
+       "7752     Keith Herrera        Virginia    33.020         2"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7464,7 +7178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -7479,7 +7193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -7510,84 +7224,84 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7892</th>\n",
-       "      <td>Trudy Schmidt</td>\n",
-       "      <td>Arkansas</td>\n",
-       "      <td>106.320</td>\n",
+       "      <th>4382</th>\n",
+       "      <td>Russell Applegate</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>2.880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7217</th>\n",
-       "      <td>Lena Cacioppo</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.496</td>\n",
+       "      <th>1533</th>\n",
+       "      <td>Ellis Ballard</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>212.880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9006</th>\n",
-       "      <td>Nona Balk</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>37.760</td>\n",
+       "      <th>6268</th>\n",
+       "      <td>Robert Marley</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>22.450</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5762</th>\n",
-       "      <td>Justin MacKendrick</td>\n",
-       "      <td>California</td>\n",
-       "      <td>54.920</td>\n",
+       "      <th>401</th>\n",
+       "      <td>Anna Gayman</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>57.584</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7470</th>\n",
-       "      <td>Ann Chong</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.576</td>\n",
+       "      <th>5668</th>\n",
+       "      <td>Sanjit Engle</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>53.984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4434</th>\n",
-       "      <td>Arthur Prichep</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>842.940</td>\n",
+       "      <th>9035</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>108.768</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4712</th>\n",
-       "      <td>Ed Jacobs</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>36.288</td>\n",
+       "      <th>240</th>\n",
+       "      <td>Ken Lonsdale</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>31.984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8003</th>\n",
-       "      <td>Anna Andreadi</td>\n",
-       "      <td>Massachusetts</td>\n",
-       "      <td>271.900</td>\n",
+       "      <th>2279</th>\n",
+       "      <td>Jim Karlsson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>97.568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3237</th>\n",
-       "      <td>Cindy Chapman</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>45.576</td>\n",
+       "      <th>6823</th>\n",
+       "      <td>Yana Sorensen</td>\n",
+       "      <td>Alabama</td>\n",
+       "      <td>98.460</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5159</th>\n",
-       "      <td>Andrew Gjertsen</td>\n",
-       "      <td>Arizona</td>\n",
-       "      <td>105.584</td>\n",
+       "      <th>9488</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Oregon</td>\n",
+       "      <td>572.800</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "           Customer Name          State    Sales\n",
-       "7892       Trudy Schmidt       Arkansas  106.320\n",
-       "7217       Lena Cacioppo     California   62.496\n",
-       "9006           Nona Balk      Wisconsin   37.760\n",
-       "5762  Justin MacKendrick     California   54.920\n",
-       "7470           Ann Chong   Pennsylvania    3.576\n",
-       "4434      Arthur Prichep       Kentucky  842.940\n",
-       "4712           Ed Jacobs          Texas   36.288\n",
-       "8003       Anna Andreadi  Massachusetts  271.900\n",
-       "3237       Cindy Chapman       New York   45.576\n",
-       "5159     Andrew Gjertsen        Arizona  105.584"
+       "          Customer Name          State    Sales\n",
+       "4382  Russell Applegate       Illinois    2.880\n",
+       "1533      Ellis Ballard       New York  212.880\n",
+       "6268      Robert Marley  Massachusetts   22.450\n",
+       "401         Anna Gayman          Texas   57.584\n",
+       "5668       Sanjit Engle     Washington   53.984\n",
+       "9035       Eric Murdock       Illinois  108.768\n",
+       "240        Ken Lonsdale       Illinois   31.984\n",
+       "2279       Jim Karlsson     Washington   97.568\n",
+       "6823      Yana Sorensen        Alabama   98.460\n",
+       "9488       Eric Murdock         Oregon  572.800"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7599,7 +7313,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -7631,94 +7345,94 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7892</th>\n",
-       "      <td>Trudy Schmidt</td>\n",
-       "      <td>Arkansas</td>\n",
-       "      <td>106.320</td>\n",
-       "      <td>Medium</td>\n",
+       "      <th>4382</th>\n",
+       "      <td>Russell Applegate</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>2.880</td>\n",
+       "      <td>Low</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7217</th>\n",
-       "      <td>Lena Cacioppo</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.496</td>\n",
-       "      <td>Medium</td>\n",
+       "      <th>1533</th>\n",
+       "      <td>Ellis Ballard</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>212.880</td>\n",
+       "      <td>High</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9006</th>\n",
-       "      <td>Nona Balk</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>37.760</td>\n",
+       "      <th>6268</th>\n",
+       "      <td>Robert Marley</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>22.450</td>\n",
        "      <td>Low</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5762</th>\n",
-       "      <td>Justin MacKendrick</td>\n",
-       "      <td>California</td>\n",
-       "      <td>54.920</td>\n",
+       "      <th>401</th>\n",
+       "      <td>Anna Gayman</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>57.584</td>\n",
        "      <td>Medium</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7470</th>\n",
-       "      <td>Ann Chong</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.576</td>\n",
-       "      <td>Low</td>\n",
+       "      <th>5668</th>\n",
+       "      <td>Sanjit Engle</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>53.984</td>\n",
+       "      <td>Medium</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4434</th>\n",
-       "      <td>Arthur Prichep</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>842.940</td>\n",
-       "      <td>High</td>\n",
+       "      <th>9035</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>108.768</td>\n",
+       "      <td>Medium</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4712</th>\n",
-       "      <td>Ed Jacobs</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>36.288</td>\n",
+       "      <th>240</th>\n",
+       "      <td>Ken Lonsdale</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>31.984</td>\n",
        "      <td>Low</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8003</th>\n",
-       "      <td>Anna Andreadi</td>\n",
-       "      <td>Massachusetts</td>\n",
-       "      <td>271.900</td>\n",
-       "      <td>High</td>\n",
+       "      <th>2279</th>\n",
+       "      <td>Jim Karlsson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>97.568</td>\n",
+       "      <td>Medium</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3237</th>\n",
-       "      <td>Cindy Chapman</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>45.576</td>\n",
-       "      <td>Low</td>\n",
+       "      <th>6823</th>\n",
+       "      <td>Yana Sorensen</td>\n",
+       "      <td>Alabama</td>\n",
+       "      <td>98.460</td>\n",
+       "      <td>Medium</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5159</th>\n",
-       "      <td>Andrew Gjertsen</td>\n",
-       "      <td>Arizona</td>\n",
-       "      <td>105.584</td>\n",
-       "      <td>Medium</td>\n",
+       "      <th>9488</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Oregon</td>\n",
+       "      <td>572.800</td>\n",
+       "      <td>High</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "           Customer Name          State    Sales Sales Price Category\n",
-       "7892       Trudy Schmidt       Arkansas  106.320               Medium\n",
-       "7217       Lena Cacioppo     California   62.496               Medium\n",
-       "9006           Nona Balk      Wisconsin   37.760                  Low\n",
-       "5762  Justin MacKendrick     California   54.920               Medium\n",
-       "7470           Ann Chong   Pennsylvania    3.576                  Low\n",
-       "4434      Arthur Prichep       Kentucky  842.940                 High\n",
-       "4712           Ed Jacobs          Texas   36.288                  Low\n",
-       "8003       Anna Andreadi  Massachusetts  271.900                 High\n",
-       "3237       Cindy Chapman       New York   45.576                  Low\n",
-       "5159     Andrew Gjertsen        Arizona  105.584               Medium"
+       "          Customer Name          State    Sales Sales Price Category\n",
+       "4382  Russell Applegate       Illinois    2.880                  Low\n",
+       "1533      Ellis Ballard       New York  212.880                 High\n",
+       "6268      Robert Marley  Massachusetts   22.450                  Low\n",
+       "401         Anna Gayman          Texas   57.584               Medium\n",
+       "5668       Sanjit Engle     Washington   53.984               Medium\n",
+       "9035       Eric Murdock       Illinois  108.768               Medium\n",
+       "240        Ken Lonsdale       Illinois   31.984                  Low\n",
+       "2279       Jim Karlsson     Washington   97.568               Medium\n",
+       "6823      Yana Sorensen        Alabama   98.460               Medium\n",
+       "9488       Eric Murdock         Oregon  572.800                 High"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7730,7 +7444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -7763,116 +7477,116 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7892</th>\n",
-       "      <td>Trudy Schmidt</td>\n",
-       "      <td>Arkansas</td>\n",
-       "      <td>106.320</td>\n",
-       "      <td>Medium</td>\n",
-       "      <td>13</td>\n",
+       "      <th>4382</th>\n",
+       "      <td>Russell Applegate</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>2.880</td>\n",
+       "      <td>Low</td>\n",
+       "      <td>17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7217</th>\n",
-       "      <td>Lena Cacioppo</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.496</td>\n",
-       "      <td>Medium</td>\n",
+       "      <th>1533</th>\n",
+       "      <td>Ellis Ballard</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>212.880</td>\n",
+       "      <td>High</td>\n",
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9006</th>\n",
-       "      <td>Nona Balk</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>37.760</td>\n",
+       "      <th>6268</th>\n",
+       "      <td>Robert Marley</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>22.450</td>\n",
        "      <td>Low</td>\n",
-       "      <td>9</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5762</th>\n",
-       "      <td>Justin MacKendrick</td>\n",
-       "      <td>California</td>\n",
-       "      <td>54.920</td>\n",
+       "      <th>401</th>\n",
+       "      <td>Anna Gayman</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>57.584</td>\n",
        "      <td>Medium</td>\n",
-       "      <td>18</td>\n",
+       "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7470</th>\n",
-       "      <td>Ann Chong</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.576</td>\n",
-       "      <td>Low</td>\n",
-       "      <td>9</td>\n",
+       "      <th>5668</th>\n",
+       "      <td>Sanjit Engle</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>53.984</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4434</th>\n",
-       "      <td>Arthur Prichep</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>842.940</td>\n",
-       "      <td>High</td>\n",
-       "      <td>14</td>\n",
+       "      <th>9035</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>108.768</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4712</th>\n",
-       "      <td>Ed Jacobs</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>36.288</td>\n",
+       "      <th>240</th>\n",
+       "      <td>Ken Lonsdale</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>31.984</td>\n",
        "      <td>Low</td>\n",
-       "      <td>9</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8003</th>\n",
-       "      <td>Anna Andreadi</td>\n",
-       "      <td>Massachusetts</td>\n",
-       "      <td>271.900</td>\n",
-       "      <td>High</td>\n",
-       "      <td>13</td>\n",
+       "      <th>2279</th>\n",
+       "      <td>Jim Karlsson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>97.568</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3237</th>\n",
-       "      <td>Cindy Chapman</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>45.576</td>\n",
-       "      <td>Low</td>\n",
+       "      <th>6823</th>\n",
+       "      <td>Yana Sorensen</td>\n",
+       "      <td>Alabama</td>\n",
+       "      <td>98.460</td>\n",
+       "      <td>Medium</td>\n",
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5159</th>\n",
-       "      <td>Andrew Gjertsen</td>\n",
-       "      <td>Arizona</td>\n",
-       "      <td>105.584</td>\n",
-       "      <td>Medium</td>\n",
-       "      <td>15</td>\n",
+       "      <th>9488</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Oregon</td>\n",
+       "      <td>572.800</td>\n",
+       "      <td>High</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "           Customer Name          State    Sales Sales Price Category  \\\n",
-       "7892       Trudy Schmidt       Arkansas  106.320               Medium   \n",
-       "7217       Lena Cacioppo     California   62.496               Medium   \n",
-       "9006           Nona Balk      Wisconsin   37.760                  Low   \n",
-       "5762  Justin MacKendrick     California   54.920               Medium   \n",
-       "7470           Ann Chong   Pennsylvania    3.576                  Low   \n",
-       "4434      Arthur Prichep       Kentucky  842.940                 High   \n",
-       "4712           Ed Jacobs          Texas   36.288                  Low   \n",
-       "8003       Anna Andreadi  Massachusetts  271.900                 High   \n",
-       "3237       Cindy Chapman       New York   45.576                  Low   \n",
-       "5159     Andrew Gjertsen        Arizona  105.584               Medium   \n",
+       "          Customer Name          State    Sales Sales Price Category  \\\n",
+       "4382  Russell Applegate       Illinois    2.880                  Low   \n",
+       "1533      Ellis Ballard       New York  212.880                 High   \n",
+       "6268      Robert Marley  Massachusetts   22.450                  Low   \n",
+       "401         Anna Gayman          Texas   57.584               Medium   \n",
+       "5668       Sanjit Engle     Washington   53.984               Medium   \n",
+       "9035       Eric Murdock       Illinois  108.768               Medium   \n",
+       "240        Ken Lonsdale       Illinois   31.984                  Low   \n",
+       "2279       Jim Karlsson     Washington   97.568               Medium   \n",
+       "6823      Yana Sorensen        Alabama   98.460               Medium   \n",
+       "9488       Eric Murdock         Oregon  572.800                 High   \n",
        "\n",
        "      Customer Name Length  \n",
-       "7892                    13  \n",
-       "7217                    13  \n",
-       "9006                     9  \n",
-       "5762                    18  \n",
-       "7470                     9  \n",
-       "4434                    14  \n",
-       "4712                     9  \n",
-       "8003                    13  \n",
-       "3237                    13  \n",
-       "5159                    15  "
+       "4382                    17  \n",
+       "1533                    13  \n",
+       "6268                    13  \n",
+       "401                     11  \n",
+       "5668                    12  \n",
+       "9035                    12  \n",
+       "240                     12  \n",
+       "2279                    12  \n",
+       "6823                    13  \n",
+       "9488                    12  "
       ]
      },
-     "execution_count": 74,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7884,7 +7598,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
@@ -7918,126 +7632,126 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7892</th>\n",
-       "      <td>Trudy Schmidt</td>\n",
-       "      <td>Arkansas</td>\n",
-       "      <td>106.320</td>\n",
-       "      <td>Medium</td>\n",
-       "      <td>13</td>\n",
-       "      <td>106.320</td>\n",
+       "      <th>4382</th>\n",
+       "      <td>Russell Applegate</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>2.880</td>\n",
+       "      <td>Low</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2.880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7217</th>\n",
-       "      <td>Lena Cacioppo</td>\n",
-       "      <td>California</td>\n",
-       "      <td>62.496</td>\n",
-       "      <td>Medium</td>\n",
+       "      <th>1533</th>\n",
+       "      <td>Ellis Ballard</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>212.880</td>\n",
+       "      <td>High</td>\n",
        "      <td>13</td>\n",
-       "      <td>62.496</td>\n",
+       "      <td>180.948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9006</th>\n",
-       "      <td>Nona Balk</td>\n",
-       "      <td>Wisconsin</td>\n",
-       "      <td>37.760</td>\n",
+       "      <th>6268</th>\n",
+       "      <td>Robert Marley</td>\n",
+       "      <td>Massachusetts</td>\n",
+       "      <td>22.450</td>\n",
        "      <td>Low</td>\n",
-       "      <td>9</td>\n",
-       "      <td>37.760</td>\n",
+       "      <td>13</td>\n",
+       "      <td>22.450</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5762</th>\n",
-       "      <td>Justin MacKendrick</td>\n",
-       "      <td>California</td>\n",
-       "      <td>54.920</td>\n",
+       "      <th>401</th>\n",
+       "      <td>Anna Gayman</td>\n",
+       "      <td>Texas</td>\n",
+       "      <td>57.584</td>\n",
        "      <td>Medium</td>\n",
-       "      <td>18</td>\n",
-       "      <td>54.920</td>\n",
+       "      <td>11</td>\n",
+       "      <td>57.584</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7470</th>\n",
-       "      <td>Ann Chong</td>\n",
-       "      <td>Pennsylvania</td>\n",
-       "      <td>3.576</td>\n",
-       "      <td>Low</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3.576</td>\n",
+       "      <th>5668</th>\n",
+       "      <td>Sanjit Engle</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>53.984</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>12</td>\n",
+       "      <td>53.984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4434</th>\n",
-       "      <td>Arthur Prichep</td>\n",
-       "      <td>Kentucky</td>\n",
-       "      <td>842.940</td>\n",
-       "      <td>High</td>\n",
-       "      <td>14</td>\n",
-       "      <td>716.499</td>\n",
+       "      <th>9035</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>108.768</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>12</td>\n",
+       "      <td>108.768</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4712</th>\n",
-       "      <td>Ed Jacobs</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>36.288</td>\n",
+       "      <th>240</th>\n",
+       "      <td>Ken Lonsdale</td>\n",
+       "      <td>Illinois</td>\n",
+       "      <td>31.984</td>\n",
        "      <td>Low</td>\n",
-       "      <td>9</td>\n",
-       "      <td>36.288</td>\n",
+       "      <td>12</td>\n",
+       "      <td>31.984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8003</th>\n",
-       "      <td>Anna Andreadi</td>\n",
-       "      <td>Massachusetts</td>\n",
-       "      <td>271.900</td>\n",
-       "      <td>High</td>\n",
-       "      <td>13</td>\n",
-       "      <td>231.115</td>\n",
+       "      <th>2279</th>\n",
+       "      <td>Jim Karlsson</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>97.568</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>12</td>\n",
+       "      <td>97.568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3237</th>\n",
-       "      <td>Cindy Chapman</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>45.576</td>\n",
-       "      <td>Low</td>\n",
+       "      <th>6823</th>\n",
+       "      <td>Yana Sorensen</td>\n",
+       "      <td>Alabama</td>\n",
+       "      <td>98.460</td>\n",
+       "      <td>Medium</td>\n",
        "      <td>13</td>\n",
-       "      <td>45.576</td>\n",
+       "      <td>98.460</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5159</th>\n",
-       "      <td>Andrew Gjertsen</td>\n",
-       "      <td>Arizona</td>\n",
-       "      <td>105.584</td>\n",
-       "      <td>Medium</td>\n",
-       "      <td>15</td>\n",
-       "      <td>105.584</td>\n",
+       "      <th>9488</th>\n",
+       "      <td>Eric Murdock</td>\n",
+       "      <td>Oregon</td>\n",
+       "      <td>572.800</td>\n",
+       "      <td>High</td>\n",
+       "      <td>12</td>\n",
+       "      <td>486.880</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "           Customer Name          State    Sales Sales Price Category  \\\n",
-       "7892       Trudy Schmidt       Arkansas  106.320               Medium   \n",
-       "7217       Lena Cacioppo     California   62.496               Medium   \n",
-       "9006           Nona Balk      Wisconsin   37.760                  Low   \n",
-       "5762  Justin MacKendrick     California   54.920               Medium   \n",
-       "7470           Ann Chong   Pennsylvania    3.576                  Low   \n",
-       "4434      Arthur Prichep       Kentucky  842.940                 High   \n",
-       "4712           Ed Jacobs          Texas   36.288                  Low   \n",
-       "8003       Anna Andreadi  Massachusetts  271.900                 High   \n",
-       "3237       Cindy Chapman       New York   45.576                  Low   \n",
-       "5159     Andrew Gjertsen        Arizona  105.584               Medium   \n",
+       "          Customer Name          State    Sales Sales Price Category  \\\n",
+       "4382  Russell Applegate       Illinois    2.880                  Low   \n",
+       "1533      Ellis Ballard       New York  212.880                 High   \n",
+       "6268      Robert Marley  Massachusetts   22.450                  Low   \n",
+       "401         Anna Gayman          Texas   57.584               Medium   \n",
+       "5668       Sanjit Engle     Washington   53.984               Medium   \n",
+       "9035       Eric Murdock       Illinois  108.768               Medium   \n",
+       "240        Ken Lonsdale       Illinois   31.984                  Low   \n",
+       "2279       Jim Karlsson     Washington   97.568               Medium   \n",
+       "6823      Yana Sorensen        Alabama   98.460               Medium   \n",
+       "9488       Eric Murdock         Oregon  572.800                 High   \n",
        "\n",
        "      Customer Name Length  Discounted Price  \n",
-       "7892                    13           106.320  \n",
-       "7217                    13            62.496  \n",
-       "9006                     9            37.760  \n",
-       "5762                    18            54.920  \n",
-       "7470                     9             3.576  \n",
-       "4434                    14           716.499  \n",
-       "4712                     9            36.288  \n",
-       "8003                    13           231.115  \n",
-       "3237                    13            45.576  \n",
-       "5159                    15           105.584  "
+       "4382                    17             2.880  \n",
+       "1533                    13           180.948  \n",
+       "6268                    13            22.450  \n",
+       "401                     11            57.584  \n",
+       "5668                    12            53.984  \n",
+       "9035                    12           108.768  \n",
+       "240                     12            31.984  \n",
+       "2279                    12            97.568  \n",
+       "6823                    13            98.460  \n",
+       "9488                    12           486.880  "
       ]
      },
-     "execution_count": 75,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8064,7 +7778,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.2"
+   "version": "3.6.8"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
@@ -8086,5 +7800,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/Pandas and Numpy/Sample - Superstore.xls b/Pandas and Numpy/Sample - Superstore.xls
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From 438582d8df742cd995650760256afe0762c2e5de Mon Sep 17 00:00:00 2001
From: tirthajyoti <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 02:49:02 -0700
Subject: [PATCH 026/165] Updated Readme with links of Pandas and Numpy
 notebooks

---
 README.md | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 1db4856..3f96239 100644
--- a/README.md
+++ b/README.md
@@ -18,15 +18,22 @@
 * **Seaborn (`$ pip install seaborn`)**
 * **Sympy (`$ pip install sympy`)**
 ---
+
 You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 
 ### ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
 <img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
 
 ## Essential tutorial-type notebooks on Pandas and Numpy
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
-* **[Basics of Numpy array](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)**
-* **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
-* **[Basics of Matplotlib and Descriptive Statistics](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)**
+
+### [Basic Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)
+### [Basic Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)
+### [Basics of visualization with Matplotlib and descriptive stats](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)
+### [Advanced Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb)
+### [How to read various data sources](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/How%20to%20read%20various%20sources%20in%20a%20DataFrame.ipynb)
+### [PDF reading and table processing demo](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb)
+### [How fast are Numpy operations compared to pure Python code?](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/How%20fast%20are%20NumPy%20ops.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-forget-for-loop-for-data-science-code-and-embrace-vectorization-696632622d5f) on Medium related to this topic)
+### [Fast reading from Numpy using .npy file format](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Reading.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-start-using-npy-file-more-often-df2a13cc0161) on Medium on this topic)
 
 ## Tutorial-type notebooks covering regression, classification, clustering, dimensionality reduction, and some basic neural network algorithms
 

From fe5c8bbe95f156becdab8bb7f703279bf2e225b1 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 02:50:10 -0700
Subject: [PATCH 027/165] Update README.md

---
 README.md | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 3f96239..e2b2396 100644
--- a/README.md
+++ b/README.md
@@ -27,13 +27,13 @@ You can start with this article that I wrote in Heartbeat magazine (on Medium pl
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 
 ### [Basic Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)
-### [Basic Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)
-### [Basics of visualization with Matplotlib and descriptive stats](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)
-### [Advanced Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb)
-### [How to read various data sources](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/How%20to%20read%20various%20sources%20in%20a%20DataFrame.ipynb)
-### [PDF reading and table processing demo](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb)
-### [How fast are Numpy operations compared to pure Python code?](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/How%20fast%20are%20NumPy%20ops.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-forget-for-loop-for-data-science-code-and-embrace-vectorization-696632622d5f) on Medium related to this topic)
-### [Fast reading from Numpy using .npy file format](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Reading.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-start-using-npy-file-more-often-df2a13cc0161) on Medium on this topic)
+* [Basic Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)
+* [Basics of visualization with Matplotlib and descriptive stats](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)
+* [Advanced Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb)
+* [How to read various data sources](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/How%20to%20read%20various%20sources%20in%20a%20DataFrame.ipynb)
+* [PDF reading and table processing demo](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb)
+* [How fast are Numpy operations compared to pure Python code?](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/How%20fast%20are%20NumPy%20ops.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-forget-for-loop-for-data-science-code-and-embrace-vectorization-696632622d5f) on Medium related to this topic)
+* [Fast reading from Numpy using .npy file format](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Reading.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-start-using-npy-file-more-often-df2a13cc0161) on Medium on this topic)
 
 ## Tutorial-type notebooks covering regression, classification, clustering, dimensionality reduction, and some basic neural network algorithms
 

From 7314410a553a70cfe3d595a7f7532066b5735a06 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 02:50:30 -0700
Subject: [PATCH 028/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e2b2396..6716d0d 100644
--- a/README.md
+++ b/README.md
@@ -26,7 +26,7 @@ You can start with this article that I wrote in Heartbeat magazine (on Medium pl
 ## Essential tutorial-type notebooks on Pandas and Numpy
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 
-### [Basic Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)
+* [Basic Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)
 * [Basic Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)
 * [Basics of visualization with Matplotlib and descriptive stats](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)
 * [Advanced Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb)

From 8a75d1414f896739f7b7c73da70e58441e1667bf Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 15:00:27 -0700
Subject: [PATCH 029/165] Docs (#7)

* Updated index.rst

* deleted new index.rst

* Added updated index.rst

* Update index.rst
---
 docs/index.rst | 429 +++++++++++++++++++++++++------------------------
 1 file changed, 218 insertions(+), 211 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 92d4e21..0595ee9 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,211 +1,218 @@
-.. image:: https://readthedocs.org/projects/machine-learning-with-python/badge/?version=latest
-   :width: 15 %
-.. image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
-   :width: 22 %
-.. image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
-   :width: 13 %
-.. image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
-   :width: 13 %
-   
-|
-   
-Python Machine Learning Notebooks (Tutorial style)
-==================================================
-
-Dr. Tirthajyoti Sarkar, Fremont, CA (`Please feel free to add me on
-LinkedIn
-here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__)
-
---------------
-
-Requirements
-===============
-
--  Python 3.5+
--  NumPy (``$ pip install numpy``)
--  Pandas (``$ pip install pandas``)
--  Scikit-learn (``$ pip install scikit-learn``)
--  SciPy (``$ pip install scipy``)
--  Statsmodels (``$ pip install statsmodels``)
--  MatplotLib (``$ pip install matplotlib``)
--  Seaborn (``$ pip install seaborn``)
--  Sympy (``$ pip install sympy``)
-
---------------
-
-You can start with this article that I wrote in Heartbeat magazine (on
-Medium platform): 
-
-`“Some Essential Hacks and Tricks for Machine Learning
-with
-Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
-
-.. image:: https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png"
-   :width: 500px
-   :align: center
-   :height: 350px
-   :alt: alternate text
-
-Essential tutorial-type notebooks on Pandas and Numpy
-=======================================================
-
-Jupyter notebooks covering a wide range of functions and operations on
-the topics of NumPy, Pandans, Seaborn, matplotlib etc.
-
--  `Basics of Numpy
-   array <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb>`__
-
--  `Basics of Pandas
-   DataFrame <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb>`__
-
--  `Basics of Matplotlib and Descriptive
-   Statistics <https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb>`__
-
---------------
-
-Regression
-===============
-.. image:: https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg
-   :width: 400px
-   :align: center
-   :height: 300px
-   :alt: alternate text
-
--  Simple linear regression with t-statistic generation
-
--  `Multiple ways to perform linear regression in Python and their speed
-   comparison <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Methods.ipynb>`__
-   (`check the article I wrote on
-   freeCodeCamp <https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b>`__)
-
--  `Multi-variate regression with
-   regularization <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Multi-variate%20LASSO%20regression%20with%20CV.ipynb>`__
-
--  Polynomial regression using ***scikit-learn pipeline feature***
-   (`check the article I wrote on *Towards Data
-   Science* <https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49>`__)
--  Decision trees and Random Forest regression (showing how the Random
-   Forest works as a robust/regularized meta-estimator rejecting
-   overfitting)
-
--  `Detailed visual analytics and goodness-of-fit diagnostic tests for a
-   linear regression
-   problem <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb>`__
-
---------------
-
-Classification
-===============
-
-.. image:: https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71
-   :width: 500px
-   :align: center
-   :height: 350px
-   :alt: alternate text
-
--  Logistic regression/classification
-
--  *k*-nearest neighbor classification
--  Decision trees and Random Forest Classification
--  Support vector machine classification (`check the article I wrote
-   in Towards Data Science on SVM and sorting
-   algorithm <https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b>`__)
-
--  Naive Bayes classification
-
---------------
-
-Clustering
-===============
-
-.. image:: https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg
-   :width: 500px
-   :align: center
-   :height: 350px
-   :alt: alternate text
-
--  *K*-means clustering
--  Affinity propagation (showing its time complexity and the effect of
-   damping factor)
--  Mean-shift technique (showing its time complexity and the effect of
-   noise on cluster discovery)
--  DBSCAN (showing how it can generically detect areas of high density
-   irrespective of cluster shapes, which the k-means fails to do)
--  Hierarchical clustering with Dendograms showing how to choose optimal
-   number of clusters
-
---------------
-
-Dimensionality reduction
-===========================
-
-.. image:: https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg
-   :width: 500px
-   :align: center
-   :height: 350px
-   :alt: alternate text
-
--  Principal component analysis
-
---------------
-
-Deep Learning/Neural Network
-==============================
-
--  `Demo notebook to illustrate the superiority of deep neural network
-   for complex nonlinear function approximation
-   task <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Polynomial%20regression%20-%20linear%20and%20neural%20network.ipynb>`__
--  Step-by-step building of 1-hidden-layer and 2-hidden-layer dense
-   network using basic TensorFlow methods
-
---------------
-
-Random data generation using symbolic expressions
-======================================================
-
--  How to use `Sympy package <https://www.sympy.org/en/index.html>`__ to
-   generate random datasets using symbolic mathematical expressions.
-
--  Here is my article on Medium on this topic: `Random regression and
-   classification problem generation with symbolic
-   expression <https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d>`__
-
---------------
-
-Simple deployment examples (serving ML models on web API)
-============================================================
-
--  `Serving a linear regression model through a simple HTTP server
-   interface <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression>`__.
-   User needs to request predictions by executing a Python script. Uses
-   ``Flask`` and ``Gunicorn``.
-
--  `Serving a recurrent neural network (RNN) through a HTTP
-   webpage <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app>`__,
-   complete with a web form, where users can input parameters and click
-   a button to generate text based on the pre-trained RNN model. Uses
-   ``Flask``, ``Jinja``, ``Keras``/``TensorFlow``, ``WTForms``.
-
---------------
-
-Object-oriented programming with machine learning
-======================================================
-
-Implementing some of the core OOP principles in a machine learning
-context by `building your own Scikit-learn-like estimator, and making it
-better <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb>`__.
-
-See my articles on Medium on this topic.
-
--  `Object-oriented programming for data scientists: Build your ML
-   estimator <https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64>`__
--  `How a simple mix of object-oriented programming can sharpen your
-   deep learning
-   prototype <https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd>`__
-
-.. |License| image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
-   :target: https://opensource.org/licenses/BSD-2-Clause
-.. |GitHub forks| image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
-   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/network
-.. |GitHub stars| image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
-   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers
+|License| |GitHub forks| |GitHub stars|
+
+Python Machine Learning Notebooks (Tutorial style)
+==================================================
+
+Authored and maintained by Dr. Tirthajyoti Sarkar, Fremont, CA. `Please
+feel free to add me on LinkedIn
+here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__.
+
+--------------
+
+.. image:: https://miro.medium.com/max/1838/1*92h6Lg1Bu1F9QqoVNrkLdQ.jpeg
+   :width: 500px
+   :height: 450px
+
+Requirements
+------------
+
+-  Python 3.5
+-  NumPy (``pip install numpy``)
+-  Pandas (``pip install pandas``)
+-  Scikit-learn (``pip install scikit-learn``)
+-  SciPy (``pip install scipy``)
+-  Statsmodels (``pip install statsmodels``)
+-  MatplotLib (``pip install matplotlib``)
+-  Seaborn (``pip install seaborn``)
+-  Sympy (``pip install sympy``)
+
+--------------
+
+You can start with this article that I wrote in Heartbeat magazine (on
+Medium platform):
+
+`“Some Essential Hacks and Tricks for Machine Learning with
+Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
+
+Essential tutorial-type notebooks on Pandas and Numpy
+-----------------------------------------------------
+
+Jupyter notebooks covering a wide range of functions and operations on
+the topics of NumPy, Pandans, Seaborn, matplotlib etc.
+
+-  `Basic Numpy
+   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb>`__
+-  `Basic Pandas
+   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb>`__
+-  `Basics of visualization with Matplotlib and descriptive
+   stats <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb>`__
+-  `Advanced Pandas
+   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb>`__
+-  `How to read various data
+   sources <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/How%20to%20read%20various%20sources%20in%20a%20DataFrame.ipynb>`__
+-  `PDF reading and table processing
+   demo <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb>`__
+-  `How fast are Numpy operations compared to pure Python
+   code? <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/How%20fast%20are%20NumPy%20ops.ipynb>`__
+   (Read my
+   `article <https://towardsdatascience.com/why-you-should-forget-for-loop-for-data-science-code-and-embrace-vectorization-696632622d5f>`__
+   on Medium related to this topic)
+-  `Fast reading from Numpy using .npy file
+   format <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Reading.ipynb>`__
+   (Read my
+   `article <https://towardsdatascience.com/why-you-should-start-using-npy-file-more-often-df2a13cc0161>`__
+   on Medium on this topic)
+
+Regression
+----------
+
+-  Simple linear regression with t-statistic generation (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Practice.ipynb>`__)
+
+-  Multiple ways to perform linear regression in Python and their speed
+   comparison (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Methods.ipynb>`__).
+   Also `check the article I wrote on
+   freeCodeCamp <https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b>`__
+
+-  Multi-variate regression with regularization (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Multi-variate%20LASSO%20regression%20with%20CV.ipynb>`__)
+
+-  Polynomial regression using **scikit-learn pipeline feature** (`Here
+   is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regularized%20polynomial%20regression%20with%20linear%20and%20random%20sampling.ipynb>`__).
+   Also `check the article I wrote on Towards Data
+   Science <https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49>`__.
+
+-  Decision trees and Random Forest regression (showing how the Random
+   Forest works as a robust/regularized meta-estimator rejecting
+   overfitting) (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Random_Forest_Regression.ipynb>`__).
+
+-  Detailed visual analytics and goodness-of-fit diagnostic tests for a
+   linear regression problem (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb>`__).
+
+--------------
+
+Classification
+--------------
+
+-  Logistic regression/classification (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Logistic_Regression_Classification.ipynb>`__).
+
+-  *k*-nearest neighbor classification (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/KNN_Classification.ipynb>`__).
+
+-  Decision trees and Random Forest Classification (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/DecisionTrees_RandomForest_Classification.ipynb>`__).
+
+-  Support vector machine classification (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Support_Vector_Machine_Classification.ipynb>`__).
+   Also `check the article I wrote in Towards Data Science on SVM and
+   sorting
+   algorithm <https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b>`__.
+
+-  Naive Bayes classification (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Naive_Bayes_Classification.ipynb>`__).
+
+--------------
+
+Clustering
+----------
+
+-  *K*-means clustering (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/K_Means_Clustering_Practice.ipynb>`__).
+
+-  Affinity propagation (showing its time complexity and the effect of
+   damping factor) (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Affinity_Propagation.ipynb>`__).
+
+-  Mean-shift technique (showing its time complexity and the effect of
+   noise on cluster discovery) (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Mean_Shift_Clustering.ipynb>`__).
+
+-  DBSCAN (showing how it can generically detect areas of high density
+   irrespective of cluster shapes, which the k-means fails to do) (`Here
+   is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/DBScan_Clustering.ipynb>`__).
+
+-  Hierarchical clustering with Dendograms showing how to choose optimal
+   number of clusters (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Hierarchical_Clustering.ipynb>`__).
+
+--------------
+
+Dimensionality reduction
+------------------------
+
+-  Principal component analysis (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Principal%20Component%20Analysis.ipynb>`__)
+
+--------------
+
+Random data generation using symbolic expressions
+-------------------------------------------------
+
+-  Simple script to generate random polynomial expression/function
+   (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Random%20Function%20Generator/Random_function_generator.ipynb>`__).
+
+-  How to use `Sympy package <https://www.sympy.org/en/index.html>`__ to
+   generate random datasets using symbolic mathematical expressions
+   (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Random%20Function%20Generator/Symbolic%20regression%20classification%20generator.ipynb>`__).
+   Also, `here is the Python
+   script <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Random%20Function%20Generator/Symbolic_regression_classification_generator.py>`__
+   if anybody wants to use it directly in their project.
+
+-  Here is my article on Medium on this topic: `Random regression and
+   classification problem generation with symbolic
+   expression <https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d>`__
+
+--------------
+
+Simple deployment examples (serving ML models on web API)
+---------------------------------------------------------
+
+-  `Serving a linear regression model through a simple HTTP server
+   interface <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression>`__.
+   User needs to request predictions by executing a Python script. Uses
+   ``Flask`` and ``Gunicorn``.
+
+-  `Serving a recurrent neural network (RNN) through a HTTP
+   webpage <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app>`__,
+   complete with a web form, where users can input parameters and click
+   a button to generate text based on the pre-trained RNN model. Uses
+   ``Flask``, ``Jinja``, ``Keras``/``TensorFlow``, ``WTForms``.
+
+--------------
+
+Object-oriented programming with machine learning
+-------------------------------------------------
+
+Implementing some of the core OOP principles in a machine learning
+context by `building your own Scikit-learn-like estimator, and making it
+better <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb>`__.
+
+`Here is the complete Python script with the linear regression
+class <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.py>`__,
+which can do fitting, prediction, cpmputation of regression metrics,
+plot outliers, plot diagnostics (linearity, constant variance, etc.),
+compute variance inflation factors.
+
+See my articles on Medium on this topic.
+
+-  `Object-oriented programming for data scientists: Build your ML
+   estimator <https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64>`__
+
+-  `How a simple mix of object-oriented programming can sharpen your
+   deep learning
+   prototype <https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd>`__
+
+.. |License| image:: https://img.shields.io/badge/License-BSD%202--Clause-orange.svg
+   :target: https://opensource.org/licenses/BSD-2-Clause
+.. |GitHub forks| image:: https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg
+   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/network
+.. |GitHub stars| image:: https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg
+   :target: https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers

From fd56ebcbf0aafd42af0240f9e627a8bb19d953dd Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 15:04:55 -0700
Subject: [PATCH 030/165] Updated heading levels

---
 docs/index.rst | 21 +++++++++++----------
 1 file changed, 11 insertions(+), 10 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 0595ee9..56e40cd 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,11 +10,12 @@ here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__.
 --------------
 
 .. image:: https://miro.medium.com/max/1838/1*92h6Lg1Bu1F9QqoVNrkLdQ.jpeg
-   :width: 500px
+   :width: 600px
    :height: 450px
+   :align: "center"
 
 Requirements
-------------
+==================================================
 
 -  Python 3.5
 -  NumPy (``pip install numpy``)
@@ -35,7 +36,7 @@ Medium platform):
 Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
 
 Essential tutorial-type notebooks on Pandas and Numpy
------------------------------------------------------
+========================================================
 
 Jupyter notebooks covering a wide range of functions and operations on
 the topics of NumPy, Pandans, Seaborn, matplotlib etc.
@@ -64,7 +65,7 @@ the topics of NumPy, Pandans, Seaborn, matplotlib etc.
    on Medium on this topic)
 
 Regression
-----------
+========================================================
 
 -  Simple linear regression with t-statistic generation (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Practice.ipynb>`__)
@@ -96,7 +97,7 @@ Regression
 --------------
 
 Classification
---------------
+========================================================
 
 -  Logistic regression/classification (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Logistic_Regression_Classification.ipynb>`__).
@@ -119,7 +120,7 @@ Classification
 --------------
 
 Clustering
-----------
+========================================================
 
 -  *K*-means clustering (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/K_Means_Clustering_Practice.ipynb>`__).
@@ -144,7 +145,7 @@ Clustering
 --------------
 
 Dimensionality reduction
-------------------------
+========================================================
 
 -  Principal component analysis (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Principal%20Component%20Analysis.ipynb>`__)
@@ -152,7 +153,7 @@ Dimensionality reduction
 --------------
 
 Random data generation using symbolic expressions
--------------------------------------------------
+========================================================
 
 -  Simple script to generate random polynomial expression/function
    (`Here is the
@@ -173,7 +174,7 @@ Random data generation using symbolic expressions
 --------------
 
 Simple deployment examples (serving ML models on web API)
----------------------------------------------------------
+===========================================================
 
 -  `Serving a linear regression model through a simple HTTP server
    interface <https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression>`__.
@@ -189,7 +190,7 @@ Simple deployment examples (serving ML models on web API)
 --------------
 
 Object-oriented programming with machine learning
--------------------------------------------------
+===========================================================
 
 Implementing some of the core OOP principles in a machine learning
 context by `building your own Scikit-learn-like estimator, and making it

From 6bf8702feb72a7a593a05790a5698b9c6ab5b1f3 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 15:28:03 -0700
Subject: [PATCH 031/165] Update index.rst

---
 docs/index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/index.rst b/docs/index.rst
index 56e40cd..b82852d 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -12,7 +12,7 @@ here <https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7>`__.
 .. image:: https://miro.medium.com/max/1838/1*92h6Lg1Bu1F9QqoVNrkLdQ.jpeg
    :width: 600px
    :height: 450px
-   :align: "center"
+   :align: center
 
 Requirements
 ==================================================

From f4334bdfdae94773276084e3ab2afd45b8cb6d30 Mon Sep 17 00:00:00 2001
From: tirthajyoti <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 15:27:35 -0700
Subject: [PATCH 032/165] Deleted markdown files from docs

---
 docs/Readme.md |   1 -
 docs/index.md  | 126 -------------------------------------------------
 2 files changed, 127 deletions(-)
 delete mode 100644 docs/Readme.md
 delete mode 100644 docs/index.md

diff --git a/docs/Readme.md b/docs/Readme.md
deleted file mode 100644
index f6f7b48..0000000
--- a/docs/Readme.md
+++ /dev/null
@@ -1 +0,0 @@
-## Docs
diff --git a/docs/index.md b/docs/index.md
deleted file mode 100644
index 21e4073..0000000
--- a/docs/index.md
+++ /dev/null
@@ -1,126 +0,0 @@
-[![License](https://img.shields.io/badge/License-BSD%202--Clause-orange.svg)](https://opensource.org/licenses/BSD-2-Clause)
-[![GitHub forks](https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/network)
-[![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
-
-# Python Machine Learning Notebooks (Tutorial style)
-
-Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
-
----
-
-## Requirements
-
-* **Python 3.5+**
-* **NumPy (`$ pip install numpy`)**
-* **Pandas (`$ pip install pandas`)**
-* **Scikit-learn (`$ pip install scikit-learn`)**
-* **SciPy (`$ pip install scipy`)**
-* **Statsmodels (`$ pip install statsmodels`)**
-* **MatplotLib (`$ pip install matplotlib`)**
-* **Seaborn (`$ pip install seaborn`)**
-* **Sympy (`$ pip install sympy`)**
-
----
-
-You can start with this article that I wrote in Heartbeat magazine (on Medium platform): ["Some Essential Hacks and Tricks for Machine Learning with Python"](https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2)
-
-<img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
-
-## Essential tutorial-type notebooks on Pandas and Numpy
-
-Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
-
-* **[Basics of Numpy array](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)**
-
-* **[Basics of Pandas DataFrame](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)**
-
-* **[Basics of Matplotlib and Descriptive Statistics](https://github.com/tirthajyoti/PythonMachineLearning/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)**
-
----
-
-## Regression
-
-* Simple linear regression with t-statistic generation
-
-<img src="https://slideplayer.com/slide/6053182/20/images/10/Simple+Linear+Regression+Model.jpg" width="400" height="300"/>
-
-* [Multiple ways to perform linear regression in Python and their speed comparison](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Methods.ipynb) ([check the article I wrote on freeCodeCamp](https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b))
-
-* [Multi-variate regression with regularization](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Multi-variate%20LASSO%20regression%20with%20CV.ipynb)
-<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/f/f8/L1_and_L2_balls.svg/300px-L1_and_L2_balls.svg.png"/>
-
-* Polynomial regression using ***scikit-learn pipeline feature*** ([check the article I wrote on *Towards Data Science*](https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49))
-* Decision trees and Random Forest regression (showing how the Random Forest works as a robust/regularized meta-estimator rejecting overfitting)
-
-* [Detailed visual analytics and goodness-of-fit diagnostic tests for a linear regression problem](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb)
-
-----
-
-## Classification
-
-* Logistic regression/classification
-<img src="https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71"/>
-
-* _k_-nearest neighbor classification
-* Decision trees and Random Forest Classification
-* Support vector machine classification (**[check the article I wrote in Towards Data Science on SVM and sorting algorithm](https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b))**
-
-<img src="https://docs.opencv.org/2.4/_images/optimal-hyperplane.png"/>
-
-* Naive Bayes classification
-
----
-
-## Clustering
-
-<img src="https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg" width="450" height="300"/>
-
-* _K_-means clustering
-* Affinity propagation (showing its time complexity and the effect of damping factor)
-* Mean-shift technique (showing its time complexity and the effect of noise on cluster discovery)
-* DBSCAN (showing how it can generically detect areas of high density irrespective of cluster shapes, which the k-means fails to do)
-* Hierarchical clustering with Dendograms showing how to choose optimal number of clusters
-<img src="https://www.researchgate.net/profile/Carsten_Walther/publication/273456906/figure/fig3/AS:294866065084419@1447312956501/Example-of-hierarchical-clustering-clusters-are-consecutively-merged-with-the-most.png" width="700" height="400"/>
-
----
-
-## Dimensionality reduction
-
-* Principal component analysis
-
-<img src="https://i.ytimg.com/vi/QP43Iy-QQWY/maxresdefault.jpg" width="450" height="300"/>
-
----
-
-## Deep Learning/Neural Network
-
-* [Demo notebook to illustrate the superiority of deep neural network for complex nonlinear function approximation task](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Polynomial%20regression%20-%20linear%20and%20neural%20network.ipynb)
-* Step-by-step building of 1-hidden-layer and 2-hidden-layer dense network using basic TensorFlow methods
-
----
-
-## Random data generation using symbolic expressions
-
-* How to use [Sympy package](https://www.sympy.org/en/index.html) to generate random datasets using symbolic mathematical expressions.
-
-* Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
-
----
-
-## Simple deployment examples (serving ML models on web API)
-
-* [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
-
-* [Serving a recurrent neural network (RNN) through a HTTP webpage](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/rnn_app), complete with a web form, where users can input parameters and click a button to generate text based on the pre-trained RNN model. Uses `Flask`, `Jinja`, `Keras`/`TensorFlow`, `WTForms`.
-
----
-
-## Object-oriented programming with machine learning
-
-Implementing some of the core OOP principles in a machine learning context by [building your own Scikit-learn-like estimator, and making it better](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/OOP_in_ML/Class_MyLinearRegression.ipynb).
-
-See my articles on Medium on this topic.
-
-* [Object-oriented programming for data scientists: Build your ML estimator](https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64)
-* [How a simple mix of object-oriented programming can sharpen your deep learning prototype](https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd)
-

From e86ef353ea4354dcc1f8bd54b9f7593a264ab65c Mon Sep 17 00:00:00 2001
From: tirthajyoti <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 15:45:16 -0700
Subject: [PATCH 033/165] Updated index.rst

---
 docs/index.rst | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index b82852d..a402997 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -93,6 +93,9 @@ Regression
 -  Detailed visual analytics and goodness-of-fit diagnostic tests for a
    linear regression problem (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb>`__).
+   
+- How linear regression and neural network fare in the task of nonlinear function approximation (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Function%20approximation%20by%20linear%20model%20and%20deep%20network.ipynb>`__)
 
 --------------
 
@@ -152,6 +155,23 @@ Dimensionality reduction
 
 --------------
 
+Complexity and Learning curve analysis
+===========================================
+Complexity and learning curve analyses are essentially are part of the visual analytics that a data scientist must perform using the available dataset for comparing the merits of various ML algorithms.
+
+**Learning curve**: Graphs that compares the performance of a model on training and testing data over a varying number of training instances. We should generally see performance improve as the number of training points increases.
+
+**Complexity curve**: Graphs that show the model performance over training and validation set for varying degree of model complexity (e.g. degree of polynomial for linear regression, number of layers or neurons for neural networks, number of estimator trees for a Boosting algorithm or Random Forest)
+
+- Complexity and learning curve with Lending club dataset
+   (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Complexity_Learning_curves/Complexity_Learning_Analysis_Lending_Data.ipynb>`__).
+   
+- Complexity and learning curve with a synthetic dataset (``Hastie function`` from Scikit-learn)
+   (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Complexity_Learning_curves/Complexity_learning_curve_Hastie_dataset.ipynb>`__).
+   
+
 Random data generation using symbolic expressions
 ========================================================
 

From 26acc24421c9349bafa076e32480a674f0d8a38d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 27 Jul 2019 15:57:23 -0700
Subject: [PATCH 034/165] Update index.rst

---
 docs/index.rst | 15 ++++++---------
 1 file changed, 6 insertions(+), 9 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index a402997..9a791b7 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -94,8 +94,7 @@ Regression
    linear regression problem (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb>`__).
    
-- How linear regression and neural network fare in the task of nonlinear function approximation (`Here is the
-   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Function%20approximation%20by%20linear%20model%20and%20deep%20network.ipynb>`__)
+- How linear regression and neural network fare in the task of nonlinear function approximation (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Function%20approximation%20by%20linear%20model%20and%20deep%20network.ipynb>`__)
 
 --------------
 
@@ -161,15 +160,13 @@ Complexity and learning curve analyses are essentially are part of the visual an
 
 **Learning curve**: Graphs that compares the performance of a model on training and testing data over a varying number of training instances. We should generally see performance improve as the number of training points increases.
 
-**Complexity curve**: Graphs that show the model performance over training and validation set for varying degree of model complexity (e.g. degree of polynomial for linear regression, number of layers or neurons for neural networks, number of estimator trees for a Boosting algorithm or Random Forest)
+**Complexity curve**: Graphs that show the model performance over training and validation set for varying degree of model complexity (e.g. degree of polynomial for linear regression, number of layers or neurons for neural networks, number of estimator trees for a Boosting algorithm or Random Forest).
 
-- Complexity and learning curve with Lending club dataset
-   (`Here is the
-   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Complexity_Learning_curves/Complexity_Learning_Analysis_Lending_Data.ipynb>`__).
+- Complexity and learning curve with Lending club dataset (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Complexity_Learning_curves/Complexity_Learning_Analysis_Lending_Data.ipynb>`__).
    
-- Complexity and learning curve with a synthetic dataset (``Hastie function`` from Scikit-learn)
-   (`Here is the
-   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Complexity_Learning_curves/Complexity_learning_curve_Hastie_dataset.ipynb>`__).
+- Complexity and learning curve with a synthetic dataset using the ``Hastie function`` from Scikit-learn (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Complexity_Learning_curves/Complexity_learning_curve_Hastie_dataset.ipynb>`__).
+   
+------
    
 
 Random data generation using symbolic expressions

From a524c6b4b5791e737b8514a6fbb49ddeadaac13e Mon Sep 17 00:00:00 2001
From: tirthajyoti <tirthajyoti@gmail.com>
Date: Sun, 28 Jul 2019 19:44:52 -0700
Subject: [PATCH 035/165] Re-ran for a system test

---
 Synthetic_data_generation/GMM_generator.ipynb | 88 +++++++++++--------
 1 file changed, 49 insertions(+), 39 deletions(-)

diff --git a/Synthetic_data_generation/GMM_generator.ipynb b/Synthetic_data_generation/GMM_generator.ipynb
index c7a9ffc..f11948f 100644
--- a/Synthetic_data_generation/GMM_generator.ipynb
+++ b/Synthetic_data_generation/GMM_generator.ipynb
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,17 +72,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([-0.39232103, -1.3264662 , -0.23994242,  1.07395274,  0.17773547,\n",
-       "       -0.46494181, -0.54513871,  1.95055295, -1.33527843,  2.70233219])"
+       "array([-0.69350334,  0.36658481,  0.86296216,  0.46916309, -1.81498449,\n",
+       "       -0.38003292,  2.1746676 ,  2.80926384,  0.86725979, -1.9510985 ])"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -101,11 +101,11 @@
      "evalue": "The length of the list of mean values does not match number of Gaussian components",
      "output_type": "error",
      "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-86-812a110f17f3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mgen_GMM\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn_comp\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmu\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigma\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[1;32m<ipython-input-84-13828bf507a2>\u001b[0m in \u001b[0;36mgen_GMM\u001b[1;34m(N, n_comp, mu, sigma, mult)\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[0mmult\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mOptional\u001b[0m\u001b[1;33m)\u001b[0m \u001b[0mlist\u001b[0m \u001b[0mof\u001b[0m \u001b[0mmultiplier\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mGaussian\u001b[0m \u001b[0mcomponents\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m     \"\"\"\n\u001b[1;32m---> 10\u001b[1;33m     \u001b[1;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmu\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"The length of the list of mean values does not match number of Gaussian components\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     11\u001b[0m     \u001b[1;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msigma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"The length of the list of sigma values does not match number of Gaussian components\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m     \u001b[1;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"The length of the list of multiplier values does not match number of Gaussian components\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mAssertionError\u001b[0m: The length of the list of mean values does not match number of Gaussian components"
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-4-812a110f17f3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgen_GMM\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mn_comp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msigma\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-2-13828bf507a2>\u001b[0m in \u001b[0;36mgen_GMM\u001b[0;34m(N, n_comp, mu, sigma, mult)\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0mmult\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mOptional\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0mlist\u001b[0m \u001b[0mof\u001b[0m \u001b[0mmultiplier\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mGaussian\u001b[0m \u001b[0mcomponents\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \"\"\"\n\u001b[0;32m---> 10\u001b[0;31m     \u001b[0;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmu\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"The length of the list of mean values does not match number of Gaussian components\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m     \u001b[0;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msigma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"The length of the list of sigma values does not match number of Gaussian components\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m     \u001b[0;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"The length of the list of multiplier values does not match number of Gaussian components\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAssertionError\u001b[0m: The length of the list of mean values does not match number of Gaussian components"
      ]
     }
    ],
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -123,11 +123,11 @@
      "evalue": "The length of the list of sigma values does not match number of Gaussian components",
      "output_type": "error",
      "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-87-f59c57e7c6fc>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mgen_GMM\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn_comp\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmu\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigma\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[1;32m<ipython-input-84-13828bf507a2>\u001b[0m in \u001b[0;36mgen_GMM\u001b[1;34m(N, n_comp, mu, sigma, mult)\u001b[0m\n\u001b[0;32m      9\u001b[0m     \"\"\"\n\u001b[0;32m     10\u001b[0m     \u001b[1;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmu\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"The length of the list of mean values does not match number of Gaussian components\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[1;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msigma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"The length of the list of sigma values does not match number of Gaussian components\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m     \u001b[1;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"The length of the list of multiplier values does not match number of Gaussian components\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m     \u001b[0mrand_samples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mAssertionError\u001b[0m: The length of the list of sigma values does not match number of Gaussian components"
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-5-f59c57e7c6fc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgen_GMM\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mn_comp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msigma\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-2-13828bf507a2>\u001b[0m in \u001b[0;36mgen_GMM\u001b[0;34m(N, n_comp, mu, sigma, mult)\u001b[0m\n\u001b[1;32m      9\u001b[0m     \"\"\"\n\u001b[1;32m     10\u001b[0m     \u001b[0;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmu\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"The length of the list of mean values does not match number of Gaussian components\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msigma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"The length of the list of sigma values does not match number of Gaussian components\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m     \u001b[0;32massert\u001b[0m \u001b[0mn_comp\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"The length of the list of multiplier values does not match number of Gaussian components\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0mrand_samples\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAssertionError\u001b[0m: The length of the list of sigma values does not match number of Gaussian components"
      ]
     }
    ],
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -153,17 +153,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -175,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -184,17 +186,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -205,7 +209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -214,17 +218,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -235,7 +241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -244,17 +250,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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eRz8AqAASgQ7A70Sko/tBxpgZxphUY0xqQkKCj0MKDYcP77f6Xc87rz2NGzfzy33btEmxyjrnTeBZtOhFVqx4x6q3bz+QwYPvqPO81q0vYOTIh636J588wt69u3wSo/I/TxL9HsB1Regk57Zaj3F207QADgI3A/ONMaeMMfuB5UAqqt4OHCi0yueff4Hf7rtrVxEREZHO8i7uu+8F0tMz/HZ/dXr79+/hX/+qHu8wePCvadvW8/UJ0tKmWyOrKipO8emnb1kT5qng5kmiXw10EZEOIhIFjAfmuh0zF7jNWR4HLDGOAd67gKEAIhID/Aew2RuBN3Suid5f/fMAx48L7dtX/66uqLjgZ0vQKf8rKyvjs89mUl7uSMzt2/fj5ptfs7pjPBEeHsmkSRk0atQUgIMH93L11bcybdoM60t/qQenOhO9s8/9XmABsAmYbYzJFpHpIpLmPOwtIE5EcoD7gaohmOlAUxHJxvELY6YxZj2q3lwTfWKi/xI91BxPv3On9tMHgqeffpp9+xyP0iIiGnHHHf8gIiLqrK/TqlVnrrnmCau+YsViWrW6keTkySQnT9Zf6kHKoz56Y8w8Y0xXY0wnY8wzzm2PGWPmOssnjDHXG2M6G2MGGGNyndtLnNt7GmN6GGP+5LuP0rDY1aKHmnPT79yp/fR227x5M88++6xVv/baZ+v1y//yy+8lLi4FgJKSA8yf//yZT1ABTyc1C0IVFRUcPLjXqvuzjx5+3qKvmoZB2ePBBx+0lnfs1GkwV155X72uFxnZiGuvfcaqL178IocO7T7DGSrQaaIPQjt27KCiwjHipnnz8322qtTptGrVhcaNmwOOFt/Rowf9en9VbdGiRXz++efOmjB+/MuEhdX/f+vU1PHExMQDcOrUCb766oV6X1PZRxN9EHKdg97f3TYAYWFhNVr1hYV5fo9BOf6y+93vfmfVe/ceRPv2F3vl2mFhYbRvX/0zXr78LUpLD3vl2sr/NNEHIdc56O1I9FCz+6agYIctMTRk6ekZpKXdYa0wFhkZRcuW3bx6j5Yt25GYeCEAJ0+W8u23M+o4QwUqTfRBqGaL3r/981VcH8hqi97/duw4wLJlC636qFHTKC8/+1E2ZyIiDB9e/RfD11//zeoyVMFFE30QsrvrBmq26PfuzbMeBir/WLFiPseO7QOgZcu2NRKyN/XvfxPNm58PwJEjBWzcqMNpg5Em+iBTWVkZEF03sbFJVgIoKzvJli1bbImjIdq1axerVi2y6mPGPEejRjE+uVdkZCOGDv2NVV+1arFP7qN8SxceCTL5+fmUlpYCEBMTR7Nm9swNJCKkpPRn/frPAMe8Nz162PNLp6F55JFHKC8/BTjegB0wYIJP73fZZXfxxRfTOXXqBPv27WbSpEc5//z21v7ExKbcc8/NPo1B1Y+26IOMe//82bzi7m2u3Tc6wZl/rFy5koyM6mkIrr/+L14ZTnkmMTHn0a/f9VZ9+/ZD1puy+rZscNBEH2QCoX++SocO1YuDr1jh20VPlGMK4vvvv9+qX3zxdXTteplf7j148CSrvGpVBmVlx/1yX+UdmuiDTKAl+qq/KNavX09xsS5D50sffvgh3333HQBhYeGMHftHv927S5fLaNWqMwA//XSUtWs/9tu9Vf1pog8ygfAgtkp0dAvatu0FOB4Sr1y50tZ4QlV6egYPP5zO5MlTrG3t2vUmIaGT32IQkRqt+mXL3vTbvVX9aaIPIsaYgBhD76pTp8FWefny5TZGEroKCkrIySm1ppqIiYmjdWvP55n3lkGDbgMcf8Ft27a0xgpnKrBpog8ie/fu5ciRIwBERTWmZUv3FR39TxO975WWHmPevOpJxq655gkiIhr5PY4WLdoQG1s92mb16vf8HoM6N5rog4hraz4+vo2tI26quCb677//Xl+c8oGlSz/jxIljgGNt4Msuu8u2WBISOlvlVasydObSIKGJPoi49s/Hx7exMZJqcXHJNG3aAoDi4mI2bNhgc0ShJTs7m6ysb636uHEvEB4eaVs8sbHJ1stZ+/ZtYffuLNtiUZ7TRB9Earboz7cxkmoiQlJS9UNB7b7xHmMM9913n9VqvuCCYVx44VW2xhQeHslFF11r1bX7Jjjom7FBpGaiT7QxkpqSkjqxefNawJHop0yZUscZgSc9PeNnL/7Y/cbn7NmzWbTIMdWBSBjjxv05ILrrBgy4iVWrZgGORN+v3zSbI1J10UQfRAKx6wYgKam63zZYW/QFBSUkJ0+usS0vz75peYuLi2u8HHXFFfeSlNTbtnhc9egxgpiYOEpLD3L4cD67d2+3OyRVB030QeLAgQPs378fgOjoaFq0OM/miKq1bt2OJk2acPz4cfLy8sjLyyM5OdnusE6rttZ7ZuYGAinkJ554goKCAgBiYpqTljbd5oiqhYdH0q/fOJYufQNAZ7QMAtpHHyRcW/Pdu3dHJHB+dOHh4QwZMsSqL14c2DMcVrXeXb9KSsrsDsvy/fff89JLL1n1YcOuJzq6hY0R/Vz//jdZ5S1bfqCystLGaFRdPGrRi8go4K9AOPCmMeYPbvsbAf8A+gEHgRuNMTud+3oDbwDNgUqgvzHmhLc+QEPh2j8fiLNEDhs2jIULHQthLFq0iF//+tc2R/RzFRUVrF27lhUr5vPFF19w5EgBJSVFVFZWUlb2E3/7Wx7t2vWhQ4f/oEuXS22JsbS0lIkTJ1qJc+jQofTo0b+Os/yvc+chNGuWQHFxEaWlx1ixYgWDBw+u+0RlizoTvYiEA+nAcCAfWC0ic40xG10OmwQcNsZ0FpHxwPPAjSISAfwTmGiMWSciccApr3+KBsC1Rd+jRw+cMxUHjCuvvNIqL168GGOM3x8c1tYls23bJtq1SyYraxmZmUs4duz0655mZ88nO3s+4JhLJiWlO127NuL666+nSZMmZ3Xfc32Q+8ADD5CTkwNAs2bNePvtt5kxY8FZX8fXwsLCueiia1m27O8AfPzxx5roA5gnf/8PAHKMMbnGmDLgfWC02zGjgXec5Y+AK8Xxf/kIYL0xZh2AMeagMUbfqDkHri36Cy6wf+oDd3369OG88xzPDfbv32/LeHr3Lpl27SaxevVKXn31MZYs+fiMSd5dZWUFubnZ3H777SQlJfHwww+Tn5/v0X3PdereOXPm8Prrr1v1V155JaCfdfTtO9Yqz5kzR1+eCmCeJPq2wG6Xer5zW63HGGPKgaNAHNAVMCKyQETWishDtd1ARCaLSKaIZBYVFZ3tZ2gQAr3rJiwsrEarvmpYoF0KCrJ5/vlB7Ny5ghMnqmfVbNo0noSELtx669s89NB3PPXUNp55JpdevcYwefJshg//HSkpA2pc6/Dhw/zxj3+kY8eOTJkyhd27d7vfrt7WrFnDLbfcYtXHjh3LxIkTvX4fb+rW7QqaNGkJQF5eHmvWrLE5InU6vh51EwEMAfoDx4HFIrLGGFPjaZ0xZgYwAyA1NVWbBW6OHj3Knj17AIiMjKRTp07Av+0NqhZXXnklH374IeDovvntb3/rs3udaeRMVtanvP32BE6erO7fat26KyNGPMTAgRPIyLiPwYPvqHFus2at6NfvemuBjYMH85g5czxFRTkcOXIAgFOnTvHaa6/x5ptv8p//+Z888sgjtGvXrt6fZffu3VxzzTX89NNPAHTu3Jk33ngjIMbMn0lERBS9e6fx/ff/AByt+tTUVJujUrXxpEW/B3D915zk3FbrMc5++RY4HsrmA0uNMQeMMceBeUDf+gbd0GzevNkqd+vWjYiIwBwVO2zYMKv873//m1OnfPc4prbukuLikyxY8Edef32MleRFwkhLm85jj/3IkCGTiIxs7NH14+KSSUi4iOee28uUKZ/SqdMl1r6qhN+pUyemTJnCsWOHzvlzbN++naFDh1JYWAhAy5Yt+fzzz4mLizvna/rTxRdfZ5U//vhj7b4JUJ4k+tVAFxHpICJRwHhgrtsxc4HbnOVxwBLj+IkvAHqJSBPnL4BfABtRZyXQ++erdOzYkZSUFABKSkr8urygMYZdu1YzZ87DVrKJj+9I795j+dWvfk9ERNQ5Xdfx0DGNBx9cxv/8z8Ia0z1UJfxXX32UjIwpHDp0dl06q1atYtCgQdbD14iICObMmUO3bt3OKVY79OgxgshIx0yaW7du1UXiA1Sdid7Z534vjqS9CZhtjMkWkekikuY87C0gTkRygPuBqc5zDwN/wfHLIgtYa4z5wvsfI7QFev98FRGp0U//+eef++3en3/+JHv2/GDVO3e+lEceWUlMjHdeLBMRevQYzsSJD7Jw4UIuuaS6hV9ZWcG///0ajz7aiVmz/ovdu7PO2LI9cuQIDzzwAEOGDKHqmVTjxo2ZPXs2V1xxhVfi9ZeoqGhiY6un45gyZRrTps0gPT3jDGcpf/OoD8AYMw9Ht4vrtsdcyieA693Pc+77J44hluocBUuLHuCaa67hrbfeAhx/yj/77LM+72tesOBPfP75k1a9V6+rueuuj6yWpjeJCMOHD2fYsGEsWrSIJ554wlrer6LiFEuXvs7Spa8TH59IWdk2+vbtS3JyMuXl5RQWFrJw4ULmzp3LwYMHrWvGxcXx2WefMWjQIK/H6w/Nmyezf/8OAHbt2sf48ZNtnT5C/VxgdvaqGrKzs63yhRdeaGMkdRsxYgQxMTGUlpaybds2NmzYQK9evXx2vzVrPmLOnOrBXD17jvJZkgfIzMxi2rTqJPaLX9zKyZMJHDlSxPbt31nbDxwo4M9//nOd1xs8eDAzZ86kS5cuQHBMz+AuNrY9IoIxhtzcFRQX68i5QKOJPsAVFxeTl5cHOPpwqxJCoIqOjuZXv/oVs2fPBhytel8l+h07VjFzZvUQxObN23D33XN8luQBSkoqfzb5WaNGP/Dgg5+wefMSli9/i3XrPqWs7PgZr5OcnMzzzz/PDTfcUOMvntomV/vmm7u99wF8IDIymo4dL2H79uUYU8mGDfNIDJzJVRWa6AOea7dNt27diIo6t4eK/jR27Ngaif6JJ57w+j2Kiw/zzjtpnDrlmE2jdeuutG8/iKioaK/fyxMiwgUXXMkFF1zJiRMlLF36EBdcEMfatWs5dOgQkZGRREdHM2jQIEaNGkX//v0JDw+3JVZf6N37GrZvd8xcun79ZyQmjrA5IuVKE32Ac33DtGfPnjZG4rmrrrqKxo0bc+LECTZs2MDWrVvp2rWr165fVlbGnDkzOHZsHwAxMedxzz2fM39+3V0l/tC4cVO6devDU09NrvvgEHHRRWl88slUALKzFzBsWHA9VA51gTMFoqpVMCb6pk2bMnLkSKv+8ccfe/X6DzzwAHv25AKOcfKTJ39I69aB3aUV6s4/vzutWjnWJTh5soRdu7baHJFypS36ABdMD2JdjR07lk8//RSA9957j6lTp3pl9M2sWbN4+eWXrfqYMX+ge/eh9b6uPwTiKlbeIiL06nUNixe/CMDWretsjki50hZ9gAvGFj1AWlqaNePjjz/+yLffflvHGXVbv349d955p1Xv23csI0Y8UO/r+ou3Jj8LVBddlGaVc3LW61uyAUQTfQA7dOiQ9Wp8o0aNnHPcBIcWLVrUmJTrb3/7W72ud+TIEa677jprPpjzzmvNrbe+HfDzwTQknTsPtiY5O3bsMOvWaas+UGjXTQBz7bZp0SKBxx9/26oH+thqgP/+7//mjTccy8198skn7Nq1i/bt25/1dSorK5k4cSLbtzvWJm3atCnjxv0X0dHNvRqvHdzH5QfDz/V0wsMjufDCq1i1yvFW7GeffUafPn1sjkqBtugDmmuiT0n5RcAufXc6PXv2tKZEqKys5NVXXz2n6zzzzDM1plOYOXNmQC2OXh9V4/KD6ed6Jr17X2OV5851nxJL2UVb9AHMtX8+MTFw++fdW6VQ/ZDxN7/5jbWG7N///nceffRRmjZt6vG1v/zySx5//HGr/sADDzBu3Dh++EFfsQ9EPXuOIiwsgsrKcjIzMykoKCBR356ynSb6AObaok9MDNwRN7W9LVo118mvfvUrOnTowI4dOzh06BC///3vefHFFz267pYtW5gwYYL1UO/yyy/nueee827wPlLbL79g7pbxVJMmLenS5TK2bM3pwwsAABQ4SURBVFkCOCa2mzy54bxPEKi06yaABUuL/kzCw8OZPn26Vf/rX//KypUr6zxv165dDB8+nMOHHcv/tW3blg8++CBg5+J3594lEwrdMp5yHX2j3TeBQRN9gNq/fz8HDjhWNoqMjCIuLsXegOphwoQJjBjheCXeGMOdd95JWdnpk97evXsZNmyYtWRfVFQjhg+fyF//+i+mTZvBtGkzyMz0/5q0yjOu/fSLFy/m+PEzz/ujfE8TfYByHZqWkJBIWFjw/qhEhNdff73GuPrbb7+dEydO/OzYFStW0L9/f7Zt2wZAVFQUY8fezaBBzzXI1nEwSkjoaD0sP3HihO3rBytN9AHLNdG3apVkYyTe0aFDB5566imr/t577zF06FA2bNhARUUFOTk5PProo1x22WXk5+cDjm6f999/nw4dAnexFVW7Ll16W+XPPvvMxkgUaKIPWFlZWVY5FBI9wH333cddd91l1VesWEGvXr1o1qwZXbp04ZlnnqG8vByA2NhY5s6dy5gxY+wKV9VD587Vif7zzz+nsrLSxmiUJvoA5dqib9263RmODB5hYWG89tprvPjiizXeaK1627XKgAED+OGHH7jqqqv8HaLykrZtO1oLnO/du5e1a9faHFHDpok+AJ08eZLNmzdb9Vat2toYjXeJCPfddx+LFi0iLS2NNm0cfblRUVGkpaWRkZHBsmXLSA71cYghLiwsrMYvau2+sVdwjFVrYDZu3Gh1YXTs2JFGjexZTMOXhg4dytChjlknDxw4QHR0NDExMaSnZ/DEEzNrHNsQxp+HmszMLGJiqv/dvvHGTFq16hYSM3UGI030Aci12+aiiy6yMRL/iI+Pt8rBuJSe+rmSkkquuupPzJ07k4qKU+zbt5vNm3fbHVaDpV03AaihJXoVmqKjm9O16y+sek7Oehujadg8SvQiMkpEtohIjohMrWV/IxH5wLl/pYikuO1vLyIlIhI8k4fbyHXEjSZ6FcxcX57atk0TvV3qTPQiEg6kA78EegA3iYj7wOZJwGFjTGfgReB5t/1/Ab6sf7ihzxhTo0Wv07yqYNar19VWeefOzZSWltoYTcPlSR/9ACDHGJMLICLvA6OBjS7HjAaecJY/Al4RETHGGBG5FtgB6E/YA/n5+db8Li1atAja0SdnmtFSNRwJCR1p06YHhYUbqagoZ9GiRYwePdrusBocT7pu2gKuT1HyndtqPcYYUw4cBeJEpCnwMPDkmW4gIpNFJFNEMouKijyNPSS5tuZ79+4dtCso1TapVygtm6c859p947qugPIfXz+MfQJ40Rhzxv/DjTEzjDGpxpjUhIQEH4cU2LR/XoUa90Svb8n6nyeJfg/g+mpmknNbrceISATQAjgIDAT+KCI7gfuA/xWRe+sZc0jLzMy0yn379rUxEqW8o2PH/yAmpvot2TVr1tgcUcPjSaJfDXQRkQ4iEgWMB9wnmZ4L3OYsjwOWGIdLjTEpxpgU4CXgWWPMK16KPSStXr3aKvfv39/GSJTyjrCwcHr10rdk7VRnonf2ud8LLAA2AbONMdkiMl1EqlYYeAtHn3wOcD/wsyGYqm4FBQUUFBQA0KRJE7p3725zREp5R+/e1YuRfPrppzZG0jB59GasMWYeMM9t22Mu5RPA9XVc44lziK9Bce+2CZbVlDzlPhJn27ZNdOlygdsxOt1BKOrZcyTh4RFUVJSzfv16cnNz6dixo91hNRj6ZmwACfVuG/eROHv2/NRgl9traBo3bkaHDtW/1P/1r3/ZGE3DE1pNxiDn2qIPxUSvGraoqDir/OKLr3HwYFN9t8JPtEUfIIwxId+iVw1bTEx7RBwpZ8+e7cTGXqvvVviJJvoAsXPnTg4ePAhAy5Yt6dSpk80RKeVdkZHRdOo0GHA0bNavdx+8p3xFE32AcG3Np6amBu0bsUqdycUXVy8NmZWl/fT+ook+QGj/vGoI+vS51ipv2vQVJ0/+dIajlbdoog8Q2j+vGoL4+A60a3cxAOXlZTp1sZ/oqJsAUF5eXqNFv2TJVjIzq8eb69hyFUr69bue3bt/AGDzZp0OwR+0RR8AsrKyKClxjD5o3vw8evV6WMeWq5DVr1/1u5Xbt2dz7NgxG6NpGDTRB4Bvv/3WKrdr19nGSJTyvVatOlvdNxUV5cydq6NvfE0TfQBYtmyZVdZErxoC11b9hx9+aGMkDYMmepsZY9xa9F1sjEYp/3BN9PPnz+fo0aM2RhP6NNHbbOvWrVStqhUbG0t8/Pk2R6SU77l235SVlemMlj6mid5mrq35IUOGWK+IKxXqUlNvtMqzZs2yMZLQp1nFZq6J/tJLL7UxEqX8a8CAmwHHG+CLFi2isLDQ3oBCmCZ6m7k+iB0yZIiNkSjlX+ed147k5K4AVFZWkpGRYXNEoUsTvY0KCgrIzc0FIDo6mn79+tkckVL+deGFA63yu+++a2MkoU0TvY2+/vprqzxw4ECioqJsjEYp/+vevS+NGzcGYN26dfz44482RxSaNNHbaMGCBVZ52LBhNkailD0aNYpm9OjRVl1b9b6hid4mlZWVNRL9yJEjbYxGKfvccsstVvndd9/l1KlTNkYTmjTR2yQrK4v9+/cDEB8fT9++fW2OSCl7jBw5kjZt2gCwd+9ePvvsM5sjCj0eJXoRGSUiW0QkR0Sm1rK/kYh84Ny/UkRSnNuHi8gaEfnR+d+h3g0/eM2fP98qjxw5krAw/Z2rGqbIyEh+/etfW/U33njDxmhCU53ZRUTCgXTgl0AP4CYR6eF22CTgsDGmM/Ai8Lxz+wHgGmNML+A2QDvgnFwT/ahRo2yMRCn73XnnndaqagsXLrRGoynv8KQZOQDIMcbkGmPKgPeB0W7HjAbecZY/Aq4UETHG/GCMKXBuzwaiRaSRNwIPZkePHmXFihVWfcSIETZGo5T9kpOTazR4/v73v9sYTejxJNG3BXa71POd22o9xhhTDhwF4tyOGQusNcacdL+BiEwWkUwRyaya9yWULVmyhPLycgD69etHq1atbI5IKftNnjzZKr/99tuUlek6DN7il45hEemJozvnrtr2G2NmGGNSjTGpCQkJ/gjJVl9++aVV1m4bpRyuvvpqEhMTAdi/f79OX+xFniwluAdo51JPcm6r7Zh8EYkAWgAHAUQkCfgEuNUYs73eEQe58vJyPvnkE6v+y1/+0sZolLJXZmYW06ZVL5vZuXMqBQWOhUj+9Kc/cfPNN1t99+rceZLoVwNdRKQDjoQ+HrjZ7Zi5OB62rgDGAUuMMUZEWgJfAFONMcu9F3bwWrJkCQcOHACgbdu2DBo0yOaIlLJPSUklycnVXTZxcWP57rs2lJefYt26dSxevFhfJvSCOrtunH3u9wILgE3AbGNMtohMF5E052FvAXEikgPcD1QNwbwX6Aw8JiJZzq8G3SH9wQcfWOUbbrhBh1Uq5aJp0zguumiwVX/hhRdsjCZ0eNKixxgzD5jntu0xl/IJ4PpaznsaeLqeMYaMsrIy5syZY9VvvPHGMxytVMM0YMAwfvhhqfX2+Pr16+ndu7fdYQU1jxK98o6FCxdy5MgRAFJSUli9Ooe5c9fVOCYzcwPJyXZEp1RgiI1N4LrrruOjjz4C4Nlnn+X999+3Oargpv0GfuTebVNYWEpy8uQaXyUlOqRMqYceesgqf/DBB2RlZdkYTfDTRO8npaWlNdbF1G4bpU6vf//+XHvttVb90UcftTGa4KeJ3k8yMjIoLi4GoGvXrlx88cU2R6RUYHvqqaesoZVffPEFy5frwL1zpYneD4wxvPzyy1b97rvv1rHBSp1G1dj69977jp49q1egmjp1KsYYGyMLXpro/eDbb7+1Vs5p0qQJd9xxh80RKRW4qsbWJydPZvz4WYSFOcaMLFu2jFmzZtkcXXDSRO8Hr7zyilWeOHEiLVu2tDEapYJHQkJHrrzyPqt+//33c+jQIRsjCk6a6H0sPz+/xtj5e++918ZolAo+V1/9OM2bxwJQVFTEI488YnNEwUcTvY/9+c9/pqKiAoDLL7+cCy+80OaIlAoujRs3ZcSI8VZ9xowZ/Pvf/7YxouCjid6HduzYQXp6ulX/7W9/a2M0SgWvrl37kJaWZtVvvvlmGsKU5t6iid6Hfv/731sLHV9yySVcc801NkekVPB69dVXiY+PB6CgoIDbbruNyspKm6MKDprofeSHH36oMULg+eef1yGVStVD27Zteeedd6z6l19+yfPPP3+GM1QVTfQ+UFlZyf3332/V09LSGDJkiI0RKRUarrrqKh544AGr/r//+79kZGTYGFFw0ETvAy+99BLffPMNAGFhYTz77LP2BqRUCHnmmWe49NJLrfrtt9/OV199ZWNEgU8TvZetX7++xvCvhx56iJ49e9oYkVKhJSoqik8//dT6/+rUqVOMGTOGBQsW2BxZ4NJpir2opKSECRMmWIsa9+3blyeffBKA9PQMCgpKahyvUxIr5Rn3JQcTE5syf/58Bg0aRH5+PqWlpVx99dX83//9HxMmTLAx0sCkid5LTpw4wejRo9mwYQMA0dHRzJo1i6ioKAAKCkpqLJkG8M03d/s9TqWCkfuSg3l5M0hKSmLRokWMGDGCXbt2UV5ezi233EJ2djZPPvkkkZGRNkYcWLTrxgtOnTrFDTfcwJIlS6xtL7/8Mt27d7cxKqVCX7du3Vi+fHmN7tHnnnuOyy67jNzcXBsjCyzaoq+nffv2cdNNN/H1119b25599lkmTZpkY1RKhTb3rpwRIyZRUfE2mzc7/qL+/vvv6dGjBw8++CBTp04lJibGrlADgib6evj666+ZMGEChYWF1rapU6fqXBxK+Zh7Vw5A48bRtGhxlEcffZTy8nJOnjzJ008/zVtvvcVvf/tbJk+eTIsWLWyK2F7adXMONm3axLXXXsvQoUOtJC8iTJ8+XYdSKmUTkTAefvhhvvvuO1JTU63thYWFPPTQQ7Rr144777yTpUuXNrg3arVF76GioiLmzZvHzJkzfzahUlxcHBkZGYwYMcLa5j7KRkfYKOVbrt05w4dPonXrHnz77VyOHTsCQHFxMW+++SZvvvkmrVq1Yvjw4QwbNoyBAwfSrVs3wsJCt93rUaIXkVHAX4Fw4E1jzB/c9jcC/gH0Aw4CNxpjdjr3PQJMAiqA3xhjAnawa0VFBUeOHKGgoID8/Hy2bNlCdnY2K1eutBYOcXfLLbfw3HPPkZSUVGO7+ygbHWGjlG+5d+ekpNxNz57pdO3amBdeeIHNmzdb+/bv38+sWbOsaUqaNWtG165d6dixo/WVnJxMXFwcsbGxxMbG0qJFC8LDw/3+ubyhzkQvIuFAOjAcyAdWi8hcY8xGl8MmAYeNMZ1FZDzwPHCjiPQAxgM9gURgkYh0NcZUePuDTJkyhby8PCorK62vioqKGnX3bRUVFZSUlFBcXExxcTE//fSTR/cKCwvjqquu4sknn6Rv3746Rl6pAJWVlU1ERB/GjLmPPXty2bBhJVu3rqWkpLjGccXFxaxZs4Y1a9ac9loiQpMmTWjUqJH1FRUVZZUjIyMJCwtDRH72Vdt2921Vxo0bx+233+7V74MnLfoBQI4xJtf5Yd8HRgOuiX408ISz/BHwijgiHw28b4w5CewQkRzn9VZ4J/xq33zzDZs2bfL2ZS0REREMGDCAtLQ0Jk6cSGJiorVPx8grFZhcW/kpKTB4MHz00X+RlHQeO3ZsJD9/OwUFOzl+vPjMF8Kx9nNpaSmlpaU+jdkXa1ZIXYvtisg4YJQx5j+d9YnAQGPMvS7HbHAek++sbwcG4kj+3xtj/unc/hbwpTHmI7d7TAaqMmU3YEv9P9ppxQMHfHj9YKHfB/0eVNHvQ2h8D5KNMQm17QiIh7HGmBnAjDoP9AIRyTTGpNZ9ZGjT74N+D6ro9yH0vweePGbeA7RzqSc5t9V6jIhEAC1wPJT15FyllFI+5EmiXw10EZEOIhKF4+HqXLdj5gK3OcvjgCXG0Sc0FxgvIo1EpAPQBVjlndCVUkp5os6uG2NMuYjcCyzAMbzybWNMtohMBzKNMXOBt4B3nQ9bD+H4ZYDzuNk4HtyWA/f4YsTNWfJLF1EQ0O+Dfg+q6PchxL8HdT6MVUopFdxC91UwpZRSgCZ6pZQKeQ0m0YvI9SKSLSKVIpLqtu8REckRkS0iMtKuGP1JRJ4QkT0ikuX8usrumPxJREY5f945IjLV7njsICI7ReRH588/0+54/EVE3haR/c73f6q2nSciX4nINud/Y+2M0dsaTKIHNgDXAUtdN7pN0zAKeNU57UND8KIxpo/za57dwfiLy7QevwR6ADc5/x00RFc4f/4hO4a8Fv+H4/91V1OBxcaYLsBiZz1kNJhEb4zZZIyp7Y1ba5oGY8wOoGqaBhW6rGk9jDFlQNW0HqoBMMYsxTE60NVo4B1n+R3gWr8G5WMNJtGfQVtgt0s937mtIbhXRNY7/5QNqT9V69CQf+auDLBQRNY4pyFpyFobY6pWENoLtLYzGG8LiCkQvEVEFgHn17JrmjHmU3/HY7czfT+A14CncPzP/hTwZ+DX/otOBYAhxpg9ItIK+EpENjtbuw2aMcaISEiNOw+pRG+MGXYOp4XsNA2efj9E5O/A5z4OJ5CE7M/8bBhj9jj/u19EPsHRpdVQE/0+EWljjCkUkTbAfrsD8ibtummg0zQ4/zFXGYPjYXVD4cm0HiFNRGJEpFlVGRhBw/o34M51GpfbgJDqAQipFv2ZiMgY4GUgAfhCRLKMMSMDdJoGf/ijiPTB0XWzE7jL3nD853TTetgclr+1Bj5xLngRAWQYY+bbG5J/iMh7wOVAvIjkA48DfwBmi8gkIA+4wb4IvU+nQFBKqRCnXTdKKRXiNNErpVSI00SvlFIhThO9UkqFOE30SikV4jTRK6VUiNNEr5RSIe7/AaZ4P74fPNrKAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -265,7 +273,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -274,17 +282,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -310,7 +320,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.2"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,

From 6280a5285809d4fea180ee47d98d4df708a148eb Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 30 Jul 2019 14:45:32 -0700
Subject: [PATCH 036/165] Update README.md

---
 README.md | 27 +++++++++++++++++----------
 1 file changed, 17 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 6716d0d..861ac24 100644
--- a/README.md
+++ b/README.md
@@ -54,27 +54,34 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 -----
 
 ### Classification
-* Logistic regression/classification
+* Logistic regression/classification ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Logistic_Regression_Classification.ipynb))
 <img src="https://qph.fs.quoracdn.net/main-qimg-914b29e777e78b44b67246b66a4d6d71"/>
 
-* _k_-nearest neighbor classification
-* Decision trees and Random Forest Classification
-* Support vector machine classification (**[check the article I wrote in Towards Data Science on SVM and sorting algorithm](https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b))**
+* _k_-nearest neighbor classification ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/KNN_Classification.ipynb))
+
+* Decision trees and Random Forest Classification ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/DecisionTrees_RandomForest_Classification.ipynb))
+
+* Support vector machine classification ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Support_Vector_Machine_Classification.ipynb)) (**[check the article I wrote in Towards Data Science on SVM and sorting algorithm](https://towardsdatascience.com/how-the-good-old-sorting-algorithm-helps-a-great-machine-learning-technique-9e744020254b))**
 
 <img src="https://docs.opencv.org/2.4/_images/optimal-hyperplane.png"/>
 
-* Naive Bayes classification
+* Naive Bayes classification ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Naive_Bayes_Classification.ipynb))
 
 ---
 
 ### Clustering
 <img src="https://i.ytimg.com/vi/IJt62uaZR-M/maxresdefault.jpg" width="450" height="300"/>
 
-* _K_-means clustering
-* Affinity propagation (showing its time complexity and the effect of damping factor)
-* Mean-shift technique (showing its time complexity and the effect of noise on cluster discovery)
-* DBSCAN (showing how it can generically detect areas of high density irrespective of cluster shapes, which the k-means fails to do)
-* Hierarchical clustering with Dendograms showing how to choose optimal number of clusters
+* _K_-means clustering ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/K_Means_Clustering_Practice.ipynb))
+
+* Affinity propagation (showing its time complexity and the effect of damping factor) ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Affinity_Propagation.ipynb))
+
+* Mean-shift technique (showing its time complexity and the effect of noise on cluster discovery) ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Mean_Shift_Clustering.ipynb))
+
+* DBSCAN (showing how it can generically detect areas of high density irrespective of cluster shapes, which the k-means fails to do) ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/DBScan_Clustering.ipynb))
+
+* Hierarchical clustering with Dendograms showing how to choose optimal number of clusters ([Here is the Notebook](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Hierarchical_Clustering.ipynb))
+
 <img src="https://www.researchgate.net/profile/Carsten_Walther/publication/273456906/figure/fig3/AS:294866065084419@1447312956501/Example-of-hierarchical-clustering-clusters-are-consecutively-merged-with-the-most.png" width="700" height="400"/>
 
 ---

From a160afac585b2a98489cee66c6ce1b19a612467d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 30 Jul 2019 14:47:02 -0700
Subject: [PATCH 037/165] Update README.md

---
 README.md | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 861ac24..c8851ad 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,7 @@
 [![License](https://img.shields.io/badge/License-BSD%202--Clause-orange.svg)](https://opensource.org/licenses/BSD-2-Clause)
 [![GitHub forks](https://img.shields.io/github/forks/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/network)
 [![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
+[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/pulls)
 
 # Python Machine Learning Notebooks (Tutorial style)
 
@@ -9,14 +10,14 @@
 
 ### Requirements
 * **Python 3.5+**
-* **NumPy (`$ pip install numpy`)**
-* **Pandas (`$ pip install pandas`)**
-* **Scikit-learn (`$ pip install scikit-learn`)**
-* **SciPy (`$ pip install scipy`)**
-* **Statsmodels (`$ pip install statsmodels`)**
-* **MatplotLib (`$ pip install matplotlib`)**
-* **Seaborn (`$ pip install seaborn`)**
-* **Sympy (`$ pip install sympy`)**
+* **NumPy (`pip install numpy`)**
+* **Pandas (`pip install pandas`)**
+* **Scikit-learn (`pip install scikit-learn`)**
+* **SciPy (`pip install scipy`)**
+* **Statsmodels (`pip install statsmodels`)**
+* **MatplotLib (`pip install matplotlib`)**
+* **Seaborn (`pip install seaborn`)**
+* **Sympy (`pip install sympy`)**
 ---
 
 You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 

From 55eb33c0e4623500947e61d6ff5ce994dd937f68 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 30 Jul 2019 14:48:58 -0700
Subject: [PATCH 038/165] Update README.md

---
 README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/README.md b/README.md
index c8851ad..1b59241 100644
--- a/README.md
+++ b/README.md
@@ -18,6 +18,11 @@
 * **MatplotLib (`pip install matplotlib`)**
 * **Seaborn (`pip install seaborn`)**
 * **Sympy (`pip install sympy`)**
+* **Flask (`pip install flask`)**
+* **WTForms (`pip install wtforms`)**
+* **Tensorflow (`pip install tensorflow`)**
+* **Keras (`pip install keras`)**
+
 ---
 
 You can start with this article that I wrote in Heartbeat magazine (on Medium platform): 

From a2ad1fdcb71f7a37c2eebcc87d10866535fa1c30 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 30 Jul 2019 17:19:59 -0700
Subject: [PATCH 039/165] Updated with checks and ingest_data method

---
 OOP_in_ML/Class_MyLinearRegression.py | 125 ++++++++++++++++++++++----
 1 file changed, 110 insertions(+), 15 deletions(-)

diff --git a/OOP_in_ML/Class_MyLinearRegression.py b/OOP_in_ML/Class_MyLinearRegression.py
index ab9dadd..c35544a 100644
--- a/OOP_in_ML/Class_MyLinearRegression.py
+++ b/OOP_in_ML/Class_MyLinearRegression.py
@@ -1,5 +1,6 @@
 import numpy as np
 import matplotlib.pyplot as plt
+import statsmodels.api as sm
 
 
 class Metrics:
@@ -14,35 +15,53 @@ class Metrics:
     """
 
     def sse(self):
-        """returns sum of squared errors (model vs actual)"""
+        """Returns sum of squared errors (model vs actual)"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         squared_errors = (self.resid_) ** 2
         self.sq_error_ = np.sum(squared_errors)
         return self.sq_error_
 
     def sst(self):
-        """returns total sum of squared errors (actual vs avg(actual))"""
+        """Returns total sum of squared errors (actual vs avg(actual))"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         avg_y = np.mean(self.target_)
         squared_errors = (self.target_ - avg_y) ** 2
         self.sst_ = np.sum(squared_errors)
         return self.sst_
 
     def r_squared(self):
-        """returns calculated value of r^2"""
+        """Returns calculated value of r^2"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         self.r_sq_ = 1 - self.sse() / self.sst()
         return self.r_sq_
 
     def adj_r_squared(self):
-        """returns calculated value of adjusted r^2"""
+        """Returns calculated value of adjusted r^2"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         self.adj_r_sq_ = 1 - (self.sse() / self.dfe_) / (self.sst() / self.dft_)
         return self.adj_r_sq_
 
     def mse(self):
-        """returns calculated value of mse"""
+        """Returns calculated value of mse"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         self.mse_ = np.mean((self.predict(self.features_) - self.target_) ** 2)
         return self.mse_
 
     def pretty_print_stats(self):
-        """returns report of statistics for a given model object"""
+        """Returns report of statistics for a given model object"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         items = (
             ("sse:", self.sse()),
             ("sst:", self.sst()),
@@ -54,10 +73,30 @@ def pretty_print_stats(self):
             print("{0:8} {1:.4f}".format(item[0], item[1]))
 
 
+class Inference:
+    """
+    Inferential statistics: standard error, p-values, etc. 
+    """
+
+    def __init__():
+        pass
+
+    def pvalues(self):
+        """
+        Returns p-values of the features
+        """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
+        return lm.pvalues
+
+
 class Diagnostics_plots:
     """
     Diagnostics plots and methods
     
+    Arguments:
     fitted_vs_residual: Plots fitted values vs. residuals
     fitted_vs_features: Plots residuals vs all feature variables in a grid
     histogram_resid: Plots a histogram of the residuals (can be normalized)
@@ -70,6 +109,9 @@ def __init__():
 
     def fitted_vs_residual(self):
         """Plots fitted values vs. residuals"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         plt.title("Fitted vs. residuals plot", fontsize=14)
         plt.scatter(self.fitted_, self.resid_, edgecolor="k")
         plt.hlines(
@@ -85,6 +127,9 @@ def fitted_vs_residual(self):
 
     def fitted_vs_features(self):
         """Plots residuals vs all feature variables in a grid"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         num_plots = self.features_.shape[1]
         if num_plots % 3 == 0:
             nrows = int(num_plots / 3)
@@ -117,6 +162,9 @@ def fitted_vs_features(self):
 
     def histogram_resid(self, normalized=True):
         """Plots a histogram of the residuals (can be normalized)"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         if normalized:
             norm_r = self.resid_ / np.linalg.norm(self.resid_)
         else:
@@ -130,6 +178,9 @@ def histogram_resid(self, normalized=True):
 
     def shapiro_test(self, normalized=True):
         """Performs Shapiro-Wilk normality test on the residuals"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         from scipy.stats import shapiro
 
         if normalized:
@@ -146,6 +197,9 @@ def shapiro_test(self, normalized=True):
 
     def qqplot_resid(self, normalized=True):
         """Creates a quantile-quantile plot for residuals comparing with a normal distribution"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         from scipy.stats import probplot
 
         if normalized:
@@ -172,6 +226,9 @@ def __init__():
 
     def pairplot(self):
         """Creates pairplot of all variables and the target using the Seaborn library"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
 
         print("This may take a little time. Have patience...")
         from seaborn import pairplot
@@ -188,6 +245,9 @@ def plot_fitted(self, reference_line=False):
         Arguments:
         reference_line: A Boolean switch to draw a 45-degree reference line on the plot
         """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         plt.title("True vs. fitted values", fontsize=14)
         plt.scatter(y, self.fitted_, s=100, alpha=0.75, color="red", edgecolor="k")
         if reference_line:
@@ -212,6 +272,9 @@ def __init__():
 
     def cook_distance(self):
         """Computes and plots Cook\'s distance"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         import statsmodels.api as sm
         from statsmodels.stats.outliers_influence import OLSInfluence as influence
 
@@ -226,6 +289,9 @@ def cook_distance(self):
 
     def influence_plot(self):
         """Creates the influence plot"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         import statsmodels.api as sm
 
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
@@ -235,6 +301,9 @@ def influence_plot(self):
 
     def leverage_resid_plot(self):
         """Plots leverage vs normalized residuals' square"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         import statsmodels.api as sm
 
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
@@ -255,6 +324,9 @@ def __init__():
 
     def vif(self):
         """Computes variance influence factors for each feature variable"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
         import statsmodels.api as sm
         from statsmodels.stats.outliers_influence import (
             variance_inflation_factor as vif,
@@ -267,24 +339,27 @@ def vif(self):
 
 
 class MyLinearRegression(
-    Metrics, Diagnostics_plots, Data_plots, Outliers, Multicollinearity
+    Metrics, Diagnostics_plots, Data_plots, Outliers, Multicollinearity, Inference
 ):
     def __init__(self, fit_intercept=True):
         self.coef_ = None
         self.intercept_ = None
         self._fit_intercept = fit_intercept
+        self.is_fitted = False
+        self.features_ = None
+        self.target_ = None
 
     def __repr__(self):
         return "I am a Linear Regression model!"
 
-    def fit(self, X, y):
+    def ingest_data(self, X, y):
         """
-        Fit model coefficients.
+       Ingests the given data
+        
         Arguments:
         X: 1D or 2D numpy array 
         y: 1D numpy array
         """
-
         # check if X is 1D or 2D array
         if len(X.shape) == 1:
             X = X.reshape(-1, 1)
@@ -293,16 +368,33 @@ def fit(self, X, y):
         self.features_ = X
         self.target_ = y
 
+    def fit(self, X=None, y=None, _fit_intercept=True):
+        """
+        Fit model coefficients.
+        Arguments:
+        X: 1D or 2D numpy array 
+        y: 1D numpy array
+        """
+
+        if X != None:
+            if len(X.shape) == 1:
+                X = X.reshape(-1, 1)
+            self.features_ = X
+        if y != None:
+            self.target_ = y
+
         # degrees of freedom of population dependent variable variance
-        self.dft_ = X.shape[0] - 1
+        self.dft_ = self.features_.shape[0] - 1
         # degrees of freedom of population error variance
-        self.dfe_ = X.shape[0] - X.shape[1] - 1
+        self.dfe_ = self.features_.shape[0] - self.features_.shape[1] - 1
 
         # add bias if fit_intercept is True
         if self._fit_intercept:
-            X_biased = np.c_[np.ones(X.shape[0]), X]
+            X_biased = np.c_[np.ones(self.features_.shape[0]), self.features_]
         else:
-            X_biased = X
+            X_biased = self.features_
+        # Assign target_ to a local variable y
+        y = self.target_
 
         # closed form solution
         xTx = np.dot(X_biased.T, X_biased)
@@ -319,12 +411,15 @@ def fit(self, X, y):
             self.coef_ = coef
 
         # Predicted/fitted y
-        self.fitted_ = np.dot(X, self.coef_) + self.intercept_
+        self.fitted_ = np.dot(self.features_, self.coef_) + self.intercept_
 
         # Residuals
         residuals = self.target_ - self.fitted_
         self.resid_ = residuals
 
+        # Set is_fitted to True
+        self.is_fitted = True
+
     def predict(self, X):
         """Output model prediction.
         Arguments:

From 0b7f7198df3c83a66126e23ccd0caa4db866dabd Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 30 Jul 2019 18:02:01 -0700
Subject: [PATCH 040/165] Added t-values and standard error methods

---
 OOP_in_ML/Class_MyLinearRegression.py | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/OOP_in_ML/Class_MyLinearRegression.py b/OOP_in_ML/Class_MyLinearRegression.py
index c35544a..b15cef7 100644
--- a/OOP_in_ML/Class_MyLinearRegression.py
+++ b/OOP_in_ML/Class_MyLinearRegression.py
@@ -90,6 +90,26 @@ def pvalues(self):
             return None
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
         return lm.pvalues
+    
+    def tvalues(self):
+        """
+        Returns t-test values of the features
+        """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
+        return lm.tvalues
+    
+    def std_err(self):
+        """
+        Returns standard error values of the features
+        """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
+        return lm.bse
 
 
 class Diagnostics_plots:

From de880d1e97ecb2e4bfef0bc582f39d2947016b24 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 30 Jul 2019 18:40:53 -0700
Subject: [PATCH 041/165] Updated with more tests for the latest MLR class

---
 OOP_in_ML/Test_MLR.ipynb | 424 ++++++++++++++++++++++++++++++++++-----
 1 file changed, 370 insertions(+), 54 deletions(-)

diff --git a/OOP_in_ML/Test_MLR.ipynb b/OOP_in_ML/Test_MLR.ipynb
index 6906770..7321be4 100644
--- a/OOP_in_ML/Test_MLR.ipynb
+++ b/OOP_in_ML/Test_MLR.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Notebook to test the `MyLinearRegression` class and its methods\n",
+    "# Notebook to test `MyLinearRegression` class and its methods\n",
     "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536"
    ]
   },
@@ -14,7 +14,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from Class_MyLinearRegression import MyLinearRegression as mlr\n",
+    "from MyLinearRegression import MyLinearRegression as mlr\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt"
    ]
@@ -23,7 +23,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Generate random data with noise "
+    "### Generate random data with noise"
    ]
   },
   {
@@ -32,56 +32,133 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "num_samples=100\n",
+    "num_samples=40\n",
     "num_dim = 5\n",
     "X = 10*np.random.random(size=(num_samples,num_dim))\n",
     "coeff = np.array([2,-3.5,1.2,4.1,-2.5])\n",
-    "y = np.dot(coeff,X.T)+2*np.random.randn(num_samples)"
+    "y = np.dot(coeff,X.T)+10*np.random.randn(num_samples)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Instance"
+    "### Instantiate a model object (we imported the class as `mlr`)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = mlr()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Instantiate model and fit"
+    "### What if we just print the model?\n",
+    "The `__repr__` method should kick in"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "I am a Linear Regression model!"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Ingest the data by invoking the `ingest_data` method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
-    "model = mlr()\n",
-    "model.fit(X,y)"
+    "model.ingest_data(X,y)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Model metrics"
+    "### In theory, you can reach inside the model and look at the class variables like `features_`.\n",
+    "This is, however, not recommended. The idea of Object-oriented programming is to separate core functions from the user API. Only use the high-level linear-regression related API functions like `fit`, `predict`, or `histogram_resid`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[5.14756341, 4.4695061 , 3.47104456, 9.40286684, 4.41800273],\n",
+       "       [1.07539458, 4.21655694, 1.44855154, 8.49167788, 1.71239689],\n",
+       "       [4.11686871, 9.20815826, 8.91247482, 1.76354031, 1.50853858],\n",
+       "       [3.27190154, 3.20772777, 0.93022954, 0.84110261, 9.29072503],\n",
+       "       [7.58228104, 9.91076151, 6.94014864, 1.11787281, 4.9943318 ],\n",
+       "       [8.59882292, 8.85728508, 7.40445246, 7.36960121, 0.83286588],\n",
+       "       [9.2730149 , 2.18713816, 9.18467117, 0.40380755, 7.00943527],\n",
+       "       [5.39352199, 9.65383703, 2.06523596, 2.43322619, 9.34616696],\n",
+       "       [3.85012151, 6.91824923, 6.69921042, 0.51970335, 6.1432167 ],\n",
+       "       [4.29064881, 1.83271943, 8.67760011, 7.44045372, 0.46499688]])"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.features_[:10]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Try printing out linear regression parameters like $R^2$ and MSE.\n",
+    "Wait, the model has ingested the data but has not been fitted yet i.e. we have not called the fit method on it. We expect the class to handle this gracefully and print out a message to the user if she calls these methods without first fitting the model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "R-squared:  0.9896540693059411\n",
-      "Adjusted R-squared:  0.9891037538434911\n",
-      "MSE:  3.523366601058708\n"
+      "Model not fitted yet!\n",
+      "R-squared:  None\n",
+      "Model not fitted yet!\n",
+      "Adjusted R-squared:  None\n",
+      "Model not fitted yet!\n",
+      "MSE:  None\n"
      ]
     }
    ],
@@ -95,24 +172,95 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Fitted vs residuals plot"
+    "### Fit the model with `fit`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model.fit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Print the same parameters as above"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "R-squared:  0.8402589251315261\n",
+      "Adjusted R-squared:  0.8167675905920446\n",
+      "MSE:  59.473869215821594\n"
+     ]
+    }
+   ],
+   "source": [
+    "print (\"R-squared: \",model.r_squared())\n",
+    "print (\"Adjusted R-squared: \",model.adj_r_squared())\n",
+    "print(\"MSE: \",model.mse())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Inference related parameters - p-values, t-test values, and standard errors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "P-values: [1.47986697e-01 3.78869092e-05 2.67723112e-08 2.77571333e-01\n",
+      " 1.68733877e-11 2.59990525e-02]\n",
+      "t-test values: [-1.48035344  4.73415209 -7.17593129  1.10347199  9.85639767 -2.32797349]\n",
+      "Standard errors: [5.60655056 0.52991369 0.49773764 0.42776842 0.45672968 0.5150272 ]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"P-values:\",model.pvalues())\n",
+    "print(\"t-test values:\",model.tvalues())\n",
+    "print(\"Standard errors:\",model.std_err())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fitted vs. residuals plot (to check for linearity and homoscadasticity)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -129,19 +277,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x504 with 6 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -158,7 +304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -170,14 +316,12 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x1080 with 42 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -194,19 +338,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\programdata\\miniconda3\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py:107: MatplotlibDeprecationWarning: stem() got an unexpected keyword argument 'use_line_collection'. This will raise a TypeError in future versions.\n",
+      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x360 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -223,19 +373,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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fmJKPUCoVSwQR2Hm8tyz3b+3LkvfNnKsnGyDAjqPl+d4odbqqzL+iKqUqylVXXTVhp/vLLruMBx98cNL33N+exKvwzvCe77PreB9XrVlQ8nv3ZVzsCty2nSzbFrpTudlehlKnlMr8K6pS6pT32OFuKj0miYZsHjvcU5Z758t8srPcLISMO7c/g1KVRoMypdSsePJYH7EKr6eKhmz2tvWXpZHsLM0+Lx0Bf85/CKUqiwZlSqlZ0ZPOV3w9lW0Jnm/IlSGrFXYq+7NPxBgzZw8pKFWpNChTSs2KvOdXZCuM4UQgW4ZtumjIxjB3M02eD9WzPBZLqVONBmVKqVlR4Umyk9hlWGxTTRRjmLEZm6Xm+4azm6pnexlKnVI0KFNKzQpLhGTWJZn1SGZdUjmvIrvb+wZCdumDMse2WDEvQXqOdsW3bWHVgqrZXoZSpxTNPSulZkRPOs+9u1p5+EAXTx7vZU9rP55vTpp5aUyQlYqHbaqjDvXxME4ZAqLJyns+8bBNuEy91M5vrmVvaz+JSFluXzbGGDzfsHLe6I2BlVJTo0GZUqqsdp/o4/ath7lnVxu+MdiWEAvZ1CdCdPTnTir2NwSBWX/WpS/jcrQnQ200xPzqCInIzBeVZ/Ie5y6qLVvt29lNNVjW0bLcu5xynk9DIkJ1NDTbS1HqlKJBmVKqLPqzLt/40x5+92QwmLw2FjqpNisRcejsz5/0GiEorLcKQZAhyLD1pPPUxkI018dmNHOWc33WN9eV7f5rF9cEdWXGDH7muSCZ9bjqrNI31FXqdKdBmVKq5LYc7ORzd+6kN5WnLh46aYtywNOnD8cORoSgnmsgOOvPuixtiFEbm5kMjWNZnLmwfHVTC2qiXLyini0HO6mLh8v2PqU0MNnhJecvnuWVKHXq0UJ/pVRJ3bblMB++7XGyeY+GqvCoARlA1LFwLGtSpw+fDs4MB9pTZRsSPpTrByHjOYtqyvo+11/YjDFzJ0vWn3VZvaCKM+Zrkb9SpaZBmVKqZH72cAvfvHcvNTGHxAQ9rESEedVhvCK6wtsiOLZwojfL0e7yBmZ96Tx/c87CsmflNiytoz4RIp2bG6cwXd/w6ouXzfYylDolaVCmlCqJ324/xnfu309tzCE0ydOKDYlgy26iYedDCeDYQltflra+7FSWOqGB9bzsgvJv0VmW8JqLl5LKeUV9H2ZDKudSHQlx2RkNs70UpU5JGpQppabtWE+ar/5hD9VRB6eI9hEh26I2FsItsoGqELTOONqdKUufr/6sy/LGBGfOUB+uF69fzMp5CXrT7oy831T4xpDO+fzj89cQcXS8klLloEGZUmpafN/whTt34hufiFP8j5Sm2igiUvRwa0uCk5otHamSDvf2fEPONbzr6tUzNgbKsS0+8sJzMAS90SpRdyrP1Wcv4LIzGmd7KUqdsjQoU0pNy53bj7HjaO+Ua6+iIZum2gieb4revrMtIZP3aS3hNmZ3Os+L1y/i/KXla4UxmpXzErzx8uX0ZtyK28ZM5Vyqow7vunr1bC9FqVOaBmVKqSnzfcOP/nKQeMSeVlZpflWEeNiZ8jZma1+GUoyQ7M+6NCbCvO1ZZ0z/ZlPwqo1LOXNBFV2pytnGzLk+6bzPh15wzoy1IlHqdKVBmVJqyrYd6qI7lSMWml6NkYiwrCGGJYJXZHRlCfg+9KbzE188jkzeI+8aPvrCc4mHZ6eFo2NbfPbl61hUG6U7Nb3PUwp5z6c34/Ke55zJJSu1uF+pctOgTCk1ZbduPlyyuqtIyOaM+QkMFB2YiUBr79S3MLOuRyrn8c8vPod1zbVTvk8p1MXD/Msrz2deVYSuZG7W1pFzfXrSLm9/1hm8WBvFKjUjNChTSk1J1vXY0tJFTax0WaVExBkMzIrZyrQtIZ33cL3i9zDTOY9U1uOfrj2HZ545v+jXl8P86gj/9toNLG1I0NGfm1SD3VLqz7r0Z13e99wzeeXGpTP63kqdznTMklJqSg52pLAtKfnMxqqIw+oFCfa3p8h7Po4lE2bjBmZmpvMe1bZDzvXJ5IPsVyrnBYcICLY6I45FIuIQcSwyeZ9Y2ObTL1/HxSsqa3uuPhHmq6+5gG/ft487tx8bXHc5eb6hJ52nIRHmw9edwwUzfNhBqdOdBmVKqSnZ19Zf9DbjZMXDDmc3VXO0O01nMoclnDTMfDS+MbT1ZTnclSbn+oiAMUGwJhD8jwmGabf35zDGkIg4vOKiZuordO5kIuLwf553Fletmc/n79xJZzI3YrB7KRhjSOY8snmfF61fxI3POmPW6uqUOp3pnzql1JTsPNZX1vvblrC0IU5dPExLZ4q8ZxABWzgpc2YI6p9ynk9HMkc0ZOHYMmLMuTEGv/AKxxaa6+JURWzu293OvbvbOGthNe997pmsXlBd1s81FRuW1fP9N13Md+/fx53bj+MbQzxsE53mAQvfBJkxjLCgJsL7r1mj2TGlZpFUWj+cYm3cuNFs3rx5tpeh1GnnE7/azsMHOqmZgTYJvjH0ZVza+rIks0G7CEsEYwxZ7+n+ZrYlJ50ENcbgGwYb00ZCNguqw9TFTh6UboyhN+Pi+/DaS5byukuXE55CI9yZ0JXMcfcTx7l1y2F6M8EJzVjIJuJYkzp04fqGTN4LsonApWc0cv2FzZzfXDtjzXKVOp2JyBZjzMbRntNMmVJqSvJ+kLmaCZYItbEQtbEQmbxHVzJHe3+OdN4HGdyZxPNNodi/sG8JREMWVRGHuniIWGj0fmpSuL/r+fxkUwv372nn89evZ351ZGY+YBHqE2FeffEybriwma0t3fz+iePsONZLa18WxxI8z+BjEKSwhRsEpmHbwhAErqsXVHHJygaed+5CFlRHZ/sjKaUKNChTSk1J2LZK0rC1WBHHwjMG3xgSYQtE8E0QkEUci8V1wdimiGNNOns0wLEtGqvCHOlK8+5btvKVV2+gqbYygxbHtrhkZcNg/7Bk1mV/e5L97Uk6k1kyeR/XN0RDNomwzdKGOCvnJVhUGGullKo8GpQppaakIREuW6H/eI73ZOnoz510KnNgJzIetqkrQdF+XTxEdyrP+3/xCF97zQYaqyovYzZcIuJw3pJazlsyu33WlFJTV5lFE0qpind2U/WIYvpy603nae3LjNomwxhK2jKiLh6irS/L5+/cWXGzKJVSpyYNypRSU3LG/KqS9ygbj+v7tHSmsGT0vmUiTHvc03D18RCPHOrmrh3HS3pfpZQaTUUFZSKyVET+JCJPiMgOEXnPbK9JqbnIFFodnOjN0NqbGTylV0rLGuLBycYZ2sI82pXB882oPboMQaYsGi5tUCYiVEVtvv7HPbT2Zkp6b6WUGq7Saspc4P3GmK0iUg1sEZHfGWOemO2FKVXp2vuz/GlnK1sOdrHreB/JnItdyCh5xlATDbGmqZqLVzRw9ZoF1Man18oi7FhcvqqBh/Z2Upcob1uMbN6jKxXUkY3G8w2JiD3m89MRcWz6Mzlu3XKYd169uuT3V0qpARUVlBljjgHHCv/cJyJPAksADcqUGsOe1n5ufuggf9nXgTGGkC1EQzb18dDgNp8xhrxn2NbSxcP7O/nmvXu5as18XnfJcpY1xqf83tdf2MyDe4P3LeeJvo5kDhh73JIxlLV9RU3M4Tfbj/HmK1cSK3E2TimlBlRUUDaUiKwANgCbZnclSlWmrOvx000t/OdfWwChNuac1BB1KBEh7MhgQ1TPN/xxZyv37GrjzVeu4IYLm3Hs4qsZ1i2pZUF1lN5MrmxjeXzf0NGfY6zl+SbY0qyJli9bF7It+jIu9z3VxvPXNpXtfZRSp7eKqikbICJVwG3Ae40xvaM8f6OIbBaRzW1tbTO/QKVmWVtflnfevJWf/rWF6qhDfSI0ZkA2GtsSGhJhEhGb796/n/f+7JFg3E6RRIS/f8YK0jm/bCcU+7MuxjDqoYKgYSw01UbK3sg2ZFvctV0L/pVS5VNxQZmIhAgCsp8YY24f7RpjzLeNMRuNMRvnz58/swtUapa19mb437ds5Uh3msZEeEoZrgEh26IhEeKpE/289z+30ZMqPjC7as0CNq5ooHsKr52MVN7DMHrA5/nBDMjGRPn7iMXCNrtP9Gl7DKVU2VRUUCZBwcj3gCeNMf862+tRqtKkci4fuPUxulJ56qZZqD9ARKhPhDjSneEjtz9GzvWLfv37rzmLsGOTyXslWdNQyYw7ai3ZwKHPZY3xGRn35FiC5xuO9egpTKVUeVRUUAZcCfwt8BwReaTw64WzvSilKsV379/P0Z50yQKyoerjDk+19fOzh1uKfu28qggfvnYNyaxXdFA3kXTeY/jOrCmMVWqujxGZwcHhInCgIzlj76eUOr1UVFBmjPmzMUaMMeuNMRcUfv1mttelVCV47HA3//3oUepi5SloFxFqow43P9TCntb+ol9/5er5vO95Z9GXccmWMDDzfHPS5ADfgOsbFtVFaUhMf6RSMYyBVLb02UCllIIKC8qUUqMzxvD1P+0h7MiozVNLxbEtROB7f94/pddfu24RH3rB2aRzXska1g6t4PJ8g+cbltRHWVDGFhhjCQLC0mYClVJqgAZlSs0Be9uS7G9PUlXC2Y5jqYk5bDnYyYkpdrB/7rkL+fKrL2BeIkJHfw53mh3/hSAwy3tB64tVCxLMm6UB4ZYEhyOUUqoc9KeLUnPAfz96FKCsDVoHDLSeuPPxY1O+xzmLavjO323klRub6Uu7dCRz5L3iM0wDr3E9Q2NVmLObqmckMB2LCFSXsR+aUur0pkGZUnPApv2dJCIz10k+GrJ4aH/ntO4RcWxufNYqvv/mi3nlRc3kXENXMkdnMkc65+GP0lrCGEM679GVzNGVzJPJ+5y5oIpFtTHmV4fJ+wbXK19PtIn4PqyYN/UJCEopNZ6K7eivlAr0ZfJ0JrPUl+HE5Viijs2B9iSu50+rDxrAkroYNz5rFW+8fAUP7evgkZZuth/t4VBnGkuezv4ZCvVidTGWNsfxfENfJs+Wg9209WU40ReswzdB4X/ItoiGLOIRh4hjEQ3ZRB2rbNnEvOcTCVnMn6WtU6XUqU+DMqUq3MGOFI5VvmBjNJYliMDR7sy0ZmMOFQ3ZXLVmAVetWQBAzvVp78+Sc30MwYDzls4kt24+zEP7OjBAxLaoiTp0JoMeYa7nD/Yny+R9+jJAX65Q6yVYYhGP2MyvjlATdUr6PUvnPNY1183ovwel1OlFgzKlKlwy68IYHe3LSRCSObds9w87FovrYgD0pPP8+x+f4p5dbTi2DA5Tz7o+rV1psoXAzSIoth/aLdaYoN9/zjM4lk8ya0hmPWwLFtUGbTNKEUh5vuHF6xdN+z5KKTUWDcqUqnC+mY2QDChsJ5bkTsZwuCvNvvYku473crgQaEUcC8cS7tvdhmcM86sjwUEDA+39WY52BydAw7ZFzvMZrXX/4PanMbi+wTMQc4J7HO7K0JXKs7QhPq0ms1nXJxZ2uHRl45TvoZRSE9GgTKkKFwnN1nkcIRqa3uGCVM7l3l1t/OzhQxzrySASZJxCtiAipLIuR3oyWIBYQmcyz/zqML1pl76Mi20JloAvEgRl4612SHCWynvEQzaOBcmcy+7jfaycn5jyyc3+jMvrL1tGeAanByilTj8alClV4ZrrYpQoYTVpxhjyvs/iuuiUX3/v7ja+8vunSOU8Io5QFz+5xiud8zjRlyVkBQ1xDeB6PvvbU/jGnFS0P9AfLO/5E25FisjTgVnYJmRZeL5hX1uSM+YlqIoW92MvlfOojjq8fENz0d8HpZQqhgZlSlW4+dURIo5VkpOQk5V1fRZWR4mHi/8R0ZPO86W7d/GXvR0kIjYNiZGnRn1jONCRAhicUCBA3jeYwunKrOvj+oaoYyMS1KC5A89PIjDzjSGb94mGLOzCMPF97UnOWlg16QygbwzpnMf/fdl51JZpvJVSSg3QXLxSFU5EWLuohmRu5mYupnM+65tri35dZzLHe/9zGw/t66AhERoz+DnRkyHn+jhDRka5hdOVIsHWphBsdabyHr4JgrbowFbuJDKHAnjGkPeCi20ryKAd6kxPqs+ZMYauZJ6r1szn8lVaS6aUKj8NypSaA15ywWJmauRiELAYXriuuJOGfZk8/4n9iQYAACAASURBVPiLRznakxn3xGPO9WntyzG0PMsA2fywD1gIzgYayhoDtggRx8Yw8emHgffPDWk261hCKufS1p8b97XGGLpSeVYvqOK9zz1r/DdSSqkS0aBMqTngkhUNVEUdsvnyZ8tSOY+m2ihrF9cU9bqv/eEpDnWmJmxy29GfA07egsx7PobRtyUHArOs62EI+pGFHWvSgZkxDGbLRIL6tRM9GfwxCvUGArKV8xJ8/ob1JGZxrJNS6vSiQZlSc4BjW7z+0mX0Z72yjhgKslI+b7piRVG9vf6yt4N7drVRP0r92FC+MbQns4N1ZFAYNu4GdWRjEYLtzYEWHWHbGsyYTfT9EHm6Vg2C2Z6+MXSn8yOuzeY9OpN5LlxWz5dedYHWkSmlZpQGZUrNES+7YAlnLqyiJ12+hq7dqTwbl9cPdt2fjLzn86W7dxEL24PDzMeSygXbkEOv83wTZL3Ge23huWzeG0yOhWwhHnawC5k0xgnOBhrMDrBEaOvLnrSGrmQO1zd84Plr+Nz162Z18LlS6vSkQZlSc4RtCR+59hwsEdJl2MZMZl2iIZv3X7OmqCzZpn2d9GVc4uGJTzSmc+6IzNZkG9SKBG0zhl5vCcTCNhHHhkJwNvz+A5/FH/a6TN4jmXXpTObozbg866z5fO9NF3PN2iYdpaSUmhX6V0Gl5pClDXE+/pJz+cSvthdOI06vueuAZNbF8+Fzr1jH/OriBm7/fPMh7EkuI5n1RmxTFjs1IOf6OMMCwJAtOLaN5xvynj/ingN1ZQP5MhHwCsm1tz7zDJ53zkLqE+Gi1qGUUqWmmTKl5pjLzmjkky9dS9b16U2PzDwVwxhDdyqorfr8Des4b0lxbTB6M3mePNZL9SS3+rLuyOav/iT6jg2QwvWjxXFCcLoyFrJJRJzBDFrIDvqUhR2LxkSYRXVRVs5L0FwX4+3PXsWrNi7VgEwpVRE0KFNqDrp81Tz+/XUXsrguSlcyT36CEUSjybo+Hcmg7cM33nAR65vrir7H/rYkTmFk0mQYOClTVnQ4ObAVOVFxP0H7jJAtRByLsGNRFXVoboixoDpCddTBsqAzmR33PkopNZN0+1KpOWrV/CCY+vnDh7jl4Rb6Mi5hxyI+TsG9bwzJrIvrBY1Y33X1Kl56/pKTTkMWY19bP643+dBKKM1w9SAoK2LNZuTpTkEGW2UopVQl0KBMqTksZFu8/rLlXH9hM/c/1cZtW4+wv72/0L0+qNcSCYrdLQHfh7MWVnHDRc1cvqoxKJCfhhO9mXEPTQ7n2BZZd/pdcIvdsTVAaNgwcd+YktXkKaVUKWhQptQpIBa2uWZtE9esbSLrehzsSHGoM0Wm0CU/HrZZ2hBnWUOcsFO6qoXJZpoGuvKLMWRdn4F++iIDAVYhk1XENmhxZMTpUMeyWFQ7tYHrSilVDhqUKXWKiTg2Zy2s5qyF1TPwXta4WSvPN3SlcrT1Zsn5Bs/z8QvZO4CBpvwD9xBTyOzBuAFasZutIhAblhWzLFg5L1HknZRSqnw0KFNKTdnShviYsVNfxqWlM4XrGSwBR8BxLFw/6LE2cDjA4unTlAMBmhQeH+vmxZTA+b4pzMx8OkPo+QZjgvUrpVSl0KBMKTVlK+cnRhwSMMZwtCdDe18Wq3ACcijHEvL++GOVDEEfMWuMeZgTTQ4YyjOGpprISffpTbtcvqqRkK0H0JVSlUN/IimlpmxFYwLff7pbvjGGw11p2vqyOJaMeqozZFvBKUzz9JDwsUIs33ByH7aB+ZWTTJWZQg+0hiF9yAbud8OFzZO6h1JKzRQNypRSUxYN2Vy+qpHewjzO1t4snckcIWvs3mWWMCJYGy/x5Q8pOjMEr51snsz1YX5V+KSMWH/Wo6k2ynlLaiZ5F6WUmhkalCmlpuX6C5dggFTO5XhvNgiaxivSFyFaqO+aTLYMTg7MJrvl6PqGsGOxcMgJS8835Dyf919zls63VEpVHA3KlFLTsm5JLUsbYuxvSyGYSdV7yZDC+4HAbLzXGYLAzJLRt0SHG5h9ubwxdtJ9u1N5XrJ+8ZSmFyilVLlpUKaUmhYR4YYLm8m6XlEF+CHbImwPCcxk/FOVhqAFx0Tv4PnBac4VjXHi4afPMnUlcyxrjPO2Z54x6TUqpdRM0qBMKTVtDx/opC4exjPFNXYNOxYRe3jGbPRrJxrRZIzB9X0McMb8ODWx0ODjnck8i2pj/MsrzicW1i7+SqnKpEGZUmpaXM/nwb0dLGuIUxtzcD1TVGAWcixioWBe58BBy+GBmRAcBhjYlhzO8w2uD/Gww5qmaqqjQUCWc306k3nWNFXx1ddsoH7IKUyllKo02qdMKTUtR7rTADi2sKwxQUtHkp60i23JpJu82pYQC1nkPZ9cYXTT0MzYwK6oN6T1hhnydci2WFwToSERRkRwfZ+etItjWbzjqlVcd8HUh64rpdRM0aBMKTUtBzpSg/9sCSxvTNDWn+V4TwbfTL6FhYgQdmwc25D3gq1IuxCNuYUO/J4x5FwfKbTVqImFmFcVJhG2cX3ozbh4vsG2LK5d28SrLl5Kc7127VdKzQ0alClVIsYYdh7v489PtfPo4W4Od6XxfUMi4nDWwiouWl7Ps9csoLZQ63SqSGXdweaxEGS1FlRHqImGONSZIpULxio5lozbj8yYIPgCSEQcljXEiThC3jNkXY9U1qcjmeXspho6U9nBk5i+D10pl/p4iEtWNHDxigaevWb+4BamUkrNFRqUKVUC24/08NU/PEVLRxLPh1jYIuxYOLZFxvX464FO/rKvg/+4Zy/PX9vE2551BlWRmf3jd6gzxaOHu3n8cE8wk9I3VEVs1i6u5eymGi5aXl/SIvhoyOLMhVWkcx7t/Tm6UrnB/UhjwGAQTg7UGhIh5lVFTlpH2BHCjkV1FEKO8MO3XELIFjqTObKuj2MLiYhDjQZhSqk5ToMypabB8w3fuW8vt287QsgW6uKhEU1JHevpnlyeb7hz+zEe2NvOJ1+ylvOW1JZ9jY8c6uaHD+5nx9FejAHbCk49CsIxY9h+pDeYUekIL1q3iNdduryobF4i4ow79igWtlnaEGNpQ4ys65PJe+Q9MzgCKWQL0ZAdnMIct7O/KWxxWtiWsKAmOvbFSik1B2lQptQUeb7h83c+yZ92tVIfD0+qkNy2gjmMyazLB259lM9dv54LlpankWkq5/Kte/dy5/bj2JZQP0rACFAVCX7Pez6/3HqEu584wQeffzaXr2qc1PusaExMek0RxxoMUIuVyXssa4hrwb5S6pSlLTGUmqKfPdzCn3a10ZCYXEA2VCLiELKFj/9qO629mZKvrSed530/f5T/efw4dbEQtbHRA7KhQrZFQ1UY3zd8/FfbuXXLoUm915L6GDB2u4pSyeR91s1AZlEppWaLBmVKTcGB9iQ/+stBamNOUV3sh4qHHbKuz7/cvWuwcWop5D2ff7r9cfa19dOYCI27tTiaWNimJubwrXv3cfeO4xNeb1vCFUOGkpeLIFy5el5Z30MppWaTBmVKTcGP/nIA35hJD8ceS13M4ZFD3Tx5rK80CwNu+WsLu0/0jbldORkh26Iq6vDVPzzFsZ70hNdff2EzYEoaXA6VznnUJ0JsKNNWr1JKVQINypQqUmcyxwN7O0rS2mIgaPrltsPTvhcEJyx/uqmF2pgz5YBsQMSx8HzDV3//1ITXrl1cw8p5VWXJlhljSOU8Xn/psqKzfkopNZdoUKZUkXYc7UGgZAXnNVGHTfs6S5JluuPRo/jG4EwzgzegNuawtaWbQ52pca8TET507dkYgu3TUupJu6xpquaF6xaX9L5KKVVpNChTqki7jveVtKjdsS2yrk9bX3Za98m6Hnc+fozqaOkOVYsIxhju2j52bVl/1uVPu1q5a/sxwo7Fk8f62H28j0OdKTqTOXLu1IO0VM7FsYUPX3u2nrpUSp3ytCWGUkU60pXGsUsbINiW0JHMTav3VktHCq8EdW7DxcIWWw528bZhj3cmc/zwwQP87okTeL6Pb4KGsVURh550nnTeozOZA4SamMOi2ijR0OSb0yazLq5v+Nz163VUklLqtKBBmVJFKm/jh6nb357EL+3OIQBRx+ZARxLX8we3Re/Z1cqXf7ebVN6jNurg2E//KDljnsPRngxtfVksCeZh9qbz9KVdFtZGWFAdGbfezRhDVypPPOzwmZevZX2zFvcrpU4PGpQpVaTFtVHcEtdNecZQF5/ewYHuVI58GaIyyxJ8Y0jlPWpsi59sOshNDxwgEbFpTIRHvkBgcV2UmqjDwc4UrmewCkPJj/VkBpvADg/MfGPoSecxBq5YNY/3/M2Z1I92f6WUOkVpUKZUkc5qqsa2SrdF6Po+IUtoqrCxQZ5v6Mu49GddelJ53nPLNvqzLvvakjQkQhNuk1ZFHc5pqqErlaO1LxscADDQ0Z/D82FhTQTfGLJ5Q8gOAr9LzmjkhgubOb+5dtqnR5VSaq7RoEypIq1dXIsxBt+YKTeOHao/7XHZqsZpByF18TChEgSLrmc41pOhK5ULBocbgwGO9aTZ3x6cwkzlXI52Z2isCrOwJjpmEb5lQWNVmMaqMOmcRzrv0Z/J05f1qI2FaK6Pc9bCatY0Bb/mDcx8Ukqp05AGZUoVaX51hEtWNvDXA53Ux6e3vWaMwcdw/YVLpr2ulfMSTDcm603nOdiZwvfBsYMtR88PBph3JvNYlhAqBGC+MbT1ZelK5VneGKcqMv6Pk1jYJha2B2d/5j3Dp687r2TtO5RSaq7Tn4ZKTcEbL18BhmnXlvWkXc5dVFOSmY7LGuPYIlPuE9bRnxvMhIUKARmAb4KAqi/j4gzJiFkihGwL3zfsbU3Sk8qddD/fBCco2/uyHOlKc6QrTWtvlr6MSyRk053O8/CBrimtVSmlTkWaKVNqCs5cWM2rL17GLX9toSExtXFGmbyHJcIHX3B2SeqnIo7NtesW8atHjtBQZIF8X8blcFca2xKG7kQGDW3N4GOjrdK2BPENBzvTnOnYOLZFW1+Wjv4sBhjeE3fgo8ZCwaGBy1c1FrXWUvN9wxPHetnb2s+OY730pvM4lrBiXoKzFlZz3pLaor+fSik1FRqUKTVFb7x8Ofva+9m0r5P6RKio+rJ0ziOT9/nkS89lcV2sZGt66fmL+e9Hj57UvmIinm9o6UwNtq846TljqIo6ZPL+iOeGsizB93z2tPYXatAE2xLGaudmgGTW43dPnOBHD+7ntZcuL3l/tYlkXY9fP3qUn28+TE86j+ebYM1WEEhu2t+JbQkGuHJVI6+7dDmrF1TN6BqVUqcX3b5Uaooc2+LjL17LNWub6ErmSWYnnvvoG0NnMg8Cn73+PC5fNa+ka1raEOd1ly6jJ+1OemxTe38O1zMjivV9YwBhaX2cdM6bMOh0/WBGZdDAVsYN4oSgTs0S+P6DB/jEr3aQdb1JrbcUdp/o48YfbeGb9+4j43rUxUM0VoWpi4eojoaoiT39dU3U4YE9HbzrJ1v5wQP7pzWhQCmlxqNBmVLTEHYsPvD8NXzm5euoioToSubpTOZI5z18YzDG4Ho+/RmXzv4cPSmXZ65u5KY3XcJFyxvKsqbXXrKMsxZW05XKTxiYGQNtfVmGJ6l8Y/B8Q3N9lLBj4Rkz+t5lQc7zcX2DSHAwYLIBoYhQG3V4+EAnX7hzZ0nmf07kgT1t/O9bttHWF5wejU0wZcC2hPpEiOqozU82tfBPv3ycdG7mAkil1OlDZuKHYDlt3LjRbN68ebaXoRS+b9h2qIs/7mxlx9Fejnan8X2IR2xWL6jiwmX1XHPuwmmNUpqsnnSeD932GHta+2mIh7DGSFulsh572vpPKuD3/KDdx6K6GAuqgxYVjx7qGTyNOZxnDOmchyCYwryDeNie1Hau6/mc1VRNpHC686MvPIerzl5Q/AeepG0tXXz4tseJha2iRj4NMIVM54XL6vjs9et1HqdSqmgissUYs3G057SmTKlx5D2fp07005fJY4CqiMOZC6uIOCP/g25ZwkXLG8qWAStGbSzEv77qfL517z7u3H4M2xJqos6IAwXpvDdYiD+QHbMtYUVjgtrY0xMGBpq7jnYgIZsvbOcJQWBmDL4ZWZ823ED/s5BtISIkIjZf+cNTXLaqcUoB00T6Mnk+8z9PEnZkyvcXERoSIba2dHPHo0d4+YbmEq9SKXU606BMqVG09WW5a/sxbt96hHTew5LCzEsDIcfiZRcs4UXrFtFUW1ld+IeKhx3+z/PO4uqzF/DDB/ez42gvEARLYcdCEHrTeVzfBwQRYV51hIXVkRGHBBKFIeOjHQQYHqwFJy6DerTxmML3ciDbFA3ZdCZzPLCnnb85Z+F0P/4I371/P72Z/LRPUooI1VGH79y3nytXzZuRzKdS6vSgQZlSQxhjuH3rEb59/z6MMSQi9oiZlDnX52cPt/Dzhw/xhsuW8YbLllf0SKALltZxwas3cKgzxWOHe3jscDctnSnyniHr+vjGMK8qQlXUGXM7rjYWojuVH/G4641e/jCZogjPQEPs5O9tyBZ+/dixkgdlPek8v91x/KTs33SEHYv+jMtvth/jTVesLMk9lVJKgzKlhvjhgwf4yaYWamLOmC0awo5FgxPG9X1+9JeDdKXyvPs5qys6MIPgZObShjgvWr9o8LEfPrifH/+lhdoJhqHXxEJYwohtSc8fGX4JE+XInu5/NnygeSzssPtEH2aMrdKpumdnK74ZecJ0OqqiDv+17Sh/e9kKrS1TSpWEnr5UquDuHcf5yaYW6uITD9sGcCyL+niIOx49wi+3HZmBFZbe6gXVhMZqJjaEJbCwNornm5OyYGPVmU3cPiPIvkWG1XY5luD6hvb+3BivnJqHD3aedJihFMKORSbvcaQrXdL7KqVOXxqUKUVwCvA79+8jEbGLynpYllATDXHTgwdmtM9WqZy5sAq/UBc2kflVEaIhC2+MLUt4uhXGeN9CzzdYFjTXj94015KgxUYp7TzeV5bDAwB72/vLcl+l1OlHgzKlgK0t3fRm3Cn9hzvsWGTzPg/u7SjDysprQXWU85fW0ZeeuPGtyMDQ8yCbNRpDkO0aa+vR8w3GwMrGxJgTB3wfIk5pfzT1pPKTyggWy/V9etMja+2UUmoqtKZMnTKyrse2lm46kzk831AdddiwrH5Sxd23bjk0YQuH8Ti28LO/HuLqNeXrsVUur7t0OR9oeRTfN2P2MxsQdizOXFDF3rZ+8p7BkqdbZRhjgk79owRbxhhcP7h+5fwEVdHRf/T0ZVxSOZc/PHEcx7ZJRBzWNdeyZJqjqMrZjXGOt3pUSlUQDcrUnNfal+HXjx7jV48cCU4TFuqeLEuwgGevmc8rLmpm9YLqMe/xxNFeqiJT/+NQFbHZ09Zf8gL1mXDB0jquOXchdz9xgsaqidtFREIWa5qqOdqdobUvg/GBQs+xsCMnBXYDwRgIiYjDsoY44WFZMN+H7nSO1r4sqZxHxLH49v37AQa3ktc31/HKi5q5aHn9pGd6DlUbc3B9U/JsmWNZJTvRqZRSGpSpOW37kR4++l+Pk8p5VEecEe0rPN/wx52t3LOrjXc/ZzUvWr94xD2MMWTyPonI1GuORIJu9+m8Rzxcuj9WbX1Z7n7iODuP9dGfdYmFbVY0xnnB2kUsa4yX7H3+4erV7Dzex+HuNHWxkU1mh7MtYWlDjJpocFrSN2BZwanLvBeMW4Igi1QTCzG/KkIiYo+4bzLrsb89GdSZCdgCS+qi1MWfDg6NMew42sPjR7pZUhfnc9evY2GRvcHOWljNo4e6CcVKuy06sKWrlFKloEGZmrP2tPbxodsewxJGtFYYYFtCQyJMzvX5yu+fwrYsXnBe00nXiAiOLRgDU01ymcKcy9G27qZi94k+bn7oIA/tC+rUHCvIQBljeHh/J7duOcy5i2p4w2XL2bhi+hMEqiIO//LK8/nw7Y+xrz1JbdSZVEYqFraJFUYqrWiMky+MaBKEiGMRCVljnsTsTbsc6EgiBP3JBqYJ1AzLPInIYDbqaHead/5kK1959QUsbZh8ULpxeT1bDnZN+vrJyLk+Icsa88CCUkoVSwv91Zzk+4ZP3LEDMCQmse0Ydiyqow5f+f1uWnszI56fXx0h6079xF/OM9TEQlPaWhvuj0+e4N0/3camfR3UxUI0JMLUxEJURRyqoyEaq8LUx0PsPtHHR25/nJsfOliSQd71iTBfe+0GXn/JMvqzHh39ObKuP+LeQWbRozOZI5P3ec/fnMni2ighJ9jKq4+HqYuHBoO10aRzXhCQSRA4m8IJ0KUN8XHbadTFQ6SyLh+89VG6kpNvm/GcsxciIqP2VZuqvqzLSy5YVJJ/50opBZMMykTEEhFn2GPPF5H3i8iG8ixNqbFtO9RFe1+O6ujk63nCjoXvG36z/diI5667YDHp/NRbWiQzLi+9YOTWaLH+/FQbn79rJ/GIRX0iPGbhvUiQUaqNOdz04H5+9vChab83QMSxedOVK/nBmy/mNZcswxKhO5WnN52nJ+3Sk87TlcoTCzm85cqV3PzWS3nbs1Zx47NX0Zt2CyObJtbSmQLALhwQcH1DfSJMzRgHAIaqjYdo68/x44cOTvpz1SfCXL1mPj0lOimZ93xsEV48yna4UkpN1WS3L28BssAbAUTkHcB/FJ7Li8iLjDG/L8P6lBrVbVuOTGmrMVHowv66S5afVHD+3HOa+M79+we30IrhF/Y9X3jeookvHkdHf5bP/mYn8bA96sDz0Ti2RV0sxPcf2M/5S+s4Z1HNtNYwYFFtjL9/xkrecuUKulJ5DnelyHs+EcdmaUN8RHH7yzcsoS/jcvNDB4kXtjTHksp5ZPI+TmHIuecbamMhltbHJn1Ioi7m8Nsdx/n7Z6ycVKYU4B3PXsVD+zpJ57xx1zcRYwy9aZe3PGMFi2p161IpVTqTzbtfBvxmyNcfAL4L1AK3Ax8t1YJE5Psi0ioi20t1T3VqMcaw+WDnpLIqw0Uci6zrDWZqBtTGQzz3nIV0p/JFbwV2p/Jcvqph2oOpf7vjOK7vF90rzbGD4eK3bz08rfcfjUhQk7e+uY6Lljdw3pLaUU8bigh/d8UKPvGScxGRwtbn6JnH9r5skB3zfHwDi+tiLG+MF3Vq1bEt8p7PvbtbJ/2auniYj1x7NumcR26KW9XGGLqSec5dXMMrL1o6pXsopdRYJhuULQCOAIjIamAl8O/GmD7gB8C6Eq7pJuAFJbyfOsXkCv8xn6in1lgESOVGNkt959WrWDk/QVfKnXRg1p3K01QT5X3PWzOltQxwPZ/btx4hPsUMTk3M4b6n2ouqsyqHZ5w5nx+++RL+7orlYISeVJ6uZI72vuzgr45kDkuExqowa5qqmF8dmVIbkYhjcduW4sZbXXpGIx+89mz6sx792Ykb5g7l+YaOZJ6zmqr5zMvXaS2ZUqrkJptq6AUaC/98FdBujHms8LUHTC9FMIQx5j4RWVGq+6lTT8iyBk87TrUn2GizLeNhhy/esJ5/+uV2dh/vJRF1iI2RtcrkPfqzHssb43z++vXT7lX1+JEe+rPuiJYek2Vbgu8bHtzbcdLA8dlQGw/xhstW8JqLl3GgI8W+tn5a+7KDzWm/9+d9zK+KTDmoHhAN2ZwY5dDGRJ57zkIWVEf47G+epKM/R1XUGXeCgF/YrvSM4boLFvPWZ54x7ZFNvZk8mw900p3KD7ZjWVAd5aLl9SP6uCmlTh+TDcoeBD4sIi7wXk7eylwNlH7fRKkxWJbQVBulP+MWXRsU1DAxZp+runiYf33V+fz6saP8YvNhupI5DAw2HXW9oH6sOuLw91cu46UXLJ50TdN4ulLTz3AZDK19xQcp5eLYFqsXVLF6QdXgY3ta+/npppZpB2QQZDx70nn+/FQbed8QD9msmJeYVA+z9c11fP9NF3PblsPcvvUI3ak8nm8IOYJdCPSzro8gGAwXLK3jjZev4LwltVNerzGGvW39/Ne2o/xh5wl8A55nMAR/uXAsIRayuW7DEq49r2na2+FKqblnsv81+SBBIHYHsA/45JDnXg38pbTLGp+I3AjcCLBs2bKZfGtVIV5xYTPfuHdv0UFZTzrPJWc00jBGXzMIMjCvuGgpL9/QzLaWLu7b3UZHMocxUJ8I8YzV87l4xdQ6y48l505uKPh4LBEy0zhBOhOiIQszzaFHrmfoSuU40Zsh7xk+8z9PYgh6zPm+YcOyel5xUTMbltWPe2gjHnb428tX8JpLlvHooW52He9jx9FeejN5HEtY3pjg3MU1rG+unXZBf9b1+NLdu7lnV1ADVxML4Yyytqzr85OHDnLLX1t46zNWcsNFzXNuQoRSauomFZQZY54CzhSRRmPM8KnL7wGOl3xl46/n28C3ATZu3KiT505DzzlnId+6bx+u5086OAq2POH6DUsmdb1tCRtXNJSkOetEEhG76FOfw3m+OakTfiWqjYXwCg1mx+tHNpauZJ5DXalg3qQYIo5F7ZAtX98YHjnUzbaWLpY1Jvjsy9cxvzoy7j1DtlXWf8+ZvMdHf/k4jx3uoT4RGvdzRxyLSFWYvOfzzfv20ZnK8bZnnqGBmVKniaL+qj9KQIYx5nFjTFvplqTUxGpjIf728uX0pF38STQENcbQlcpz4bJ6LlhaNwMrLM6ZC6oHg5WpciyLsxaOPd+zElRHQ1y0rJ7edHFF9hCMnGrpTGGJBNvJhhGzOi0R6uIh6hNhDnWmeOdPtnC8Z/a2dH3f8IW7dvLY4R4aJgjIhgrZFvXxED9/+BC/3FbcYQal1Nw1ZqZMRD5exH2MMeZTJVgPInILwWGCeSJyGPiEMeZ7pbi3OrW87pJldPTnuOPRo1RHx+7t5fo+PSmXsxdV8/FCy4ZK01Qb5cJl9TxyqHtKxf7pnEd9IsSGCgw4h3vFxma2tnQX9ZredJ6j3RlsS7CEwulYGXcbui4eoied50O3PcbXQ6tLzAAAIABJREFUX3/htAbOT9WWli4e2NNOQyJU9P/vbEuojYf49n37uHrNAurH+axKqVPDeD+lPlnEfQxQkqDMGPPaUtxHnfpEhHc/ZzXLGuL88MEDdCVzWFYwc1GAvG/IuT6OZfGS8xdz47Omf2qunG64qJmtLV1TOlWaynn83RUrSlJAX24bltZTHw+RynmTawFi4HBXGsuCgY/nFhrOjnaKdqjaWIij3Wl+/8QJrpvktnUp3bblMJbItE4J+8bld0+e4FUbtS+aUqe6MYMyY4yey1YVT0S4bsMSXrR+EX/d38kdjxzleG+mUF8V4ppzm7j67PlFjWOaLRcuq2ft4lp2HO0ZNwM0XE86z8KaCNesbZr44gpg/X/27js8zupK/Pj3vu/0GfVm2ZJ7wR3bwtimmp4AoYRAetn0srvJL3WTsECy6WWzyWY3bdNISKihlxA6Bhts4967ZMvqdfr7vuf3x8hGsopH9oya7+d5/DCakWaOhDRz5t5zzzEU/3LpDG57eCtuU500seqMWyQdwd2VkdlOqh5tXF56pxMDHpN71lbztoXjhzRprW2Lsv5Qyym3OTkm4DG5d201b19ccdp1h5qmjWxDv56vaVngNg3Om17MedOLhzuUU2Yaijuum8v/u3sDh5ojFAQG3vI6Nu4n5HPxvZsWnvb2XG1blOd3NHC4LYptC4UhN8unFjN3fG7Gt3xXTC/mkxdN439f2EuOzzVgb66GjjjHHt12Umc3pxYH01719HtMmjrjbKxpZdHEgtMPPk3PbK9HhFM60NCdz23SGkmy+XDbiKyH1DQtc3RSpmkjSK7PzU/euYhvPrqNDYdaEHq3T3BEUoO1RVFZGODbN8w7rZ5WW4+0ceerB7u2TsEwUj3ALAfuXVvD+Dw/7zp3IlfMKctocnbjkgqCPhf/+fQuOuMWOT5Xn6tm7TELQ6WGgBuGYlpxcNC94WwRXj/QPKRJ2ZHWKJls+t/UGc/cnWmaNiKl/czW1Rvsk8AsoNcZcxEZucU6mjaKhLwuvnvj/B6NRkF1rRYJtsDSKUW8fXEFCyvyTitRenrbUX741E5U16nFE1d1RISmcJwfPrWTNw618IUrZmW0P9uVc8cxpzyXRzYe4fEttXTELBSpVUMBkpZgOw4ul0lprpfCoOek2519cRmK1kgyY3GnoyNmnfYq2TGOI0QSI7sHnaZppy+tpEwp9X7gZ8AfgIXAbwE38DagAfhztgLUtDORUorppTl84cpZfOLiaRxtixFN2HjdBiUhb0ZO4q3a08D3n9w54PahUoqg14XfI/xjez1el8lnL5uR0RWzysIAn1o5nQ+dN4UXdzew7UgbrZEkpqHI8bm5f10NEwp8I/LU7ECCXpM0urUAEI7bRBIWVle9nNtUPVZIja5u/5qmjW3prpR9FvgOqROWHwH+R0TWK6UKgOeBXv3LNE3LjJDX1WNUUSbEkjbff3InQa+Z1qxFQykKA26e2FLLZbPLmF9x6uOG+uP3mFw5dxxXdjuwICI8ueUojoB5GjmZ7TCowxOZMC7Phz1AVuY4qd559R1xEpbTdW2qZk6hUCpKfsBNSSi1MVEQHPmHVTRNOz3p7gPMAF4EnK5/HgARaQG+Raqrv6Zpo8QrexuJJe1BtQgxDIVC8bc3hm7UrVKK5dMK6TiFZrPHSNf0gKVTsj+ZobuVs0pRx3uq9ZSwHHbVdVLTEsVyHFymOn4S1WMauE2FaShawkl2Hu0gkrCZfxpzNzVNGx3STcqigCGpZ5ejwNRut3UC4zMdmKZp2XP369WnVJuV63exam8TzeHTH6CerhsXV+AgfSY36YgmbUpzvUOe1EwqCjK7PJeOWM+EMmkLu+s7SdhOKvlSir4WARWkJhcoiCQs7l03dMmwpmnDI91n5c3A9K7LLwFfVUotV0qdQ6rJ7I4sxKZpWhZYtsPe+k6C3sHXKJmGwlSwr6EzC5H1bf6EPMpyfadU6C4iRBMOt1RVDktN2s1VlVhOz4Ryf0MY25E+B5KfSERQKCbk+/j9qgO8tr85m+FqmjbM0k3KfgUcO0t+KxACXgZWAzOBz2c+NE3TsiGStFNbkaeYpDjCkJ4EVErx2ctmELecbrVX6WmLWkwqCnLp7LIsRTewc6cUsqAin5auk5+dcYto0k6rCayIYDlCaa4Xv8eF26W4c/XBbIesadowSispE5G7ReQ7XZf3AHOBK4EbgOki8nzWItQ0LaO8LgNH+q51Soeh1JCPq1oyqZDPXTaTjrhFLHnyhPDYAPqikIfvvn0+/nTGOWWByzS4/W1zmVQUpDmcoL49BqkdyQGJCElHKAh4GJebKvTP8brYebSd/Y3h7AeuadqwOKWGQyISFpF/iMjDItKY6aA0Tcser8ukLNdLLDm4VSc4tnrjUFnoz0JkA3vL/HLuuHYuli00h5OE41avxNJ2hJZwkpaIxcyyEP/9rsUUh3q1VRxSIa+Ln9xyNrPLc2mNWiD918eJCEnbwXKgNMdLZaH/+IqmUgoEnthcO5Tha5o2hNLtUzbxZJ8jIodOPxxN04bCzVWV/Py5PYNeQWqPWSyoyKc8b+iTMkiNZ7rnE8t5YWcDd79eTW17DFMphFTtlSPCBTOKuX7RhB7joVrCCdYebKE9mup/VpLjpWpyAV7X0KygBb0uPnbhVDZWtxJJWHTEbFIH2XtSSlEY9FAc8vb5/8bjMtinV8o0bcxKt0/ZAeBkex26s6GmjRKXnFXKL17YS9J20j6FKSLYjnDTkoosRzewgMfFW+aXc9W8cexvDNMSSZKwHIJek8qCQI/GurvrOrj79Wpe2t2IkIpfKTBQWCJMKgxQWeCnMOhl1rgcLpxZMugRTulKWA4Bj8m4PB8Jy6EtmiBpp2IyjdSW8IkjtU5kGBCOn3p7EE3TRrZ0n33+id5JWRFwDTCFVFNZTdNGiRyfm4+eP5X/eX4PBUHPSQvPj9VoLZ5YwDmTh7bfV3+UUkwt6b+p7tPbjvKjv+9CJNXKwzQUIkJDZ5y69hhJR6hpTs2nHJfnw73F4GfP7eGqueN437JJGZma0F33lS+Py6AkZ/DzSh2HrCWNmqYNv7T+ukXk9/3c9GOl1J307FumadoocMPiCbTGkvxlzSECHrPfrcyk7dAetZgzPpd/v3ZOWicHh9uqPQ18/6md5HjfHCHliHCgMUJ7LIlLKTymASZYjtDQkWBmWQhDwcMbj7B6XxM/unlhRrdpx+X6cITjK2OnImE7GZ/uoGnayJGJycJ/IrWSpmlj1t6GTp7YXMvDG4/w4q4GomNgOLRSin86bwpffstZBL2uVIF8OEE4bhFJ2LRHUx/HLYd3VFXw/ZsWEPCM/FWaWNLme0/sJOh5c4SUiFDdHKEjlsRtKIxuSZHLUNiOcLgliss0KA55aA4n+OK9m2iLZm6IeX7Aw4ppRbSf4nSCY4cDrp5fnrGYNE0bWTLxDFsKDH4dXtNGgfWHWvj1i/vY29Us1ZFUA1WXobh6fjkfWDF51G8nXTa7jEvPKmVDdSuPb67lSGsM2xHyA24uOauUC2aUDFtLiVPx8u4GYpbdY9ZlJGHTGkni6qc/m8tUtMcskpaD22WQH3BztC3GIxuP8N5lkzIW242LK1i1pynVFHaQfeLaYxZzx+dSWRjIWDyapo0s6Z6+vLCPqz3APODfSHX517Qx5eltR/nBUztxm4qCgLvHi2jSdnhg/WHeONTKj25ZSK5vdA+LVkqxaGIBiyYWnPyTR7h719b0GrLe2JkaC9VfInTs2qZwgnF5qfeYOX6TB9bX8M5zKnGdwkiqvswdn8uMshC76zoGVbOWtB0sW3jf8skZiUPTtJEp3Wea54HnTvj3d+DHwDbgk9kITtOGy+66Dn70912EvC5yfO5eL+Zu06Ao5OZgc5jvPr59mKLUTiQi7GsME+y2smc5Dq2RxEnHGinVc1KB12USTtisO9iSsfiUUnzzunkUhby0hJNpNfA9VtP38QunsngMJM2apvUv3X2XlX1cFwMOisjRDMajaSPCPWurcUR6rbh0p1RqBW3twRaqmyN6W2kESNqC0HNFLGmltgpPtl2oSBXhd2c7Ql1HPKMxFgQ9/PRdi/jK/Zs51BzG4zIIesxe8Vm2Q3vMQinFv1w6nWsXTshoHJqmjTzpnr58IduBaNpI0RZN8tLuRvL8J9+SPPZC+tjmWj5x0bRsh6adhNtUGAocR44X88tJWyzS9Xn0Wk0TEZKDnLeZjuKQl5+/ZxEv727k7terOdgUxpHUCVGFwjRTdYvXLBjPdWePZ1JRMOMxaJo28ozuCmVNy4K69hiGIu22BR6Xwe66jixHpaVDKcXiiQVsqG4lP5BKqlP9yThpcb0I5JyQiLsMg5AvO0+TXpfJpbPLuOSsUnbXd7K7rpNwPInHZZIfcLN0SuGoOO2qaVrm9PsXr5Taz8m7+B8nIrpXmTaGDO5k3CnO9tay4KYlFbxx6M06MI9p4HEpLFsw+/nfKpKqKSsIvJmUOSKAZL2OSynFzLIcZpblZPVxNE0b+QZ6G/YCPZOyS4EyYBVQ13X5POAo8Ey2AtS0oVaa48UW6bEFdiIRIZKw6YxbdMYsJhcFaQ4nerRh0IbHookFFOd4aQknyPWnDmmU5nipaYn1OQtOSDWQLQr1nGzQFk1y7tQiSnKGd6D5cGvqjLPuYAsdMQuXqago8HN2ZcGoaCKsaaNNv0mZiHzw2GWl1MeAc4EVIlLT7fpK4Eng1SzGqGlDKj/gYfnUIlbvbSI/2LuuLBy3qG6JEk/aiIAtwubDbbz716u5eFYJ/3zJjFHfu2w0Mw3FN66bx2f/+gYdMYscn4v8gIfathiWIz3qxgSwbMHnNhif92a7xaTtgChurqochu9gZNjfGObOVw+wam+qr5ptC8oAUxnkBdy8Y0kF1509YcDDMJqmDU66f01fBG7rnpABiEg1cAfw5UwHpmnD6eaqSoSuF+duOuMWexvCJCwn1YjUUOT73ZTn+cjxuXh2Rz1fuHfjmOj4P5pNKwnxo5vPxuc2aQ4nSFgOU4pTxfKWI8dXxyxbCHhMppWGjq+KJqxUC4pPrZzGvAl5w/hdDJ/X9jfx6T+vZ9WeJnJ9LgqDHkpyvRSHvBQE3SQsm1++sI8v37+JSEIPSNe0TEk3Kasg1QKjL3FAn9XWRqy2aJI99Z0caopg2emdpJszPpdPXjyN9qhFOG4hIl2zE8MoUqsxlpOqVzp2Ms40Ui0ydtd38sdXD2Tt+9HSM7Msh9996Bw+dfF0gl4XSVsoz/OBQDxp4zYVk4v8TC8NYSqIJmyawwlilsMXrpzFdWefmU9rO492cNvDW3G7FAVBd5/blD63SVHIzdYjbdzx8FYcRxdValomqHSaFyql1gFh4AoRiXW73g88DfhFZEnWohxAVVWVrF27djgeWhvh9tR3cteag6za24ShUsXcIa+LGxdP4IZFFWmNDnp5dwO/enEfde1x2mMJmjoTmIaBUpDvdzO+wN+rjULSdkhYwr2fWI7PPXrGE41lIsL+xjAdsdSqTnVLhGe217G5ph3DSI3PGpfr4+aqSlaeVULOKJ/QcDo+d/cGdtS2kxc4+c9ARGiJJPnOjfNZMqlwCKLTtNFPKbVORKr6ui3dwpcvAY8Bh5RSj/Nmof9bgTzgLZkIVNMyZe2BZm59aAuOA3l+1/GtqVjS5rer9vPynkZ+cNPCk9Z+nT+jhPOmF7PlcDvfeWI7ImFy/S5yfW5c/Rzlc5sG4XiSTTVtLJ2iX6hGAqUUU0tCxz9eWJnPNQvGY9kOkaSN12XgMY1Bz6Mcaw41Rdh6pK3HKdSBKKUwlOK+dYd1UqZpGZBu89hnlFKLgK8DFwDlQC2pUUv/ISI7sheipg1OY2ec2x/eisc08Pt7rlT53CZel8Geuk5+8o9dfO3qOSe9P6UU8yvyKAx66Igl0y7iD8d1rU021XfEeHLLUZ7fWU8kbpPjd3PV3DIumz0urVUeAJdpkJuhuZZjwQu76rvag6SfnOb6Xaw/2ExbNJlWw2VN0/qX9hExEdkOvCeLsWhaRjy55SgJy6Ew1Hd7CqUU+QE3L+5u5BOdcYpC6bU8yPW5sdKsnVEKAmlsj2qDJyLcteYQf1x9EBHB7zYxDUVde5RfvrCP37y8n3+5ZAZvmV8+3KGOOkfb4xiDzFENpTAMRVtEJ2Wadrr0W0RtzHliy1EC3oETIsNQOI6wZn9z2vd7+ZyytAqak7aDoRQLKvLTvm8tfX9afZDfvXKAHK9JYdCD32PicRkEPC4KQx78bpMfP72LJ7fosbyDdcqtx4RBJ3OapvU2UEf/3wLfFJH9XZcHIiLy4cyGpmmnpiOaxOM++SuEI0J7NJn2/a6YXoTf4yKasAc8JNAWTaZ9kEAbnNq2KH9afZB8vwtXP9uOHpdBjs/Fz57dzfkzignpnnFpm1gYGPR0imND3HXjZE07fQO9cq0EcrsuX9L18UD/NG1ECPlcabW+MJQa1Ck7r8vk1mtmE7OcPuvFHBGawwkmFQb5wIrJgwlZS9Njm2oRod+E7BiPyyBpOzy/o36IIhsbVp5VilJqUC0u2qJJLppVoud0aloG9PvMJiJTRGRj1+XJXR/390/PvdRGjLfOH0fkJM1bj41QOnfq4E6MLZlUyPfevoAcn5uWcJLGzjjN4VSrjNZIkuXTivjxLWfr1ZkseWZH/Um3po/xmAZPb6/LckRjS3HIy/KpRbSmuYJ8LHm7YVFFNsPStDOGfuXQxpyr5pXzl9eqiSZt/H30CRMRWqNJLpxRQnGaRf7dnV2Zz58+fC4ba1pZd7CFSMKmLNfLRTNLGddtVI+WeeGYhcedXuGTaSo6Y/oE7GB94qJpbKpppT2aJHeAwn3HSa0MX7twPDPLQv1+nqZp6UurNFMptUIpdU23j4uUUn9RSm1WSv1QKaWLZ7QRozjk5d+vmUM86dASSeB0K5KJWzZN4SRTS0J89vKZp/wYhqFYNLGAj1wwlX+5dAa3nDNRJ2RDIOhzYdnpba3ZthDy6fedgzUuz8ePbj6bkNdNU2eCWLLnqrMjQmskSWs0yVvnj+fTK6ef8f3dNC1T0n3G+i7wDPBo18c/INU49h/AJ4E24JsZj07TTtG5U4v46bsW8afVB1mzvxlTKYRU+4QPrpjE2xdXnvGF+IeaIjy66QivHWjGcYSZZTlcv2gCc8fnjtgX2UvPKuWe16vTmpSQsB0un102BFGNPVOKg/z6/VU8saWW+9bX0BpJohQoFLbjsGhiAW9fUkHVpIIR+7uiaaNRumOWGoAPishjSik30AR8VkR+q5T6LPBxEZmd5Vj7pMcsaX059nutlKIlnKChM47LUFQWBnCf4c1CRYQ/vnqQP685CLzZTy2acBCE5VOL+OrVs/G6Rl7SWtsW5YO/fY0cX/+nLyE1VDxuOdz98eW6vu80WbbD7vpOOmIWLlMxId9PWa5eFda0U5WJMUshoL3r8lIgyJurZuuBiacVoaZlgGU7vLCrgXvWVrO3PoxhwDmTC3lHVSVnV+qeYcc8uOEId64+SH7Ahatbcymf20REWLWniR89tYuvXj0s77MGVJ7n573LJvGHV/tvi5GwHNpjFl+8ctaoScj2NnTy8IYjPLeznmjCJs/v5uoF5Vw9v5zSYU6AXKbB7PJcbEdYd7CF+9fVEE3ajM/3s3KWrqPUtExK9xnrMLAQeInUnMstInLsrHkBEMlCbNoIFk3Yx7cDR8L2RdJ2uP3hrby2vxmvy6Ao5EYE1h1s5vUDzXxg+WTes2zScIc57OKWze9X7U+tNPXR7VMpRWHIzfO7Gnj/iklUFASGIcqBvXfZJAylujr6W8c7+luOQyzpYBqKz18+kyvnjhvuUNNy9+uH+L+XD6CAkM/EH3STsIW/vHaI+9bV8PWrZ7N8WvGwxrjuYAvff3IHrZEkjkhqiLsDv1+1nxXTivn8KEqANW0kS/ev6C/At5VSF5OqJbut222Lgd0ZjksbgY6totz12kF213UCUFHg511LJ3L5nLJhTc7uWnOINfubKQq6j8ehFOQHPFiOwx9ePcDs8bksnlgwbDGOBOsOthBLOhQE+z9VZygFCE9trePD508ZuuDSpJTiPcsmcfncMv6+9SjP7kjNviwKeQc9+3K4/X3rUX790v5eq35el8Lr8hBL2tzxyDZ+8s6zOWtc7gD3lD1rDzTztb9tweNSvX5vHBFW7W2k7t4YP7r57DO+TlPTTle6SdntQAxYRqro/z+73bYQuDezYWkj0W9f3s9fXq/G6zIo7HpybuyM8/0nd7CxupUvXDlrWBKzuGXzwPoacn2uPh/fZRgYSnHP69VnfFLW0BHHlpM31nUZikNN4SGI6NSV5vh477LJvHfZ5OEO5ZTYjvB/L+8n6DX7rY/zuU2iSZs7Xz3It26Yf8qPlbAcatuiOAJlud60G70mLIdvPb4dn9voM+EylKIg4GZXXQcPvFHDe87Vq9GadjrS+ssUERv4Vj+3XZ/RiLQRacvhNu5ZW01BwI3ZbUBe0OvC7zH5+7Y6lk8r5vwZQ7/Nsq8hTMJ2yPP0vzqS63ex9mDL8aaxZyqPaaA4+fdvi+hVjwyIJW1e2dvI09vq6IxZjM/389b55SyoyGNjTStt0ST5J1nVy/O7WXughYaOOCU5g+ur1xFLct+6Gh584zAJyzn+puXyOWW8c2kl5Xn+Xl/TGbfY19CJ7QiHmiNE4hYFA4xQUkqR43PxwPrD3FJVedJpC5qm9W9QRQBKqQXAhUAR8EsROaqUmg7UiUhHNgLURoaHNhwGVI+E7BhDKdym4p611cOSlNmOnDTRUAAiqXqYNJKSwUhYDmv2N/Hy7kZiSZvZ5blcPqeMolNoTJttCyvzUSq17WQMtKopigtmlAxdYGmyHeG1/c3cv76aXUc7MQxF1aQCblg8gbnj84Y7vB52Hu3gq3/bTGcsiWmk/nZ21XXy/M56Zo7L4YLpJcfnRg7EUKmvrWuPDSopawkn+Nw9G6hpiZLrcx3f0rVsh8c31/LCrgZ+fPNCvG6TRzce4bHNtRxuiRJN2uT6XOT6XDR0JnAktWI3UJLudZu0RZPsawwzsywn7Rg1TespraRMKeUF/gTcSOr1TYBHgKPA94FdwFeyFKM2Amw90j7geJuQ18XuuuHJyyfk+3FEsB3pM2kEiCZtJhT4M/4u/lBThC8/sInmzgSoVKLz6r4m/vDKAT5zyXSuXjA+o493usbn+1k8sYA3qlsp6GeFJhy3yPW7WDplcCOosi1hOfzHY9tYva8J01AEvSYi8NLuRl7c3cC7lk7kgysmj4iDJ4dbo3zxvo04jvRYZQp6U7WZO452UNMcHdR9DphE9+E7T+zgSGuM4lDPVS6XaVAU8tAeTfLpu9YjIiQtoa4zhmWl/obaokk6YhZul0E0abO7vpOpJcEBi/kV9Go0q2na4KT7CvUt4DLgfUAZ9FhqeAK4MsNxaSOM2zR6dMY/kSMybNsWBUEP508vpq2feX0iQiTucHNVZUYftz2W5PP3bqAtkqQg6KYg4CHP76Yw6MHvMfnJP3bz6t7GjD5mJnzhylkUBj00dSawuq3UOCJdExDg9rfNHXH93H790j5e2dtIQcBNnt+NyzBwmwYFwdTHd605xHMjZAD5X187RDRp9zlRQClFYcBNSyRBNGlzsl6Rlu0AwsSi9E/CHmqKsKG6hYJA/0mU2zTY2xDGsoWOuIVtpwa5m4Y6/v8+HLMwSB2aOdAYwemnHFFEsB3I9/e/zalp2sml+6z7LuDrInIX0HzCbfuByZkMSht5Vs4qITrAkO/2mMUFw7B1eczHLpxKnj81JNzplmgkbYemcJIFFXlcPiezLRL+sa2OtmiSXH/vFz6Py8DrNvi/l/ef9EV3qBWHvPz83Yu5cu44wnGL9mjqX1vEYvHEQn76rkUjbiuwI5bk0U1HyA+4+1wJMw2Fz23wh1cPDPvPO5qw+cf2OvL6+L04RimF3516o9NxkvmcbVGLK+aMG1TLiVf3NeKIDLhqWNceB4HWrlUxl9nzc01DYRgKWwSD1NZxazTR531FEjaVhX4qC3vXqGmalr50/8qLgO393GYAI694Rsuot84v5771NUQSVq+TW/GkjaEUb19SMUzRQWmuj5+/ezH/8/weXt3XjNG1yW4YipsWT+CD503B48rsys/jm2vxufu/z6DHpLolypG2GBPyh/7FKmE5vLCrnvvW1lDTGsXvNrliThnXLZpAWa6PL1w5i49dNJV9DWFsR6gs8A97o9L+rDvYggh99lY7JuAxOdoep7o5OqhVpUxrjqQSl4FiBfB7XBiGwhH6/LsCaIukDgK8e9ng+nO3RZID1lnajtAWTeIyFfGuLce+PttlQCwpWE4qwWuNJCk8oejfcYRo0uFdSyeOiK1jTRvN0k3K9gPLgWf7uG0psDNjEWkjUmmuj29dP5+vP7iFps4EXpcBKvXC7zIMvn71bKaVhIY9xtvfNo/GzjjVzRFMQzGjNCdrpwg7YtaAL7xKKUyliMQHXgnJhljS5qt/28zmmja8boOAx8RyhHvX1/Do5lq+c+N85o7PI9fnHhXTDiIJu8cKaF+O/bzDiaH/eXfnNhWOk9rSGyhJcUQoCHj44pVncccjW2kJJzGMVDuShO2AKMbl+fjWDfMozRlcslwU8jLQT8t2BKVSMRqmgTgOfaVlpmHgNlN1Zknb6dpKTRERYkmHcMLi2gXjueSs0kHFqGlab+kmZX8EvqqUOgDc33WdKKVWAp8j1cdMG+MWVubzpw+fy9Pbj/LKniYcEaomF3Dl3PJBH9XPpuKQl+IhOPk4ocDPjtr2flfgHBFskSGJ5US/eWk/m2vaKOzWTNc0Ug1Jw3GLWx/cwp8/smzUtL0oCHhO2sokVdfk9FrJGWolIS/j8rw0hxMEB9hyDCds3jqvnIWV+fzlY8t4ZW8Tz27DjeKrAAAgAElEQVSvpyOWpDjk5S3zx7GosuCUWricN72YX764t99TtoZSHNvlzfO7aejse1vyWGI5ozTEwaYIqNQqHApEoDDo4eMXTuMt88fpVTJNy4B0k7Lvk2oSeyfwm67rXgZ8wF9F5GdZiE0bgfICbm5aUslNSzJbND8a3bBoAt+oaet3RaQtYnHOlIIBezxlQ2fc4vEtteT5+26mG/S6aAkneHF3w6gZRbR4Uj5el0HCcvpNgjtiFrPLc4d9WLZSinctncgP/76LgKfv342k7WAqxVsXlAPgdZmsnFXKylmZWW0al+fjvGnFrNrTSEGwdx2ey1S4DIUAZTk+mrpaX5yY/1mOkB/w4HEZlOT4uOO6uSggYaeS3znluToZ07QMSqvIRkRsEXkncBHwI1KJ2U+BS0TkPVmMT9NGrOVTi1hQkUdzONmj35RIql7H6zb46AVThzyuvfWdyElOwxqGYvW+piGM6vR4XSYfPG8y7TELq48jgLGkje3AP42QsVCXzxnHBdOLaQonerSJEBE6Y6mDFZ9ZOT2rs0W/cOUsZo7LoSmcJJJ485Rn3HJo6kxQUehPreIqKMn1YjvSY8szddpaURzy0BxJMmtcDudOKeTcqUVcMKOEuePzhiwhS9rOsB/g0LShMKjmsSLyEqmh5Jp2xnOZBv9x/Xx++uzuHq0YRGBiUYAvX3UWk4qCQxqTiLC3oZO69ji1bTFMpSgMuskPeHr1cDtZjdZIc/3ZE+iMWfxp9SEEC49pIAhJW3CbBl+/ZjYLKkZGfZxpKL529WzuX5/LvWuraY0kMRTYApMKA3z4/CmcO7UoqzEEvS5++I6FPLX1KPeuraG+I4ZCEfCYvH/5JK5ZUM5fXqvmb28cJuRxkQg4tESSqV9gpRCEwqCHeNJhemmIb143b0hXxeKWzRObj3Lvumrq2mIYhmLFtCJuOWcis8uHZw6opmWbOt13H0qpG0i1y1iSmZAGp6qqStauXTscD61pxzWHE2yqacWyU/2kZpSGhnxbR0T4xQv7uH9dNYdaori7kjBHwONSTCsJHd/6aw4n+MzKGbzt7JHV3DYdtW1RntxylK1H2jGV4typhVw6u4w8/8gcQm7ZDrvrO4klbQqDHiYWBobld6M9auGIkON7c/i5iPD8znr+vOYQ1S0REpbQEk7VlxUE3MwZn8dNVRWsmFaE1zV09YfRhM2X7t/I9toOgh4Tn9tABNqjFoLw/y6fyZXzyocsHk3LJKXUOhGp6vO2gZIypVQucBUwEdgLPNw1BxOl1NuBfwfmAwdEZOj3adBJmTawQ00R7ltXzYu7G7Fsh3kT8rjlnEoWjcHB5M/tqONbj++gIODmcGuUlnASd1fvKctx8LlNZpSGiFkOtiP85aPLyPGNzERGG1oiQm1bjEjCItfnHvbWKP/97B4e3HCYoj7q4RKWQyRh85sPVGV1+1fTsmWgpKzf7Uul1BxS3forePOs9CtKqeuAvwKXALXAZ4BfZzRiTcuAjdWtfPWBzSQdhxyfC7dpsqG6lXWHWvjweVN459LB9X4ayKGmCNtq21BKMX9CHuOHuC+ZiPDnNYfwu1Md2Sfk+4kmbGJJB9MAUymiCZujbTECHhe3v22uTsi045RSQ/47259IwuKJLbXk93NQxeMyUodZNtXysYumDUOEmpY9A9WUfRvwkxqttB6YAnwPeA2YBHwD+J6IxLIdpKYNVtyyueORrZgm5HQb/ZIfcGPZDr9bdYCqyYVMLz293mpt0STfeXw76w+19Lh+xbRivnTVrD4bgmZDJGFzsClCYTCVaJmGYnppiKbOBA2dcSw7NRt0SkmIr18957S/b03Lln0N4ZOObfO7TVbvb9JJmTbmDHT68jzgVhG5S0R2iMgTwIdJJWd3iMgdOiHTRqo1+5oJx+0+k6JjT/aPbjpyWo9hO8JXH9jE+kMtFARSMy8Lgx7yA25W7Wnktoe2DtmJsb56UZmGojTXy9zxucyvyGNiYYDrz56gE7IzhONIj2avY4piwOa4mjZaDfQ2vhDYfMJ1m7r++0x2wtG0zDjUHMHub3oy4HUrdtV1nNZjrD/Uwp76TgpOmMdodJ143FjTxvbaDuaMz/5JMb/HZFppiOrmCDl9DcFGMAzFvAn61NpYt6e+g7vWHOLlPY04TurgyS3nTOTy2WWn1Ih2qE0uDgIKy3H6nZgRTdgsmT326kI1baCVMgWcOK/k2Md6hUwb0YIec8ATbpYt5AxiwHNfjrXB6OtxlFI4Iry8u+G0HmMw3rdsEgnL6bOPV0skyZzy3EGPwmoJJ3hySy33rq1m1Z5GEtYYXXkZI9YdbOaf73qDVXuayPe7KQp5aOiI84OndvDDv+8cFb2+Ql4XV8wpoy1i9Rlv0nZQKK5dOPpODmvayZzsVeljSqlrun3cNeaZTyqlartdLyJyW8aj07RTtGJ6Mf/7wl4cR3qtDogIli28Zf7pHakPx60BVx5MBZFujUOzbcW0It6/fDJ3rj4AgNdlYDmC4wiVhQFuu3Zu2q0YRIS71hziztUHsR1J1fgYBkGvyW3XzmXhKJiXeaaJWzbffHQ7HpfRY3xW0OvC7zF5elsdF84sYVmW+6NlwkcvnMr2o+3sqw8T8pn43GaqrUfMwraFT18yfch7AGraUDhZUvZP/Vz/4RM+FkAnZdqIUZbr45oF43l44xHy/W/2ZXJEaAknmVISZPm003txml+Rx6sDdMUXGNIml0op3rd8EufPKObRTUfYXddBrs/NFXPHsWxqUb/jifryyMYj/O6V/eT73T0KriMJi6/+bTP/+54lTCzS7QhGkjX7mokk7OOHPbozlMJlKu5fVzMqkrKQ18VPbjmbB984zAPrD9McTiACZ1fm8+5zJ47JljaaBgMkZSKS/jO4po1An145nYDH5IH1NTip9no4IiyfVsTnr5h12s0wL5tdxu9WHSCWtPG5e95XJGHhd5tcOKPktB7jVEwpDvLPl8w45a+3bIc/vHqQkNfV6wRcwOOiJZzk/vU1fO7ymacbqpZBh1ujA9ZR+t0mB5vCQxjR6Ql4XLz73Em885yJhBMWbtPo9XemaWPN0JzX17RhYBqKj1wwlXcunciWw23YjjC9NJSxgdX5AQ+3XjOHbzyyjUgiQcBjIkA0buNxGXz7xnk9tpFGiwNNEcJxi/xA333MQj6TF3c16KRshAl5XX2ewj3GchzyA8PbFPZUGIbSPfW0M4ZOyrQxL+R1ZW3LZtnUIn71/iU8vOEIq/c1YSjF2xYWc/X88YzLG30vgJBq9TFQ6Znq+pyhEI5bvLirgfWHWvC4DC6aWcqSSQW95nhqqd/Fnz27G9uRPn8+0YTDNQv0aCJNG8l0UqZpp6miIMCnVk7nUyunD3coGTGxMIBpKJK2g7uPBp4dcYtzp2S/LmlXXQdfuX8TnXELQylEhKe31TG9NMR3blwwYmddDpeSHC83LprAfesP96ijFBFaIxZluV6umDtumKPUNG0gum5M07Qe/B6T68+eQFu0d0uCpO0gAjdXVWY1hmjC5iv3byJuOccb8hYEPRQE3Oyu6+R7T+7I6uOPVh+7cBrvWzaRaNKhLZKkLZKkJZJkfkUe/3nLIkKn2QZG07Ts0n+hmjaE6jtitEctSnK8I3ql5wMrJlPTEuWVvU0ggstUWI5gKMW/XjqDeRPysvr4L+6qJxy3KTjhJKHqasy79kAzh1ujTBgh8xpHCsNQfGDFFG5aUsmmmjaStsOU4iCVhfqkrKaNBjop07QhsKe+k58/t4etR9owDYUIXDizmE9dPJ38gOfkdzDE3KbBbdfOYeuRdv6xrY6WSIKpJSGumjdu0Acl6jtiPLOtnuqWCOPyfFw2u+ykw683VLehVN91a0opDKXYXdehk7J+BL2u0275omna0BtxSZlS6irgvwAT+I2IfHeYQ9K003KgMczn7n6DpC3HRzLZjvDczgZ21XXy83cvJjgCt5WUUsybkHdaq2KPbDzCfz+3BxHBUGA78OfVB3nvssm8d9nEfpvZet0GJztL4BlgYLWmadpo1O8rgVLq2UHcj4jIpacbjFLKBH4OXA7UAK8rpR4WkW2ne9+aNlz+b9X+47VRx5iGoijo4XBLlKe3HeX6RRXDGGF2bKpp5WfP7ibH5+pxYMByHP746gEmFwe4oJ8+bhfOLOHxzbWISK/EzbIdDKVYoKcKaJo2xgz0VtMgdfr92L+zgIuByYC/678XA7O6bs+EpcAeEdknIgngr8B1GbpvTRty0YTNmn1N/fb88nsMHt1U2+dto93dr1djKHqd4HQZBh6XwZ9WH+z3a8+uyGd2eS7N4SROt8MGlu3QGrF459JKXbSuadqY029SJiIXi8hKEVlJajsxCSwXkakislxEpgLLu67/rwzFMwGo7vZxTdd1mjYqxZI2CtVvU0+XYRCOW0Mc1dDYXNPWb+IU8prsre8kaffdgd4wFN+6YT7nTS+mNWIdP0kYTTq8f8Uk3rdsUjZD1zRNGxbpvtX8JnCriKzpfqWIrFFK3Q78B/BQhmPrl1LqY8DHACZOnDhUD6tpg5brdxP0msSTNt4+RsSEExbzK8ZmQbbbpfqtCxNJJV7mAF1qQ14Xt79tLnXtMXbXdWIaigUVeSOy/k7TNC0T0q2UnQE09HNbPZCprpmHge4NkCq6rutBRH4lIlUiUlVSMvSzBTUtXaahuGlJBe3x3j2/rK6eX29fPPbqyQAuOauMzn5WAduiFudNK8ZIozN/Wa6P82cUs3xakU7INE0b09JNyvYDH+/nto8DBzISDbwOzFBKTVFKeYB3Ag9n6L41bVi8o6qS86YV0xJJ0hpJEI5bNIcTdMQsPnTeFBZUjM2C9bcvrsDvMWmLJo8npCJCZ8zCNBTvXa63IDVN07pL923nHcCflVJbgPuAOqAMuInUAYD3ZCIYEbGUUp8BniLVEuO3IrI1E/etacPFbRrcfu1c1h5s4bHNtTR1xplaHOTaheOZUZYz3OFlzbg8Hz96x9l894ntVLdEj49KKg55+cpbzmJaSWjYYuuIJdlyuB1HhBmlIUozNKRe0zTtdKgTt1T6/USlLiOVnFUBblIF/q8Dt4nIM1mL8CSqqqpk7dq1w/XwmqadhIiwp76Tho44BUEPZ43L6bc/WbbZjvC7Vfu5f/1hEEEAR2DFtCK+cOWsUz7RWdsW5ZENR3h1XxNKwQUzSrh6frlO9jRN60UptU5Eqvq8Ld2krNudGUAx0CgifR+dGkI6KdM0LV3//eweHtzQc2C3I0JLOMlZ5Tn85JZFmGnUuXW37mAz//7QVpK2g99jgkA0aeN1GXznxgVZH0mladroMlBSdiotsQOk+pT1PkqmaZo2QjV0xHl442EKAu7jCRmA0TVPc9fRTtYdbBnUfbbHktz+8DZchqIw6MHvNvF7zOONgm99cAuxpJ3R70PTtLEr7bV6pdQ1wDeAhV1XnQOsV0r9BnhWRO7KQnyapo1SSdvhxV0N/O2Nw9S1xygOeblh0QQumlWC12UiIuyq6+TRTUc42BSmKOjlLfPLWTKpYNCrVelYe6AZEfq8b6UUKOGZ7XUsnVKY9n0+t6OeuGX3mNZwTNDroiWc5OXdDVw2Z9xpxa5p2pkhraRMKXU9cD/wDPBl4Pvdbt4PfADQSZmmaQDELZuvPrCFTTWteFwGXpdBdUuEHzy1k8c21/KdG+bz+1cO8OCGVMcbr8tgV10Hq/Y2sqgynzuum4evj75upyNm2QxUreEyVL8tPPqzvba938bAAIKws66Ty+YM6m41TTtDpbtSdhvwOxH5iFLKRc+kbAvwqYxHpmlaxogImw+38ejGIxxujVGa6+WaBeUsqixIq1fYYP159SE2VrdSFHIfL+r3uAyCHmHrkXZufWgLG2vaKAi4e6xciQjrDrXyqxf38S+XzshoTJOKggOuwCVtYe743EHdZ8DjwhlgcrqIEPToSg9N09KTblI2G/hS1+UTn4FagLHZklzTumkJJ9hQ3UrCdphaHGR6aWjYThEOhu0I339yB8/trEeh8LoVexo6WLWnkaVTCvn3a+bicZ1KeWnfEpbDQxsOk+t39fr5KKXI9Zk8tfUok/tIkpRS5AdcPLHlKB86bzI5vr5nhp6KsyvyKc310tSZINff86kvlrRxGYor5g5um/HiWSU8uulIn4PTj113/ozi045d07QzQ7pJWTupE5d9mUz/3f41bdSzbIdfvriPRzYeSb0j6doDm1YS4tZr51Ce5x/W+E7mvnXV/GN7HfkBNy5DoZQi4EklDav3NfGHVw7w0Qun9vv1ccvmlb1NPLzhCM3hOOPz/bxt4QSWTinsc+WpsTNOwnLI62cIu2kYJG3pd9XKZRiAzf7GcEYb6xqG4pvXzePz926kOZzA6zIwlCKatDENxa1Xz6E45B3Ufc6fkMf8CflsqmmlIOg+vpXpOEJLJMmyaUXD2o9N07TRJd2k7Gng35RSTwAdXdeJUsoLfAZ4IhvBadqpsmyH1w+0HD9Nt2RSAedMLuhx6i5dP3t2D49tqqUg+OZWm4iwrzHMZ/+6gV+9v4o8f+ZWdDKprj3Kfz2zm5ZwgiOtUVTXScPSHB8el0Ge381DGw/z3mWTUu0cTtARS/Ll+zexu64Tj0vhNg3qO+KsO9DCOVMKue3a3qtsHpeBLdLn6hGkfnYiwsl2TQeq1TpVk4uD/PYD5/DUtqM8u72epO1QNbmAaxeOp6IgMOj7U0rxzevn8uO/7+LF3Y3HvycBLptTxr9eOmNUrKZqmjYypJuUfQ14DdgJPE7qOecrwAIgD7g+K9Fp2imoaYnwbw9spr4jfny8zyObjlCa4+U7N84f1ItvXXuMJ7YcpTDo7lF7ldpmc9PcmeDvW4/yjqrKAe5leNS3x/j4netp7Ijj6VoVEhGaOhO0RpLMKAvhdZlEEw4Hm8OcNa53PdVPnt7F7rpOCoNv1ob53KmTk6/tb+bOVw/w4Qt6rrIVh7xMKwlxqDnc5/ZjzHLID3hI2E6fQ9oTloPLMJhemp0VpryAm5urKrk5Q//PAh4XX79mDvXtMbbWtqOAeRPyBr3qpmmaltaygYgcABYDjwKXAzZwIbAaOFdEjmQrQE0bjFjS5ov3bkp1jw+4KQx6KAx6KAi4aeyI88V7Nw2qb9Sa/c04jtNvMbzfY/LEltpMhZ9R//XMbtqjSVymcXzVSanUapftCNXNUSB1QrCvVan6jhgv7WmkoFtCdoxSily/iwc3HOnz5/mRC6aQtKXXbXHLJp50+ORFU0lYQtLu2X/acYT2qMXNVZUZP32ZbaW5PlbOKuXiWaU6IdM07ZSkvZcjIjUi8mERqRARj4iUi8iHRKQ6mwFq2mC8vLuBpnCc/D7qmfICbprDCV7enX4JZCxh9TrZ0p1pKMLxkdcctL4jxtoDLRSHPLgMhX1CLwiXoQjHLTpiFl6XyeSiYK/72HW0E0OpfrcRU8mdw6HmSK/blkwq5GtvnY0ItISTNHYmaAknsWz40lWz+ND5U/nnS6cTids0hxO0hBOpFbxokmsWlvOecydm5gehaZo2iqTbp+z9wC4RWd3HbcXAW0Xkj5kOTtMG66XdjQO2PTAMeGFXY9rNPCsKA7jM/u8vkrBYMin9ZqND5XBLFNNQGIaiLNdHTUsUw4Rj30lq5UtojST5zCXT+zx9mU4plND/J100q5Rl04pYe6CFxs44BQEPS6cUHl8Be9vCCZw/vYRnd9RR3RylKORh5axSKgsHX9ulaZo2FqRbU/Z7wFJKfU5Efn7CbdOA3wE6KdOGXdKRAZMJQ9Fry2wg50wuJMfnJhy3CJ4wrNp2BEfgxsUVpxpu1vjcJk7X6lhRKFW/Vd8eB1LJlgjYDlw4o5hb+qmtOmtcDkLq++wr0U1YDh5TMamo/yTK6zI5b3r/LSEKgx5uWjLy6vE0TdOGQ9pjloCHgJ8qpWYCn5XBTjLXtCGweGI+aw8093t70haqJhekfX9u0+D2a+fy5fs30RxOkONzYapU5/ekLdywaAKLJ/bftmHH0XbuW1vD6n1N2I5wVnkO76iqZPnUoqyeyptRGiLkcxFL2vjcJuV5PgqDHprDCRKWg1KQ63Nzx3Xz+q2XKwp5WTmrhGe21/co9IfUEO/2qMX7V0zC6xpdtV+apmkj1WD6A/wAeCfwEeBhpVTvIhRNG2aXzx6Hx2USTfSu84ombDwuk8tmlw3qPudNyOMX713CW+aVk7SFjpjFjLIc7rhuLp+8eFq/ydVjm47wr3/ZwEu7G/F5DEI+FzuPdnDbQ1v5z6d3kc33NS7T4J9WTCYct7G6Vga9LoPyPB8TCnwEPC4+esGUkzaN/ddLZzJvQh4tkSStkSSRhEVLOHX54lklvHuprv3SNE3LFJXOC4NSygGWichrSqkqUqtm9cA1QAXwiogMy9vlqqoqWbt27XA8tDZCrT/Uwq0PbiFpO8frl2JJG7dp8M3r57F4YvorZadqf2OYT/5pHQGP2SvxcURoCSf50lWzuDyLg6pFhHvWVvO7VQewHUEQFArTULz73Im8b9mktFbrLNth7cEWHttUS1M4zoR8P9csGM+Cijzdg0vTNG2QlFLrRKSqz9sGm5R1fVwBPAKUAd8G/ksnZdpIUt8e47HNtbyytwmAFdOKuHp+OaW5viF5/P98ehdPbjlKQbDvprLhuEVJjpf/+8A5WU9s2iJJXtrTQH17nOKQhwtmlFAQ9GT1MTVN07S+DZSUDaam7DgRqVFKnQf8GfgpvedhatqwKs318aHzpvCh86YMy+O/tr+ZgLf/rcGAx6S6OUpH3CI3g/Md+5IXcHPNgvFZfQxN0zTt9KWblN0B1HS/QkQiwA1Kqa8AszIdmKaNbgIDtIuA9FpOaJqmaWeOdDv639Ff134R+a6IfCizYWna6LZkUiGRhNXv7ZGETXmejxzvKS1Wa5qmaWNQv68ISqkLgfUi0tl1eUAi8mJGI9O0Uez6ReP5+7ajJG0Ht9m70D+adHjX0om6UF7TNE07bqC36c8Dy0gNIn+e/uvGVNdtulmRpnWZXprDJy6axi9e2ItCUCo1jiluORgK3jq/nCuyePJS0zRNG30GSspWAtu6Ll+CLubXtEG5cXEFSsG3H99BWySBoPCaBnlBN2v2N/PU1qO8ZX75cIepaZqmjRD9JmUi8kK3y88PSTSaNobsqe/gNy/tZ1yul2klPXstJyyHHz+9C5epstqrTNM0TRs90ir0V0rtU0ot7Oe2eUqpfZkNS9NGv1+8sA/bcXrNzATwuAxCXpP/fnYPcav39AFN0zTtzJPumKXJgLef23zApIxEo2ljRG1blM01beT5++9B5nWbxCyb1/e3DGFkmqZp2kg1mNmX/dWUVQGtGYhF08aM2rYYpqFOerrSsoXDrZEhikrTNE0byQZqifE54HNdHwrwiFIqccKn+YFC4K/ZCU/TRieXoZA0zsYoRa+WGZqmadqZaaDTl/uAZ7oufwBYCzSc8DlxUic0f5P50DRt9JpRmoNpqD77lB0jIhhKsbAyf4ij0zRN00aigU5fPgQ8BBzbgvmGiOwfori0MeJwa5QXdtbT2BmnMOjlopklVBYGhjusrPN7TK5dMJ5719VQFHT3uY3ZFrWYWZbDtJLQMESoaZqmjTRpzXjRY5S0wYombH741A5e2tOII2AoEIE/vnqAc6cW8ZWrzurzVOJY8oEVk9lypI3tte3k+Fx4Xan+ypbt0Ba1yA+4+drVs4c5Sk3TNG2kUCLp9YRVSk0FbgYmkjpx2Z2IyIczHFtaqqqqZO3atcPx0Fo/HEf4twc2sf5QKwVBN0a3VSIRoTmcZO74XH74joW4xng9VSxpc+/aav72xmGiCbtrCLniyrllvGfZJIpD/R1q1o6xbIfWaJKk7ZDndxPwjO1kXtO0sU0ptU5Eqvq6La1nN6XU9cA9pE5r1pOqJetOd/vXjnujuoU3qlsp7GPbTilFYdDNttp2XtvfzIrpxcMU5dDwuU3et3wy71w6kSOtUWxHGJfnO+MTCxFhe20Hmw+3Eo7b5PndLJ1S2GNruzmc4IkttTyw/jCdcQsDcASWTyvixsUTmD8hT88O1TRtTEn3leGbpOZfvkdETiz217QeHlh/GEP13w5CKYXLUNy3vmbMJ2XHuE2DSUXBk3/iGWDNviZ+8cJeDrfGsB3n+OrhL1/cy7wJeXx65XSiCZuvPbiZaMIm6DEpCKT6vTmOsHpvE6/sbeTaheP59MXTMQydmGmaNjakm5RNBT6vEzItHQcaw/g9A29L+j0mB5t0f64zzROba/nx07vwuQ0KAq4eibuIsO1IG5+4cx2OCAGPSWHQ0+PrDUORH3RjO8JDG47gMQ0+ftG0of42tDGqviNGaySJ7Qghr4uKAr9ejdWGVLpJ2Q6gKJuBaGOH22XgnLjBfQJHBF9X4bt2Zthe285P/rGbHJ8Lj6t30q6UIj/gYefRDqIJm3kTcvu9L9NQFATcPLC+hredPZ7yPH82Q9fGsKTt8Nr+Zu5ZW8322nZcRup30xahOOTh5qpKLjmrlBxf/9M5NC1T0k3KvgT8RCm1RkT0nEttQBfPLOGu1w7h9/SfdIXjNlfMKR/CqLThds/aaoA+E7JjEpZDLJna0myJJCjJOfFM0ZtMQ+EIPL75KB8+f0rG49VSaloibDvSTmfcojNmkeNzMWtcDiU5PkpyRvdBlZqWCP/2wGbq22PHE/1jK2MiQkfM4ufP7eE3L+3n1mvmsHRK4TBHrI116SZlt5NaKduulNoNNJ9wu4jIRZkMTBu93jq/nLtfryZu2cfbQHSXsBwMpbhmwZmTlDV2xtlY3UokYRPwmCyaWNBra24sawkneGVvE3n+gZ9yOmIWAIZS1HckKA55B9w+CnpN/rG9TidlGSYirNnfzL1rq9lY3Upn3KY1msBxBKUUpqHI9blYNq2Id50zkSWTCkbdSacwTWAAACAASURBVOqalgj/8pc3iCZsCvr4W1RKEfCYBDwm0YTN1x/czG3XzuG86SXDEK12pkg3KbOBndkMRBs7SnN9fOmqs/juEzuIJhxy/S4MpXC63nnajvC5y2ZmvYls0nZYs6+Z+9fXcKg5ggLmjM/lxsUVLKwYmpN7h1uj/PrFfby6rwkktSViKFAozp9RzEcvmMq4vP5Xg8aKmpYoplInLcq3RRAE0zBI2g6OgDnAl7hMRbgrkdMyw7IdfvbsHh7fXEvS/v/snXd4XFeZ/z/n3ukz6sWymnvsxL3HCemkQxopJEAILHUpyy4LvwU2lGUJsFnKUpdlE8KyCyQOaSQmHac41b13y5as3jX9lvP740qKbbWRNCNL1vk8j5NHc2fuPVPuPd/7nvf9vjaNXXGkdISYR9eQUmJL6IgZPL+7gR017cwtyeY7NyzsV9yMRxKmxVcecQpJcgJDL0v6PTpCwHee2st/fjBIZcGZb4CtOD2kah57cYbHoTjDuGReMUVZXv7vzWNsPtraLcpgUXkOH1ozjUXlmW0tVNcR45/+tIP6jji65lxUbQlvHmnhzcOtLCjL4VvXzyeUQQPbQ01hvvjQNqIJxyj2REFi2ZKX9zex5VgbP75t6Rl/kbdS9EPUhEDQ8zn19A8dWJXZNvgGWSZXDA8pJT/760Ge2lGLW9eoaU+gdVdL9yCEQBegSTBtSXM4iWgI84UHt/KT25eS4x//uVdvHG6lsTM+LBHpc+tEk0ke2VzDFy4/K4OjU0xmJrdZkiKjLCjL4bs3LaQjZtAVN8jyulO6Kx0t7dEk//DgNtqiSfKCJx/P4/IgpWR7TTv//OiOjBnYxg2LrzyynaRpkR/qe+HXNUFByENnzOT/PbKd335k1aC5VhOdgqAHy7aRUg4aoewRybaUCAH6ENHMcMLk2oWTZxk802w62sa67XVk+9zsq+9CG+Q7EELg1gVJ0yaWNKnriHHvM3v51xsWjvGoh8+Dbx/DNVgIdgCyfS6e3d3Axy6cmdEbOsXkJeVZQAhRJoT4oRBioxDiiBBiQffjXxBCrM7cEBUTnRy/m/K8wJgIMoDHth6nKRwnd4Dj9RrY1nbyxuFT0yPTw6sHmuiImmR3Rw0sW2JazrLPiWT7XbSGE7xxuCUj4xgvVOQHmFkUIpywBn2ez60R8OgkTZuCoGdQASelRCC4bklZuoc7aXl4Uw26JmiPGt1Lx0MLF5cmaIsaZPlcvHWklePtsTEY6cipbY9xsDEyIlHl0jUsW/LmGX6+Kk4fKYkyIcR8YAfwIaAWp9VSz+3/NODvMjI6hWKYJE2bx7bUkj1E+boQArdL8GB3RWC6eXjTcXQNWsJJ9tR1sfN4J7vrOtlR00FVc4RI4p08KJcueHhTTUbGMZ64bWUFCdPGHmIpszjLubRk+QaeNHvadV0wp5AZhcqUNx3UdcTYfKyNkM9FUzhBqgFkIQSyO8dMAk9tr83oOEdLaySJSxvY3HooTNumJTyE549CMUJSvVX4AbAHuBKIA8kTtr0GfD/N41JMcjpiBi/uaeDxbbU0dyVw6xorpudxw9IyzpmaPeAFtbY9RsJILXk35HWxp7YTy5boaXaFP9gUpr4jhmWDpjnCS+D0I+uMmXTETPICbiryA/jdOkdbImk9/njkorOKeP1QCy/sbSQv4O73M0+aNqYNd503nZcPNNMaSZLjf+e5UkoiSYu4YbNqRj5fumruWL+NM5a99V1owlmOtGx5Uh7ZUAjhVM6W5vp4fk8jn7hw/Br6WqeGq0dA0lKdBRWZIVVR9i7gdillWAhxalZtA1CS3mEpJjNbjrXxjSd2ETcsfG6tO0lf8tL+Jl7a38T5swv5p6vn9Wu3Ydp2ynfAQggQzmt0LX3J4o2dcY63xQCJ+5Rwg8ARaBJoixogopROgupLcD7vL105l2y/mye21SJtidetoWsCw5IYlo1b1/i7y+bwnsWl3NYUZu3Gatbva0LrbsVk2ZKKfH+voedEs2EYz0QTFrYtMUcgWgRgWhK3ptEVM9I/uDQS9Lq6C0hGhiaYEMUMiolJqqLMHmRbITC+kwgUE4Y9dZ189dEduHXtJB8vHUF+0EnSf/VAM9+Ve/nGe8/pI8AKgl5M21ki04YQZ0nTJuR14UnzxP7b16rQBchBqgZ7xFlbxMDv1llQlpPWMYxXXLrGZy6ZzW0rK3h6Zx2vHWohlrTI9ru5cv4ULjqrmGB3rs+sohD/dPXZfPri2VS3RjFtSV7ATWV+QLW+GSZVzRE2H2ujNeIschSEPCyvzD+p6tfn1hCaGORXOzASp3hFwrjvRTq9IEDQ6+q+6RvezVhPocrSysxWjysmL6mKsreAjwB/7mfbrcCGtI1IMan5+V8PAhAYwOagJ0n/tUPN7Krt7CNm8oIellfmsaW6fcBE/x7CCZM7VlWmdYLviBm8uLeRkhwfx9tj6EMIM3CMVW9eXp62MUwECkNePnjudD547vQhn5vjd5MzSURrOrFsyWuHmnloYw376jt7jV/BKTjRNcHZU7O5dUUF584soDwvAEhcmoaUDGFGcjJSSvwenYRpUxQa3y7/Ll3j5mXl3L/hyLBFWWfcZGFZTvdnpVCkn1RDBN8G3iuEeBYn2V8C7xZC/Ba4EfhOhsanmEQcaY6wv6GL7EESvMERZgLBI5v7T45//6pKbNtZDhuImGHh1jWuSbOdwuZjbdgS8oMeXLqWwlKQJG7arJqu2rco0kcsaXH34zv5lz/v5nBTF3kBN4VZXgpCHgpCXoqyvOQF3Bxo6OKbf97Ft/68i8p8P2W5fiwp8bk17BSXMaV05FtB0EPcsLhhaWlm31wauGJ+CS5NkDAGrwY+Ebu7gvqWFRUZHJlispOqeexLQogbgB8D93c//D2gCrhBSvlmZoanmOhIKTnQGObxrbW8ebiFhGmR6/fwnsVTueKckpPMG3fXdiIlKUWusnw6G6va+t22uCKXT1w0k1+9dBiPSyPk1Xv3aUtJZ8wABN+6bj7F2enN5+qKm87SqSaYWRTkYGMYw7L7VHtJ6eTu6JqgMOTtY5WhSB+GZXO0JUo4YeLSBHlBD2W5I29gHks6LYcMUxL06uQPYd0x1iRMi68+up2dxzvJD7oHHJsQgmy/Gyklrx9q4e7Hd3Hz8gp++Nx+ikIeqtvipBJHMm1Jls+Fpjmu/5eePSW9bygD5Ac9fOnKedyzbg9CiCE9Am1b0hpN8p5FpaxW/S8VGSRloxYp5VPAU0KI2UAx0CKlVK2XFAOSNG1++Nw+XtzbiMBJsPW5dTrjBve9eoTfvnaUL181l4vnFgPO5Jmi8btTJWYNfJd78/IKyvMCPPBaFUeaIk5rI+Es6SyrzOOu82cwtyQrDe/yZHwujZ6UGr9b56wpIera43TETRzl1bMoJMkNeCjJ9tIVt85o49jTRVNXgqd31vHI5uPETau3U4BlS2YUBbltZQXnzSrot2DkVKSU7Krt5JHNNbx2yPGo6vk9FYa8TuHB2cVDWrGMBb966fCQguxEelICtlW3U5nvZ15JFnvru3DrAnOIKkzLdnI3p+b46Iga3LqiYlx8BqlwybxikpbNj57bTzhhnlTl20NPU3LDkly7sJTPXjJ7XAlwxZnHsN3zpJQHgYMZGIviDEJKyQ+e3ccLexvJD7pPSrr3e3Qn/8SwuGfdHrwujTWzCskNuFN22U5YjrnoYJw7s4BzZxZwpDlCXUcMTQimFwQz2mtyXkk2kncSgr0unemFQQzLJpwwsbstMkJeF25dozNmcE5pdu9kEEmYvLy/iSe21dLUlUAIKMnxcePSMs6bVTjsHJjJiJSSJ7bV8sv1h7ClE806sVpOSkl1a5TvrdtLbsDNd29ayMyi0ID7q+uI8fXHd3GsJQo4hr8nWXQkTH6x/iC/evkQHz1/BjcvLz9tE3dHzGDdjjpyA6kJsh6EEOQEXDy9s4Ff37mCf3lyF6Zl0xRO9EZ0T9xbT6RXE4JpBQGiSZt3zS7koxOsMfyV80uYURhk7cZqXj7QjG07vVcFnJR3d9uKCtbMKlCCTJFxBhRlQog7h7MjKeX/jH44ijOF3XWd/HVfX0F2Il6304/yh8/t5w/T81k1Ix9dE5iWPaTVQTRh8YHV01Iay4zC4JgZjFYWBJhfms3e+q6ThIBb18gL9BWRli25dUUFUkrWbqrht69VYVg2XpeGx+UkXB9uivD9v+zF69L5zKWzuXK+cqAZjN+/dYwHNlSR7Xf1sSQBR4D0GNN2xgz+7o9b+dFtS5hd3FeYHW2J8PcPbiWatMgNuPpMykKI3psMw7L51cuHaA4n+NRFs07LBP787npsOTLfPZemYdomm446/Vj/5/UqHt1ynONtMRKGjcC5oegh4HGR5XNhSXjf8nI+fsHMtPv9jQVnTcnia9eew99Gkrx2qIWmcBzTkuQHPSyflse0AmVOrBg7BouUPXDK3z0LS6KfxwCUKDsNVLdGeXJ7LS/tbyJu2BSGPNywpIyL5xWf1t5sj205jkAMaUvh9+i0RZNsOtrG6pkFXLNwKo9uOU7BIEsvccNZ7rt8nOaufOT8Gfzj2m0kTXvQZcn2qEF5foBVM/L4r5cPs3ZTDTl+Vx8n+x5hkTAt7n1mH50xQyUbD8Drh5r5zYYqcv2ulDzMsv1uuuIGX3lkO/fdtfKkpbf2aJIvP7yduGEPWckL7wjvP20+TnGWl/ctH/vv6E+bj+MfRTTV59ZYu6ma65aU8smLZvHh86bzyv5GntnVwO66Tho6nehtltfF1Fw/Nywt4/Kzpwyrsfd4JS/o4dpFqo+q4vQy2Kx9Yhy6HPg98BTwRxzD2CnA7cDV3f9XjDEPvn2M+1+twpaSkE/HpQkaOuP85MUD/GbDEb77vkWcNSX9eVOp8PqhFrJ8qU0OUsIbh1tYPbOAv3nXDPbWd7K3roucUyZWKSXhhIlpwTevO2fcTgSLynP5xyvm8oNn9xNNWmT7XSeJ06Rp0xk3KM3x872bFvHqgWYe3lQzoMt9D16Xju4X/Prlw8wqDrGsMm8s3s6EQUrJbzZU4XNpwzKVzfK5aY0keXFPIzcsfaeP5hPbammNJCnop6H8QOiaIMfv4v4NVVyzsBT/ANYumcC0bBo7ExSERp7T5Xfr1HfEe5fffW6dy+dP5fL574gVJ48stYIchUIxPAa8ckkpj/b8A74E/FFK+bdSypellPu6//9p4CHgy2M1YIXDX3bU8d+vHCHLp1MQ8uB16bh0jaDXRX7QQ9y0+dLabdR3xE/L+OKmnfJShi4EkaTTC9Ln1rn35sVct6SUqGHTFjFo6krQHE7SHjUozQ1w7y2LWDOrMJPDHzVXzC/hB7cuZklFLh1Rg46YQXvU+WfakvevrOSndyyjMOThgder8Hu0lD4vl66h64L/ff1o5t/EBONAY5ijLRGC3uELIb9b56GN1b02EIZl8+jm44SGsGfpD7euYVqSl/c3Dvu1oyFh2ghtdGJJCMcANmEObCejj6JvpEKhGJxUrziXAT8bYNuzwKfSMxxFKhiWza9fOUzIqw8YEcjyuWiNJFm7qZrPXTpnjEcI2T4XhiXxuIa+eJu2pDD4juGkz63zuUvn8JHzZ/Dm4RZaI0ncusY5pdnMKQ5NmAlhQVkO33vfIuo6YhxsDJM0bbL9bhaV5/RW/O083kFDR4LcQOqTf7bPxc7aDqpbo1TkKxPLHtbtqHNqW0fw+/B7dFojSXbXOYbEbx5uJZq0yAuOLOrkcQn++HY1V8wvGbPfq8+tI+13ikxGgpROkrtXVQMrFKeFVGeCBLACeL6fbSs5uUG5IsNsrGojkjCHXL7L8rl4emc9H79g5phX7V01v4S1m2socA0+RtndDuniecV9toW8Li4bp3ljw2Fqjp+pOf37Yr11pBWr22ndsiVSOm1qBguaCSGQErZWtytRdgJHW6KjthZp7IoDOeys7cBO1Z+lHwIeneq2GHHDHrMlTF0TTM310REzBuyIMRTRpEVZnn/C3PgoFGcaqYqyh4BvCiEsYC3v5JTdCnwDuC8zw1P0R3VrJKWmwW5dI5q0aOpKjPnkfe3iUv60+Xhvk+mB6IyZTCsIMKefyrfJQG17jK6EQX1nvFucOTl2fo9OcZaXbL+7X4Fmd+fXKd4hYVqDitmhsKWT7wdOVeZoWqIK4RipRpLmmOaV3by8nJ//9eCIRVnCtLlNFZGMew41hdlytI1tNR0caQ6TtCQeXTCjMMTC8hyWVeb1W02sGP+kKsq+CGQB38Vx8u9B4hQAfDHN41IMgibEyXWvQ3A6bnrLcv188qKZ/HL9IbJ8rj4RDMeU0ami/Nq1Z0+6O3MpJb99rYrHth6nM2bicQnc3R5tEqfC9GhLFF0TzCgM9smTEohRVdmdiWR53VijaI2gCcfmAZzlu1EEygDnOx7rZcBL5xXzn+sPYdo2Lm14xza7b6AuPKsoQ6NTjAYpJW8daeW3r1dxsDGMLcGtC3wuDSEEhinZeLSV1w+3oAmYWRTirvOms3pG/qS7vk5kUm2zFAM+JIT4NrAamArUAW9KKfdncHyKfphZHEqpuixp2nh0jeKszJmlDsZNy8rxu3V+sf4QkYSBEKBrYJgSoUFZboCvv+ecSecDJKXkP144wJPb68gNeIgkzJOqMwX0uqhbtuRQU5iZhcGTks51XVBZoJYuT2TF9Dy2VPffemsobCmRUjJnihNdKM31j6r1lWE5517Q8853drQlwl/3NrKlup1jLVEMyybodTGvJIuV0/O5aG4RWaN0w8/yubluSSmPbD6esqM/OL/J9pjJ+1dWEDyNVjqK/umIGfzsxQOs39eExyXIG8Ac2Nt9o9ZjkHz3Yzu58KwiPn/ZnJN8ExXjl2Gdfd0CTImw08yS8lzyQx4iCaP3zr4/uuImH1hdeVpb+Fy9cCqXzCvmlQNNvHG4lZhhURTycvk5U5hfmj0p7+DW7ajjye115Hd7X9W1C6dfZj+fha4JLCk50hJh3pQs3C6NWNIiL+BmSXnuWA99XHP5OVO479UjWPbwzVM7YyZnTcni2V0N1LRFuyt+E8QNi/ygZ9hLkF1xkxuWlKFpgtr2GD96bj/batqRErxuDa9Lw687hrNvVTnRjV+sP8QtK8q5Y3VlSq2fBuLjF8ykqjnC5mPtKQkzW0paIwarZuRz13nTR3xcRWZo7IrzxYe20dARJ28QM+4T6TFItqXklQNN7Kvv4oe3Lk57r19F+hEyhRi9EKJyqOdIKY+lZUTDZMWKFXLjxo2n49CnlTcOt/D1x3YS9Oq9d0cn0hEzyPG7+c8PLie3Hyd5xenBsiV3/PoNEqbVW3xR2x6jqSvRp2n5iRiWZEq2lynZXlrCBp+5ZBY3Lisfy6FPCO5Zt4f1+xrJT9HDTkpJZ9zgeFucHL8bn1vHpTuFFrXtcSIJC11zloqLs73k+N1DpgNIKWmLGtz34ZUcbAxz7zP7sKXd/dqBX2xaNp1xk9JcP9+9aeGAxSGpkDAtvv+Xvbx6sBlNiD5eeeCIsc6YiWVLLp5bxD9eOXdUYlCRfjpiBp/7/WYauxIpGRgPRHvUoDDk4ecfWK4iZuMAIcQmKeWKfrelKMpshshiklKelrN5sooygJf2NfJvz+zrTabXNWfJUkpn+eWeUV7Yh6I5nODFvY1UNUcAp8XQpfOKT9ty6URgY1UrX3t050lWC5YtOdgYJm7YuAbwmbIl2NKmNNfPsso87rlx4bAMUicL9R1x/vb/NpEwrSGXAm0pOdoSpS1iEPTqzCkOoZ0QYYskTA42RtA15/OX0qmqnFEUHLRJd1vEYGllLlecM4XvPr2XkFcflthpjxpk+9387Palo4psSCnZeLSNP22qYfOxNmT3e5A4UVkhYPm0fG5eXsayyrxJGbUe79yzbg/r9zaSPwwD44FojSS5YE4R/zwJc3jHG+kQZXfRV5QVAO/Bcf7/tpTy/lGOc0RMZlEG0BU3+OveJtbvbySWtCjJ9nHtoqksrczLWB+6tkiSn7xwgNcOtyBtJz8MwLadooI1swr4/KVzKAh5B9/RJOS76/awfn9jnz6YpmVzpDlKNGkhkCcZdEopsWynAfTFc4v5j/cvHdOKvonGwcYwX1q7jahhkevv268SHEF2qDFMZ9wkx+dmZnGo38rNxq44de3x3u/DtJzk/dlTQn2EWU9eVnGWl69cPY8vPrQNn0cfUbJ/WzTJ3CnZ/Pi2JScJxZFS1xFjy7F2OmMG4LSXWlaZR0mOuoEar7x1pJWvPboj5SXLobClpC1i8O0bFnDuzII0jFAxUgYTZakm+j8wwKYfCiF+B8wc4dgUo6Qnsfe6JaVjcrzmcILP/2ELzeEkuX5XnwnDtiWvH2phf30X/3H7UhU1O4XGrkS/FiEuXWN2cZDOuElTV4JIwkII5z5ISud79rt1bltZoQTZEMwuDvHzDyx7J48LCHr03puUhGlzvC1GtPsmpjTXP+CSZFHIi8DJCwOJSxMkTJsjTRFmF4e6LUwkMcMimrSZURjknhsX8O0n9yAZuQlrrt/NnrpOnt5ZzzVp6Mc4NcfP1IWZi5or0s8Drx3B4xq6f3CqaELgcWk8sKFKVWSOY9JRZvO/wG+Af07DvhTjGCkldz+2k5ZwkvwBnM41TZAf9NAWNfjnR3fyqw8tVyd/igghyPG7yfG7MSwb03JEmUsXuHWN9qiRlqjJZKA018+9tyympi3Kuu11vHKgma6EiVsX5AU8tIaTzCoKDrkELISgKMtL0KvT1JWkPer4ZDt5aFG8bh2XpjEl28snLqjgsrOnUN0WZV9917C6NPR33IBH53/fPMpVC0rU9z7JONwU5mBjmLxR5JH1R8irc7g5zKHumwrF+CMdoqwYUOGQScCu2k4ON0VSmmxy/C6OtkTZVtPBkgpVJdhDSbaPXbUdMMTKrlvXOLV+Q+BEUBSpU54X4BMXzeITF83qfezHz+2noTM+rJy8gMfFtAIXZbk+OmImnXGD3ICbO9dMZ97UbBaW5fTefDy9s35UrY566Gn9tKe+k/mlOaPal2JiseVYO7ZMf9N3IQS2hM3H2pQoG6ekdFUSQlzYz793CyG+APw78Epmh6kYDzyyuQZI7UIhhAAhe1+jcLhi/hQEglRyOU8kYVj4PToLy9TkPBrCCZNndzeQPYJG4+AsMxeEPEwvCJC0JGtmFbKoPPekc2JrdVvalphtW3KwIZyWfSkmDttr2nvNpNONRxfsqOnIyL4VoyfVK9N6+ib69/xiXgI+na4BKcYvO4939HGWH4yQ18Wu2s4MjmjisaQil4KQYxg7nIk7krC487zpKUd3YkmL3XUddMZNLEsS9LqYMyVE4SQvvth0tA1bylFXrvZEHF490MTtq6f1Pi6lpKYtNir7gpOOo8G+hq607EsxcTjcHMlYNwivS+NIsxL645VURdml9BVlceColLI+vUNSjFeSlmQ41wkhBAnDytyAJiBCCD56/gy+9/RePC4tpQrZcMIk4HVx9YKSIZ9b3Rrlz9tqWbezrrfBucRpIWTbcO6sfG5aWs6i8pwBI57pWHobr3TEjFG1YjoRTUBTOHHSY7Z0LE7SmZwdU+fQpMOw7LT9hk5FCNHb41Ux/ki1+nJ9hsehmADk+N20R5OkarlkWjY5/rEzru2IGjy/p57ddV1EEiYhr4sFZTlcenYx2aNsX9Pv8WIGrxxooro1Rixpku13c9aULM6dWTBoF4XLzi7mSHOEBzdWk+N3DdqwvStuAIJ7blw4qMWIadn8Yv0hntxei5SQ3c9+bVvy5qFWXj/UwtySLP71+oXkBNzEDYtX9jfx4MZqjrVGnfZcLo28gIerF5ZwzYKpZ4wTeMKwsEfb1LIbTQiiSeuUx8CjayPqKtAfti0z8ttVjG/cukY8Q2JcSolHmQSPW1ISZUIIC1gjpXyrn23LgbdGax4rhLgF+CZwNrBKSjl5zcfGKVcvLOH+V4+kvOwWTVjcvLwiw6OChs44v9lwhPX7mrClMxlqwolavHygiV+9dIjLzp7CXedPT8vy3eGmMGs31bB+byOmLRHC8WezbWdS9rl1blxaxnsXl/YrpIQQfOyCGeQG3Ny/oQrLNvG7dXxurXtZzHFal1JSEPLyL9cvGDQp17Il//rUHl492ExewD2gGNA0QW7QjZSSffVhPv1/m1hYlsOT22tpjSSd8XfrOCmhOZzk+CtH+P2bx1g5PZ+PXTCTGYUTu09pwONKm3+fLWUfg1ohBDOKQlS3RtLSQ1ICZ0/NGvV+FBOLmYVB3qpq7e36kU4Sps2CMpXkP15J9aox2FVMZwi3/xTZCdwE/CoN+1JkgCvPKeGBDVWYlj1kTo5p2whNcFUKS26j4VBTmC8/vI3OuEmuv39BYtqSZ3bV8+aRFn5wy5JRNfJ+cU8D//bMPmwpyRngeEnT5vdvHuPJ7XV8732L+hVUQghuWVHBVQtKeHFvI2s31lDfEe8VeMsq87hlRTlLKoY2Af7l+oNsONhMQYoNqB27BY23u3suenWBS9dOSiyWQNywiCUt2jVYv7eJrdXtfPuGBSyrzBv6gxqnlOR407osVJnf97e0cnoeBxq6CI5S/0spEQjmlmSPbkeKCcfi8lw2HGrJyL6Tls2iclUwNF4ZVJQJITTeEWRa998n4geuBppHOxAp5Z7uY452V4oMkRf0cOeaady/oWrQiIxlSzqiJneumZbRxPL6jjhfWruNuGlRMEivQ5cmKAh56IyZfHHtVn75weUjGtdL+xr57l/2EvIN3jbH49LID3noiht88aGt/PT2ZQMKwSyfm+uXlHH9kjIsW2JYNl6XlvJ5UNMW5YltteQGUhNk4BQB7Krt7M2tEqKvQaWAXsd6S0pao0kkkq89soN7b1nMgglaBbq4PJeQ10XcsEYVhbBsiS4EF55V1GfblfNL+MNbxwZsMp8q4YTFzKLghI9OKobPV7BSzwAAIABJREFU0ml5aEKkPb9TSud3u3QC31id6QwY7hBCfAMwgCTOjfOG7r9P/NcJfB1Ym/GRKsYFt6+q5IOrK+mIGbRFTk6atmynjUdnzOC2lRV88Nxpg+xp9Pz6lcOEE2bKOTfZfhftUYMHNlQN+1h1HTG+//S+YfUxzPK5MSzJ1x7bkVJyua4JfG59WBfhddvrkN2vTQXTluypcwRZT1TOsOSgoW5dCFy6oC2apDNu8M+P7aQzbqQ8xvGES9e4eXl5n1yw4dIRM7h4XnG/zZ1Lc/1cdFYR7dGRf0a2lCRNm4+cP2M0w1RMUGYUBpldHCScMNO6X0foh5RH2ThmsEjZ+u7/CxzhdR9wqulUAtgNPJnKwYQQzwP9rWd9TUr5eCr76N7PJ4BPAFRWVqb6MkUaEEJw1/kzWDkjn0c3H+eVg81oAgQCS0rOn13ATcvKMx5JaQknePVgc7+T4mDkBNy8sKeBT1w0c1gJ1E9tr8OwbbLdwytcyPa7aOxKsPlYGyun5w/rtUMRNyz+vL1uWJ5bR5sjGFaPIBMgJbaU2EMkpjuRM43WiIFL13hxTyM3LC1Lw7sYe66YX8JvX6vqLWgYLj0C+4YlA7//z14yh41H2wh3F5wMB9ndo/CSecWsmpHe34xi4vCR82fw1Ud2jDri2kOP0P/wedNHPzhFxhjwaiGlfAnHgwzhNOH7tZSydjQHk1K+ezSvP2E//wX8FzgNydOxT8XwmF+aw/zSHDrjBi1hp/VMQcgzZpViz+1ucELxw0zadmmOeByOqIgbFo9vrSVrhInbmoCHN9akXZTtqevEtG2CemqfuWHatEUNECekCXQLMzOFasGel0QTJg9trOb6JaUTMt0gP+jhM5fM5j9eOEBOwN2nsfhg2FLSFk3yvmUVzC0ZOAE/J+DmnhsX8qW12+iKG30KAgbbf3vUYG5JFn//7rNSHpfizGPl9HwumVfM+r2N5IdGX8XeHjW4eG4Rq5XQH9ekdJsopfzWiYJMCJEjhFghhCjP3NAUE4Fsn5sZhU7ey1iW7o/G8VrXBDuPp+5ovflYG0nLGlFUBSDL52JrdRttkeSIXj8QXXGT4bg7NIcTzrJlP9tS3Y1LF4QTJo1dCbZWt6d+8HHGexaX8qE10+iIGil7Nlm2pDVicNm8KXzywplDPv/sqdn86LYl5Pg9tEaSGNbAx5FSEkmYtEUMzp9VyL/dvEg1nlfw2UtnU5LjG9VSODiCrDjLx2cvnTMhb6QmE4PllF0phPheP49/DWgE3gSOCiF+L4QYde23EOJGIUQNsAZ4SgjxzGj3qRg9hmWPS6PBSNIacUhfEwwrV6MtYmCP4iPQhEDXBK3R9Iqy4fhtSQlN4eQ7y5Z9npDafkT3fztiSQ5McKf5O9dM5+/fPYeYYdEaSRIbIM8sYTrbO2MmH1hdyT9dPS/lBuFzpmRx34dXcuuKCpKmEwVrCSfpiptEEiYdMefv9qhJQdDLN957Dl9/7zkEPOloS6yY6GT73Pzg1iUUZ3lpDSeH7bFnS0lrOElhyMsPb1087HQPxdgz2Jn/KU65VAshLge+DewA/hvHU+yTwCbgB6MZiJTyUeDR0exDkR7qO+Ks21HHn7fV0tUtXoIenWsXTuXaxaWU5fpP8wgh4NFHbAJqS4blIWVY9ug9X4TAtNK70h7yukhVl5qWPWixwXD0rRAnLIWOEe3RJBur2thd28m+hi4SphO5nF0UYn5ZDsun5Y2oovaaRaW866wiXtzTyIMbq3ujmSfm8QQ8OneumcaV86dSlDX8Y/g9Oh+7YCYfPHcam462saeuk/0NXSRNmxy/m4VlOZxTmsPZU7NUFEPRh6IsLz+9Yxk//+tB/rq3EY9LdJ/7A/9WpJSEEyZJU3Lx3CI+e+kcJcgmCIPNTEtxBNiJfASnvdKVPe2Vun8YdzBKUaY4/Vi25D9fOsQTW48jcSb9gqBzIhuWZO3mGh7eXMPVC0r43KVzRt0/cDTML81h09G2Eb3WsiTnDMOQM+DRGa3fqLQlgX6Woxo64/xlRx07jnfQFTfRNUGO381FZxVx4VlFg4rH2cUhZHdbn6HywSw5uPAaTm6ewDnmWHz/x9tjPLDhCK8caO4V4V6XhqY5dgGHGsM8s6seEKyemc9Hzp8xbAuJbJ+bG5aWcd3iUnbXddIUThBPOpYZuQE3C8pyBu26kCo+t875sws5f3bhqPelmFzk+N189ZqzeffZU/jta1UcaAxjS4lbF8750G06nTBtDEuiCef6cNd5M1SxyARjMFFWDBw65bHLgVdP6Xf5FPChdA9MMbZIKfm3p/fy4t5GcvvxIPO4BAUuD7aUPLWjno6Ywd3vmZ82d/ThcuX8En73+lFsW6a8lATdfQk1wbvPTt3Udl63eedIPYMShoXfozM1551WRVuOtbF2Yw0bj7YCjreZLgQSydFWyeZjbfzsrwe5cn4JNy0rozyvr89ZbsDDhWcVsn5fE/mD+LTBye7PJ70P6eSYDed77HY3I8efuSU2KSWPbz3Or14+jGUPbNQb6H7bti1583Arrx1q4aalZdywtJTiLN+whKOmiQnrv6aYHKyakc+qGfkcbgqz9Vg722raOdwcwTBt3C6NxYVBFpXnsqQyl1lFyvZiIjLYVbUL6L3lFELMAQqAN055XieOq79iAvPnbbW8sLeR/KB70FwtTQgKgm5ePdjCw5uquW3l6bEkKcrycu6sfF4/2DKsyqT2mMFl84rJCaQeyq8sCHDO1Gz2N3SRPYIlgEjC4s7zpuPSNaSU3L/hCA++XY0mBLmBgT9v07J5clstz+yq5+vvOYfVMwv6POfGpeW8tK9pSMGoawKkE9mWJyz7ShxBOBypaUuJ16WxpCIzBpS2Lfnx8wf4y846snyuQQssbBvaY0naIgZRw8SyJD9+YT+/fuUwxVlephUEOX92IVcvKDlj+ncqFDOLQswsCnHTclVrd6Yx2G3kXuD6E/6+Huca/uwpz5sBNKR5XIoxxLYlf3i7mqBHTyl5XghBllfnoY01mINUlGWaj18wE79XTzlpvytukO1zjciQ85YVFZi2PEnQpIJly952U1JKfvriQf7wVjU5fvegggwco9P8kAeXLrj78Z28fqhv44x5JVksKs8dMr/LpQsCHtdJy7CyO0rm0oa3NCdtmFOcOQPK/371MOt21pEXdA8oyKSEpq4Eu2o7qG6NEUmaaAg8Lg2vrhEzLDpjBnUdUf7vjaN88L43+dendqe9AlahUCjSyWBX4x8BHxNCPCyE+DnwLZwE/w2nPO8aYFuGxqcYA7ZUt9MaTg6rBN/r1gnHTd6qas3gyAanPC/A99+3CF0IpzJpgER2y5a0hBNYNswuyuILf9zCdT99lZt+sYGPPvAWD52Q4D0Qq2fks7DMET+pCjPH08rgjlWVFIa8PLb1OE9sqyV/kBZV/eF36wQ8Ov/y5G4ONoZP2iaE4BvXzac8L0BrJDno2IqzvejdIrDns/INM1/OlhKhwScvnJX6i4bB9pp21m6qIW8QwZo0bQ40hqltjyOEwK0LXJrozZkTQuDWBO0xA8OS5Ic85AbcvLy/ibseeJs3D2emp6BCoVCMlgFFmZTyMeALwErgTpxly1vkCVd9IUQJ8G5gXYbHqcggW6vbseTwI14SycbTKMrAyff6+QeWce6sAjpiJq3hJF1xg0jCpCtu0BpJUtceI2bYJC2bLdVtxE0bj9uZxJvDSf77lcPc/us3+M5Tu2nsjPd7HJeu8a3r5zOzKERrxBiy8tOwbNoiBlfNL+HONdOIGxb3v1pFts81rBy4HnxuHduW/M/rVX22hbwufnTbEuaVZNMaMbr9y/qOL9vvRmjvnPQ+t9Yr0lLFMCUVeQHedVb6k9VNy+Z7f9mLV9cGFK2JbkEWNyxcuhhQUPb086xpizl5h0I4eXdScvfjO3lxjwruKxSK8cegmbpSyp8APxlkez2gSokmOB3R5LAnZ3DylDpi6e3NNhLK8wL8y/ULaOpK8MyuenbVdhBJmAS9LsJxk521nYS8TrTp1Lwrt+5UV1q2ZP3+JjYfa+f771vU79JcyOviR7cu4YfP7eOl/c0gJaETcp6klMQMi7hh49I17jp/OnesqkQIweuHWkiaFkHvyJ25cwJu3jjcQmNXnOKsk/Ojcvxu/v2WxWw41MyDb1dzpCmMJelugeU0FdeFxtRsP13xJCDoSpjDKl5ImDYul+Bnty9Nuf/ncNh0tI2WSIK8QP+fkWU71ZaWLVNy4dc1gWHZtMeS5AcdKwu/R0fTBN9/eh+FWV4Wleem9T0oFArFaFAOhQqCXhcp9Mvugy37t3k4XRRleU9qgv6Ht45y36tVFITcQ+ZN6ZqgIOihK27wxbXb+PkdS/utePR7dL527Tl8/II463bW8diWWlrCSTThtG8qzfFx24UVXDy3uNfOQkrJH98+NmpbhZ7lvGd21vOhNdP7bPe4NC6ZW8wlc4s52BjmzcMtjpO8LckLuJlfmsOyylx++uJBntxe2y2qDYQAfSBTWd7pmefWNf7rQyuYOzV7VO9jIB7benzQHLva9jiGJYfVyUETguaud0QZOJYahmVzz7o93H/XSmXUqlAoxg3qaqTg7KnZI3LHl5JxayGwq7aD32yoItfvGlYie5bPTXvU4BuP7+K/P7xiQKFSnO3jrvNm8OE104kZFgnDxu/R8bq0Pq9p6kpQ1RwhdxgVnwMR8Og8s6uhX1F2IrMHScT/u8vm4HPrPLKpGreuEUmYxAwbsE/6HUgpe8V6SY6Pn7x/KUsqM1NxKaVkR00HQW//Ij+adFz1XcNsraUJiBl2H+uUkNdFSzjJH986xkffNXTLJIVCoRgLlChTsHpmPj63RtK0U+7vaFjOcy+cU5Th0Y2MP22qQSBGZHCa43dR0xZj5/FOFpYPLjqFcKoaB1hxA6AzbqJrfcXaSHDrGh2x0VUQaprgUxfNZNWMPB56u4Yt1W0kDZuIYWGYNpZtAwJdFxQEvdyxupLrl5aNyDE/Veo745i2HFBAN3UlAIZl3QHO9yOEJG5afSJiWT4Xj22p5Y7V0/C5x0/EV6FQTF6UKFPgdencuLSM/33zKAVBz5DiQUpJZ8zkxqVl47Jpcks4wYZDLWSP0Ny05/3/aXPNkKIsFQZrRD1chIBkGto1CSFYPi2f5dPyqeuIsW5HHXvruuiMG3hcGvkBD5eePYVzZ+ZnJH/sVDpj5oAFEJYt6YgZw46SnbqPU/G4NCIJg7eOtHLhWePz5kKhUEwulChTAPD+VZVsOtbGvvou8gLuAYWZ7LZ5mFEY5K7zp4/tIFPkr/sakXLo1kODkeN38cbhFjqixrCMZvvDybtLT99La4B2TaNhao6fvznNS3iD3QfEDKdReCZ6R9hSsr2mXYkyhUIxLjh9zQsV4wqfW+e7Ny3q9eLqiJ1s+yClE61oixrMLcni3lsWj9sE6arm6LAabPeHpjmWCk3h/i0yhkNhyIuk/2jNcIkbFtPy+xYgTHRy/e4BP59Y0mKEved7GWhZ1O/R2HG8Y3Q7VygUijQxPmdVxWkh5HXxbzcvYtPRNh7eVM226nb07snMtCULSrO5ZUUFK6fnndZm5EPRFTdGVLjQF0k0aY16L0Gvi0vnFvPcnoYhe1QOhWlJ3ncGtlYpyvLi0TVMy+7z2xrN8q+UEinB6+7/9+rWNVqVy79CoRgnKFGmOAldE71Nbxu74rxxqIX2mIHP7TTUnluSNa4FGTgiaLjtkAbCn6YE8OuXlvH8nsYRNzUHx8ne73GxekbfHpgTHSEESypyeLuqldzBqiaGiSWdaNhgIj0NAcxxSyxpUdUS4VhrlLjhRBz9Hp2KvAAzCoPjMidUoZjMKFGm6ENzOMHTO+t5ZHNNb6TI7jYiBXjX7EJuWFrG/NLstFQUppuKvAD2KHPrbSmxbElBmioO5xSHmF4Y5FhLZEQ5alJKOuMmHzp3WsoVshONG5aW8daRtj6PD7c354lIKSnKGvg7NC1JQWj0ViXjiXDCZP3eRh7dcpzqtiguTWDasjcdQRMCXROYlqQiP8BNS8u4eF4xIa+aDhSK0406CxUnseVYG19/fBcJ0yLo1ft4a1m25JUDzbx8oInrFpfy6YtnjyqhPhNcdnYxD7xWhS3liJcxO2Mmy6flj3q5sQchBF+5eh6f+8OW3m4Dw6E9ajC7KMStKyrSMp7xyNKKPEpyfDSF42T73vnd+T36iHIErW6LjRz/wKIrblicnSEz3LEmblj87xtHeWRzDaYt8bq0IYt2msNxfvLiAX6x/iA3Li3nQ2uUPYhCcTo5M2+5FSNiy7E2vvLIDoSQ5Ac9/Voh6JogL+gmx+/msa21/Pj5/WlbKkwXxdk+VkzPozNmjHgfUsL7lpelcVQwvTDId25cgC2hM57a2KSUtEaSTM31c89NC8/o5SZNE3zlmnmYlsQ8IdTpd+tIObz6Vcf4VlJZ4B9UmEs4I1ot7anr5OP/s5GH3q4m4NHJD3oIel2DRrJ7PPbygx4CHp2HNlbzsd++za5aVfigUJwulChTANAWSfKNJ3bhcYmUqip1TZAfdPOXnfU8s6t+DEY4PG5eXo4tR1bx2BkzKMzysLQi/e71i8pz+cntS8nxe/qtcu3B7G5o3hY1WFKRy09vX5q2qN14Zl5JNh86dzrtUaP3u3PpgpDXlfJ3KaXEtCUFIQ9ZvoGjZGZ3o/I1syZ2jt5zu+v5wh+30hpJkB/yjCjn06VrFIQ8tEWT/MODW3l65/g7pxWKyYBavlQA8NyeBuKGNayJXxOCgEfjf984xpXzS8ZVftmSilxuXlbOQ5tqyA+4BzQmPZVIwkQTgn+5fkHKrxkus4pC/O6jq9h8rJ21G6vZVtOOLkRvJKjnY7xy/hSuW1I2YLukM5UPnltJNGny8KYagl4dn1unONvL4SYTyeB+ZT25gHlBD2W5/kGP0xkzuOKckpOWSicaz+6q595n9pHlc6Ul1zDL5yZp2vzg2X1IKbl64dQ0jFKhUKSKEmUKTMtm7cbqEZmS+t06TeE4O453jKtlICEEH7tgJjHD4s/b6wh1T+4DYUtJZ9TE49a458aFzCrKrBBy6VpvlWtte4yjLVEiCRO9Oyo0ryRr0CjPmYwQgk9cOJOZRUF+8sJBWsJJsv0uQl4X4YTZb0PynuiYEIKyXD8FocE7U8QNC69LH7cGyKmw83gHP3h2f9oEWQ8el0aWz8WPnt9PWZ5/XJ3XCsWZjhJlCvbWd9EVN0fUMFsIAVLwzK76cXfx1jTB5y+bw+ziEA+8VkVb1EATjh+bJpx8IsOShBMmAlhSnstnL51DZcHYmrOW5vopHSKqM9kQQnD5OSUsrczj928e45ld9eQEXHTGkyQt0RtZ7MlnFEKQF/QwJds7ZFsoy5aEExb/76q5Ge3nmUliSYvvPLUHty4yUo3rcWl4LI171u3hN3etOqNzGRWK8YQSZQraoslRtbBx64KGzkTaxpNOhBBcu6iUqxZM7TXF3V3bScyw0DVBts/NrSvKuWZh6ZDLXYqxpzDk5fOXzeFjF8xg67F21u9v5KG3a5BIPLqG36MT8LgI+fSUrDNMy6Y9ZnD7qkreffaUMXgHmeE3G47QHE5QEMpcnmHI66I1kuS/Xz3M5y6dk7HjKBSKd1CiTIFpy1F1ZhQivU23M8GJprgAti0RgnGVB6cYmIDHxXmzCzlvdiHXLS7j64/vJJxworup2p50xAxsG/7mXTN5/8qKCfvdt0eTPLGtdkSR7eGS43fz5PY6Prh6GnmToNBEoTjdqOpLBdm+0Wlz05bkjcEEkU40TUzYSXmys6Ash998ZBUXzy2mPWrQGkmSNO1+rVksW9IeNWiLGEzN9vOzO5Zy+6rKCf3dP7+nAVvKMfEH1DWBlJLn9jRk/FgKhUJFyhQ4NgSaEP32HUwF25ZcdFZxBkamUPRPjt/NV685mw+unsaT22t5bncDbVEDl6YhkQjo9TZbVpnH+5aXsbQiL2MVtWOFlJKHN9WMaY5XwKPzp0013LK8fEKLWYViIqBEmYKg18VVC0p4cnvtsL2wkqaN16Vz3uyJ7fWkmJhUFgT420tm8+mLZ9ESSVLdGiVu2Lh0wZQsH2V5/nHXcWI0tEaStEWSY7J02YPXpdEWTdISSU7YwgiFYqKgRJkCgPcuLuWp7XXDipY5/RgN3r+ycsiKN4UikwghKAx5z3jRcKQ5MuZL76K7V+bhpsgZ//kqFKcblVOmAGBGYZA7z5tGe8xMyTldSklb1GBmYYg7VleOwQgVCkVVSwTDGvu2ZoYlqWqOjPlxFYrJhoqUKXq5Y1UlCcPiD29V43FphLx6v3fkCdOmM2YyqzjI929alFJbJoVCMXq64ibD6wKaHgSSroQ55sdVKCYbajZV9CKE4KPvmsm8qdn87vWjHGoKA+DSBEI4VZZIx57gzjXTuHVFhTKVVCjGkH4KTMcIgS3Ht+2NQnEmoESZog/nzSrkvFmFHGwM88KeBmrbYxiWJDfgZs2sAs6dWYB7BFWaCoVidAS9+mkRZlJCwK2mC4Ui06izTDEgs4tDk64Zdn+Yls324x3sq+tk+/EOWiNJAAqCXhaV5zC3JItF5blnVJWfYnxSkRfISFuloXDpgumFwTE/rkIx2VCiTKEYgLhh8diW4zy8qYZwwsS0JR6XwN3dzqe6NcrbVa1Ouya/067pvYtLVSWqImPMKAqSQh1OZo6tRJlCkXGUKFMo+mFXbQffXbeHhs4EQa/ery+Un3fEV9yw+NVLh/nztjq+cs085pVkj+r4UkoONYXZWNXG9poODjaFiSctEJAX8HBOaTaLynI4d2aBan8ziSjJ9uF36yRNe8wiZj3HmprjG5PjKRSTGSXKFIpTeH53A/c+sw+XLlJu+Oxz6/jcOk1dcb7wx6185ep5XDR3+F0OpJRsONjC796o4khzBFuCRxf43Dpet+NW3xFL8uLeBl7Y04AQggvnFPKB1dPU8tIkQAjBexeX8uBbx8jPYDPyE+lKmNy6Qrn5KxRjgRJlCsUJvHqgie8/vZeQz4V3BJGIbL+bhGHxnXV78Ll1Vs9MvdNBczjBD5/dz9tVrXhcGnkBdz8TocClOSIQnN6OL+1v4pUDzXxozTRuW1ExolZZionDNQtLePDtY9hSptyMfaTY0mlZde3C0oweR6FQOKirt0LRTWNXnO8/vZegVx+RIOvB69bxu3XuWbentyhgKPY3dPGx325k09FW8oNusnyulCITuibID3oIenUe2FDFP67dRkT5SZ3RTM3xc/7sQtqjmf+eO2Ima2YVUJrrz/ixFAqFEmUKRS8/em4/SUv2RqFGg9+jEzNs/uOFA0M+92BjF198aBumZZMX9Ixomcita+QH3eyu6+SfHtlOLGmNZNiKCcLnLp2D360RNzL3PccNC69L4/OXzsnYMRQKxcmo5UuFAjjcFGbT0Tby0tjoOS/g4vVDzVS3RqnID/T7nHDC5KuP7sSWNlm+0R1bCEFewM3eui5+9uIBvnTVvFHt70QiCZMjzREON4U52BgmZlhowsm5O2tKFjMLQ2dc8+/xTH7Qw9+/+yy+s24Pbl1L++du2ZJIwuKr18yjQPW7VCjGDCXKFArgz9tqAdKazOzsS/DUjjo+ddGsfp/zn+sP0R5Nkp+mCsoeYfbs7gYuPbuY5dPyR7wvKSU7j3fyyJYaXjvYgqaBaUk0AZomkBJM28bVbRES8rm4eVk5V8wvSdv7UQzMRXOL2N/QxdpNNeQG3GkTZpYtaYsY3LKinItHUKyiUChGjhJlCgXwyoFmQt70nw4Bj8ZL+5v6FWUHG7t4bncDuf70RefAEUw+t8a/P7Of//vYarQRTNZHWyJ87y97OdzkNKHO9ruGnPTjhsX9G47wwGtV3LaygjtWVyrPtgwihODjF84EYO2mGkJeHe8ol94ThkU4YfG+5eV84sKZquJSoRhjVE6ZYtLTHk3SETdw6+mfgLwujeZwgnA/yfePbakF5IhE01AEvS7aokm2VLcN63W2LXnw7WN88nebONIcITfgIi+YWhTG59bJD3oIeXV+/9YxPvW7TRxsDI/0LShSoEeYffnKuZi2pC2SRI6gD5OUTnTMsCX/eMVcPnWREmQKxelAiTLFpKe2PY5b0zIyCQkhcGka9R2xkx6PJExe2NtAVpqjZKfyyObjKT/XtGz+7Zm9/PqVI72GuSP5TFy6RkHQQ31nnL/74xa2VrcPex+K1BFCcPn8Eu67ayXLpuXRFjVojSQxraEbiJuWTWskSVvUYGllLvfftZIrF5QoQaZQnCbU8qVi0mOkMHmNBgEY1snRi0NNTgTJlcHE+JBPZ1t1O1LKISdZKSU/fG4/z+9pJD/oTov/VY7fTTRp8tVHdnDvLYuYX5oz6n0qBqY4y8d3b1rEkeYIf95WyzO76rGTFrYNknc8zRzvMYGmgUBw7cKpvHdxKTOLVJ9bheJ0o0SZYtLjtKvJZENBifsUQ9dDjWFMK7NNDF2ahmlb1HfGmZozuM/Uuh11PLu7nvygJ62GpAGPi0jC5OuP7+L+u1aSk+HIoMLpUfn5y+bwqYtmcaw1yuGmMPsbwkQSJhJJyOvmrCkhZhYFqcgPqLw/hWIcoZYvFZOesjw/hiVHlIszFFJKDEtSdor55qHmCNoYnH2acJZnB6O+I84v1h8iy5eeCNmpBL0uuuIGP//rwbTvezzwzW9+EyFEn38HD77zft98803OO+88fD4fU6dO5Stf+QqWlVkvOY9LY3ZxiCvml/DZS2fz/66exz9dfTafvXQ2V8wvYXZxlhJkCsU4Q4kyxaQn2+cmL+ghmYHIVcK0mZLtw+85efJLdPt8jQVD5Rb95IX9WLYcVReDocgNuFm/r5Etx4ZXeDBRmD59OnV1dSf9mzFjBgDV1dVcfvnlzJ07l02bNvHLX/6SX/3qV3zta187zaP/l26kAAAd70lEQVRWKBTjDbV8qVAAl8wt5tEtNXhd6fXXiiYtrltc1udxt65hZyAydyoSgWuQqtKatigbj7aRm0bT3P7QhEATgofermZpZV5Gj3U60HWdkpKSfrf98pe/JDs7m/vuuw9N05g/fz7Hjx/ny1/+MnfffTfBoGokr1AoHFSkTKEA3rNoKkBahVJPM+drFk7ts216YZAM1xcAzvJpcZZvwO3rttchYUyidtl+F5uPtVHfMfhy6kSkpqaG8vJyysvLufrqq3nttdd6t23YsIErrrgC7YT16quuuopoNMqWLVtOx3AVCsU4RYkyhQKoyA9wwexC2qNG2vbZHjW4dF4xJTl9RdGsolBGfNFOxLIlQtAnn60HKSXP7G4gKwOmuf2hCYEt4Y3DzWNyvLFi1apV/OY3v+Gpp57iD3/4AwUFBVxwwQU899xzANTV1fWJovX8XVdXN+bjVSgU4xe1fKlQdPPZS+ew6Vg70aRJwDO6UyOSMMnyufn0JbP73T67OIRtO8IpU/0iIwmTc6ZmD2hO2xY16Iobae33ORQuXbCtuoMblpaP2TEzzTXXXHPS3xdccAE1NTXce++9XH755adpVAqFYiKiImUKRTd5QQ93v+ccEoYkboy8Mi6WtDAsyTfeew7ZAzQZz/G7OX92AZ2xvk7/6cKSkpuWDSx+jjSH0TUxpkahPrfGnvrOMTve6WLNmjVUVVUBMHXqVOrr60/a3tDQ0LtNoVAoelCiTKE4geXT8vjW9fNJmpKOqDEsmwwpJe1RA9OWfOfGBSwqzx30+TctK0eSGSuOmGER9LhYNWPghuSNnQksO/PFBifi0TWauhIZec/jic2bN1NRUQHA+eefz3PPPYdtv5NE+PTTTxMIBFi6dOnpGqJCoRiHKFGmUJzCuTML+PkHllGRH6A1Yjimm4OICCklkYRJa8RgRmGQX35gOcunDSyGephfms2aWQW0RdMbLZNSEk1YfP6yOX1Ma0/EsCVjrMl6PbzMsT5wBvmHf/gHXnzxRQ4fPszWrVv5zGc+w3PPPccXvvAFAD796U/T0dHBxz/+cXbt2sUTTzzB3Xffzec+9zlVealQKE5C5ZQpFP0wozDILz6wjOf3NPDHt6qp74w71ZTCccoHx/9L4rSq+f/t3XmUXWWZ7/Hvc4Y6NSZVSSqBjJWJMISETFxGsREBvVwxCo3iEGV5aZt1Xc1VBpFeNO1AI4K0LY69XAsc0FaEa1wNIQSltVHAAAkhQEICISHzUJWk5jM89499Kh6KolLTOXtX6vdZ66w6Z+999n7Os2p46n3f/b6T6sr5yJKpnH/ieBK9FEKFzIxr33MCa7Y9MyTj2LocaElzxoyxnHdCfa/HJWJGqVc4dA9aBou5vFSp7dy5k09+8pPs3buX0aNHM2/ePFatWsX5558PwJQpU1i5ciWf//znWbRoEbW1tVx99dV89atfDTlyEYkaG+7dCIsXL/bVq1eHHYYcw9ydTXua2bSnmRd3HGRfcycA9dUp5k4axazxNcysrxrw2KzntzZy04PrSCVib5tktr8aW9McP7qcb31kwVGXNPrT5n18+bcvFX2OskLpbA53ePCas0t2TRGRKDGzZ919cU/71FImchRmxuwJNcyeUMP7ephzbLAWTK3ja0vncstv1tPUmmZ0RaLfBV425zS1pZlSV8k3LpvXpzUmZ4yrLuqKnz1p68wyf0rvY+1EREYqjSkTiYBF08bwnSsXMm1sMI6tr3d/ujuH2tI0taa55NTjuefKBYytTvXpvRNGpSiLx466DNNQ6sw4849yA4SIyEilljKRiGgYV8V3rlzIb1/Ywf1Pb6WxJY3jlCfjlCdjR2bdz2RztKVzdGZymMFJx4/iqrOn97sFysw4d/Y4Vr28mzFVQ7u8VE/cnXgMFjcc/SYIEZGRSEWZSIQk4jGWLpjMB+ZP4tk3Gnlq837W7TjIG/tbjtwpWZGMMee4GuZPHs15J4ynYdzA7+D74IJJPP7ybty96POVNXdkmVFfzazx1UW9jojIcKWiTCSC4jHj9Oljjswz5u50ZnPEzYZ0wtfZ46uZXl/NG/tb+jQObaDcnc5MjiuWTCnaNUREhjuNKRMZBsyMVCJOIh4b0hYtM+Pz7z2BbM7J5Io3tuxgW5pTJo7iXbN7n6ZDRGQkU1EmMsKdMKGGK5ZM4WBr75PkDlRHJkvMYtxw8YnvuA6niIio+1JEgI+fMY11bx7kpZ2HqKtMDllrXDqbo6U9yxffdyITayuG5JwjSS7nbG9q4/V9LWzYdZidB9toz+Rwd1KJOPU1KU48roYZ9dVMqavo88TFIhJNKspEhFQizleXnsoXf/0CG3Ydpq4qeeRuz4FqT2dp6chy7QWzOf+kCUMU6bEvl3Oe39bIg89t5/mtTcFKEkAm5yTiRldjY86D+emWmxEDnOBO3MsWTeb06WN6XWJLRKJJM/qLyBFtnVnuWrmB/9q4l8qy+IBWGHB3mtoypBIxbrhoDudoHFmfNHdkWLl+F79cvY3GljRmTk15kngfu3xzOae5I0M2B5VlcT60cBL/c97Ekkx3IiJ919uM/irKROQt3J0/v7afOx/dQHNHhvJkjIpk/Khdmtmcc6gtg+OcPn0M115wAuP6OJHtSLd6ywFuX/EKh1rTVAywGC7UkQlaKVOJOP/wnlm856QJRZ/yRET6RkWZiPRbc0eGJ17Zwy/+so19zR1HFmRPJeJHutAyOae9M0cibjhw9syxLF0wmbmTRqkI6IPD7Wm+98RmHntpN+XJGFWpoR1R0tWFvLhhDF+4UEWySBSoKBORAXN3Xs0vyL5u+0E272mmPZMlbkZtZZJTJ9Uy57gaTjp+lLrK+mHbgVauf2AtB1o6qa0c/Bi+d+LuNLWmKS+Lc9vSUzll4uiiXEdE+kZFmYhIhGze28x1v1xLRybHqIrS3G/V0pEhk4OvLZ3Lwql1JbmmiLxdb0VZZG7PMbNvmNkrZvaCmT1kZlq1WESOOdsOtHLdr9bSmc2WrCADqEolSMaNmx96kRe3HyzZdUWk7yJTlAGPAXPdfR6wEbgp5HhERIZUS0eGGx54gfbOLDXlxVvW6p1UlsVJxODmh9ax51B7ya8vIr2LTFHm7ivdPZN/+RQwOcx4RESG2r//4TX2t3QwurL0BVmXqlSC9nSOO1duKMoKDiIycJEpyrq5Cngk7CBERIbK81sbeXjdTmqLuPB7X9VWJnh+axMr1+8OOxQRKVDSoszMVpnZiz08Li045mYgA/ysl/NcbWarzWz13r17SxG6iMiAtXVmuf2RV0glY5FY/9PMqC6P8+3fv8rewx1hhyMieSVdZsndL+htv5l9CrgEeI/30q7u7j8EfgjB3ZdDGaOIyFB7YsMeGls7IzVlSCoRp7m9k9+s2c5nzp0RdjgiQoS6L83sYuAG4APu3hp2PCIiQ8Hd+cVftpJKRObX7RE15QmWr91BRyYbdigiQoSKMuAeoAZ4zMzWmNn3ww5IRGSw1u84xK5D7VQOcumkYihLxOhIZ/nT5v1hhyIiRKgoc/dZ7j7F3U/LPz4bdkxSfN/4xjc488wzqauro7a2lnPOOYcVK1a85Zj169dz+eWXM3v2bGKxGJ/5zGdCilak/36zZju4RXbZqWQ8xi//si3sMESECBVlMjL97ne/46qrruL3v/89zzzzDGeddRaXXHIJTz755JFjWltbmTp1Krfccgvz588PMVqR/nF3Vm9ppLo8eq1kXapS8WDprLS6MEXCVtKB/iLdPfLIW2c+ueOOO1ixYgUPPvggZ599NgBLlixhyZIlAPzoRz8qeYwiA3WgpZOWzgx1Ic5LdjRmRjxubNnfwonHjQo7HJERTS1lEim5XI5Dhw5RVVUVdigig/bavhbiseh2XXbJ5pzX9raEHYbIiKeiTCLltttuo6mpiauvvjrsUEQGbfOeZtLZ6M/aY4bWwxSJAHVfSmR897vf5bbbbmP58uVMnqxVtmT423O4nQjMFXtUyVhMk8iKRIBayiQS7rzzTq6//nqWL1/OBRf0OsewyLDRns4Ni6LMDNo1V5lI6NRSJqG75ZZbuPvuu3n44Yc577zzwg5HREQkFCrKJFTXXnstP/jBD/j5z3/OnDlz2LVrFwAVFRWMHj0agM7OTl566SUAmpubOXDgAGvWrKGsrIyTTz45tNhFjqY8GSMX/SFluEN5IrrTdoiMFCrKJFTf+ta3AFi6dOlbti9btox7770XgB07drBgwYIj+5599lkeeughpk2bxpYtW0oVqki/ja8p551X8Y2OdC7H+FGpsMMQGfFUlEmoell3/oiGhoY+HScSNbPGV5OIR39QmTvMnTg67DBERjwN9BcRKZLp46rI5jzy/1QkYsb0es0NKBI2FWUiIkUypqqM6lSCTIQHlrk7mazTMFZFmUjYVJSJiBSJmbG4oY7D7ZmwQ3lHzR1ZZk2opjypgf4iYVNRJiJSRB+YPwmwyHZhZrLO5YunhB2GiKCiTI5BUf3jJyPTKRNHMXF0Oa2d0ZuctTOTI5WMcdbMsWGHIiLo7ksZxtydzXtbWPdmE2vfbOLlnYdpbO0km3PiMWNMVRknHlfD/Mm1nDq5llnjq8MOWUYgM+OKJVO4e9VGqiI260RzR4YrlkwlpTnKRCJBRZkMO52ZHE9u3scvntnK6/tacIdE3ChPxqmtTGKAAx2ZHE+/foAnN+0nZjC9vporlkzh7JnjKEuokVhK591zxnPfn7fQ3JGhOhWNX7sd6SypRIxLT5sYdigikheN3w4ifbRx92H+5eGX2d7URjIeo64yidnb54EyIJUwUvniy93ZdqCVf/nPl5lUV8GX3n8SsyfUlDh6GakqyuLc9L6TuO5Xa6lIBi25YXJ3mjuy3HDRHMZVR6z5TmQEU3OBDAu5nHPvk6/zufufY/ehdsZUlVFTnuixIOuJmVFTnmBMdRm7DrXzf+5/nvv+tIVchKcqkGPL/Cm1XDLveA62pcMOhabWNAun1XHByRPCDkVECqgok8jLZHN8fcUr/PTpN6gpTzCqIjmo842uSFJTHucnT73BHY++QiabG6JIRXr3v981g3HVKQ62hleYtXRkKC+Lc92Fc/r8T42IlIaKMok0d+ebj23k8Vf2MKaqjER8aL5lE/EYY6qSrHp5D/+66lXdsSklUVmW4I7L5lFRFudQCC1mrZ0Zsjm4/UPzqK9Rt6VI1Kgok0h7ZN0uVr60mzFVSWJD/F99zIwxVUlWrN/FivW7hvTcIu9kcl0ld/3taZQn4yVtMWvuyJDJwm0fOpWTjh9VsuuKSN+pKJPI2n2one88sYma8sSQF2RdYmbUlMf5zu82sedQe1GuIdLd9HFV/NtHF1BbWcaBls6ijm10dxpb0yRiMe762/mcNqW2aNcSkcFRUSaRddfKjWRzfuQOymJJJeKks0E3qUipTK6r5N+XLeaiU46jsTVNS8fQL8XUns5yoCXNkoY6frRssVrIRCJORZlE0pZ9LazZ1sjoitLM2lJbmeC5rY1s3d9akuuJAFSnEnzhwjnc/uF5lCfjHGjupK0zO+gxjh3pLAdaOnGHL73/RL5y6VzGauoLkchTUSaRtHztDnBKdndY13V++8KOklxPpNCiaXXc++nTueZvZlGVStDUljmyOkVfZXPOwbY0jS1pYrEYnzqrgXs/fTp/c+IE3WUpMkxo8liJnHQ2x6PrdzGqRK1kXWrKEzyybid/964ZQ3aXp0hfVaUSfHDBJC49bSJrtjXx4PPbee6NRrI5x4B0zknGDQMwcA8WE4/H/rrt5ImjuGzhFJY01Ol7WGQYUlEmkbP1QCs595L/UUnGY7R2ZNnW2Mb0cVUlvbZIFzNjwdQ6Fkytw93ZebCd1/e1sGHXYXYdaqM9nSOXc8qTccbVpJhzXA0zx1Uzqa4i9JUCRGRwVJRJ5Ly+t4VcSPOG5YDX9zWrKJNIMDMm1lYwsbaCs2eNCzscESkytW9L5GzcfZiw5nLN5ZwNu5rDubiIiIxoKsokcg62pYs2L9nRxGNwuD38tQlFRGTkUVEmkZNzJ7ybxYyMFikXEZEQqCiTyKlIxkMbU+buVCbjoVxbRERGNhVlEjkz66vxXDjXzjnMHK9B/iIiUnoqyiRyZtRXE4+H03+ZjMeYPq46lGuLiMjIpqJMImd6fRXZnJe8CzPnTiaX03QYIiISChVlEjnVqQQLp9ZxuG3oF2juzaG2DIum1lGV0vR9IiJSeirKJJI+vGgyYdwEedniyaW/qIiICCrKJKIWTq2jripJS0dpWstaOjKMqSpjwZS6klxPRESkOxVlEknxmHH9RXOOrPNXTLmc057O8YUL5xDT2oEiIhISFWUSWYumjeGiU46jqa24M+w3taW5eO5xLJqmVjIREQmPijKJtM++eybHj66gqbU4hVlTa5qJtRX83Xkzi3J+ERGRvlJRJpFWnUpw5+XzGVNVRlNrGh+iaTLcncbWNGOry7jz8vlU645LEREJmYoyibz6mhTf/ugCpo6tpLElTSY7uOn+09kcB1rSNIyt5NsfXci46tQQRSoiIjJwKspkWBhbneI7Vy7kE2dO43B7lsaWdL8nl83lnMaWNM3tWZad1cA9Vy5kTFVZkSIWERHpH/XZyLCRjMf4xJkNnDVrHPf9aQtPvbYfgFQiRkUy3uOdk9mc057O0pHOYWacMXMMy85sYEa9llISEZFoUVEmw87M+mq+fOlc9hxuZ+X6Xfz3pv1s2dcCgBkY4EBXQ1rDuCrOmTWWi045nvoadVWKiEg0qSiTYWt8TTkfP6OBj5/RQCabY3tTG42twZizRDxGXWWSSbUVJOLqpRcRkehTUSbHhEQ8xrSxVUwbG3YkIiIiA6MmBBEREZEIUFEmIiIiEgEqykREREQiQEWZiIiISASoKBMRERGJABuqtQTDYmZ7gTfCjiPCxgH7wg5imFHO+k856z/lbGCUt/5TzvqvmDmb5u71Pe0Y9kWZ9M7MVrv74rDjGE6Us/5TzvpPORsY5a3/lLP+Cytn6r4UERERiQAVZSIiIiIRoKLs2PfDsAMYhpSz/lPO+k85Gxjlrf+Us/4LJWcaUyYiIiISAWopExEREYkAFWXDmJldbGYbzGyTmX2xh/0pM/uP/P6nzawhv/29Zvasma3Lfz2/1LGHZaA5K9g/1cyazey6UsUctsHkzMzmmdmfzWx9/vutvJSxh2UQP5tJM7svn6uXzeymUscelj7k7F1m9pyZZczssm77lpnZq/nHstJFHa6B5szMTiv4uXzBzK4obeThGcz3WX7/KDN708zuKUqA7q7HMHwAcWAzMAMoA9YCJ3c75hrg+/nnHwH+I/98ATAx/3wusD3szxP1nBXsfwD4FXBd2J8n6jkDEsALwPz867FAPOzPFPGcXQn8Iv+8EtgCNIT9mSKSswZgHvBj4LKC7WOA1/Jf6/LP68L+TBHP2QnA7PzzicBOoDbszxTlnBXs/xZwP3BPMWJUS9nwdTqwyd1fc/dO4BfApd2OuRS4L//8AeA9Zmbu/ry778hvXw9UmFmqJFGHa8A5AzCzDwKvE+RspBhMzi4EXnD3tQDuvt/dsyWKO0yDyZkDVWaWACqATuBQacIO1VFz5u5b3P0FINftvRcBj7n7AXdvBB4DLi5F0CEbcM7cfaO7v5p/vgPYA/Q4mekxZjDfZ5jZImACsLJYAaooG74mAdsKXr+Z39bjMe6eAQ4StFYU+jDwnLt3FCnOKBlwzsysGrgR+OcSxBklg/k+OwFwM3s03x1wQwnijYLB5OwBoIWg5WIrcKe7Hyh2wBHQl5wV473D2ZB8bjM7naDVaPMQxRVlA86ZmcWAu4CiDl1JFPPkEm1mdgrwdYIWDendrcDd7t6cbziTo0sA5wBLgFbgcTN71t0fDzesSDsdyBJ0KdUBfzSzVe7+WrhhybHIzI4HfgIsc/e3tQzJW1wDPOzubxbzb4CKsuFrOzCl4PXk/Laejnkz3x0yGtgPYGaTgYeAT7r7SPgPCQaXs/8BXGZmdwC1QM7M2t29OIM9o2MwOXsT+IO77wMws4eBhcCxXpQNJmdXAivcPQ3sMbMngcUE46SOZX3JWW/vfXe39z4xJFFF22ByhpmNAv4TuNndnxri2KJqMDk7EzjXzK4BqoEyM2t297fdLDAY6r4cvv4CzDaz6WZWRjBYeHm3Y5YDXXciXQb8zt3dzGoJfhi/6O5Plizi8A04Z+5+rrs3uHsD8K/AbSOgIINB5Ax4FDjVzCrzhcd5wEslijtMg8nZVuB8ADOrAs4AXilJ1OHqS87eyaPAhWZWZ2Z1BC3/jxYpzigZcM7yxz8E/NjdHyhijFEz4Jy5+8fcfWr+b8B1BLkb0oKs60J6DNMH8H5gI8FYgJvz274MfCD/vJzgTsFNwDPAjPz2fyQYt7Km4DE+7M8T5Zx1O8etjJC7LwebM+DjBDdGvAjcEfZniXrOCP4D/1U+Zy8B14f9WSKUsyUEra8tBK2K6wvee1U+l5uAT4f9WaKes/zPZbrb34DTwv48Uc5Zt3N8iiLdfakZ/UVEREQiQN2XIiIiIhGgokxEREQkAlSUiYiIiESAijIRERGRCFBRJiIiIhIBKspEpOjM7FNm5mY2q4d9ify+W49yjob8cZ8pWqAiIiFSUSYiIiISASrKRESGmJklTYukikg/qSgTkWNKfgmVn5nZXjPrMLM1Zra0YP/l+W7QeT2892EzW1vwOmFmN5nZK/lz7TCzu8ysvOCYrm7Va8zsDjPbAXQAtWZWb2Y/MLONZtZqZtvM7H4zm9TDtT+av067ma0zsw+Y2RNm9kS34+rN7Ptmtj0f0ytmdvUQpU9EQqQFyUWklOL5dTDfsm2oTm5mU4CngT3A/wX2AlcAvzazD7r7cuC3wEGCpWZuKHjvBIJ1E28sOOVPgf8FfB34E3AS8BWgAfhwt8vfTLC23tX5z9QOTM1/vSkfy0TgC8CTZnaiu7fnr/1e4GcE6/B9HqgnWGO1nGBJmK4YRwH/DVQQLPf1OnAR8D0zS7n7t/udNBGJDBVlIlJKxV5c+1bAgPPcfX9+26P5Yu3LwHJ3bzezXwFXmtkX3T2XP+6j+a/3A5jZuQQF3TJ3/3F+3yozOwD81MxOc/c1BdfeDSz1t65dtwH4h64XZhYHniRYePx9BItCA/wzwVqXR95vZi8CqykoyvLnmgac6u6vFsRUC/yTmX3P3TN9zpaIRIq6L0WklJYSLPhb+DhjCM9/MfAwcDDf9ZjIt8w9CszPtzQB/BiYBJxf8N5PAI+7+86Cc3UCD3Q718r8/nd1u/b/8x4WEzazvzeztWbWDGQICjKAOfn9cWAx8OvC97v7swQtYd0/39PA6z18vrHAyUfNkIhEllrKRKSUXnT3TYUbeujOHIzxwCfzj56MBQ4RdAFuISjEVpnZScBCgi7NwnOVAS29nKvQzu4HmNnngH8DvglcDzQS/DP8FEHXJMA4IEnQ5drd7m6vxwOzgHQfYxKRYURFmYgcS/YDfyQYA9aTHQDu7mb2U+BaM/t7guKsmb92J3adqx04t7dzFXhbKxnwEYLWty90bTCz6d2O2UdQZI3v4f0T+GvLWldMeyjoEu1mwztsF5FhQEWZiBxLVgBnAuvdve0ox/4E+EfgQ8DHgAfdvbXbuW4ERrv74wOMp5KgZa7QpwtfuHvWzFYDHzazWwvGlC0CpvPWomwF8Dlgq7v31LImIsOYijIRGW4WmVlTD9uXA7cAzwB/MLN7CLoo64C5wAx3v6rrYHffaGZPA7cTjC/7ceHJ3P0JM/s5wZiyb+bPmyO48/L9wI3uXjgIvycrgBvN7Ev5958PXNbDcf9EMFbtITP7IUGX5q3Arvw1u9xNcPPBH83sboKWsSrgROBcd7/0KPGISISpKBOR4eaz+Ud39e6+1cwWExQ0txFMLbEfeBG4r4f3/AS4B9gO/L6H/R8naJm6imDKiw6CQu9R3j7eqydfBmoJpucoB/6LYAqL1woPcvfHzOxjBMXZQ8AmgqkzbiGYvqPruINmdlZ++40ExWQTQXH26z7EIyIRZj3cLCQiIiEzs8kExdnX3P0rYccjIsWnokxEJGRmVkFwh+YqgoH/Mwgmtp0AnFIwTYeIHMPUfSkiEr4scBxBV+pYgmk4/ghcroJMZORQS5mIiIhIBGhGfxEREZEIUFEmIiIiEgEqykREREQiQEWZiIiISASoKBMRERGJABVlIiIiIhHw/wHwfQnsGIWbUQAAAABJRU5ErkJggg==\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x576 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -252,18 +400,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Variance inflation factor for feature 0: 3.35\n",
-      "Variance inflation factor for feature 1: 4.04\n",
-      "Variance inflation factor for feature 2: 3.25\n",
-      "Variance inflation factor for feature 3: 3.76\n",
-      "Variance inflation factor for feature 4: 3.95\n"
+      "Variance inflation factor for feature 0: 5.03\n",
+      "Variance inflation factor for feature 1: 3.84\n",
+      "Variance inflation factor for feature 2: 3.68\n",
+      "Variance inflation factor for feature 3: 2.73\n",
+      "Variance inflation factor for feature 4: 3.33\n"
      ]
     }
    ],
@@ -275,14 +423,53 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Let's run all diagnostics tests"
+    "### Generate all diagnostics plots with `run_diagnostics`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The residuals seem to have come from a Gaussian process\n"
+     ]
+    }
+   ],
    "source": [
     "model.run_diagnostics()"
    ]
@@ -291,16 +478,145 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Use `help` function to know the details of the class"
+    "### Test `predict` with new samples"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
-    "help(model)"
+    "num_samples=20\n",
+    "num_dim =5\n",
+    "X_test = 10*np.random.random(size=(num_samples,num_dim))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-30.1283978 , -17.94973418,  18.97708482, -15.17951234,\n",
+       "        -3.25066473, -11.90628862, -17.57582617,  12.81152568,\n",
+       "        -1.9615583 ,  25.67017197,   4.33227393, -23.45401895,\n",
+       "        20.68458566,  19.56289471, -10.43957454, -14.86038328,\n",
+       "        -7.86502117,  18.12864317,  -3.77303316,  13.47824212])"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Ingest data, fit model, and plot visual diagnostics in a loop\n",
+    "This is the big advantage of OOP. Once you have compact representation of your class, you can call methods and visualize for a lot of cases, on a continuous loop.\n",
+    "\n",
+    "Here, we are increasing the noise level of the data, fitting model, and plotting the Q-Q plot."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Simulating a regression problem...\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Simulating a regression problem...\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Simulating a regression problem...\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Simulating a regression problem...\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_samples=50\n",
+    "num_dim = 15\n",
+    "X = np.random.random(size=(num_samples,num_dim))\n",
+    "coeff = np.random.randint(-10,10,num_dim)   \n",
+    "m = mlr()\n",
+    "\n",
+    "for i in range(5,21,5):\n",
+    "    print(f\"\\nSimulating a regression problem...\")\n",
+    "    y = np.dot(coeff,X.T)+i*np.random.normal(num_samples)\n",
+    "    m.ingest_data(X,y)\n",
+    "    m.fit()\n",
+    "    m.qqplot_resid()"
    ]
   }
  ],
@@ -320,7 +636,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,

From 5c4aa05b1c7b6ac8553f4a70b85902c83fe9947e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 31 Jul 2019 01:39:06 -0700
Subject: [PATCH 042/165] Added AIC, BIC, fit_dataframe

---
 OOP_in_ML/Class_MyLinearRegression.py | 194 ++++++++++++++++++++++++--
 1 file changed, 181 insertions(+), 13 deletions(-)

diff --git a/OOP_in_ML/Class_MyLinearRegression.py b/OOP_in_ML/Class_MyLinearRegression.py
index b15cef7..db2129c 100644
--- a/OOP_in_ML/Class_MyLinearRegression.py
+++ b/OOP_in_ML/Class_MyLinearRegression.py
@@ -12,10 +12,12 @@ class Metrics:
     r_squared: Regression coefficient (R^2)
     adj_r_squared: Adjusted R^2
     mse: Mean sum of squared errors
+    AIC: Akaike information criterion
+    BIC: Bayesian information criterion
     """
 
     def sse(self):
-        """Returns sum of squared errors (model vs actual)"""
+        """Returns sum of squared errors (model vs. actual)"""
         if not self.is_fitted:
             print("Model not fitted yet!")
             return None
@@ -57,8 +59,28 @@ def mse(self):
         self.mse_ = np.mean((self.predict(self.features_) - self.target_) ** 2)
         return self.mse_
 
-    def pretty_print_stats(self):
-        """Returns report of statistics for a given model object"""
+    def aic(self):
+        """
+        Returns AIC (Akaike information criterion)
+        """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
+        return lm.aic
+
+    def bic(self):
+        """
+        Returns BIC (Bayesian information criterion)
+        """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
+        return lm.bic
+
+    def print_metrics(self):
+        """Prints a report of the useful metrics for a given model object"""
         if not self.is_fitted:
             print("Model not fitted yet!")
             return None
@@ -68,19 +90,54 @@ def pretty_print_stats(self):
             ("mse:", self.mse()),
             ("r^2:", self.r_squared()),
             ("adj_r^2:", self.adj_r_squared()),
+            ("AIC:", self.aic()),
+            ("BIC:", self.bic()),
         )
         for item in items:
             print("{0:8} {1:.4f}".format(item[0], item[1]))
 
+    def summary_metrics(self):
+        """Returns a dictionary of the useful metrics"""
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        metrics = {}
+        items = (
+            ("sse", self.sse()),
+            ("sst", self.sst()),
+            ("mse", self.mse()),
+            ("r^2", self.r_squared()),
+            ("adj_r^2:", self.adj_r_squared()),
+            ("AIC:", self.aic()),
+            ("BIC:", self.bic()),
+        )
+        for item in items:
+            metrics[item[0]] = item[1]
+        return metrics
+
 
 class Inference:
     """
-    Inferential statistics: standard error, p-values, etc. 
+    Inferential statistics: 
+        standard error, 
+        p-values
+        t-test statistics
+        F-statistics and p-value of F-test
     """
 
     def __init__():
         pass
 
+    def std_err(self):
+        """
+        Returns standard error values of the features
+        """
+        if not self.is_fitted:
+            print("Model not fitted yet!")
+            return None
+        lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
+        return lm.bse
+
     def pvalues(self):
         """
         Returns p-values of the features
@@ -90,7 +147,7 @@ def pvalues(self):
             return None
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
         return lm.pvalues
-    
+
     def tvalues(self):
         """
         Returns t-test values of the features
@@ -100,16 +157,16 @@ def tvalues(self):
             return None
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
         return lm.tvalues
-    
-    def std_err(self):
+
+    def ftest(self):
         """
-        Returns standard error values of the features
+        Returns the F-statistic of the overall regression and corresponding p-value
         """
         if not self.is_fitted:
             print("Model not fitted yet!")
             return None
         lm = sm.OLS(self.target_, sm.add_constant(self.features_)).fit()
-        return lm.bse
+        return (lm.fvalue, lm.f_pvalue)
 
 
 class Diagnostics_plots:
@@ -364,7 +421,7 @@ class MyLinearRegression(
     def __init__(self, fit_intercept=True):
         self.coef_ = None
         self.intercept_ = None
-        self._fit_intercept = fit_intercept
+        self.fit_intercept_ = fit_intercept
         self.is_fitted = False
         self.features_ = None
         self.target_ = None
@@ -388,7 +445,7 @@ def ingest_data(self, X, y):
         self.features_ = X
         self.target_ = y
 
-    def fit(self, X=None, y=None, _fit_intercept=True):
+    def fit(self, X=None, y=None, fit_intercept_=True):
         """
         Fit model coefficients.
         Arguments:
@@ -409,7 +466,118 @@ def fit(self, X=None, y=None, _fit_intercept=True):
         self.dfe_ = self.features_.shape[0] - self.features_.shape[1] - 1
 
         # add bias if fit_intercept is True
-        if self._fit_intercept:
+        if self.fit_intercept_:
+            X_biased = np.c_[np.ones(self.features_.shape[0]), self.features_]
+        else:
+            X_biased = self.features_
+        # Assign target_ to a local variable y
+        y = self.target_
+
+        # closed form solution
+        xTx = np.dot(X_biased.T, X_biased)
+        inverse_xTx = np.linalg.inv(xTx)
+        xTy = np.dot(X_biased.T, y)
+        coef = np.dot(inverse_xTx, xTy)
+
+        # set attributes
+        if self.fit_intercept_:
+            self.intercept_ = coef[0]
+            self.coef_ = coef[1:]
+        else:
+            self.intercept_ = 0
+            self.coef_ = coef
+
+        # Predicted/fitted y
+        self.fitted_ = np.dot(self.features_, self.coef_) + self.intercept_
+
+        # Residuals
+        residuals = self.target_ - self.fitted_
+        self.resid_ = residuals
+
+        # Set is_fitted to True
+        self.is_fitted = True
+
+    def fit(self, X=None, y=None, fit_intercept_=True):
+        """
+        Fits model coefficients.
+        
+        Arguments:
+        X: 1D or 2D numpy array 
+        y: 1D numpy array
+        fit_intercept: Boolean, whether an intercept term will be included in the fit
+        """
+
+        if X != None:
+            if len(X.shape) == 1:
+                X = X.reshape(-1, 1)
+            self.features_ = X
+        if y != None:
+            self.target_ = y
+
+        # degrees of freedom of population dependent variable variance
+        self.dft_ = self.features_.shape[0] - 1
+        # degrees of freedom of population error variance
+        self.dfe_ = self.features_.shape[0] - self.features_.shape[1] - 1
+
+        # add bias if fit_intercept is True
+        if self.fit_intercept_:
+            X_biased = np.c_[np.ones(self.features_.shape[0]), self.features_]
+        else:
+            X_biased = self.features_
+        # Assign target_ to a local variable y
+        y = self.target_
+
+        # closed form solution
+        xTx = np.dot(X_biased.T, X_biased)
+        inverse_xTx = np.linalg.inv(xTx)
+        xTy = np.dot(X_biased.T, y)
+        coef = np.dot(inverse_xTx, xTy)
+
+        # set attributes
+        if self.fit_intercept_:
+            self.intercept_ = coef[0]
+            self.coef_ = coef[1:]
+        else:
+            self.intercept_ = 0
+            self.coef_ = coef
+
+        # Predicted/fitted y
+        self.fitted_ = np.dot(self.features_, self.coef_) + self.intercept_
+
+        # Residuals
+        residuals = self.target_ - self.fitted_
+        self.resid_ = residuals
+
+        # Set is_fitted to True
+        self.is_fitted = True
+
+    def fit_dataframe(self, X, y, dataframe, fit_intercept_=True):
+        """
+        Fit model coefficients from a Pandas DataFrame.
+        
+        Arguments:
+        X: A list of columns of the dataframe acting as features. Must be only numerical.
+        y: Name of the column of the dataframe acting as the target
+        fit_intercept: Boolean, whether an intercept term will be included in the fit
+        """
+
+        assert (
+            type(X) == list
+        ), "X must be a list of the names of the numerical feature/predictor columns"
+        assert (
+            type(y) == str
+        ), "y must be a string - name of the column you want as target"
+
+        self.features_ = np.array(dataframe[X])
+        self.target_ = np.array(dataframe[y])
+
+        # degrees of freedom of population dependent variable variance
+        self.dft_ = self.features_.shape[0] - 1
+        # degrees of freedom of population error variance
+        self.dfe_ = self.features_.shape[0] - self.features_.shape[1] - 1
+
+        # add bias if fit_intercept is True
+        if self.fit_intercept_:
             X_biased = np.c_[np.ones(self.features_.shape[0]), self.features_]
         else:
             X_biased = self.features_
@@ -423,7 +591,7 @@ def fit(self, X=None, y=None, _fit_intercept=True):
         coef = np.dot(inverse_xTx, xTy)
 
         # set attributes
-        if self._fit_intercept:
+        if self.fit_intercept_:
             self.intercept_ = coef[0]
             self.coef_ = coef[1:]
         else:

From a6d5062c880ce97d1e2d144cf85b13fa00bafac6 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 1 Aug 2019 17:24:34 -0700
Subject: [PATCH 043/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1b59241..9774963 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@
 [![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
 [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/pulls)
 
-# Python Machine Learning Notebooks (Tutorial style)
+# Python Machine Learning Notebooks (Tutorial style) ([Website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
 ### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---

From d1ecb622d715a6c636fbc76b2834f42f9be864b3 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 1 Aug 2019 17:24:52 -0700
Subject: [PATCH 044/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9774963..31dd7cd 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@
 [![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
 [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/pulls)
 
-# Python Machine Learning Notebooks (Tutorial style) ([Website](https://machine-learning-with-python.readthedocs.io/en/latest/))
+# Python Machine Learning Notebooks ([Website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
 ### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---

From 1a9d2b4a602a73c90a2ebdcd263f822884aa0d3e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 15 Aug 2019 22:25:17 -0700
Subject: [PATCH 045/165] Added code for the robust regression notebook

---
 Regression/Robust Linear Regression.ipynb | 301 +++++++++++++++++++++-
 1 file changed, 298 insertions(+), 3 deletions(-)

diff --git a/Regression/Robust Linear Regression.ipynb b/Regression/Robust Linear Regression.ipynb
index bae4135..299ebdd 100644
--- a/Regression/Robust Linear Regression.ipynb	
+++ b/Regression/Robust Linear Regression.ipynb	
@@ -1,11 +1,306 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Robust linear regression\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "In this notebook, we demonstrate `HuberRegressor` class from scikit-learn which is robust to outliers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from sklearn.linear_model import HuberRegressor, LinearRegression\n",
+    "from sklearn.datasets import make_regression\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating a regression problem using `make_regression` method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rng = np.random.RandomState(0)\n",
+    "\n",
+    "X, y, coef = make_regression(\n",
+    "    n_samples=200, n_features=2, noise=4.0, \n",
+    "    coef=True, random_state=0\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fix, ax = plt.subplots(1,2,figsize=(10,3))\n",
+    "ax[0].scatter(X[:,0],y)\n",
+    "ax[0].grid(True)\n",
+    "ax[1].scatter(X[:,1],y)\n",
+    "ax[1].grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Inserting random outliers in the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X[:4] = rng.uniform(10, 20, (4, 2))\n",
+    "y[:4] = rng.uniform(100, 200, 4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plot to show the inserted outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fix, ax = plt.subplots(1,2,figsize=(10,3))\n",
+    "ax[0].scatter(X[:,0],y)\n",
+    "ax[0].grid(True)\n",
+    "ax[1].scatter(X[:,1],y)\n",
+    "ax[1].grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create a `HuberRegressor` object and fit\n",
+    "\n",
+    "The Huber Regressor optimizes the squared loss for the samples where $|\\frac{y - X'w}{\\sigma}| < \\epsilon$ and the absolute loss for the samples where $|\\frac{y - X'w}{\\sigma}| < \\epsilon$, where $w$ and $\\sigma$ are parameters to be optimized. \n",
+    "\n",
+    "The parameter $\\sigma$ makes sure that if $y$ is scaled up or down by a certain factor, one does not need to rescale epsilon to achieve the same robustness. Note that this does not take into account the fact that the different features of $X$ may be of different scales."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "huber = HuberRegressor()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "HuberRegressor(alpha=0.0001, epsilon=1.35, fit_intercept=True, max_iter=100,\n",
+       "               tol=1e-05, warm_start=False)"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "huber.fit(X,y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[16.02763376, 15.44883183]])"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X[1].reshape(1,-1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([763.50484115])"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "huber.predict(X[1].reshape(1,-1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### A simple linear regression fit for comparison"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "linear = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.fit(X, y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compare the estimated coefficients\n",
+    "\n",
+    "As we will see, the Huber regressor estimates the coefficients, in the presence of outliers, far better (closer to the true values) than a simple linear model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True coefficients: [20.4923687  34.16981149]\n",
+      "Huber coefficients: [17.79064226 31.01065329]\n",
+      "Linear Regression coefficients: [ 3.63326689 10.82594129]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"True coefficients:\", coef)\n",
+    "print(\"Huber coefficients:\", huber.coef_)\n",
+    "print(\"Linear Regression coefficients:\", linear.coef_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fix, ax = plt.subplots(1,2,figsize=(12,3),sharey=True)\n",
+    "ax[0].barh(['True coef','Huber coef', 'Linear fit coef'],width=[coef[0],huber.coef_[0],linear.coef_[0]])\n",
+    "ax[0].set_title(\"1st coefficients\",fontsize=15)\n",
+    "ax[1].barh(['True coef','Huber coef', 'Linear fit coef'],width=[coef[1],huber.coef_[1],linear.coef_[1]])\n",
+    "ax[1].set_title(\"2nd coefficients\",fontsize=15)\n",
+    "plt.show()"
+   ]
   }
  ],
  "metadata": {
@@ -46,5 +341,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }

From 9ec20b26c1bf5424c5bda5c4537df6c80a91c470 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 15 Aug 2019 22:30:09 -0700
Subject: [PATCH 046/165] Update index.rst

---
 docs/index.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index 9a791b7..3084de7 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -96,6 +96,8 @@ Regression
    
 - How linear regression and neural network fare in the task of nonlinear function approximation (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Function%20Approximation%20by%20Neural%20Network/Function%20approximation%20by%20linear%20model%20and%20deep%20network.ipynb>`__)
 
+- Robust regression fit example (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Robust%20Linear%20Regression.ipynb>`__)
+
 --------------
 
 Classification

From 55c4095f1d8c5442ff18ac4dc2aeed2b1a90bbac Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 15 Aug 2019 22:39:53 -0700
Subject: [PATCH 047/165] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 31dd7cd..e2ced07 100644
--- a/README.md
+++ b/README.md
@@ -57,6 +57,8 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 
 * [Detailed visual analytics and goodness-of-fit diagnostic tests for a linear regression problem](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb)
 
+* [Robust linear regression using `HuberRegressor` from Scikit-learn](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Robust%20Linear%20Regression.ipynb)
+
 -----
 
 ### Classification

From 33d0f354f09f3ae0a6af66808cd468fdd7557d14 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 15 Aug 2019 22:42:19 -0700
Subject: [PATCH 048/165] Update README.md

---
 README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e2ced07..fa96688 100644
--- a/README.md
+++ b/README.md
@@ -53,7 +53,8 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 <img src="https://upload.wikimedia.org/wikipedia/commons/thumb/f/f8/L1_and_L2_balls.svg/300px-L1_and_L2_balls.svg.png"/>
 
 * Polynomial regression using ***scikit-learn pipeline feature*** ([check the article I wrote on *Towards Data Science*](https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49))
-* Decision trees and Random Forest regression (showing how the Random Forest works as a robust/regularized meta-estimator rejecting overfitting)
+
+* [Decision trees and Random Forest regression](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Random_Forest_Regression.ipynb) (showing how the Random Forest works as a robust/regularized meta-estimator rejecting overfitting)
 
 * [Detailed visual analytics and goodness-of-fit diagnostic tests for a linear regression problem](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Regression_Diagnostics.ipynb)
 

From 3b8e7b499beed403fa722fe26f07264847dc03dd Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 16 Aug 2019 22:52:40 -0700
Subject: [PATCH 049/165] Add files via upload

---
 Regression/Support Vector Regression.ipynb | 667 +++++++++++++++++++++
 1 file changed, 667 insertions(+)
 create mode 100644 Regression/Support Vector Regression.ipynb

diff --git a/Regression/Support Vector Regression.ipynb b/Regression/Support Vector Regression.ipynb
new file mode 100644
index 0000000..d3b6ec1
--- /dev/null
+++ b/Regression/Support Vector Regression.ipynb	
@@ -0,0 +1,667 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Support vector regression\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "Here is the nice article how support vector method can also be used for regression.\n",
+    "\n",
+    "https://www.saedsayad.com/support_vector_machine_reg.htm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### A simple nonlinear function\n",
+    "The aim is to create some synthetic data which is not very amenable for linear regression models. We will show how a Support Vector regressor enhances the predictive performance."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def nonlinear(array):\n",
+    "    return (10*array[:,0]-np.exp(0.01*array[:,1]+np.log(1+array[:,2]**2)))/(array[:,3]**2+5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generate features and target data for regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_samples = 200\n",
+    "n_features = 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = 5*np.random.rand(n_samples,n_features)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = nonlinear(x)+np.random.randn(n_samples)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y=y.reshape(n_samples,1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(data=np.hstack((x,y)),columns=['X1','X2','X3','X4','y'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>X1</th>\n",
+       "      <th>X2</th>\n",
+       "      <th>X3</th>\n",
+       "      <th>X4</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.818477</td>\n",
+       "      <td>4.027099</td>\n",
+       "      <td>1.131048</td>\n",
+       "      <td>0.024221</td>\n",
+       "      <td>2.540776</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.250933</td>\n",
+       "      <td>1.458881</td>\n",
+       "      <td>0.978987</td>\n",
+       "      <td>0.903619</td>\n",
+       "      <td>2.602005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4.878818</td>\n",
+       "      <td>4.814252</td>\n",
+       "      <td>1.773927</td>\n",
+       "      <td>1.382003</td>\n",
+       "      <td>4.243708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4.770039</td>\n",
+       "      <td>2.108497</td>\n",
+       "      <td>1.250745</td>\n",
+       "      <td>2.135227</td>\n",
+       "      <td>3.721822</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3.315885</td>\n",
+       "      <td>4.742257</td>\n",
+       "      <td>1.846138</td>\n",
+       "      <td>3.843564</td>\n",
+       "      <td>1.268514</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         X1        X2        X3        X4         y\n",
+       "0  0.818477  4.027099  1.131048  0.024221  2.540776\n",
+       "1  1.250933  1.458881  0.978987  0.903619  2.602005\n",
+       "2  4.878818  4.814252  1.773927  1.382003  4.243708\n",
+       "3  4.770039  2.108497  1.250745  2.135227  3.721822\n",
+       "4  3.315885  4.742257  1.846138  3.843564  1.268514"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotting the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax = plt.subplots(2,2,figsize=(10,8))\n",
+    "ax = ax.ravel()\n",
+    "for i in range(4):\n",
+    "    ax[i].scatter(df[df.columns[i]],df['y'],edgecolor='k',color='red',alpha=0.75)\n",
+    "    ax[i].set_title(f\"{df.columns[i]} vs. y\",fontsize=14)\n",
+    "    ax[i].grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test/train split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = df[['X1','X2','X3','X4']]\n",
+    "y = df['y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Support vector regressor with linear kernel\n",
+    "\n",
+    "Here is scikit-learn's SVR doc: https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVR.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma='scale',\n",
+       "    kernel='linear', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.svm import SVR\n",
+    "svr_linear = SVR(kernel='linear',gamma='scale', C=1.0, epsilon=0.1)\n",
+    "svr_linear.fit(X_train, y_train) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.5039103904226544"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svr_linear.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear regression as a baseline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LinearRegression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linear = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.5131204583471316"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Support vector regressor with Gaussian (radial basis function) kernel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma='scale',\n",
+       "    kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svr_rbf = SVR(kernel='rbf',gamma='scale', C=1.0, epsilon=0.1)\n",
+    "svr_rbf.fit(X_train, y_train) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.6473177483091139"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svr_rbf.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "So, clearly, the RBF kernel showed better accuracy on the test set"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import mean_squared_error"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "RMSE for linear SVR: 1.442957827502489\n",
+      "RMSE for RBF kernelized SVR: 1.2166492012822947\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"RMSE for linear SVR:\",np.sqrt(mean_squared_error(y_test,svr_linear.predict(X_test))))\n",
+    "print(\"RMSE for RBF kernelized SVR:\",np.sqrt(mean_squared_error(y_test,svr_rbf.predict(X_test))))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can do a grid search of hyperparameters (with 5-fold cross-validation) to see if the test/validation score be improved"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "params = {'C':[0.01,0.05,0.1,0.5,1,2,5],'epsilon':[0.1,0.2,0.5,1]}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid = GridSearchCV(svr_rbf,param_grid=params,cv=5,scoring='r2',verbose=1,return_train_score=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 5 folds for each of 28 candidates, totalling 140 fits\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
+      "[Parallel(n_jobs=1)]: Done 140 out of 140 | elapsed:    0.4s finished\n",
+      "c:\\program files\\python37\\lib\\site-packages\\sklearn\\model_selection\\_search.py:814: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
+      "  DeprecationWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=5, error_score='raise-deprecating',\n",
+       "             estimator=SVR(C=1.0, cache_size=200, coef0=0.0, degree=3,\n",
+       "                           epsilon=0.1, gamma='scale', kernel='rbf',\n",
+       "                           max_iter=-1, shrinking=True, tol=0.001,\n",
+       "                           verbose=False),\n",
+       "             iid='warn', n_jobs=None,\n",
+       "             param_grid={'C': [0.01, 0.05, 0.1, 0.5, 1, 2, 5],\n",
+       "                         'epsilon': [0.1, 0.2, 0.5, 1]},\n",
+       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
+       "             scoring='r2', verbose=1)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Check which was deemed best estimator by the grid search"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVR(C=5, cache_size=200, coef0=0.0, degree=3, epsilon=0.5, gamma='scale',\n",
+       "    kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid.best_estimator_"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fit that estimator to the data and see"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVR(C=5.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.5, gamma='scale',\n",
+       "    kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svr_best=SVR(kernel='rbf',gamma='scale', C=5.0, epsilon=0.5)\n",
+    "svr_best.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.6776661577094625"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svr_best.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "RMSE for RBF kernelized SVR: 1.163125361525394\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"RMSE for RBF kernelized SVR:\",np.sqrt(mean_squared_error(y_test,svr_best.predict(X_test))))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 5c00167874e69c4b47fe7cb8069866c4d9a878e9 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 16 Aug 2019 22:54:21 -0700
Subject: [PATCH 050/165] Update index.rst

---
 docs/index.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index 3084de7..6bc35fb 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -98,6 +98,8 @@ Regression
 
 - Robust regression fit example (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Robust%20Linear%20Regression.ipynb>`__)
 
+- Support vector regression example using nonlinear synthetic data (`Here is the Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Support%20Vector%20Regression.ipynb>`__)
+
 --------------
 
 Classification

From ebcb6ada91795a130588032ef919956960156a0b Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 19 Aug 2019 22:32:37 -0700
Subject: [PATCH 051/165] Add files via upload

---
 Datasets/slump_test.csv | 104 ++++++++++++++++++++++++++++++++++++++++
 1 file changed, 104 insertions(+)
 create mode 100644 Datasets/slump_test.csv

diff --git a/Datasets/slump_test.csv b/Datasets/slump_test.csv
new file mode 100644
index 0000000..20a1012
--- /dev/null
+++ b/Datasets/slump_test.csv
@@ -0,0 +1,104 @@
+No,Cement,Slag,Fly ash,Water,SP,Coarse Aggr.,Fine Aggr.,SLUMP(cm),FLOW(cm),Compressive Strength (28-day)(Mpa)
+1,273,82,105,210,9,904,680,23,62,34.99
+2,163,149,191,180,12,843,746,0,20,41.14
+3,162,148,191,179,16,840,743,1,20,41.81
+4,162,148,190,179,19,838,741,3,21.5,42.08
+5,154,112,144,220,10,923,658,20,64,26.82
+6,147,89,115,202,9,860,829,23,55,25.21
+7,152,139,178,168,18,944,695,0,20,38.86
+8,145,0,227,240,6,750,853,14.5,58.5,36.59
+9,152,0,237,204,6,785,892,15.5,51,32.71
+10,304,0,140,214,6,895,722,19,51,38.46
+11,145,106,136,208,10,751,883,24.5,61,26.02
+12,148,109,139,193,7,768,902,23.75,58,28.03
+13,142,130,167,215,6,735,836,25.5,67,31.37
+14,354,0,0,234,6,959,691,17,54,33.91
+15,374,0,0,190,7,1013,730,14.5,42.5,32.44
+16,159,116,149,175,15,953,720,23.5,54.5,34.05
+17,153,0,239,200,6,1002,684,12,35,28.29
+18,295,106,136,206,11,750,766,25,68.5,41.01
+19,310,0,143,168,10,914,804,20.5,48.2,49.3
+20,296,97,0,219,9,932,685,15,48.5,29.23
+21,305,100,0,196,10,959,705,20,49,29.77
+22,310,0,143,218,10,787,804,13,46,36.19
+23,148,180,0,183,11,972,757,0,20,18.52
+24,146,178,0,192,11,961,749,18,46,17.19
+25,142,130,167,174,11,883,785,0,20,36.72
+26,140,128,164,183,12,871,775,23.75,53,33.38
+27,308,111,142,217,10,783,686,25,70,42.08
+28,295,106,136,208,6,871,650,26.5,70,39.4
+29,298,107,137,201,6,878,655,16,26,41.27
+30,314,0,161,207,6,851,757,21.5,64,41.14
+31,321,0,164,190,5,870,774,24,60,45.82
+32,349,0,178,230,6,785,721,20,68.5,43.95
+33,366,0,187,191,7,824,757,24.75,62.7,52.65
+34,274,89,115,202,9,759,827,26.5,68,35.52
+35,137,167,214,226,6,708,757,27.5,70,34.45
+36,275,99,127,184,13,810,790,25.75,64.5,43.54
+37,252,76,97,194,8,835,821,23,54,33.11
+38,165,150,0,182,12,1023,729,14.5,20,18.26
+39,158,0,246,174,7,1035,706,19,43,34.99
+40,156,0,243,180,11,1022,698,21,57,33.78
+41,145,177,227,209,11,752,715,2.5,20,35.66
+42,154,141,181,234,11,797,683,23,65,33.51
+43,160,146,188,203,11,829,710,13,38,33.51
+44,291,105,0,205,6,859,797,24,59,27.62
+45,298,107,0,186,6,879,815,3,20,30.97
+46,318,126,0,210,6,861,737,17.5,48,31.77
+47,280,92,118,207,9,883,679,25.5,64,37.39
+48,287,94,121,188,9,904,696,25,61,43.01
+49,332,0,170,160,6,900,806,0,20,58.53
+50,326,0,167,174,6,884,792,21.5,42,52.65
+51,320,0,163,188,9,866,776,23.5,60,45.69
+52,342,136,0,225,11,770,747,21,61,32.04
+53,356,142,0,193,11,801,778,8,30,36.46
+54,309,0,142,218,10,912,680,24,62,38.59
+55,322,0,149,186,8,951,709,20.5,61.5,45.42
+56,159,193,0,208,12,821,818,23,50,19.19
+57,307,110,0,189,10,904,765,22,40,31.5
+58,313,124,0,205,11,846,758,22,49,29.63
+59,143,131,168,217,6,891,672,25,69,26.42
+60,140,128,164,237,6,869,656,24,65,29.5
+61,278,0,117,205,9,875,799,19,48,32.71
+62,288,0,121,177,7,908,829,22.5,48.5,39.93
+63,299,107,0,210,10,881,745,25,63,28.29
+64,291,104,0,231,9,857,725,23,69,30.43
+65,265,86,111,195,6,833,790,27,60,37.39
+66,159,0,248,175,12,1041,683,21,51,35.39
+67,160,0,250,168,12,1049,688,18,48,37.66
+68,166,0,260,183,13,859,827,21,54,40.34
+69,320,127,164,211,6,721,723,2,20,46.36
+70,336,134,0,222,6,756,787,26,64,31.9
+71,276,90,116,180,9,870,768,0,20,44.08
+72,313,112,0,220,10,794,789,23,58,28.16
+73,322,116,0,196,10,818,813,25.5,67,29.77
+74,294,106,136,207,6,747,778,24,47,41.27
+75,146,106,137,209,6,875,765,24,67,27.89
+76,149,109,139,193,6,892,780,23.5,58.5,28.7
+77,159,0,187,176,11,990,789,12,39,32.57
+78,261,78,100,201,9,864,761,23,63.5,34.18
+79,140,1.4,198.1,174.9,4.4,1049.9,780.5,16.25,31,30.83
+80,141.1,0.6,209.5,188.8,4.6,996.1,789.2,23.5,53,30.43
+81,140.1,4.2,215.9,193.9,4.7,1049.5,710.1,24.5,57,26.42
+82,140.1,11.8,226.1,207.8,4.9,1020.9,683.8,21,64,26.28
+83,160.2,0.3,240,233.5,9.2,781,841.1,24,75,36.19
+84,140.2,30.5,239,169.4,5.3,1028.4,742.7,21.25,46,36.32
+85,140.2,44.8,234.9,171.3,5.5,1047.6,704,23.5,52.5,33.78
+86,140.5,61.1,238.9,182.5,5.7,1017.7,681.4,24.5,60,30.97
+87,143.3,91.8,239.8,200.8,6.2,964.8,647.1,25,55,27.09
+88,194.3,0.3,240,234.2,8.9,780.6,811.3,26.5,78,38.46
+89,150.4,110.9,239.7,168.1,6.5,1000.2,667.2,9.5,27.5,37.92
+90,150.3,111.4,238.8,167.3,6.5,999.5,670.5,14.5,36.5,38.19
+91,155.4,122.1,240,179.9,6.7,966.8,652.5,14.5,41.5,35.52
+92,165.3,143.2,238.3,200.4,7.1,883.2,652.6,17,27,32.84
+93,303.8,0.2,239.8,236.4,8.3,780.1,715.3,25,78,44.48
+94,172,162.1,238.5,166,7.4,953.3,641.4,0,20,41.54
+95,172.8,158.3,239.5,166.4,7.4,952.6,644.1,0,20,41.81
+96,184.3,153.4,239.2,179,7.5,920.2,640.9,0,20,41.01
+97,215.6,112.9,239,198.7,7.4,884,649.1,27.5,64,39.13
+98,295.3,0,239.9,236.2,8.3,780.3,722.9,25,77,44.08
+99,248.3,101,239.1,168.9,7.7,954.2,640.6,0,20,49.97
+100,248,101,239.9,169.1,7.7,949.9,644.1,2,20,50.23
+101,258.8,88,239.6,175.3,7.6,938.9,646,0,20,50.5
+102,297.1,40.9,239.9,194,7.5,908.9,651.8,27.5,67,49.17
+103,348.7,0.1,223.1,208.5,9.6,786.2,758.1,29,78,48.77

From 2982138492e64d352727f891953b6b05a214f160 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 12:31:50 -0700
Subject: [PATCH 052/165] Delete Basics of Matplotlib and Descriptive
 Statistics.ipynb

---
 ...atplotlib and Descriptive Statistics.ipynb | 653 ------------------
 1 file changed, 653 deletions(-)
 delete mode 100644 Pandas and Numpy/Basics of Matplotlib and Descriptive Statistics.ipynb

diff --git a/Pandas and Numpy/Basics of Matplotlib and Descriptive Statistics.ipynb b/Pandas and Numpy/Basics of Matplotlib and Descriptive Statistics.ipynb
deleted file mode 100644
index 057f2ee..0000000
--- a/Pandas and Numpy/Basics of Matplotlib and Descriptive Statistics.ipynb	
+++ /dev/null
@@ -1,653 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 22: Intro to Matplotlib through a simple scatter plot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people = ['Ann','Brandon','Chen','David','Emily','Farook',\n",
-    "          'Gagan','Hamish','Imran','Joseph','Katherine','Lily']\n",
-    "age = [21,12,32,45,37,18,28,52,5,40,48,15]\n",
-    "weight = [55,35,77,68,70,60,72,69,18,65,82,48]\n",
-    "height = [160,135,170,165,173,168,175,159,105,171,155,158]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2aaa09cde48>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(age,weight)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2aaa0a54588>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(8,6))\n",
-    "plt.title(\"Plot of Age vs. Weight (in kgs)\",fontsize=20)\n",
-    "plt.xlabel(\"Age (years)\",fontsize=16)\n",
-    "plt.ylabel(\"Weight (kgs)\",fontsize=16)\n",
-    "plt.grid (True)\n",
-    "plt.ylim(0,100)\n",
-    "plt.xticks([i*5 for i in range(12)],fontsize=15)\n",
-    "plt.yticks(fontsize=15)\n",
-    "plt.scatter(x=age,y=weight,c='orange',s=150,edgecolors='k')\n",
-    "plt.text(x=20,y=85,s=\"Weights are more or less similar \\nafter 18-20 years of age\",fontsize=15)\n",
-    "plt.vlines(x=20,ymin=0,ymax=80,linestyles='dashed',color='blue',lw=3)\n",
-    "plt.legend(['Weight in kgs'],loc=2,fontsize=12)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 23: Generating random numbers from a Uniform distribution"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.random.randint(1,10)\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[3]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.random.randint(1,10,size=1)\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[4 3 4 2 1 5 1 1 4 4]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.random.randint(1,6,size=10)\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[58.09 52.55 75.67 97.25 85.69 82.1  76.61 84.91 56.61 52.12 94.76 70.18\n",
-      " 93.25 75.51 51.22]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = 50+50*np.random.random(size=15)\n",
-    "x= x.round(decimals=2)\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[0.22970354 0.0465693  0.05575691]\n",
-      " [0.57112177 0.37055141 0.62719709]\n",
-      " [0.82848353 0.06978211 0.39281706]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.random.rand(3,3)\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 24: Generating random numbers from a Binomial distribution and Bar plot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[5 4 4 4 7 7 6 5]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.random.binomial(10,0.6,size=8)\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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mZn1RNsGtS+49KWkJ4CvA/hExBvgB8PX+Cc/MzKx3yia4YaQLugE2ydOT8vRdwAebHJeZmVmflE1wT5ASG8CuwN0RMTNPjwDm1FzLzMysRcr2ojwO+LWk3UljwlVfnL01DYwHZ2ZmNhDKXgd3uqS/AR8HDs6XC1TMAn7ZH8GZmZn1ViMDnt4A3FBj/vhmBmRmZtYMZa+D20LSLlXTIyT9XtJUScfmnpVmZmZto2wnk5+RLhWoOIF0y65bgX2Aw5sblpmZWd+UTXBrkUbfRtIypJ6U4yLiW8CBwBf7JzwzM7PeKZvghgLz8t+bkc7dVcZwfwRYpclxmZmZ9UnZBPcQMCb/vSdwS0RUrn17P6knpZmZWdso24vyCOB8Sd8AlgN2qVo2Bri72YGZmZn1Rdnr4C6RtDbpIu/7IuKRqsW34Au9zcyszTRyHdzjwOM15k9oakRmZmZNUPYcHJLWk3SepMckzZe0UZ5/lKTt+y9EMzOzxpW90Ht70mUC7wPOBKov7J4PeNBTMzNrK2WP4I4BJkbEVsBRhWVTgQ2aGpWZmVkflT0H9xHg+/nvKCx7BVih7AYlTSMNr/M28FZEjC67rpmZWVllE9wMYI06yz4KPNXgdj8VES82uI6ZmVlpZZsozwWOkLR51byQ9E/AQcDZTY/MzMysD8oewR0GrANcDzyX511M6nRyFXB0A9sM4M+S3gZOrXWZgaSxwFiAUaNGNVB1bV0HX9ZzoQE27Sc7tjoEM+tw7fbdN9Dfe2Uv9J4P7CRpG9IoAiNIt+e6JiKubnCbm0fEdEkrAVdLeiiPNVe9vQnABIDRo0cXz/mZmZn1qPSF3gB5JO9reizYfR3T8/MMSRcCG1NjIFUzM7O+KHsd3B6SDqiz7PuSvlCynmGSlq38DXwGuL9ssGZmZmWV7WRyMO8Ol1M0FzikZD0rAzdJuge4HbgsIq4sua6ZmVlpZZso16T+kdaDeXmP8v0s1y+5TTMzs14rewQ3F1i1zrLVSLfrMjMzaxtlE9yfgcNyz8d/kDQSOJR0qYCZmVnbKNtEeRBwK/CYpCuBZ4FVgM8Cs4ED+yc8MzOz3il1BBcRT5HOnf2K1CS5fX4+EdgoIp7utwjNzMx6oZEBT1+gfG9JMzOzlip7Hdz6knaos2wHSes1NywzM7O+KdvJ5HjgE3WWfTwvNzMzaxtlE9xGwF/qLLsF2LA54ZiZmTVH2QS3ODCszrJhwNDmhGNmZtYcZRPcHeTha2oYC0xpTjhmZmbNUbYX5XjSGG63Ab8jjQm3CrA36fKB7folOjMzs14qOx7cDZI+AxxDuvZNwDvAbcB2EXFj/4VoZmbWuEaug5sMbCppGWA48FJEzO2vwMzMzPqioQFPAXJSc2IzM7O2VirBSfpDT2UiotSgp2ZmZgOh7BHcyBrzhgMfAWYCDzctIjMzsyYo28nkU7XmS1oNuBDfycTMzNpM2evgasqjCBwD/Kw54ZiZmTVHnxJc9jb1R/s2MzNribKdTNapMXsosDZwJOlOJ2ZmZm2jbCeT+4GoMV+k23Tt28hGJS2e15seETs1sq6ZmVkZZRNcrU4m84BnImJ6L7Y7DngQeG8v1jUzM+tR2V6U1zdrg5JWBXYEjgL+q1n1mpmZVSt7Dm5tYLmIuDVPLw0cBqwDXBMRJzawzV8CBwLLdrO9seTRC0aNGtVA1Z2l6+DLWh3CAqb9ZMcey7RbzDA44y4Ts5l1r2wvypOBz1VN/5zUzLgU8FNJB5SpRNJOwIyIuLO7chExISJGR8TokSNrXWNuZmbWvbIJbl3SyN1IWgL4CrB/RIwBfgB8vWQ9mwE7S5oGnAt8WtJZDUVsZmZWQtkENwx4Jf+9SZ6elKfvAj5YppKIOCQiVo2ILmAP4NqI2Kt8uGZmZuWUTXBPkBIbwK7A3RExM0+PAOY0OzAzM7O+KHuZwHHAryXtDmwIfK1q2dbAvY1uOI8vN7nR9czMzMooe5nA6ZL+BnwcODgirqlaPIvUM9LMzKxtNDKi9w3ADTXmj29mQGZmZs3QjJstm5mZtR0nODMz60hOcGZm1pHqJjhJo/JF3WZmZoNOd0dwT5AuCUDStZI+MjAhmZmZ9V13Ce51YJn899Z4aBszMxtEurtM4G7gBElX5+n9JD1bp2xExEHNDc3MzKz3uktw/0YaNWAX0mje2wDz65QNwAnOzMzaRt0EFxEPkYfIkfQO8C8RcftABWZmZtYXZe9ksjpQr3nSzMys7ZS9F+WTkoZI+iKwObAC6R6UNwKTIuKtfozRzMysYaUSnKSVgKuA9YBpwPPApsC3gXskfSYiXuivIM3MzBpV9k4mxwErAptExBoRsWlErAF8Is8/rr8CNDMz642yCW4H4KBiJ5OIuAM4BNix2YGZmZn1RdkEtyT1R+2eAwxtTjhmZmbNUTbB3QocJGlY9cw8fVBebmZm1jbKXibwPeA64GlJV5E6mawEfBYQ6VZeZmZmbaPUEVxETAXWBCYAI4HtSAnuFGDNiLin3yI0MzPrhbJHcETEi8DB/RiLmZlZ0wzogKeSlpJ0u6R7JP1V0uEDuX0zM1t0lD6Ca5L5wKcj4tU8mOpNkq6ICHdSMTOzphrQBBcRAbyaJ5fIjxjIGMzMbNEwoE2UAJIWlzQVmAFcHRG31SgzVtIUSVNeeMF3ADMzs8b1mOAkLSnpUEnrN2ODEfF2RGwArApsLGndGmUmRMToiBg9cuTIZmzWzMwWMT0muIiYDxwKLN/MDUfEbNK1dWOaWa+ZmRmUb6K8DdiorxuTNFLS8vnvpUnX0z3U13rNzMyKynYyORD4vaQ3gctJdzJZoHNIRMwtUc8qwO8kLU5Krn+IiEsbiNfMzKyUsgmu0hHkf4AT6pRZvKdKIuJeYMOS2zQzM+u1sgnu67g7v5mZDSKlElxETOznOMzMzJqqoQu9Ja0DfAxYDTgjIp6T9GHg+YioN16cmZnZgCuV4CS9BzgD2A14M693JfAccDTwFPD9forRzMysYWUvEzgO+CSwDbAsaQy4isvxtWxmZtZmyjZRfh4YFxHX5S7+1Z4EPtjcsMzMzPqm7BHc0sDMOsuWBd5uTjhmZmbNUTbB3QHsXWfZbsDNzQnHzMysOco2UR4GXC3pz8D5pGvidpD0XVKC27Kf4jMzM+uVUkdwEXEjqYPJksCvSJ1MDgfWALaNiDv6LUIzM7NeKH0dXET8Bdgi3yR5ODC75P0nzczMBlxvBjydR7oW7vUmx2JmZtY0pROcpB0k3UxKcM8B8yTdLGnHfovOzMysl0olOEnfBP4PeBUYB+yen18FLsnLzczM2kbZc3A/AE6NiP8ozD9F0imkEb9PbWpkZmZmfVC2iXJF4MI6y/4IrNCccMzMzJqjbIK7DtiqzrKtgBuaE46ZmVlz1G2izEPjVPwPcJqkFYGLgBnASsCuwPbAvv0ZpJmZWaO6Owd3PwuO4i3gm/kRLDiiwJVA8SbMZmZmLdNdgvvUgEVhZmbWZHUTXERc3+yNSVoNOBNYmXQUOCEiTmj2dszMzErfqqtC0hBgaHF+ydt2vQV8LyLukrQscKekqyPigUbjMDMz607ZC72Xk3SypGdJdzKZU+PRo4h4NiLuyn/PAR4EPtCbwM3MzLpT9ghuIulygN8AjwJv9HXDkrqADYHb+lqXmZlZUdkEtw3wzYg4pxkblfQe0gXi+0fEKzWWjwXGAowaNaoZmzQzs0VM2Qu9nwKaMjSOpCVIye3siJhUq0xETIiI0RExeuTIkc3YrJmZLWLKJrgDgf+W1KfDKUkCTgcejIjj+lKXmZlZd0o1UUbE5ZK2BR6VNA2YXaPMxiWq2gz4CnCfpKl53g8i4vKS8ZqZmZVSKsFJ+gWwP3AHfehkEhE3seAdUMzMzPpF2U4m+wKHRsQx/RmMmZlZs5Q9BzcXuLM/AzEzM2umsgnuBGBs7iRiZmbW9so2UY4APgE8LGkyC3cyiYg4qJmBmZmZ9UXZBLcb6T6SSwDb1VgegBOcmZm1jbKXCaze34GYmZk1U9lzcGZmZoNK2evg/qOnMhFxct/DMTMza46y5+B+1c2yyM9OcGZm1jZKNVFGxGLFB7AC8CXgHmCd/gzSzMysUQ2P6F0REbOB8yQtB5wKbN2soMzMzPqqGZ1MngBGN6EeMzOzpulTgpO0CvA9UpIzMzNrG2V7Ub7Au51JKoYCywLzgM83OS4zM7M+KXsO7iQWTnDzgGeAKyNiZlOjMjMz66OydzIZ389xmJmZNZXvZGJmZh2p7hGcpGsbqCciYpsmxGNmZtYU3TVRljmvtgrwSRY+P2dmZtZSdRNcROxeb5mkUaThcXYCXgSOb35oZmZmvdfQnUwkfRg4BNgLmJH/PjUiXu+H2MzMzHqtVCcTSR+V9HvgQeBTwDjgQxHxy0aSm6QzJM2QdH/vwjUzMyun2wQn6WOSJgH3AhsB+wJrRsQpEfFGL7Y3ERjTi/XMzMwa0l0vyiuAzwD3AXtExPl93VhE3CCpq6/1mJmZ9aS7c3Cfzc+rAidJOqm7iiJipWYFJWksMBZg1KhRzarWzMwWId0luMMHLIqCiJgATAAYPXq0L0EwM7OGdXeZQMsSnJmZWV/5Vl1mZtaRBjTBSToHuAVYS9Izkr4xkNs3M7NFR0MXevdVRHxpILdnZmaLLjdRmplZR3KCMzOzjuQEZ2ZmHckJzszMOpITnJmZdSQnODMz60hOcGZm1pGc4MzMrCM5wZmZWUdygjMzs47kBGdmZh3JCc7MzDqSE5yZmXUkJzgzM+tITnBmZtaRnODMzKwjOcGZmVlHcoIzM7OO5ARnZmYdyQnOzMw6khOcmZl1pAFPcJLGSHpY0qOSDh7o7ZuZ2aJhQBOcpMWBk4DtgXWAL0laZyBjMDOzRcNAH8FtDDwaEY9HxBvAucAuAxyDmZktAhQRA7cxaTdgTETsm6e/AnwiIr5TKDcWGJsn1wIeHrAgezYCeLHVQTRoMMYMgzPuwRgzDM64B2PMMDjjbreYPxgRI3sqNGQgImlUREwAJrQ6jlokTYmI0a2OoxGDMWYYnHEPxphhcMY9GGOGwRn3YIwZBr6JcjqwWtX0qnmemZlZUw10grsDWFPS6pKGAnsAlwxwDGZmtggY0CbKiHhL0neAPwGLA2dExF8HMoYmaMum0x4MxphhcMY9GGOGwRn3YIwZBmfcgzHmge1kYmZmNlB8JxMzM+tITnBmZtaRnOBKkHSGpBmS7m91LI2QtJqk6yQ9IOmvksa1OqaeSFpK0u2S7skxH97qmMqStLikuyVd2upYypI0TdJ9kqZKmtLqeMqStLykCyQ9JOlBSZu2OqbuSFor7+PK4xVJ+7c6rjIkfTf/L94v6RxJS7U6prJ8Dq4ESVsCrwJnRsS6rY6nLEmrAKtExF2SlgXuBP4lIh5ocWh1SRIwLCJelbQEcBMwLiJubXFoPZL0X8Bo4L0RsVOr4ylD0jRgdES000W8PZL0O+DGiDgt98heJiJmtzquMvItC6eTbnLxZKvj6Y6kD5D+B9eJiNcl/QG4PCImtjaycnwEV0JE3ADManUcjYqIZyPirvz3HOBB4AOtjap7kbyaJ5fIj7b/FSZpVWBH4LRWx9LpJC0HbAmcDhARbwyW5JZtAzzW7smtyhBgaUlDgGWAv7c4ntKc4BYRkrqADYHbWhtJz3JT31RgBnB1RLR9zMAvgQOBd1odSIMC+LOkO/Mt8gaD1YEXgN/mJuHTJA1rdVAN2AM4p9VBlBER04FfAE8BzwIvR8RVrY2qPCe4RYCk9wB/BPaPiFdaHU9PIuLtiNiAdKebjSW1dbOwpJ2AGRFxZ6tj6YXN877eHvh2bo5vd0OAjYBfR8SGwGvAoBh6Kzen7gyc3+pYypA0nHRD/NWB9wPDJO3V2qjKc4LrcPk81h+BsyNiUqvjaURudroOGNPqWHqwGbBzPp91LvBpSWe1NqRy8i90ImIGcCFpxI929wzwTNWR/QWkhDcYbA/cFRHPtzqQkrYFnoiIFyLiTWAS8MkWx1SaE1wHyx02TgcejIgyyB43AAAHF0lEQVTjWh1PGZJGSlo+/700sB3wUGuj6l5EHBIRq0ZEF6n56dqIaPtfuZKG5c5H5Ca+zwBt31M4Ip4Dnpa0Vp61DdC2HacKvsQgaZ7MngI2kbRM/j7ZhnQuf1BwgitB0jnALcBakp6R9I1Wx1TSZsBXSEcUle7JO7Q6qB6sAlwn6V7SvUuvjohB0+1+kFkZuEnSPcDtwGURcWWLYyprP+Ds/DnZADi6xfH0KP+I2I50FDQo5KPkC4C7gPtIOWPQ3LbLlwmYmVlH8hGcmZl1JCc4MzPrSE5wZmbWkZzgzMysIznBmZlZR3KCs5aTNF5S1Hm01fVkkrpyXG11M2VJG0sa3+o4GpH343daHYd1riGtDsAse5nadyx5dKAD6cGzwKa038XnGwM/Asa3OA6ztuEEZ+3irXYfEkfSUhExD2jrOC3dBSciXm91HNZabqK0QUHSAZLmSVqnat7Gkt6S9G95euvc7PUZSZdKek3SU5K+VaO+LSRdL2mupJmSflO5bVVevk+ua2NJkyW9DhxQq4kyDxr6C0kHS3pW0suSjlWyQx4sco6ki/LNa6vjWEHSBEnP59d3s6RPFMqEpHGSjpb0gtLguydJWrISK3BiVdmQNLmbfTlZabDQL0t6VGnwzSvykD+VMpV9uW6tdaumJ0qaImlHpYF150q6LL+uDysNuPtaLrNejXCGSjpB0ixJsyWdqHRD4uptjpJ0bi4zV9Kfqm7TVd1svKekMyXNBv6v3uu3RUhE+OFHSx+kZrUXSS0KCzyqyixGGnjxjrxsKdI98S6vKrM1afiXp0m3bvoscEqet1NVuc2A+cB5wA6k25lNBy6oKrNPXu8x4HvAp0jDDXXVqG8a6QbAk0jNrIfmMseTBpn9PLAn8BJwStV6S5JugfQ4sHde92JgDvC+qnJBuifgxPyaDgDeAg7My0eShjQJYJP8WKeb/T0576ObSXeK3wN4vs6+XLfGutX7aSJpWKPK69wrv84LgCnAN0k3GJ5Kul+kCq9rOulm4NsD38/vy8+ryqyQX/vdwBeAnfLn4Glg6Vym8p48C5xEuh3Wp1v9ufaj9Y+WB+CHH6QEF3UeXVXlPkwaWf0w4DjSILTvr1pe+VKeUKj/auDWqukbgesKZT5d/YXOuwluXKFc5cu0mOAeBRavmnd7TkKrV837GfB81fQ3gDeANavmDSEl1eov+QBuKMRxUeE1fYc0XmyZ/T2ZdM5zeNW8/fN2Kkmjsi/LJLi3gA8VXmcAe1fN2yHPW7vwuh4CFquadygwF1ghTx8JzKxM53nDc/zfLrwnF7b6s+xHez3cRGnt4mXg4zUe/xg9OCIeBQ4iJbhxwH4RUWt04QsL05OAjykNpLoMqZPIHyQNqTxIRwVvAh8rrHtZyfgnR8TbVdOPAtMi4onCvJFVTXDbko58nqiKA+B6YHSh/uIgkw+QxsvrrTsi4qVCfdC7Ed+nRcRjVdOVjkHX1phXrP/iiKgeJHYSsDRQaRrdlvQD5ZWqfTSHtN+K+6jse2WLCHcysXbxVkRMKVHuj6Smv1nUHzRyRo3pIcCI/Lw4cHJ+FK1WmC47btfswvQbdeYJGJr/HkFqTnyzRn2PFaZr1bVUydhqqVUfvayzXl2za8wr1l/rvYI0qgS8u4++WGO71xSmB8sYazZAnOBssDmFdE5mJVLT5g9qlFmpxvRbpPN8S5Gas8YDl9dYt3hE2J/Dbcwinaf69xrL5vfjdsuYl5+HFuYPJ+3HZqn1XkE6nwZpH11CaqosmlOY9tAotgAnOBs0JO1N6mSwGbAe8GtJF0XE7YWiuwJXFKbvzE2Ir0m6FVgrIo4YiLi7cQ1pkNGnIo2o3RdvwAKXMvTVM/l5bVJHGCStBnwE+FsT6q/YRdIhVc2Unwde592BV68hdS75a7jbvzXICc7axRBJm9SY/3RETM9d2E8gdb64DbhN0r8Cv5O0YeFLfXtJR5HOZX2e1Ktul6rlBwLXSHqH1NtvDjAK2BE4NCIeafqrq+1M4FvAZEm/IPWmXJF00fZzEXF8A3VVLjwfJ+la4JWIeLi3gUXEM5KmAEdKmkvqxfoD0hFVMy0LnC/pN8BHSedXT4qIynaOI/XMvFbSiaRelysDWwE3RcRgGh3bBpg7mVi7WI40anrx8bW8/DTSUcWPqtb5BvA+4KhCXfsCG5F6Gu5E6m13SWVhRNwEbEnqXv+/pGumDiR1PR+w8zg5KX+K1InicFJHkhOANUm9MBtxI/BzUueb24BTmxDil0jNwWeRLrs4Auh10qzjWFJz5DnAD4HTqWp2jogXSefgHiKde72K1EtzOeDeJsdiHcYjelvHkLQ1cB3wzxFxfw/FzazD+QjOzMw6khOcmZl1JDdRmplZR/IRnJmZdSQnODMz60hOcGZm1pGc4MzMrCM5wZmZWUf6fwI6Whj44PIfAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2aaa2ab4390>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(7,4))\n",
-    "plt.title(\"Number of successes in coin toss\",fontsize=16)\n",
-    "plt.bar(left=np.arange(1,9),height=x)\n",
-    "plt.xlabel(\"Experiment number\",fontsize=15)\n",
-    "plt.ylabel(\"Number of successes\",fontsize=15)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 25: Generating random numbers from Normal distribution and Histogram"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.9121603716396331\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.random.normal()\n",
-    "print(x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2aaa2bfaf28>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "heights = np.random.normal(loc=155,scale=10,size=100)\n",
-    "plt.figure(figsize=(7,5))\n",
-    "plt.hist(heights,color='orange',edgecolor='k')\n",
-    "plt.title(\"Histogram of teen aged students's height\",fontsize=18)\n",
-    "plt.xlabel(\"Height in cm\",fontsize=15)\n",
-    "plt.xticks(fontsize=15)\n",
-    "plt.yticks(fontsize=15)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 26: Calculation of descriptive statistics from a DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>People</th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Height</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ann</td>\n",
-       "      <td>21</td>\n",
-       "      <td>55</td>\n",
-       "      <td>160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Brandon</td>\n",
-       "      <td>12</td>\n",
-       "      <td>35</td>\n",
-       "      <td>135</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Chen</td>\n",
-       "      <td>32</td>\n",
-       "      <td>77</td>\n",
-       "      <td>170</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>David</td>\n",
-       "      <td>45</td>\n",
-       "      <td>68</td>\n",
-       "      <td>165</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Emily</td>\n",
-       "      <td>37</td>\n",
-       "      <td>70</td>\n",
-       "      <td>173</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Farook</td>\n",
-       "      <td>18</td>\n",
-       "      <td>60</td>\n",
-       "      <td>168</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Gagan</td>\n",
-       "      <td>28</td>\n",
-       "      <td>72</td>\n",
-       "      <td>175</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Hamish</td>\n",
-       "      <td>52</td>\n",
-       "      <td>69</td>\n",
-       "      <td>159</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Imran</td>\n",
-       "      <td>5</td>\n",
-       "      <td>18</td>\n",
-       "      <td>105</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Joseph</td>\n",
-       "      <td>40</td>\n",
-       "      <td>65</td>\n",
-       "      <td>171</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Katherine</td>\n",
-       "      <td>48</td>\n",
-       "      <td>82</td>\n",
-       "      <td>155</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Lily</td>\n",
-       "      <td>15</td>\n",
-       "      <td>48</td>\n",
-       "      <td>158</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       People  Age  Weight  Height\n",
-       "0         Ann   21      55     160\n",
-       "1     Brandon   12      35     135\n",
-       "2        Chen   32      77     170\n",
-       "3       David   45      68     165\n",
-       "4       Emily   37      70     173\n",
-       "5      Farook   18      60     168\n",
-       "6       Gagan   28      72     175\n",
-       "7      Hamish   52      69     159\n",
-       "8       Imran    5      18     105\n",
-       "9      Joseph   40      65     171\n",
-       "10  Katherine   48      82     155\n",
-       "11       Lily   15      48     158"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "people_dict={'People':people,'Age':age,'Weight':weight,'Height':height}\n",
-    "people_df=pd.DataFrame(data=people_dict)\n",
-    "people_df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "29.416666666666668\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(people_df['Age'].mean())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "175\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(people_df['Height'].max())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "18.45120510148239\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(people_df['Weight'].std())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "17.25"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.percentile(people_df['Age'],25)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Inter-quartile range:  24.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "pcnt_75 = np.percentile(people_df['Age'],75)\n",
-    "pcnt_25 = np.percentile(people_df['Age'],25)\n",
-    "print(\"Inter-quartile range: \",pcnt_75-pcnt_25)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "             Age     Weight      Height\n",
-      "count  12.000000  12.000000   12.000000\n",
-      "mean   29.416667  59.916667  157.833333\n",
-      "std    15.329463  18.451205   19.834925\n",
-      "min     5.000000  18.000000  105.000000\n",
-      "25%    17.250000  53.250000  157.250000\n",
-      "50%    30.000000  66.500000  162.500000\n",
-      "75%    41.250000  70.500000  170.250000\n",
-      "max    52.000000  82.000000  175.000000\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(people_df.describe())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 27: DataFrame even has built-in plotting utilities"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAEcxJREFUeJzt3X+MZXddxvH3Q7vE2sFWXTLUbXEx2WhIV6CdlCrGzKCYtjT2H6IlyK/EbCBF0ZTIyh8YTEhqIkRISTcbQW1EJghFm+36o9aOUJMCu7V0uy2NG1zpbmrLj7BloFFXPv5xT9vpsLv3zJ17d+Z+eb+Sm73nnO+e85zb2efe+c4501QVkqS2PG+jA0iSxs9yl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXo3I068NatW2v79u0TPcZ3vvMdzj///IkeY1KmOTuYfyNNc3aY7vxnI/vBgwe/XlUvHDZuw8p9+/btHDhwYKLHWFpaYn5+fqLHmJRpzg7m30jTnB2mO//ZyJ7kP/uMc1pGkhpkuUtSgyx3SWqQ5S5JDbLcJalBQ8s9yQ8l+UKSLyU5nOR9pxiTJB9OciTJA0kum0xcSVIffS6F/G/g1VW1nGQLcE+Sv6uqe1eMuRrY0T1eCdzS/SlJ2gBDP7nXwHK3uKV7rP5/810H3NqNvRe4MMlF440qSeqr15x7knOS3A88AdxZVZ9fNWQb8OiK5WPdOknSBsha/gfZSS4EPgP8VlU9uGL9PuCmqrqnW74LeHdVHVj193cBuwBmZ2cvX1xcXP8ZnMHy8jIzMzMTPcakTHN2MP9GGiX7oeMnJpRmuJ3bLnjO8g/aa79WCwsLB6tqbti4Nf36gar6VpK7gauAB1dsOg5csmL54m7d6r+/F9gLMDc3V5O+TdfbmDeO+TfOKNnfsvuOyYTp4egb5p+z/IP22k9Kn6tlXth9YifJecBrgC+vGnY78KbuqpkrgRNV9djY00qSeunzyf0i4C+SnMPgzeCTVbUvydsAqmoPsB+4BjgCfBd464TySpJ6GFruVfUA8IpTrN+z4nkBN4w3miRpVN6hKkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUFDyz3JJUnuTvJQksNJ3nmKMfNJTiS5v3u8dzJxJUl9nNtjzEngxqq6L8kLgINJ7qyqh1aN+1xVXTv+iJKktRr6yb2qHquq+7rn3wYeBrZNOpgkaXSpqv6Dk+3AZ4FLq+rJFevngduAY8Bx4F1VdfgUf38XsAtgdnb28sXFxXVEH255eZmZmZmJHmNSpjk7mH8jjZL90PETE0oz3M5tFzxn+QfttV+rhYWFg1U1N2xc73JPMgP8C/D+qrpt1bYfAb5XVctJrgE+VFU7zrS/ubm5OnDgQK9jj2ppaYn5+fmJHmNSpjk7mH8jjZJ9++47JhOmh6M3vfY5yz9or/1aJelV7r2ulkmyBfg08PHVxQ5QVU9W1XL3fD+wJcnWNWaWJI1Jn6tlAnwUeLiqPniaMS/qxpHkim6/3xhnUElSf32ulnkV8EbgUJL7u3XvAV4MUFV7gNcBb09yEngKuL7WMpkvSRqroeVeVfcAGTLmZuDmcYWSJK2Pd6hKUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1CDLXZIaZLlLUoOGlnuSS5LcneShJIeTvPMUY5Lkw0mOJHkgyWWTiStJ6uPcHmNOAjdW1X1JXgAcTHJnVT20YszVwI7u8Urglu5PSdIGGPrJvaoeq6r7uuffBh4Gtq0adh1waw3cC1yY5KKxp5Uk9bKmOfck24FXAJ9ftWkb8OiK5WN8/xuAJOksSVX1G5jMAP8CvL+qblu1bR9wU1Xd0y3fBby7qg6sGrcL2AUwOzt7+eLi4vrP4AyWl5eZmZmZ6DEmZZqzg/k30ijZDx0/MaE0azd7Hjz+1EanGE3f7Du3XTDyMRYWFg5W1dywcX3m3EmyBfg08PHVxd45DlyyYvnibt1zVNVeYC/A3Nxczc/P9zn8yJaWlpj0MSZlmrOD+TfSKNnfsvuOyYQZwY07T/KBQ72qadPpm/3oG+YnnqXP1TIBPgo8XFUfPM2w24E3dVfNXAmcqKrHxphTkrQGfd4eXwW8ETiU5P5u3XuAFwNU1R5gP3ANcAT4LvDW8UeVJPU1tNy7efQMGVPADeMKJUlaH+9QlaQGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1KCh5Z7kY0meSPLgabbPJzmR5P7u8d7xx5QkrcW5Pcb8OXAzcOsZxnyuqq4dSyJJ0roN/eReVZ8FvnkWskiSxiRVNXxQsh3YV1WXnmLbPHAbcAw4Dryrqg6fZj+7gF0As7Ozly8uLo6au5fl5WVmZmYmeoxJmebsYP6NNEr2Q8dPTCjN2s2eB48/tdEpRtM3+85tF4x8jIWFhYNVNTds3DjK/UeA71XVcpJrgA9V1Y5h+5ybm6sDBw4MPfZ6LC0tMT8/P9FjTMo0Zwfzb6RRsm/ffcdkwozgxp0n+cChPjPGm0/f7Edveu3Ix0jSq9zXfbVMVT1ZVcvd8/3AliRb17tfSdLo1l3uSV6UJN3zK7p9fmO9+5UkjW7o9w9JPgHMA1uTHAP+ANgCUFV7gNcBb09yEngKuL76zPVIkiZmaLlX1euHbL+ZwaWSkqRNwjtUJalBlrskNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBQ8s9yceSPJHkwdNsT5IPJzmS5IEkl40/piRpLfp8cv9z4KozbL8a2NE9dgG3rD+WJGk9hpZ7VX0W+OYZhlwH3FoD9wIXJrloXAElSWs3jjn3bcCjK5aPdeskSRskVTV8ULId2FdVl55i2z7gpqq6p1u+C3h3VR04xdhdDKZumJ2dvXxxcXGk0IeOn+g1bvY8ePypkQ5xWju3XTDeHZ7G8vIyMzMzzyz3PedJGOWcV+cfxUae8yS+ds6Wac4O052/b/b19MjCwsLBqpobNu7ckY/wrOPAJSuWL+7WfZ+q2gvsBZibm6v5+fmRDviW3Xf0GnfjzpN84NA4TvFZR98wP9b9nc7S0hIrX5++5zwJo5zz6vyj2MhznsTXztkyzdlhuvP3zX42emQc0zK3A2/qrpq5EjhRVY+NYb+SpBENfYtJ8glgHtia5BjwB8AWgKraA+wHrgGOAN8F3jqpsJKkfoaWe1W9fsj2Am4YWyJJ0rp5h6okNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QG9Sr3JFcleSTJkSS7T7F9PsmJJPd3j/eOP6okqa9zhw1Icg7wEeA1wDHgi0lur6qHVg39XFVdO4GMkqQ16vPJ/QrgSFV9par+B1gErptsLEnSeqSqzjwgeR1wVVX9Zrf8RuCVVfWOFWPmgdsYfLI/Dryrqg6fYl+7gF0As7Ozly8uLo4U+tDxE73GzZ4Hjz810iFOa+e2C8a7w9NYXl5mZmbmmeW+5zwJo5zz6vyj2MhznsTXztkyzdlhuvP3zb6eHllYWDhYVXPDxg2dlunpPuDFVbWc5Brgb4AdqwdV1V5gL8Dc3FzNz8+PdLC37L6j17gbd57kA4fGdYoDR98wP9b9nc7S0hIrX5++5zwJo5zz6vyj2MhznsTXztkyzdlhuvP3zX42eqTPtMxx4JIVyxd3655RVU9W1XL3fD+wJcnWsaWUJK1Jn3L/IrAjyUuSPB+4Hrh95YAkL0qS7vkV3X6/Me6wkqR+hn7/UFUnk7wD+AfgHOBjVXU4ydu67XuA1wFvT3ISeAq4voZN5kuSJqbXxFY31bJ/1bo9K57fDNw83miSpFF5h6okNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNahXuSe5KskjSY4k2X2K7Uny4W77A0kuG39USVJfQ8s9yTnAR4CrgZcCr0/y0lXDrgZ2dI9dwC1jzilJWoM+n9yvAI5U1Veq6n+AReC6VWOuA26tgXuBC5NcNOaskqSe+pT7NuDRFcvHunVrHSNJOkvOPZsHS7KLwbQNwHKSRyZ5vN+GrcDXx7nP/NE493ZGY88+qhHPedPkH8UkvnbOlmnODtOdv2/2dfbIT/YZ1KfcjwOXrFi+uFu31jFU1V5gb59g45DkQFXNna3jjdM0Zwfzb6Rpzg7TnX8zZe8zLfNFYEeSlyR5PnA9cPuqMbcDb+qumrkSOFFVj405qySpp6Gf3KvqZJJ3AP8AnAN8rKoOJ3lbt30PsB+4BjgCfBd46+QiS5KG6TXnXlX7GRT4ynV7Vjwv4IbxRhuLszYFNAHTnB3Mv5GmOTtMd/5Nkz2DXpYktcRfPyBJDWqi3JNckuTuJA8lOZzknd36H0tyZ5J/7/780Y3OeipJfijJF5J8qcv/vm79VOSHwZ3MSf4tyb5ueZqyH01yKMn9SQ5066Yp/4VJPpXky0keTvJz05A/yU93r/nTjyeT/M40ZH9akt/t/s0+mOQT3b/lTZG/iXIHTgI3VtVLgSuBG7pfkbAbuKuqdgB3dcub0X8Dr66qlwEvB67qrjqalvwA7wQeXrE8TdkBFqrq5SsuY5um/B8C/r6qfgZ4GYP/Dps+f1U90r3mLwcuZ3AxxmeYguwASbYBvw3MVdWlDC44uZ7Nkr+qmnsAfwu8BngEuKhbdxHwyEZn65H9h4H7gFdOS34G9zXcBbwa2Netm4rsXb6jwNZV66YiP3AB8B90Pz+btvwr8v4K8K/TlJ1n78z/MQYXp+zrzmNT5G/lk/szkmwHXgF8HpitZ6+3/y9gdoNiDdVNa9wPPAHcWVXTlP9PgN8Dvrdi3bRkByjgn5Ic7O6ihunJ/xLga8CfddNif5rkfKYn/9OuBz7RPZ+K7FV1HPhj4KvAYwzu7/lHNkn+pso9yQzwaeB3qurJldtq8Da6aS8Nqqr/q8G3pxcDVyS5dNX2TZk/ybXAE1V18HRjNmv2FX6he+2vZjCl94srN27y/OcClwG3VNUrgO+wahpgk+enuznyV4G/Xr1tM2fv5tKvY/AG+xPA+Ul+Y+WYjczfTLkn2cKg2D9eVbd1qx9/+rdTdn8+sVH5+qqqbwF3A1cxHflfBfxqkqMMfmPoq5P8JdORHXjmExhV9QSDOd8rmJ78x4Bj3Xd6AJ9iUPbTkh8Gb6r3VdXj3fK0ZP9l4D+q6mtV9b/AbcDPs0nyN1HuSQJ8FHi4qj64YtPtwJu7529mMBe/6SR5YZILu+fnMfh5wZeZgvxV9ftVdXFVbWfwrfU/V9VvMAXZAZKcn+QFTz9nMGf6IFOSv6r+C3g0yU93q34JeIgpyd95Pc9OycD0ZP8qcGWSH+466JcY/DB7U+Rv4iamJL8AfA44xLPzvu9hMO/+SeDFwH8Cv1ZV39yQkGeQ5GeBv2Dw0/bnAZ+sqj9M8uNMQf6nJZkH3lVV105L9iQ/xeDTOgymOP6qqt4/LfkBkrwc+FPg+cBXGPz6j+cxBfm7N9SvAj9VVSe6ddP02r8P+HUGV+z9G/CbwAybIH8T5S5Jeq4mpmUkSc9luUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1KD/B97F7hW9YEYfAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2aaa2b4eb00>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "people_df['Weight'].hist()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2aaa2d72fd0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "people_df.plot.scatter('Weight','Height',s=150,c='orange',edgecolor='k')\n",
-    "plt.grid(True)\n",
-    "plt.title(\"Weight vs. Height scatter plot\",fontsize=18)\n",
-    "plt.xlabel(\"Weight (in kg)\",fontsize=15)\n",
-    "plt.ylabel(\"Height (in cm)\",fontsize=15)\n",
-    "plt.show()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.2"
-  },
-  "latex_envs": {
-   "LaTeX_envs_menu_present": true,
-   "autoclose": false,
-   "autocomplete": true,
-   "bibliofile": "biblio.bib",
-   "cite_by": "apalike",
-   "current_citInitial": 1,
-   "eqLabelWithNumbers": true,
-   "eqNumInitial": 1,
-   "hotkeys": {
-    "equation": "Ctrl-E",
-    "itemize": "Ctrl-I"
-   },
-   "labels_anchors": false,
-   "latex_user_defs": false,
-   "report_style_numbering": false,
-   "user_envs_cfg": false
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}

From 1178bb637965ad73deeae32cea7db38f37cf0262 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 12:32:06 -0700
Subject: [PATCH 053/165] Add files via upload

---
 .../Matplotlib_Seaborn_basics.ipynb           | 1184 +++++++++++++++++
 1 file changed, 1184 insertions(+)
 create mode 100644 Pandas and Numpy/Matplotlib_Seaborn_basics.ipynb

diff --git a/Pandas and Numpy/Matplotlib_Seaborn_basics.ipynb b/Pandas and Numpy/Matplotlib_Seaborn_basics.ipynb
new file mode 100644
index 0000000..eee6e6e
--- /dev/null
+++ b/Pandas and Numpy/Matplotlib_Seaborn_basics.ipynb	
@@ -0,0 +1,1184 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.7.0"
+    },
+    "colab": {
+      "name": "Matplotlib_Seaborn_basics.ipynb",
+      "version": "0.3.2",
+      "provenance": [],
+      "collapsed_sections": []
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Tv41pXhYT8I-",
+        "colab_type": "text"
+      },
+      "source": [
+        "# Basics of Matplotlib and Seaborn - data visualization with Python\n",
+        "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+        "---\n",
+        "This notebook teaches the basics of two of the most popular visualization libraries in the Python universe - `Matplotlib` and `Seaborn`. We will show, how using minimal code, you can create various types of plots - \n",
+        "\n",
+        "* scatterplot, \n",
+        "* boxplot, \n",
+        "* histogram,\n",
+        "* violin plot,\n",
+        "* bar charts,\n",
+        "* heatmap\n",
+        "* time series line plot"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "v_ZFrq4nT8I_",
+        "colab_type": "text"
+      },
+      "source": [
+        "## Matplotlib"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xNgiOl8XT8JA",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Scatterplot - basic\n",
+        "We start by defining some data. Let's suppose we collected age (in years), height (in cm), and weight (in kilograms) information from few patients visitng a clinic. "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "GDdO_6zxT8JB",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "people = ['Ann','Brandon','Chen','David','Emily','Farook',\n",
+        "          'Gagan','Hamish','Imran','Julio','Katherine','Lily']\n",
+        "age = [21,12,32,45,37,18,28,52,5,40,48,15]\n",
+        "weight = [55,35,77,68,70,60,72,69,18,65,82,48]\n",
+        "height = [160,135,170,165,173,168,175,159,105,171,155,158]"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "QK5BxUspT8JD",
+        "colab_type": "text"
+      },
+      "source": [
+        "We may ask ourselves, is there a relationship between these features? We can plot age. vs. height or height vs. weight with a minimal amount of code."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "V0h1VWBTT8JE",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "import matplotlib.pyplot as plt"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "RQ4HxiEQT8JG",
+        "colab_type": "code",
+        "outputId": "c8ea0b6f-0991-4e43-dd99-1a73fa652708",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 269
+        }
+      },
+      "source": [
+        "plt.scatter(age, height)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGvf3WNBQm0Thn/cAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "nb0sE4QfT8JJ",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Scatterplot - adding bells and whistles\n",
+        "\n",
+        "The plot above is OK but looks barebone. We can add few bells and whistles to it with simple code.\n",
+        "\n",
+        "* Figure size\n",
+        "* Main title (and size the font)\n",
+        "* X- and Y-labels (and size the font)\n",
+        "* X- and Y-ticks (and size the font)\n",
+        "* Grid\n",
+        "* Text for labelling\n",
+        "* Legend\n",
+        "* Vertical (or horizontal) lines"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "VPngZ6_CT8JK",
+        "colab_type": "code",
+        "outputId": "7f799ea8-d8d3-4057-f44b-88a31a83c6af",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 494
+        }
+      },
+      "source": [
+        "# Set figure size\n",
+        "plt.figure(figsize=(8,6))\n",
+        "\n",
+        "# Add a main title\n",
+        "plt.title(\"Plot of Age vs. Height (in cms)\\n\",fontsize=20, fontstyle='italic')\n",
+        "\n",
+        "# X- and Y-label with fontsize\n",
+        "plt.xlabel(\"Age (years)\",fontsize=16)\n",
+        "plt.ylabel(\"Height (cms)\",fontsize=16)\n",
+        "\n",
+        "# Turn on grid\n",
+        "plt.grid (True)\n",
+        "\n",
+        "# Set Y-axis limit\n",
+        "plt.ylim(100,200)\n",
+        "\n",
+        "# X- and Y-axis ticks customization with fontsize and placement\n",
+        "plt.xticks([i*5 for i in range(12)],fontsize=15)\n",
+        "plt.yticks(fontsize=15)\n",
+        "\n",
+        "# Main plotting function with choice of color, marker size, and marker edge color\n",
+        "plt.scatter(x=age,y=height,c='orange',s=150,edgecolors='k')\n",
+        "\n",
+        "# Adding bit of text to the plot\n",
+        "plt.text(x=15,y=105,s=\"Height increaes up to around \\n20 years and then tapers off\",fontsize=15, \n",
+        "         rotation=30, linespacing=2)\n",
+        "plt.text(x=22,y=185,s=\"Nobody has a height beyond 180 cm\",fontsize=15)\n",
+        "\n",
+        "# Adding a vertical line\n",
+        "plt.vlines(x=20,ymin=100,ymax=180,linestyles='dashed',color='blue',lw=3)\n",
+        "\n",
+        "# Adding a horizontal line\n",
+        "plt.hlines(y=180,xmin=0,xmax=55,linestyles='dashed',color='red',lw=3)\n",
+        "\n",
+        "# Adding a legend\n",
+        "plt.legend(['Height in cms'],loc=2,fontsize=14)\n",
+        "\n",
+        "# Final show method\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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ll7Ny5cosjVDnz5/PsWPHuOyyy8Kuv1u3bqxdu5b169dHJF4vrCbC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\nSUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "DiwgYle5T8JM",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Bar chart"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "gHOGf6NgT8JN",
+        "colab_type": "code",
+        "outputId": "fdc67b24-70c1-4e2b-c71e-d3541de7a98f",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 338
+        }
+      },
+      "source": [
+        "plt.figure(figsize=(12,4))\n",
+        "plt.title(\"People's weight in kgs\",fontsize=16, fontstyle='italic')\n",
+        "# Main plot function 'bar'\n",
+        "plt.bar(x=people,height=weight, width=0.6,color='orange',edgecolor='k',alpha=0.6)\n",
+        "plt.xlabel(\"People\",fontsize=15)\n",
+        "plt.xticks(fontsize=14,rotation=30)\n",
+        "plt.yticks(fontsize=14)\n",
+        "plt.ylabel(\"Weight (in kgs)\",fontsize=15)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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F2yIiIiIiNaJgW0RERESkRhRsi4iIiIjUiIJtEREREZEaUbAtIiIiIlIjCrZFRERERGqk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\n",
+            "text/plain": [
+              "<Figure size 864x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "5OuqEQdhT8JP",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Histogram"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "y9Qlt5C8T8JQ",
+        "colab_type": "code",
+        "outputId": "cf283f30-0171-45bf-f875-3b9c78717df4",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 364
+        }
+      },
+      "source": [
+        "import numpy as np\n",
+        "plt.figure(figsize=(7,5))\n",
+        "# Main plot function 'hist'\n",
+        "plt.hist(weight,color='red',edgecolor='k', alpha=0.75,bins=5)\n",
+        "plt.title(\"Histogram of patient weight\",fontsize=18)\n",
+        "plt.xlabel(\"Weight in kgs\",fontsize=15)\n",
+        "plt.xticks(fontsize=15)\n",
+        "plt.yticks(fontsize=15)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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lzMzMSisz5vY94BjgckmnApsBk4Ez6k8PkPQIcEtEHJGfTwY2IJ3AvQzYBTge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\nzMwqx8HNzMwq5/8DH/z5meWnHRcAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 504x360 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "bX6PH-M8T8JS",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Simple line plot"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "ho_eycP-T8JS",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "days = np.arange(1,31)\n",
+        "candidate_A = 50+days*0.07+2*np.random.randn(30)\n",
+        "candidate_B = 50-days*0.1+3*np.random.randn(30)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "AZ1go-PkT8JV",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "# Determine the minimum and maximum of stock prices\n",
+        "ymin = min(candidate_A.min(),candidate_B.min())\n",
+        "ymax = max(candidate_A.max(),candidate_B.max())"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "WRp1WGkLT8JX",
+        "colab_type": "code",
+        "outputId": "23c2f16a-ce88-4288-8ef3-202a1a94e2bd",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 402
+        }
+      },
+      "source": [
+        "# Set style\n",
+        "plt.style.use('fivethirtyeight')\n",
+        "\n",
+        "plt.figure(figsize=(12,5))\n",
+        "plt.title(\"Time series plot of poll percentage over a month\\n\",fontsize=20, fontstyle='italic')\n",
+        "plt.xlabel(\"Days\",fontsize=16)\n",
+        "plt.ylabel(\"Poll percentage (%)\",fontsize=16)\n",
+        "plt.grid (True)\n",
+        "plt.ylim(ymin*0.98,ymax*1.02)\n",
+        "plt.xticks([i*2 for i in range(16)],fontsize=14)\n",
+        "plt.yticks(fontsize=15)\n",
+        "\n",
+        "# Main plotting function - plot (note markersize, lw (linewidth) arguments)\n",
+        "plt.plot(days,candidate_A,'o-',markersize=10,c='blue',lw=2)\n",
+        "plt.plot(days,candidate_B,'^-',markersize=10,c='green',lw=2)\n",
+        "\n",
+        "plt.legend(['Poll percentage of candidate A (%)', 'Poll percentage of candidate B (%)'],loc=2,fontsize=14)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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Dg1m9ejWnT59WLsQvX77M0aNHOX78OOXKlQMK/nvS3BHXdwy5evUqjx8/1vlu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miYO1fH7dty1q1TMmiQeRf4Eyc68eSJNFh55EjrRbNNdaBt5WgbeqM6VeqEm4N9/GH4uPhQ0aMi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\nAAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 864x360 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "oCSL3S8GT8JZ",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Boxplot\n",
+        "\n",
+        "![boxplot](https://miro.medium.com/max/1838/1*2c21SkzJMf3frPXPAR_gZA.png)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "tNkg2vlHT8Ja",
+        "colab_type": "code",
+        "outputId": "3321622a-7762-4b56-85b3-3d30fae7b507",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 278
+        }
+      },
+      "source": [
+        "plt.style.use('ggplot')\n",
+        "# Note how to convert default numerical x-axis ticks to the list of string by passing two lists \n",
+        "plt.boxplot(x=[candidate_A,candidate_B],showmeans=True)\n",
+        "plt.grid(True)\n",
+        "plt.xticks([1,2],['Candidate A','Candidate B'])\n",
+        "#plt.yticks(fontsize=15)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEFCAYAAACl5zMEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "OjWuZw2hT8Jc",
+        "colab_type": "text"
+      },
+      "source": [
+        "## Pandas DataFrames support some visualizations directly!"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "rvUM26TBT8Jd",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "import pandas as pd"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "fKArzGkuUY8I",
+        "colab_type": "code",
+        "outputId": "87b84e95-0cf1-4db5-cf36-fafb36e26831",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 404
+        }
+      },
+      "source": [
+        "!wget \"https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/wine.data.csv\"\n",
+        "!wget \"https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/Height_Weight.xlsx\"\n",
+        "\n",
+        "! rm -rf Data\n",
+        "!mkdir Data\n",
+        "\n",
+        "!mv wine.data.csv Data/\n",
+        "!mv Height_Weight.xlsx Data/"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "--2019-08-11 06:15:50--  https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/wine.data.csv\n",
+            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
+            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
+            "HTTP request sent, awaiting response... 200 OK\n",
+            "Length: 11481 (11K) [text/plain]\n",
+            "Saving to: ‘wine.data.csv’\n",
+            "\n",
+            "\rwine.data.csv         0%[                    ]       0  --.-KB/s               \rwine.data.csv       100%[===================>]  11.21K  --.-KB/s    in 0s      \n",
+            "\n",
+            "2019-08-11 06:15:51 (100 MB/s) - ‘wine.data.csv’ saved [11481/11481]\n",
+            "\n",
+            "--2019-08-11 06:15:51--  https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/Height_Weight.xlsx\n",
+            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
+            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
+            "HTTP request sent, awaiting response... 200 OK\n",
+            "Length: 3981 (3.9K) [application/octet-stream]\n",
+            "Saving to: ‘Height_Weight.xlsx’\n",
+            "\n",
+            "Height_Weight.xlsx  100%[===================>]   3.89K  --.-KB/s    in 0s      \n",
+            "\n",
+            "2019-08-11 06:15:51 (39.1 MB/s) - ‘Height_Weight.xlsx’ saved [3981/3981]\n",
+            "\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "CQ5SCUU2T8Jf",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "df = pd.read_csv('Data/wine.data.csv')"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "p3blxRmhT8Jh",
+        "colab_type": "code",
+        "outputId": "6c6c534a-2cc8-4097-8a91-f4ea4f7d35d8",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 212
+        }
+      },
+      "source": [
+        "df.head()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Class</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alcalinity of ash</th>\n",
+              "      <th>Magnesium</th>\n",
+              "      <th>Total phenols</th>\n",
+              "      <th>Flavanoids</th>\n",
+              "      <th>Nonflavanoid phenols</th>\n",
+              "      <th>Proanthocyanins</th>\n",
+              "      <th>Color intensity</th>\n",
+              "      <th>Hue</th>\n",
+              "      <th>OD280/OD315 of diluted wines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.23</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>15.6</td>\n",
+              "      <td>127</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.06</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>5.64</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.92</td>\n",
+              "      <td>1065</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.20</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>4.38</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>1050</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.16</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.68</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.37</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.80</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.24</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.32</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   Class  Alcohol  Malic acid  ...   Hue  OD280/OD315 of diluted wines  Proline\n",
+              "0      1    14.23        1.71  ...  1.04                          3.92     1065\n",
+              "1      1    13.20        1.78  ...  1.05                          3.40     1050\n",
+              "2      1    13.16        2.36  ...  1.03                          3.17     1185\n",
+              "3      1    14.37        1.95  ...  0.86                          3.45     1480\n",
+              "4      1    13.24        2.59  ...  1.04                          2.93      735\n",
+              "\n",
+              "[5 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 15
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "-iZCb4iiT8Jk",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "# Just to set the Matplotlib style to default\n",
+        "import matplotlib as mpl\n",
+        "mpl.rcParams.update(mpl.rcParamsDefault)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "zAsyHMVzT8Jm",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Scatter plot"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "hLOdFuRpT8Jn",
+        "colab_type": "code",
+        "outputId": "5fd1e8f5-5ac1-4bdc-8cf8-da807175bfee",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 453
+        }
+      },
+      "source": [
+        "df.plot.scatter('Alcohol','Color intensity')\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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MeP3zuq26TmcsWZ/w8bK5E2wZQXF6bzE/7l3mB65vbzF16lRbX9Ssbdu26YEH\nHtCcOXP0X//1X9q4caNuuOEGtW/fXtOnT4/7O4cOHdKhQ4ea/11bW5ut5gYesxsAa9z+zNg1MuFU\nyi5bqaN0UnJeOj/sZyr4WbBggdPtiKupqUmnnHKKfvrTn0o6MgK1adMmPfjggwmDn0WLFmnhwoXZ\nbGZoMLsBsMbtz0ymxcipUnZ2BEWkjuCGtGt+Xn/99ea9vYYNG6ZRo+z/Q+3du7eGDh0ac+xLX/qS\n/vjHPyb8nfnz58dMua+trVVxcbHtbQsjP9QQAF7ilc9MuiMTiWZiXfvb15Xbrp0tdUyZBmhAOiwH\nP7t379Yll1yidevW6ZhjjpEkHThwQBMnTtRjjz2mnj172ta4cePGafPmzTHH3n333aQ7y3fo0EEd\nOnSwrQ34N2Y3ANb4+TOTLGX30nt722wPkOn0dFJHyCbL21vMnj1bn376qf7xj39o37592rdvnzZt\n2qTa2lrb1/m5+eab9corr+inP/2ptm7dqt/97nd6+OGHNWvWLFtfB+aZWfIdwcdGjub59TOTKmXX\n1OrfXtvMtCX+XtGaqdleLeXn5+u5557T6NGjY46Xl5frrLPO0oEDB2xt4DPPPKP58+dry5Yt6t+/\nv+bMmcNsLw9giDqcnJq2HYZ1o5z8zDjx/qWaiZXIihmjNXGIN7Y6YmkOf3N9tldLTU1Nystr+0eT\nl5enpqbW3wUy9/Wvf11f//rXbT8vMsMQdTjZvRqvn25OmQYYTnxmnHz/EqXs2kWkpiRfmb1U++fU\n6tHwP8tprzPOOEM33nijdu7c2Xzso48+0s0336wzzzzT1sYB8I5oDUhjq8HiTNIdftgV+0D9YU1b\nXq4zlqzXjBUbNfGedZq2vFw1CbaOyCan3794Kbv8oxIHVeMH9fTEl6Jt1XVaVV5l298rabPgsTzy\nc//992vKlCnq169f8yyqHTt26KSTTtJvfvMb2xsIwBvsnrbt9ho4ZmVr9MDqyFI23r/WM7FyItK0\nRzYmfP7cyYMTtjUbac14I2GJmPl79dPIJKyxHPwUFxeroqJCzz33nP71r39JOjL9fNKkSbY3DoB3\n2D1tO1Uw9fSbH2nKyONcDYCyEWCke4PN5hpC0ZRd2ebdSZ/3X6vf1m+/c1pzu7MdPMQLVBMx8/dK\n2iy4LKe9pCObm37ta1/T7NmzNXv2bAIfIASiNSA5rba6yYlE0kp3pAqmfrFmi+spJjMBRqbSTV25\nsYZQqtf8587amHZnM62ZKC3bmtm/VyfSvPAO08HP888/r6FDh8bdLqKmpkbDhg3T3//+d1sbBwRB\nkOoF7Jy2nSiYas3NGiCnA4zTWFrQAAAgAElEQVRMbrB2B6NmRF+zXYJL1iQ1tzvbwUOqQDXK7N9r\nNgJfuMd02uvee+/VVVddFXe6WX5+vq6++mr9/Oc/11e+8hVbGwj4lZfrBdKtwbB7Nd54Wxu05mYN\nkNOLFGaaunJja4ilpaN02fJXtOmjxPsmmgkM7N7aI1Wguuibw3XagO6mX9Mrq3PDGaaDnzfffFOL\nFy9O+PhZZ52le+65x5ZGAUHgxXoBuwIyu6Zttwymnn7zI/1izZaEz3Vr7zgnA4xMb7BubA2R3ylP\n910yKukaQP26d1aqJeT6de9sayF0qkC1tKSPrefzQjE+0mc6+Pnkk0/iru/TfKLcXFVXp66wB8LA\nqzOZvBiQSUeCqfNHFCUNfnbVfO7K++ZkgGHXDTbb624lXANI0uktUm6J+nbqgG5a8NQ/bB8VtTtQ\nDfOmq0FfeNR08HPcccdp06ZNGjhwYNzH33rrLfXu3du2hgF+5vZu3vF4NSCLSnRDjZq/+m1J7qUO\nnQow/HqDXVo6Stf85nW9vG1v87EmSV80NammvkH5nfIS9q2hscmRINzuQDWMm656OV1vJ9PbW8ye\nPVvr1q3Txo0b1bFjx5jHPvvsM5WUlGjixIm67777HGloutjeAm5ItTVA2dwJWf8/0bLNuzVjReI1\nWrywLUFNfUPKGqDoqEjQphr78QY7bXm5XthaHbPic7zr07JvhmF47rOBf5u2vDzhSGS2P3Oe2N7i\nBz/4gVavXq3Bgwfr+uuv15AhQyRJ//rXv7Rs2TI1Njbq+9//vq2NA/zKi/UCfijgbPlN+5VtezR/\n9aY2z0k0UmXXML1bw/1+2zLGykhiy76lWivIrdoueH902E6mg59evXrppZde0rXXXqv58+c3F7NF\nIhFNnjxZy5YtU69evRxrKOA3XktneDEgS6R/j84pZwxFb5J2DdOHZbjfLummdv0QhEvOBcFerqXx\nYrreKZZWeO7bt6/+/Oc/a//+/dq6dasMw9CgQYNUUFDgVPsA3/JivYDXArJkzN4k7Sri9moxuFel\nG8R4PQh3Kgj2Q3CdzjX1cjCXjOXtLSSpoKBAo0ePtrstQCB5KZ3hxYAsETM3SbuG6cM03G+XTIIY\nLwfhTgXBfgiurVxTPwRzyaS1vQUAf+vfo7MmDin0/A091YrSdq3Cy2q+6Ul3xe9oEF42d4JWzBit\nsrkTtHJmies3TadWpfbTVhlmr2k2ty5xQlojPwCQDalGquyqH/FLHUo8dqYdrJ4r05FEL42KSs7V\nvPiplsbMNQ3CSCnBDwDPS3STtKt+xOt1KPHYmXbI9FxeC2LSlSoI/u/nt+rk4gLL768fg+tk19RP\nwVwipL0A+Fo6qZd4m83auWlrNtiZdvB7CqO1dDcTTrXZbsUHB9J6T9zYhNZJfgzmWmPkBwg5u2dr\nZHv2h5XUS6oRDr8Ug9uZdghCCiPKzAhWqr/PpaWj9J2VG7Xx/f1tHsvkPfFykbdVfhwpbY3gBwgp\nu2druD37w0zqxcyMGz+kcOxMOwQhhRGV7PreV/ofpv4+8zvl6bqJA5Ouhp7Oe+Kn4NoMvwdzBD9A\nSNk99dbrU3mDNMJhZ9ohCCkMKfX1vWrla6qoOhDzWKK/TyffEz8E12b4PZij5gcIIbun3tp5vnTr\nNVIJ0nR2O2tI3KxHsfNap7q+G9/fb/rv06n3xKm/bTf5ZdmM1hj5AULI7lSHHedzOm0WlBGOKDvT\nDtlOYThxrVNd32Ti/X3a+Z64nRJGWwQ/QAjZHQjYcT6n02ZBKNJsyc60Q7ZTGE5c62TXd1SfY/Ra\nVdsC5qh4f592videTwmHEWkvIITsHtbP9HzZWgHXL9PZraRH7Ew7ZCOF4eS1TnR9l08fnfbfZ6bv\niZ9Wdw4TRn6AkLI71ZHJ+bI148iQkfpJLgpDesTJa51stMat2UlBmk0XJAQ/QEjZnerI5HzZqsfx\nevrB6+2zQzaudbwZVW7NTgparVlQkPYCfMjOWSN2pzrSOV82Zhx5Pf3g9fbZxe5rbfWzkO3ZSUFb\n3TkoGPkBfCTIaRGn0xJeTz94vX12suNa++mz4PcFAYOI4AfwkSCnRZxOS3g9/eD19tnJjmvtp8+C\n3xcEDCKCH8AngrRCcTJWVsC1so/YgJ5Ha3S/Ar1etV9NLTJLTk91N9vGoE3FNyPd1Y79+lkIyurO\nQUDwA/hEmNIiqVhNeUSfH2+zSqfSD+mkZUiPmMNnAZki+AF8IkxpkVSspjziPb+dpC/3LXAsRZJO\nWob0iDl8FpApZnsB8BWrs6ISPb9J0saq/Y7Mosp05pZf90uyIpMZi8ygQqYIfgCfCNLGnJmw+j64\n8b5xrRI7UH9Y05aX64wl6zVjxUZNvGedpi0vV019g6Xz+GW1bngTaS/AJxjqP8Lq++DG++a3a2Wl\ncDxTds3SIkWITBD8AAg0J2dRJQoa/DJzK9tr5TgxS4sZVEgHaS/AJ17dvjf549uSPx4U6aSU7E6R\nJEvdRGtZ5p412LW0jNl6mmSjME4gHQivYOQH8I1I0ke9vWWnfdJJKdmdIokXNLywpVoT7inT/ha1\nK+MH9dTT14/T3oOHs5KWsTKS48ZaOX5LByK4GPkBfOLU/t2SPn7agO5Zaom7MpnpY8csqmSzx/a3\nKtrdsKVad/3lXxm9ppVZUVZGctwYhWGWFryC4AfwiQE9j9aYBAHOmAHdQ3XjyDSNlck061RBQ2sv\nvbc3rdexOivK6vR6t0ZhmKUFLyDtBfjIg//55TYrAEfTGmGSbhrLjgLfVEFDPK9u2+v43lVWVz12\nqyibWVrwAoIfwEe4ccSyOtPHjmnWiYKGZKzWY6VTj9MtRfAWbyTHze00mKUFNxH8AD7EjcM6Owt8\n4wUNyVitx0pn76olf9uS8PmJ6mkIphFWBD8APMvOxffs3AwzXtDwX6vf1stxlhtIpx7Laj1OosAu\nau7kwUnPRzCNsCH4AeA5Tiy+50SBb8ugwc56LKv1OKkCu70HD1tuAxBkBD8APMeuLRBacrrA1+4U\nkpV6HNbPAazx1VT3u+66S5FIRDfddJPbTQHgkEx3RE8mk2nWZqfH27UjezSYKps7QStmjFbZ3Ala\nObMk7sgX6+cA1vhm5Gfjxo166KGHNGLECLebAsBBdtbmtJbO6IydKbh0apjM1uO4OXML8BtfBD91\ndXW67LLL9Ktf/Uo//vGP3W4O4GnZ3KHbCdlI4Vgp8LUjBZeNDUSZuQWY54vgZ9asWTrvvPM0adKk\nlMHPoUOHdOjQoeZ/19bWOt08wBOyvUN3KukEYQfqD+uOp/8Z9zE3dkS3a3q8EzVMiTBzC0jN88HP\nY489poqKCm3cuNHU8xctWqSFCxc63Cogc3aP0GTzBptMJkFYvD5EuZHCsSMF58YGonby+0giEI+n\ng58dO3boxhtv1Jo1a9SxY0dTvzN//nzNmTOn+d+1tbUqLi52qomAZU6M0HjpBptuEJZqrZqFFwzL\n+giWHSk4J2uYnOS1kUTATp6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BAIBQIfgBAAChQvADAABChZofQO5vWgoAyB6CH4SalzYt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\nQvADAABC5f8H6I9PKOCsXfIAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "liqpY9aKT8Jp",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Histogram"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "FcOYdarHT8Jp",
+        "colab_type": "code",
+        "outputId": "df705af6-c4b3-47cb-91a8-7da7e6f61222",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 468
+        }
+      },
+      "source": [
+        "df['Alcohol'].plot.hist(bins=20,figsize=(5,5),edgecolor='k')\n",
+        "plt.xlabel('Alcohol percentage')\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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sc/r6669L3HbHjh0aNWqUJkyYoG+//VbDhg3TsGHDdPjw4SpMDABA2Xh9Cfv6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\nADAJJQwAgEkoYQAATEIJAwBgkv8HjJZrhi2srlMAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 500x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3hNzW3d2T8Js",
+        "colab_type": "text"
+      },
+      "source": [
+        "## Seaborn - advanced statistical visualizations"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3mVtgMDlT8Ju",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "import seaborn as sns"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "qU-ok2vZT8Jx",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Boxplot separated by class/groups of data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "gVZ7Yd8TT8Jy",
+        "colab_type": "code",
+        "outputId": "60a184c8-ee77-4d91-bf00-bb5d627ba741",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 470
+        }
+      },
+      "source": [
+        "sns.boxplot(x='Class',y='Alcohol',data=df)"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f240a0416a0>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 20
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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uXbua43AAAACtplnKEAAAQFtFGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAA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\n",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "fZiJqi7TT8J0",
+        "colab_type": "text"
+      },
+      "source": [
+        "### Violin plots (combination of boxplot and histogram/kernel density)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "aDQLJNXST8J1",
+        "colab_type": "code",
+        "outputId": "8e588713-a56d-481e-9647-6f8459f95306",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 470
+        }
+      },
+      "source": [
+        "sns.violinplot(x='Class',y='Alcohol',data=df)"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f24135c9ac8>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 21
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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VemcdXdd57LHHZI+7OlLYNEJ+fj7btm1DoeFrLevWxA17Av40YwXrzz77zOQw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\nYII=\n",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "82WLOeN8T8J3",
+        "colab_type": "text"
+      },
+      "source": [
+        "### `regplot` - computes and plots the linear regression fit along with confidence interval"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "XUrh2FWcT8J3",
+        "colab_type": "code",
+        "outputId": "07208cba-d74f-4c6e-e4ba-085efe6f3d91",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 453
+        }
+      },
+      "source": [
+        "sns.regplot(x='Alcohol',y='Color intensity',data=df)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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TaS8XpsRSY9qIig0DHyIqO5n0cmFKbG5MG1ExYeBDRGUn3aLcmgorvr/9/URKbGJ3yCEr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\n",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "noGfQUeUT8J6",
+        "colab_type": "text"
+      },
+      "source": [
+        "### `lmplot` - combination of `regplot` with grid to visualize across various groups/classes"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3J9VQTSeT8J7",
+        "colab_type": "code",
+        "outputId": "e40c7419-61c6-4580-9d79-13b371386a64",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 507
+        }
+      },
+      "source": [
+        "sns.lmplot(x='Alcohol',y='Color intensity',hue='Class',data=df)\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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drs4BO2zOFFJnDMPh4yMOOHgNctJPt0TrWQ45Ghbtdh4b9jRhaqFp0K0cXuLx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DezdiHQH7eKK+U9vh3444/lhV9YAFPlBXv1J4DWi0d92Im3X8J1PT+BG3FE4UUSKuCYmMdO4Avq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\nhBBCSEX4/wFxK2xTlcGVDgAAAABJRU5ErkJggg==\n",
+            "text/plain": [
+              "<Figure size 558.875x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "UG0MgmGlT8J8",
+        "colab_type": "text"
+      },
+      "source": [
+        "## Correlation matrix and heatmap"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "x5ZnWLHrT8J9",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "import numpy as np"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "voO_yKW-T8J_",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "corr_mat=np.corrcoef(df,rowvar=False)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "vhS3cjlnT8KA",
+        "colab_type": "code",
+        "outputId": "2acba34f-a040-4fde-e5e6-30d2d29d1b62",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        }
+      },
+      "source": [
+        "corr_mat.shape"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(14, 14)"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 26
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "95bCjCy4T8KC",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        "corr_df = pd.DataFrame(corr_mat,columns=df.columns,index=df.columns)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "GysRUBv2T8KF",
+        "colab_type": "code",
+        "outputId": "57bae18c-73ee-4e57-9d66-fabc2ee4b651",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 510
+        }
+      },
+      "source": [
+        "print(np.round(corr_mat,3))"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "[[ 1.    -0.328  0.438 -0.05   0.518 -0.209 -0.719 -0.847  0.489 -0.499\n",
+            "   0.266 -0.617 -0.788 -0.634]\n",
+            " [-0.328  1.     0.094  0.212 -0.31   0.271  0.289  0.237 -0.156  0.137\n",
+            "   0.546 -0.072  0.072  0.644]\n",
+            " [ 0.438  0.094  1.     0.164  0.289 -0.055 -0.335 -0.411  0.293 -0.221\n",
+            "   0.249 -0.561 -0.369 -0.192]\n",
+            " [-0.05   0.212  0.164  1.     0.443  0.287  0.129  0.115  0.186  0.01\n",
+            "   0.259 -0.075  0.004  0.224]\n",
+            " [ 0.518 -0.31   0.289  0.443  1.    -0.083 -0.321 -0.351  0.362 -0.197\n",
+            "   0.019 -0.274 -0.277 -0.441]\n",
+            " [-0.209  0.271 -0.055  0.287 -0.083  1.     0.214  0.196 -0.256  0.236\n",
+            "   0.2    0.055  0.066  0.393]\n",
+            " [-0.719  0.289 -0.335  0.129 -0.321  0.214  1.     0.865 -0.45   0.612\n",
+            "  -0.055  0.434  0.7    0.498]\n",
+            " [-0.847  0.237 -0.411  0.115 -0.351  0.196  0.865  1.    -0.538  0.653\n",
+            "  -0.172  0.543  0.787  0.494]\n",
+            " [ 0.489 -0.156  0.293  0.186  0.362 -0.256 -0.45  -0.538  1.    -0.366\n",
+            "   0.139 -0.263 -0.503 -0.311]\n",
+            " [-0.499  0.137 -0.221  0.01  -0.197  0.236  0.612  0.653 -0.366  1.\n",
+            "  -0.025  0.296  0.519  0.33 ]\n",
+            " [ 0.266  0.546  0.249  0.259  0.019  0.2   -0.055 -0.172  0.139 -0.025\n",
+            "   1.    -0.522 -0.429  0.316]\n",
+            " [-0.617 -0.072 -0.561 -0.075 -0.274  0.055  0.434  0.543 -0.263  0.296\n",
+            "  -0.522  1.     0.565  0.236]\n",
+            " [-0.788  0.072 -0.369  0.004 -0.277  0.066  0.7    0.787 -0.503  0.519\n",
+            "  -0.429  0.565  1.     0.313]\n",
+            " [-0.634  0.644 -0.192  0.224 -0.441  0.393  0.498  0.494 -0.311  0.33\n",
+            "   0.316  0.236  0.313  1.   ]]\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "QOdJAm7lT8KH",
+        "colab_type": "code",
+        "outputId": "9d10d96e-2f1d-412e-a849-f6331593b5bf",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 634
+        }
+      },
+      "source": [
+        "sns.heatmap(corr_df,linewidth=1,cmap='plasma')\n",
+        "plt.show()"
+      ],
+      "execution_count": 0,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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ISI0EOe+2IiIiIiIVyI+1VNtYQtf/qG2smoIlIkRERESkGi7PKsUEm4iIiIhUU82P6avp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\nAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file

From 76db5d6589ec8c6ed57b95c177d846254bfb75b3 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 12:40:20 -0700
Subject: [PATCH 054/165] Delete Basics of Pandas DataFrame.ipynb

---
 .../Basics of Pandas DataFrame.ipynb          | 871 ------------------
 1 file changed, 871 deletions(-)
 delete mode 100644 Pandas and Numpy/Basics of Pandas DataFrame.ipynb

diff --git a/Pandas and Numpy/Basics of Pandas DataFrame.ipynb b/Pandas and Numpy/Basics of Pandas DataFrame.ipynb
deleted file mode 100644
index 928c824..0000000
--- a/Pandas and Numpy/Basics of Pandas DataFrame.ipynb	
+++ /dev/null
@@ -1,871 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 14: Create some array and dictionary to create Pandas series"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Labels: ['a', 'b', 'c']\n",
-      "My data: [10, 20, 30]\n",
-      "Dictionary: {'a': 10, 'b': 20, 'c': 30}\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "labels = ['a','b','c']\n",
-    "my_data = [10,20,30]\n",
-    "arr = np.array(my_data)\n",
-    "d = {'a':10,'b':20,'c':30}\n",
-    "\n",
-    "print (\"Labels:\", labels)\n",
-    "print(\"My data:\", my_data)\n",
-    "print(\"Dictionary:\", d)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 15: Creating a Pandas Series"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0    10\n",
-      "1    20\n",
-      "2    30\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "s1=pd.Series(data=my_data)\n",
-    "print(s1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a    10\n",
-      "b    20\n",
-      "c    30\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "s2=pd.Series(data=my_data, index=labels)\n",
-    "print(s2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a    10\n",
-      "b    20\n",
-      "c    30\n",
-      "dtype: int32\n"
-     ]
-    }
-   ],
-   "source": [
-    "s3=pd.Series(arr, labels)\n",
-    "print(s3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a    10\n",
-      "b    20\n",
-      "c    30\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "s4=pd.Series(d)\n",
-    "print(s4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 16: Pandas series can hold many types of data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Holding numerical data\n",
-      "-------------------------\n",
-      "0    10\n",
-      "1    20\n",
-      "2    30\n",
-      "dtype: int32\n",
-      "\n",
-      "Holding text labels\n",
-      "--------------------\n",
-      "0    a\n",
-      "1    b\n",
-      "2    c\n",
-      "dtype: object\n",
-      "\n",
-      "Holding functions\n",
-      "--------------------\n",
-      "0      <built-in function sum>\n",
-      "1    <built-in function print>\n",
-      "2      <built-in function len>\n",
-      "dtype: object\n",
-      "\n",
-      "Holding objects from a dictionary\n",
-      "----------------------------------------\n",
-      "0    <built-in method keys of dict object at 0x0000...\n",
-      "1    <built-in method items of dict object at 0x000...\n",
-      "2    <built-in method values of dict object at 0x00...\n",
-      "dtype: object\n"
-     ]
-    }
-   ],
-   "source": [
-    "print (\"\\nHolding numerical data\\n\",'-'*25, sep='')\n",
-    "print(pd.Series(arr))\n",
-    "print (\"\\nHolding text labels\\n\",'-'*20, sep='')\n",
-    "print(pd.Series(labels))\n",
-    "print (\"\\nHolding functions\\n\",'-'*20, sep='')\n",
-    "print(pd.Series(data=[sum,print,len]))\n",
-    "print (\"\\nHolding objects from a dictionary\\n\",'-'*40, sep='')\n",
-    "print(pd.Series(data=[d.keys, d.items, d.values]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 17: Creating Pandas DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The data frame looks like\n",
-      "---------------------------------------------\n",
-      "   W  X  Y  Z\n",
-      "A  4  9  4  2\n",
-      "B  9  8  9  5\n",
-      "C  9  1  9  7\n",
-      "D  3  2  5  2\n",
-      "E  1  2  6  2\n"
-     ]
-    }
-   ],
-   "source": [
-    "matrix_data = np.random.randint(1,10,size=20).reshape(5,4)\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['W','X','Y','Z']\n",
-    "\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "print(\"\\nThe data frame looks like\\n\",'-'*45, sep='')\n",
-    "print(df) "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "    a   b   c\n",
-      "X  10  30  50\n",
-      "Y  20  40  60\n"
-     ]
-    }
-   ],
-   "source": [
-    "d={'a':[10,20],'b':[30,40],'c':[50,60]}\n",
-    "df2=pd.DataFrame(data=d,index=['X','Y'])\n",
-    "print(df2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 18: Viewing a DataFrame partially"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 25 rows and 4 columns\n",
-    "matrix_data = np.random.randint(1,100,100).reshape(25,4)\n",
-    "column_headings = ['W','X','Y','Z']\n",
-    "df = pd.DataFrame(data=matrix_data,columns=column_headings)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <tbody>\n",
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-       "      <td>15</td>\n",
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-       "      <td>51</td>\n",
-       "      <td>53</td>\n",
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-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3</td>\n",
-       "      <td>48</td>\n",
-       "      <td>8</td>\n",
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-       "      <th>2</th>\n",
-       "      <td>39</td>\n",
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-       "      <td>53</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
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-       "      <td>52</td>\n",
-       "      <td>61</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>70</td>\n",
-       "      <td>6</td>\n",
-       "      <td>33</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
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-      "text/plain": [
-       "    W   X   Y   Z\n",
-       "0  15  60  51  53\n",
-       "1   3  48   8   9\n",
-       "2  39  13   8  53\n",
-       "3  90  33  52  61\n",
-       "4  70   6  33  40"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
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-       "      <th>W</th>\n",
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-       "      <td>70</td>\n",
-       "      <td>6</td>\n",
-       "      <td>33</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>56</td>\n",
-       "      <td>49</td>\n",
-       "      <td>78</td>\n",
-       "      <td>74</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>92</td>\n",
-       "      <td>43</td>\n",
-       "      <td>88</td>\n",
-       "      <td>41</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>31</td>\n",
-       "      <td>48</td>\n",
-       "      <td>82</td>\n",
-       "      <td>22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>71</td>\n",
-       "      <td>4</td>\n",
-       "      <td>36</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    W   X   Y   Z\n",
-       "0  15  60  51  53\n",
-       "1   3  48   8   9\n",
-       "2  39  13   8  53\n",
-       "3  90  33  52  61\n",
-       "4  70   6  33  40\n",
-       "5  56  49  78  74\n",
-       "6  92  43  88  41\n",
-       "7  31  48  82  22\n",
-       "8  71   4  36   5\n",
-       "9  10   9   3   4"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.head(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "    .dataframe tbody tr th {\n",
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>W</th>\n",
-       "      <th>X</th>\n",
-       "      <th>Y</th>\n",
-       "      <th>Z</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>72</td>\n",
-       "      <td>26</td>\n",
-       "      <td>30</td>\n",
-       "      <td>74</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>95</td>\n",
-       "      <td>3</td>\n",
-       "      <td>67</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>25</td>\n",
-       "      <td>63</td>\n",
-       "      <td>74</td>\n",
-       "      <td>21</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>14</td>\n",
-       "      <td>11</td>\n",
-       "      <td>86</td>\n",
-       "      <td>38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>77</td>\n",
-       "      <td>86</td>\n",
-       "      <td>97</td>\n",
-       "      <td>90</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>73</td>\n",
-       "      <td>16</td>\n",
-       "      <td>69</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>38</td>\n",
-       "      <td>88</td>\n",
-       "      <td>14</td>\n",
-       "      <td>72</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>71</td>\n",
-       "      <td>17</td>\n",
-       "      <td>33</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     W   X   Y   Z\n",
-       "17  72  26  30  74\n",
-       "18  95   3  67  12\n",
-       "19  25  63  74  21\n",
-       "20  14  11  86  38\n",
-       "21  77  86  97  90\n",
-       "22  73  16  69   6\n",
-       "23  38  88  14  72\n",
-       "24  71  17  33   1"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.tail(8)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 19: Indexing and slicing (columns)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The 'X' column\n",
-      "-------------------------\n",
-      "0     60\n",
-      "1     48\n",
-      "2     13\n",
-      "3     33\n",
-      "4      6\n",
-      "5     49\n",
-      "6     43\n",
-      "7     48\n",
-      "8      4\n",
-      "9      9\n",
-      "10     6\n",
-      "11    74\n",
-      "12     6\n",
-      "13    12\n",
-      "14    99\n",
-      "15    38\n",
-      "16    18\n",
-      "17    26\n",
-      "18     3\n",
-      "19    63\n",
-      "20    11\n",
-      "21    86\n",
-      "22    16\n",
-      "23    88\n",
-      "24    17\n",
-      "Name: X, dtype: int32\n",
-      "\n",
-      "Type of the column: <class 'pandas.core.series.Series'>\n",
-      "\n",
-      "The 'X' and 'Z' columns indexed by passing a list\n",
-      "-------------------------------------------------------\n",
-      "     X   Z\n",
-      "0   60  53\n",
-      "1   48   9\n",
-      "2   13  53\n",
-      "3   33  61\n",
-      "4    6  40\n",
-      "5   49  74\n",
-      "6   43  41\n",
-      "7   48  22\n",
-      "8    4   5\n",
-      "9    9   4\n",
-      "10   6  24\n",
-      "11  74  56\n",
-      "12   6   8\n",
-      "13  12  14\n",
-      "14  99  64\n",
-      "15  38  73\n",
-      "16  18  65\n",
-      "17  26  74\n",
-      "18   3  12\n",
-      "19  63  21\n",
-      "20  11  38\n",
-      "21  86  90\n",
-      "22  16   6\n",
-      "23  88  72\n",
-      "24  17   1\n",
-      "\n",
-      "Type of the pair of columns: <class 'pandas.core.frame.DataFrame'>\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nThe 'X' column\\n\",'-'*25, sep='')\n",
-    "print(df['X'])\n",
-    "print(\"\\nType of the column: \", type(df['X']), sep='')\n",
-    "print(\"\\nThe 'X' and 'Z' columns indexed by passing a list\\n\",'-'*55, sep='')\n",
-    "print(df[['X','Z']])\n",
-    "print(\"\\nType of the pair of columns: \", type(df[['X','Z']]), sep='')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 20: Indexing and slicing (rows)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Label-based 'loc' method can be used for selecting row(s)\n",
-      "------------------------------------------------------------\n",
-      "\n",
-      "Single row\n",
-      "\n",
-      "W    9\n",
-      "X    2\n",
-      "Y    3\n",
-      "Z    6\n",
-      "Name: C, dtype: int32\n",
-      "\n",
-      "Multiple rows\n",
-      "\n",
-      "   W  X  Y  Z\n",
-      "B  4  2  2  3\n",
-      "C  9  2  3  6\n",
-      "\n",
-      "Index position based 'iloc' method can be used for selecting row(s)\n",
-      "----------------------------------------------------------------------\n",
-      "\n",
-      "Single row\n",
-      "\n",
-      "W    9\n",
-      "X    2\n",
-      "Y    3\n",
-      "Z    6\n",
-      "Name: C, dtype: int32\n",
-      "\n",
-      "Multiple rows\n",
-      "\n",
-      "   W  X  Y  Z\n",
-      "B  4  2  2  3\n",
-      "C  9  2  3  6\n"
-     ]
-    }
-   ],
-   "source": [
-    "matrix_data = np.random.randint(1,10,size=20).reshape(5,4)\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['W','X','Y','Z']\n",
-    "\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "print(\"\\nLabel-based 'loc' method can be used for selecting row(s)\\n\",'-'*60, sep='')\n",
-    "print(\"\\nSingle row\\n\")\n",
-    "print(df.loc['C'])\n",
-    "print(\"\\nMultiple rows\\n\")\n",
-    "print(df.loc[['B','C']])\n",
-    "print(\"\\nIndex position based 'iloc' method can be used for selecting row(s)\\n\",'-'*70, sep='')\n",
-    "print(\"\\nSingle row\\n\")\n",
-    "print(df.iloc[2])\n",
-    "print(\"\\nMultiple rows\\n\")\n",
-    "print(df.iloc[[1,2]])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 21: Creating and deleting a (new) column (or row)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "A column is created by assigning it in relation to an existing column\n",
-      "---------------------------------------------------------------------------\n",
-      "   W  X  Y  Z  New  New (Sum of X and Z)\n",
-      "A  2  1  7  1    2                     2\n",
-      "B  4  2  2  3    5                     5\n",
-      "C  9  2  3  6    8                     8\n",
-      "D  5  5  2  5   10                    10\n",
-      "E  7  8  4  9   17                    17\n",
-      "\n",
-      "A column is dropped by using df.drop() method\n",
-      "-------------------------------------------------------\n",
-      "   W  X  Y  Z  New (Sum of X and Z)\n",
-      "A  2  1  7  1                     2\n",
-      "B  4  2  2  3                     5\n",
-      "C  9  2  3  6                     8\n",
-      "D  5  5  2  5                    10\n",
-      "E  7  8  4  9                    17\n",
-      "\n",
-      "A row (index) is dropped by using df.drop() method and axis=0\n",
-      "-----------------------------------------------------------------\n",
-      "   W  X  Y  Z  New (Sum of X and Z)\n",
-      "B  4  2  2  3                     5\n",
-      "C  9  2  3  6                     8\n",
-      "D  5  5  2  5                    10\n",
-      "E  7  8  4  9                    17\n",
-      "\n",
-      "An in-place change can be done by making inplace=True in the drop method\n",
-      "---------------------------------------------------------------------------\n",
-      "   W  X  Y  Z\n",
-      "A  2  1  7  1\n",
-      "B  4  2  2  3\n",
-      "C  9  2  3  6\n",
-      "D  5  5  2  5\n",
-      "E  7  8  4  9\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nA column is created by assigning it in relation to an existing column\\n\",'-'*75, sep='')\n",
-    "df['New'] = df['X']+df['Z']\n",
-    "df['New (Sum of X and Z)'] = df['X']+df['Z']\n",
-    "print(df)\n",
-    "print(\"\\nA column is dropped by using df.drop() method\\n\",'-'*55, sep='')\n",
-    "df = df.drop('New', axis=1) # Notice the axis=1 option, axis = 0 is default, so one has to change it to 1\n",
-    "print(df)\n",
-    "df1=df.drop('A')\n",
-    "print(\"\\nA row (index) is dropped by using df.drop() method and axis=0\\n\",'-'*65, sep='')\n",
-    "print(df1)\n",
-    "print(\"\\nAn in-place change can be done by making inplace=True in the drop method\\n\",'-'*75, sep='')\n",
-    "df.drop('New (Sum of X and Z)', axis=1, inplace=True)\n",
-    "print(df)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
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-    "name": "ipython",
-    "version": 3
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-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.2"
-  },
-  "latex_envs": {
-   "LaTeX_envs_menu_present": true,
-   "autoclose": false,
-   "autocomplete": true,
-   "bibliofile": "biblio.bib",
-   "cite_by": "apalike",
-   "current_citInitial": 1,
-   "eqLabelWithNumbers": true,
-   "eqNumInitial": 1,
-   "hotkeys": {
-    "equation": "Ctrl-E",
-    "itemize": "Ctrl-I"
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-}

From 25af3c4426ff518aba3562b157405ef9a9b07b91 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 12:40:28 -0700
Subject: [PATCH 055/165] Delete Basics of Numpy arrays.ipynb

---
 Pandas and Numpy/Basics of Numpy arrays.ipynb | 706 ------------------
 1 file changed, 706 deletions(-)
 delete mode 100644 Pandas and Numpy/Basics of Numpy arrays.ipynb

diff --git a/Pandas and Numpy/Basics of Numpy arrays.ipynb b/Pandas and Numpy/Basics of Numpy arrays.ipynb
deleted file mode 100644
index 745eed1..0000000
--- a/Pandas and Numpy/Basics of Numpy arrays.ipynb	
+++ /dev/null
@@ -1,706 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 1: Create a Numpy array (from a list)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "lst1=[1,2,3]\n",
-    "array1 = np.array(lst1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "numpy.ndarray"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(array1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "list"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(lst1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 2: Add two Numpy arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1, 2, 3, 1, 2, 3]\n",
-      "[2 4 6]\n"
-     ]
-    }
-   ],
-   "source": [
-    "lst2 = lst1 + lst1\n",
-    "print(lst2)\n",
-    "array2 = array1 + array1\n",
-    "print(array2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 3: Mathematical operations on Numpy arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "array1 multiplied by array1:  [1 4 9]\n",
-      "array1 divided by array1:  [1. 1. 1.]\n",
-      "array1 raised to the power of array1:  [ 1  4 27]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"array1 multiplied by array1: \",array1*array1)\n",
-    "print(\"array1 divided by array1: \",array1/array1)\n",
-    "print(\"array1 raised to the power of array1: \",array1**array1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 4: More advanced mathematical operations on Numpy arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1, 2, 3, 4, 5]\n",
-      "Sine:  [ 0.84147098  0.90929743  0.14112001 -0.7568025  -0.95892427]\n",
-      "Natural logarithm:  [0.         0.69314718 1.09861229 1.38629436 1.60943791]\n",
-      "Base-10 logarithm:  [0.         0.30103    0.47712125 0.60205999 0.69897   ]\n",
-      "Base-2 logarithm:  [0.         1.         1.5849625  2.         2.32192809]\n",
-      "Exponential:  [  2.71828183   7.3890561   20.08553692  54.59815003 148.4131591 ]\n"
-     ]
-    }
-   ],
-   "source": [
-    "lst_5=[i for i in range(1,6)]\n",
-    "print(lst_5)\n",
-    "array_5=np.array(lst_5)\n",
-    "# sine function\n",
-    "print(\"Sine: \",np.sin(array_5))\n",
-    "# logarithm\n",
-    "print(\"Natural logarithm: \",np.log(array_5))\n",
-    "print(\"Base-10 logarithm: \",np.log10(array_5))\n",
-    "print(\"Base-2 logarithm: \",np.log2(array_5))\n",
-    "# Exponential\n",
-    "print(\"Exponential: \",np.exp(array_5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 5: How to generate arrays easily? `arange` and `linspace`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A series of numbers: [ 5  6  7  8  9 10 11 12 13 14 15]\n",
-      "Numbers spaced apart by 2: [ 0  2  4  6  8 10]\n",
-      "Numbers spaced apart by float: [ 0.   2.5  5.   7.5 10. ]\n",
-      "Every 5th number from 30 in reverse order:  [30 25 20 15 10  5  0]\n",
-      "11 linearly spaced numbers between 1 and 5:  [1.  1.4 1.8 2.2 2.6 3.  3.4 3.8 4.2 4.6 5. ]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"A series of numbers:\",np.arange(5,16))\n",
-    "print(\"Numbers spaced apart by 2:\",np.arange(0,11,2))\n",
-    "print(\"Numbers spaced apart by float:\",np.arange(0,11,2.5))\n",
-    "print(\"Every 5th number from 30 in reverse order: \",np.arange(30,-1,-5))\n",
-    "print(\"11 linearly spaced numbers between 1 and 5: \",np.linspace(1,5,11))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 6: Creating multi-dimensional array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Type/Class of this object: <class 'numpy.ndarray'>\n",
-      "Here is the matrix\n",
-      "----------\n",
-      " [[1 2 3]\n",
-      " [4 5 6]\n",
-      " [7 8 9]] \n",
-      "----------\n"
-     ]
-    }
-   ],
-   "source": [
-    "list_2D = [[1,2,3],[4,5,6],[7,8,9]]\n",
-    "mat1 = np.array(list_2D)\n",
-    "print(\"Type/Class of this object:\",type(mat1))\n",
-    "print(\"Here is the matrix\\n----------\\n\",mat1,\"\\n----------\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[1.5 2.  3. ]\n",
-      " [4.  5.  6. ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "tuple_2D = np.array([(1.5,2,3), (4,5,6)])\n",
-    "mat_tuple = np.array(tuple_2D)\n",
-    "print (mat_tuple)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 7: Dimension, shape, size, and data type of the 2D array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dimension of this matrix: 2\n",
-      "Size of this matrix: 9\n",
-      "Shape of this matrix: (3, 3)\n",
-      "Data type of this matrix: int32\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Dimension of this matrix: \",mat1.ndim,sep='') \n",
-    "print(\"Size of this matrix: \", mat1.size,sep='') \n",
-    "print(\"Shape of this matrix: \", mat1.shape,sep='')\n",
-    "print(\"Data type of this matrix: \", mat1.dtype,sep='')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 8: Zeros, Ones, Random, and Identity Matrices and Vectors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Vector of zeros:  [0. 0. 0. 0. 0.]\n",
-      "Matrix of zeros:  [[0. 0. 0. 0.]\n",
-      " [0. 0. 0. 0.]\n",
-      " [0. 0. 0. 0.]]\n",
-      "Vector of ones:  [1. 1. 1. 1.]\n",
-      "Matrix of ones:  [[1. 1.]\n",
-      " [1. 1.]\n",
-      " [1. 1.]\n",
-      " [1. 1.]]\n",
-      "Matrix of 5’s:  [[5. 5. 5.]\n",
-      " [5. 5. 5.]\n",
-      " [5. 5. 5.]]\n",
-      "Identity matrix of dimension 2: [[1. 0.]\n",
-      " [0. 1.]]\n",
-      "Identity matrix of dimension 4: [[1. 0. 0. 0.]\n",
-      " [0. 1. 0. 0.]\n",
-      " [0. 0. 1. 0.]\n",
-      " [0. 0. 0. 1.]]\n",
-      "Random matrix of shape (4,3):\n",
-      " [[2 6 1]\n",
-      " [9 1 1]\n",
-      " [8 7 2]\n",
-      " [7 6 9]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Vector of zeros: \",np.zeros(5))\n",
-    "print(\"Matrix of zeros: \",np.zeros((3,4)))\n",
-    "print(\"Vector of ones: \",np.ones(4))\n",
-    "print(\"Matrix of ones: \",np.ones((4,2)))\n",
-    "print(\"Matrix of 5’s: \",5*np.ones((3,3)))\n",
-    "print(\"Identity matrix of dimension 2:\",np.eye(2))\n",
-    "print(\"Identity matrix of dimension 4:\",np.eye(4))\n",
-    "print(\"Random matrix of shape (4,3):\\n\",np.random.randint(low=1,high=10,size=(4,3)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 9: Reshaping, Ravel, Min, Max, Sorting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Shape of a: (30,)\n",
-      "Shape of b: (2, 3, 5)\n",
-      "Shape of c: (6, 5)\n"
-     ]
-    }
-   ],
-   "source": [
-    "a = np.random.randint(1,100,30)\n",
-    "b = a.reshape(2,3,5)\n",
-    "c = a.reshape(6,5)\n",
-    "print (\"Shape of a:\", a.shape)\n",
-    "print (\"Shape of b:\", b.shape)\n",
-    "print (\"Shape of c:\", c.shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "a looks like\n",
-      " [ 3 94 42 63 68 39 68 65 61 31 74 19 94  6 96 15  8 15 56 21 95 66 96 60\n",
-      "  3 41 31 73 78 52]\n",
-      "\n",
-      "b looks like\n",
-      " [[[ 3 94 42 63 68]\n",
-      "  [39 68 65 61 31]\n",
-      "  [74 19 94  6 96]]\n",
-      "\n",
-      " [[15  8 15 56 21]\n",
-      "  [95 66 96 60  3]\n",
-      "  [41 31 73 78 52]]]\n",
-      "\n",
-      "c looks like\n",
-      " [[ 3 94 42 63 68]\n",
-      " [39 68 65 61 31]\n",
-      " [74 19 94  6 96]\n",
-      " [15  8 15 56 21]\n",
-      " [95 66 96 60  3]\n",
-      " [41 31 73 78 52]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\na looks like\\n\",a)\n",
-    "print(\"\\nb looks like\\n\",b)\n",
-    "print(\"\\nc looks like\\n\",c)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[ 3 94 42 63 68 39 68 65 61 31 74 19 94  6 96 15  8 15 56 21 95 66 96 60\n",
-      "  3 41 31 73 78 52]\n"
-     ]
-    }
-   ],
-   "source": [
-    "b_flat = b.ravel()\n",
-    "print(b_flat)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 10: Indexing and slicing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Array: [ 0  1  2  3  4  5  6  7  8  9 10]\n",
-      "Element at 7th index is: 7\n",
-      "Elements from 3rd to 5th index are: [3 4 5]\n",
-      "Elements up to 4th index are: [0 1 2 3]\n",
-      "Elements from last backwards are: [10  9  8  7  6  5  4  3  2  1  0]\n",
-      "3 Elements from last backwards are: [10  8  6]\n",
-      "New array: [ 0  2  4  6  8 10 12 14 16 18 20]\n",
-      "Elements at 2nd, 4th, and 9th index are: [ 4  8 18]\n"
-     ]
-    }
-   ],
-   "source": [
-    "arr = np.arange(0,11)\n",
-    "print(\"Array:\",arr)\n",
-    "print(\"Element at 7th index is:\", arr[7])\n",
-    "print(\"Elements from 3rd to 5th index are:\", arr[3:6])\n",
-    "print(\"Elements up to 4th index are:\", arr[:4])\n",
-    "print(\"Elements from last backwards are:\", arr[-1::-1])\n",
-    "print(\"3 Elements from last backwards are:\", arr[-1:-6:-2])\n",
-    "\n",
-    "arr2 = np.arange(0,21,2)\n",
-    "print(\"New array:\",arr2)\n",
-    "print(\"Elements at 2nd, 4th, and 9th index are:\", arr2[[2,4,9]]) # Pass a list as a index to subset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix of random 2-digit numbers\n",
-      " [[89 12 21 92 74]\n",
-      " [91 94 56 89 93]\n",
-      " [39 49 58 92 63]]\n",
-      "\n",
-      "Double bracket indexing\n",
-      "\n",
-      "Element in row index 1 and column index 2: 56\n",
-      "\n",
-      "Single bracket with comma indexing\n",
-      "\n",
-      "Element in row index 1 and column index 2: 56\n",
-      "\n",
-      "Row or column extract\n",
-      "\n",
-      "Entire row at index 2: [39 49 58 92 63]\n",
-      "Entire column at index 3: [92 89 92]\n",
-      "\n",
-      "Subsetting sub-matrices\n",
-      "\n",
-      "Matrix with row indices 1 and 2 and column indices 3 and 4\n",
-      " [[89 93]\n",
-      " [92 63]]\n",
-      "Matrix with row indices 0 and 1 and column indices 1 and 3\n",
-      " [[12 92]\n",
-      " [94 89]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
-    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
-    "\n",
-    "print(\"\\nDouble bracket indexing\\n\")\n",
-    "print(\"Element in row index 1 and column index 2:\", mat[1][2])\n",
-    "\n",
-    "print(\"\\nSingle bracket with comma indexing\\n\")\n",
-    "print(\"Element in row index 1 and column index 2:\", mat[1,2])\n",
-    "print(\"\\nRow or column extract\\n\")\n",
-    "\n",
-    "print(\"Entire row at index 2:\", mat[2])\n",
-    "print(\"Entire column at index 3:\", mat[:,3])\n",
-    "\n",
-    "print(\"\\nSubsetting sub-matrices\\n\")\n",
-    "print(\"Matrix with row indices 1 and 2 and column indices 3 and 4\\n\", mat[1:3,3:5])\n",
-    "print(\"Matrix with row indices 0 and 1 and column indices 1 and 3\\n\", mat[0:2,[1,3]])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 11: Conditional subsetting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix of random 2-digit numbers\n",
-      " [[21 16 77 31 81]\n",
-      " [21 50 62 67 14]\n",
-      " [33 94 52 39 18]]\n",
-      "\n",
-      "Elements greater than 50\n",
-      " [77 81 62 67 94 52]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
-    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
-    "print (\"\\nElements greater than 50\\n\", mat[mat>50])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Exercise 12: Array operations (array-array, array-scalar, universal functions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1st Matrix of random single-digit numbers\n",
-      " [[1 6 5]\n",
-      " [6 2 2]\n",
-      " [5 3 5]]\n",
-      "\n",
-      "2nd Matrix of random single-digit numbers\n",
-      " [[9 7 5]\n",
-      " [3 9 8]\n",
-      " [8 8 9]]\n",
-      "\n",
-      "Addition\n",
-      " [[10 13 10]\n",
-      " [ 9 11 10]\n",
-      " [13 11 14]]\n",
-      "\n",
-      "Multiplication\n",
-      " [[ 9 42 25]\n",
-      " [18 18 16]\n",
-      " [40 24 45]]\n",
-      "\n",
-      "Division\n",
-      " [[0.11111111 0.85714286 1.        ]\n",
-      " [2.         0.22222222 0.25      ]\n",
-      " [0.625      0.375      0.55555556]]\n",
-      "\n",
-      "Lineaer combination: 3*A - 2*B\n",
-      " [[-15   4   5]\n",
-      " [ 12 -12 -10]\n",
-      " [ -1  -7  -3]]\n",
-      "\n",
-      "Addition of a scalar (100)\n",
-      " [[101 106 105]\n",
-      " [106 102 102]\n",
-      " [105 103 105]]\n",
-      "\n",
-      "Exponentiation, matrix cubed here\n",
-      " [[  1 216 125]\n",
-      " [216   8   8]\n",
-      " [125  27 125]]\n",
-      "\n",
-      "Exponentiation, sq-root using pow function\n",
-      " [[1.         2.44948974 2.23606798]\n",
-      " [2.44948974 1.41421356 1.41421356]\n",
-      " [2.23606798 1.73205081 2.23606798]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat1 = np.random.randint(1,10,9).reshape(3,3)\n",
-    "mat2 = np.random.randint(1,10,9).reshape(3,3)\n",
-    "print(\"\\n1st Matrix of random single-digit numbers\\n\",mat1)\n",
-    "print(\"\\n2nd Matrix of random single-digit numbers\\n\",mat2)\n",
-    "\n",
-    "print(\"\\nAddition\\n\", mat1+mat2)\n",
-    "print(\"\\nMultiplication\\n\", mat1*mat2)\n",
-    "print(\"\\nDivision\\n\", mat1/mat2)\n",
-    "print(\"\\nLineaer combination: 3*A - 2*B\\n\", 3*mat1-2*mat2)\n",
-    "\n",
-    "print(\"\\nAddition of a scalar (100)\\n\", 100+mat1)\n",
-    "\n",
-    "print(\"\\nExponentiation, matrix cubed here\\n\", mat1**3)\n",
-    "print(\"\\nExponentiation, sq-root using pow function\\n\",pow(mat1,0.5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Stacking arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix a\n",
-      " [[1 2]\n",
-      " [3 4]]\n",
-      "Matrix b\n",
-      " [[5 6]\n",
-      " [7 8]]\n",
-      "Vertical stacking\n",
-      " [[1 2]\n",
-      " [3 4]\n",
-      " [5 6]\n",
-      " [7 8]]\n",
-      "Horizontal stacking\n",
-      " [[1 2 5 6]\n",
-      " [3 4 7 8]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "a = np.array([[1,2],[3,4]])\n",
-    "b = np.array([[5,6],[7,8]])\n",
-    "print(\"Matrix a\\n\",a)\n",
-    "print(\"Matrix b\\n\",b)\n",
-    "print(\"Vertical stacking\\n\",np.vstack((a,b)))\n",
-    "print(\"Horizontal stacking\\n\",np.hstack((a,b)))"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
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-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.2"
-  },
-  "latex_envs": {
-   "LaTeX_envs_menu_present": true,
-   "autoclose": false,
-   "autocomplete": true,
-   "bibliofile": "biblio.bib",
-   "cite_by": "apalike",
-   "current_citInitial": 1,
-   "eqLabelWithNumbers": true,
-   "eqNumInitial": 1,
-   "hotkeys": {
-    "equation": "Ctrl-E",
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-}

From c6cc0094afafd7b7d9bdd648e59ff3ed1a9016ca Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 12:40:44 -0700
Subject: [PATCH 056/165] Add files via upload

---
 Pandas and Numpy/Numpy_Pandas.ipynb | 3752 +++++++++++++++++++++++++++
 1 file changed, 3752 insertions(+)
 create mode 100644 Pandas and Numpy/Numpy_Pandas.ipynb

diff --git a/Pandas and Numpy/Numpy_Pandas.ipynb b/Pandas and Numpy/Numpy_Pandas.ipynb
new file mode 100644
index 0000000..f2d7c86
--- /dev/null
+++ b/Pandas and Numpy/Numpy_Pandas.ipynb	
@@ -0,0 +1,3752 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Basics of Numpy and Pandas\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "---\n",
+    "\n",
+    "This notebook discusses basics of two most important Python libraries for data analytics and statistical modeling - `Numpy` and `Pandas`,\n",
+    "\n",
+    "### Numpy\n",
+    "\n",
+    "---\n",
+    "\n",
+    "* Numpy array - from list, special functions\n",
+    "* Array operations\n",
+    "* 2-D arrays\n",
+    "* Indexing and slicing\n",
+    "* Conditional subsetting\n",
+    "* Array-array operations\n",
+    "\n",
+    "### Pandas\n",
+    "\n",
+    "---\n",
+    "\n",
+    "* Pandas series\n",
+    "* DataFrame - creation, read from files\n",
+    "* Quick checking DataFrame\n",
+    "* Descriptive stats on DataFrame\n",
+    "* Indexing, slicing, conditional subsetting\n",
+    "* Operations on specific rows/columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Numpy array from a Python list\n",
+    "Numpy arrays behave like **true numerical vectors**, not ordinary lists. That's why they are used for all mathematical operations, machine learning algorithms, and as basis of Pandas DataFrame for data analytics."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "lst1=[1,2,3]\n",
+    "array1 = np.array(lst1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "list"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(lst1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "numpy.ndarray"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(array1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lst2=[10,11,12]\n",
+    "array2 = np.array(lst2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Adding two lists [1, 2, 3] and [10, 11, 12] together: [1, 2, 3, 10, 11, 12]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Adding two lists {lst1} and {lst2} together: {lst1+lst2}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Adding two numpy arrays [1 2 3] and [10 11 12] together: [11 13 15]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Adding two numpy arrays {array1} and {array2} together: {array1+array2}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Mathematical operations with/on Numpy arrays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "array2 multiplied by array1:  [10 22 36]\n",
+      "array2 divided by array1:  [10.   5.5  4. ]\n",
+      "array2 raised to the power of array1:  [  10  121 1728]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"array2 multiplied by array1: \",array1*array2)\n",
+    "print(\"array2 divided by array1: \",array2/array1)\n",
+    "print(\"array2 raised to the power of array1: \",array2**array1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sine:  [0.84147098 0.90929743 0.14112001]\n",
+      "Natural logarithm:  [0.         0.69314718 1.09861229]\n",
+      "Base-10 logarithm:  [0.         0.30103    0.47712125]\n",
+      "Base-2 logarithm:  [0.        1.        1.5849625]\n",
+      "Exponential:  [ 2.71828183  7.3890561  20.08553692]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# sine function\n",
+    "print(\"Sine: \",np.sin(array1))\n",
+    "# logarithm\n",
+    "print(\"Natural logarithm: \",np.log(array1))\n",
+    "print(\"Base-10 logarithm: \",np.log10(array1))\n",
+    "print(\"Base-2 logarithm: \",np.log2(array1))\n",
+    "# Exponential\n",
+    "print(\"Exponential: \",np.exp(array1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to generate arrays easily?\n",
+    "* `np.zeros`\n",
+    "* `np.ones`\n",
+    "* `np.arange`\n",
+    "* `np.linspace`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A series of zeroes: [0. 0. 0. 0. 0. 0. 0.]\n",
+      "A series of ones: [1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
+      "A series of numbers: [ 5  6  7  8  9 10 11 12 13 14 15]\n",
+      "Numbers spaced apart by 2: [ 0  2  4  6  8 10]\n",
+      "Numbers spaced apart by float: [ 0.   2.5  5.   7.5 10. ]\n",
+      "Every 5th number from 30 in reverse order:  [30 25 20 15 10  5  0]\n",
+      "11 linearly spaced numbers between 1 and 5:  [1.  1.4 1.8 2.2 2.6 3.  3.4 3.8 4.2 4.6 5. ]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"A series of zeroes:\",np.zeros(7))\n",
+    "print(\"A series of ones:\",np.ones(9))\n",
+    "print(\"A series of numbers:\",np.arange(5,16))\n",
+    "print(\"Numbers spaced apart by 2:\",np.arange(0,11,2))\n",
+    "print(\"Numbers spaced apart by float:\",np.arange(0,11,2.5))\n",
+    "print(\"Every 5th number from 30 in reverse order: \",np.arange(30,-1,-5))\n",
+    "print(\"11 linearly spaced numbers between 1 and 5: \",np.linspace(1,5,11))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Multi-dimensional arrays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Type/Class of this object: <class 'numpy.ndarray'>\n",
+      "Here is the matrix\n",
+      "----------\n",
+      " [[1 2 3]\n",
+      " [4 5 6]\n",
+      " [7 8 9]] \n",
+      "----------\n"
+     ]
+    }
+   ],
+   "source": [
+    "my_mat = [[1,2,3],[4,5,6],[7,8,9]]\n",
+    "mat = np.array(my_mat)\n",
+    "print(\"Type/Class of this object:\",type(mat))\n",
+    "print(\"Here is the matrix\\n----------\\n\",mat,\"\\n----------\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[1.5 2.  3. ]\n",
+      " [4.  5.  6. ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "my_tuple = np.array([(1.5,2,3), (4,5,6)])\n",
+    "mat_tuple = np.array(my_tuple)\n",
+    "print (mat_tuple)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dimension, shape, size, and data type of the 2D array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dimension of this matrix: 2\n",
+      "Size of this matrix: 9\n",
+      "Shape of this matrix: (3, 3)\n",
+      "Data type of this matrix: int32\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Dimension of this matrix: \",mat.ndim,sep='') \n",
+    "print(\"Size of this matrix: \", mat.size,sep='') \n",
+    "print(\"Shape of this matrix: \", mat.shape,sep='')\n",
+    "print(\"Data type of this matrix: \", mat.dtype,sep='')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zeros, Ones, Random, and Identity Matrices and Vectors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vector of zeros:  [0. 0. 0. 0. 0.]\n",
+      "Matrix of zeros:  [[0. 0. 0. 0.]\n",
+      " [0. 0. 0. 0.]\n",
+      " [0. 0. 0. 0.]]\n",
+      "Vector of ones:  [1. 1. 1. 1.]\n",
+      "Matrix of ones:  [[1. 1.]\n",
+      " [1. 1.]\n",
+      " [1. 1.]\n",
+      " [1. 1.]]\n",
+      "Matrix of 5’s:  [[5. 5. 5.]\n",
+      " [5. 5. 5.]\n",
+      " [5. 5. 5.]]\n",
+      "Identity matrix of dimension 2: [[1. 0.]\n",
+      " [0. 1.]]\n",
+      "Identity matrix of dimension 4: [[1. 0. 0. 0.]\n",
+      " [0. 1. 0. 0.]\n",
+      " [0. 0. 1. 0.]\n",
+      " [0. 0. 0. 1.]]\n",
+      "Random matrix of shape (4,3):\n",
+      " [[2 1 5]\n",
+      " [3 3 1]\n",
+      " [4 7 3]\n",
+      " [2 8 8]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Vector of zeros: \",np.zeros(5))\n",
+    "print(\"Matrix of zeros: \",np.zeros((3,4)))\n",
+    "print(\"Vector of ones: \",np.ones(4))\n",
+    "print(\"Matrix of ones: \",np.ones((4,2)))\n",
+    "print(\"Matrix of 5’s: \",5*np.ones((3,3)))\n",
+    "print(\"Identity matrix of dimension 2:\",np.eye(2))\n",
+    "print(\"Identity matrix of dimension 4:\",np.eye(4))\n",
+    "print(\"Random matrix of shape (4,3):\\n\",np.random.randint(low=1,high=10,size=(4,3)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reshaping, Ravel, Min, Max, Sorting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape of a: (30,)\n",
+      "Shape of b: (2, 3, 5)\n",
+      "Shape of c: (6, 5)\n"
+     ]
+    }
+   ],
+   "source": [
+    "a = np.random.randint(1,100,30)\n",
+    "b = a.reshape(2,3,5)\n",
+    "c = a.reshape(6,5)\n",
+    "print (\"Shape of a:\", a.shape)\n",
+    "print (\"Shape of b:\", b.shape)\n",
+    "print (\"Shape of c:\", c.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "a looks like:\n",
+      " [71 47 34 56 80 14 46 51 92 33 87  7 37 73 74 66 81 84 94 81  2 95 88 32\n",
+      " 68 14 60 97 85  5]\n",
+      "\n",
+      "b looks like:\n",
+      " [[[71 47 34 56 80]\n",
+      "  [14 46 51 92 33]\n",
+      "  [87  7 37 73 74]]\n",
+      "\n",
+      " [[66 81 84 94 81]\n",
+      "  [ 2 95 88 32 68]\n",
+      "  [14 60 97 85  5]]]\n",
+      "\n",
+      "c looks like:\n",
+      " [[71 47 34 56 80]\n",
+      " [14 46 51 92 33]\n",
+      " [87  7 37 73 74]\n",
+      " [66 81 84 94 81]\n",
+      " [ 2 95 88 32 68]\n",
+      " [14 60 97 85  5]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\na looks like:\\n\",a)\n",
+    "print(\"\\nb looks like:\\n\",b)\n",
+    "print(\"\\nc looks like:\\n\",c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[71 47 34 56 80 14 46 51 92 33 87  7 37 73 74 66 81 84 94 81  2 95 88 32\n",
+      " 68 14 60 97 85  5]\n"
+     ]
+    }
+   ],
+   "source": [
+    "b_flat = b.ravel()\n",
+    "print(b_flat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Indexing and slicing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Array: [ 0  1  2  3  4  5  6  7  8  9 10]\n",
+      "Element at 7th index is: 7\n",
+      "Elements from 3rd to 5th index are: [3 4 5]\n",
+      "Elements up to 4th index are: [0 1 2 3]\n",
+      "Elements from last backwards are: [10  9  8  7  6  5  4  3  2  1  0]\n",
+      "3 Elements from last backwards are: [10  8  6]\n",
+      "New array: [ 0  2  4  6  8 10 12 14 16 18 20]\n",
+      "Elements at 2nd, 4th, and 9th index are: [ 4  8 18]\n"
+     ]
+    }
+   ],
+   "source": [
+    "arr = np.arange(0,11)\n",
+    "print(\"Array:\",arr)\n",
+    "print(\"Element at 7th index is:\", arr[7])\n",
+    "print(\"Elements from 3rd to 5th index are:\", arr[3:6])\n",
+    "print(\"Elements up to 4th index are:\", arr[:4])\n",
+    "print(\"Elements from last backwards are:\", arr[-1::-1])\n",
+    "print(\"3 Elements from last backwards are:\", arr[-1:-6:-2])\n",
+    "\n",
+    "arr2 = np.arange(0,21,2)\n",
+    "print(\"New array:\",arr2)\n",
+    "print(\"Elements at 2nd, 4th, and 9th index are:\", arr2[[2,4,9]]) # Pass a list as a index to subset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix of random 2-digit numbers\n",
+      " [[24 10 16 77 48]\n",
+      " [47 60 73 49 26]\n",
+      " [63 97 75 21 95]]\n",
+      "\n",
+      "Double bracket indexing\n",
+      "\n",
+      "Element in row index 1 and column index 2: 73\n",
+      "\n",
+      "Single bracket with comma indexing\n",
+      "\n",
+      "Element in row index 1 and column index 2: 73\n",
+      "\n",
+      "Row or column extract\n",
+      "\n",
+      "Entire row at index 2: [63 97 75 21 95]\n",
+      "Entire column at index 3: [77 49 21]\n",
+      "\n",
+      "Subsetting sub-matrices\n",
+      "\n",
+      "Matrix with row indices 1 and 2 and column indices 3 and 4\n",
+      " [[49 26]\n",
+      " [21 95]]\n",
+      "Matrix with row indices 0 and 1 and column indices 1 and 3\n",
+      " [[10 77]\n",
+      " [60 49]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
+    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
+    "\n",
+    "print(\"\\nDouble bracket indexing\\n\")\n",
+    "print(\"Element in row index 1 and column index 2:\", mat[1][2])\n",
+    "\n",
+    "print(\"\\nSingle bracket with comma indexing\\n\")\n",
+    "print(\"Element in row index 1 and column index 2:\", mat[1,2])\n",
+    "print(\"\\nRow or column extract\\n\")\n",
+    "\n",
+    "print(\"Entire row at index 2:\", mat[2])\n",
+    "print(\"Entire column at index 3:\", mat[:,3])\n",
+    "\n",
+    "print(\"\\nSubsetting sub-matrices\\n\")\n",
+    "print(\"Matrix with row indices 1 and 2 and column indices 3 and 4\\n\", mat[1:3,3:5])\n",
+    "print(\"Matrix with row indices 0 and 1 and column indices 1 and 3\\n\", mat[0:2,[1,3]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conditional subsetting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix of random 2-digit numbers\n",
+      " [[17 43 10 13 16]\n",
+      " [90 46 45 73 94]\n",
+      " [83 48 26 21 74]]\n",
+      "\n",
+      "Elements greater than 50\n",
+      " [90 73 94 83 74]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
+    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
+    "print (\"\\nElements greater than 50\\n\", mat[mat>50])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[False, False, False, False, False],\n",
+       "       [ True, False, False,  True,  True],\n",
+       "       [ True, False, False, False,  True]])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mat>50"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0,  0,  0,  0,  0],\n",
+       "       [90,  0,  0, 73, 94],\n",
+       "       [83,  0,  0,  0, 74]])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mat*(mat>50)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Array operations (array-array, array-scalar, universal functions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1st Matrix of random single-digit numbers\n",
+      " [[6 2 1]\n",
+      " [1 1 5]\n",
+      " [1 3 5]]\n",
+      "\n",
+      "2nd Matrix of random single-digit numbers\n",
+      " [[8 6 7]\n",
+      " [5 9 9]\n",
+      " [9 4 7]]\n",
+      "\n",
+      "Addition\n",
+      " [[14  8  8]\n",
+      " [ 6 10 14]\n",
+      " [10  7 12]]\n",
+      "\n",
+      "Multiplication\n",
+      " [[48 12  7]\n",
+      " [ 5  9 45]\n",
+      " [ 9 12 35]]\n",
+      "\n",
+      "Division\n",
+      " [[0.75       0.33333333 0.14285714]\n",
+      " [0.2        0.11111111 0.55555556]\n",
+      " [0.11111111 0.75       0.71428571]]\n",
+      "\n",
+      "Lineaer combination: 3*A - 2*B\n",
+      " [[  2  -6 -11]\n",
+      " [ -7 -15  -3]\n",
+      " [-15   1   1]]\n",
+      "\n",
+      "Addition of a scalar (100)\n",
+      " [[106 102 101]\n",
+      " [101 101 105]\n",
+      " [101 103 105]]\n",
+      "\n",
+      "Exponentiation, matrix cubed here\n",
+      " [[216   8   1]\n",
+      " [  1   1 125]\n",
+      " [  1  27 125]]\n",
+      "\n",
+      "Exponentiation, sq-root using pow function\n",
+      " [[2.44948974 1.41421356 1.        ]\n",
+      " [1.         1.         2.23606798]\n",
+      " [1.         1.73205081 2.23606798]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat1 = np.random.randint(1,10,9).reshape(3,3)\n",
+    "mat2 = np.random.randint(1,10,9).reshape(3,3)\n",
+    "print(\"\\n1st Matrix of random single-digit numbers\\n\",mat1)\n",
+    "print(\"\\n2nd Matrix of random single-digit numbers\\n\",mat2)\n",
+    "\n",
+    "print(\"\\nAddition\\n\", mat1+mat2)\n",
+    "print(\"\\nMultiplication\\n\", mat1*mat2)\n",
+    "print(\"\\nDivision\\n\", mat1/mat2)\n",
+    "print(\"\\nLineaer combination: 3*A - 2*B\\n\", 3*mat1-2*mat2)\n",
+    "\n",
+    "print(\"\\nAddition of a scalar (100)\\n\", 100+mat1)\n",
+    "\n",
+    "print(\"\\nExponentiation, matrix cubed here\\n\", mat1**3)\n",
+    "print(\"\\nExponentiation, sq-root using pow function\\n\",pow(mat1,0.5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Labels: ['a', 'b', 'c']\n",
+      "My data: [10, 20, 30]\n",
+      "Dictionary: {'a': 10, 'b': 20, 'c': 30}\n"
+     ]
+    }
+   ],
+   "source": [
+    "labels = ['a','b','c']\n",
+    "my_data = [10,20,30]\n",
+    "arr = np.array(my_data)\n",
+    "d = {'a':10,'b':20,'c':30}\n",
+    "\n",
+    "print (\"Labels:\", labels)\n",
+    "print(\"My data:\", my_data)\n",
+    "print(\"Dictionary:\", d)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0    10\n",
+      "1    20\n",
+      "2    30\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "s1=pd.Series(data=my_data)\n",
+    "print(s1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a    10\n",
+      "b    20\n",
+      "c    30\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "s2=pd.Series(data=my_data, index=labels)\n",
+    "print(s2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a    10\n",
+      "b    20\n",
+      "c    30\n",
+      "dtype: int32\n"
+     ]
+    }
+   ],
+   "source": [
+    "s3=pd.Series(arr, labels)\n",
+    "print(s3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a    10\n",
+      "b    20\n",
+      "c    30\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "s4=pd.Series(d)\n",
+    "print(s4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The data frame looks like\n",
+      "---------------------------------------------\n",
+      "    W   X   Y   Z\n",
+      "A   3   1   7   1\n",
+      "B  14   1   2  12\n",
+      "C  14   4  16  11\n",
+      "D   4  11  18  15\n",
+      "E   1  11  11   3\n"
+     ]
+    }
+   ],
+   "source": [
+    "matrix_data = np.random.randint(1,20,size=20).reshape(5,4)\n",
+    "row_labels = ['A','B','C','D','E']\n",
+    "column_headings = ['W','X','Y','Z']\n",
+    "\n",
+    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
+    "print(\"\\nThe data frame looks like\\n\",'-'*45, sep='')\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    a   b   c\n",
+      "X  10  30  50\n",
+      "Y  20  40  60\n"
+     ]
+    }
+   ],
+   "source": [
+    "d={'a':[10,20],'b':[30,40],'c':[50,60]}\n",
+    "df2=pd.DataFrame(data=d,index=['X','Y'])\n",
+    "print(df2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## DataFrame can be created reading directly from a CSV or an Excel file\n",
+    "\n",
+    "Refer to this article, that I wrote for O'Reily Media's Medium publication, to understand various data sources that can be read in Pandas DataFrame directly.\n",
+    "\n",
+    "**[Read in the data in a Pandas DataFrame like an expert](https://medium.com/97-things/read-in-the-data-in-a-pandas-dataframe-like-an-expert-d03058edae98)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df3 = pd.read_csv(\"./Data/wine.data.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.37</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>113</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>3.45</td>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.24</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>735</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "3      1    14.37        1.95  2.50               16.8        113   \n",
+       "4      1    13.24        2.59  2.87               21.0        118   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "3           3.85        3.49                  0.24             2.18   \n",
+       "4           2.80        2.69                  0.39             1.82   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  \n",
+       "3             7.80  0.86                          3.45     1480  \n",
+       "4             4.32  1.04                          2.93      735  "
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df4 = pd.read_excel(\"./Data/Height_Weight.xlsx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown\n",
+       "0     Ashley     155     140      Palo Alto\n",
+       "1      Robin     145     122        Fremont\n",
+       "2   Priyanka     152     131    Santa Clara\n",
+       "3  Youngchul     167     148      Cupertino\n",
+       "4       Aziz     161     139  San Francisco\n",
+       "5       Zoey     181     190        Hayward"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Quick checking DataFrames\n",
+    "* `.head()`\n",
+    "* `.tail()`\n",
+    "* `.sample()`\n",
+    "* `.info()`\n",
+    "* `.describe()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.37</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>113</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>3.45</td>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.24</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>735</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "3      1    14.37        1.95  2.50               16.8        113   \n",
+       "4      1    13.24        2.59  2.87               21.0        118   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "3           3.85        3.49                  0.24             2.18   \n",
+       "4           2.80        2.69                  0.39             1.82   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  \n",
+       "3             7.80  0.86                          3.45     1480  \n",
+       "4             4.32  1.04                          2.93      735  "
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  "
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>3</td>\n",
+       "      <td>12.77</td>\n",
+       "      <td>2.39</td>\n",
+       "      <td>2.28</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>86</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>0.64</td>\n",
+       "      <td>9.899999</td>\n",
+       "      <td>0.57</td>\n",
+       "      <td>1.63</td>\n",
+       "      <td>470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>3</td>\n",
+       "      <td>14.16</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>1.68</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>0.44</td>\n",
+       "      <td>1.24</td>\n",
+       "      <td>9.700000</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.71</td>\n",
+       "      <td>5.65</td>\n",
+       "      <td>2.45</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>95</td>\n",
+       "      <td>1.68</td>\n",
+       "      <td>0.61</td>\n",
+       "      <td>0.52</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>7.700000</td>\n",
+       "      <td>0.64</td>\n",
+       "      <td>1.74</td>\n",
+       "      <td>740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.40</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>0.75</td>\n",
+       "      <td>0.43</td>\n",
+       "      <td>1.41</td>\n",
+       "      <td>7.300000</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.27</td>\n",
+       "      <td>4.28</td>\n",
+       "      <td>2.26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>120</td>\n",
+       "      <td>1.59</td>\n",
+       "      <td>0.69</td>\n",
+       "      <td>0.43</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>10.200000</td>\n",
+       "      <td>0.59</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>835</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.17</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.37</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>120</td>\n",
+       "      <td>1.65</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>0.53</td>\n",
+       "      <td>1.46</td>\n",
+       "      <td>9.300000</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>3</td>\n",
+       "      <td>14.13</td>\n",
+       "      <td>4.10</td>\n",
+       "      <td>2.74</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>96</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>9.200000</td>\n",
+       "      <td>0.61</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td>560</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "171      3    12.77        2.39  2.28               19.5         86   \n",
+       "172      3    14.16        2.51  2.48               20.0         91   \n",
+       "173      3    13.71        5.65  2.45               20.5         95   \n",
+       "174      3    13.40        3.91  2.48               23.0        102   \n",
+       "175      3    13.27        4.28  2.26               20.0        120   \n",
+       "176      3    13.17        2.59  2.37               20.0        120   \n",
+       "177      3    14.13        4.10  2.74               24.5         96   \n",
+       "\n",
+       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "171           1.39        0.51                  0.48             0.64   \n",
+       "172           1.68        0.70                  0.44             1.24   \n",
+       "173           1.68        0.61                  0.52             1.06   \n",
+       "174           1.80        0.75                  0.43             1.41   \n",
+       "175           1.59        0.69                  0.43             1.35   \n",
+       "176           1.65        0.68                  0.53             1.46   \n",
+       "177           2.05        0.76                  0.56             1.35   \n",
+       "\n",
+       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "171         9.899999  0.57                          1.63      470  \n",
+       "172         9.700000  0.62                          1.71      660  \n",
+       "173         7.700000  0.64                          1.74      740  \n",
+       "174         7.300000  0.70                          1.56      750  \n",
+       "175        10.200000  0.59                          1.56      835  \n",
+       "176         9.300000  0.60                          1.62      840  \n",
+       "177         9.200000  0.61                          1.60      560  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.tail(7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.40</td>\n",
+       "      <td>4.60</td>\n",
+       "      <td>2.86</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>112</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>0.27</td>\n",
+       "      <td>1.11</td>\n",
+       "      <td>8.50</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>1.92</td>\n",
+       "      <td>630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.29</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>2.68</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>102</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>0.31</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>6.00</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>2.84</td>\n",
+       "      <td>1270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>2</td>\n",
+       "      <td>13.11</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>1.70</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>2.98</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>2.28</td>\n",
+       "      <td>5.30</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12.42</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>108</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>2.06</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>2.96</td>\n",
+       "      <td>345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>130</th>\n",
+       "      <td>3</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>2.32</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>122</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>0.21</td>\n",
+       "      <td>0.94</td>\n",
+       "      <td>4.10</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>1.29</td>\n",
+       "      <td>630</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "169      3    13.40        4.60  2.86               25.0        112   \n",
+       "57       1    13.29        1.97  2.68               16.8        102   \n",
+       "66       2    13.11        1.01  1.70               15.0         78   \n",
+       "117      2    12.42        1.61  2.19               22.5        108   \n",
+       "130      3    12.86        1.35  2.32               18.0        122   \n",
+       "\n",
+       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "169           1.98        0.96                  0.27             1.11   \n",
+       "57            3.00        3.23                  0.31             1.66   \n",
+       "66            2.98        3.18                  0.26             2.28   \n",
+       "117           2.00        2.09                  0.34             1.61   \n",
+       "130           1.51        1.25                  0.21             0.94   \n",
+       "\n",
+       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "169             8.50  0.67                          1.92      630  \n",
+       "57              6.00  1.07                          2.84     1270  \n",
+       "66              5.30  1.12                          3.18      502  \n",
+       "117             2.06  1.06                          2.96      345  \n",
+       "130             4.10  0.76                          1.29      630  "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 178 entries, 0 to 177\n",
+      "Data columns (total 14 columns):\n",
+      "Class                           178 non-null int64\n",
+      "Alcohol                         178 non-null float64\n",
+      "Malic acid                      178 non-null float64\n",
+      "Ash                             178 non-null float64\n",
+      "Alcalinity of ash               178 non-null float64\n",
+      "Magnesium                       178 non-null int64\n",
+      "Total phenols                   178 non-null float64\n",
+      "Flavanoids                      178 non-null float64\n",
+      "Nonflavanoid phenols            178 non-null float64\n",
+      "Proanthocyanins                 178 non-null float64\n",
+      "Color intensity                 178 non-null float64\n",
+      "Hue                             178 non-null float64\n",
+      "OD280/OD315 of diluted wines    178 non-null float64\n",
+      "Proline                         178 non-null int64\n",
+      "dtypes: float64(11), int64(3)\n",
+      "memory usage: 19.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df3.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 6 entries, 0 to 5\n",
+      "Data columns (total 4 columns):\n",
+      "Name        6 non-null object\n",
+      "Height      6 non-null int64\n",
+      "Weight      6 non-null int64\n",
+      "Hometown    6 non-null object\n",
+      "dtypes: int64(2), object(2)\n",
+      "memory usage: 320.0+ bytes\n"
+     ]
+    }
+   ],
+   "source": [
+    "df4.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Class</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>1.938202</td>\n",
+       "      <td>0.775035</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>3.0000</td>\n",
+       "      <td>3.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alcohol</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>13.000618</td>\n",
+       "      <td>0.811827</td>\n",
+       "      <td>11.03</td>\n",
+       "      <td>12.3625</td>\n",
+       "      <td>13.050</td>\n",
+       "      <td>13.6775</td>\n",
+       "      <td>14.83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Malic acid</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.336348</td>\n",
+       "      <td>1.117146</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>1.6025</td>\n",
+       "      <td>1.865</td>\n",
+       "      <td>3.0825</td>\n",
+       "      <td>5.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ash</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.366517</td>\n",
+       "      <td>0.274344</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>2.2100</td>\n",
+       "      <td>2.360</td>\n",
+       "      <td>2.5575</td>\n",
+       "      <td>3.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>19.494944</td>\n",
+       "      <td>3.339564</td>\n",
+       "      <td>10.60</td>\n",
+       "      <td>17.2000</td>\n",
+       "      <td>19.500</td>\n",
+       "      <td>21.5000</td>\n",
+       "      <td>30.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Magnesium</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>99.741573</td>\n",
+       "      <td>14.282484</td>\n",
+       "      <td>70.00</td>\n",
+       "      <td>88.0000</td>\n",
+       "      <td>98.000</td>\n",
+       "      <td>107.0000</td>\n",
+       "      <td>162.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Total phenols</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.295112</td>\n",
+       "      <td>0.625851</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>1.7425</td>\n",
+       "      <td>2.355</td>\n",
+       "      <td>2.8000</td>\n",
+       "      <td>3.88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.029270</td>\n",
+       "      <td>0.998859</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>1.2050</td>\n",
+       "      <td>2.135</td>\n",
+       "      <td>2.8750</td>\n",
+       "      <td>5.08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>0.361854</td>\n",
+       "      <td>0.124453</td>\n",
+       "      <td>0.13</td>\n",
+       "      <td>0.2700</td>\n",
+       "      <td>0.340</td>\n",
+       "      <td>0.4375</td>\n",
+       "      <td>0.66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>1.590899</td>\n",
+       "      <td>0.572359</td>\n",
+       "      <td>0.41</td>\n",
+       "      <td>1.2500</td>\n",
+       "      <td>1.555</td>\n",
+       "      <td>1.9500</td>\n",
+       "      <td>3.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Color intensity</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>5.058090</td>\n",
+       "      <td>2.318286</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>3.2200</td>\n",
+       "      <td>4.690</td>\n",
+       "      <td>6.2000</td>\n",
+       "      <td>13.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hue</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>0.957449</td>\n",
+       "      <td>0.228572</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>0.7825</td>\n",
+       "      <td>0.965</td>\n",
+       "      <td>1.1200</td>\n",
+       "      <td>1.71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.611685</td>\n",
+       "      <td>0.709990</td>\n",
+       "      <td>1.27</td>\n",
+       "      <td>1.9375</td>\n",
+       "      <td>2.780</td>\n",
+       "      <td>3.1700</td>\n",
+       "      <td>4.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Proline</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>746.893258</td>\n",
+       "      <td>314.907474</td>\n",
+       "      <td>278.00</td>\n",
+       "      <td>500.5000</td>\n",
+       "      <td>673.500</td>\n",
+       "      <td>985.0000</td>\n",
+       "      <td>1680.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              count        mean         std     min       25%  \\\n",
+       "Class                         178.0    1.938202    0.775035    1.00    1.0000   \n",
+       "Alcohol                       178.0   13.000618    0.811827   11.03   12.3625   \n",
+       "Malic acid                    178.0    2.336348    1.117146    0.74    1.6025   \n",
+       "Ash                           178.0    2.366517    0.274344    1.36    2.2100   \n",
+       "Alcalinity of ash             178.0   19.494944    3.339564   10.60   17.2000   \n",
+       "Magnesium                     178.0   99.741573   14.282484   70.00   88.0000   \n",
+       "Total phenols                 178.0    2.295112    0.625851    0.98    1.7425   \n",
+       "Flavanoids                    178.0    2.029270    0.998859    0.34    1.2050   \n",
+       "Nonflavanoid phenols          178.0    0.361854    0.124453    0.13    0.2700   \n",
+       "Proanthocyanins               178.0    1.590899    0.572359    0.41    1.2500   \n",
+       "Color intensity               178.0    5.058090    2.318286    1.28    3.2200   \n",
+       "Hue                           178.0    0.957449    0.228572    0.48    0.7825   \n",
+       "OD280/OD315 of diluted wines  178.0    2.611685    0.709990    1.27    1.9375   \n",
+       "Proline                       178.0  746.893258  314.907474  278.00  500.5000   \n",
+       "\n",
+       "                                  50%       75%      max  \n",
+       "Class                           2.000    3.0000     3.00  \n",
+       "Alcohol                        13.050   13.6775    14.83  \n",
+       "Malic acid                      1.865    3.0825     5.80  \n",
+       "Ash                             2.360    2.5575     3.23  \n",
+       "Alcalinity of ash              19.500   21.5000    30.00  \n",
+       "Magnesium                      98.000  107.0000   162.00  \n",
+       "Total phenols                   2.355    2.8000     3.88  \n",
+       "Flavanoids                      2.135    2.8750     5.08  \n",
+       "Nonflavanoid phenols            0.340    0.4375     0.66  \n",
+       "Proanthocyanins                 1.555    1.9500     3.58  \n",
+       "Color intensity                 4.690    6.2000    13.00  \n",
+       "Hue                             0.965    1.1200     1.71  \n",
+       "OD280/OD315 of diluted wines    2.780    3.1700     4.00  \n",
+       "Proline                       673.500  985.0000  1680.00  "
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.describe().transpose()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>160.166667</td>\n",
+       "      <td>145.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>12.687264</td>\n",
+       "      <td>23.748684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>145.000000</td>\n",
+       "      <td>122.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>152.750000</td>\n",
+       "      <td>133.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>158.000000</td>\n",
+       "      <td>139.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>165.500000</td>\n",
+       "      <td>146.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>190.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Height      Weight\n",
+       "count    6.000000    6.000000\n",
+       "mean   160.166667  145.000000\n",
+       "std     12.687264   23.748684\n",
+       "min    145.000000  122.000000\n",
+       "25%    152.750000  133.000000\n",
+       "50%    158.000000  139.500000\n",
+       "75%    165.500000  146.000000\n",
+       "max    181.000000  190.000000"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Basic descriptive statistics on a DataFrame\n",
+    "* `mean()`\n",
+    "* `std()`\n",
+    "* `var()`\n",
+    "* `min()` and `max()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Class                             1.938202\n",
+       "Alcohol                          13.000618\n",
+       "Malic acid                        2.336348\n",
+       "Ash                               2.366517\n",
+       "Alcalinity of ash                19.494944\n",
+       "Magnesium                        99.741573\n",
+       "Total phenols                     2.295112\n",
+       "Flavanoids                        2.029270\n",
+       "Nonflavanoid phenols              0.361854\n",
+       "Proanthocyanins                   1.590899\n",
+       "Color intensity                   5.058090\n",
+       "Hue                               0.957449\n",
+       "OD280/OD315 of diluted wines      2.611685\n",
+       "Proline                         746.893258\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Class                             0.775035\n",
+       "Alcohol                           0.811827\n",
+       "Malic acid                        1.117146\n",
+       "Ash                               0.274344\n",
+       "Alcalinity of ash                 3.339564\n",
+       "Magnesium                        14.282484\n",
+       "Total phenols                     0.625851\n",
+       "Flavanoids                        0.998859\n",
+       "Nonflavanoid phenols              0.124453\n",
+       "Proanthocyanins                   0.572359\n",
+       "Color intensity                   2.318286\n",
+       "Hue                               0.228572\n",
+       "OD280/OD315 of diluted wines      0.709990\n",
+       "Proline                         314.907474\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.std()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Height    160.966667\n",
+       "Weight    564.000000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.var()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Name           Ashley\n",
+       "Height            145\n",
+       "Weight            122\n",
+       "Hometown    Cupertino\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.min()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Indexing, slicing columns and rows of a DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The 'Name' column\n",
+      "-------------------------\n",
+      "0       Ashley\n",
+      "1        Robin\n",
+      "2     Priyanka\n",
+      "3    Youngchul\n",
+      "4         Aziz\n",
+      "5         Zoey\n",
+      "Name: Name, dtype: object\n",
+      "\n",
+      "Type of the column: <class 'pandas.core.series.Series'>\n",
+      "\n",
+      "The 'Name' and 'Weight' columns indexed by passing a list\n",
+      "-------------------------------------------------------\n",
+      "        Name  Weight\n",
+      "0     Ashley     140\n",
+      "1      Robin     122\n",
+      "2   Priyanka     131\n",
+      "3  Youngchul     148\n",
+      "4       Aziz     139\n",
+      "5       Zoey     190\n",
+      "\n",
+      "Type of the pair of columns: <class 'pandas.core.frame.DataFrame'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nThe 'Name' column\\n\",'-'*25, sep='')\n",
+    "print(df4['Name'])\n",
+    "print(\"\\nType of the column: \", type(df4['Name']), sep='')\n",
+    "print(\"\\nThe 'Name' and 'Weight' columns indexed by passing a list\\n\",'-'*55, sep='')\n",
+    "print(df4[['Name','Weight']])\n",
+    "print(\"\\nType of the pair of columns: \", type(df4[['Name','Weight']]), sep='')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Label-based 'loc' method can be used for selecting row(s)\n",
+      "------------------------------------------------------------\n",
+      "\n",
+      "Single row\n",
+      "\n",
+      "W    14\n",
+      "X     4\n",
+      "Y    16\n",
+      "Z    11\n",
+      "Name: C, dtype: int32\n",
+      "\n",
+      "Multiple rows\n",
+      "\n",
+      "    W  X   Y   Z\n",
+      "B  14  1   2  12\n",
+      "C  14  4  16  11\n",
+      "\n",
+      "Index position based 'iloc' method can be used for selecting row(s)\n",
+      "----------------------------------------------------------------------\n",
+      "\n",
+      "Single row\n",
+      "\n",
+      "W    14\n",
+      "X     4\n",
+      "Y    16\n",
+      "Z    11\n",
+      "Name: C, dtype: int32\n",
+      "\n",
+      "Multiple rows\n",
+      "\n",
+      "    W  X   Y   Z\n",
+      "B  14  1   2  12\n",
+      "C  14  4  16  11\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nLabel-based 'loc' method can be used for selecting row(s)\\n\",'-'*60, sep='')\n",
+    "print(\"\\nSingle row\\n\")\n",
+    "print(df.loc['C'])\n",
+    "print(\"\\nMultiple rows\\n\")\n",
+    "print(df.loc[['B','C']])\n",
+    "print(\"\\nIndex position based 'iloc' method can be used for selecting row(s)\\n\",'-'*70, sep='')\n",
+    "print(\"\\nSingle row\\n\")\n",
+    "print(df.iloc[2])\n",
+    "print(\"\\nMultiple rows\\n\")\n",
+    "print(df.iloc[[1,2]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conditional subsetting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    False\n",
+       "1    False\n",
+       "2    False\n",
+       "3     True\n",
+       "4     True\n",
+       "5     True\n",
+       "Name: Height, dtype: bool"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4['Height']>155"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown\n",
+       "3  Youngchul     167     148      Cupertino\n",
+       "4       Aziz     161     139  San Francisco\n",
+       "5       Zoey     181     190        Hayward"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4[df4['Height']>155]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Which students have a **height more than 155 cm and weigh less than 140 lbs**?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Name  Height  Weight       Hometown\n",
+       "4  Aziz     161     139  San Francisco"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4[(df4['Height']>155) & (df4['Weight']<140)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Operations on specific columns/rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.37</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>113</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>3.45</td>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.24</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>735</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "3      1    14.37        1.95  2.50               16.8        113   \n",
+       "4      1    13.24        2.59  2.87               21.0        118   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "3           3.85        3.49                  0.24             2.18   \n",
+       "4           2.80        2.69                  0.39             1.82   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  \n",
+       "3             7.80  0.86                          3.45     1480  \n",
+       "4             4.32  1.04                          2.93      735  "
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What is the standard deviation of Magnesium and Ash contents for the wine dataset?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Magnesium    14.282484\n",
+       "Ash           0.274344\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3[['Magnesium','Ash']].std()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What is the range of alcohol content in the wine dataset?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The range of alcohol content is:  3.8\n"
+     ]
+    }
+   ],
+   "source": [
+    "range_alcohol=df3['Alcohol'].max()- df3['Alcohol'].min()\n",
+    "print(\"The range of alcohol content is: \", round(range_alcohol,3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Top 5 percentile in terms of Flavanoids?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3.4975000000000005"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.percentile(df3['Flavanoids'],95)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.75</td>\n",
+       "      <td>1.73</td>\n",
+       "      <td>2.39</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3.10</td>\n",
+       "      <td>3.69</td>\n",
+       "      <td>0.43</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.40</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>2.73</td>\n",
+       "      <td>1150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.38</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>2.38</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>3.64</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>2.96</td>\n",
+       "      <td>7.50</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>1547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.19</td>\n",
+       "      <td>1.59</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>108</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>3.93</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>1.86</td>\n",
+       "      <td>8.70</td>\n",
+       "      <td>1.23</td>\n",
+       "      <td>2.82</td>\n",
+       "      <td>1680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.88</td>\n",
+       "      <td>1.89</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>101</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>3.56</td>\n",
+       "      <td>0.17</td>\n",
+       "      <td>1.70</td>\n",
+       "      <td>5.43</td>\n",
+       "      <td>0.88</td>\n",
+       "      <td>3.56</td>\n",
+       "      <td>1095</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.94</td>\n",
+       "      <td>1.73</td>\n",
+       "      <td>2.27</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>108</td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>3.54</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>2.08</td>\n",
+       "      <td>8.90</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>3.10</td>\n",
+       "      <td>1260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.82</td>\n",
+       "      <td>1.75</td>\n",
+       "      <td>2.42</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>111</td>\n",
+       "      <td>3.88</td>\n",
+       "      <td>3.74</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>7.05</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>3.26</td>\n",
+       "      <td>1190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.72</td>\n",
+       "      <td>1.43</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>108</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>3.67</td>\n",
+       "      <td>0.19</td>\n",
+       "      <td>2.04</td>\n",
+       "      <td>6.80</td>\n",
+       "      <td>0.89</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>1285</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12.37</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>2.10</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>88</td>\n",
+       "      <td>3.52</td>\n",
+       "      <td>3.75</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>4.50</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.77</td>\n",
+       "      <td>660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>2</td>\n",
+       "      <td>11.56</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>28.5</td>\n",
+       "      <td>119</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>5.08</td>\n",
+       "      <td>0.47</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>6.00</td>\n",
+       "      <td>0.93</td>\n",
+       "      <td>3.69</td>\n",
+       "      <td>465</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "13       1    14.75        1.73  2.39               11.4         91   \n",
+       "14       1    14.38        1.87  2.38               12.0        102   \n",
+       "18       1    14.19        1.59  2.48               16.5        108   \n",
+       "42       1    13.88        1.89  2.59               15.0        101   \n",
+       "49       1    13.94        1.73  2.27               17.4        108   \n",
+       "52       1    13.82        1.75  2.42               14.0        111   \n",
+       "58       1    13.72        1.43  2.50               16.7        108   \n",
+       "98       2    12.37        1.07  2.10               18.5         88   \n",
+       "121      2    11.56        2.05  3.23               28.5        119   \n",
+       "\n",
+       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "13            3.10        3.69                  0.43             2.81   \n",
+       "14            3.30        3.64                  0.29             2.96   \n",
+       "18            3.30        3.93                  0.32             1.86   \n",
+       "42            3.25        3.56                  0.17             1.70   \n",
+       "49            2.88        3.54                  0.32             2.08   \n",
+       "52            3.88        3.74                  0.32             1.87   \n",
+       "58            3.40        3.67                  0.19             2.04   \n",
+       "98            3.52        3.75                  0.24             1.95   \n",
+       "121           3.18        5.08                  0.47             1.87   \n",
+       "\n",
+       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "13              5.40  1.25                          2.73     1150  \n",
+       "14              7.50  1.20                          3.00     1547  \n",
+       "18              8.70  1.23                          2.82     1680  \n",
+       "42              5.43  0.88                          3.56     1095  \n",
+       "49              8.90  1.12                          3.10     1260  \n",
+       "52              7.05  1.01                          3.26     1190  \n",
+       "58              6.80  0.89                          2.87     1285  \n",
+       "98              4.50  1.04                          2.77      660  \n",
+       "121             6.00  0.93                          3.69      465  "
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3[df3['Flavanoids']>=3.4975]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Show the average alcohol, ash, and magnesium content of the wine brands which rank top 5 percent in terms of flavanoids**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ash            2.484444\n",
+       "Alcohol       13.623333\n",
+       "Magnesium    104.000000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3[df3['Flavanoids']>=3.4975][['Ash','Alcohol','Magnesium']].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create a new column as a function of mathematical operations on existing columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown\n",
+       "0     Ashley     155     140      Palo Alto\n",
+       "1      Robin     145     122        Fremont\n",
+       "2   Priyanka     152     131    Santa Clara\n",
+       "3  Youngchul     167     148      Cupertino\n",
+       "4       Aziz     161     139  San Francisco\n",
+       "5       Zoey     181     190        Hayward"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "0     Ashley     155     140      Palo Alto  26.432000\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "5       Zoey     181     190        Hayward  26.306425"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4['BMI']=df4['Weight']*0.453592/(df4['Height']/100)**2\n",
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "5       Zoey     181     190        Hayward  26.306425\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "0     Ashley     155     140      Palo Alto  26.432000"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.sort_values(by='BMI')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Use `inplace=True` to make the changes reflected on the original DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "0     Ashley     155     140      Palo Alto  26.432000\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "5       Zoey     181     190        Hayward  26.306425"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df4.sort_values(by='BMI',inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "5       Zoey     181     190        Hayward  26.306425\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "0     Ashley     155     140      Palo Alto  26.432000"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From f507b26a242358ecf2ff359f2713124070a67215 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:13:52 -0700
Subject: [PATCH 057/165] Delete Numpy practice.ipynb

---
 Pandas and Numpy/Numpy practice.ipynb | 1923 -------------------------
 1 file changed, 1923 deletions(-)
 delete mode 100644 Pandas and Numpy/Numpy practice.ipynb

diff --git a/Pandas and Numpy/Numpy practice.ipynb b/Pandas and Numpy/Numpy practice.ipynb
deleted file mode 100644
index f225c53..0000000
--- a/Pandas and Numpy/Numpy practice.ipynb	
+++ /dev/null
@@ -1,1923 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# NumPy Practice\n",
-    "## Vectors, Matrices \n",
-    "* object type\n",
-    "* dimension\n",
-    "* size \n",
-    "* shape\n",
-    "* data type"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Type/Class of this object: <class 'numpy.ndarray'>\n",
-      "Here is the vector\n",
-      "--------------------\n",
-      " [1 2 3]\n"
-     ]
-    }
-   ],
-   "source": [
-    "my_list = [1,2,3]\n",
-    "import numpy as np\n",
-    "arr = np.array(my_list)\n",
-    "print(\"Type/Class of this object:\",type(arr))\n",
-    "print(\"Here is the vector\\n--------------------\\n\",arr)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Type/Class of this object: <class 'numpy.ndarray'>\n",
-      "Here is the matrix\n",
-      "----------\n",
-      " [[1 2 3]\n",
-      " [4 5 6]\n",
-      " [7 8 9]] \n",
-      "----------\n",
-      "Dimension of this matrix: 2\n",
-      "Size of this matrix: 9\n",
-      "Shape of this matrix: (3, 3)\n",
-      "Data type of this matrix: int32\n",
-      "Data type of the modified matrix: float64\n",
-      "\n",
-      "\n",
-      "Even tuples can be converted to ndarrays...\n",
-      "We write b = np.array([(1.5,2,3), (4,5,6)])\n",
-      "Matrix made from tuples, not lists\n",
-      "---------------------------------------\n",
-      "[[ 1.5  2.   3. ]\n",
-      " [ 4.   5.   6. ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "my_mat = [[1,2,3],[4,5,6],[7,8,9]]\n",
-    "mat = np.array(my_mat)\n",
-    "print(\"Type/Class of this object:\",type(mat))\n",
-    "print(\"Here is the matrix\\n----------\\n\",mat,\"\\n----------\")\n",
-    "print(\"Dimension of this matrix: \",mat.ndim,sep='') #ndim gives the dimensison, 2 for a matrix, 1 for a vector\n",
-    "print(\"Size of this matrix: \", mat.size,sep='') #size gives the total number of elements\n",
-    "print(\"Shape of this matrix: \", mat.shape,sep='') #shape gives the number of elements along each axes (dimension)\n",
-    "print(\"Data type of this matrix: \", mat.dtype,sep='') #dtype gives the data type contained in the array\n",
-    "\n",
-    "my_mat = [[1.1,2,3],[4,5.2,6],[7,8.3,9]]\n",
-    "mat = np.array(my_mat)\n",
-    "print(\"Data type of the modified matrix: \", mat.dtype,sep='') #dtype gives the data type contained in the array\n",
-    "print(\"\\n\\nEven tuples can be converted to ndarrays...\")\n",
-    "\n",
-    "b = np.array([(1.5,2,3), (4,5,6)])\n",
-    "print(\"We write b = np.array([(1.5,2,3), (4,5,6)])\")\n",
-    "print(\"Matrix made from tuples, not lists\\n---------------------------------------\")\n",
-    "print(b)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 'arange' and 'linspace'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A series of numbers: [ 5  6  7  8  9 10 11 12 13 14 15]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"A series of numbers:\",np.arange(5,16)) # A series of numbers from low to high"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Numbers spaced apart by 2: [ 0  2  4  6  8 10]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Numbers spaced apart by 2:\",np.arange(0,11,2)) # Numbers spaced apart by 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Numbers spaced apart by float: [  0.    2.5   5.    7.5  10. ]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Numbers spaced apart by float:\",np.arange(0,11,2.5)) # Numbers spaced apart by 2.5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Every 5th number from 50 in reverse order\n",
-      " [50 45 40 35 30 25 20 15 10  5  0]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Every 5th number from 50 in reverse order\\n\",np.arange(50,-1,-5))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "21 linearly spaced numbers between 1 and 5\n",
-      "--------------------------------------------\n",
-      "[ 1.   1.2  1.4  1.6  1.8  2.   2.2  2.4  2.6  2.8  3.   3.2  3.4  3.6  3.8\n",
-      "  4.   4.2  4.4  4.6  4.8  5. ]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"21 linearly spaced numbers between 1 and 5\\n--------------------------------------------\")\n",
-    "print(np.linspace(1,5,21))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Zeroes, Ones, empty, and Identity matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Vector of zeroes\n",
-      "---------------------\n",
-      "[ 0.  0.  0.  0.  0.]\n",
-      "Matrix of zeroes\n",
-      "--------------------\n",
-      "[[ 0.  0.  0.  0.]\n",
-      " [ 0.  0.  0.  0.]\n",
-      " [ 0.  0.  0.  0.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Vector of zeroes\\n---------------------\")\n",
-    "print(np.zeros(5))\n",
-    "print(\"Matrix of zeroes\\n--------------------\")\n",
-    "print(np.zeros((3,4))) # Notice Tuples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Vector of ones\n",
-      "---------------------\n",
-      "[ 1.  1.  1.  1.  1.]\n",
-      "Matrix of ones\n",
-      "---------------------\n",
-      "[[ 1.  1.]\n",
-      " [ 1.  1.]\n",
-      " [ 1.  1.]\n",
-      " [ 1.  1.]\n",
-      " [ 1.  1.]]\n",
-      "Matrix of 5's\n",
-      "---------------------\n",
-      "[[ 5.  5.  5.  5.  5.]\n",
-      " [ 5.  5.  5.  5.  5.]\n",
-      " [ 5.  5.  5.  5.  5.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Vector of ones\\n---------------------\")\n",
-    "print(np.ones(5))\n",
-    "print(\"Matrix of ones\\n---------------------\")\n",
-    "print(np.ones((5,2))) # Note matrix dimension specified by Tuples\n",
-    "print(\"Matrix of 5's\\n---------------------\")\n",
-    "print(5*np.ones((3,5)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Empty matrix\n",
-      "-------------\n",
-      " [[ 0.  0.  0.  0.  0.]\n",
-      " [ 0.  0.  0.  0.  0.]\n",
-      " [ 0.  0.  0.  0.  0.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Empty matrix\\n-------------\\n\", np.empty((3,5)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Identity matrix of dimension (4, 4)\n",
-      "[[ 1.  0.  0.  0.]\n",
-      " [ 0.  1.  0.  0.]\n",
-      " [ 0.  0.  1.  0.]\n",
-      " [ 0.  0.  0.  1.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat1 = np.eye(4) \n",
-    "print(\"Identity matrix of dimension\", mat1.shape)\n",
-    "print(mat1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Random number generation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Random number generation (from Uniform distribution)\n",
-      "[[ 0.25506558  0.75756507  0.55128715]\n",
-      " [ 0.04533328  0.7999211   0.81843587]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Random number generation (from Uniform distribution)\")\n",
-    "print(np.random.rand(2,3)) # 2 by 3 matrix with random numbers ranging from 0 to 1, Note no Tuple is necessary "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Numbers from Normal distribution with zero mean and standard deviation 1 i.e. standard normal\n",
-      "[[-1.01557146 -0.57295568  1.93753693]\n",
-      " [ 1.24708078 -0.78489921  1.43625099]\n",
-      " [ 0.90337139 -2.06767273 -2.17374497]\n",
-      " [-0.04516691 -0.6602149  -0.03035842]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Numbers from Normal distribution with zero mean and standard deviation 1 i.e. standard normal\")\n",
-    "print(np.random.randn(4,3))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Random integer vector: [81 10 78 60 57  1  1 54 36 29]\n",
-      "\n",
-      "Random integer matrix\n",
-      "[[72 81 22 86]\n",
-      " [66 46 44 74]\n",
-      " [53 15  2 11]\n",
-      " [32 92 42 73]]\n",
-      "\n",
-      "20 samples drawn from a dice throw: [1 6 3 2 4 4 6 2 6 5 2 6 5 5 4 2 1 3 3 5]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Random integer vector:\",np.random.randint(1,100,10)) #randint (low, high, # of samples to be drawn)\n",
-    "print (\"\\nRandom integer matrix\")\n",
-    "print(np.random.randint(1,100,(4,4))) #randint (low, high, # of samples to be drawn in a tuple to form a matrix)\n",
-    "print(\"\\n20 samples drawn from a dice throw:\",np.random.randint(1,7,20)) # 20 samples drawn from a dice throw"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Reshaping, min, max, sort"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Shape of a: (30,)\n",
-      "Shape of b: (2, 3, 5)\n",
-      "Shape of c: (6, 5)\n",
-      "\n",
-      "a looks like\n",
-      " -------------------- \n",
-      " [87 73 64 71 61 10 15 25 88 56 53  7 67 36 13 60 41 22 70 72 67 82 27 11 90\n",
-      " 36 44 23 50 76] \n",
-      " --------------------\n",
-      "\n",
-      "b looks like\n",
-      " -------------------- \n",
-      " [[[87 73 64 71 61]\n",
-      "  [10 15 25 88 56]\n",
-      "  [53  7 67 36 13]]\n",
-      "\n",
-      " [[60 41 22 70 72]\n",
-      "  [67 82 27 11 90]\n",
-      "  [36 44 23 50 76]]] \n",
-      " --------------------\n",
-      "\n",
-      "c looks like\n",
-      " -------------------- \n",
-      " [[87 73 64 71 61]\n",
-      " [10 15 25 88 56]\n",
-      " [53  7 67 36 13]\n",
-      " [60 41 22 70 72]\n",
-      " [67 82 27 11 90]\n",
-      " [36 44 23 50 76]] \n",
-      " --------------------\n",
-      "\n",
-      "Vector of random integers\n",
-      " -------------------------------------------------- \n",
-      " [62 21 24 40 54 41 28 38 89 63]\n",
-      "\n",
-      "Here is the sorted vector\n",
-      " -------------------------------------------------- \n",
-      " [21 24 28 38 40 41 54 62 63 89]\n",
-      "\n",
-      "5x5 Matrix of random integers\n",
-      " -------------------------------------------------- \n",
-      " [[84 76 60 34 65]\n",
-      " [49 27 96 16 44]\n",
-      " [19  1 49 32 77]\n",
-      " [94 84 23 59 37]\n",
-      " [58 46 89 79 57]]\n",
-      "\n",
-      "Here is the sorted matrix along each row\n",
-      " -------------------------------------------------- \n",
-      " [[34 60 65 76 84]\n",
-      " [16 27 44 49 96]\n",
-      " [ 1 19 32 49 77]\n",
-      " [23 37 59 84 94]\n",
-      " [46 57 58 79 89]]\n",
-      "\n",
-      "Here is the sorted matrix along each column\n",
-      " -------------------------------------------------- \n",
-      " [[19  1 23 16 37]\n",
-      " [49 27 49 32 44]\n",
-      " [58 46 60 34 57]\n",
-      " [84 76 89 59 65]\n",
-      " [94 84 96 79 77]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "from numpy.random import randint as ri\n",
-    "a = ri(1,100,30)\n",
-    "b = a.reshape(2,3,5)\n",
-    "c = a.reshape(6,5)\n",
-    "print (\"Shape of a:\", a.shape)\n",
-    "print (\"Shape of b:\", b.shape)\n",
-    "print (\"Shape of c:\", c.shape)\n",
-    "print(\"\\na looks like\\n\",'-'*20,\"\\n\",a,\"\\n\",'-'*20)\n",
-    "print(\"\\nb looks like\\n\",'-'*20,\"\\n\",b,\"\\n\",'-'*20)\n",
-    "print(\"\\nc looks like\\n\",'-'*20,\"\\n\",c,\"\\n\",'-'*20)\n",
-    "\n",
-    "A = ri(1,100,10) # Vector of random interegrs\n",
-    "print(\"\\nVector of random integers\\n\",'-'*50,\"\\n\",A)\n",
-    "print(\"\\nHere is the sorted vector\\n\",'-'*50,\"\\n\",np.sort(A, kind='mergesort'))\n",
-    "\n",
-    "M = ri(1,100,25).reshape(5,5) # Matrix of random interegrs\n",
-    "print(\"\\n5x5 Matrix of random integers\\n\",'-'*50,\"\\n\",M)\n",
-    "print(\"\\nHere is the sorted matrix along each row\\n\",'-'*50,\"\\n\",np.sort(M, kind='mergesort')) # Default axis =1\n",
-    "print(\"\\nHere is the sorted matrix along each column\\n\",'-'*50,\"\\n\",np.sort(M, axis=0, kind='mergesort'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Max of a: 90\n",
-      "Max of b: 90\n",
-      "Max of a location: 24\n",
-      "Max of b location: 24\n",
-      "Max of c location: 24\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Max of a:\", a.max())\n",
-    "print(\"Max of b:\", b.max())\n",
-    "print(\"Max of a location:\", a.argmax())\n",
-    "print(\"Max of b location:\", b.argmax())\n",
-    "print(\"Max of c location:\", b.argmax())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Indexing and slicing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Array: [ 0  1  2  3  4  5  6  7  8  9 10]\n",
-      "Element at 7th index is: 7\n",
-      "Elements from 3rd to 5th index are: [3 4 5]\n",
-      "Elements up to 4th index are: [0 1 2 3]\n",
-      "Elements from last backwards are: [10  9  8  7  6  5  4  3  2  1  0]\n",
-      "3 Elements from last backwards are: [10  8  6]\n",
-      "New array: [ 0  2  4  6  8 10 12 14 16 18 20]\n",
-      "Elements at 2nd, 4th, and 9th index are: [ 4  8 18]\n"
-     ]
-    }
-   ],
-   "source": [
-    "arr = np.arange(0,11)\n",
-    "print(\"Array:\",arr)\n",
-    "print(\"Element at 7th index is:\", arr[7])\n",
-    "print(\"Elements from 3rd to 5th index are:\", arr[3:6])\n",
-    "print(\"Elements up to 4th index are:\", arr[:4])\n",
-    "print(\"Elements from last backwards are:\", arr[-1::-1])\n",
-    "print(\"3 Elements from last backwards are:\", arr[-1:-6:-2])\n",
-    "\n",
-    "arr = np.arange(0,21,2)\n",
-    "print(\"New array:\",arr)\n",
-    "print(\"Elements at 2nd, 4th, and 9th index are:\", arr[[2,4,9]]) # Pass a list as a index to subset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix of random 2-digit numbers\n",
-      "--------------------------------\n",
-      " [[66 78 75 78 32]\n",
-      " [53 42 94 92 99]\n",
-      " [96 98 12 40 49]]\n",
-      "\n",
-      "Double bracket indexing\n",
-      "------------------------\n",
-      "Element in row index 1 and column index 2: 94\n",
-      "\n",
-      "Single bracket with comma indexing\n",
-      "----------------------------------\n",
-      "Element in row index 1 and column index 2: 94\n",
-      "\n",
-      "Row or column extract\n",
-      "----------------------\n",
-      "Entire row at index 2: [96 98 12 40 49]\n",
-      "Entire column at index 3: [78 92 40]\n",
-      "\n",
-      "Subsetting sub-matrices\n",
-      "--------------------------\n",
-      "Matrix with row indices 1 and 2 and column indices 3 and 4\n",
-      " [[92 99]\n",
-      " [40 49]]\n",
-      "Matrix with row indices 0 and 1 and column indices 1 and 3\n",
-      " [[78 78]\n",
-      " [42 92]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.array(ri(10,100,15)).reshape(3,5)\n",
-    "print(\"Matrix of random 2-digit numbers\\n--------------------------------\\n\",mat)\n",
-    "\n",
-    "print(\"\\nDouble bracket indexing\\n------------------------\")\n",
-    "print(\"Element in row index 1 and column index 2:\", mat[1][2])\n",
-    "\n",
-    "print(\"\\nSingle bracket with comma indexing\\n----------------------------------\")\n",
-    "print(\"Element in row index 1 and column index 2:\", mat[1,2])\n",
-    "print(\"\\nRow or column extract\\n----------------------\")\n",
-    "\n",
-    "print(\"Entire row at index 2:\", mat[2])\n",
-    "print(\"Entire column at index 3:\", mat[:,3])\n",
-    "\n",
-    "print(\"\\nSubsetting sub-matrices\\n--------------------------\")\n",
-    "print(\"Matrix with row indices 1 and 2 and column indices 3 and 4\\n\", mat[1:3,3:5])\n",
-    "print(\"Matrix with row indices 0 and 1 and column indices 1 and 3\\n\", mat[0:2,[1,3]])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Conditional subsetting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix of random 2-digit numbers\n",
-      "--------------------------------\n",
-      " [[27 13 20 56 86]\n",
-      " [32 99 90 66 79]\n",
-      " [66 44 22 57 87]]\n",
-      "Elements greater than 50\n",
-      " [56 86 99 90 66 79 66 57 87]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.array(ri(10,100,15)).reshape(3,5)\n",
-    "print(\"Matrix of random 2-digit numbers\\n--------------------------------\\n\",mat)\n",
-    "print (\"Elements greater than 50\\n\", mat[mat>50])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Slicing keeps the original reference, be aware of mutating the original array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Original matrix\n",
-      "[[11 12 13]\n",
-      " [21 22 23]\n",
-      " [31 32 33]]\n",
-      "\n",
-      "Sliced matrix\n",
-      "[[11 12]\n",
-      " [21 22]]\n",
-      "\n",
-      "Change the sliced matrix\n",
-      "[[1000   12]\n",
-      " [  21   22]]\n",
-      "\n",
-      "But the original matrix? WHOA! It got changed too!\n",
-      "[[1000   12   13]\n",
-      " [  21   22   23]\n",
-      " [  31   32   33]]\n",
-      "\n",
-      "Doing it again little differently now...\n",
-      "\n",
-      "Original matrix\n",
-      "[[11 12 13]\n",
-      " [21 22 23]\n",
-      " [31 32 33]]\n",
-      "\n",
-      "Sliced matrix\n",
-      "[[11 12]\n",
-      " [21 22]]\n",
-      "\n",
-      "Change the sliced matrix\n",
-      "[[1000   12]\n",
-      " [  21   22]]\n",
-      "\n",
-      "But the original matrix? NO CHANGE this time:)\n",
-      "[[11 12 13]\n",
-      " [21 22 23]\n",
-      " [31 32 33]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.array([[11,12,13],[21,22,23],[31,32,33]])\n",
-    "print(\"Original matrix\")\n",
-    "print(mat)\n",
-    "mat_slice = mat[:2,:2]\n",
-    "print (\"\\nSliced matrix\")\n",
-    "print(mat_slice)\n",
-    "print (\"\\nChange the sliced matrix\")\n",
-    "mat_slice[0,0] = 1000\n",
-    "print (mat_slice)\n",
-    "print(\"\\nBut the original matrix? WHOA! It got changed too!\")\n",
-    "print(mat)\n",
-    "\n",
-    "# Little different way to create a copy of the slixed matrix\n",
-    "print (\"\\nDoing it again little differently now...\\n\")\n",
-    "mat = np.array([[11,12,13],[21,22,23],[31,32,33]])\n",
-    "print(\"Original matrix\")\n",
-    "print(mat)\n",
-    "mat_slice = np.array(mat[:2,:2]) # Notice the np.array command to create a new array not just slicing\n",
-    "print (\"\\nSliced matrix\")\n",
-    "print(mat_slice)\n",
-    "print (\"\\nChange the sliced matrix\")\n",
-    "mat_slice[0,0] = 1000\n",
-    "print (mat_slice)\n",
-    "print(\"\\nBut the original matrix? NO CHANGE this time:)\")\n",
-    "print(mat)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Array operations (array-array, array-scalar, universal functions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1st Matrix of random single-digit numbers\n",
-      "----------------------------------------\n",
-      " [[3 7 1]\n",
-      " [7 8 6]\n",
-      " [3 6 9]]\n",
-      "\n",
-      "2nd Matrix of random single-digit numbers\n",
-      "----------------------------------------\n",
-      " [[8 2 7]\n",
-      " [7 5 1]\n",
-      " [9 5 6]]\n",
-      "\n",
-      "Addition\n",
-      "------------------\n",
-      " [[11  9  8]\n",
-      " [14 13  7]\n",
-      " [12 11 15]]\n",
-      "\n",
-      "Multiplication\n",
-      "------------------\n",
-      " [[24 14  7]\n",
-      " [49 40  6]\n",
-      " [27 30 54]]\n",
-      "\n",
-      "Division\n",
-      "------------------\n",
-      " [[ 0.375       3.5         0.14285714]\n",
-      " [ 1.          1.6         6.        ]\n",
-      " [ 0.33333333  1.2         1.5       ]]\n",
-      "\n",
-      "Lineaer combination: 3*A - 2*B\n",
-      "-----------------------------\n",
-      " [[ -7  17 -11]\n",
-      " [  7  14  16]\n",
-      " [ -9   8  15]]\n",
-      "\n",
-      "Addition of a scalar (100)\n",
-      "-------------------------\n",
-      " [[103 107 101]\n",
-      " [107 108 106]\n",
-      " [103 106 109]]\n",
-      "\n",
-      "Exponentiation, matrix cubed here\n",
-      "----------------------------------------\n",
-      " [[ 27 343   1]\n",
-      " [343 512 216]\n",
-      " [ 27 216 729]]\n",
-      "\n",
-      "Exponentiation, sq-root using pow function\n",
-      "-------------------------------------------\n",
-      " [[ 1.73205081  2.64575131  1.        ]\n",
-      " [ 2.64575131  2.82842712  2.44948974]\n",
-      " [ 1.73205081  2.44948974  3.        ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat1 = np.array(ri(1,10,9)).reshape(3,3)\n",
-    "mat2 = np.array(ri(1,10,9)).reshape(3,3)\n",
-    "print(\"\\n1st Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat1)\n",
-    "print(\"\\n2nd Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat2)\n",
-    "\n",
-    "print(\"\\nAddition\\n------------------\\n\", mat1+mat2)\n",
-    "print(\"\\nMultiplication\\n------------------\\n\", mat1*mat2)\n",
-    "print(\"\\nDivision\\n------------------\\n\", mat1/mat2)\n",
-    "print(\"\\nLineaer combination: 3*A - 2*B\\n-----------------------------\\n\", 3*mat1-2*mat2)\n",
-    "\n",
-    "print(\"\\nAddition of a scalar (100)\\n-------------------------\\n\", 100+mat1)\n",
-    "\n",
-    "print(\"\\nExponentiation, matrix cubed here\\n----------------------------------------\\n\", mat1**3)\n",
-    "print(\"\\nExponentiation, sq-root using pow function\\n-------------------------------------------\\n\",pow(mat1,0.5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Broadcasting (super cool feature)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "NumPy operations are usually done on pairs of arrays on an element-by-element basis. In the simplest case, the two arrays must have exactly the same shape.\n",
-    "\n",
-    "NumPy’s broadcasting rule relaxes this constraint when the arrays’ shapes meet certain constraints. When operating on two arrays, NumPy compares their shapes element-wise. It starts with the trailing dimensions, and works its way forward. Two dimensions are compatible when\n",
-    "\n",
-    "* **they are equal, or**\n",
-    "* **one of them is 1**\n",
-    "\n",
-    "If these conditions are not met, a *ValueError: frames* are not aligned exception is thrown, indicating that the arrays have incompatible shapes. The size of the resulting array is the maximum size along each dimension of the input arrays.\n",
-    "\n",
-    "For more detail, please look up: https://docs.scipy.org/doc/numpy-1.10.1/user/basics.broadcasting.html\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.  0.  0.]\n",
-      " [ 0.  0.  0.]\n",
-      " [ 0.  0.  0.]\n",
-      " [ 0.  0.  0.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "start = np.zeros((4,3))\n",
-    "print(start)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1 0 2]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# create a rank 1 ndarray with 3 values\n",
-    "add_rows = np.array([1, 0, 2])\n",
-    "print(add_rows)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 1.  0.  2.]\n",
-      " [ 1.  0.  2.]\n",
-      " [ 1.  0.  2.]\n",
-      " [ 1.  0.  2.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "y = start + add_rows  # add to each row of 'start' using broadcasting\n",
-    "print(y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[0]\n",
-      " [1]\n",
-      " [2]\n",
-      " [3]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# create an ndarray which is 4 x 1 to broadcast across columns\n",
-    "add_cols = np.array([[0,1,2,3]])\n",
-    "add_cols = add_cols.T\n",
-    "print(add_cols)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.  0.  0.]\n",
-      " [ 1.  1.  1.]\n",
-      " [ 2.  2.  2.]\n",
-      " [ 3.  3.  3.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# add to each column of 'start' using broadcasting\n",
-    "y = start + add_cols \n",
-    "print(y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 100.  100.  100.]\n",
-      " [ 100.  100.  100.]\n",
-      " [ 100.  100.  100.]\n",
-      " [ 100.  100.  100.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# this will just broadcast in both dimensions\n",
-    "add_scalar = np.array([100])  \n",
-    "print(start+add_scalar)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### NumPy mathematical functions on array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1st Matrix of random single-digit numbers\n",
-      "----------------------------------------\n",
-      " [[2 6 4]\n",
-      " [3 7 3]\n",
-      " [2 4 2]]\n",
-      "\n",
-      "2nd Matrix of random single-digit numbers\n",
-      "----------------------------------------\n",
-      " [[8 2 8]\n",
-      " [3 9 6]\n",
-      " [1 5 4]]\n",
-      "\n",
-      "Sq-root of 1st matrix using np\n",
-      "------------------\n",
-      " [[ 1.41421356  2.44948974  2.        ]\n",
-      " [ 1.73205081  2.64575131  1.73205081]\n",
-      " [ 1.41421356  2.          1.41421356]]\n",
-      "\n",
-      "Exponential power of 1st matrix using np\n",
-      " -------------------------------------------------- \n",
-      " [[    7.3890561    403.42879349    54.59815003]\n",
-      " [   20.08553692  1096.63315843    20.08553692]\n",
-      " [    7.3890561     54.59815003     7.3890561 ]]\n",
-      "\n",
-      "10-base logarithm on 1st matrix using np\n",
-      " -------------------------------------------------- \n",
-      " [[ 0.30103     0.77815125  0.60205999]\n",
-      " [ 0.47712125  0.84509804  0.47712125]\n",
-      " [ 0.30103     0.60205999  0.30103   ]]\n",
-      "\n",
-      "Modulo reminder using np\n",
-      " -------------------------------------------------- \n",
-      " [[2 0 4]\n",
-      " [0 7 3]\n",
-      " [0 4 2]]\n",
-      "\n",
-      "Combination of functions by shwoing exponetial decay of a sine wave\n",
-      " ----------------------------------------------------------------------\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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Fpphu3R4vjGmzVpKsnd20Z3KXLKOEk7j67nWlpJr6nc7nXtu82IMX98xFt9R6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\njBHC/wIn0DE+pyPI4gAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x25bd22c3fd0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "mat1 = np.array(ri(1,10,9)).reshape(3,3)\n",
-    "mat2 = np.array(ri(1,10,9)).reshape(3,3)\n",
-    "print(\"\\n1st Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat1)\n",
-    "print(\"\\n2nd Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat2)\n",
-    "\n",
-    "print(\"\\nSq-root of 1st matrix using np\\n------------------\\n\", np.sqrt(mat1))\n",
-    "print(\"\\nExponential power of 1st matrix using np\\n\",'-'*50,\"\\n\", np.exp(mat1))\n",
-    "print(\"\\n10-base logarithm on 1st matrix using np\\n\",'-'*50,\"\\n\", np.log10(mat1))\n",
-    "print(\"\\nModulo reminder using np\\n\",'-'*50,\"\\n\", np.fmod(mat1,mat2))\n",
-    "\n",
-    "print(\"\\nCombination of functions by shwoing exponetial decay of a sine wave\\n\",'-'*70)\n",
-    "A = np.linspace(0,12*np.pi,1001)\n",
-    "import matplotlib.pyplot as plt\n",
-    "plt.scatter(x=A,y=100*np.exp(-A/10)*(np.sin(A)))\n",
-    "plt.title(\"Exponential decay of sine wave: exp(-x)*sin(x)\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### NumPy basic statistics on array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1st Matrix of random single-digit numbers\n",
-      " -------------------------------------------------- \n",
-      " [[9 9 2]\n",
-      " [4 1 1]\n",
-      " [7 8 1]]\n",
-      "\n",
-      "2nd Matrix of random single-digit numbers\n",
-      " -------------------------------------------------- \n",
-      " [[9 3 6]\n",
-      " [5 3 7]\n",
-      " [5 8 2]]\n",
-      "\n",
-      "Sum of all numbers in 1st matrix\n",
-      " -------------------------------------------------- \n",
-      " 42\n",
-      "\n",
-      "Sum of all numbers in columns of 1st matrix\n",
-      " -------------------------------------------------- \n",
-      " [20 18  4]\n",
-      "\n",
-      "Sum of all numbers in rows of 1st matrix\n",
-      " -------------------------------------------------- \n",
-      " [20  6 16]\n",
-      "\n",
-      "Product of all numbers in rows of 1st matrix\n",
-      " -------------------------------------------------- \n",
-      " [162   4  56]\n",
-      "\n",
-      "Product of all numbers in columns of 2nd matrix\n",
-      " -------------------------------------------------- \n",
-      " [225  72  84]\n",
-      "\n",
-      "Mean of all numbers in 1st matrix\n",
-      " -------------------------------------------------- \n",
-      " 4.66666666667\n",
-      "\n",
-      "Standard deviation of all numbers in 1st matrix\n",
-      " -------------------------------------------------- \n",
-      " 3.36650164612\n",
-      "\n",
-      "Modified matrix of random numbers from 1 to 99\n",
-      " -------------------------------------------------- \n",
-      " [[17 50 33]\n",
-      " [50 74 81]\n",
-      " [16  7 55]]\n",
-      "\n",
-      "Standard deviation of all numbers in the modified matrix, a larger number\n",
-      " -------------------------------------------------------------------------------- \n",
-      " 24.5995081754\n",
-      "\n",
-      "Variance of all numbers in the modified matrix, a larger number\n",
-      " -------------------------------------------------------------------------------- \n",
-      " 605.135802469\n",
-      "\n",
-      "Median of all numbers in the modified matrix\n",
-      " ------------------------------------------------------------ \n",
-      " 50.0\n",
-      "\n",
-      "Modified matrix of 50 random numbers from 1 to 99\n",
-      " -------------------------------------------------- \n",
-      " [[38 85 87 90 26]\n",
-      " [21 24 45 19 35]\n",
-      " [81 41 93 78 28]\n",
-      " [83 63 63  7 84]\n",
-      " [19 50 59 19 89]\n",
-      " [55 93 77 68 20]\n",
-      " [53 38 91 81 97]\n",
-      " [16 75 75 82 15]\n",
-      " [40 28 73 95 95]\n",
-      " [74 78 24 49 15]]\n",
-      "\n",
-      "Standard deviation along the columns in the modified matrix\n",
-      " ------------------------------------------------------------ \n",
-      " [ 24.12882094  23.39764945  20.58178807  31.16985723  33.97705108]\n",
-      "\n",
-      "Modified matrix of random numbers from 1 to 49\n",
-      " -------------------------------------------------- \n",
-      " [[10 96 78 26 10]\n",
-      " [26 82  9 83 35]\n",
-      " [26  3 95 29 17]\n",
-      " [30 42 58 87 58]]\n",
-      "\n",
-      "Flattened and sorted matrix (as vector)\n",
-      " -------------------------------------------------- \n",
-      " [[ 3  9 10 10 17 26 26 26 29 30 35 42 58 58 78 82 83 87 95 96]]\n",
-      "\n",
-      "50th percentile of all numbers in the modified matrix\n",
-      " ------------------------------------------------------------ \n",
-      " 32.5\n",
-      "\n",
-      "90th percentile of all numbers in the modified matrix\n",
-      " ------------------------------------------------------------ \n",
-      " 87.8\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat1 = np.array(ri(1,10,9)).reshape(3,3)\n",
-    "mat2 = np.array(ri(1,10,9)).reshape(3,3)\n",
-    "print(\"\\n1st Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",mat1)\n",
-    "print(\"\\n2nd Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",mat2)\n",
-    "\n",
-    "print(\"\\nSum of all numbers in 1st matrix\\n\",\"-\"*50,\"\\n\",np.sum(mat1))\n",
-    "print(\"\\nSum of all numbers in columns of 1st matrix\\n\",\"-\"*50,\"\\n\",np.sum(mat1,axis=0))\n",
-    "print(\"\\nSum of all numbers in rows of 1st matrix\\n\",\"-\"*50,\"\\n\",np.sum(mat1,axis=1))\n",
-    "print(\"\\nProduct of all numbers in rows of 1st matrix\\n\",\"-\"*50,\"\\n\",np.prod(mat1,axis=1))\n",
-    "print(\"\\nProduct of all numbers in columns of 2nd matrix\\n\",\"-\"*50,\"\\n\",np.prod(mat2,axis=0))\n",
-    "print(\"\\nMean of all numbers in 1st matrix\\n\",\"-\"*50,\"\\n\",np.mean(mat1))\n",
-    "print(\"\\nStandard deviation of all numbers in 1st matrix\\n\",\"-\"*50,\"\\n\",np.std(mat1))\n",
-    "\n",
-    "mat1 = np.array(ri(1,100,9)).reshape(3,3)\n",
-    "print(\"\\nModified matrix of random numbers from 1 to 99\\n\",\"-\"*50,\"\\n\",mat1)\n",
-    "print(\"\\nStandard deviation of all numbers in the modified matrix, a larger number\\n\",\"-\"*80,\"\\n\",np.std(mat1))\n",
-    "print(\"\\nVariance of all numbers in the modified matrix, a larger number\\n\",\"-\"*80,\"\\n\",np.var(mat1))\n",
-    "print(\"\\nMedian of all numbers in the modified matrix\\n\",\"-\"*60,\"\\n\",np.median(mat1))\n",
-    "\n",
-    "mat2 = np.array(ri(1,100,50)).reshape(10,5)\n",
-    "print(\"\\nModified matrix of 50 random numbers from 1 to 99\\n\",\"-\"*50,\"\\n\",mat2)\n",
-    "print(\"\\nStandard deviation along the columns in the modified matrix\\n\",\"-\"*60,\"\\n\",np.std(mat2,axis=0))\n",
-    "\n",
-    "mat1 = np.array(ri(1,100,20)).reshape(4,5)\n",
-    "print(\"\\nModified matrix of random numbers from 1 to 49\\n\",\"-\"*50,\"\\n\",mat1)\n",
-    "print(\"\\nFlattened and sorted matrix (as vector)\\n\",\"-\"*50,\"\\n\",np.sort(mat1.reshape(1,20)))\n",
-    "print(\"\\n50th percentile of all numbers in the modified matrix\\n\",\"-\"*60,\"\\n\",np.percentile(mat1,50))\n",
-    "print(\"\\n90th percentile of all numbers in the modified matrix\\n\",\"-\"*60,\"\\n\",np.percentile(mat1,90))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Correlation and covariance"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "B is twice that of A plus some random noise\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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dUScFlcrRJXVyIvAWSQ8AVwFvkLSuZJkZrY9uTO7XAe9IV55PAJ6MiIfbHVQj\nJP2OJKXXx5HVxy/bG9XeUoxfATZHxGcqLNbx9VJLObqoTgYk9afXfcDJwE9KFuuGOqlajm6ok4hY\nGRFzI2IBcAZwU0S8rWSxGa2PjntAtqQrya6Oz5G0Dfg42UUWIuJi4NtkV53vB34NvLM9kVZXQ1ne\nCvyppOeBSeCMSJfVO8yJwNuBTalvFOAjwHzoqnqppRzdUieHAZdJ6iFLdldHxPWSzoWuqpNaytEt\ndbKXdtaHbz9gZpZD3dgtY2ZmVTi5m5nlkJO7mVkOObmbmeWQk7uZWQ45uZuZ5ZCTu5lZDv1/2YdD\nlj9B6ooAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x25bd408e6d8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 1.          0.55638699]\n",
-      " [ 0.55638699  1.        ]]\n",
-      "\n",
-      "B is 100 minus twice that of A plus some random noise\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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BNwT/bwErJJ0l6UTgUmBHm/PULjuA9fn1euDWNuZlWilV8T8C7ImI95TNKlIZ\n9OcaP5J6gRcB36MgZRARGyNiSUQsJ933X4qIl1OQ4weQdKqk00uvgd8HvksLyqArvuEr6SJS218P\n8NGIuKbNWZp2kj4JnEcauvUw8A5gO7AVWEYaAvtlEVH5UHhWkHQu8L+Auzje3vvnpHb/opTB00kP\n83pIFbWtEfEXkp5MQcqgJDf7vDkiLi7S8Ut6Cqm2D6mZ/h8j4ppWlEFXBH8zM2utbmj2MTOzFnPw\nNzMrIAd/M7MCcvA3MysgB38zswJy8DczKyAHfzOzAvr/aAQCuQCcfgQAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x25bd4028320>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "[[ 1.         -0.94973377]\n",
-      " [-0.94973377  1.        ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = ri(1,5,20) # 20 random integeres from a small range (1-10)\n",
-    "B = 2*A+5*np.random.randn(20) # B is twice that of A plus some random noise\n",
-    "print(\"\\nB is twice that of A plus some random noise\")\n",
-    "plt.scatter(A,B) # Scatter plot of B\n",
-    "plt.title(\"Scatter plot of A vs. B, expect a small positive correlation\")\n",
-    "plt.show()\n",
-    "print(np.corrcoef(A,B)) # Correleation coefficient matrix between A and B\n",
-    "\n",
-    "A = ri(1,50,20) # 20 random integeres from a larger range (1-50)\n",
-    "B = 100-2*A+10*np.random.randn(20) # B is 100 minus twice that of A plus some random noise\n",
-    "print(\"\\nB is 100 minus twice that of A plus some random noise\")\n",
-    "plt.scatter(A,B) # Scatter plot of B\n",
-    "plt.title(\"Scatter plot of A vs. B, expect a large negative correlation\")\n",
-    "plt.show()\n",
-    "print(\"\")\n",
-    "print(np.corrcoef(A,B)) # Correleation coefficient matrix between A and B"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
-   "source": [
-    "## Linear Algebra Operations"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Dot/Inner/Outer products"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 90,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1st Matrix of 1-9 single-digit numbers (A)\n",
-      " -------------------------------------------------- \n",
-      " [[1 2 3]\n",
-      " [4 5 6]\n",
-      " [7 8 9]]\n",
-      "\n",
-      "2nd Matrix of random single-digit numbers (B)\n",
-      " -------------------------------------------------- \n",
-      " [[3 1 6]\n",
-      " [3 3 2]\n",
-      " [7 9 7]]\n",
-      "\n",
-      "Dot product of A and B (for 2D arrays it is equivalent to matrix multiplication) \n",
-      " -------------------------------------------------------------------------------- \n",
-      " [[ 30  34  31]\n",
-      " [ 69  73  76]\n",
-      " [108 112 121]]\n",
-      "\n",
-      "1st Vector of 1-5 numbers (A)\n",
-      " -------------------------------------------------- \n",
-      " [1 2 3 4 5]\n",
-      "\n",
-      "2nd Vector of 5 random single-digit numbers (B)\n",
-      " -------------------------------------------------- \n",
-      " [2 5 9 2 3]\n",
-      "\n",
-      "Inner product of vectors A and B \n",
-      " -------------------------------------------------- \n",
-      " 62 (sum of all pairwise elements)\n",
-      "\n",
-      "Outer product of vectors A and B \n",
-      " -------------------------------------------------- \n",
-      " [[ 2  5  9  2  3]\n",
-      " [ 4 10 18  4  6]\n",
-      " [ 6 15 27  6  9]\n",
-      " [ 8 20 36  8 12]\n",
-      " [10 25 45 10 15]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = np.arange(1,10).reshape(3,3)\n",
-    "B = ri(1,10,9).reshape(3,3)\n",
-    "print(\"\\n1st Matrix of 1-9 single-digit numbers (A)\\n\",\"-\"*50,\"\\n\",A)\n",
-    "print(\"\\n2nd Matrix of random single-digit numbers (B)\\n\",\"-\"*50,\"\\n\",B)\n",
-    "\n",
-    "print(\"\\nDot product of A and B (for 2D arrays it is equivalent to matrix multiplication) \\n\",\"-\"*80,\"\\n\",np.dot(A,B))\n",
-    "\n",
-    "A = np.arange(1,6)\n",
-    "B = ri(1,10,5)\n",
-    "print(\"\\n1st Vector of 1-5 numbers (A)\\n\",\"-\"*50,\"\\n\",A)\n",
-    "print(\"\\n2nd Vector of 5 random single-digit numbers (B)\\n\",\"-\"*50,\"\\n\",B)\n",
-    "\n",
-    "print(\"\\nInner product of vectors A and B \\n\",\"-\"*50,\"\\n\",np.inner(A,B), \"(sum of all pairwise elements)\")\n",
-    "print(\"\\nOuter product of vectors A and B \\n\",\"-\"*50,\"\\n\",np.outer(A,B))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Transpose"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "3x3 Matrix of random single-digit numbers\n",
-      " -------------------------------------------------- \n",
-      " [[6 7 5]\n",
-      " [1 2 7]\n",
-      " [3 7 2]]\n",
-      "\n",
-      "Matrix transpose\n",
-      " -------------------------------------------------- \n",
-      " [[6 1 3]\n",
-      " [7 2 7]\n",
-      " [5 7 2]]\n",
-      "\n",
-      "3x2 Matrix of random single-digit numbers\n",
-      " -------------------------------------------------- \n",
-      " [[8 4]\n",
-      " [1 9]\n",
-      " [2 3]]\n",
-      "\n",
-      "2x3 Matrix transpose\n",
-      " -------------------------------------------------- \n",
-      " [[8 1 2]\n",
-      " [4 9 3]]\n",
-      "\n",
-      "Matrix multiplication of B and B-transpose\n",
-      " -------------------------------------------------- \n",
-      " [[80 44 28]\n",
-      " [44 82 29]\n",
-      " [28 29 13]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = ri(1,10,9).reshape(3,3)\n",
-    "print(\"\\n3x3 Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",A)\n",
-    "print(\"\\nMatrix transpose\\n\",\"-\"*50,\"\\n\",np.transpose(A))\n",
-    "\n",
-    "B = ri(1,10,6).reshape(3,2)\n",
-    "print(\"\\n3x2 Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",B)\n",
-    "print(\"\\n2x3 Matrix transpose\\n\",\"-\"*50,\"\\n\",np.transpose(B))\n",
-    "print(\"\\nMatrix multiplication of B and B-transpose\\n\",\"-\"*50,\"\\n\",np.dot(B, np.transpose(B)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Trace"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "4x4 Matrix of random single-digit numbers\n",
-      " -------------------------------------------------- \n",
-      " [[9 4 1 9]\n",
-      " [2 4 8 6]\n",
-      " [8 7 5 9]\n",
-      " [9 4 4 7]]\n",
-      "\n",
-      "Matrix trace\n",
-      " -------------------------------------------------- \n",
-      " 25\n",
-      "\n",
-      "Matrix trace with ofset +1 (upper triangle)\n",
-      " -------------------------------------------------- \n",
-      " 21\n",
-      "\n",
-      "Matrix trace with ofset -1 (lower triangle)\n",
-      " -------------------------------------------------- \n",
-      " 13\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = ri(1,10,16).reshape(4,4)\n",
-    "print(\"\\n4x4 Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",A)\n",
-    "print(\"\\nMatrix trace\\n\",\"-\"*50,\"\\n\",np.trace(A))\n",
-    "print(\"\\nMatrix trace with ofset +1 (upper triangle)\\n\",\"-\"*50,\"\\n\",np.trace(A,offset=1))\n",
-    "print(\"\\nMatrix trace with ofset -1 (lower triangle)\\n\",\"-\"*50,\"\\n\",np.trace(A,offset=-1))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Singular value decomposition (SVD)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Original matrix\n",
-      " [[5 6 2]\n",
-      " [3 1 7]\n",
-      " [8 8 7]]\n",
-      "\n",
-      "\n",
-      "u: [[-0.45772212  0.52841166 -0.71503257]\n",
-      " [-0.37892562 -0.84346758 -0.38075953]\n",
-      " [-0.80430457  0.0966621   0.58630248]]\n",
-      "\n",
-      "\n",
-      "Singular values, s: [ 16.52900847   5.27168794   0.03442903]\n",
-      "\n",
-      "\n",
-      "v: [[-0.59651636 -0.57835864 -0.55647957]\n",
-      " [ 0.16786888  0.5881037  -0.7911726 ]\n",
-      " [-0.7848492   0.565363    0.25372506]]\n",
-      "\n",
-      "\n",
-      "Reconstruction of A, u*s*v\n",
-      " [[ 5.  6.  2.]\n",
-      " [ 3.  1.  7.]\n",
-      " [ 8.  8.  7.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = np.random.randint(1,10,9).reshape(3,3)\n",
-    "print(\"Original matrix\\n\",A)\n",
-    "print(\"\\n\")\n",
-    "u,s,v=np.linalg.svd(A,compute_uv=1,full_matrices=True)\n",
-    "print(\"u:\",u)\n",
-    "print(\"\\n\")\n",
-    "print(\"Singular values, s:\",s)\n",
-    "print(\"\\n\")\n",
-    "print(\"v:\",v)\n",
-    "print(\"\\n\")\n",
-    "print (\"Reconstruction of A, u*s*v\\n\",np.dot(u,np.dot(np.diag(s),v)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### QR decomposition/factorization"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 91,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Original matrix\n",
-      " [[3 7 4]\n",
-      " [5 5 9]\n",
-      " [3 8 1]]\n",
-      "\n",
-      "\n",
-      "Q: [[-0.45749571  0.43156567 -0.77746302]\n",
-      " [-0.76249285 -0.64023479  0.09329556]\n",
-      " [-0.45749571  0.63549231  0.62197041]]\n",
-      "\n",
-      "\n",
-      "R: [[ -6.55743852 -10.67489992  -9.14991422]\n",
-      " [  0.           4.90372426  -3.40035812]\n",
-      " [  0.           0.          -1.6482216 ]]\n",
-      "\n",
-      "\n",
-      "Reconstruction of A, Q*R\n",
-      " [[ 3.  7.  4.]\n",
-      " [ 5.  5.  9.]\n",
-      " [ 3.  8.  1.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = np.random.randint(1,10,9).reshape(3,3)\n",
-    "print(\"Original matrix\\n\",A)\n",
-    "print(\"\\n\")\n",
-    "q,r=np.linalg.qr(A)\n",
-    "print(\"Q:\",q)\n",
-    "print(\"\\n\")\n",
-    "print(\"R:\",r)\n",
-    "print(\"\\n\")\n",
-    "print (\"Reconstruction of A, Q*R\\n\",np.dot(q,r))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Eigenvalues and eigenvectors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Original matrix\n",
-      " [[ 0.05594554  1.02096149  0.94962784]\n",
-      " [-0.94312813 -0.13377838 -0.19325112]\n",
-      " [ 0.61866049  0.84990374 -0.45748733]]\n",
-      "\n",
-      "\n",
-      "Eigenvalues:\n",
-      " [ 0.26958701+1.03654742j  0.26958701-1.03654742j -1.07449419+0.j        ]\n",
-      "\n",
-      "\n",
-      "Eigenvectors:\n",
-      " [[ 0.65609706+0.j          0.65609706-0.j         -0.45466685+0.j        ]\n",
-      " [-0.24271546+0.57868435j -0.24271546-0.57868435j -0.28229792+0.j        ]\n",
-      " [ 0.40855234+0.09399606j  0.40855234-0.09399606j  0.84474016+0.j        ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = np.random.randn(9).reshape(3,3)\n",
-    "print(\"Original matrix\\n\",A)\n",
-    "print(\"\\n\")\n",
-    "w,v=np.linalg.eig(A)\n",
-    "print(\"Eigenvalues:\\n\",w)\n",
-    "print(\"\\n\")\n",
-    "print(\"Eigenvectors:\\n\",v)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Linear equation solving, matrix inverse, linear least suqare\n",
-    "\n",
-    "You can directly solve linear system of equations using NumPy writing only one line of code.\n",
-    "\n",
-    "Suppose you want to solve the following set of equations for (x,y,z). It is easy to see that (2,1,5) are the unique solutions.\n",
-    "\n",
-    "2*x* + 5*y* + *z* = 14;\n",
-    "\n",
-    "3*x* - 2*y* - *z* = -1;\n",
-    "\n",
-    "*x* - 3*y* + *z* = 4"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 100,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The solutions are: [ 2.  1.  5.]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = np.array([[2,5,1],[3,-2,-1],[1,-3,1]])\n",
-    "B = np.array([14,-1,4])\n",
-    "x = np.linalg.solve(A,B)\n",
-    "\n",
-    "print(\"The solutions are:\",x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "** Linear least squares can be calculated easily as a solution to a linear regression problem **"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[ 1  2  3  4  5  6  7  8  9 10]\n",
-      "[  2.2186607    2.53379561   4.65245542   7.24311354   8.67462021\n",
-      "  10.25717262  13.6653078   15.34900931  16.59674539  18.72669168]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.arange(1,11,1)\n",
-    "y = 2*x+np.random.randn(10)-1\n",
-    "print(x)\n",
-    "print(y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 135,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[  1.   1.]\n",
-      " [  2.   1.]\n",
-      " [  3.   1.]\n",
-      " [  4.   1.]\n",
-      " [  5.   1.]\n",
-      " [  6.   1.]\n",
-      " [  7.   1.]\n",
-      " [  8.   1.]\n",
-      " [  9.   1.]\n",
-      " [ 10.   1.]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = np.vstack([x, np.ones(len(x))]).T\n",
-    "print(A)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 136,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Coefficient:1.94754443612\n",
-      "intercept:-0.719737172139\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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Ftt3Cu+/C449Daip0t3P5uvOVUsXTxK+qn/374aab4Oab7daHSUnw7LOndNLU\nna+UKp4mflV9GAMzZ9oq/5NP4PnnbVO1iIgzhurOV0oVTxO/qh5274aYGDuf3749rFsHjzwCQcXP\n0evOV0q5V+oOXE7QHbjUSSeaqv3rX3Zz83Hj4N57IUBrFqWK8ugOXEo5ZssW21Rt9Wpb7b/5JjRv\n7nRUSlV7WjYp35OXZzdFiYiAH36AWbNgyRJN+kp5iFb8yrekpMDdd9s5/Ftvtf3yGzd2OiqlapQK\nV/wi0lpE1hb5+k1ERp825ioROVJkzFOVD1nVSDk5doPzzp3tHrjx8fDee5r0lfKCClf8xpitQASA\niAQC6UC8m6GJxpi+FT2Pqp7SMrOZlriTRan7yM7NJzQkiNjIJgyLbnnmEsrERDuX/+OPMGQIjB8P\n557rTOBK+QFPzfH3BHYYY9I89HyqGkvYepCYCYnMW7OHrNx8DJCVm8+8NXuImZBIwtaDduDRo3Df\nfXDllXZef9kymD5dk75SXuapxD8AmFvMfd1EZL2IfCoibYt7AhEZLiJJIpKUkZHhobBUVUvLzCZu\ndgo5eQXkF566VDi/0JCTZ/vgH3gv3u57O2UKjB4NGzZAr14ORa2Uf6l04heRWsD1wHw3d6cAzY0x\nHYDXgUXFPY8xZqoxJsoYE9WwYcPKhqUcMi1xJ3kFhcXeXz/nN55bNJ7GA26EevXsUs1XXoFQvYJW\nqariiYq/N5BijDlw+h3GmN+MMVmu20uAYBE53wPnVD5qUeq+Myp9AIzhui2JLJ8+gr6bVzEl+ja7\ngueKK6o+SKX8nCeWcw6kmGkeEfkTcMAYY0SkM/YPTaYHzql8VHbumf3tGx3NZOyyKfxt27es/9Ml\nDPr7s2xtHMaIkBAHIlRKVSrxi0gocA1wT5Fj9wIYY94AbgZGiEg+kAMMML7YI0J5TGhIEFknkr8x\n3Lp+GU8kzKBWQR7PXXUXMy6PpSAgkLraB18px1Tqt88Ykw00OO3YG0VuTwQmVuYcqnqJjWzCvDV7\nuOCX/fy/pa/zl7R1fHdhOx6JGcnu82zve+2Dr5SztOxSHjWs20WETp7IqJXvUCABPH5tHP+LiMHI\nHx8naR98pZyliV95zqZNXDRkCP/67jtWXtKZJ/8Wx566f3yWHxQgBAcGaB98pRymTdpU5R0/DmPH\nQmQkbN8Oc+YQ9s0XXNWrk/bBV8oHaT9+VTnff2/bLGzYAAMG2KZqeh2GUlWuPP34teJXFXPsGDz8\nsF2Hn5naCpK2AAANYklEQVQJixfD3Lma9JWqBnSOX5XfypUwbJid1hk2zDZVO+ccp6NSSpWRVvyq\n7I4csdse9uhht0T84guYOlWTvlLVjCZ+VTaffGKbqk2bBv/8p53Tv/pqp6NSSlWAJn5VsowMuP12\n6NsX6te3TdVeegnOOsvpyJRSFaSJX7lnDMybB+HhMH8+PP20barWpYvTkSmlKkk/3FVnSk+HESPg\no4/sVogzZkC7dk5HpZTyEK341R8KC+2HteHhsHy5ndJZvVqTvlI1jFb8yjqxNHPlSrtqZ9o0uPhi\np6NSSnmBVvz+rqDAVvYdOtg5/KlT7TJNTfpK1Vha8fuzjRvh7rtt24V+/ez+t021XbJSNZ1W/P7o\n+HF45hno2BF277ardxYv1qSvlJ/Qit/frFljq/xNm+z6/AkT4HzdBlkpf6IVv7/IzoYHH4SuXW3r\nhY8/htmzNekr5Ye04vcHK1bYFTs7d9peO+PGwdlnOx2VUsohlar4RWS3iGwQkbUickYDfbFeE5Ht\nIrJeRDpW5nyqnA4ftgm/Z08ICLBLNadM0aSvlJ/zRMXfwxhzqJj7egOtXF9dgCmu78rbPvzQXn37\n88+2b/4zz0CdOk5HpZTyAd6e4+8PzDLWt0B9EbnAy+f0a3t+2MX66N7Qvz8/5NXi73dP4Imug0g7\nVuh0aEopH1HZxG+A5SKSLCLD3dzfFNhT5Oe9rmNnEJHhIpIkIkkZGRmVDMsPGcPmFydTt2MEl36z\nnBejB9Hvzlf4rkFL5q3ZQ8yERBK2HnQ6SqWUD6hs4v+LMSYCO6Vzn4hcWdEnMsZMNcZEGWOiGur2\nfeWzZw/Hru1N+Jj72HXuBfQZ/BoTuw0gLzAYgPxCQ05eAXGzU0jLzHY4WKWU0yqV+I0x6a7vB4F4\noPNpQ9KBC4v83Mx1THlCYaH9sLZtW4ISVzG213Buvv0Ftp/f3O3wvIJCpifuquIglVK+psKJX0RC\nRaTeidvAtcDG04Z9CPzDtbrnCuCIMWZ/haNVf9i2zTZTi4uDLl3oN/wNZnS6nsKAwGIfkl9oiE/V\nv7tK+bvKVPyNga9EZB2wBvjEGLNURO4VkXtdY5YAO4HtwDQgrlLRKsjPhxdesE3V1q2zvfI//5wf\nzyrbhVjZx/O9HKBSytdVeDmnMWYncJmb428UuW2A+yp6DnWadetgyBBITobYWJg0CZo0ASA0JIis\n3NKTemgtvWZPKX+nLRuqg9xcePJJiIqCPXvsVogffHAy6QPERjYhKEBKfJqgAOGGSG3EppS/08Tv\n6775BiIj4dln4bbbYPNmuPlmkFOT/LDolgQHlvzfGRwYwNDoMG9Gq5SqBjTx+6qsLBg9Grp3tw3W\nPv0U3nkHGjRwO/yiBqFMHtSROsGBZ1T+QQFCneBAJg/qyEUNQqsieqWUD9PE74uWLYP27eHVV+2q\nnY0bISam1If1aN2IpaOjGdi5OXVDghCBuiFBDOzcnKWjo+nRulEVBK+U8nViP3/1LVFRUSYp6Yye\nbzXfr7/CQw/BW2/Bn/8M06dDdLTTUSmlqgERSTbGRJVlrFb8viI+HsLD7XTOo4/aFTya9JVSXqBr\n+5x24ACMHGlX6kREwCef2C0RlVLKS7Tid4oxMGsWtGljWyg/95zdFlGTvlLKy7Tid0JaGtxzD3z2\nGXTrZq++vfRSp6NSSvkJrfirUmGhvdq2XTv46it4/XVITNSkr5SqUlrxV5WtW2HoUJvwr70W3nwT\nWrRwOiqllB/Sit/b8vLg+efhsstg0yaYOROWLtWkr5RyjFb83pSaapuqpabaNguvvw5/+pPTUSml\n/JxW/N7w++/w2GNw+eWwbx8sXGiXa2rSV0r5AK34Pe3rr22Vv3Ur3HUXvPQSnHuu01EppdRJWvF7\nytGj9kKs6Ghb8X/2mW29oElfKeVjNPF7wmef2SWakybZ5L9xo125o5RSPkineirjl1/gn/+0/XUu\nvZSfP1nGxNxGLBr/Ndm5+YSGBBEb2YRh0S21HbJSymdoxV9RCxbYdgtz5sDjj7Pqvc/osTqPeWv2\nkJWbjwGycvOZt2YPMRMSSdh60OmIlVIKqETiF5ELRSRBRDaLyCYRGeVmzFUickRE1rq+nqpcuD5g\n/3646Sa45RZo1gy+/560B/7FvfM3k5NXQH7hqW2u8wsNOXkFxM1OIS0z26GglVLqD5Wp+POBB40x\n4cAVwH0iEu5mXKIxJsL19Z9KnM9ZxsDbb9vWyZ98Yi/K+u47iIhgWuJO8goKS3x4XkEh0xN3VVGw\nSilVvArP8Rtj9gP7XbePisgWoCmw2UOxlVlaZjbTEneyKHWfd+bWd++G4cPtzljR0XaDlD//+eTd\ni1L3nVHpny6/0BCfms7Y2HaVj0cppSrBI3P8ItICiAS+c3N3NxFZLyKfikhbT5yvqIStB4mZkOid\nufWCAnjtNbti55tv7KqdlStPSfoA2bn5ZXq67ONlG6eUUt5U6cQvInWBhcBoY8xvp92dAjQ3xnQA\nXgcWlfA8w0UkSUSSMjIyynTutMxs4maneGdufcsWW92PGgVXXmn77MTFQcCZL1loSNneOIXW0kVU\nSinnVSrxi0gwNunPMcZ8cPr9xpjfjDFZrttLgGAROd/dcxljphpjoowxUQ0bNizT+b0yt56XB//9\nr90Na+tWePddO6ffvHmxD4mNbEJQgJT4tEEBwg2RTcseh1JKeUllVvUIMAPYYox5uZgxf3KNQ0Q6\nu86XWdFznq48c+tlkpwMUVHwxBMQG2ur/kGDQEpO6sOiWxIcWPJLGRwYwNDosLLFoZRSXlSZir87\ncAdwdZHlmn1E5F4Rudc15mZgo4isA14DBhhjSs7U5eCxufWcHLvBeZcukJFhNz5/7z1o1KhMz39R\ng1AmD+pIneDAMyr/oAChTnAgkwd11Iu4lFI+oTKrer4CSiyFjTETgYkVPUdpQkOCyCpD8i9xbv3L\nL+0GKdu22eZqL74I9euXO5YerRuxdHQ00xN3EZ+aTvbxfEJrBXFDZFOGRodp0ldK+Yxq/WljbGQT\n5q3ZU+J0T7Fz67/9Zqv8KVMgLAyWL4eePSsVz0UNQhkb206XbCqlfFq1btlQ4bn1JUvsEs033oAH\nHoANGyqd9JVSqrqo1om/3HPrhw7BHXfAdddBvXqwejW8/DKE6jSMUsp/VOvED3/MrQ/s3Jy6IUGI\nQN2QIAZ2bs7S0dH0aN3Itlt47z3bbmHePHjqKUhJgSuucDp8pZSqcuLBRTYeExUVZZKSkjzzZPv2\nwYgR8OGHdqnmjBnQoYNnnlsppXyEiCQbY6LKMrbaV/zFMsb21AkPh88/h/HjbdsFTfpKKT9XrVf1\nFGvnThg2DFasgL/+1f4BuOQSp6NSSimfULMq/oICeOUVu2Ln++/tqp0VKzTpK6VUETWn4v/1V+jd\n2/bIv+46m/SbNXM6KqWU8jk1p+KvXx8uvthuhfjRR5r0lVKqGDWn4hexSV8ppVSJak7Fr5RSqkw0\n8SullJ/RxK+UUn5GE79SSvkZTfxKKeVnNPErpZSf0cSvlFJ+RhO/Ukr5GZ9syywiGUCa03FU0vnA\nIaeD8BH6WpxKX49T6evxh8q8FhcZYxqWZaBPJv6aQESSytobu6bT1+JU+nqcSl+PP1TVa6FTPUop\n5Wc08SullJ/RxO89U50OwIfoa3EqfT1Opa/HH6rktdA5fqWU8jNa8SullJ/RxO9BInKhiCSIyGYR\n2SQio5yOyWkiEigiqSLysdOxOE1E6ovIAhH5QUS2iEhXp2Nykog84Po92Sgic0WkttMxVSUReUtE\nDorIxiLHzhORZSKyzfX9XG+cWxO/Z+UDDxpjwoErgPtEJNzhmJw2CtjidBA+4lVgqTHmUuAy/Ph1\nEZGmwP1AlDGmHRAIDHA2qio3E4g57dijwBfGmFbAF66fPU4TvwcZY/YbY1Jct49if7GbOhuVc0Sk\nGXAdMN3pWJwmIucAVwIzAIwxx40xh52NynFBQB0RCQLOAvY5HE+VMsZ8Cfxy2uH+wDuu2+8Asd44\ntyZ+LxGRFkAk8J2zkThqAvAwUOh0ID4gDMgA3nZNfU0XkVCng3KKMSYdeBH4CdgPHDHGfO5sVD6h\nsTFmv+v2z0Bjb5xEE78XiEhdYCEw2hjzm9PxOEFE+gIHjTHJTsfiI4KAjsAUY0wkkI2X3sZXB665\n6/7YP4hNgFARGeRsVL7F2CWXXll2qYnfw0QkGJv05xhjPnA6Hgd1B64Xkd3APOBqEZntbEiO2gvs\nNcaceAe4APuHwF/1AnYZYzKMMXnAB0A3h2PyBQdE5AIA1/eD3jiJJn4PEhHBzuFuMca87HQ8TjLG\n/MsY08wY0wL7od0KY4zfVnTGmJ+BPSLS2nWoJ7DZwZCc9hNwhYic5fq96Ykff9hdxIfAna7bdwKL\nvXESTfye1R24A1vdrnV99XE6KOUzRgJzRGQ9EAE853A8jnG981kApAAbsLnIr67gFZG5wDdAaxHZ\nKyJDgOeBa0RkG/Zd0fNeObdeuauUUv5FK36llPIzmviVUsrPaOJXSik/o4lfKaX8jCZ+pZTyM5r4\nlVLKz2jiV0opP6OJXyml/Mz/B8Rt0lGzWXrUAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x25bd4927e10>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "m, c = np.linalg.lstsq(A, y)[0]\n",
-    "print (\"Coefficient:\"+str(m)+ \"\\n\"+\"intercept:\"+str(c))\n",
-    "\n",
-    "# Plot the fitteed line\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "plt.plot(x, y, 'o', label='Original data', markersize=10)\n",
-    "plt.plot(x, m*x + c, 'r', label='Fitted line')\n",
-    "plt.legend()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "** Both normal multiplicative and *Moore-Penrose* pseudo-inverse matrix (for generalized *m* x *n* array) can be calculated **"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 137,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A:\n",
-      " [[ 1.3  0.1  1.8  1.6]\n",
-      " [ 1.5  1.4  0.1  1.2]\n",
-      " [ 0.4  1.6  1.1  0.7]\n",
-      " [ 1.4  1.6  1.5  1.2]]\n",
-      "Inverse of A:\n",
-      " [[-0.54152908 -0.1976124  -1.71094742  1.91770384]\n",
-      " [-0.34188468  0.12852426  0.49580899  0.03810008]\n",
-      " [ 0.01016002 -0.74676149 -0.19304039  0.84582169]\n",
-      " [ 1.07493015  0.99263399  1.57632715 -2.51206502]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = 0.1*np.random.randint(1,20,16).reshape(4,4)\n",
-    "print (\"A:\\n\",A)\n",
-    "print (\"Inverse of A:\\n\",np.linalg.inv(A))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 138,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A:\n",
-      " [[ 1.3  1.9  0.7]\n",
-      " [ 0.5  0.3  1.5]\n",
-      " [ 0.5  1.8  1.3]\n",
-      " [ 1.6  1.9  0.3]\n",
-      " [ 0.9  0.3  1.2]]\n",
-      "Pseudo-inverse of A:\n",
-      " [[ 0.10887279  0.06388003 -0.68929921  0.45682289  0.48917593]\n",
-      " [ 0.14467469 -0.18830267  0.49458998  0.00372232 -0.38575162]\n",
-      " [-0.07582968  0.36975047  0.24662895 -0.24944669  0.21055954]]\n",
-      "Matrix product of A and pseudo inverse:\n",
-      " [[  1.00000000e+00  -5.04407213e-17   2.42326325e-16]\n",
-      " [ -6.40765579e-17   1.00000000e+00  -1.30121024e-17]\n",
-      " [ -4.25091176e-17   1.78659733e-16   1.00000000e+00]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "A = 0.1*np.random.randint(1,20,15).reshape(5,3)\n",
-    "print (\"A:\\n\",A)\n",
-    "print (\"Pseudo-inverse of A:\\n\",np.linalg.pinv(A))\n",
-    "print (\"Matrix product of A and pseudo inverse:\\n\", np.dot(np.linalg.pinv(A),A))"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}

From 92cdd8006b42727f7c1b9acaceade1e6c6a9e7a9 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:14:06 -0700
Subject: [PATCH 058/165] Delete PandasPractice.ipynb

---
 Pandas and Numpy/PandasPractice.ipynb | 4750 -------------------------
 1 file changed, 4750 deletions(-)
 delete mode 100644 Pandas and Numpy/PandasPractice.ipynb

diff --git a/Pandas and Numpy/PandasPractice.ipynb b/Pandas and Numpy/PandasPractice.ipynb
deleted file mode 100644
index 96e2a94..0000000
--- a/Pandas and Numpy/PandasPractice.ipynb	
+++ /dev/null
@@ -1,4750 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Pandas Practice"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Series\n",
-    "### Loading packages and initializations"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Labels: ['a', 'b', 'c']\n",
-      "My data: [10, 20, 30]\n",
-      "Dictionary: {'a': 10, 'b': 20, 'c': 30}\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "labels = ['a','b','c']\n",
-    "my_data = [10,20,30]\n",
-    "arr = np.array(my_data)\n",
-    "d = {'a':10,'b':20,'c':30}\n",
-    "\n",
-    "print (\"Labels:\", labels)\n",
-    "print(\"My data:\", my_data)\n",
-    "print(\"Dictionary:\", d)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Creating a Series (Pandas class)\n",
-    "* From numerical data only\n",
-    "* From numerical data and corresponding index (row labels)\n",
-    "* From NumPy array as the source of numerical data\n",
-    "* Just using a pre-defined dictionary"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    10\n",
-       "1    20\n",
-       "2    30\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.Series(data=my_data) # Output looks very similar to a NumPy array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "a    10\n",
-       "b    20\n",
-       "c    30\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.Series(data=my_data, index=labels) # Note the extra information about index"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "a    10\n",
-       "b    20\n",
-       "c    30\n",
-       "dtype: int32"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Inputs are in order of the expected parameters (not explicitly named), NumPy array is used for data\n",
-    "pd.Series(arr, labels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "a    10\n",
-       "b    20\n",
-       "c    30\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.Series(d) # Using a pre-defined Dictionary object"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What type of values can a Pandas Series hold?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Holding numerical data\n",
-      "-------------------------\n",
-      "0    10\n",
-      "1    20\n",
-      "2    30\n",
-      "dtype: int32\n",
-      "\n",
-      "Holding text labels\n",
-      "--------------------\n",
-      "0    a\n",
-      "1    b\n",
-      "2    c\n",
-      "dtype: object\n",
-      "\n",
-      "Holding functions\n",
-      "--------------------\n",
-      "0      <built-in function sum>\n",
-      "1    <built-in function print>\n",
-      "2      <built-in function len>\n",
-      "dtype: object\n",
-      "\n",
-      "Holding objects from a dictionary\n",
-      "----------------------------------------\n",
-      "0    <built-in method keys of dict object at 0x0000...\n",
-      "1    <built-in method items of dict object at 0x000...\n",
-      "2    <built-in method values of dict object at 0x00...\n",
-      "dtype: object\n"
-     ]
-    }
-   ],
-   "source": [
-    "print (\"\\nHolding numerical data\\n\",'-'*25, sep='')\n",
-    "print(pd.Series(arr))\n",
-    "print (\"\\nHolding text labels\\n\",'-'*20, sep='')\n",
-    "print(pd.Series(labels))\n",
-    "print (\"\\nHolding functions\\n\",'-'*20, sep='')\n",
-    "print(pd.Series(data=[sum,print,len]))\n",
-    "print (\"\\nHolding objects from a dictionary\\n\",'-'*40, sep='')\n",
-    "print(pd.Series(data=[d.keys, d.items, d.values]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Indexing and slicing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Indexing by name of the item/object (string identifier)\n",
-      "--------------------------------------------------------\n",
-      "Value for CA in ser1: 1\n",
-      "Value for AZ in ser1: 4\n",
-      "Value for NV in ser2: 5\n",
-      "\n",
-      "Indexing by number (positional value in the series)\n",
-      "----------------------------------------------------\n",
-      "Value for CA in ser1: 1\n",
-      "Value for AZ in ser1: 4\n",
-      "Value for NV in ser2: 5\n",
-      "\n",
-      "Indexing by a range\n",
-      "-------------------------\n",
-      "Value for OR, CO, and AZ in ser1:\n",
-      "OR    2\n",
-      "CO    3\n",
-      "AZ    4\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "ser1 = pd.Series([1,2,3,4],['CA', 'OR', 'CO', 'AZ'])\n",
-    "ser2 = pd.Series([1,2,5,4],['CA', 'OR', 'NV', 'AZ'])\n",
-    "\n",
-    "print (\"\\nIndexing by name of the item/object (string identifier)\\n\",'-'*56, sep='')\n",
-    "print(\"Value for CA in ser1:\", ser1['CA'])\n",
-    "print(\"Value for AZ in ser1:\", ser1['AZ'])\n",
-    "print(\"Value for NV in ser2:\", ser2['NV'])\n",
-    "\n",
-    "print (\"\\nIndexing by number (positional value in the series)\\n\",'-'*52, sep='')\n",
-    "print(\"Value for CA in ser1:\", ser1[0])\n",
-    "print(\"Value for AZ in ser1:\", ser1[3])\n",
-    "print(\"Value for NV in ser2:\", ser2[2])\n",
-    "\n",
-    "print (\"\\nIndexing by a range\\n\",'-'*25, sep='')\n",
-    "print (\"Value for OR, CO, and AZ in ser1:\\n\", ser1[1:4], sep='')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Adding/Merging two series with common indices"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "After adding the two series, the result looks like this...\n",
-      "-----------------------------------------------------------\n",
-      "AZ    8.0\n",
-      "CA    2.0\n",
-      "CO    NaN\n",
-      "NV    NaN\n",
-      "OR    4.0\n",
-      "dtype: float64\n",
-      "\n",
-      "Python tries to add values where it finds common index name, and puts NaN where indices are missing\n",
-      "\n",
-      "\n",
-      "The idea works even for multiplication...\n",
-      "-------------------------------------------\n",
-      "AZ    16.0\n",
-      "CA     1.0\n",
-      "CO     NaN\n",
-      "NV     NaN\n",
-      "OR     4.0\n",
-      "dtype: float64\n",
-      "\n",
-      "Or even for combination of mathematical operations!\n",
-      "-----------------------------------------------------\n",
-      "AZ    55.200210\n",
-      "CA     2.718282\n",
-      "CO          NaN\n",
-      "NV          NaN\n",
-      "OR     7.690086\n",
-      "dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "ser1 = pd.Series([1,2,3,4],['CA', 'OR', 'CO', 'AZ'])\n",
-    "ser2 = pd.Series([1,2,5,4],['CA', 'OR', 'NV', 'AZ'])\n",
-    "ser3 = ser1+ser2\n",
-    "\n",
-    "print (\"\\nAfter adding the two series, the result looks like this...\\n\",'-'*59, sep='')\n",
-    "print(ser3)\n",
-    "print(\"\\nPython tries to add values where it finds common index name, and puts NaN where indices are missing\\n\")\n",
-    "\n",
-    "print (\"\\nThe idea works even for multiplication...\\n\",'-'*43, sep='')\n",
-    "print (ser1*ser2)\n",
-    "\n",
-    "print (\"\\nOr even for combination of mathematical operations!\\n\",'-'*53, sep='')\n",
-    "print (np.exp(ser1)+np.log10(ser2))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# DataFrame (the Real Meat!)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "from numpy.random import randn as rn"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Creating and accessing DataFrame\n",
-    "* Indexing\n",
-    "* Adding and deleting rows and columns\n",
-    "* Subsetting DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The data frame looks like\n",
-      "---------------------------------------------\n",
-      "          W         X         Y         Z\n",
-      "A  2.706850  0.628133  0.907969  0.503826\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965\n",
-      "C -2.018168  0.740122  0.528813 -0.589001\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057\n",
-      "E  0.190794  1.978757  2.605967  0.683509\n"
-     ]
-    }
-   ],
-   "source": [
-    "np.random.seed(101)\n",
-    "matrix_data = rn(5,4)\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['W','X','Y','Z']\n",
-    "\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "print(\"\\nThe data frame looks like\\n\",'-'*45, sep='')\n",
-    "print(df)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Indexing and slicing (columns)\n",
-    "* By bracket method\n",
-    "* By DOT method (NOT recommended)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The 'X' column\n",
-      "-------------------------\n",
-      "A    0.628133\n",
-      "B   -0.319318\n",
-      "C    0.740122\n",
-      "D   -0.758872\n",
-      "E    1.978757\n",
-      "Name: X, dtype: float64\n",
-      "\n",
-      "Type of the column: <class 'pandas.core.series.Series'>\n",
-      "\n",
-      "The 'X' and 'Z' columns indexed by passing a list\n",
-      "-------------------------------------------------------\n",
-      "          X         Z\n",
-      "A  0.628133  0.503826\n",
-      "B -0.319318  0.605965\n",
-      "C  0.740122 -0.589001\n",
-      "D -0.758872  0.955057\n",
-      "E  1.978757  0.683509\n",
-      "\n",
-      "Type of the pair of columns: <class 'pandas.core.frame.DataFrame'>\n",
-      "\n",
-      "So, for more than one column, the object turns into a DataFrame\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nThe 'X' column\\n\",'-'*25, sep='')\n",
-    "print(df['X'])\n",
-    "print(\"\\nType of the column: \", type(df['X']), sep='')\n",
-    "print(\"\\nThe 'X' and 'Z' columns indexed by passing a list\\n\",'-'*55, sep='')\n",
-    "print(df[['X','Z']])\n",
-    "print(\"\\nType of the pair of columns: \", type(df[['X','Z']]), sep='')\n",
-    "print (\"\\nSo, for more than one column, the object turns into a DataFrame\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The 'X' column accessed by DOT method (NOT recommended)\n",
-      "-------------------------------------------------------\n",
-      "A    0.628133\n",
-      "B   -0.319318\n",
-      "C    0.740122\n",
-      "D   -0.758872\n",
-      "E    1.978757\n",
-      "Name: X, dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nThe 'X' column accessed by DOT method (NOT recommended)\\n\",'-'*55, sep='')\n",
-    "print(df.X)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
-   "source": [
-    "### Creating and deleting a (new) column (or row)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "A column is created by assigning it in relation to an existing column\n",
-      "---------------------------------------------------------------------------\n",
-      "          W         X         Y         Z       New  New (Sum of X and Z)\n",
-      "A  2.706850  0.628133  0.907969  0.503826  1.131958              1.131958\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965  0.286647              0.286647\n",
-      "C -2.018168  0.740122  0.528813 -0.589001  0.151122              0.151122\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057  0.196184              0.196184\n",
-      "E  0.190794  1.978757  2.605967  0.683509  2.662266              2.662266\n",
-      "\n",
-      "A column is dropped by using df.drop() method\n",
-      "-------------------------------------------------------\n",
-      "          W         X         Y         Z  New (Sum of X and Z)\n",
-      "A  2.706850  0.628133  0.907969  0.503826              1.131958\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965              0.286647\n",
-      "C -2.018168  0.740122  0.528813 -0.589001              0.151122\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057              0.196184\n",
-      "E  0.190794  1.978757  2.605967  0.683509              2.662266\n",
-      "\n",
-      "A row (index) is dropped by using df.drop() method and axis=0\n",
-      "-----------------------------------------------------------------\n",
-      "          W         X         Y         Z  New (Sum of X and Z)\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965              0.286647\n",
-      "C -2.018168  0.740122  0.528813 -0.589001              0.151122\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057              0.196184\n",
-      "E  0.190794  1.978757  2.605967  0.683509              2.662266\n",
-      "\n",
-      "An in-place change can be done by making inplace=True in the drop method\n",
-      "---------------------------------------------------------------------------\n",
-      "          W         X         Y         Z\n",
-      "A  2.706850  0.628133  0.907969  0.503826\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965\n",
-      "C -2.018168  0.740122  0.528813 -0.589001\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057\n",
-      "E  0.190794  1.978757  2.605967  0.683509\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nA column is created by assigning it in relation to an existing column\\n\",'-'*75, sep='')\n",
-    "df['New'] = df['X']+df['Z']\n",
-    "df['New (Sum of X and Z)'] = df['X']+df['Z']\n",
-    "print(df)\n",
-    "print(\"\\nA column is dropped by using df.drop() method\\n\",'-'*55, sep='')\n",
-    "df = df.drop('New', axis=1) # Notice the axis=1 option, axis = 0 is default, so one has to change it to 1\n",
-    "print(df)\n",
-    "df1=df.drop('A')\n",
-    "print(\"\\nA row (index) is dropped by using df.drop() method and axis=0\\n\",'-'*65, sep='')\n",
-    "print(df1)\n",
-    "print(\"\\nAn in-place change can be done by making inplace=True in the drop method\\n\",'-'*75, sep='')\n",
-    "df.drop('New (Sum of X and Z)', axis=1, inplace=True)\n",
-    "print(df)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Selecting/indexing Rows\n",
-    "* Label-based 'loc' method\n",
-    "* Index (numeric) 'iloc' method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Label-based 'loc' method can be used for selecting row(s)\n",
-      "------------------------------------------------------------\n",
-      "\n",
-      "Single row\n",
-      "\n",
-      "W   -2.018168\n",
-      "X    0.740122\n",
-      "Y    0.528813\n",
-      "Z   -0.589001\n",
-      "Name: C, dtype: float64\n",
-      "\n",
-      "Multiple rows\n",
-      "\n",
-      "          W         X         Y         Z\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965\n",
-      "C -2.018168  0.740122  0.528813 -0.589001\n",
-      "\n",
-      "Index position based 'iloc' method can be used for selecting row(s)\n",
-      "----------------------------------------------------------------------\n",
-      "\n",
-      "Single row\n",
-      "\n",
-      "W   -2.018168\n",
-      "X    0.740122\n",
-      "Y    0.528813\n",
-      "Z   -0.589001\n",
-      "Name: C, dtype: float64\n",
-      "\n",
-      "Multiple rows\n",
-      "\n",
-      "          W         X         Y         Z\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965\n",
-      "C -2.018168  0.740122  0.528813 -0.589001\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nLabel-based 'loc' method can be used for selecting row(s)\\n\",'-'*60, sep='')\n",
-    "print(\"\\nSingle row\\n\")\n",
-    "print(df.loc['C'])\n",
-    "print(\"\\nMultiple rows\\n\")\n",
-    "print(df.loc[['B','C']])\n",
-    "print(\"\\nIndex position based 'iloc' method can be used for selecting row(s)\\n\",'-'*70, sep='')\n",
-    "print(\"\\nSingle row\\n\")\n",
-    "print(df.iloc[2])\n",
-    "print(\"\\nMultiple rows\\n\")\n",
-    "print(df.iloc[[1,2]])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Subsetting DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The DatFrame\n",
-      "---------------------------------------------\n",
-      "          W         X         Y         Z\n",
-      "A  2.706850  0.628133  0.907969  0.503826\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965\n",
-      "C -2.018168  0.740122  0.528813 -0.589001\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057\n",
-      "E  0.190794  1.978757  2.605967  0.683509\n",
-      "\n",
-      "Element at row 'B' and column 'Y' is\n",
-      "\n",
-      "-0.848076983404\n",
-      "\n",
-      "Subset comprising of rows B and D, and columns W and Y, is\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>W</th>\n",
-       "      <th>Y</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>B</th>\n",
-       "      <td>0.651118</td>\n",
-       "      <td>-0.848077</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>D</th>\n",
-       "      <td>0.188695</td>\n",
-       "      <td>-0.933237</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          W         Y\n",
-       "B  0.651118 -0.848077\n",
-       "D  0.188695 -0.933237"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.random.seed(101)\n",
-    "matrix_data = rn(5,4)\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['W','X','Y','Z']\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "\n",
-    "print(\"\\nThe DatFrame\\n\",'-'*45, sep='')\n",
-    "print(df)\n",
-    "print(\"\\nElement at row 'B' and column 'Y' is\\n\") \n",
-    "print(df.loc['B','Y'])\n",
-    "print(\"\\nSubset comprising of rows B and D, and columns W and Y, is\\n\")\n",
-    "df.loc[['B','D'],['W','Y']]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Conditional selection, index (re)setting, multi-index"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Basic idea of conditional check and Boolean DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The DataFrame\n",
-      "---------------------------------------------\n",
-      "          W         X         Y         Z\n",
-      "A  2.706850  0.628133  0.907969  0.503826\n",
-      "B  0.651118 -0.319318 -0.848077  0.605965\n",
-      "C -2.018168  0.740122  0.528813 -0.589001\n",
-      "D  0.188695 -0.758872 -0.933237  0.955057\n",
-      "E  0.190794  1.978757  2.605967  0.683509\n",
-      "\n",
-      "Boolean DataFrame(s) where we are checking if the values are greater than 0\n",
-      "---------------------------------------------------------------------------\n",
-      "       W      X      Y      Z\n",
-      "A   True   True   True   True\n",
-      "B   True  False  False   True\n",
-      "C  False   True   True  False\n",
-      "D   True  False  False   True\n",
-      "E   True   True   True   True\n",
-      "\n",
-      "\n",
-      "       W      X      Y      Z\n",
-      "A   True   True   True   True\n",
-      "B   True  False  False   True\n",
-      "C  False   True   True  False\n",
-      "\n",
-      "DataFrame indexed by boolean dataframe\n",
-      "---------------------------------------------\n",
-      "          W         X         Y         Z\n",
-      "A  2.706850  0.628133  0.907969  0.503826\n",
-      "B  0.651118       NaN       NaN  0.605965\n",
-      "C       NaN  0.740122  0.528813       NaN\n",
-      "D  0.188695       NaN       NaN  0.955057\n",
-      "E  0.190794  1.978757  2.605967  0.683509\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nThe DataFrame\\n\",'-'*45, sep='')\n",
-    "print(df)\n",
-    "print(\"\\nBoolean DataFrame(s) where we are checking if the values are greater than 0\\n\",'-'*75, sep='')\n",
-    "print(df>0)\n",
-    "print(\"\\n\")\n",
-    "print(df.loc[['A','B','C']]>0)\n",
-    "booldf = df>0\n",
-    "print(\"\\nDataFrame indexed by boolean dataframe\\n\",'-'*45, sep='')\n",
-    "print(df[booldf])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Passing Boolean series to conditionally subset the DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "A new DataFrame\n",
-      "-------------------------\n",
-      "   Age  Height  Weight\n",
-      "A   22      66     140\n",
-      "B   42      70     148\n",
-      "C   30      62     125\n",
-      "D   35      68     160\n",
-      "E   25      62     152\n",
-      "\n",
-      "Rows with Height > 65 inch\n",
-      "-----------------------------------\n",
-      "   Age  Height  Weight\n",
-      "A   22      66     140\n",
-      "B   42      70     148\n",
-      "D   35      68     160\n",
-      "\n",
-      "Rows with Height > 65 inch and Weight >145 lbs\n",
-      "-------------------------------------------------------\n",
-      "   Age  Height  Weight\n",
-      "B   42      70     148\n",
-      "D   35      68     160\n",
-      "\n",
-      "DataFrame with only Age and Weight columns whose Height > 65 inch\n",
-      "--------------------------------------------------------------------\n",
-      "   Age  Weight\n",
-      "A   22     140\n",
-      "B   42     148\n",
-      "D   35     160\n"
-     ]
-    }
-   ],
-   "source": [
-    "matrix_data = np.matrix('22,66,140;42,70,148;30,62,125;35,68,160;25,62,152')\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['Age', 'Height', 'Weight']\n",
-    "\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "print(\"\\nA new DataFrame\\n\",'-'*25, sep='')\n",
-    "print(df)\n",
-    "print(\"\\nRows with Height > 65 inch\\n\",'-'*35, sep='')\n",
-    "print(df[df['Height']>65])\n",
-    "\n",
-    "booldf1 = df['Height']>65\n",
-    "booldf2 = df['Weight']>145\n",
-    "print(\"\\nRows with Height > 65 inch and Weight >145 lbs\\n\",'-'*55, sep='')\n",
-    "print(df[(booldf1) & (booldf2)])\n",
-    "\n",
-    "print(\"\\nDataFrame with only Age and Weight columns whose Height > 65 inch\\n\",'-'*68, sep='')\n",
-    "print(df[booldf1][['Age','Weight']])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Re-setting and Setting Index"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The DataFrame\n",
-      "-------------------------\n",
-      "   Age  Height  Weight\n",
-      "A   22      66     140\n",
-      "B   42      70     148\n",
-      "C   30      62     125\n",
-      "D   35      68     160\n",
-      "E   25      62     152\n",
-      "\n",
-      "After resetting index\n",
-      "-----------------------------------\n",
-      "  index  Age  Height  Weight\n",
-      "0     A   22      66     140\n",
-      "1     B   42      70     148\n",
-      "2     C   30      62     125\n",
-      "3     D   35      68     160\n",
-      "4     E   25      62     152\n",
-      "\n",
-      "After resetting index with 'drop' option TRUE\n",
-      "---------------------------------------------\n",
-      "   Age  Height  Weight\n",
-      "0   22      66     140\n",
-      "1   42      70     148\n",
-      "2   30      62     125\n",
-      "3   35      68     160\n",
-      "4   25      62     152\n",
-      "\n",
-      "Adding a new column 'Profession'\n",
-      "---------------------------------------------\n",
-      "   Age  Height  Weight Profession\n",
-      "A   22      66     140    Student\n",
-      "B   42      70     148    Teacher\n",
-      "C   30      62     125   Engineer\n",
-      "D   35      68     160     Doctor\n",
-      "E   25      62     152      Nurse\n",
-      "\n",
-      "Setting 'Profession' column as index\n",
-      "---------------------------------------------\n",
-      "            Age  Height  Weight\n",
-      "Profession                     \n",
-      "Student      22      66     140\n",
-      "Teacher      42      70     148\n",
-      "Engineer     30      62     125\n",
-      "Doctor       35      68     160\n",
-      "Nurse        25      62     152\n"
-     ]
-    }
-   ],
-   "source": [
-    "matrix_data = np.matrix('22,66,140;42,70,148;30,62,125;35,68,160;25,62,152')\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['Age', 'Height', 'Weight']\n",
-    "\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "print(\"\\nThe DataFrame\\n\",'-'*25, sep='')\n",
-    "print(df)\n",
-    "print(\"\\nAfter resetting index\\n\",'-'*35, sep='')\n",
-    "print(df.reset_index())\n",
-    "print(\"\\nAfter resetting index with 'drop' option TRUE\\n\",'-'*45, sep='')\n",
-    "print(df.reset_index(drop=True))\n",
-    "print(\"\\nAdding a new column 'Profession'\\n\",'-'*45, sep='')\n",
-    "df['Profession'] = \"Student Teacher Engineer Doctor Nurse\".split()\n",
-    "print(df)\n",
-    "print(\"\\nSetting 'Profession' column as index\\n\",'-'*45, sep='')\n",
-    "print (df.set_index('Profession'))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Multi-indexing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Tuple pairs after the zip and list command\n",
-      "---------------------------------------------\n",
-      "[('G1', 1), ('G1', 2), ('G1', 3), ('G2', 1), ('G2', 2), ('G2', 3)]\n",
-      "\n",
-      "Index hierarchy\n",
-      "-------------------------\n",
-      "MultiIndex(levels=[['G1', 'G2'], [1, 2, 3]],\n",
-      "           labels=[[0, 0, 0, 1, 1, 1], [0, 1, 2, 0, 1, 2]])\n",
-      "\n",
-      "Index hierarchy type\n",
-      "-------------------------\n",
-      "<class 'pandas.core.indexes.multi.MultiIndex'>\n",
-      "\n",
-      "Creating DataFrame with multi-index\n",
-      "-------------------------------------\n",
-      "         A     B     C\n",
-      "G1 1  2.71  0.63  0.91\n",
-      "   2  0.50  0.65 -0.32\n",
-      "   3 -0.85  0.61 -2.02\n",
-      "G2 1  0.74  0.53 -0.59\n",
-      "   2  0.19 -0.76 -0.93\n",
-      "   3  0.96  0.19  1.98\n",
-      "\n",
-      "Subsetting multi-index DataFrame using two 'loc' methods\n",
-      "------------------------------------------------------------\n",
-      "      B     C\n",
-      "1  0.53 -0.59\n",
-      "3  0.19  1.98\n",
-      "\n",
-      "Naming the indices by 'index.names' method\n",
-      "---------------------------------------------\n",
-      "                A     B     C\n",
-      "Outer Inner                  \n",
-      "G1    1      2.71  0.63  0.91\n",
-      "      2      0.50  0.65 -0.32\n",
-      "      3     -0.85  0.61 -2.02\n",
-      "G2    1      0.74  0.53 -0.59\n",
-      "      2      0.19 -0.76 -0.93\n",
-      "      3      0.96  0.19  1.98\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Index Levels\n",
-    "outside = ['G1','G1','G1','G2','G2','G2']\n",
-    "inside = [1,2,3,1,2,3]\n",
-    "hier_index = list(zip(outside,inside))\n",
-    "\n",
-    "print(\"\\nTuple pairs after the zip and list command\\n\",'-'*45, sep='')\n",
-    "print(hier_index)\n",
-    "hier_index = pd.MultiIndex.from_tuples(hier_index)\n",
-    "print(\"\\nIndex hierarchy\\n\",'-'*25, sep='')\n",
-    "print(hier_index)\n",
-    "print(\"\\nIndex hierarchy type\\n\",'-'*25, sep='')\n",
-    "print(type(hier_index))\n",
-    "\n",
-    "print(\"\\nCreating DataFrame with multi-index\\n\",'-'*37, sep='')\n",
-    "np.random.seed(101)\n",
-    "df1 = pd.DataFrame(data=np.round(rn(6,3),2), index= hier_index, columns= ['A','B','C'])\n",
-    "print(df1)\n",
-    "\n",
-    "print(\"\\nSubsetting multi-index DataFrame using two 'loc' methods\\n\",'-'*60, sep='')\n",
-    "print(df1.loc['G2'].loc[[1,3]][['B','C']])\n",
-    "\n",
-    "print(\"\\nNaming the indices by 'index.names' method\\n\",'-'*45, sep='')\n",
-    "df1.index.names=['Outer', 'Inner']\n",
-    "print(df1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Cross-section ('XS') command"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Grabbing a cross-section from outer level\n",
-      "---------------------------------------------\n",
-      "          A     B     C\n",
-      "Inner                  \n",
-      "1      2.71  0.63  0.91\n",
-      "2      0.50  0.65 -0.32\n",
-      "3     -0.85  0.61 -2.02\n",
-      "\n",
-      "Grabbing a cross-section from inner level (for all outer levels)\n",
-      "-----------------------------------------------------------------\n",
-      "          A     B     C\n",
-      "Outer                  \n",
-      "G1     0.50  0.65 -0.32\n",
-      "G2     0.19 -0.76 -0.93\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nGrabbing a cross-section from outer level\\n\",'-'*45, sep='')\n",
-    "print(df1.xs('G1'))\n",
-    "print(\"\\nGrabbing a cross-section from inner level (for all outer levels)\\n\",'-'*65, sep='')\n",
-    "print(df1.xs(2,level='Inner'))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Missing Values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "          A    B  C\n",
-      "States             \n",
-      "CA      1.0  5.0  1\n",
-      "NV      2.0  NaN  2\n",
-      "AZ      NaN  NaN  3\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame({'A':[1,2,np.nan],'B':[5,np.nan,np.nan],'C':[1,2,3]})\n",
-    "df['States']=\"CA NV AZ\".split()\n",
-    "df.set_index('States',inplace=True)\n",
-    "print(df)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Pandas 'dropna' method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 108,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Dropping any rows with a NaN value\n",
-      "-----------------------------------\n",
-      "          A    B  C\n",
-      "States             \n",
-      "CA      1.0  5.0  1\n",
-      "\n",
-      "Dropping any column with a NaN value\n",
-      "-----------------------------------\n",
-      "        C\n",
-      "States   \n",
-      "CA      1\n",
-      "NV      2\n",
-      "AZ      3\n",
-      "\n",
-      "Dropping a row with a minimum 2 NaN value using 'thresh' parameter\n",
-      "--------------------------------------------------------------------\n",
-      "          A    B  C\n",
-      "States             \n",
-      "CA      1.0  5.0  1\n",
-      "NV      2.0  NaN  2\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nDropping any rows with a NaN value\\n\",'-'*35, sep='')\n",
-    "print(df.dropna(axis=0))\n",
-    "print(\"\\nDropping any column with a NaN value\\n\",'-'*35, sep='')\n",
-    "print(df.dropna(axis=1))\n",
-    "print(\"\\nDropping a row with a minimum 2 NaN value using 'thresh' parameter\\n\",'-'*68, sep='')\n",
-    "print(df.dropna(axis=0, thresh=2))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Pandas 'fillna' method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 114,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Filling values with a default value\n",
-      "-----------------------------------\n",
-      "                 A           B  C\n",
-      "States                           \n",
-      "CA               1           5  1\n",
-      "NV               2  FILL VALUE  2\n",
-      "AZ      FILL VALUE  FILL VALUE  3\n",
-      "\n",
-      "Filling values with a computed value (mean of column A here)\n",
-      "------------------------------------------------------------\n",
-      "          A    B  C\n",
-      "States             \n",
-      "CA      1.0  5.0  1\n",
-      "NV      2.0  1.5  2\n",
-      "AZ      1.5  1.5  3\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nFilling values with a default value\\n\",'-'*35, sep='')\n",
-    "print(df.fillna(value='FILL VALUE'))\n",
-    "print(\"\\nFilling values with a computed value (mean of column A here)\\n\",'-'*60, sep='')\n",
-    "print(df.fillna(value=df['A'].mean()))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## GroupBy method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 151,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Company</th>\n",
-       "      <th>Person</th>\n",
-       "      <th>Sales</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>GOOG</td>\n",
-       "      <td>Sam</td>\n",
-       "      <td>200</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>GOOG</td>\n",
-       "      <td>Charlie</td>\n",
-       "      <td>120</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>MSFT</td>\n",
-       "      <td>Amy</td>\n",
-       "      <td>340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>MSFT</td>\n",
-       "      <td>Vanessa</td>\n",
-       "      <td>124</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>FB</td>\n",
-       "      <td>Carl</td>\n",
-       "      <td>243</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>FB</td>\n",
-       "      <td>Sarah</td>\n",
-       "      <td>350</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  Company   Person  Sales\n",
-       "0    GOOG      Sam    200\n",
-       "1    GOOG  Charlie    120\n",
-       "2    MSFT      Amy    340\n",
-       "3    MSFT  Vanessa    124\n",
-       "4      FB     Carl    243\n",
-       "5      FB    Sarah    350"
-      ]
-     },
-     "execution_count": 151,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Create dataframe\n",
-    "data = {'Company':['GOOG','GOOG','MSFT','MSFT','FB','FB'],\n",
-    "       'Person':['Sam','Charlie','Amy','Vanessa','Carl','Sarah'],\n",
-    "       'Sales':[200,120,340,124,243,350]}\n",
-    "df = pd.DataFrame(data)\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 176,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Grouping by 'Company' column and listing mean sales\n",
-      "-------------------------------------------------------\n",
-      "         Sales\n",
-      "Company       \n",
-      "FB       296.5\n",
-      "GOOG     160.0\n",
-      "MSFT     232.0\n",
-      "\n",
-      "Grouping by 'Company' column and listing sum of sales\n",
-      "-------------------------------------------------------\n",
-      "         Sales\n",
-      "Company       \n",
-      "FB         593\n",
-      "GOOG       320\n",
-      "MSFT       464\n",
-      "\n",
-      "All in one line of command (Stats for 'FB')\n",
-      "-----------------------------------------------------------------\n",
-      "   Sales                                                       \n",
-      "   count   mean        std    min     25%    50%     75%    max\n",
-      "FB   2.0  296.5  75.660426  243.0  269.75  296.5  323.25  350.0\n",
-      "\n",
-      "Same type of extraction with little different command\n",
-      "--------------------------------------------------------------------\n",
-      "        Sales                                                      \n",
-      "        count   mean         std    min    25%    50%    75%    max\n",
-      "Company                                                            \n",
-      "GOOG      2.0  160.0   56.568542  120.0  140.0  160.0  180.0  200.0\n",
-      "MSFT      2.0  232.0  152.735065  124.0  178.0  232.0  286.0  340.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "byComp = df.groupby('Company')\n",
-    "print(\"\\nGrouping by 'Company' column and listing mean sales\\n\",'-'*55, sep='')\n",
-    "print(byComp.mean())\n",
-    "print(\"\\nGrouping by 'Company' column and listing sum of sales\\n\",'-'*55, sep='')\n",
-    "print(byComp.sum())\n",
-    "# Note dataframe conversion of the series and transpose\n",
-    "print(\"\\nAll in one line of command (Stats for 'FB')\\n\",'-'*65, sep='')\n",
-    "print(pd.DataFrame(df.groupby('Company').describe().loc['FB']).transpose())\n",
-    "print(\"\\nSame type of extraction with little different command\\n\",'-'*68, sep='')\n",
-    "print(df.groupby('Company').describe().loc[['GOOG', 'MSFT']])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Merging, Joining, Concatenating\n",
-    "### Concatenation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 188,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The DataFrame number 1\n",
-      "------------------------------\n",
-      "    A   B   C   D\n",
-      "0  A0  B0  C0  D0\n",
-      "1  A1  B1  C1  D1\n",
-      "2  A2  B2  C2  D2\n",
-      "3  A3  B3  C3  D3\n",
-      "\n",
-      "The DataFrame number 2\n",
-      "------------------------------\n",
-      "    A   B   C   D\n",
-      "4  A4  B4  C4  D4\n",
-      "5  A5  B5  C5  D5\n",
-      "6  A6  B6  C6  D6\n",
-      "7  A7  B7  C7  D7\n",
-      "\n",
-      "The DataFrame number 3\n",
-      "------------------------------\n",
-      "      A    B    C    D\n",
-      "8    A8   B8   C8   D8\n",
-      "9    A9   B9   C9   D9\n",
-      "10  A10  B10  C10  D10\n",
-      "11  A11  B11  C11  D11\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Creating data frames\n",
-    "df1 = pd.DataFrame({'A': ['A0', 'A1', 'A2', 'A3'],\n",
-    "                        'B': ['B0', 'B1', 'B2', 'B3'],\n",
-    "                        'C': ['C0', 'C1', 'C2', 'C3'],\n",
-    "                        'D': ['D0', 'D1', 'D2', 'D3']},\n",
-    "                        index=[0, 1, 2, 3])\n",
-    "\n",
-    "df2 = pd.DataFrame({'A': ['A4', 'A5', 'A6', 'A7'],\n",
-    "                        'B': ['B4', 'B5', 'B6', 'B7'],\n",
-    "                        'C': ['C4', 'C5', 'C6', 'C7'],\n",
-    "                        'D': ['D4', 'D5', 'D6', 'D7']},\n",
-    "                         index=[4, 5, 6, 7])\n",
-    "\n",
-    "df3 = pd.DataFrame({'A': ['A8', 'A9', 'A10', 'A11'],\n",
-    "                        'B': ['B8', 'B9', 'B10', 'B11'],\n",
-    "                        'C': ['C8', 'C9', 'C10', 'C11'],\n",
-    "                        'D': ['D8', 'D9', 'D10', 'D11']},\n",
-    "                        index=[8,9,10,11])\n",
-    "\n",
-    "print(\"\\nThe DataFrame number 1\\n\",'-'*30, sep='')\n",
-    "print(df1)\n",
-    "print(\"\\nThe DataFrame number 2\\n\",'-'*30, sep='')\n",
-    "print(df2)\n",
-    "print(\"\\nThe DataFrame number 3\\n\",'-'*30, sep='')\n",
-    "print(df3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 189,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "After concatenation along row\n",
-      "------------------------------\n",
-      "      A    B    C    D\n",
-      "0    A0   B0   C0   D0\n",
-      "1    A1   B1   C1   D1\n",
-      "2    A2   B2   C2   D2\n",
-      "3    A3   B3   C3   D3\n",
-      "4    A4   B4   C4   D4\n",
-      "5    A5   B5   C5   D5\n",
-      "6    A6   B6   C6   D6\n",
-      "7    A7   B7   C7   D7\n",
-      "8    A8   B8   C8   D8\n",
-      "9    A9   B9   C9   D9\n",
-      "10  A10  B10  C10  D10\n",
-      "11  A11  B11  C11  D11\n",
-      "\n",
-      "After concatenation along column\n",
-      "------------------------------------------------------------\n",
-      "      A    B    C    D    A    B    C    D    A    B    C    D\n",
-      "0    A0   B0   C0   D0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
-      "1    A1   B1   C1   D1  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
-      "2    A2   B2   C2   D2  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
-      "3    A3   B3   C3   D3  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
-      "4   NaN  NaN  NaN  NaN   A4   B4   C4   D4  NaN  NaN  NaN  NaN\n",
-      "5   NaN  NaN  NaN  NaN   A5   B5   C5   D5  NaN  NaN  NaN  NaN\n",
-      "6   NaN  NaN  NaN  NaN   A6   B6   C6   D6  NaN  NaN  NaN  NaN\n",
-      "7   NaN  NaN  NaN  NaN   A7   B7   C7   D7  NaN  NaN  NaN  NaN\n",
-      "8   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   A8   B8   C8   D8\n",
-      "9   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   A9   B9   C9   D9\n",
-      "10  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  A10  B10  C10  D10\n",
-      "11  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  A11  B11  C11  D11\n",
-      "\n",
-      "After filling missing values with zero\n",
-      "------------------------------------------------------------\n",
-      "     A   B   C   D   A   B   C   D    A    B    C    D\n",
-      "0   A0  B0  C0  D0   0   0   0   0    0    0    0    0\n",
-      "1   A1  B1  C1  D1   0   0   0   0    0    0    0    0\n",
-      "2   A2  B2  C2  D2   0   0   0   0    0    0    0    0\n",
-      "3   A3  B3  C3  D3   0   0   0   0    0    0    0    0\n",
-      "4    0   0   0   0  A4  B4  C4  D4    0    0    0    0\n",
-      "5    0   0   0   0  A5  B5  C5  D5    0    0    0    0\n",
-      "6    0   0   0   0  A6  B6  C6  D6    0    0    0    0\n",
-      "7    0   0   0   0  A7  B7  C7  D7    0    0    0    0\n",
-      "8    0   0   0   0   0   0   0   0   A8   B8   C8   D8\n",
-      "9    0   0   0   0   0   0   0   0   A9   B9   C9   D9\n",
-      "10   0   0   0   0   0   0   0   0  A10  B10  C10  D10\n",
-      "11   0   0   0   0   0   0   0   0  A11  B11  C11  D11\n"
-     ]
-    }
-   ],
-   "source": [
-    "df_cat1 = pd.concat([df1,df2,df3], axis=0)\n",
-    "print(\"\\nAfter concatenation along row\\n\",'-'*30, sep='')\n",
-    "print(df_cat1)\n",
-    "\n",
-    "df_cat2 = pd.concat([df1,df2,df3], axis=1)\n",
-    "print(\"\\nAfter concatenation along column\\n\",'-'*60, sep='')\n",
-    "print(df_cat2)\n",
-    "df_cat2.fillna(value=0, inplace=True)\n",
-    "print(\"\\nAfter filling missing values with zero\\n\",'-'*60, sep='')\n",
-    "print(df_cat2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Merging by a common 'key'\n",
-    "The **merge** function allows you to merge DataFrames together using a similar logic as merging SQL Tables together."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 183,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The DataFrame 'left'\n",
-      "------------------------------\n",
-      "    A   B key\n",
-      "0  A0  B0  K0\n",
-      "1  A1  B1  K1\n",
-      "2  A2  B2  K2\n",
-      "3  A3  B3  K3\n",
-      "\n",
-      "The DataFrame 'right'\n",
-      "------------------------------\n",
-      "    C   D key\n",
-      "0  C0  D0  K0\n",
-      "1  C1  D1  K1\n",
-      "2  C2  D2  K2\n",
-      "3  C3  D3  K3\n"
-     ]
-    }
-   ],
-   "source": [
-    "left = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],\n",
-    "                     'A': ['A0', 'A1', 'A2', 'A3'],\n",
-    "                     'B': ['B0', 'B1', 'B2', 'B3']})\n",
-    "   \n",
-    "right = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],\n",
-    "                          'C': ['C0', 'C1', 'C2', 'C3'],\n",
-    "                          'D': ['D0', 'D1', 'D2', 'D3']})\n",
-    "\n",
-    "print(\"\\nThe DataFrame 'left'\\n\",'-'*30, sep='')\n",
-    "print(left)\n",
-    "print(\"\\nThe DataFrame 'right'\\n\",'-'*30, sep='')\n",
-    "print(right)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 185,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "After simple merging with 'inner' method\n",
-      "--------------------------------------------------\n",
-      "    A   B key   C   D\n",
-      "0  A0  B0  K0  C0  D0\n",
-      "1  A1  B1  K1  C1  D1\n",
-      "2  A2  B2  K2  C2  D2\n",
-      "3  A3  B3  K3  C3  D3\n"
-     ]
-    }
-   ],
-   "source": [
-    "merge1= pd.merge(left,right,how='inner',on='key')\n",
-    "print(\"\\nAfter simple merging with 'inner' method\\n\",'-'*50, sep='')\n",
-    "print(merge1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Merging on a set of keys"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 190,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "left = pd.DataFrame({'key1': ['K0', 'K0', 'K1', 'K2'],\n",
-    "                     'key2': ['K0', 'K1', 'K0', 'K1'],\n",
-    "                        'A': ['A0', 'A1', 'A2', 'A3'],\n",
-    "                        'B': ['B0', 'B1', 'B2', 'B3']})\n",
-    "    \n",
-    "right = pd.DataFrame({'key1': ['K0', 'K1', 'K1', 'K2'],\n",
-    "                               'key2': ['K0', 'K0', 'K0', 'K0'],\n",
-    "                                  'C': ['C0', 'C1', 'C2', 'C3'],\n",
-    "                                  'D': ['D0', 'D1', 'D2', 'D3']})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 193,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th>key1</th>\n",
-       "      <th>key2</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>A0</td>\n",
-       "      <td>B0</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>K0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>A1</td>\n",
-       "      <td>B1</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>K1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>A2</td>\n",
-       "      <td>B2</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>K0</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>A3</td>\n",
-       "      <td>B3</td>\n",
-       "      <td>K2</td>\n",
-       "      <td>K1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    A   B key1 key2\n",
-       "0  A0  B0   K0   K0\n",
-       "1  A1  B1   K0   K1\n",
-       "2  A2  B2   K1   K0\n",
-       "3  A3  B3   K2   K1"
-      ]
-     },
-     "execution_count": 193,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "left"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 194,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
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-       "\n",
-       "    .dataframe thead th {\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>C</th>\n",
-       "      <th>D</th>\n",
-       "      <th>key1</th>\n",
-       "      <th>key2</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>C0</td>\n",
-       "      <td>D0</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>K0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>C1</td>\n",
-       "      <td>D1</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>K0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>C2</td>\n",
-       "      <td>D2</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>K0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>C3</td>\n",
-       "      <td>D3</td>\n",
-       "      <td>K2</td>\n",
-       "      <td>K0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
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-       "</div>"
-      ],
-      "text/plain": [
-       "    C   D key1 key2\n",
-       "0  C0  D0   K0   K0\n",
-       "1  C1  D1   K1   K0\n",
-       "2  C2  D2   K1   K0\n",
-       "3  C3  D3   K2   K0"
-      ]
-     },
-     "execution_count": 194,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "right"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 191,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
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-       "      <th></th>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th>key1</th>\n",
-       "      <th>key2</th>\n",
-       "      <th>C</th>\n",
-       "      <th>D</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>A0</td>\n",
-       "      <td>B0</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>C0</td>\n",
-       "      <td>D0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>A2</td>\n",
-       "      <td>B2</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>C1</td>\n",
-       "      <td>D1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>A2</td>\n",
-       "      <td>B2</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>C2</td>\n",
-       "      <td>D2</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    A   B key1 key2   C   D\n",
-       "0  A0  B0   K0   K0  C0  D0\n",
-       "1  A2  B2   K1   K0  C1  D1\n",
-       "2  A2  B2   K1   K0  C2  D2"
-      ]
-     },
-     "execution_count": 191,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.merge(left, right, on=['key1', 'key2'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 192,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
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-       "      <th></th>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th>key1</th>\n",
-       "      <th>key2</th>\n",
-       "      <th>C</th>\n",
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-       "      <th>0</th>\n",
-       "      <td>A0</td>\n",
-       "      <td>B0</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>C0</td>\n",
-       "      <td>D0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>A1</td>\n",
-       "      <td>B1</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
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-       "      <td>K1</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>A2</td>\n",
-       "      <td>B2</td>\n",
-       "      <td>K1</td>\n",
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-       "      <td>C2</td>\n",
-       "      <td>D2</td>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>A3</td>\n",
-       "      <td>B3</td>\n",
-       "      <td>K2</td>\n",
-       "      <td>K1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>K2</td>\n",
-       "      <td>K0</td>\n",
-       "      <td>C3</td>\n",
-       "      <td>D3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
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-       "     A    B key1 key2    C    D\n",
-       "0   A0   B0   K0   K0   C0   D0\n",
-       "1   A1   B1   K0   K1  NaN  NaN\n",
-       "2   A2   B2   K1   K0   C1   D1\n",
-       "3   A2   B2   K1   K0   C2   D2\n",
-       "4   A3   B3   K2   K1  NaN  NaN\n",
-       "5  NaN  NaN   K2   K0   C3   D3"
-      ]
-     },
-     "execution_count": 192,
-     "metadata": {},
-     "output_type": "execute_result"
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-   ],
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-    "pd.merge(left, right, how='outer',on=['key1', 'key2'])"
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-   "cell_type": "code",
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-       "    A   B key1 key2    C    D\n",
-       "0  A0  B0   K0   K0   C0   D0\n",
-       "1  A1  B1   K0   K1  NaN  NaN\n",
-       "2  A2  B2   K1   K0   C1   D1\n",
-       "3  A2  B2   K1   K0   C2   D2\n",
-       "4  A3  B3   K2   K1  NaN  NaN"
-      ]
-     },
-     "execution_count": 195,
-     "metadata": {},
-     "output_type": "execute_result"
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-    "pd.merge(left, right, how='left',on=['key1', 'key2'])"
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-   "cell_type": "code",
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-       "     A    B key1 key2   C   D\n",
-       "0   A0   B0   K0   K0  C0  D0\n",
-       "1   A2   B2   K1   K0  C1  D1\n",
-       "2   A2   B2   K1   K0  C2  D2\n",
-       "3  NaN  NaN   K2   K0  C3  D3"
-      ]
-     },
-     "execution_count": 196,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.merge(left, right, how='right',on=['key1', 'key2'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Joining\n",
-    "Joining is a convenient method for combining the columns of two potentially differently-indexed DataFrames into a single DataFrame based on **'index keys'**."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 197,
-   "metadata": {
-    "collapsed": true
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-   "outputs": [],
-   "source": [
-    "left = pd.DataFrame({'A': ['A0', 'A1', 'A2'],\n",
-    "                     'B': ['B0', 'B1', 'B2']},\n",
-    "                      index=['K0', 'K1', 'K2']) \n",
-    "\n",
-    "right = pd.DataFrame({'C': ['C0', 'C2', 'C3'],\n",
-    "                    'D': ['D0', 'D2', 'D3']},\n",
-    "                      index=['K0', 'K2', 'K3'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 198,
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-       "     A   B\n",
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-    "left"
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-       "     C   D\n",
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-       "     A   B    C    D\n",
-       "K0  A0  B0   C0   D0\n",
-       "K1  A1  B1  NaN  NaN\n",
-       "K2  A2  B2   C2   D2"
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-     },
-     "execution_count": 200,
-     "metadata": {},
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-    "left.join(right)"
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-    "collapsed": false
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-    {
-     "data": {
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-       "      A    B    C    D\n",
-       "K0   A0   B0   C0   D0\n",
-       "K1   A1   B1  NaN  NaN\n",
-       "K2   A2   B2   C2   D2\n",
-       "K3  NaN  NaN   C3   D3"
-      ]
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-    "left.join(right, how='outer')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Useful operations\n",
-    "### head() and unique values\n",
-    "* head()\n",
-    "* unique()\n",
-    "* nunique()\n",
-    "* value_count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 232,
-   "metadata": {
-    "collapsed": false
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-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>222</td>\n",
-       "      <td>fff</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>666</td>\n",
-       "      <td>gg</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>777</td>\n",
-       "      <td>h</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
-       "      <td>666</td>\n",
-       "      <td>iii</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>555</td>\n",
-       "      <td>j</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   col1  col2  col3\n",
-       "0     1   444   aaa\n",
-       "1     2   555    bb\n",
-       "2     3   666     c\n",
-       "3     4   444    dd\n",
-       "4     5   333  eeee\n",
-       "5     6   222   fff\n",
-       "6     7   666    gg\n",
-       "7     8   777     h\n",
-       "8     9   666   iii\n",
-       "9    10   555     j"
-      ]
-     },
-     "execution_count": 232,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "df = pd.DataFrame({'col1':[1,2,3,4,5,6,7,8,9,10],\n",
-    "                   'col2':[444,555,666,444,333,222,666,777,666,555],\n",
-    "                   'col3':'aaa bb c dd eeee fff gg h iii j'.split()})\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 233,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Method head() is for showing first few entries\n",
-      "--------------------------------------------------\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>col1</th>\n",
-       "      <th>col2</th>\n",
-       "      <th>col3</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>444</td>\n",
-       "      <td>aaa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>555</td>\n",
-       "      <td>bb</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>666</td>\n",
-       "      <td>c</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>444</td>\n",
-       "      <td>dd</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>333</td>\n",
-       "      <td>eeee</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   col1  col2  col3\n",
-       "0     1   444   aaa\n",
-       "1     2   555    bb\n",
-       "2     3   666     c\n",
-       "3     4   444    dd\n",
-       "4     5   333  eeee"
-      ]
-     },
-     "execution_count": 233,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(\"\\nMethod head() is for showing first few entries\\n\",'-'*50, sep='')\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 239,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Finding unique values in 'col2'\n",
-      "----------------------------------------\n",
-      "[444 555 666 333 222 777]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nFinding unique values in 'col2'\\n\",'-'*40, sep='') # Note 'unique' method applies to pd.series only\n",
-    "print(df['col2'].unique())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 238,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Finding number of unique values in 'col2'\n",
-      "---------------------------------------------\n",
-      "6\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nFinding number of unique values in 'col2'\\n\",'-'*45, sep='')\n",
-    "print(df['col2'].nunique())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 237,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Table of unique values in 'col2'\n",
-      "----------------------------------------\n",
-      "666    3\n",
-      "444    2\n",
-      "555    2\n",
-      "222    1\n",
-      "333    1\n",
-      "777    1\n",
-      "Name: col2, dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nTable of unique values in 'col2'\\n\",'-'*40, sep='')\n",
-    "t1=df['col2'].value_counts()\n",
-    "print(t1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Applying functions\n",
-    "Pandas work with **'apply'** method to accept any user-defined function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 229,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "# Define a function\n",
-    "def testfunc(x):\n",
-    "    if (x> 500):\n",
-    "        return (10*np.log10(x))\n",
-    "    else:\n",
-    "        return (x/10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 286,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "   col1  col2  col3  FuncApplied\n",
-      "0     1   444   aaa    44.400000\n",
-      "1     2   555    bb    27.442930\n",
-      "2     3   666     c    28.234742\n",
-      "3     4   444    dd    44.400000\n",
-      "4     5   333  eeee    33.300000\n",
-      "5     6   222   fff    22.200000\n",
-      "6     7   666    gg    28.234742\n",
-      "7     8   777     h    28.904210\n",
-      "8     9   666   iii    28.234742\n",
-      "9    10   555     j    27.442930\n"
-     ]
-    }
-   ],
-   "source": [
-    "df['FuncApplied'] = df['col2'].apply(testfunc)\n",
-    "print(df)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Apply works with built-in function too!**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 287,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "   col1  col2  col3  FuncApplied  col3length\n",
-      "0     1   444   aaa    44.400000           3\n",
-      "1     2   555    bb    27.442930           2\n",
-      "2     3   666     c    28.234742           1\n",
-      "3     4   444    dd    44.400000           2\n",
-      "4     5   333  eeee    33.300000           4\n",
-      "5     6   222   fff    22.200000           3\n",
-      "6     7   666    gg    28.234742           2\n",
-      "7     8   777     h    28.904210           1\n",
-      "8     9   666   iii    28.234742           3\n",
-      "9    10   555     j    27.442930           1\n"
-     ]
-    }
-   ],
-   "source": [
-    "df['col3length']= df['col3'].apply(len)\n",
-    "print(df)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Combine 'apply' with lambda expession for in-line calculations**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 265,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    6.663332\n",
-       "1    5.238600\n",
-       "2    5.313637\n",
-       "3    6.663332\n",
-       "4    5.770615\n",
-       "5    4.711688\n",
-       "6    5.313637\n",
-       "7    5.376264\n",
-       "8    5.313637\n",
-       "9    5.238600\n",
-       "Name: FuncApplied, dtype: float64"
-      ]
-     },
-     "execution_count": 265,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df['FuncApplied'].apply(lambda x: np.sqrt(x))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Standard statistical functions directly apply to columns**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 267,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Sum of the column 'FuncApplied' is:  312.7942967255717\n",
-      "Mean of the column 'FuncApplied' is:  31.27942967255717\n",
-      "Std dev of the column 'FuncApplied' is:  7.4065059423607895\n",
-      "Min and max of the column 'FuncApplied' are:  22.2 and 44.4\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nSum of the column 'FuncApplied' is: \",df['FuncApplied'].sum())\n",
-    "print(\"Mean of the column 'FuncApplied' is: \",df['FuncApplied'].mean())\n",
-    "print(\"Std dev of the column 'FuncApplied' is: \",df['FuncApplied'].std())\n",
-    "print(\"Min and max of the column 'FuncApplied' are: \",df['FuncApplied'].min(),\"and\",df['FuncApplied'].max())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Deletion, sorting, list of column and row names"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Getting the names of the columns**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 278,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Name of columns\n",
-      "--------------------\n",
-      "Index(['col1', 'col2', 'col3', 'FuncApplied', 'col3length'], dtype='object')\n",
-      "\n",
-      "Column names in a list of strings for later manipulation: ['col1', 'col2', 'col3', 'FuncApplied', 'col3length']\n",
-      "\n",
-      "Deleting last column by 'del' command (this affects the dataframe immediately, unlike drop method\n",
-      "----------------------------------------------------------------------------------------------------\n",
-      "   col1  col2  col3  FuncApplied\n",
-      "0     1   444   aaa    44.400000\n",
-      "1     2   555    bb    27.442930\n",
-      "2     3   666     c    28.234742\n",
-      "3     4   444    dd    44.400000\n",
-      "4     5   333  eeee    33.300000\n",
-      "5     6   222   fff    22.200000\n",
-      "6     7   666    gg    28.234742\n",
-      "7     8   777     h    28.904210\n",
-      "8     9   666   iii    28.234742\n",
-      "9    10   555     j    27.442930\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nName of columns\\n\",'-'*20, sep='')\n",
-    "print(df.columns)\n",
-    "l = list(df.columns)\n",
-    "print(\"\\nColumn names in a list of strings for later manipulation:\",l)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Deletion by 'del' command** # This affects the dataframe immediately, unlike drop method."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 289,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Deleting last column by 'del' command\n",
-      "--------------------------------------------------\n",
-      "   col1  col2  col3  FuncApplied\n",
-      "0     1   444   aaa    44.400000\n",
-      "1     2   555    bb    27.442930\n",
-      "2     3   666     c    28.234742\n",
-      "3     4   444    dd    44.400000\n",
-      "4     5   333  eeee    33.300000\n",
-      "5     6   222   fff    22.200000\n",
-      "6     7   666    gg    28.234742\n",
-      "7     8   777     h    28.904210\n",
-      "8     9   666   iii    28.234742\n",
-      "9    10   555     j    27.442930\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nDeleting last column by 'del' command\\n\",'-'*50, sep='')\n",
-    "del df['col3length']\n",
-    "print(df)\n",
-    "df['col3length']= df['col3'].apply(len)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Sorting and Ordering a DataFrame **"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 290,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>col1</th>\n",
-       "      <th>col2</th>\n",
-       "      <th>col3</th>\n",
-       "      <th>FuncApplied</th>\n",
-       "      <th>col3length</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>222</td>\n",
-       "      <td>fff</td>\n",
-       "      <td>22.200000</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>333</td>\n",
-       "      <td>eeee</td>\n",
-       "      <td>33.300000</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>444</td>\n",
-       "      <td>aaa</td>\n",
-       "      <td>44.400000</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>444</td>\n",
-       "      <td>dd</td>\n",
-       "      <td>44.400000</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>555</td>\n",
-       "      <td>bb</td>\n",
-       "      <td>27.442930</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>555</td>\n",
-       "      <td>j</td>\n",
-       "      <td>27.442930</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>666</td>\n",
-       "      <td>c</td>\n",
-       "      <td>28.234742</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>666</td>\n",
-       "      <td>gg</td>\n",
-       "      <td>28.234742</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
-       "      <td>666</td>\n",
-       "      <td>iii</td>\n",
-       "      <td>28.234742</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>777</td>\n",
-       "      <td>h</td>\n",
-       "      <td>28.904210</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   col1  col2  col3  FuncApplied  col3length\n",
-       "5     6   222   fff    22.200000           3\n",
-       "4     5   333  eeee    33.300000           4\n",
-       "0     1   444   aaa    44.400000           3\n",
-       "3     4   444    dd    44.400000           2\n",
-       "1     2   555    bb    27.442930           2\n",
-       "9    10   555     j    27.442930           1\n",
-       "2     3   666     c    28.234742           1\n",
-       "6     7   666    gg    28.234742           2\n",
-       "8     9   666   iii    28.234742           3\n",
-       "7     8   777     h    28.904210           1"
-      ]
-     },
-     "execution_count": 290,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.sort_values(by='col2') #inplace=False by default"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 292,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>col1</th>\n",
-       "      <th>col2</th>\n",
-       "      <th>col3</th>\n",
-       "      <th>FuncApplied</th>\n",
-       "      <th>col3length</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>444</td>\n",
-       "      <td>aaa</td>\n",
-       "      <td>44.400000</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>444</td>\n",
-       "      <td>dd</td>\n",
-       "      <td>44.400000</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>333</td>\n",
-       "      <td>eeee</td>\n",
-       "      <td>33.300000</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>777</td>\n",
-       "      <td>h</td>\n",
-       "      <td>28.904210</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>666</td>\n",
-       "      <td>c</td>\n",
-       "      <td>28.234742</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>666</td>\n",
-       "      <td>gg</td>\n",
-       "      <td>28.234742</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
-       "      <td>666</td>\n",
-       "      <td>iii</td>\n",
-       "      <td>28.234742</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>555</td>\n",
-       "      <td>bb</td>\n",
-       "      <td>27.442930</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>555</td>\n",
-       "      <td>j</td>\n",
-       "      <td>27.442930</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>222</td>\n",
-       "      <td>fff</td>\n",
-       "      <td>22.200000</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   col1  col2  col3  FuncApplied  col3length\n",
-       "0     1   444   aaa    44.400000           3\n",
-       "3     4   444    dd    44.400000           2\n",
-       "4     5   333  eeee    33.300000           4\n",
-       "7     8   777     h    28.904210           1\n",
-       "2     3   666     c    28.234742           1\n",
-       "6     7   666    gg    28.234742           2\n",
-       "8     9   666   iii    28.234742           3\n",
-       "1     2   555    bb    27.442930           2\n",
-       "9    10   555     j    27.442930           1\n",
-       "5     6   222   fff    22.200000           3"
-      ]
-     },
-     "execution_count": 292,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.sort_values(by='FuncApplied',ascending=False) #inplace=False by default"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Find Null Values or Check for Null Values**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 294,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>col1</th>\n",
-       "      <th>col2</th>\n",
-       "      <th>col3</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>abc</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>555.0</td>\n",
-       "      <td>def</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3.0</td>\n",
-       "      <td>666.0</td>\n",
-       "      <td>ghi</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>444.0</td>\n",
-       "      <td>xyz</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   col1   col2 col3\n",
-       "0   1.0    NaN  abc\n",
-       "1   2.0  555.0  def\n",
-       "2   3.0  666.0  ghi\n",
-       "3   NaN  444.0  xyz"
-      ]
-     },
-     "execution_count": 294,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame({'col1':[1,2,3,np.nan],\n",
-    "                   'col2':[np.nan,555,666,444],\n",
-    "                   'col3':['abc','def','ghi','xyz']})\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 295,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>col1</th>\n",
-       "      <th>col2</th>\n",
-       "      <th>col3</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    col1   col2   col3\n",
-       "0  False   True  False\n",
-       "1  False  False  False\n",
-       "2  False  False  False\n",
-       "3   True  False  False"
-      ]
-     },
-     "execution_count": 295,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.isnull()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 296,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>col1</th>\n",
-       "      <th>col2</th>\n",
-       "      <th>col3</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>FILL</td>\n",
-       "      <td>abc</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>555</td>\n",
-       "      <td>def</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>666</td>\n",
-       "      <td>ghi</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>FILL</td>\n",
-       "      <td>444</td>\n",
-       "      <td>xyz</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   col1  col2 col3\n",
-       "0     1  FILL  abc\n",
-       "1     2   555  def\n",
-       "2     3   666  ghi\n",
-       "3  FILL   444  xyz"
-      ]
-     },
-     "execution_count": 296,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.fillna('FILL')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Pivot Table**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 297,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th>C</th>\n",
-       "      <th>D</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>foo</td>\n",
-       "      <td>one</td>\n",
-       "      <td>x</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>foo</td>\n",
-       "      <td>one</td>\n",
-       "      <td>y</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>foo</td>\n",
-       "      <td>two</td>\n",
-       "      <td>x</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>bar</td>\n",
-       "      <td>two</td>\n",
-       "      <td>y</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>bar</td>\n",
-       "      <td>one</td>\n",
-       "      <td>x</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>bar</td>\n",
-       "      <td>one</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     A    B  C  D\n",
-       "0  foo  one  x  1\n",
-       "1  foo  one  y  3\n",
-       "2  foo  two  x  2\n",
-       "3  bar  two  y  5\n",
-       "4  bar  one  x  4\n",
-       "5  bar  one  y  1"
-      ]
-     },
-     "execution_count": 297,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data = {'A':['foo','foo','foo','bar','bar','bar'],\n",
-    "     'B':['one','one','two','two','one','one'],\n",
-    "       'C':['x','y','x','y','x','y'],\n",
-    "       'D':[1,3,2,5,4,1]}\n",
-    "\n",
-    "df = pd.DataFrame(data)\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 303,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>C</th>\n",
-       "      <th>x</th>\n",
-       "      <th>y</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">bar</th>\n",
-       "      <th>one</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>two</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">foo</th>\n",
-       "      <th>one</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>two</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "C          x    y\n",
-       "A   B            \n",
-       "bar one  4.0  1.0\n",
-       "    two  NaN  5.0\n",
-       "foo one  1.0  3.0\n",
-       "    two  2.0  NaN"
-      ]
-     },
-     "execution_count": 303,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Index out of 'A' and 'B', columns from 'C', actual numerical values from 'D'\n",
-    "df.pivot_table(values='D',index=['A', 'B'],columns=['C'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 302,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>C</th>\n",
-       "      <th>x</th>\n",
-       "      <th>y</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">bar</th>\n",
-       "      <th>one</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>two</th>\n",
-       "      <td>FILLED</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">foo</th>\n",
-       "      <th>one</th>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>two</th>\n",
-       "      <td>2</td>\n",
-       "      <td>FILLED</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "C             x       y\n",
-       "A   B                  \n",
-       "bar one       4       1\n",
-       "    two  FILLED       5\n",
-       "foo one       1       3\n",
-       "    two       2  FILLED"
-      ]
-     },
-     "execution_count": 302,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Index out of 'A' and 'B', columns from 'C', actual numerical values from 'D'\n",
-    "df.pivot_table(values='D',index=['A', 'B'],columns=['C'], fill_value='FILLED')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Pandas built-in Visualization"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Import packages**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 304,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Read in the CSV data file**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 308,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "      <th>C</th>\n",
-       "      <th>D</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2000-01-01</th>\n",
-       "      <td>1.339091</td>\n",
-       "      <td>-0.163643</td>\n",
-       "      <td>-0.646443</td>\n",
-       "      <td>1.041233</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2000-01-02</th>\n",
-       "      <td>-0.774984</td>\n",
-       "      <td>0.137034</td>\n",
-       "      <td>-0.882716</td>\n",
-       "      <td>-2.253382</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2000-01-03</th>\n",
-       "      <td>-0.921037</td>\n",
-       "      <td>-0.482943</td>\n",
-       "      <td>-0.417100</td>\n",
-       "      <td>0.478638</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2000-01-04</th>\n",
-       "      <td>-1.738808</td>\n",
-       "      <td>-0.072973</td>\n",
-       "      <td>0.056517</td>\n",
-       "      <td>0.015085</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2000-01-05</th>\n",
-       "      <td>-0.905980</td>\n",
-       "      <td>1.778576</td>\n",
-       "      <td>0.381918</td>\n",
-       "      <td>0.291436</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                   A         B         C         D\n",
-       "2000-01-01  1.339091 -0.163643 -0.646443  1.041233\n",
-       "2000-01-02 -0.774984  0.137034 -0.882716 -2.253382\n",
-       "2000-01-03 -0.921037 -0.482943 -0.417100  0.478638\n",
-       "2000-01-04 -1.738808 -0.072973  0.056517  0.015085\n",
-       "2000-01-05 -0.905980  1.778576  0.381918  0.291436"
-      ]
-     },
-     "execution_count": 308,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df1=pd.read_csv('df1.csv', index_col=0)\n",
-    "df1.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 320,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>a</th>\n",
-       "      <th>b</th>\n",
-       "      <th>c</th>\n",
-       "      <th>d</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0.039762</td>\n",
-       "      <td>0.218517</td>\n",
-       "      <td>0.103423</td>\n",
-       "      <td>0.957904</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0.937288</td>\n",
-       "      <td>0.041567</td>\n",
-       "      <td>0.899125</td>\n",
-       "      <td>0.977680</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0.780504</td>\n",
-       "      <td>0.008948</td>\n",
-       "      <td>0.557808</td>\n",
-       "      <td>0.797510</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0.672717</td>\n",
-       "      <td>0.247870</td>\n",
-       "      <td>0.264071</td>\n",
-       "      <td>0.444358</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0.053829</td>\n",
-       "      <td>0.520124</td>\n",
-       "      <td>0.552264</td>\n",
-       "      <td>0.190008</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          a         b         c         d\n",
-       "0  0.039762  0.218517  0.103423  0.957904\n",
-       "1  0.937288  0.041567  0.899125  0.977680\n",
-       "2  0.780504  0.008948  0.557808  0.797510\n",
-       "3  0.672717  0.247870  0.264071  0.444358\n",
-       "4  0.053829  0.520124  0.552264  0.190008"
-      ]
-     },
-     "execution_count": 320,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df2=pd.read_csv('df2')\n",
-    "df2.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Histogram of a single column**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 310,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2998d34be10>"
-      ]
-     },
-     "execution_count": 310,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2998d34b390>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1['A'].hist()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Histogram with a different set of arguments (list of columns, bins, figure size, etc)**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 312,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002998D985E48>,\n",
-       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002998D9E6F60>]], dtype=object)"
-      ]
-     },
-     "execution_count": 312,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2998d824470>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1.hist(column=['B','C'],bins=20,figsize=(10,4))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Histogram with generic plot method of Pandas**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 325,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2999061ac18>"
-      ]
-     },
-     "execution_count": 325,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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s0b17d4+qqsrdnqup6dnmfHyQdc0P6wpEeC3IJWuZH9Z1z7Iq0V/5yldiw4YN8corr8Tx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\nJFKiAQAg0f8Hj3frIywNd9YAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2998f659550>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1.plot(kind='hist', bins=30, grid=True, figsize=(12,7))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Area plot**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 323,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2998db84780>"
-      ]
-     },
-     "execution_count": 323,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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B7R3aZwghKE/J4HgGW6ttbK93xi50OMlEUYxO8zDLN6P7mMxhGZTWtVHdy2a4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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2998e163f98>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import seaborn as sns #Plot style will change to Seaborn package style from now on\n",
-    "df2.plot.area(alpha=0.4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Bar plot (with and without stacking)**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 326,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x29990bceba8>"
-      ]
-     },
-     "execution_count": 326,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2998f3aeda0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df2.plot.bar()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 328,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x29990f4bda0>"
-      ]
-     },
-     "execution_count": 328,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x29990cfb518>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df2.plot.bar(stacked=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Lineplot**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 331,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x299911693c8>"
-      ]
-     },
-     "execution_count": 331,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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juKh8wgjERzcaGDM6MPfz7Q/mMGKYnqoMXcCAvI6aPGpQXr7xSUjLJ+y4jr0V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\nsD8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n6sAVqHnnZayoeVJewxxXb1ZRSYSeJxa2G+qzOb2uNJvy57seO4kvXfsSOp0WkihC\nJYuRZrl+x5MoBvqy70l+dd/yCg6sdbTTSApUF4/eBvG/NwC8Kt8DpVzQWW6qPpV9Tj4Y9WG7bd7z\nPGdq/uLIwbA4X9OfxQpRb9SquDaQ83UlEwAfgrPi/FuvmvFyvetGhxrRHBAlwFC+74mI8Ztv/jTm\nquYc9ZcT51lcOr2K398COvM1fOvbcpwCQGe5Wbh2b9hHziRtrmC5G6m4/fiq7OtYVtUVvOhrjbP9\n2/I6823TX/ObdWR5imolxlyzhspm4py3Wo3Rnquho3wvolYtLTWRC4F6NcJ2ZsAUmXMErHUW0Gm2\nUK3EaNSqbltzjsf3vwn3nTAKUZ+N/w0YgEYjQRKb97n5rSrCHANpO3KK3/3ud+Pd7373Tk6h7cqV\ndef3ra0+yNX3P7u2vaW4xAypxNkL3zm3cCe+9qL893AA9CEf3iuvbKDfG+qdwtWrmwCAG+s9DBpD\n61zqgajdSncz1WoWr7y6ATFU4fwN4ErPvTbZoC+Rye3tPgb9oazkk8v7ybMch6PbcG5hCVeurONa\ndxuDYWAg232y2UeW5oV7ZQA21rcBJa+1fmMAlnG88sqm873esIcsM8dvrMvd5HCYARy4+vImYmEJ\n7Q9k2Me/nm0PdR7E1659wznvUwefQH0whytX1jG0kDOKO6/3NjUSdv3aNm70uuj1B84wzQYScQpd\n+/qGbPdgkBY+7/boOW/ixjVZ/rfXlc9bTU/Iskwft77e1de9cmVd7k5Thm53iCtX1tFV/MdXXtnA\nVgnaRnqTobau35BtvX5jG/2+POe1a1sYDlKs35BZ8P3eENeubSG91sEXrv4/yPMcr7y8iWE3RzrM\ndbuyFMgzhsG2otSkebAPyD70xjvxif/7d5D2cvStMOfVVzbRjXNsbBg0YdjPsL3FUK8cABrA+o0u\nemrCW78u25nnxbEHALxfAyCRyyzNkWc5rl/rojcYyIiOem9evboFbMn3pt8dqmczwLVX5fljzrC9\n2QteY3urD6jrdzotbG8OgDzc56Ps+o1t2BNi2lc89m2Dat24sV163mcePIJ/9rtfxtdf2ij9zsN3\n7NWfXb+2pf++viHHo36m1IZUcl9fftlU5sv6ABKgt2meL1FLtja2ceP6Nnp/dh+w+kUM+qn28we9\nYbBd/V5/bF+xnKG7NZQVvQD01IJ+Mn8YtUEL5w9neN8bT+GzV/8V8gF3zvdQ50HELx3HH+LPcO3V\nTfS6Q6TDDNdf7aobkv27vTXQx5FAPz3zbUWr6HflPVOy3dVXNhFxF/ka9uW8Yreh02nJuVUVbACX\n11jf6KK7PUB32z3HlSvrSIe5LuO7tSX7aDDIgMycu9c1fXptaxt5Dmxu0H0plCvn2FiXcychev1u\nildflXPw1mZPKwjQuQa9VK8v2jL3ntZVYtnVq5tINwX6XdlHcu5mqMUCN7ZSXF/vIksz59gMsnJc\npsbbgeZ+vLx1FVeurOPIahOR4IUx4Vxb3aNci4H+lhwPr7yyoTdv62oOoeMePLcXf3nti7hyZR2b\nqj9eeXkTiVpXut2+uvchhgPZ3izNMRzKUtHdrhwfTPVrd3uoE+0GPTN2GDNlkuX8CIDnDqpL82sU\n0X3Kz7Y2ZB/euL6NKwndLwMySXV49fo2llqJvlZXzVWDXobtfg+9riyEMUQfyJJCHw775jlcu2YS\nAwFgOMh0NOnqy5t6U3Rl3e73badPL51Yxp//ZQVsS40rtcZtbnQL1+6nA1n5ctBF0Zgju3lstYkr\nV9ax1KpCCJn4PO18OlDP88YN05bN9R4G2RCDforu1lCPP7IszbC12TP+iZKRvX5tC/sXa3j+qdvw\nDz/3NRDBk1DejesD8O11DAc5Br1iWzc23LUjHcp+3t4eILXuLUmrIylwN4U+sRvGGIBMYKWyp/iZ\nBYVnJR7/G/c+rekTNzYHOowlOcXcCUsDRfoEOc0nD8js0HpUd7i6tagG5EbZIWQckqZx/tgSLp9Z\ntcgT0NXB9HeZKKpP2EYC+oFHxhhleecAS/Hf/69/5dSBJ0vRd2gAmlISCKcDMoQ7ieyVn7x4+/Jp\no2HscHnkL71hzwudMfgJUI7+qn89zcUtfs6t3aXOZrdktOyS3/L7Ln1iLmnKUpQWB93+Wbx3uPqY\nnhmaDjR9ghLt7DKbUn2igsPNw+q8rMApTjMGAaF5sH5FO99qamzmcLWoDW3GjCXBlcKE5ttJrWkG\no7ZQlojBredBoWWSELPVPhxes7p0HHHMJS284dBjOHGgXao3HEUsoD4xI30ikGhHTdNUlhK7w6JD\nhOyXf+g+vMPiEdt9ZjiQPn3C/Fcfx2LkKUdkSUHWq5Hm3dmJXjbVKDQefvb7L47MtiYjPj0AVVRF\nnmtR7AFnHNUkwiN3Ss34SlTkFAs7HKtClFqDOi9SU0h9gritRP2gNpgCQFPSJ5hBxHJYiXYBDq2U\nmqPxqf7mUXNs+kEzbuD4/JEC71PwqEifcLjHTCUAulQMfw7zuZK++oTm7XJ5vna9Cs6YVodxLVfJ\nuPKYO5fP6k/OHV3C6UNybbMpc7bR2TTXOyBlZtMnAFUKWR2pteqd+6H7cPMD5Hxh5hItlcioUJf7\n/DjRKqxzMJabZPnISIzp4/Q7HqBJ5aR2BMmpt65FeQKCC12pLRYRsrJEO27fm/6X+i8Pzoe2+blF\n544u4fi+BZAyiqazhOgTgKJPqA1aZs0/6wuIUfO02YEff9d5LM1VRxb+KTNDnzB/41xGgWkNKSis\nCKbqQsiDtAa1onDM1RNZjdHj0xP/Oqg+AZfrTm3iTJYft+U8H9p3Hx7ef1/pPb1mnWI5iXD86PkP\nBT6jZrOg8wfAiF4DGA7tyUkRyz1OcX+QOlzB0welJu35o3IR3N/aC/GVywAkV6sRNcCyZCSvkSbF\n/Z0mju1tQ5NcQG0wT1FwSU7XFrit0CRK9xQJAXCZ2IRcZvbb9qN3fAC3x4+4LyI5xbpvfO5PNPL+\nzGnKU55cR0jt/tOeSWRTfMWc+ND6nsrlxkyWdfh6xIPmllMcC+K9uslpzFoUAeBn7v4o5pKWlfUN\n56dvUsGj3Cm2+29ze4CrN7rqhTf3wS2O4uHWEf19u6IdB0c2VGOACz0WRm1aqO+3h133OQQ2QYJL\noXvSwiZ5LpnNO3oSNxnI8szEV8+VJJumIjncTDWxKx7iW4+9Ee94+JguHe3bgU7TcUhnTbTLvVKy\nxYqD5Rx6Mif64VlnvuZuurgpGqGLdxQS7bizMQPk8+j+x9c5C1W9EumiF8LOHLfaHOqTE/vnx94T\nHRsLyylWC8/aYqPw3ZAkm52USsoKsccptl0kOcdbiXZeQhdjDL/x2K8E56BohPqEzVfMc5NoF0o2\nFEwYtQjmtc06H1k9ruHvnH1Oj6FYJ0pZMpS5+2wApT4Bd2zZG7u3HX0Kjx98Xakkm5bpooqOHOj/\n1Z3oNOckamrpFJsLyEJFdM679lzAr73ulwp98J++/56SuZT6SHFbeVz43t6lBuYaLrXFjIOi80lr\nrObBq3szjqJ7TTO/MSSWYyOfiaeBznKtRhULs6mjzTRxioNJmionIhIc61t9N9HO4xQzyIp2GRs4\naweZzykGAJ4ZxSBf1aPQlADIIhjX8yolxCVBTrHcLNBcY3P9B399Djyrwq4XYLdzFvUJylWw3TBu\nPTtbnpUs4lwLHgCWU6zXWvmucG/zYMo8i2BhGN9fYOo/T10+iMcvHSh8v8xumlN8+fJl/Nqv/drM\nx1+5JkMI7WZx8jULQDlKxzmDZiPkpuAALaZCS2Uprk8tds5FZURtbd1saGqsN+MmWFpealS2z5VA\nsVUvjuydw8KcOT7hCfppHwwMv/7oL8NHjkx2bBlSLIuJSESm6BSfXjqJllgI7tq1Q+BdM+JiIjRu\nlAqC/Vd66XppX5+XSPBfvPZlDBf+2nyXRaWIXUgbUX9mLTy2cL7JyneLTxCCU7gfDykuRa1ZebSC\nzkXHf/PlTfyL//erOvHHPjedn5BiAG5FO8UpFkwqY0TKYZ3E2emmPQfRYIUFBwDLMFAKExSR8JVT\nSpFia5JnnKQHuVYU8ZEJwPRrWFaoaPs6TTxiVbYsexfGmS+T5hff4Xz8pDgYTq6qI1SC4JsOP47L\na3fJawQmb//94YwBA3d+qVcj1CrkQKpnwgSE7RRPMB7KjDNunGKSMcyBkwfd4klH24dwZulU4Xhh\njRNSVqC5gTjFxUpxJgIgPKR4lIUk4cx5jbNJOsWcl1QgtJ1i5310Ed3QNQCTbOxW7jLjnR5HpBIj\nfaSY1p8DrX1oRPXCtYpIMT13hux6B/PNioUUe+1U8pNOQm2gVD0AHN07h2N73bLmzJo/6Vh/7L7/\nzafxDz5yv3MMs9ZM6gcyKU9WnKe5tR7Ia3oOtZWQaX/PfX/Nuy2r9XH9b9UQdazbrk9/4DJW2g0s\nNhuoVSK8ut4LSrVSLQHGpIZ8ynq6yI5tbmEJ+bPe26+vzQJrjm2hRF7OOKDAE4MUh9QnyIGUG5V6\n4r4nsqhr8bkwhpnUJ+g5bPctXXELdBGsKAk410gcCUaeVZxzMc6QbbRRXT+m2snBEVljJIwUF2RT\nmWxDHImJ1xlgh5zim2mj0BizwLNSh0Rwps/xxKWD2P4belDmYcnfGf7LH38QScTxs7/3T83xVuiO\nFuBUFbrI8hy3dQ7hnq+8aeQ9+GgWo60LgOceP+l8N+YR0jzT4vC+ve8NtyFlN0omaDWJiKFGZPzF\nX36POfCqjS6FVCakvu0ECJN33sJnVjsTHqOfDRx0OnS/UUk/6PuAWSD865nwHS2y5BQX75OBFVD5\n0CQ9ykEPSemRCe88w2EGKiJo0w7ofV6tr+Ljl34EgCx3rmWQINFEzqiMdoSF6nxB3ztk28MuqpWK\ndE5sdMW6qQqvYDjsyUgKIcVKr9kJ2Zb0AZ2PSuBq+gQbjRRPIhUWskkQ3ZD5r4UjhQQE3wPfRs1N\nvjVrEd7+0BE8cdQgFT4Fiqkr2xbajNUrsV6shTBjhyhI5lyz2XyljUZMCWSmYIevNvIxNT59E854\n5hoxjrjAXWf24t+99KJzm+QcGEk2+jl+WXr6yJO4vOdS8DOHZpZDVT5lwQqEnFma9Mw63pm3QkCE\n/EmI+TPHn8b+ppQqNKin0cdlJMlmnxeG2hCLGJwXF3vfgYu9d7HdrCikOFThTGmLT7B5/JnnLpbe\nI12LiknYJmUKrWOsewxJnw1TkizklvNkJLK082+BAYDkadsh8Ho1Qhc2/YnBpkX97PdflBVOYUuy\nuaoOdK29yw187J4PoxU38Zu/8yfo9ssk2YRGimMRy01HHki+dugT8hqN3j7U45PW2BrlFIeQYqGj\nqrSujXL06lENaZYWIjppCrCoOB+zGZFisq1usdgOgYLc2+Q+/9RtAMx9xnkNA9jrIYBhBc3+Ml7G\nupxDYPo55GjL4zywgYXILePtNUufePax4/j1n3go+Jkt5VFGmOacYaCe04GVtoOk2AguZ5LDUk0i\nx8G2P6cHQC9HLapirlHBex8JT8pk8jrc+0u58xiL2EizeDvJtcWGmnACEzRX1+GmHGbZNexxr3ux\nzDEdw1k15xm9FOvJlTGjNWg5ZiGahGDl1Zbo5dm3XAzr2ufTVb+U9qGpWmRvDLhOjLH/5juOo3SK\nsxH0iU5tGe2kpTs7zXKNFGsaCLcWA85xpH1I3l9zDffskYuVQIQ8E1iOV7FYW4RgHEfmDuGZ40+X\nXhsAFirzONDcqyY9F32he1x75Q1oRHMYqBAsldgWTPJCtbNTMrRcfiuTxUjUhlXymUNIsfw5iVRY\nyIjiMa1llldso83KZ8GI/Z02WtgnMcE5nrjLDd01am64mQUWSeMUm7/VqxGqlcj5XCh0V4+lHTjF\nP3XpI5ivSFQ4jjiW5mpT8QzNOKHqcMQVjtBIbPlGafT8fKQ4ngAprogE+5prwc84N9fJc6YkEBHU\n5RXMVC/VEQ+43N+qKKLSJqQrn+WJ+aNaMspG4jiz6BwFTrFZHxJVqKdYvMNtm09lWl2UdJ2hivK4\nbZTv3ij5KTKpDxvarEHTw4RXLjlktLEEbE6xOSbNTPVPWPem71M1gcaODcrYSPEvffCydw04TrG9\nkaPnzuDTJ8y555IWGGN6PrKjCrZO8VBVatOymFnAKfaKd8j7iXD/3Jvk/DJmxQytJ+c7Z1HPliUA\nZlXq843GRUUk+v9kl0510OgfwNzgoPNdaucskmxkW11TbMeuURCqaKevSag2lDyilytE84KMjJp+\nLkOKA0Dx+Mk8YK9ZpziOBOrVcKjH7EQwglPMdZhTJhvQsQyv238/zi2fKUxA9g7N5hzT99Isx/a/\nfz0OzU3GTyFenf59zPcrPHErbDnn4g7CbRshM4wZ6aOQFYnotJB6oXRlk3KKO7UlPHvymRHXNYvl\nA/su447lsy5SbC+UOvRWRCX0d1STjqzNFT+zOMPcR4p11TX7+6zAC+OW4zyOPsE5QztuoxWHk1Wa\nSQMvPPjz+l6GaQZSEgxxisvQ2GP5A8iud3Bh7n4cbR+SGtITvPD/2f0/i3eceLOmQ+h7hjXCcg7B\nGAZDU2HQcIoV2ie4w4H3+0Cej46FCr27ZbVDnM3qrE4xM2HaacyeL+wNr81FH9evpw7O4/i+8Qh9\nmdUSd15jYAUVghClaa6RoKVk3YwDyrG22MDRvW19Hzsxm9ZSlsNQZvbmiVnHRiwKatzKJDfDFZ2G\nPjHyHpgLHuQ5zZGhOc4gxU7EQx3f/tqTONW+rXAcnUqXurfGzYqSZmO0QdRghM8pNmtLLEqcYj0+\nVd9ofWKGf/zJx9CoSkrDcBhItFP0iVloRvY96qJHfPy7YfdDqIDTMECfkJsH14EO0yesjUpC+uJ2\nTkDYFyhFigPfrav5qOpwiuVPzqX+LpV5BgCeuxvcHzjzvXj9wYf173akMVYJsiHKnm0hn+aOzlnU\n80UH0R2FFCciQStpOnUUkohDdBdQz5Zkm2CPxdmKdwDAE3cdwMVTK/p3PaZ5hNOLp/DYgTC4qTeW\nvKaOI5BI/T0xY2ASp9inTzAUfZ5J7DVLnxhl5mGyYJlnAJpTHAPW4i4/29/aiy9d/0phsnAWTF3t\nhesXVO4Yw456uJ1+xaLRFcgSkZQqUBAyFuS/1VkUAAAgAElEQVTRMisUMgop5n5YUP29hBM8qVMs\nuMDppZNjv8c5w1uOvgEA8F/8+9+Uf4OLUnMIZMgm4hSHkrLsBU0vykp9grKb/WQXwJ0gXfrE6M0m\nY8D3Hn4fDqyEnWK/zWmW68QfG1lj+nvh4yu8BuTcWXAmed/tCIm/SNHPPGUKbZILKyW+2JnDkWCl\nDrtx7rkzTovqE0X6RG1G+gRRPKa1S7et4H/+A2qDHbaV/yfqxyj7kWfOTX1d24qJdgY1M9+hl9P8\n7fzRJdym+L12QYUkinVYfSdIMeCiUMT3n/hYq0KWXa0t4pEuTW6fTzCuVC7M5hUAIrGzZUmOYTW2\nhxGyPEfkPVPqP5tTTI+FWXPSfLKIRgCc0WiWhcTRvR3Z08ZL3zKOuFaXyV2QxB5/lFTrgx56s6bO\nTcU77HeRMVm8ox55/bZjp1j1ITPllMe/cua9DK1VJEdm0yfszZdN1QAMSIKcBZ3A2AaRGHBq4QQO\ntvY53zGcYr94R7F9taBT7NEnGNPj2adPUGSPTL/GjOHOE8s4tm8O/8Of/jFGQWQh+gQAFcWDUqAp\nKeQFMy/85MWP4J9/6V+iU1vCle1XEAmOwTDV671PbZyVPvF9j59wfrf59u1KC+1KufLNc52fwOe+\n+g0APZc+AbnxYYBSsXGd4kkS7WZBiYHXMFI8yuybHzWAyCJV9ccJm6OYuZ8H6BPCmlRMXZrJ21mc\nkMrPUHEq2xQXSeaF9fQZ7esEsmHtc9intakBIVoGVbTbqYUoCM61nZAqVWErV59gjOGXPngZrXpS\n+MxJ4OAyUUhwLrP1c1qsre8z5jibdH6DNo92vi6c6GBtoY16XC7NZ1uaKvoEZ064SDuqYx1P+fso\nznXIVurLWKpKCSZDDSFakHTQBwptMkix6RdbBsw3e+Kn/8sKghlyZhY2RxZOnWtm+kTw3RpvK5bk\nm3CcYmbdx0xNmtiKiXZF51MnBjt/Yxoho/HwpoNvwIWV84WNzqxml8Yto1WVmRBMbS6YM/dFXGhk\nzVmIOcOzj5nN9DT0iVHmJNoNEkfq692PyOQdXe2MmdLVBp03G5effu4iVhbqhWvQbVSsxDWfmicd\nD8uZzOHNdaaP4hL6BADcuXLOSOV5pZQBOBta13YHKV6t7cGdnXOTIcUw9xhaqyjXxc5v8TengBkL\ndL3HLu7XHGHbHPUYlmOpuoC3H3dzfXyVBr3xCNyKpk9YiXZp5tIuGJh2xkWAU+yYhRTXKhFWFuoa\nPCizsoqZtE4IzktRYpuTXREJBBO4e89FvPDAzyGKOHqDzFkj7eN2Qp9w2ynHqr1hLDMhuKaq+In/\nlViuOUksnOI9k9InOJttPrwlkWI3+aB8ANFk5yPFQPmiSn+zOcXO7n6K3ZTNWaRrjkeKM32sfWfU\n3rJMaL2rH0GfkD6xizDodgaR4nLHdBojtNWlLRgk3nFIKXzGInA+QJmtLRX5xAC0QybPLafoSAi1\nmMgwXeF6uTs2Ihbp6EAZOk9ma9KOMp1ol2VaN9VoIJtnUdbfmqJgIVzTbFgeP/g69NM+vr7xohO2\nBIAstXRvuUF6KbkDGI0U25MZvWecMaM+gWIYlRAjn8c4qY3j5U10jgJSPBl9YqdWSLRjEg9xvjPG\nyaUFrJHULbRsuk37qPOS+sQ0FBWbomAfG/HIKvtuOXPgDgpL71w8QaLdyHZwMwdkg0TrggPAU/ce\nwu/+0YtYnJM84Xa0hMHXbtPtB9w5pMxM6LfID6eNPmMM9UqE9z99WkcDnLXE4vsmIkKZ1NQHbv9+\n/e9Q0itDmFMskeLZNo/yXuTPZlLHB8+9F1/91nppJMscYzYkoetSkqodNS3O2UXqxaHVucK78LFL\nP4ymoq0xtesIvS8+UhxSxSAjdRcbKbbVJ+hamlM8JnJMPeBTx6blFAM0N8vNZzxm3qR36Vj7MBKR\noF2ZQyy+jcEwRZUV13uG2dQngu1U/VTh451izkyireaTc3KKZa7E/k4TNl/8+PwRLFTmi+cKDM5Z\npvJb0il26BMjdIppiSCnuDAwQw6mPsaiT1i7kmlCDH4SGYNpU8gSkWCQKUfQV0SAUcEoXIdbXOMR\n9InQxoB+hha/iEXBPpramJJpckJ+xcUTAFJVnlIqH5Q7xeWXslBXtWeSSLF0fmtJhHc9esxqh4tI\nAMDrDz5sTcrllIap2qXOkaay6hKDRZ9wnIkyJ8j9vEylZGQbPPqO3khZBU106LtAnyjnl5okL26c\nAibfzRymIIg9dnuDEYVqJrkX792axQTjqKkkKvkOjKfL7IZFntMX2iyHEu3cY+RPP8Fup++rzSkW\nbHqk2GiImzkp4pFBir3xZ48Jjd7ulD7BzHuSD2K9CSWTurzqPnmE7Maybg+1cWxCmfrYR8Oo8Ac5\neowxXDq1gi+9eF2+Zx5IQr8nPCktSmCbdoptgIGXq0+4UnHTmZmj6TqTIMVW0lzguzZSrM+PAFLs\nJdqF7uFo+7BzXaboIr4ZVHU8faJekXXUbHRZ5Qaaoh9gWtpO5KMdv/IoaXk/NqNiZILOQbS7kByb\nbdR/d64YqlckOPqDrEBZBIBmPUYy2FmExm4nMBlS3KzFmG+qohzeGleJBR6/6wCui286/edTVMh8\n9HxWgOOWdIqdRLuSe5YVf+S/pQPh7iIZwrIetKiE1Cca1aggVD7K7AQC+29llvAYvdJEO1bqCHAG\n7VjuX25h46UaXlKlc91zuIuDnuwYAw90pOQU79xDoEQTH92Qn7nO1hDSERYzOj0O9YGQYs4RC6ky\nEQmhCqlIO9jaj8HXbkNkXaqVGH7wOKR4Wksz6RTbHC5ngShZvwr0CSamQvGA4iRB/ZSnRmFCaPoE\nh11AJbLE8H0LV7TjmtqkOcXWmO4NJpc1C94LpkMxg+dgDJfXLuFI+yD+4otDFfvdubM9yj5+6Uew\n1lh12wFWSLQb63yoxdF8z3WOZzXDKRalEaTSYzkz1SYtxzJihlNsn85H+7UTLXZIn+AWfWKY6E0o\nme1Q2HQlR8t+jCOpF+4ohBTzQoia5iIXmDHOIG1Ax8mnmeIdrpMVpE9opHi2MaFRTieKNO4oG5QI\nIcUm2c3lFHMABu02iXaEpE/gfLI8OP6LnGLXAbetXhGoJC7gkI1Aisc7xe5Pef3RSPFTRx7HQ4GK\na1RtUzrFY8ZJgIIUCYbeMFXJn+7xj13cP/J809g09Ikzhxdx5vAiqnFkChJRol0s8LYHj+C3/vTz\nWrWqzH7h+btxcLWY1zPLyL8lnWKtAzjijn2kmLG0gJKGFh5D+DfoFr1EL3zo3unoEwF0epRVRILt\noQkz2mAxZ1wmrPBw0ge18chyB3c8eRL/5x98M9ieEFLIEO6LiE/veIWMMyD3uLkGJQhPEJEoV58Y\nfS3jZDO1a4oE1y+cv+gkIka2sQAWlzt8u+Ej6US7lOgTtiSbuUYpGivMd4HZkGK/r+laWeYhxcwo\nndhZ76PoE4xJ1E2AI+VMjV9Jn6Aoh93eniX2PovtBCluxg1sDDY1iransYov4Jvaob+ZSDHJ7dkW\niiDxMeMBAB48v6aVG8bRLSY1/Swjt3z0JCasd5xZYycWscnW9+Yf+/yxpk/snFOcQY4vlkWyUmNJ\naDg0J02GFCun2KdPOEix966Findwgd947FcAAIdaB8YixTHpU3P33MM0L6rDsFzNozPO4YzmGoNO\nT7JZsxFg35574gS+9co+VJJXsUg5Dnr9SvX8dPfqBfSGPf17ZZxTLCGy4HNLPKQ4JMlGVqtGBe10\nW6dY3pflFGMypNjdIPHgtckiHgX152kTLDgPVrNzvhsYR3HEMVBI8TSb3WmN+nfcM7PtPU+a3ALq\nqoqW0uNjzxVKuv9bxSnWxlRZ49BHyiEC5EvNeeoOTIR5Y+RcPrTvPqw1Vh36RCixa2TzLGdV/WU0\nUiwSN5vWO/KO5bM4tXC85Dry+536Mm4/tITbjywVvlekT9Dfw1qWu4UUAwyCF9ENurb9XFp8AevZ\nqzMPaOl8mR19enUPqlEiOVhDo9VbOK7kUruGFKtTDEmn2OoPifSr641DY9XvEYumntZ8J4SoR2lm\nLXzKoaUSnQYpLncUiIf8g7e/B//s2y9iwAYaKZbJqUUHfqdIcShZZFL7T+77JP7DlT/Gv/jrz+m/\nGfrEzecU+xZCjiahaf3AGwNSYbuw2AnODKd4ir7g3Gz0VusdvTg+e/LtmEts7qf6PnMX50gIZNsN\nXVVvVuOcYYie/IUB1zZ6OHWwyEGUbShuEifhFNPjSTykmPrM3wTSeuQosHhIfKe+hE69OG/bFoUS\n7RiCkmxMOcWTFO8ImdmYqZ8TAAQMoykPqwt1rC7UASzjtkWpWnDvnkt46W8iAN/U1zqzdApnlk7h\nd7/xewCgN1XlbWWlSLGODFjrnfWrY8vtGs4fc5+BrT4BEFIcgefjqSl0P3a/Naox4s3pxzit30KM\nR4pD61wkOPrDVI3R3UmqCxmfwSl2j1cbIWvDP9O52PjxGrz+9Ie8hoxlsAnYzkcWEidYpHbw7uej\nEu0qIsHZpdscpHha8x1viQeNdoodMXKnXVIGxg7tm89Mu1dqy6Xn91Ewm3sbRGvZZJJs44yoAs5E\nDrNw0LXnX3oIK4mU02EeB3lS89Hw9CvnkUSxQorKqzuVLf6Mu/y9WY3ObyPFNo84xD2zjVAgO7w4\nrQPk9w3RG/LMICwm0U5xiilZKhpBn1CTz2J1QWuCa6SYZQXnB9gdTvGsUYxqVEFFVDzU0vx/N573\nNEbbENvGcYpD55jm+6OMstu5h3aOsyQSusrkmaVTeHi/LP+7p7FihVLN+c4snsJqvWOuKzh6f/zQ\nTO+9bb6je22jh/lmOPzqlHwn+gTGz/n0vi5XFwt/FyqZtxiV86Nl0206AEOfsN9FxhmG2QhO8Yzv\nCfPnnAk2jPbGu6yktG/nO2fRiuSmpaA1q881IX0ihBTrSngufSLkFjdrMZ5/6rTztyygPtFMmljK\nj07UH/ZPQDreIZm/cUZzc70aoVEbfXwIKY4ExzDNC1GM3bZpOMUjj4/NJmSWczHMRp+4xZ3i0ZWl\njJKEWqjtCQklTrHXJWUlBSdqXgApHvWYKmJE8Y4Rx9nX6dTLnWI/UcJom4YXgUnLPI8zxpgjQUZ/\n8ycM6RiYRIyZOMWFhYd0HTmQlyPFZevwbiGHdH7iFNsccQrbU3tDRvQPaotgsyTaufdCmthZljuc\n5e85+XYsKQfXyGqV94M9ruieOJOVxHIAdjlbfe0pSiWX3ctOohi+1qVWDMDOKQjTWijxZup7o/Gz\nW0hxpHDMKea+uUaCT703XOVTJ1ta7XvkwANYbVii/16izazGGHAgug1/7/LHwRhwdb2nk3mK7WKF\nf/trRdk1AGCptqDpDwB0lIWSTp3vF3SKp7/PyJMqo/OUF++YXX2CjOaGxXYVH3rLmZHftTd4raSJ\nFx74uYmuQbfj98lU9IlxnGKiT/iFQcYYRdS4dVxFJDiZv248cq7vy23rLM+EVIqOrs3hx945Wis9\ntM7FukLc9JuxaYw4xTMjxaprtFQb2FhOccj+ViXakeXIwEY4xrToCU7qE+az8qQ192+d+jIur901\nU/v8wT/uISXc6BQ3qjFuDEyy3KjjbLRjuVYefpMInrG15bpuZ+j8i9V5HLEyfHdivvqEk3FM4TZV\nuIO+P1PowwsNUUiXyjyXla0tdfi8cbNTS9Mc/UFmStsqqTPDZy13PKk9gJLLmwEpto8h+b8ff9cd\neHVdhpsFZ7h9WSIlS9VFnb08Einm1uTPjaOfK/oED9AnPviWs1jf6k/VfueabHwy1CijEta2Uf9/\nh33iAqpIfwMmd5x0Ke1daDyFZ8fpqYbMLq/rtG+CZ0XRkFmLCOhrcQbBI6w2VsDYn+HGRh/tUqTY\nR3Mnc1pCCCD9TgiwP/cDvlM8vXMSR8U+YkwmsBX6bYfFO3yeOmcMpw4ujD3Ovqd2pVh1NGRalsu7\nBa3OMQlSjPD4p/LQ+QSSbCGjinb+cZPkNYTaxWacu4jaJqMRo68bhTjFmnpzc53iWTjFtunogBoT\n9+y5NLIASPl5Zouc3dJOseQUl5sO/TKhy23qz0omC3+wNuMGHj3w4GzN8ydGjH4RKyLWSHEkBGAp\nko2a2Oi+bMQiZD7qSSGc9a0BeKPYroXqPJ499faR55zESHmisCmBmWwBgOfCKSk6q/qEHxYXglvl\nUafkFE8gQzSJ0b0Mswz9YWoSpFS/yP+XX8dIXcnf33z0DZhLppsoikix7OsDK03c2Ozr9pA1kwae\nPvIEAIlQjU60s1E2ifpnsDPN3fG70KoExfgnvpcAJWMa86WqXOWM76xXHEo21X09YVNiQQm6u0B3\nmpFTPIllJTkgdF3756xm504wyKIJlbgsQmSvCeqYCZydEFcUkGuOYLww13MGmWhnO0eYPoztZ+jT\nPZSrT+y8eMfUMqQzvJfthimX7ZxPnWucUzyKU9ysE9VgvPpEyPxEO5d2ONpC42TWKNc0QFGQPmEp\nl8xKqZnEJt3IlB6vOo04xScWjs7clr99SDHLkI+oIc45QwZCikMDs5xTvBtmo6HymqPPvVRbQi8d\n6PbZNsqZnhhNKnmLr97ogjVvniMg6ROuU2X3v955I4IJcc3IKYa7C5+rJ4gj6RSXyfBRG0PG2Wzt\nKJ5f/iSkmETiBTNI8ajrCM9hsLmYk7fB4xRnhtc7ziGJonKnWFgbHpLi4hopZkGkeKdWFt2Y1AT3\n3k11qpX5GqozVtmb1UJI8ZQ+sVUcY+cWcTZTmedJrExXHiiO8VmNEDVA9u38iM2XA5ToZNbxTkMZ\nkm8jxT7FIYQUT/vEOGPO+0Z/CyLFSvll1k2ezyme6JgZ38s5lcReTBZUDtKYQhByI1TkFP+Dj9yP\nkwcXcOXKOibhFIfsI2+/HVvdITh7RR5vgTmTcopttYiyfKZxNg2lMJxoR+vszaZP7MwpppYlJRvZ\nac4zy13e0k4xkGHw1TP4sYfCaKbgHBnMIPBDZaGBOSvkH7JiCG20Y3xH5yzu6JzVx9o26iWadM5i\nrEgi/5nnLuBbw7/Gv3npC5OdZBZjxUQ7O4Rkc4qp1PbFkx3cf+d+IJ0uIctfjP7+h+8DV/SJUWHR\nUk6xRQ3YkamTpFmO/iDVyAgh4nHEcepAOEOevmedZibzFRtSq0S6L5zuWyTKQ3a2U8c4ocVcO0C+\nFvVu2KwLCxn3kGJCiT/2vRd2o3lTmXwmZYl2k/VbqIzyrEaJdrMkgo2zsmpdwO5xim0AhDGU8onl\nNQ2ybNMFxoW37fM7f1ebQsNQt74XKN4xS/9eOLHsOAyMS4UE36HkeXnp6EmMmjadUzw5LcG2ucbo\nxDG/4E3xusz5SbbUrup/5/AQ3wnbdlLNy1+4ek0eZyHN4x4ffX5sn5FY88fGpDaNPOg4+sRugn++\nTVPRLmT0ToxT2JjkPLNMJbe0U5yzDBgmONDcF/xccIYBzA7LmaQCoaufv/xxVKPZQ7q+FcMkk78K\nhTKMI57upBMrC7zFpw4uYPDyt8Beupk7R1ZAXO2+oV4RFn2iVonQWayrHf4U1/I0GOmaEikud6RG\nIcW7gZbRVYepS58gRDwSHD/17J2lx49zWicxH5GkRDtgAqR4lE6xNVnTc+ZgOlQeoYKTASnBnZjY\n4cQ+X2nj4JwRrJevxs17B0ZZaC6adhMUByrGzWqH11poNxJs7ABlLLNRSDFda8ecYsvZlE5x+Zyu\nx6v1/CcJb4/iFGudYs8BlhXtbPR4es42APzwM26Sle4369ynt96BlXYLKfuLHTnFDNPNObNupEg2\nrdt3QRCq8DopIjv6e7MhxWTCqmgHTEbxo++eOWRUSiah54RsmqTvMkk2eZ7dmSfG2biNzDjbuVOM\nySdQy25pp1irT4xwaOTHlMTkfuajAXusTOhdaZ43MZYVqig7FpCDN1dB6DKbdCdfljS2U9RtnLES\npNhPDmIQejc/+7XCE0ckaKEqThaH9rSwv9MIn2/GhL9QuwBCijON9Agx2fnFlMhhsA0eUpxNgRTH\ngo+stmeHk+kZkAMUIcYHbv/+mdsdslMLx7Fan/19Xa4t4vtOvUP/LjcM3x0LbVanXTSpYtxuOLE/\n9LbbAQDbm2H98p3YqPd7t+gT9jvLwEY7xZzJZFcGM74nmA9tZNn5u9p4+1EZ+qdw1oPdQeJDNIcf\nffO9AIB/8oUvzu4UY1YK2+xjZmPbTb4dZJMV+dGbyFFvsfcMpn1XDBfZbLjGnSKJOd7/9GkHsfYp\nfpParnGKb3KiXVVUcHnPpR1fg5DtndgsU8kt6xQLJjTSVdb3gjMc7z6JZtwAY1cLSQ6zSq1NatxH\nJqfY6endKONI83TkCzzp2Cv73k75mWOvCxQk2ewQDk2inImR4dVJzBfEJ5P0iTDy9QvP311+vhl3\n9WWWpjl6g1RnRE96frvQx6zmI5Jnl07hy9e/qtsBlKN0pJIRbJu12ZLOgny+uqLdTXjPEpFgZYT8\n4LTG9H++8yYRQ48+YW0yJrGyoj87sdX6Cj5w7r27dj5gDFK8m4l26t8SKR5Bn2BMyw3qPldvythr\nBJpJ8xrzUGDOWFCSbVeiUOTsBZyInUiyMTb9s5g1iYxsfWvg/D5IByXfLF4XmAA0yMPAyCRWUJ/A\neK+YMYYHzq0V/jbLZnOa5POgJJtDn7h5k53gAu878+yOznH60ALmGjujss7q09zCTjHXTnHZA+ac\nYR6qGASDIwxulyG9WVZUn2CYdNEyyJu8z1EPeOJEuxIlhVkzhic1xmRyiB3ecxLt1J85hMNznfVa\noedKSPG0GyHujZtZLc3kfWV5jm4/1Zm1PoJeZnbFuVnN75s9jVV8UDk941A6qUYQ/sx+txzNYhXl\n+E6rOcxis4Y0d8MOrjRxnbuRCoNaTnaOeBc5xWSMMaw1VnftfIAbnfCN9JF3+hwqsdChV8bGIMXM\nbNjtyOJ4+kS4r8nh8YEG+W+m32P5t92ZdbVMY6CU9Z2dc6hF1cLfJ7Fxyb9lx+xkDC633bZOjBQz\nBuTjXxd7DZh2QxJSn5hlOuYzbhzKNmIhC3GK9yoJ1sEwB0turu+zU/vE9+08t6MsmjPObl2nmEdA\nNnoXKTgzEjYedWDWgTmNKWzS+n3yF1HzbJnAAIORTuukE1clFkFpopuOFDOgUY1Qr0bW30z/64Qs\nK9Fu9muFQ0OR4AU1kEnMl5Kb1YapUdXY7g2NLidnmKRJu0afKBlH45KcRvG7hONQmE0OUShuJjVn\nt+y76bcncYRq4k7Fhm8/me0mp/hm2qj3m3OG//xD9+74Gs88fEQ7n4xhpPoE6ZjboelRuQdk8juB\n88HodDu5DQxKkq0oA7hTow1pKNy8MzkrjNXDLRyDYj7MpPbf/PQjhflnOKFTzLRTPP65MfOgpzK/\nAM2sz29m9YkSUCtk4eIdAv/1Jx7BS1sv47/7i89Pff1bzWaN/t26TrEzuYS/wy100k6kAOSgicfU\nU9+pkRSZ/ftUSXGwQjajdIonbM+J/W0cWTtb+PtOCyGMMwaGh+/YiwsnjYwYt3hVQyUNVokFmJgN\n1bDPGwpNRRFJhU0XOtuthaticYilUzwdUrwr9IkR96JLopdc4LGL+4N/p7ZptD+Ast0CQPHMqM9u\nWIFmBWujO2HnJbvIKb6pNmbPuzi3s/cfgLPBSCKOxTGSbIJzhx60Y6SYiQJvlJBiJ9EOsyXa+UZD\nJdoFDqZt32mkWASSFvpjgC8yv9BIuZl3bRSVJ9y+gE7xDLf63eIUA3KM7G2t4KMXPjz19W85m5Ge\ndMs6xW5mYzn6JYR5WewBdXz+yExar9MYg5uo4mf/jzKzGx0f6pl04mKM6Sxft503mz5RnKzshWeh\n2sYPnn0OZ+bPIOPH0R32dnCt8KR8Yt889rzUmD65YpcS7ZbaVfxXH38EP/mP/i22ekPNKZZ6ueMv\n8J1Cisvm6lH8Ll8XNvSsX+tGTst369oF9QnazE94jrLy8K8122nOwLT28z9w99ixKzjDh996FquL\ndoXPMZziknmB5Af9Z8oYgDRyqAy7lfCk6RM7zNb3jWF6utaZxdtwsFW+gZ7W7l69E8MJHGNNNxwx\n/qt5CxVe179n0zrFzFWfmGY9t23W9XYqpHgM+FOdkVJzKxnDbJuWXXeK19fX8YlPfAIbGxsYDAb4\n5Cc/iQsXdl/7037oZTdOYTGgSFLnjE9cgnJW8zmso5yS0LGA2Z2OTrTb2cQa8fimouYhvUCbWsIZ\nx6VVkiOL0IjrmNXKFD4qiUCjmkwdtvK50DuxOOIFpNhPQBzVDmBnSOBkSPH0C+tcPcFdt3XUNYoL\n6XcLgZ3GbG3b77yNQoonO8MtQ5+Y0hHZqY1L1uFMAidH1sxa4NPeQlb2LhHqX1SfYMC1NbzrxOv0\n3/a39u4OfYKV0yd2dt7p5fGWagtYqo0vBT2pHWkfwpH2obHfmwQpvoh3oh6ZdS6fcoNmorYGKZ5l\nbpuZPsHClJ2QlVVu/dtksyL5u+4U/9Zv/RbuvfdePP/88/jyl7+Mj33sY/jt3/7t3b4MIj7eKXaQ\n4hHfu1nmT4zEKp7EmOUwAuX0ic58FWcO72wSOjx3AO/fZcks20JI8c0SEB8V+uSMjd1B+7a/08QP\nPn16N5oGQIavhmluJNmmpE/sZAyXKXPY559lkq9VIjz72Al1fGADdAsgxcDuRARmunJgkfQ1vMcZ\nFe94rdMnRiXafTeM86LjNwkFgJc4RPQsfRRRbrq446zsa65hX3OteJIpzdAndvfZ77byzs20SZzi\nmCeIhHF5pkWKuYcUz8wpnjGHhwrNTGKhRLu/bTYrkr/rTvHzzz+PJJG78zRNUansXjEM21ykuAT9\nYsxKuLi5yWQh29vcg+1hV//OMLmDYKtPAOVhoV/+oft31kh1rWYS1undDWOBHe7Neh6jVEVmTbQ7\nuNrajaYBMAtwxUq0mwSc3Q0N11F9vv3ecNoAABVlSURBVFtyWIyZsWoq2r32F9bvlKB9yPY31wLF\nO+TPSbuOdIpf632900Ta3ba1pQbe9qCbjDaJrFjZu0RJeiH1iRmCMBMZXWe36RPVSoTO/K0RZp/k\n3T17ZNFB06fdoNm+BP2ciVM842ZjukS7W5YZu2v2XaFPfPazn8VnPvMZ528vvPACzp8/jytXruAT\nn/gEPvWpT010rk5nOsejksTApvz3SqcVrJNdrUZotSrodFpot68hicXU19mJPdq5x/n9wFob1c3h\nRG1I4giCCySRfEQrK3O3RBZ/yOKIY36+7tx3/esVJJvR2L6Y9nm1uzVUr8TB4yrVGK1m9Ts6Bnwj\nTvfe/7+9e49tqv77AP4+bbd2a7sN2CYXgTzIZYzH4UBAFBBMfqJELlMQHmWEID5IwsN9sGgEfzKI\nRAjTmBDQcQmY4MBovEQDhARQLk/UEBMiIOgziBIcA906trVrv88fpd26nt5OT3d62vfrL2jP6fnu\n9NNzPv32+/18e+fCYJBgMZvQI88asU337levyM+3oYdd2Y0qtzUbJpP8ZyDrnrdofo8u71OscuwW\nuDz33zcJgACs2Zmqn3O1Xy/vTguMJoMmsVFQUIRRKAp4rEdDCwDv+90rNyvia3iyvF++83vZ0SNL\nu/iOJCtb/rOpFiWv/WDfwOXVrTfNaPeEvza5JO8qlF23ycgwIi83GxkmI3JzOj5LQghsWPRYQv72\nnPuTEwvz7aq+fkEB8O6KJyNvmAQsWRmAE7DbsmTPQUGBHZO7PJ6TG9u9wOry3ot976vdbsE/La7Y\n71HN2bA0xn5N7JHXiMzM6HKY/B42Te9zycBiyYA5yvPVWVxJ8Zw5czBnzpygxy9fvozVq1dj3bp1\nGDt2rMyewWJdzhfujq8At287ZEtGuds9aGtxob6+CQ5HK9xuT+zHUZE1w4g2S0ZUbWhv93h/AvF4\n/87b9Y6k7wUKxe32oLGxJeDvbm11wdMe/n0vKLDH/H45mtrgcrll93M5PWi559I0Blzt3kobDQ0O\nAMCzY/ujlzVyTDT+402S7t5pRntrdDOyu2pqbIPHLWSP1dLmLX3kaGqN6/wItwcG3D/G/U7BXrZM\nVc+5kriIpLGxBR6P/LnRQmOT9/1uaGiGxxm5LFVTm9O/fbs5eb88O5rbEnaO1YqL1nsuuEX4e8Xd\nv1sgRHC8eNoBR2Mb3G4BR1Pg39q3hyUhf3tzs3diclNjC+qTvP5sorQ7vb2+95qdQec4VFzcvduM\nekP074fT7f2M+a6R95rb0NYa+/2kqakVLmfsuYijqRXt7dHt19zUHtPflora2tohPKHPV6hkWfU+\n9qtXr2LFihWorq5GUVFR5B0UMkY7prjTWMxkGB8V9fAJSDAZTLI/xemNd2xPl8ei+IlS0bHC1Bj1\nToLRdqxVq9Md8P9hA6IbD965XJRS4cZY+T8ncQ6fmDSyb9Bjk0v7xfWa3SH60f7do3Pd52hk6GRM\ncXdPtFMimrGIBsi/NwFjirvpvUhU9Qk96bxgULRirYTSsXhHRw1sRWODFd77oq2Zv+7R/1G1Aohe\nKX1/VE+Kt2/fDqfTic2bNwMAbDYbdu7cqfZhoq8+0WnxDq3vFzGVZJMkmCSTamV7tCQXnN6bhvoX\n8X62vhhdOFL2OYNkSPjS3pE4WlzIVbB8ZUe97TiS4jBfrnxJt1qVNgDcX81OHzdqpeMDE6WjTHF0\njfKPKU6q1D5Yso0plhe5OoDJZJCtC+wr5xaqCk4i+D67alef0BP/F4MYqi7EOqa4a3nU/oU2WC2x\nV20q7lWEfvbgzoPIx4/ui9bAnP4xv3YqUtrRoXpSnIgEWI6vWD0Q+sbRudyVWoswxCMn0w6PJ7oP\noren2AijZNRNYhGKXMJhQGISVG9JoNGyzyWq4kWshvTPi7xRFx31tpUf1yBFUX1C5fppmYb41q/v\nLkp7FRLFP6knyu19s82TPem0GBMz8VpNJQXFERcZybOZ8Xp58HXGV4ZTadktJXwxonb1CT3xJcXR\nTjB7rWQhinsOi+kYnX8FAKL/la+r7IwsZGdEnifQldGYXF/ck53Sjg7dTlF8qWg2/q/hL1T/b13I\nG4cxaPhE97VPztjeo6LeVpK8wycyjRn414DJiWtUN5CrupGonuKw7ejGG1Uo5U8PxcODesW8nxpJ\nqwQpZFbt+yVF7aTYbEzsqpFqkRvioyV/mEbZKN/nyy3cEbbUzr/Hr0euOVfrZkQU7U/PebbgBN94\n/4u3hO77hc/3mVV7RTs98VfgiHJ43MP5xYqOY5TUWYVQiaEP5iHPmvxfKpOGwopCuk2KczLtGNwj\nC0BdyItPhtGATJN2Jdni0XlM8XODnta6OXGRK0ETrmZuoigpyaa2KWGWSw5HtcU7wpzzzl8i1ZJp\n1FNPsdat6OBf0S6GRr0w+DnkZCbvjPP8rNi/DOrNnKEzUZhdoLhGqhK+EJGbbJ4uOnqKEztnxPvL\nrTYXiswMIx4stGlybD3SpCSb1iyZxrA38RefGgxLZseKcFr3FMfi8b5j8cudK/jH2ah1U+I2qG8O\n8myByZEWvbaDcgciP6tntx5TLZ1/8VAu/BfDrqs+qkE/SXFyTbVT8j48NWBSAlpCsfAtxpGoicTh\nqP2FVk8MMfYUKz+Odj3FFBull3RdJ8UGg4QP100J+bw9u+OGnGxjBiMZ/cBI3Gy+hSan/suqvPyv\noUGPaXHTGN93TLceT01qLN4RqXfeGOWS07Ew6yYpTrKeYlW+BJFWJIU/3Srh9uhnkZxE8XWwJHrR\nCqNkTOvzrCeKF0lJQFuS0oAH7JgoUy4qmSXD5MBE0WJMsZ75k6Q4XiPSEKJE/Jqil4l2yVCdpjN/\n9Qltm0EK+apQdAdfUpzOuqun2GgwsqdYJ5S+S2mTlfSwmzGmqFDrZsTEN2EjFSVLJQi9MBoMWP9S\naXx1iiOUiUrnnuIss0lReaVEUaMuNWlHClPpRW0eJsX++uqJHlOcCiVS0wZ7ilOPoRtnMHc3SYOJ\ndnqntASQj9mUCXOYkliGBCTFehlT3LtnNir+q1TrZvgl+yIcFF53LrjEnmL4y3vGUqdY6XHYU6wP\nSifaMSlOYt05g7m7JUN5tHQz0N4f//3wgpDPZ1syYMlQ96ail57iZMMxxfo2+cEn/JPuEs3tZlLs\nrz4hJX5MMb+w6kNaTrRLdan8U43el67WI0mS/Cufydm4cIzqZZ300lOcbDqWeeZnRI8eKXy4247l\n0cHS2YmmZEU7JTimWD+UTuZnV10SM9xfLjQVsac4+SSizil7ipVRY2IlpQe3O7blilOR3eq9zhi7\noyQb71v6oPDiyXc3iaVyT7F3CiHDL5VlmbIwJO8hrZuhS/7qE6n58ScVcUwxkHt/pbfEjylO7OuT\neuRW0o0Gh08kMUNKjyk2cGxWits26d9aN0G3JP+ER35GKLyeORatm6A5330y0WOKZwx6BgPs/RJ6\nDFKHd05W7JgUJ7GUrj7B4RNEIXWMKda4IZT0Jpb0wbjhD2jdDE35PiaJ7ike1nNwQl+f1KN0QSYm\nxUkslZeU7GvtHbY8GFE6Y1JM0ZIkCebM9P5ZX/JXn0jv80CBOHwixfxn/nAMzOmvdTMSYmgPjjUl\nCsXon2jHrJgosu6pPkH6wZ7iFGTPtMGeadO6GUTUzQz3Rxaxp5goeuwpJh+lY4o5qJOIKMlIrFNM\nFDUhvGXp+HkhH1afICJKEWovt02UytzCrXUTKMn07pUNs4IVWpkUExElGYMkYU/lU1o3g0gX3IIL\nmFCgiSV9Fe3H4RNERESkW0yKSS1MiomIiEi3PBw+QSphUkxERES65fawp5jUwaSYiIiIdIsT7Ugt\nTIqJiIhItzwcU0wqUb36xL1797BmzRo0NjYiIyMDW7duxQMPpPe67ERERJQY7CkmtajeU1xbW4sR\nI0bg448/xowZM/Dhhx+qfQgiIiIiAFwOndQjCSGE2i/qdrthNBrxwQcfwOPxYPny5WofgoiIiAjO\ndifq/vkDQ3r9h9ZNIZ2La/jE4cOHsX///oDHtmzZgpKSEixYsABXrlzB3r17o3qt+vqmeJpCKaig\nwM64oCCMC5LDuEhveciXff8ZFySnoMAu+3hCeop9rl27hiVLluD48eMRt2XQUle8mJEcxgXJYVyQ\nHMYFyQmVFKs+pnjXrl34/PPPAQBWqxVGY+xrTxMRERERdSfVq0+88MILWL9+PT799FO43W5s2bJF\n7UMQEREREalK9aQ4Pz8fNTU1ar8sEREREVHCcPEOIiIiIkp7TIqJiIiIKO0xKSYiIiKitMekmIiI\niIjSXkLrFBMRERER6QF7iomIiIgo7TEpJiIiIqK0x6SYiIiIiNIek2IiIiIiSntMiomIiIgo7TEp\nJiIiIqK0x6SYiIiIiNKeKdyTLpcLr7/+Ov744w84nU4sXboUgwcPRmVlJSRJwpAhQ7Bx40YYDAbU\n1tbi0KFDMJlMWLp0KaZMmYLW1lZUVFSgoaEBVqsVW7duRc+ePQOOEW4bt9uNVatWYfbs2Zg0aVJQ\n+y5cuIDNmzfDaDRiwoQJWLZsmf+5uro6LFu2DF9++aUa54m60DI2ysvL/dv89ttvKCsrw9q1a4Pa\nKBc/VVVV+Omnn2C1WrF27VqMHDkysScqzcQbFz7Hjh3Dt99+i+3btwcdI1RcnD17FtXV1TCZTOjV\nqxe2bt2KrKysgH3DXTNaWlowb948rFmzRvZ6Q8ppGRdnzpzBtm3bYDKZMH78eKxatSpo31Cxs2PH\nDpw5cwaSJGHNmjUYN25cQs9Tuok3LpqamlBRUQGHwwGXy4XKykqUlpYGHCNUXPzwww/YunUrJEnC\nmDFjUFFRIdvGUHkIc4wUJcI4cuSIqKqqEkIIcffuXfHkk0+KJUuWiHPnzgkhhHjzzTfF0aNHxV9/\n/SWee+450dbWJhobG/3/3rNnj3j//feFEEJ89dVXYtOmTUHHCLVNXV2dmDt3rpg8ebI4efKkbPtm\nzJgh6urqhMfjEYsXLxYXL14UQgjx2WefibKyMvH444+H+/MoDlrGhs/169dFWVmZcDgcQfvKxc+J\nEyfEokWLhNvtFg0NDaKsrEy9E0JCiPjjQgghNm3aJKZOnSpWrlwpe4xQcfH000+L+vp6IYQQ27Zt\nE/v37w/aN9Q1QwghKisrxcyZM0Neb0g5LeNi5syZ4tdffxUej0fMmzdPXLp0KWhfudi5ePGiWLBg\ngfB4POLGjRti+vTp6p4Uijsu3nvvPbF3714hhBDXrl0Ts2bNCjpGqLgoKysT169fF0IIMX/+/IBr\ngU+oPIQ5RuoKO3zimWeewYoVK3zJM4xGIy5evIixY8cCACZNmoQzZ87g559/RmlpKTIzM2G32zFg\nwABcunQJP/74IyZOnOjf9uzZs0HHCLXNvXv3sHnz5pDfzB0OB5xOJwYMGABJkjBhwgScOXMGAJCb\nm4uDBw8q+Y5AUdIyNnw2b96MiooKWK3WoH3l4ufq1auYOHEiDAYDevbsCaPRiPr6enVOCAGIPy4A\nYNSoUXjrrbdCHiNUXBw4cAD5+fkAgPb2dpjN5oD9wl0zampqUFpaiqKiIvVOBvlpGRfDhw/H33//\nDZfLhba2NhiNxqB95WKnuLgYNTU1kCQJf/75J3JyclQ7H+QVb1wsXLgQ8+bNA+Dt0e36mQdCx0Vt\nbS369++P5uZmOBwOZGdnB+0bKg9hjpG6wibFVqsVNpsNDocDy5cvx8qVKyGEgCRJ/uebmprgcDhg\nt9sD9nM4HAGP+7btKtQ2RUVFeOihh0K2zeFwwGazBRzTt++UKVNkA5zUo2VsAMClS5fQ3NyM8ePH\ny7ZPLn6GDx+O06dPw+Vy4caNG7h69SpaWlriOxEUIN64AIBp06b5t5cTKi4KCwsBAEePHsX58+cx\na9asoP3krhlnz55FXV0dXnzxRRXOAMnRMi6GDRuG1157DdOmTUOfPn0waNCgoH1DxY7JZMKOHTuw\nZMkSPP/88yqcCeos3rjIycmBxWJBfX09KioqsHr16qBjhIoLk8mECxcuYPr06cjPz0fv3r2D9g2V\nhzDHSF0RJ9rdvHkTCxYswMyZMzF9+nQYDB27NDc3IycnBzabDc3NzQGP2+32gMd929bV1aG8vBzl\n5eU4fPiw7DahHDx40L+v2+0OOia/yXcvLWPjiy++wJw5c/z/7xwbt27dkm3vhAkT8Oijj6K8vBy7\nd+/GiBEjkJeXp+o5ofjiQk4scbFv3z7s2bMHH330Ecxmc1TXjCNHjuDKlSsoLy/H6dOn8e677+KX\nX35R+7SkPS3iorGxEbt27cLXX3+N48ePY+DAgdizZ4/s9aJr7PisWrUKp0+fRk1NDa5fv56IU5PW\n4o2Ly5cvY+HChVi1ahXGjh0b0/XikUcewYkTJ1BcXIzdu3dHdR+h1BZ2ot3t27exaNEibNiwwd8j\nV1xcjPPnz2PcuHE4deoUHnvsMZSUlKC6uhptbW1wOp24du0ahg4dilGjRuHkyZMoKSnBqVOnMHr0\naAwcOBAHDhzwH6OpqSlom1Dmz5+P+fPn+/+fkZGB69evo3///vjuu+8CJs1QYmkdG+fOncOrr77q\n/3/X2JDz+++/o0+fPjh06BBu3ryJdevW8YuUyuKNCznRxsXOnTtx8eJF7Nu3DxaLBUB014xXXnnF\n/3xlZSWmTZuG4cOHq35u0plWcWGxWJCdne3v1SssLMSdO3ewePHigLiQi52zZ8/i6NGj2LhxI8xm\nM0wmU9ieaopdvHFx9epVrFixAtXV1f6hT9HEhRACL7/8Mnbu3Inc3FxYrVY4nc6o7iOU2iQhhAj1\nZFVVFb755puAn5veeOMNVFVVweVyYdCgQaiqqoLRaERtbS0++eQTCCGwZMkSTJ06FS0tLVi/fj3q\n6+uRkZGB7du3o6CgIOAYkbbx3aRCVZ/YsmUL3G43JkyYEDSr+IknnsD333+v+ORQaFrHxsSJE3H6\n9OmI7ewcP21tbVi7di1u3boFs9mMDRs2YMiQIeqemDQXb1z4nD9/HocOHcKOHTuCjiEXF5IkYfLk\nySguLvb38j377LN46aWXAvaNdM0Id70h5bSKi4KCAhw7dgy7d++G2WyG3W7HO++8g9zcXP9+t2/f\nlo2duXPn4u2338bly5fh8Xgwe/ZsDrFRWbxxsXTpUly+fBn9+vUDANhsNuzcuTPgGKHi4vjx49i9\nezcyMzNRUFCAqqoq2fkpQOjrAnOM1BM2KSYiIiIiSgdcvIOIiIiI0h6TYiIiIiJKe0yKiYiIiCjt\nMSkmIiIiorTHpJiIiIiI0h6TYiIiIiJKe0yKiYiIiCjt/T/Iq+xzbOrE2AAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2999215f898>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1.plot.line(x=df1.index,y=['B','C'],figsize=(12,4),lw=1) # Note matplotlib arguments like 'lw' and 'figsize'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Scatterplot**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 332,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x299921d1748>"
-      ]
-     },
-     "execution_count": 332,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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hTdnMAK2Z0pYbz5BOE3S4WQHdgGAGQGN0HjTchAkrfMz4GYh3bs/Ra5eXO5+9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\nAAAAsEBgBgAAACz8D4WuqA5BY/deAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x299921c5ef0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1.plot.scatter(x='A',y='B',figsize=(12,8))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 335,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x299923aba20>"
-      ]
-     },
-     "execution_count": 335,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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+4L9743/l9Y/+z8SXr/GRp+HWYsCdpRBHEYQ8eybtWnyo6/cJF95F2QwXD5FO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GWK5Y7iWLVYXmRdZNIa+szoa+/M4zz6+/8r5N3Be5Fs8sJCF8cMSeM6l9xZmtRQWBasY2ZkHGb6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\n+P8BnOBNeGKGiCMAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x299923c6358>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1.plot.scatter(x='A',y='B',c='C',cmap='coolwarm',figsize=(12,8)) # Color of the scatter dots set based on column C"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 344,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x299934f4208>"
-      ]
-     },
-     "execution_count": 344,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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SiWzVIC8Vjhx5BF6vFybTFORyOerrm9HQ0Lzsa91uJz755APYbBaIRGLs2rUH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\nwHwgmwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x29993524278>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1.plot.scatter(x='A',y='B',s=10*np.exp(df1['C']),c='C',figsize=(12,8)) # Size of the dots set based on column C"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Boxplot**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 346,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x299939b5860>"
-      ]
-     },
-     "execution_count": 346,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x29993b20828>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df2.plot.box()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Hexagonal bin plot for bivariate data**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 348,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>A</th>\n",
-       "      <th>B</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1.017515</td>\n",
-       "      <td>-0.420704</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0.576828</td>\n",
-       "      <td>1.814651</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>-0.261503</td>\n",
-       "      <td>-0.254697</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0.974428</td>\n",
-       "      <td>0.030171</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0.605864</td>\n",
-       "      <td>0.079012</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          A         B\n",
-       "0  1.017515 -0.420704\n",
-       "1  0.576828  1.814651\n",
-       "2 -0.261503 -0.254697\n",
-       "3  0.974428  0.030171\n",
-       "4  0.605864  0.079012"
-      ]
-     },
-     "execution_count": 348,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df=pd.DataFrame(data=np.random.randn(1000,2),columns=['A','B'])\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 350,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x29994d46eb8>"
-      ]
-     },
-     "execution_count": 350,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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xHLRcBqtLZWhZFWpGDd3/0jJtmB0buT2TaFbi9SwrJ9fQKNex5+AMMsVsYB1Q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mrVo1z2mJ21+5zkIJRStFyF50kyGR09YmlOoJjKuGjATsOOXPLRheKO+SqOGd+lypWAF18ocddZ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\nQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x29994d884a8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df.plot.hexbin(x='A',y='B',gridsize=30,cmap='coolwarm')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Kernel density estimation**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 352,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x29994f5b6d8>"
-      ]
-     },
-     "execution_count": 352,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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HnsyGQMh+teoHzDi6rxx2O+0pkQlTFLcp79jYWLz55pt37a+rq0NsbCyUSiVE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\nvY7684RR0mPoRVl3JQCAB57NfvepzAZQg3mhSZHeiArydMocv49JrUb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A0BRlE6SmSJkH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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x29994f4bd68>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df2.plot.density(lw=3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}

From 2f94a578b8a1f47041d517af522bbcb29781e4af Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:14:22 -0700
Subject: [PATCH 059/165] Delete Numpy_Pandas.ipynb

---
 Pandas and Numpy/Numpy_Pandas.ipynb | 3752 ---------------------------
 1 file changed, 3752 deletions(-)
 delete mode 100644 Pandas and Numpy/Numpy_Pandas.ipynb

diff --git a/Pandas and Numpy/Numpy_Pandas.ipynb b/Pandas and Numpy/Numpy_Pandas.ipynb
deleted file mode 100644
index f2d7c86..0000000
--- a/Pandas and Numpy/Numpy_Pandas.ipynb	
+++ /dev/null
@@ -1,3752 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Basics of Numpy and Pandas\n",
-    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
-    "\n",
-    "---\n",
-    "\n",
-    "This notebook discusses basics of two most important Python libraries for data analytics and statistical modeling - `Numpy` and `Pandas`,\n",
-    "\n",
-    "### Numpy\n",
-    "\n",
-    "---\n",
-    "\n",
-    "* Numpy array - from list, special functions\n",
-    "* Array operations\n",
-    "* 2-D arrays\n",
-    "* Indexing and slicing\n",
-    "* Conditional subsetting\n",
-    "* Array-array operations\n",
-    "\n",
-    "### Pandas\n",
-    "\n",
-    "---\n",
-    "\n",
-    "* Pandas series\n",
-    "* DataFrame - creation, read from files\n",
-    "* Quick checking DataFrame\n",
-    "* Descriptive stats on DataFrame\n",
-    "* Indexing, slicing, conditional subsetting\n",
-    "* Operations on specific rows/columns"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Numpy array from a Python list\n",
-    "Numpy arrays behave like **true numerical vectors**, not ordinary lists. That's why they are used for all mathematical operations, machine learning algorithms, and as basis of Pandas DataFrame for data analytics."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "lst1=[1,2,3]\n",
-    "array1 = np.array(lst1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "list"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(lst1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "numpy.ndarray"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(array1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "lst2=[10,11,12]\n",
-    "array2 = np.array(lst2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Adding two lists [1, 2, 3] and [10, 11, 12] together: [1, 2, 3, 10, 11, 12]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(f\"Adding two lists {lst1} and {lst2} together: {lst1+lst2}\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Adding two numpy arrays [1 2 3] and [10 11 12] together: [11 13 15]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(f\"Adding two numpy arrays {array1} and {array2} together: {array1+array2}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Mathematical operations with/on Numpy arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "array2 multiplied by array1:  [10 22 36]\n",
-      "array2 divided by array1:  [10.   5.5  4. ]\n",
-      "array2 raised to the power of array1:  [  10  121 1728]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"array2 multiplied by array1: \",array1*array2)\n",
-    "print(\"array2 divided by array1: \",array2/array1)\n",
-    "print(\"array2 raised to the power of array1: \",array2**array1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Sine:  [0.84147098 0.90929743 0.14112001]\n",
-      "Natural logarithm:  [0.         0.69314718 1.09861229]\n",
-      "Base-10 logarithm:  [0.         0.30103    0.47712125]\n",
-      "Base-2 logarithm:  [0.        1.        1.5849625]\n",
-      "Exponential:  [ 2.71828183  7.3890561  20.08553692]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# sine function\n",
-    "print(\"Sine: \",np.sin(array1))\n",
-    "# logarithm\n",
-    "print(\"Natural logarithm: \",np.log(array1))\n",
-    "print(\"Base-10 logarithm: \",np.log10(array1))\n",
-    "print(\"Base-2 logarithm: \",np.log2(array1))\n",
-    "# Exponential\n",
-    "print(\"Exponential: \",np.exp(array1))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## How to generate arrays easily?\n",
-    "* `np.zeros`\n",
-    "* `np.ones`\n",
-    "* `np.arange`\n",
-    "* `np.linspace`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A series of zeroes: [0. 0. 0. 0. 0. 0. 0.]\n",
-      "A series of ones: [1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
-      "A series of numbers: [ 5  6  7  8  9 10 11 12 13 14 15]\n",
-      "Numbers spaced apart by 2: [ 0  2  4  6  8 10]\n",
-      "Numbers spaced apart by float: [ 0.   2.5  5.   7.5 10. ]\n",
-      "Every 5th number from 30 in reverse order:  [30 25 20 15 10  5  0]\n",
-      "11 linearly spaced numbers between 1 and 5:  [1.  1.4 1.8 2.2 2.6 3.  3.4 3.8 4.2 4.6 5. ]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"A series of zeroes:\",np.zeros(7))\n",
-    "print(\"A series of ones:\",np.ones(9))\n",
-    "print(\"A series of numbers:\",np.arange(5,16))\n",
-    "print(\"Numbers spaced apart by 2:\",np.arange(0,11,2))\n",
-    "print(\"Numbers spaced apart by float:\",np.arange(0,11,2.5))\n",
-    "print(\"Every 5th number from 30 in reverse order: \",np.arange(30,-1,-5))\n",
-    "print(\"11 linearly spaced numbers between 1 and 5: \",np.linspace(1,5,11))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Multi-dimensional arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Type/Class of this object: <class 'numpy.ndarray'>\n",
-      "Here is the matrix\n",
-      "----------\n",
-      " [[1 2 3]\n",
-      " [4 5 6]\n",
-      " [7 8 9]] \n",
-      "----------\n"
-     ]
-    }
-   ],
-   "source": [
-    "my_mat = [[1,2,3],[4,5,6],[7,8,9]]\n",
-    "mat = np.array(my_mat)\n",
-    "print(\"Type/Class of this object:\",type(mat))\n",
-    "print(\"Here is the matrix\\n----------\\n\",mat,\"\\n----------\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[1.5 2.  3. ]\n",
-      " [4.  5.  6. ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "my_tuple = np.array([(1.5,2,3), (4,5,6)])\n",
-    "mat_tuple = np.array(my_tuple)\n",
-    "print (mat_tuple)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Dimension, shape, size, and data type of the 2D array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dimension of this matrix: 2\n",
-      "Size of this matrix: 9\n",
-      "Shape of this matrix: (3, 3)\n",
-      "Data type of this matrix: int32\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Dimension of this matrix: \",mat.ndim,sep='') \n",
-    "print(\"Size of this matrix: \", mat.size,sep='') \n",
-    "print(\"Shape of this matrix: \", mat.shape,sep='')\n",
-    "print(\"Data type of this matrix: \", mat.dtype,sep='')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Zeros, Ones, Random, and Identity Matrices and Vectors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Vector of zeros:  [0. 0. 0. 0. 0.]\n",
-      "Matrix of zeros:  [[0. 0. 0. 0.]\n",
-      " [0. 0. 0. 0.]\n",
-      " [0. 0. 0. 0.]]\n",
-      "Vector of ones:  [1. 1. 1. 1.]\n",
-      "Matrix of ones:  [[1. 1.]\n",
-      " [1. 1.]\n",
-      " [1. 1.]\n",
-      " [1. 1.]]\n",
-      "Matrix of 5’s:  [[5. 5. 5.]\n",
-      " [5. 5. 5.]\n",
-      " [5. 5. 5.]]\n",
-      "Identity matrix of dimension 2: [[1. 0.]\n",
-      " [0. 1.]]\n",
-      "Identity matrix of dimension 4: [[1. 0. 0. 0.]\n",
-      " [0. 1. 0. 0.]\n",
-      " [0. 0. 1. 0.]\n",
-      " [0. 0. 0. 1.]]\n",
-      "Random matrix of shape (4,3):\n",
-      " [[2 1 5]\n",
-      " [3 3 1]\n",
-      " [4 7 3]\n",
-      " [2 8 8]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Vector of zeros: \",np.zeros(5))\n",
-    "print(\"Matrix of zeros: \",np.zeros((3,4)))\n",
-    "print(\"Vector of ones: \",np.ones(4))\n",
-    "print(\"Matrix of ones: \",np.ones((4,2)))\n",
-    "print(\"Matrix of 5’s: \",5*np.ones((3,3)))\n",
-    "print(\"Identity matrix of dimension 2:\",np.eye(2))\n",
-    "print(\"Identity matrix of dimension 4:\",np.eye(4))\n",
-    "print(\"Random matrix of shape (4,3):\\n\",np.random.randint(low=1,high=10,size=(4,3)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Reshaping, Ravel, Min, Max, Sorting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Shape of a: (30,)\n",
-      "Shape of b: (2, 3, 5)\n",
-      "Shape of c: (6, 5)\n"
-     ]
-    }
-   ],
-   "source": [
-    "a = np.random.randint(1,100,30)\n",
-    "b = a.reshape(2,3,5)\n",
-    "c = a.reshape(6,5)\n",
-    "print (\"Shape of a:\", a.shape)\n",
-    "print (\"Shape of b:\", b.shape)\n",
-    "print (\"Shape of c:\", c.shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "a looks like:\n",
-      " [71 47 34 56 80 14 46 51 92 33 87  7 37 73 74 66 81 84 94 81  2 95 88 32\n",
-      " 68 14 60 97 85  5]\n",
-      "\n",
-      "b looks like:\n",
-      " [[[71 47 34 56 80]\n",
-      "  [14 46 51 92 33]\n",
-      "  [87  7 37 73 74]]\n",
-      "\n",
-      " [[66 81 84 94 81]\n",
-      "  [ 2 95 88 32 68]\n",
-      "  [14 60 97 85  5]]]\n",
-      "\n",
-      "c looks like:\n",
-      " [[71 47 34 56 80]\n",
-      " [14 46 51 92 33]\n",
-      " [87  7 37 73 74]\n",
-      " [66 81 84 94 81]\n",
-      " [ 2 95 88 32 68]\n",
-      " [14 60 97 85  5]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\na looks like:\\n\",a)\n",
-    "print(\"\\nb looks like:\\n\",b)\n",
-    "print(\"\\nc looks like:\\n\",c)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[71 47 34 56 80 14 46 51 92 33 87  7 37 73 74 66 81 84 94 81  2 95 88 32\n",
-      " 68 14 60 97 85  5]\n"
-     ]
-    }
-   ],
-   "source": [
-    "b_flat = b.ravel()\n",
-    "print(b_flat)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Indexing and slicing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Array: [ 0  1  2  3  4  5  6  7  8  9 10]\n",
-      "Element at 7th index is: 7\n",
-      "Elements from 3rd to 5th index are: [3 4 5]\n",
-      "Elements up to 4th index are: [0 1 2 3]\n",
-      "Elements from last backwards are: [10  9  8  7  6  5  4  3  2  1  0]\n",
-      "3 Elements from last backwards are: [10  8  6]\n",
-      "New array: [ 0  2  4  6  8 10 12 14 16 18 20]\n",
-      "Elements at 2nd, 4th, and 9th index are: [ 4  8 18]\n"
-     ]
-    }
-   ],
-   "source": [
-    "arr = np.arange(0,11)\n",
-    "print(\"Array:\",arr)\n",
-    "print(\"Element at 7th index is:\", arr[7])\n",
-    "print(\"Elements from 3rd to 5th index are:\", arr[3:6])\n",
-    "print(\"Elements up to 4th index are:\", arr[:4])\n",
-    "print(\"Elements from last backwards are:\", arr[-1::-1])\n",
-    "print(\"3 Elements from last backwards are:\", arr[-1:-6:-2])\n",
-    "\n",
-    "arr2 = np.arange(0,21,2)\n",
-    "print(\"New array:\",arr2)\n",
-    "print(\"Elements at 2nd, 4th, and 9th index are:\", arr2[[2,4,9]]) # Pass a list as a index to subset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix of random 2-digit numbers\n",
-      " [[24 10 16 77 48]\n",
-      " [47 60 73 49 26]\n",
-      " [63 97 75 21 95]]\n",
-      "\n",
-      "Double bracket indexing\n",
-      "\n",
-      "Element in row index 1 and column index 2: 73\n",
-      "\n",
-      "Single bracket with comma indexing\n",
-      "\n",
-      "Element in row index 1 and column index 2: 73\n",
-      "\n",
-      "Row or column extract\n",
-      "\n",
-      "Entire row at index 2: [63 97 75 21 95]\n",
-      "Entire column at index 3: [77 49 21]\n",
-      "\n",
-      "Subsetting sub-matrices\n",
-      "\n",
-      "Matrix with row indices 1 and 2 and column indices 3 and 4\n",
-      " [[49 26]\n",
-      " [21 95]]\n",
-      "Matrix with row indices 0 and 1 and column indices 1 and 3\n",
-      " [[10 77]\n",
-      " [60 49]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
-    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
-    "\n",
-    "print(\"\\nDouble bracket indexing\\n\")\n",
-    "print(\"Element in row index 1 and column index 2:\", mat[1][2])\n",
-    "\n",
-    "print(\"\\nSingle bracket with comma indexing\\n\")\n",
-    "print(\"Element in row index 1 and column index 2:\", mat[1,2])\n",
-    "print(\"\\nRow or column extract\\n\")\n",
-    "\n",
-    "print(\"Entire row at index 2:\", mat[2])\n",
-    "print(\"Entire column at index 3:\", mat[:,3])\n",
-    "\n",
-    "print(\"\\nSubsetting sub-matrices\\n\")\n",
-    "print(\"Matrix with row indices 1 and 2 and column indices 3 and 4\\n\", mat[1:3,3:5])\n",
-    "print(\"Matrix with row indices 0 and 1 and column indices 1 and 3\\n\", mat[0:2,[1,3]])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Conditional subsetting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Matrix of random 2-digit numbers\n",
-      " [[17 43 10 13 16]\n",
-      " [90 46 45 73 94]\n",
-      " [83 48 26 21 74]]\n",
-      "\n",
-      "Elements greater than 50\n",
-      " [90 73 94 83 74]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
-    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
-    "print (\"\\nElements greater than 50\\n\", mat[mat>50])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[False, False, False, False, False],\n",
-       "       [ True, False, False,  True,  True],\n",
-       "       [ True, False, False, False,  True]])"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "mat>50"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  0,  0,  0,  0],\n",
-       "       [90,  0,  0, 73, 94],\n",
-       "       [83,  0,  0,  0, 74]])"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "mat*(mat>50)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Array operations (array-array, array-scalar, universal functions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1st Matrix of random single-digit numbers\n",
-      " [[6 2 1]\n",
-      " [1 1 5]\n",
-      " [1 3 5]]\n",
-      "\n",
-      "2nd Matrix of random single-digit numbers\n",
-      " [[8 6 7]\n",
-      " [5 9 9]\n",
-      " [9 4 7]]\n",
-      "\n",
-      "Addition\n",
-      " [[14  8  8]\n",
-      " [ 6 10 14]\n",
-      " [10  7 12]]\n",
-      "\n",
-      "Multiplication\n",
-      " [[48 12  7]\n",
-      " [ 5  9 45]\n",
-      " [ 9 12 35]]\n",
-      "\n",
-      "Division\n",
-      " [[0.75       0.33333333 0.14285714]\n",
-      " [0.2        0.11111111 0.55555556]\n",
-      " [0.11111111 0.75       0.71428571]]\n",
-      "\n",
-      "Lineaer combination: 3*A - 2*B\n",
-      " [[  2  -6 -11]\n",
-      " [ -7 -15  -3]\n",
-      " [-15   1   1]]\n",
-      "\n",
-      "Addition of a scalar (100)\n",
-      " [[106 102 101]\n",
-      " [101 101 105]\n",
-      " [101 103 105]]\n",
-      "\n",
-      "Exponentiation, matrix cubed here\n",
-      " [[216   8   1]\n",
-      " [  1   1 125]\n",
-      " [  1  27 125]]\n",
-      "\n",
-      "Exponentiation, sq-root using pow function\n",
-      " [[2.44948974 1.41421356 1.        ]\n",
-      " [1.         1.         2.23606798]\n",
-      " [1.         1.73205081 2.23606798]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "mat1 = np.random.randint(1,10,9).reshape(3,3)\n",
-    "mat2 = np.random.randint(1,10,9).reshape(3,3)\n",
-    "print(\"\\n1st Matrix of random single-digit numbers\\n\",mat1)\n",
-    "print(\"\\n2nd Matrix of random single-digit numbers\\n\",mat2)\n",
-    "\n",
-    "print(\"\\nAddition\\n\", mat1+mat2)\n",
-    "print(\"\\nMultiplication\\n\", mat1*mat2)\n",
-    "print(\"\\nDivision\\n\", mat1/mat2)\n",
-    "print(\"\\nLineaer combination: 3*A - 2*B\\n\", 3*mat1-2*mat2)\n",
-    "\n",
-    "print(\"\\nAddition of a scalar (100)\\n\", 100+mat1)\n",
-    "\n",
-    "print(\"\\nExponentiation, matrix cubed here\\n\", mat1**3)\n",
-    "print(\"\\nExponentiation, sq-root using pow function\\n\",pow(mat1,0.5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Pandas series"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Labels: ['a', 'b', 'c']\n",
-      "My data: [10, 20, 30]\n",
-      "Dictionary: {'a': 10, 'b': 20, 'c': 30}\n"
-     ]
-    }
-   ],
-   "source": [
-    "labels = ['a','b','c']\n",
-    "my_data = [10,20,30]\n",
-    "arr = np.array(my_data)\n",
-    "d = {'a':10,'b':20,'c':30}\n",
-    "\n",
-    "print (\"Labels:\", labels)\n",
-    "print(\"My data:\", my_data)\n",
-    "print(\"Dictionary:\", d)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0    10\n",
-      "1    20\n",
-      "2    30\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "s1=pd.Series(data=my_data)\n",
-    "print(s1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a    10\n",
-      "b    20\n",
-      "c    30\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "s2=pd.Series(data=my_data, index=labels)\n",
-    "print(s2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a    10\n",
-      "b    20\n",
-      "c    30\n",
-      "dtype: int32\n"
-     ]
-    }
-   ],
-   "source": [
-    "s3=pd.Series(arr, labels)\n",
-    "print(s3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a    10\n",
-      "b    20\n",
-      "c    30\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "s4=pd.Series(d)\n",
-    "print(s4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Pandas DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The data frame looks like\n",
-      "---------------------------------------------\n",
-      "    W   X   Y   Z\n",
-      "A   3   1   7   1\n",
-      "B  14   1   2  12\n",
-      "C  14   4  16  11\n",
-      "D   4  11  18  15\n",
-      "E   1  11  11   3\n"
-     ]
-    }
-   ],
-   "source": [
-    "matrix_data = np.random.randint(1,20,size=20).reshape(5,4)\n",
-    "row_labels = ['A','B','C','D','E']\n",
-    "column_headings = ['W','X','Y','Z']\n",
-    "\n",
-    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
-    "print(\"\\nThe data frame looks like\\n\",'-'*45, sep='')\n",
-    "print(df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "    a   b   c\n",
-      "X  10  30  50\n",
-      "Y  20  40  60\n"
-     ]
-    }
-   ],
-   "source": [
-    "d={'a':[10,20],'b':[30,40],'c':[50,60]}\n",
-    "df2=pd.DataFrame(data=d,index=['X','Y'])\n",
-    "print(df2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## DataFrame can be created reading directly from a CSV or an Excel file\n",
-    "\n",
-    "Refer to this article, that I wrote for O'Reily Media's Medium publication, to understand various data sources that can be read in Pandas DataFrame directly.\n",
-    "\n",
-    "**[Read in the data in a Pandas DataFrame like an expert](https://medium.com/97-things/read-in-the-data-in-a-pandas-dataframe-like-an-expert-d03058edae98)**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df3 = pd.read_csv(\"./Data/wine.data.csv\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.23</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>2.43</td>\n",
-       "      <td>15.6</td>\n",
-       "      <td>127</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.06</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>2.29</td>\n",
-       "      <td>5.64</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>3.92</td>\n",
-       "      <td>1065</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.20</td>\n",
-       "      <td>1.78</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>11.2</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2.65</td>\n",
-       "      <td>2.76</td>\n",
-       "      <td>0.26</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>4.38</td>\n",
-       "      <td>1.05</td>\n",
-       "      <td>3.40</td>\n",
-       "      <td>1050</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.16</td>\n",
-       "      <td>2.36</td>\n",
-       "      <td>2.67</td>\n",
-       "      <td>18.6</td>\n",
-       "      <td>101</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.24</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>2.81</td>\n",
-       "      <td>5.68</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3.17</td>\n",
-       "      <td>1185</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.37</td>\n",
-       "      <td>1.95</td>\n",
-       "      <td>2.50</td>\n",
-       "      <td>16.8</td>\n",
-       "      <td>113</td>\n",
-       "      <td>3.85</td>\n",
-       "      <td>3.49</td>\n",
-       "      <td>0.24</td>\n",
-       "      <td>2.18</td>\n",
-       "      <td>7.80</td>\n",
-       "      <td>0.86</td>\n",
-       "      <td>3.45</td>\n",
-       "      <td>1480</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.24</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>2.87</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>118</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>2.69</td>\n",
-       "      <td>0.39</td>\n",
-       "      <td>1.82</td>\n",
-       "      <td>4.32</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>2.93</td>\n",
-       "      <td>735</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "0      1    14.23        1.71  2.43               15.6        127   \n",
-       "1      1    13.20        1.78  2.14               11.2        100   \n",
-       "2      1    13.16        2.36  2.67               18.6        101   \n",
-       "3      1    14.37        1.95  2.50               16.8        113   \n",
-       "4      1    13.24        2.59  2.87               21.0        118   \n",
-       "\n",
-       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "0           2.80        3.06                  0.28             2.29   \n",
-       "1           2.65        2.76                  0.26             1.28   \n",
-       "2           2.80        3.24                  0.30             2.81   \n",
-       "3           3.85        3.49                  0.24             2.18   \n",
-       "4           2.80        2.69                  0.39             1.82   \n",
-       "\n",
-       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "0             5.64  1.04                          3.92     1065  \n",
-       "1             4.38  1.05                          3.40     1050  \n",
-       "2             5.68  1.03                          3.17     1185  \n",
-       "3             7.80  0.86                          3.45     1480  \n",
-       "4             4.32  1.04                          2.93      735  "
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df4 = pd.read_excel(\"./Data/Height_Weight.xlsx\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ashley</td>\n",
-       "      <td>155</td>\n",
-       "      <td>140</td>\n",
-       "      <td>Palo Alto</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Robin</td>\n",
-       "      <td>145</td>\n",
-       "      <td>122</td>\n",
-       "      <td>Fremont</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Priyanka</td>\n",
-       "      <td>152</td>\n",
-       "      <td>131</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown\n",
-       "0     Ashley     155     140      Palo Alto\n",
-       "1      Robin     145     122        Fremont\n",
-       "2   Priyanka     152     131    Santa Clara\n",
-       "3  Youngchul     167     148      Cupertino\n",
-       "4       Aziz     161     139  San Francisco\n",
-       "5       Zoey     181     190        Hayward"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Quick checking DataFrames\n",
-    "* `.head()`\n",
-    "* `.tail()`\n",
-    "* `.sample()`\n",
-    "* `.info()`\n",
-    "* `.describe()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.23</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>2.43</td>\n",
-       "      <td>15.6</td>\n",
-       "      <td>127</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.06</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>2.29</td>\n",
-       "      <td>5.64</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>3.92</td>\n",
-       "      <td>1065</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.20</td>\n",
-       "      <td>1.78</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>11.2</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2.65</td>\n",
-       "      <td>2.76</td>\n",
-       "      <td>0.26</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>4.38</td>\n",
-       "      <td>1.05</td>\n",
-       "      <td>3.40</td>\n",
-       "      <td>1050</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.16</td>\n",
-       "      <td>2.36</td>\n",
-       "      <td>2.67</td>\n",
-       "      <td>18.6</td>\n",
-       "      <td>101</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.24</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>2.81</td>\n",
-       "      <td>5.68</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3.17</td>\n",
-       "      <td>1185</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.37</td>\n",
-       "      <td>1.95</td>\n",
-       "      <td>2.50</td>\n",
-       "      <td>16.8</td>\n",
-       "      <td>113</td>\n",
-       "      <td>3.85</td>\n",
-       "      <td>3.49</td>\n",
-       "      <td>0.24</td>\n",
-       "      <td>2.18</td>\n",
-       "      <td>7.80</td>\n",
-       "      <td>0.86</td>\n",
-       "      <td>3.45</td>\n",
-       "      <td>1480</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.24</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>2.87</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>118</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>2.69</td>\n",
-       "      <td>0.39</td>\n",
-       "      <td>1.82</td>\n",
-       "      <td>4.32</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>2.93</td>\n",
-       "      <td>735</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "0      1    14.23        1.71  2.43               15.6        127   \n",
-       "1      1    13.20        1.78  2.14               11.2        100   \n",
-       "2      1    13.16        2.36  2.67               18.6        101   \n",
-       "3      1    14.37        1.95  2.50               16.8        113   \n",
-       "4      1    13.24        2.59  2.87               21.0        118   \n",
-       "\n",
-       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "0           2.80        3.06                  0.28             2.29   \n",
-       "1           2.65        2.76                  0.26             1.28   \n",
-       "2           2.80        3.24                  0.30             2.81   \n",
-       "3           3.85        3.49                  0.24             2.18   \n",
-       "4           2.80        2.69                  0.39             1.82   \n",
-       "\n",
-       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "0             5.64  1.04                          3.92     1065  \n",
-       "1             4.38  1.05                          3.40     1050  \n",
-       "2             5.68  1.03                          3.17     1185  \n",
-       "3             7.80  0.86                          3.45     1480  \n",
-       "4             4.32  1.04                          2.93      735  "
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.23</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>2.43</td>\n",
-       "      <td>15.6</td>\n",
-       "      <td>127</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.06</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>2.29</td>\n",
-       "      <td>5.64</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>3.92</td>\n",
-       "      <td>1065</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.20</td>\n",
-       "      <td>1.78</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>11.2</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2.65</td>\n",
-       "      <td>2.76</td>\n",
-       "      <td>0.26</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>4.38</td>\n",
-       "      <td>1.05</td>\n",
-       "      <td>3.40</td>\n",
-       "      <td>1050</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.16</td>\n",
-       "      <td>2.36</td>\n",
-       "      <td>2.67</td>\n",
-       "      <td>18.6</td>\n",
-       "      <td>101</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.24</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>2.81</td>\n",
-       "      <td>5.68</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3.17</td>\n",
-       "      <td>1185</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "0      1    14.23        1.71  2.43               15.6        127   \n",
-       "1      1    13.20        1.78  2.14               11.2        100   \n",
-       "2      1    13.16        2.36  2.67               18.6        101   \n",
-       "\n",
-       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "0           2.80        3.06                  0.28             2.29   \n",
-       "1           2.65        2.76                  0.26             1.28   \n",
-       "2           2.80        3.24                  0.30             2.81   \n",
-       "\n",
-       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "0             5.64  1.04                          3.92     1065  \n",
-       "1             4.38  1.05                          3.40     1050  \n",
-       "2             5.68  1.03                          3.17     1185  "
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.head(3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>171</th>\n",
-       "      <td>3</td>\n",
-       "      <td>12.77</td>\n",
-       "      <td>2.39</td>\n",
-       "      <td>2.28</td>\n",
-       "      <td>19.5</td>\n",
-       "      <td>86</td>\n",
-       "      <td>1.39</td>\n",
-       "      <td>0.51</td>\n",
-       "      <td>0.48</td>\n",
-       "      <td>0.64</td>\n",
-       "      <td>9.899999</td>\n",
-       "      <td>0.57</td>\n",
-       "      <td>1.63</td>\n",
-       "      <td>470</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>172</th>\n",
-       "      <td>3</td>\n",
-       "      <td>14.16</td>\n",
-       "      <td>2.51</td>\n",
-       "      <td>2.48</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>91</td>\n",
-       "      <td>1.68</td>\n",
-       "      <td>0.70</td>\n",
-       "      <td>0.44</td>\n",
-       "      <td>1.24</td>\n",
-       "      <td>9.700000</td>\n",
-       "      <td>0.62</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>660</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>173</th>\n",
-       "      <td>3</td>\n",
-       "      <td>13.71</td>\n",
-       "      <td>5.65</td>\n",
-       "      <td>2.45</td>\n",
-       "      <td>20.5</td>\n",
-       "      <td>95</td>\n",
-       "      <td>1.68</td>\n",
-       "      <td>0.61</td>\n",
-       "      <td>0.52</td>\n",
-       "      <td>1.06</td>\n",
-       "      <td>7.700000</td>\n",
-       "      <td>0.64</td>\n",
-       "      <td>1.74</td>\n",
-       "      <td>740</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>174</th>\n",
-       "      <td>3</td>\n",
-       "      <td>13.40</td>\n",
-       "      <td>3.91</td>\n",
-       "      <td>2.48</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>102</td>\n",
-       "      <td>1.80</td>\n",
-       "      <td>0.75</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>1.41</td>\n",
-       "      <td>7.300000</td>\n",
-       "      <td>0.70</td>\n",
-       "      <td>1.56</td>\n",
-       "      <td>750</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>175</th>\n",
-       "      <td>3</td>\n",
-       "      <td>13.27</td>\n",
-       "      <td>4.28</td>\n",
-       "      <td>2.26</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>120</td>\n",
-       "      <td>1.59</td>\n",
-       "      <td>0.69</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>1.35</td>\n",
-       "      <td>10.200000</td>\n",
-       "      <td>0.59</td>\n",
-       "      <td>1.56</td>\n",
-       "      <td>835</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>176</th>\n",
-       "      <td>3</td>\n",
-       "      <td>13.17</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>2.37</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>120</td>\n",
-       "      <td>1.65</td>\n",
-       "      <td>0.68</td>\n",
-       "      <td>0.53</td>\n",
-       "      <td>1.46</td>\n",
-       "      <td>9.300000</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>1.62</td>\n",
-       "      <td>840</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>177</th>\n",
-       "      <td>3</td>\n",
-       "      <td>14.13</td>\n",
-       "      <td>4.10</td>\n",
-       "      <td>2.74</td>\n",
-       "      <td>24.5</td>\n",
-       "      <td>96</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>0.56</td>\n",
-       "      <td>1.35</td>\n",
-       "      <td>9.200000</td>\n",
-       "      <td>0.61</td>\n",
-       "      <td>1.60</td>\n",
-       "      <td>560</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "171      3    12.77        2.39  2.28               19.5         86   \n",
-       "172      3    14.16        2.51  2.48               20.0         91   \n",
-       "173      3    13.71        5.65  2.45               20.5         95   \n",
-       "174      3    13.40        3.91  2.48               23.0        102   \n",
-       "175      3    13.27        4.28  2.26               20.0        120   \n",
-       "176      3    13.17        2.59  2.37               20.0        120   \n",
-       "177      3    14.13        4.10  2.74               24.5         96   \n",
-       "\n",
-       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "171           1.39        0.51                  0.48             0.64   \n",
-       "172           1.68        0.70                  0.44             1.24   \n",
-       "173           1.68        0.61                  0.52             1.06   \n",
-       "174           1.80        0.75                  0.43             1.41   \n",
-       "175           1.59        0.69                  0.43             1.35   \n",
-       "176           1.65        0.68                  0.53             1.46   \n",
-       "177           2.05        0.76                  0.56             1.35   \n",
-       "\n",
-       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "171         9.899999  0.57                          1.63      470  \n",
-       "172         9.700000  0.62                          1.71      660  \n",
-       "173         7.700000  0.64                          1.74      740  \n",
-       "174         7.300000  0.70                          1.56      750  \n",
-       "175        10.200000  0.59                          1.56      835  \n",
-       "176         9.300000  0.60                          1.62      840  \n",
-       "177         9.200000  0.61                          1.60      560  "
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.tail(7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>169</th>\n",
-       "      <td>3</td>\n",
-       "      <td>13.40</td>\n",
-       "      <td>4.60</td>\n",
-       "      <td>2.86</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>112</td>\n",
-       "      <td>1.98</td>\n",
-       "      <td>0.96</td>\n",
-       "      <td>0.27</td>\n",
-       "      <td>1.11</td>\n",
-       "      <td>8.50</td>\n",
-       "      <td>0.67</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>630</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>57</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.29</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>2.68</td>\n",
-       "      <td>16.8</td>\n",
-       "      <td>102</td>\n",
-       "      <td>3.00</td>\n",
-       "      <td>3.23</td>\n",
-       "      <td>0.31</td>\n",
-       "      <td>1.66</td>\n",
-       "      <td>6.00</td>\n",
-       "      <td>1.07</td>\n",
-       "      <td>2.84</td>\n",
-       "      <td>1270</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>2</td>\n",
-       "      <td>13.11</td>\n",
-       "      <td>1.01</td>\n",
-       "      <td>1.70</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2.98</td>\n",
-       "      <td>3.18</td>\n",
-       "      <td>0.26</td>\n",
-       "      <td>2.28</td>\n",
-       "      <td>5.30</td>\n",
-       "      <td>1.12</td>\n",
-       "      <td>3.18</td>\n",
-       "      <td>502</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>117</th>\n",
-       "      <td>2</td>\n",
-       "      <td>12.42</td>\n",
-       "      <td>1.61</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>22.5</td>\n",
-       "      <td>108</td>\n",
-       "      <td>2.00</td>\n",
-       "      <td>2.09</td>\n",
-       "      <td>0.34</td>\n",
-       "      <td>1.61</td>\n",
-       "      <td>2.06</td>\n",
-       "      <td>1.06</td>\n",
-       "      <td>2.96</td>\n",
-       "      <td>345</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>130</th>\n",
-       "      <td>3</td>\n",
-       "      <td>12.86</td>\n",
-       "      <td>1.35</td>\n",
-       "      <td>2.32</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>122</td>\n",
-       "      <td>1.51</td>\n",
-       "      <td>1.25</td>\n",
-       "      <td>0.21</td>\n",
-       "      <td>0.94</td>\n",
-       "      <td>4.10</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>1.29</td>\n",
-       "      <td>630</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "169      3    13.40        4.60  2.86               25.0        112   \n",
-       "57       1    13.29        1.97  2.68               16.8        102   \n",
-       "66       2    13.11        1.01  1.70               15.0         78   \n",
-       "117      2    12.42        1.61  2.19               22.5        108   \n",
-       "130      3    12.86        1.35  2.32               18.0        122   \n",
-       "\n",
-       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "169           1.98        0.96                  0.27             1.11   \n",
-       "57            3.00        3.23                  0.31             1.66   \n",
-       "66            2.98        3.18                  0.26             2.28   \n",
-       "117           2.00        2.09                  0.34             1.61   \n",
-       "130           1.51        1.25                  0.21             0.94   \n",
-       "\n",
-       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "169             8.50  0.67                          1.92      630  \n",
-       "57              6.00  1.07                          2.84     1270  \n",
-       "66              5.30  1.12                          3.18      502  \n",
-       "117             2.06  1.06                          2.96      345  \n",
-       "130             4.10  0.76                          1.29      630  "
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.sample(5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 178 entries, 0 to 177\n",
-      "Data columns (total 14 columns):\n",
-      "Class                           178 non-null int64\n",
-      "Alcohol                         178 non-null float64\n",
-      "Malic acid                      178 non-null float64\n",
-      "Ash                             178 non-null float64\n",
-      "Alcalinity of ash               178 non-null float64\n",
-      "Magnesium                       178 non-null int64\n",
-      "Total phenols                   178 non-null float64\n",
-      "Flavanoids                      178 non-null float64\n",
-      "Nonflavanoid phenols            178 non-null float64\n",
-      "Proanthocyanins                 178 non-null float64\n",
-      "Color intensity                 178 non-null float64\n",
-      "Hue                             178 non-null float64\n",
-      "OD280/OD315 of diluted wines    178 non-null float64\n",
-      "Proline                         178 non-null int64\n",
-      "dtypes: float64(11), int64(3)\n",
-      "memory usage: 19.6 KB\n"
-     ]
-    }
-   ],
-   "source": [
-    "df3.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 6 entries, 0 to 5\n",
-      "Data columns (total 4 columns):\n",
-      "Name        6 non-null object\n",
-      "Height      6 non-null int64\n",
-      "Weight      6 non-null int64\n",
-      "Hometown    6 non-null object\n",
-      "dtypes: int64(2), object(2)\n",
-      "memory usage: 320.0+ bytes\n"
-     ]
-    }
-   ],
-   "source": [
-    "df4.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>count</th>\n",
-       "      <th>mean</th>\n",
-       "      <th>std</th>\n",
-       "      <th>min</th>\n",
-       "      <th>25%</th>\n",
-       "      <th>50%</th>\n",
-       "      <th>75%</th>\n",
-       "      <th>max</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>Class</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>1.938202</td>\n",
-       "      <td>0.775035</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>1.0000</td>\n",
-       "      <td>2.000</td>\n",
-       "      <td>3.0000</td>\n",
-       "      <td>3.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Alcohol</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>13.000618</td>\n",
-       "      <td>0.811827</td>\n",
-       "      <td>11.03</td>\n",
-       "      <td>12.3625</td>\n",
-       "      <td>13.050</td>\n",
-       "      <td>13.6775</td>\n",
-       "      <td>14.83</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Malic acid</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>2.336348</td>\n",
-       "      <td>1.117146</td>\n",
-       "      <td>0.74</td>\n",
-       "      <td>1.6025</td>\n",
-       "      <td>1.865</td>\n",
-       "      <td>3.0825</td>\n",
-       "      <td>5.80</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Ash</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>2.366517</td>\n",
-       "      <td>0.274344</td>\n",
-       "      <td>1.36</td>\n",
-       "      <td>2.2100</td>\n",
-       "      <td>2.360</td>\n",
-       "      <td>2.5575</td>\n",
-       "      <td>3.23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>19.494944</td>\n",
-       "      <td>3.339564</td>\n",
-       "      <td>10.60</td>\n",
-       "      <td>17.2000</td>\n",
-       "      <td>19.500</td>\n",
-       "      <td>21.5000</td>\n",
-       "      <td>30.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Magnesium</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>99.741573</td>\n",
-       "      <td>14.282484</td>\n",
-       "      <td>70.00</td>\n",
-       "      <td>88.0000</td>\n",
-       "      <td>98.000</td>\n",
-       "      <td>107.0000</td>\n",
-       "      <td>162.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Total phenols</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>2.295112</td>\n",
-       "      <td>0.625851</td>\n",
-       "      <td>0.98</td>\n",
-       "      <td>1.7425</td>\n",
-       "      <td>2.355</td>\n",
-       "      <td>2.8000</td>\n",
-       "      <td>3.88</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>2.029270</td>\n",
-       "      <td>0.998859</td>\n",
-       "      <td>0.34</td>\n",
-       "      <td>1.2050</td>\n",
-       "      <td>2.135</td>\n",
-       "      <td>2.8750</td>\n",
-       "      <td>5.08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>0.361854</td>\n",
-       "      <td>0.124453</td>\n",
-       "      <td>0.13</td>\n",
-       "      <td>0.2700</td>\n",
-       "      <td>0.340</td>\n",
-       "      <td>0.4375</td>\n",
-       "      <td>0.66</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>1.590899</td>\n",
-       "      <td>0.572359</td>\n",
-       "      <td>0.41</td>\n",
-       "      <td>1.2500</td>\n",
-       "      <td>1.555</td>\n",
-       "      <td>1.9500</td>\n",
-       "      <td>3.58</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Color intensity</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>5.058090</td>\n",
-       "      <td>2.318286</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>3.2200</td>\n",
-       "      <td>4.690</td>\n",
-       "      <td>6.2000</td>\n",
-       "      <td>13.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Hue</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>0.957449</td>\n",
-       "      <td>0.228572</td>\n",
-       "      <td>0.48</td>\n",
-       "      <td>0.7825</td>\n",
-       "      <td>0.965</td>\n",
-       "      <td>1.1200</td>\n",
-       "      <td>1.71</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>2.611685</td>\n",
-       "      <td>0.709990</td>\n",
-       "      <td>1.27</td>\n",
-       "      <td>1.9375</td>\n",
-       "      <td>2.780</td>\n",
-       "      <td>3.1700</td>\n",
-       "      <td>4.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Proline</th>\n",
-       "      <td>178.0</td>\n",
-       "      <td>746.893258</td>\n",
-       "      <td>314.907474</td>\n",
-       "      <td>278.00</td>\n",
-       "      <td>500.5000</td>\n",
-       "      <td>673.500</td>\n",
-       "      <td>985.0000</td>\n",
-       "      <td>1680.00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                              count        mean         std     min       25%  \\\n",
-       "Class                         178.0    1.938202    0.775035    1.00    1.0000   \n",
-       "Alcohol                       178.0   13.000618    0.811827   11.03   12.3625   \n",
-       "Malic acid                    178.0    2.336348    1.117146    0.74    1.6025   \n",
-       "Ash                           178.0    2.366517    0.274344    1.36    2.2100   \n",
-       "Alcalinity of ash             178.0   19.494944    3.339564   10.60   17.2000   \n",
-       "Magnesium                     178.0   99.741573   14.282484   70.00   88.0000   \n",
-       "Total phenols                 178.0    2.295112    0.625851    0.98    1.7425   \n",
-       "Flavanoids                    178.0    2.029270    0.998859    0.34    1.2050   \n",
-       "Nonflavanoid phenols          178.0    0.361854    0.124453    0.13    0.2700   \n",
-       "Proanthocyanins               178.0    1.590899    0.572359    0.41    1.2500   \n",
-       "Color intensity               178.0    5.058090    2.318286    1.28    3.2200   \n",
-       "Hue                           178.0    0.957449    0.228572    0.48    0.7825   \n",
-       "OD280/OD315 of diluted wines  178.0    2.611685    0.709990    1.27    1.9375   \n",
-       "Proline                       178.0  746.893258  314.907474  278.00  500.5000   \n",
-       "\n",
-       "                                  50%       75%      max  \n",
-       "Class                           2.000    3.0000     3.00  \n",
-       "Alcohol                        13.050   13.6775    14.83  \n",
-       "Malic acid                      1.865    3.0825     5.80  \n",
-       "Ash                             2.360    2.5575     3.23  \n",
-       "Alcalinity of ash              19.500   21.5000    30.00  \n",
-       "Magnesium                      98.000  107.0000   162.00  \n",
-       "Total phenols                   2.355    2.8000     3.88  \n",
-       "Flavanoids                      2.135    2.8750     5.08  \n",
-       "Nonflavanoid phenols            0.340    0.4375     0.66  \n",
-       "Proanthocyanins                 1.555    1.9500     3.58  \n",
-       "Color intensity                 4.690    6.2000    13.00  \n",
-       "Hue                             0.965    1.1200     1.71  \n",
-       "OD280/OD315 of diluted wines    2.780    3.1700     4.00  \n",
-       "Proline                       673.500  985.0000  1680.00  "
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.describe().transpose()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>6.000000</td>\n",
-       "      <td>6.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>160.166667</td>\n",
-       "      <td>145.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>12.687264</td>\n",
-       "      <td>23.748684</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>145.000000</td>\n",
-       "      <td>122.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>152.750000</td>\n",
-       "      <td>133.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>158.000000</td>\n",
-       "      <td>139.500000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>165.500000</td>\n",
-       "      <td>146.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>181.000000</td>\n",
-       "      <td>190.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           Height      Weight\n",
-       "count    6.000000    6.000000\n",
-       "mean   160.166667  145.000000\n",
-       "std     12.687264   23.748684\n",
-       "min    145.000000  122.000000\n",
-       "25%    152.750000  133.000000\n",
-       "50%    158.000000  139.500000\n",
-       "75%    165.500000  146.000000\n",
-       "max    181.000000  190.000000"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Basic descriptive statistics on a DataFrame\n",
-    "* `mean()`\n",
-    "* `std()`\n",
-    "* `var()`\n",
-    "* `min()` and `max()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Class                             1.938202\n",
-       "Alcohol                          13.000618\n",
-       "Malic acid                        2.336348\n",
-       "Ash                               2.366517\n",
-       "Alcalinity of ash                19.494944\n",
-       "Magnesium                        99.741573\n",
-       "Total phenols                     2.295112\n",
-       "Flavanoids                        2.029270\n",
-       "Nonflavanoid phenols              0.361854\n",
-       "Proanthocyanins                   1.590899\n",
-       "Color intensity                   5.058090\n",
-       "Hue                               0.957449\n",
-       "OD280/OD315 of diluted wines      2.611685\n",
-       "Proline                         746.893258\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Class                             0.775035\n",
-       "Alcohol                           0.811827\n",
-       "Malic acid                        1.117146\n",
-       "Ash                               0.274344\n",
-       "Alcalinity of ash                 3.339564\n",
-       "Magnesium                        14.282484\n",
-       "Total phenols                     0.625851\n",
-       "Flavanoids                        0.998859\n",
-       "Nonflavanoid phenols              0.124453\n",
-       "Proanthocyanins                   0.572359\n",
-       "Color intensity                   2.318286\n",
-       "Hue                               0.228572\n",
-       "OD280/OD315 of diluted wines      0.709990\n",
-       "Proline                         314.907474\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.std()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Height    160.966667\n",
-       "Weight    564.000000\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4.var()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Name           Ashley\n",
-       "Height            145\n",
-       "Weight            122\n",
-       "Hometown    Cupertino\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4.min()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Indexing, slicing columns and rows of a DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "The 'Name' column\n",
-      "-------------------------\n",
-      "0       Ashley\n",
-      "1        Robin\n",
-      "2     Priyanka\n",
-      "3    Youngchul\n",
-      "4         Aziz\n",
-      "5         Zoey\n",
-      "Name: Name, dtype: object\n",
-      "\n",
-      "Type of the column: <class 'pandas.core.series.Series'>\n",
-      "\n",
-      "The 'Name' and 'Weight' columns indexed by passing a list\n",
-      "-------------------------------------------------------\n",
-      "        Name  Weight\n",
-      "0     Ashley     140\n",
-      "1      Robin     122\n",
-      "2   Priyanka     131\n",
-      "3  Youngchul     148\n",
-      "4       Aziz     139\n",
-      "5       Zoey     190\n",
-      "\n",
-      "Type of the pair of columns: <class 'pandas.core.frame.DataFrame'>\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nThe 'Name' column\\n\",'-'*25, sep='')\n",
-    "print(df4['Name'])\n",
-    "print(\"\\nType of the column: \", type(df4['Name']), sep='')\n",
-    "print(\"\\nThe 'Name' and 'Weight' columns indexed by passing a list\\n\",'-'*55, sep='')\n",
-    "print(df4[['Name','Weight']])\n",
-    "print(\"\\nType of the pair of columns: \", type(df4[['Name','Weight']]), sep='')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Label-based 'loc' method can be used for selecting row(s)\n",
-      "------------------------------------------------------------\n",
-      "\n",
-      "Single row\n",
-      "\n",
-      "W    14\n",
-      "X     4\n",
-      "Y    16\n",
-      "Z    11\n",
-      "Name: C, dtype: int32\n",
-      "\n",
-      "Multiple rows\n",
-      "\n",
-      "    W  X   Y   Z\n",
-      "B  14  1   2  12\n",
-      "C  14  4  16  11\n",
-      "\n",
-      "Index position based 'iloc' method can be used for selecting row(s)\n",
-      "----------------------------------------------------------------------\n",
-      "\n",
-      "Single row\n",
-      "\n",
-      "W    14\n",
-      "X     4\n",
-      "Y    16\n",
-      "Z    11\n",
-      "Name: C, dtype: int32\n",
-      "\n",
-      "Multiple rows\n",
-      "\n",
-      "    W  X   Y   Z\n",
-      "B  14  1   2  12\n",
-      "C  14  4  16  11\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"\\nLabel-based 'loc' method can be used for selecting row(s)\\n\",'-'*60, sep='')\n",
-    "print(\"\\nSingle row\\n\")\n",
-    "print(df.loc['C'])\n",
-    "print(\"\\nMultiple rows\\n\")\n",
-    "print(df.loc[['B','C']])\n",
-    "print(\"\\nIndex position based 'iloc' method can be used for selecting row(s)\\n\",'-'*70, sep='')\n",
-    "print(\"\\nSingle row\\n\")\n",
-    "print(df.iloc[2])\n",
-    "print(\"\\nMultiple rows\\n\")\n",
-    "print(df.iloc[[1,2]])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Conditional subsetting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    False\n",
-       "1    False\n",
-       "2    False\n",
-       "3     True\n",
-       "4     True\n",
-       "5     True\n",
-       "Name: Height, dtype: bool"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4['Height']>155"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown\n",
-       "3  Youngchul     167     148      Cupertino\n",
-       "4       Aziz     161     139  San Francisco\n",
-       "5       Zoey     181     190        Hayward"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4[df4['Height']>155]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Which students have a **height more than 155 cm and weigh less than 140 lbs**?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Name  Height  Weight       Hometown\n",
-       "4  Aziz     161     139  San Francisco"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4[(df4['Height']>155) & (df4['Weight']<140)]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Operations on specific columns/rows"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.23</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>2.43</td>\n",
-       "      <td>15.6</td>\n",
-       "      <td>127</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.06</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>2.29</td>\n",
-       "      <td>5.64</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>3.92</td>\n",
-       "      <td>1065</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.20</td>\n",
-       "      <td>1.78</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>11.2</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2.65</td>\n",
-       "      <td>2.76</td>\n",
-       "      <td>0.26</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>4.38</td>\n",
-       "      <td>1.05</td>\n",
-       "      <td>3.40</td>\n",
-       "      <td>1050</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.16</td>\n",
-       "      <td>2.36</td>\n",
-       "      <td>2.67</td>\n",
-       "      <td>18.6</td>\n",
-       "      <td>101</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>3.24</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>2.81</td>\n",
-       "      <td>5.68</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3.17</td>\n",
-       "      <td>1185</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.37</td>\n",
-       "      <td>1.95</td>\n",
-       "      <td>2.50</td>\n",
-       "      <td>16.8</td>\n",
-       "      <td>113</td>\n",
-       "      <td>3.85</td>\n",
-       "      <td>3.49</td>\n",
-       "      <td>0.24</td>\n",
-       "      <td>2.18</td>\n",
-       "      <td>7.80</td>\n",
-       "      <td>0.86</td>\n",
-       "      <td>3.45</td>\n",
-       "      <td>1480</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.24</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>2.87</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>118</td>\n",
-       "      <td>2.80</td>\n",
-       "      <td>2.69</td>\n",
-       "      <td>0.39</td>\n",
-       "      <td>1.82</td>\n",
-       "      <td>4.32</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>2.93</td>\n",
-       "      <td>735</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "0      1    14.23        1.71  2.43               15.6        127   \n",
-       "1      1    13.20        1.78  2.14               11.2        100   \n",
-       "2      1    13.16        2.36  2.67               18.6        101   \n",
-       "3      1    14.37        1.95  2.50               16.8        113   \n",
-       "4      1    13.24        2.59  2.87               21.0        118   \n",
-       "\n",
-       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "0           2.80        3.06                  0.28             2.29   \n",
-       "1           2.65        2.76                  0.26             1.28   \n",
-       "2           2.80        3.24                  0.30             2.81   \n",
-       "3           3.85        3.49                  0.24             2.18   \n",
-       "4           2.80        2.69                  0.39             1.82   \n",
-       "\n",
-       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "0             5.64  1.04                          3.92     1065  \n",
-       "1             4.38  1.05                          3.40     1050  \n",
-       "2             5.68  1.03                          3.17     1185  \n",
-       "3             7.80  0.86                          3.45     1480  \n",
-       "4             4.32  1.04                          2.93      735  "
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### What is the standard deviation of Magnesium and Ash contents for the wine dataset?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Magnesium    14.282484\n",
-       "Ash           0.274344\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3[['Magnesium','Ash']].std()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### What is the range of alcohol content in the wine dataset?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The range of alcohol content is:  3.8\n"
-     ]
-    }
-   ],
-   "source": [
-    "range_alcohol=df3['Alcohol'].max()- df3['Alcohol'].min()\n",
-    "print(\"The range of alcohol content is: \", round(range_alcohol,3))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Top 5 percentile in terms of Flavanoids?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3.4975000000000005"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.percentile(df3['Flavanoids'],95)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Class</th>\n",
-       "      <th>Alcohol</th>\n",
-       "      <th>Malic acid</th>\n",
-       "      <th>Ash</th>\n",
-       "      <th>Alcalinity of ash</th>\n",
-       "      <th>Magnesium</th>\n",
-       "      <th>Total phenols</th>\n",
-       "      <th>Flavanoids</th>\n",
-       "      <th>Nonflavanoid phenols</th>\n",
-       "      <th>Proanthocyanins</th>\n",
-       "      <th>Color intensity</th>\n",
-       "      <th>Hue</th>\n",
-       "      <th>OD280/OD315 of diluted wines</th>\n",
-       "      <th>Proline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.75</td>\n",
-       "      <td>1.73</td>\n",
-       "      <td>2.39</td>\n",
-       "      <td>11.4</td>\n",
-       "      <td>91</td>\n",
-       "      <td>3.10</td>\n",
-       "      <td>3.69</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>2.81</td>\n",
-       "      <td>5.40</td>\n",
-       "      <td>1.25</td>\n",
-       "      <td>2.73</td>\n",
-       "      <td>1150</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.38</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>2.38</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>102</td>\n",
-       "      <td>3.30</td>\n",
-       "      <td>3.64</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>2.96</td>\n",
-       "      <td>7.50</td>\n",
-       "      <td>1.20</td>\n",
-       "      <td>3.00</td>\n",
-       "      <td>1547</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>1</td>\n",
-       "      <td>14.19</td>\n",
-       "      <td>1.59</td>\n",
-       "      <td>2.48</td>\n",
-       "      <td>16.5</td>\n",
-       "      <td>108</td>\n",
-       "      <td>3.30</td>\n",
-       "      <td>3.93</td>\n",
-       "      <td>0.32</td>\n",
-       "      <td>1.86</td>\n",
-       "      <td>8.70</td>\n",
-       "      <td>1.23</td>\n",
-       "      <td>2.82</td>\n",
-       "      <td>1680</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.88</td>\n",
-       "      <td>1.89</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>3.25</td>\n",
-       "      <td>3.56</td>\n",
-       "      <td>0.17</td>\n",
-       "      <td>1.70</td>\n",
-       "      <td>5.43</td>\n",
-       "      <td>0.88</td>\n",
-       "      <td>3.56</td>\n",
-       "      <td>1095</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.94</td>\n",
-       "      <td>1.73</td>\n",
-       "      <td>2.27</td>\n",
-       "      <td>17.4</td>\n",
-       "      <td>108</td>\n",
-       "      <td>2.88</td>\n",
-       "      <td>3.54</td>\n",
-       "      <td>0.32</td>\n",
-       "      <td>2.08</td>\n",
-       "      <td>8.90</td>\n",
-       "      <td>1.12</td>\n",
-       "      <td>3.10</td>\n",
-       "      <td>1260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.82</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.42</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>111</td>\n",
-       "      <td>3.88</td>\n",
-       "      <td>3.74</td>\n",
-       "      <td>0.32</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>7.05</td>\n",
-       "      <td>1.01</td>\n",
-       "      <td>3.26</td>\n",
-       "      <td>1190</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>58</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13.72</td>\n",
-       "      <td>1.43</td>\n",
-       "      <td>2.50</td>\n",
-       "      <td>16.7</td>\n",
-       "      <td>108</td>\n",
-       "      <td>3.40</td>\n",
-       "      <td>3.67</td>\n",
-       "      <td>0.19</td>\n",
-       "      <td>2.04</td>\n",
-       "      <td>6.80</td>\n",
-       "      <td>0.89</td>\n",
-       "      <td>2.87</td>\n",
-       "      <td>1285</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>98</th>\n",
-       "      <td>2</td>\n",
-       "      <td>12.37</td>\n",
-       "      <td>1.07</td>\n",
-       "      <td>2.10</td>\n",
-       "      <td>18.5</td>\n",
-       "      <td>88</td>\n",
-       "      <td>3.52</td>\n",
-       "      <td>3.75</td>\n",
-       "      <td>0.24</td>\n",
-       "      <td>1.95</td>\n",
-       "      <td>4.50</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>2.77</td>\n",
-       "      <td>660</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>121</th>\n",
-       "      <td>2</td>\n",
-       "      <td>11.56</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>3.23</td>\n",
-       "      <td>28.5</td>\n",
-       "      <td>119</td>\n",
-       "      <td>3.18</td>\n",
-       "      <td>5.08</td>\n",
-       "      <td>0.47</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>6.00</td>\n",
-       "      <td>0.93</td>\n",
-       "      <td>3.69</td>\n",
-       "      <td>465</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
-       "13       1    14.75        1.73  2.39               11.4         91   \n",
-       "14       1    14.38        1.87  2.38               12.0        102   \n",
-       "18       1    14.19        1.59  2.48               16.5        108   \n",
-       "42       1    13.88        1.89  2.59               15.0        101   \n",
-       "49       1    13.94        1.73  2.27               17.4        108   \n",
-       "52       1    13.82        1.75  2.42               14.0        111   \n",
-       "58       1    13.72        1.43  2.50               16.7        108   \n",
-       "98       2    12.37        1.07  2.10               18.5         88   \n",
-       "121      2    11.56        2.05  3.23               28.5        119   \n",
-       "\n",
-       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
-       "13            3.10        3.69                  0.43             2.81   \n",
-       "14            3.30        3.64                  0.29             2.96   \n",
-       "18            3.30        3.93                  0.32             1.86   \n",
-       "42            3.25        3.56                  0.17             1.70   \n",
-       "49            2.88        3.54                  0.32             2.08   \n",
-       "52            3.88        3.74                  0.32             1.87   \n",
-       "58            3.40        3.67                  0.19             2.04   \n",
-       "98            3.52        3.75                  0.24             1.95   \n",
-       "121           3.18        5.08                  0.47             1.87   \n",
-       "\n",
-       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
-       "13              5.40  1.25                          2.73     1150  \n",
-       "14              7.50  1.20                          3.00     1547  \n",
-       "18              8.70  1.23                          2.82     1680  \n",
-       "42              5.43  0.88                          3.56     1095  \n",
-       "49              8.90  1.12                          3.10     1260  \n",
-       "52              7.05  1.01                          3.26     1190  \n",
-       "58              6.80  0.89                          2.87     1285  \n",
-       "98              4.50  1.04                          2.77      660  \n",
-       "121             6.00  0.93                          3.69      465  "
-      ]
-     },
-     "execution_count": 56,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3[df3['Flavanoids']>=3.4975]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Show the average alcohol, ash, and magnesium content of the wine brands which rank top 5 percent in terms of flavanoids**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Ash            2.484444\n",
-       "Alcohol       13.623333\n",
-       "Magnesium    104.000000\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df3[df3['Flavanoids']>=3.4975][['Ash','Alcohol','Magnesium']].mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a new column as a function of mathematical operations on existing columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ashley</td>\n",
-       "      <td>155</td>\n",
-       "      <td>140</td>\n",
-       "      <td>Palo Alto</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Robin</td>\n",
-       "      <td>145</td>\n",
-       "      <td>122</td>\n",
-       "      <td>Fremont</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Priyanka</td>\n",
-       "      <td>152</td>\n",
-       "      <td>131</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown\n",
-       "0     Ashley     155     140      Palo Alto\n",
-       "1      Robin     145     122        Fremont\n",
-       "2   Priyanka     152     131    Santa Clara\n",
-       "3  Youngchul     167     148      Cupertino\n",
-       "4       Aziz     161     139  San Francisco\n",
-       "5       Zoey     181     190        Hayward"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "      <th>BMI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ashley</td>\n",
-       "      <td>155</td>\n",
-       "      <td>140</td>\n",
-       "      <td>Palo Alto</td>\n",
-       "      <td>26.432000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Robin</td>\n",
-       "      <td>145</td>\n",
-       "      <td>122</td>\n",
-       "      <td>Fremont</td>\n",
-       "      <td>26.320202</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Priyanka</td>\n",
-       "      <td>152</td>\n",
-       "      <td>131</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "      <td>25.718729</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "      <td>24.071001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "      <td>24.323633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "      <td>26.306425</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown        BMI\n",
-       "0     Ashley     155     140      Palo Alto  26.432000\n",
-       "1      Robin     145     122        Fremont  26.320202\n",
-       "2   Priyanka     152     131    Santa Clara  25.718729\n",
-       "3  Youngchul     167     148      Cupertino  24.071001\n",
-       "4       Aziz     161     139  San Francisco  24.323633\n",
-       "5       Zoey     181     190        Hayward  26.306425"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4['BMI']=df4['Weight']*0.453592/(df4['Height']/100)**2\n",
-    "df4"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "      <th>BMI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "      <td>24.071001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "      <td>24.323633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Priyanka</td>\n",
-       "      <td>152</td>\n",
-       "      <td>131</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "      <td>25.718729</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "      <td>26.306425</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Robin</td>\n",
-       "      <td>145</td>\n",
-       "      <td>122</td>\n",
-       "      <td>Fremont</td>\n",
-       "      <td>26.320202</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ashley</td>\n",
-       "      <td>155</td>\n",
-       "      <td>140</td>\n",
-       "      <td>Palo Alto</td>\n",
-       "      <td>26.432000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown        BMI\n",
-       "3  Youngchul     167     148      Cupertino  24.071001\n",
-       "4       Aziz     161     139  San Francisco  24.323633\n",
-       "2   Priyanka     152     131    Santa Clara  25.718729\n",
-       "5       Zoey     181     190        Hayward  26.306425\n",
-       "1      Robin     145     122        Fremont  26.320202\n",
-       "0     Ashley     155     140      Palo Alto  26.432000"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4.sort_values(by='BMI')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Use `inplace=True` to make the changes reflected on the original DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "</style>\n",
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "      <th>BMI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ashley</td>\n",
-       "      <td>155</td>\n",
-       "      <td>140</td>\n",
-       "      <td>Palo Alto</td>\n",
-       "      <td>26.432000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Robin</td>\n",
-       "      <td>145</td>\n",
-       "      <td>122</td>\n",
-       "      <td>Fremont</td>\n",
-       "      <td>26.320202</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Priyanka</td>\n",
-       "      <td>152</td>\n",
-       "      <td>131</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "      <td>25.718729</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "      <td>24.071001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "      <td>24.323633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "      <td>26.306425</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown        BMI\n",
-       "0     Ashley     155     140      Palo Alto  26.432000\n",
-       "1      Robin     145     122        Fremont  26.320202\n",
-       "2   Priyanka     152     131    Santa Clara  25.718729\n",
-       "3  Youngchul     167     148      Cupertino  24.071001\n",
-       "4       Aziz     161     139  San Francisco  24.323633\n",
-       "5       Zoey     181     190        Hayward  26.306425"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df4.sort_values(by='BMI',inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Name</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>Hometown</th>\n",
-       "      <th>BMI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Youngchul</td>\n",
-       "      <td>167</td>\n",
-       "      <td>148</td>\n",
-       "      <td>Cupertino</td>\n",
-       "      <td>24.071001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Aziz</td>\n",
-       "      <td>161</td>\n",
-       "      <td>139</td>\n",
-       "      <td>San Francisco</td>\n",
-       "      <td>24.323633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Priyanka</td>\n",
-       "      <td>152</td>\n",
-       "      <td>131</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "      <td>25.718729</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Zoey</td>\n",
-       "      <td>181</td>\n",
-       "      <td>190</td>\n",
-       "      <td>Hayward</td>\n",
-       "      <td>26.306425</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Robin</td>\n",
-       "      <td>145</td>\n",
-       "      <td>122</td>\n",
-       "      <td>Fremont</td>\n",
-       "      <td>26.320202</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Ashley</td>\n",
-       "      <td>155</td>\n",
-       "      <td>140</td>\n",
-       "      <td>Palo Alto</td>\n",
-       "      <td>26.432000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Name  Height  Weight       Hometown        BMI\n",
-       "3  Youngchul     167     148      Cupertino  24.071001\n",
-       "4       Aziz     161     139  San Francisco  24.323633\n",
-       "2   Priyanka     152     131    Santa Clara  25.718729\n",
-       "5       Zoey     181     190        Hayward  26.306425\n",
-       "1      Robin     145     122        Fremont  26.320202\n",
-       "0     Ashley     155     140      Palo Alto  26.432000"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df4"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}

From 3041d7f515bce67b7faadf4c4511830cb2dcb408 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:14:44 -0700
Subject: [PATCH 060/165] Add files via upload

---
 Pandas and Numpy/Numpy_Pandas_Quick.ipynb | 3752 ++++++++++++++++
 Pandas and Numpy/Numpy_operations.ipynb   | 2048 +++++++++
 Pandas and Numpy/Pandas_Operations.ipynb  | 4985 +++++++++++++++++++++
 3 files changed, 10785 insertions(+)
 create mode 100644 Pandas and Numpy/Numpy_Pandas_Quick.ipynb
 create mode 100644 Pandas and Numpy/Numpy_operations.ipynb
 create mode 100644 Pandas and Numpy/Pandas_Operations.ipynb

diff --git a/Pandas and Numpy/Numpy_Pandas_Quick.ipynb b/Pandas and Numpy/Numpy_Pandas_Quick.ipynb
new file mode 100644
index 0000000..f2d7c86
--- /dev/null
+++ b/Pandas and Numpy/Numpy_Pandas_Quick.ipynb	
@@ -0,0 +1,3752 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Basics of Numpy and Pandas\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "---\n",
+    "\n",
+    "This notebook discusses basics of two most important Python libraries for data analytics and statistical modeling - `Numpy` and `Pandas`,\n",
+    "\n",
+    "### Numpy\n",
+    "\n",
+    "---\n",
+    "\n",
+    "* Numpy array - from list, special functions\n",
+    "* Array operations\n",
+    "* 2-D arrays\n",
+    "* Indexing and slicing\n",
+    "* Conditional subsetting\n",
+    "* Array-array operations\n",
+    "\n",
+    "### Pandas\n",
+    "\n",
+    "---\n",
+    "\n",
+    "* Pandas series\n",
+    "* DataFrame - creation, read from files\n",
+    "* Quick checking DataFrame\n",
+    "* Descriptive stats on DataFrame\n",
+    "* Indexing, slicing, conditional subsetting\n",
+    "* Operations on specific rows/columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Numpy array from a Python list\n",
+    "Numpy arrays behave like **true numerical vectors**, not ordinary lists. That's why they are used for all mathematical operations, machine learning algorithms, and as basis of Pandas DataFrame for data analytics."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "lst1=[1,2,3]\n",
+    "array1 = np.array(lst1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "list"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(lst1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "numpy.ndarray"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(array1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lst2=[10,11,12]\n",
+    "array2 = np.array(lst2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Adding two lists [1, 2, 3] and [10, 11, 12] together: [1, 2, 3, 10, 11, 12]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Adding two lists {lst1} and {lst2} together: {lst1+lst2}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Adding two numpy arrays [1 2 3] and [10 11 12] together: [11 13 15]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Adding two numpy arrays {array1} and {array2} together: {array1+array2}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Mathematical operations with/on Numpy arrays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "array2 multiplied by array1:  [10 22 36]\n",
+      "array2 divided by array1:  [10.   5.5  4. ]\n",
+      "array2 raised to the power of array1:  [  10  121 1728]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"array2 multiplied by array1: \",array1*array2)\n",
+    "print(\"array2 divided by array1: \",array2/array1)\n",
+    "print(\"array2 raised to the power of array1: \",array2**array1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sine:  [0.84147098 0.90929743 0.14112001]\n",
+      "Natural logarithm:  [0.         0.69314718 1.09861229]\n",
+      "Base-10 logarithm:  [0.         0.30103    0.47712125]\n",
+      "Base-2 logarithm:  [0.        1.        1.5849625]\n",
+      "Exponential:  [ 2.71828183  7.3890561  20.08553692]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# sine function\n",
+    "print(\"Sine: \",np.sin(array1))\n",
+    "# logarithm\n",
+    "print(\"Natural logarithm: \",np.log(array1))\n",
+    "print(\"Base-10 logarithm: \",np.log10(array1))\n",
+    "print(\"Base-2 logarithm: \",np.log2(array1))\n",
+    "# Exponential\n",
+    "print(\"Exponential: \",np.exp(array1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to generate arrays easily?\n",
+    "* `np.zeros`\n",
+    "* `np.ones`\n",
+    "* `np.arange`\n",
+    "* `np.linspace`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A series of zeroes: [0. 0. 0. 0. 0. 0. 0.]\n",
+      "A series of ones: [1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
+      "A series of numbers: [ 5  6  7  8  9 10 11 12 13 14 15]\n",
+      "Numbers spaced apart by 2: [ 0  2  4  6  8 10]\n",
+      "Numbers spaced apart by float: [ 0.   2.5  5.   7.5 10. ]\n",
+      "Every 5th number from 30 in reverse order:  [30 25 20 15 10  5  0]\n",
+      "11 linearly spaced numbers between 1 and 5:  [1.  1.4 1.8 2.2 2.6 3.  3.4 3.8 4.2 4.6 5. ]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"A series of zeroes:\",np.zeros(7))\n",
+    "print(\"A series of ones:\",np.ones(9))\n",
+    "print(\"A series of numbers:\",np.arange(5,16))\n",
+    "print(\"Numbers spaced apart by 2:\",np.arange(0,11,2))\n",
+    "print(\"Numbers spaced apart by float:\",np.arange(0,11,2.5))\n",
+    "print(\"Every 5th number from 30 in reverse order: \",np.arange(30,-1,-5))\n",
+    "print(\"11 linearly spaced numbers between 1 and 5: \",np.linspace(1,5,11))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Multi-dimensional arrays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Type/Class of this object: <class 'numpy.ndarray'>\n",
+      "Here is the matrix\n",
+      "----------\n",
+      " [[1 2 3]\n",
+      " [4 5 6]\n",
+      " [7 8 9]] \n",
+      "----------\n"
+     ]
+    }
+   ],
+   "source": [
+    "my_mat = [[1,2,3],[4,5,6],[7,8,9]]\n",
+    "mat = np.array(my_mat)\n",
+    "print(\"Type/Class of this object:\",type(mat))\n",
+    "print(\"Here is the matrix\\n----------\\n\",mat,\"\\n----------\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[1.5 2.  3. ]\n",
+      " [4.  5.  6. ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "my_tuple = np.array([(1.5,2,3), (4,5,6)])\n",
+    "mat_tuple = np.array(my_tuple)\n",
+    "print (mat_tuple)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dimension, shape, size, and data type of the 2D array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dimension of this matrix: 2\n",
+      "Size of this matrix: 9\n",
+      "Shape of this matrix: (3, 3)\n",
+      "Data type of this matrix: int32\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Dimension of this matrix: \",mat.ndim,sep='') \n",
+    "print(\"Size of this matrix: \", mat.size,sep='') \n",
+    "print(\"Shape of this matrix: \", mat.shape,sep='')\n",
+    "print(\"Data type of this matrix: \", mat.dtype,sep='')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zeros, Ones, Random, and Identity Matrices and Vectors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vector of zeros:  [0. 0. 0. 0. 0.]\n",
+      "Matrix of zeros:  [[0. 0. 0. 0.]\n",
+      " [0. 0. 0. 0.]\n",
+      " [0. 0. 0. 0.]]\n",
+      "Vector of ones:  [1. 1. 1. 1.]\n",
+      "Matrix of ones:  [[1. 1.]\n",
+      " [1. 1.]\n",
+      " [1. 1.]\n",
+      " [1. 1.]]\n",
+      "Matrix of 5’s:  [[5. 5. 5.]\n",
+      " [5. 5. 5.]\n",
+      " [5. 5. 5.]]\n",
+      "Identity matrix of dimension 2: [[1. 0.]\n",
+      " [0. 1.]]\n",
+      "Identity matrix of dimension 4: [[1. 0. 0. 0.]\n",
+      " [0. 1. 0. 0.]\n",
+      " [0. 0. 1. 0.]\n",
+      " [0. 0. 0. 1.]]\n",
+      "Random matrix of shape (4,3):\n",
+      " [[2 1 5]\n",
+      " [3 3 1]\n",
+      " [4 7 3]\n",
+      " [2 8 8]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Vector of zeros: \",np.zeros(5))\n",
+    "print(\"Matrix of zeros: \",np.zeros((3,4)))\n",
+    "print(\"Vector of ones: \",np.ones(4))\n",
+    "print(\"Matrix of ones: \",np.ones((4,2)))\n",
+    "print(\"Matrix of 5’s: \",5*np.ones((3,3)))\n",
+    "print(\"Identity matrix of dimension 2:\",np.eye(2))\n",
+    "print(\"Identity matrix of dimension 4:\",np.eye(4))\n",
+    "print(\"Random matrix of shape (4,3):\\n\",np.random.randint(low=1,high=10,size=(4,3)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reshaping, Ravel, Min, Max, Sorting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape of a: (30,)\n",
+      "Shape of b: (2, 3, 5)\n",
+      "Shape of c: (6, 5)\n"
+     ]
+    }
+   ],
+   "source": [
+    "a = np.random.randint(1,100,30)\n",
+    "b = a.reshape(2,3,5)\n",
+    "c = a.reshape(6,5)\n",
+    "print (\"Shape of a:\", a.shape)\n",
+    "print (\"Shape of b:\", b.shape)\n",
+    "print (\"Shape of c:\", c.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "a looks like:\n",
+      " [71 47 34 56 80 14 46 51 92 33 87  7 37 73 74 66 81 84 94 81  2 95 88 32\n",
+      " 68 14 60 97 85  5]\n",
+      "\n",
+      "b looks like:\n",
+      " [[[71 47 34 56 80]\n",
+      "  [14 46 51 92 33]\n",
+      "  [87  7 37 73 74]]\n",
+      "\n",
+      " [[66 81 84 94 81]\n",
+      "  [ 2 95 88 32 68]\n",
+      "  [14 60 97 85  5]]]\n",
+      "\n",
+      "c looks like:\n",
+      " [[71 47 34 56 80]\n",
+      " [14 46 51 92 33]\n",
+      " [87  7 37 73 74]\n",
+      " [66 81 84 94 81]\n",
+      " [ 2 95 88 32 68]\n",
+      " [14 60 97 85  5]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\na looks like:\\n\",a)\n",
+    "print(\"\\nb looks like:\\n\",b)\n",
+    "print(\"\\nc looks like:\\n\",c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[71 47 34 56 80 14 46 51 92 33 87  7 37 73 74 66 81 84 94 81  2 95 88 32\n",
+      " 68 14 60 97 85  5]\n"
+     ]
+    }
+   ],
+   "source": [
+    "b_flat = b.ravel()\n",
+    "print(b_flat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Indexing and slicing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Array: [ 0  1  2  3  4  5  6  7  8  9 10]\n",
+      "Element at 7th index is: 7\n",
+      "Elements from 3rd to 5th index are: [3 4 5]\n",
+      "Elements up to 4th index are: [0 1 2 3]\n",
+      "Elements from last backwards are: [10  9  8  7  6  5  4  3  2  1  0]\n",
+      "3 Elements from last backwards are: [10  8  6]\n",
+      "New array: [ 0  2  4  6  8 10 12 14 16 18 20]\n",
+      "Elements at 2nd, 4th, and 9th index are: [ 4  8 18]\n"
+     ]
+    }
+   ],
+   "source": [
+    "arr = np.arange(0,11)\n",
+    "print(\"Array:\",arr)\n",
+    "print(\"Element at 7th index is:\", arr[7])\n",
+    "print(\"Elements from 3rd to 5th index are:\", arr[3:6])\n",
+    "print(\"Elements up to 4th index are:\", arr[:4])\n",
+    "print(\"Elements from last backwards are:\", arr[-1::-1])\n",
+    "print(\"3 Elements from last backwards are:\", arr[-1:-6:-2])\n",
+    "\n",
+    "arr2 = np.arange(0,21,2)\n",
+    "print(\"New array:\",arr2)\n",
+    "print(\"Elements at 2nd, 4th, and 9th index are:\", arr2[[2,4,9]]) # Pass a list as a index to subset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix of random 2-digit numbers\n",
+      " [[24 10 16 77 48]\n",
+      " [47 60 73 49 26]\n",
+      " [63 97 75 21 95]]\n",
+      "\n",
+      "Double bracket indexing\n",
+      "\n",
+      "Element in row index 1 and column index 2: 73\n",
+      "\n",
+      "Single bracket with comma indexing\n",
+      "\n",
+      "Element in row index 1 and column index 2: 73\n",
+      "\n",
+      "Row or column extract\n",
+      "\n",
+      "Entire row at index 2: [63 97 75 21 95]\n",
+      "Entire column at index 3: [77 49 21]\n",
+      "\n",
+      "Subsetting sub-matrices\n",
+      "\n",
+      "Matrix with row indices 1 and 2 and column indices 3 and 4\n",
+      " [[49 26]\n",
+      " [21 95]]\n",
+      "Matrix with row indices 0 and 1 and column indices 1 and 3\n",
+      " [[10 77]\n",
+      " [60 49]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
+    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
+    "\n",
+    "print(\"\\nDouble bracket indexing\\n\")\n",
+    "print(\"Element in row index 1 and column index 2:\", mat[1][2])\n",
+    "\n",
+    "print(\"\\nSingle bracket with comma indexing\\n\")\n",
+    "print(\"Element in row index 1 and column index 2:\", mat[1,2])\n",
+    "print(\"\\nRow or column extract\\n\")\n",
+    "\n",
+    "print(\"Entire row at index 2:\", mat[2])\n",
+    "print(\"Entire column at index 3:\", mat[:,3])\n",
+    "\n",
+    "print(\"\\nSubsetting sub-matrices\\n\")\n",
+    "print(\"Matrix with row indices 1 and 2 and column indices 3 and 4\\n\", mat[1:3,3:5])\n",
+    "print(\"Matrix with row indices 0 and 1 and column indices 1 and 3\\n\", mat[0:2,[1,3]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conditional subsetting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix of random 2-digit numbers\n",
+      " [[17 43 10 13 16]\n",
+      " [90 46 45 73 94]\n",
+      " [83 48 26 21 74]]\n",
+      "\n",
+      "Elements greater than 50\n",
+      " [90 73 94 83 74]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.random.randint(10,100,15).reshape(3,5)\n",
+    "print(\"Matrix of random 2-digit numbers\\n\",mat)\n",
+    "print (\"\\nElements greater than 50\\n\", mat[mat>50])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[False, False, False, False, False],\n",
+       "       [ True, False, False,  True,  True],\n",
+       "       [ True, False, False, False,  True]])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mat>50"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0,  0,  0,  0,  0],\n",
+       "       [90,  0,  0, 73, 94],\n",
+       "       [83,  0,  0,  0, 74]])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mat*(mat>50)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Array operations (array-array, array-scalar, universal functions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1st Matrix of random single-digit numbers\n",
+      " [[6 2 1]\n",
+      " [1 1 5]\n",
+      " [1 3 5]]\n",
+      "\n",
+      "2nd Matrix of random single-digit numbers\n",
+      " [[8 6 7]\n",
+      " [5 9 9]\n",
+      " [9 4 7]]\n",
+      "\n",
+      "Addition\n",
+      " [[14  8  8]\n",
+      " [ 6 10 14]\n",
+      " [10  7 12]]\n",
+      "\n",
+      "Multiplication\n",
+      " [[48 12  7]\n",
+      " [ 5  9 45]\n",
+      " [ 9 12 35]]\n",
+      "\n",
+      "Division\n",
+      " [[0.75       0.33333333 0.14285714]\n",
+      " [0.2        0.11111111 0.55555556]\n",
+      " [0.11111111 0.75       0.71428571]]\n",
+      "\n",
+      "Lineaer combination: 3*A - 2*B\n",
+      " [[  2  -6 -11]\n",
+      " [ -7 -15  -3]\n",
+      " [-15   1   1]]\n",
+      "\n",
+      "Addition of a scalar (100)\n",
+      " [[106 102 101]\n",
+      " [101 101 105]\n",
+      " [101 103 105]]\n",
+      "\n",
+      "Exponentiation, matrix cubed here\n",
+      " [[216   8   1]\n",
+      " [  1   1 125]\n",
+      " [  1  27 125]]\n",
+      "\n",
+      "Exponentiation, sq-root using pow function\n",
+      " [[2.44948974 1.41421356 1.        ]\n",
+      " [1.         1.         2.23606798]\n",
+      " [1.         1.73205081 2.23606798]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat1 = np.random.randint(1,10,9).reshape(3,3)\n",
+    "mat2 = np.random.randint(1,10,9).reshape(3,3)\n",
+    "print(\"\\n1st Matrix of random single-digit numbers\\n\",mat1)\n",
+    "print(\"\\n2nd Matrix of random single-digit numbers\\n\",mat2)\n",
+    "\n",
+    "print(\"\\nAddition\\n\", mat1+mat2)\n",
+    "print(\"\\nMultiplication\\n\", mat1*mat2)\n",
+    "print(\"\\nDivision\\n\", mat1/mat2)\n",
+    "print(\"\\nLineaer combination: 3*A - 2*B\\n\", 3*mat1-2*mat2)\n",
+    "\n",
+    "print(\"\\nAddition of a scalar (100)\\n\", 100+mat1)\n",
+    "\n",
+    "print(\"\\nExponentiation, matrix cubed here\\n\", mat1**3)\n",
+    "print(\"\\nExponentiation, sq-root using pow function\\n\",pow(mat1,0.5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Labels: ['a', 'b', 'c']\n",
+      "My data: [10, 20, 30]\n",
+      "Dictionary: {'a': 10, 'b': 20, 'c': 30}\n"
+     ]
+    }
+   ],
+   "source": [
+    "labels = ['a','b','c']\n",
+    "my_data = [10,20,30]\n",
+    "arr = np.array(my_data)\n",
+    "d = {'a':10,'b':20,'c':30}\n",
+    "\n",
+    "print (\"Labels:\", labels)\n",
+    "print(\"My data:\", my_data)\n",
+    "print(\"Dictionary:\", d)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0    10\n",
+      "1    20\n",
+      "2    30\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "s1=pd.Series(data=my_data)\n",
+    "print(s1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a    10\n",
+      "b    20\n",
+      "c    30\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "s2=pd.Series(data=my_data, index=labels)\n",
+    "print(s2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a    10\n",
+      "b    20\n",
+      "c    30\n",
+      "dtype: int32\n"
+     ]
+    }
+   ],
+   "source": [
+    "s3=pd.Series(arr, labels)\n",
+    "print(s3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a    10\n",
+      "b    20\n",
+      "c    30\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "s4=pd.Series(d)\n",
+    "print(s4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The data frame looks like\n",
+      "---------------------------------------------\n",
+      "    W   X   Y   Z\n",
+      "A   3   1   7   1\n",
+      "B  14   1   2  12\n",
+      "C  14   4  16  11\n",
+      "D   4  11  18  15\n",
+      "E   1  11  11   3\n"
+     ]
+    }
+   ],
+   "source": [
+    "matrix_data = np.random.randint(1,20,size=20).reshape(5,4)\n",
+    "row_labels = ['A','B','C','D','E']\n",
+    "column_headings = ['W','X','Y','Z']\n",
+    "\n",
+    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
+    "print(\"\\nThe data frame looks like\\n\",'-'*45, sep='')\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    a   b   c\n",
+      "X  10  30  50\n",
+      "Y  20  40  60\n"
+     ]
+    }
+   ],
+   "source": [
+    "d={'a':[10,20],'b':[30,40],'c':[50,60]}\n",
+    "df2=pd.DataFrame(data=d,index=['X','Y'])\n",
+    "print(df2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## DataFrame can be created reading directly from a CSV or an Excel file\n",
+    "\n",
+    "Refer to this article, that I wrote for O'Reily Media's Medium publication, to understand various data sources that can be read in Pandas DataFrame directly.\n",
+    "\n",
+    "**[Read in the data in a Pandas DataFrame like an expert](https://medium.com/97-things/read-in-the-data-in-a-pandas-dataframe-like-an-expert-d03058edae98)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df3 = pd.read_csv(\"./Data/wine.data.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.37</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>113</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>3.45</td>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.24</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>735</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "3      1    14.37        1.95  2.50               16.8        113   \n",
+       "4      1    13.24        2.59  2.87               21.0        118   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "3           3.85        3.49                  0.24             2.18   \n",
+       "4           2.80        2.69                  0.39             1.82   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  \n",
+       "3             7.80  0.86                          3.45     1480  \n",
+       "4             4.32  1.04                          2.93      735  "
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df4 = pd.read_excel(\"./Data/Height_Weight.xlsx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown\n",
+       "0     Ashley     155     140      Palo Alto\n",
+       "1      Robin     145     122        Fremont\n",
+       "2   Priyanka     152     131    Santa Clara\n",
+       "3  Youngchul     167     148      Cupertino\n",
+       "4       Aziz     161     139  San Francisco\n",
+       "5       Zoey     181     190        Hayward"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Quick checking DataFrames\n",
+    "* `.head()`\n",
+    "* `.tail()`\n",
+    "* `.sample()`\n",
+    "* `.info()`\n",
+    "* `.describe()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.37</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>113</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>3.45</td>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.24</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>735</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "3      1    14.37        1.95  2.50               16.8        113   \n",
+       "4      1    13.24        2.59  2.87               21.0        118   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "3           3.85        3.49                  0.24             2.18   \n",
+       "4           2.80        2.69                  0.39             1.82   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  \n",
+       "3             7.80  0.86                          3.45     1480  \n",
+       "4             4.32  1.04                          2.93      735  "
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  "
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>3</td>\n",
+       "      <td>12.77</td>\n",
+       "      <td>2.39</td>\n",
+       "      <td>2.28</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>86</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>0.64</td>\n",
+       "      <td>9.899999</td>\n",
+       "      <td>0.57</td>\n",
+       "      <td>1.63</td>\n",
+       "      <td>470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>3</td>\n",
+       "      <td>14.16</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>1.68</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>0.44</td>\n",
+       "      <td>1.24</td>\n",
+       "      <td>9.700000</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.71</td>\n",
+       "      <td>5.65</td>\n",
+       "      <td>2.45</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>95</td>\n",
+       "      <td>1.68</td>\n",
+       "      <td>0.61</td>\n",
+       "      <td>0.52</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>7.700000</td>\n",
+       "      <td>0.64</td>\n",
+       "      <td>1.74</td>\n",
+       "      <td>740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.40</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>0.75</td>\n",
+       "      <td>0.43</td>\n",
+       "      <td>1.41</td>\n",
+       "      <td>7.300000</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.27</td>\n",
+       "      <td>4.28</td>\n",
+       "      <td>2.26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>120</td>\n",
+       "      <td>1.59</td>\n",
+       "      <td>0.69</td>\n",
+       "      <td>0.43</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>10.200000</td>\n",
+       "      <td>0.59</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>835</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.17</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.37</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>120</td>\n",
+       "      <td>1.65</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>0.53</td>\n",
+       "      <td>1.46</td>\n",
+       "      <td>9.300000</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>3</td>\n",
+       "      <td>14.13</td>\n",
+       "      <td>4.10</td>\n",
+       "      <td>2.74</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>96</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>9.200000</td>\n",
+       "      <td>0.61</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td>560</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "171      3    12.77        2.39  2.28               19.5         86   \n",
+       "172      3    14.16        2.51  2.48               20.0         91   \n",
+       "173      3    13.71        5.65  2.45               20.5         95   \n",
+       "174      3    13.40        3.91  2.48               23.0        102   \n",
+       "175      3    13.27        4.28  2.26               20.0        120   \n",
+       "176      3    13.17        2.59  2.37               20.0        120   \n",
+       "177      3    14.13        4.10  2.74               24.5         96   \n",
+       "\n",
+       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "171           1.39        0.51                  0.48             0.64   \n",
+       "172           1.68        0.70                  0.44             1.24   \n",
+       "173           1.68        0.61                  0.52             1.06   \n",
+       "174           1.80        0.75                  0.43             1.41   \n",
+       "175           1.59        0.69                  0.43             1.35   \n",
+       "176           1.65        0.68                  0.53             1.46   \n",
+       "177           2.05        0.76                  0.56             1.35   \n",
+       "\n",
+       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "171         9.899999  0.57                          1.63      470  \n",
+       "172         9.700000  0.62                          1.71      660  \n",
+       "173         7.700000  0.64                          1.74      740  \n",
+       "174         7.300000  0.70                          1.56      750  \n",
+       "175        10.200000  0.59                          1.56      835  \n",
+       "176         9.300000  0.60                          1.62      840  \n",
+       "177         9.200000  0.61                          1.60      560  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.tail(7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13.40</td>\n",
+       "      <td>4.60</td>\n",
+       "      <td>2.86</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>112</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>0.27</td>\n",
+       "      <td>1.11</td>\n",
+       "      <td>8.50</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>1.92</td>\n",
+       "      <td>630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.29</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>2.68</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>102</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>0.31</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>6.00</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>2.84</td>\n",
+       "      <td>1270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>2</td>\n",
+       "      <td>13.11</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>1.70</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>2.98</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>2.28</td>\n",
+       "      <td>5.30</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12.42</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>108</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>2.06</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>2.96</td>\n",
+       "      <td>345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>130</th>\n",
+       "      <td>3</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>2.32</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>122</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>0.21</td>\n",
+       "      <td>0.94</td>\n",
+       "      <td>4.10</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>1.29</td>\n",
+       "      <td>630</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "169      3    13.40        4.60  2.86               25.0        112   \n",
+       "57       1    13.29        1.97  2.68               16.8        102   \n",
+       "66       2    13.11        1.01  1.70               15.0         78   \n",
+       "117      2    12.42        1.61  2.19               22.5        108   \n",
+       "130      3    12.86        1.35  2.32               18.0        122   \n",
+       "\n",
+       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "169           1.98        0.96                  0.27             1.11   \n",
+       "57            3.00        3.23                  0.31             1.66   \n",
+       "66            2.98        3.18                  0.26             2.28   \n",
+       "117           2.00        2.09                  0.34             1.61   \n",
+       "130           1.51        1.25                  0.21             0.94   \n",
+       "\n",
+       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "169             8.50  0.67                          1.92      630  \n",
+       "57              6.00  1.07                          2.84     1270  \n",
+       "66              5.30  1.12                          3.18      502  \n",
+       "117             2.06  1.06                          2.96      345  \n",
+       "130             4.10  0.76                          1.29      630  "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 178 entries, 0 to 177\n",
+      "Data columns (total 14 columns):\n",
+      "Class                           178 non-null int64\n",
+      "Alcohol                         178 non-null float64\n",
+      "Malic acid                      178 non-null float64\n",
+      "Ash                             178 non-null float64\n",
+      "Alcalinity of ash               178 non-null float64\n",
+      "Magnesium                       178 non-null int64\n",
+      "Total phenols                   178 non-null float64\n",
+      "Flavanoids                      178 non-null float64\n",
+      "Nonflavanoid phenols            178 non-null float64\n",
+      "Proanthocyanins                 178 non-null float64\n",
+      "Color intensity                 178 non-null float64\n",
+      "Hue                             178 non-null float64\n",
+      "OD280/OD315 of diluted wines    178 non-null float64\n",
+      "Proline                         178 non-null int64\n",
+      "dtypes: float64(11), int64(3)\n",
+      "memory usage: 19.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df3.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 6 entries, 0 to 5\n",
+      "Data columns (total 4 columns):\n",
+      "Name        6 non-null object\n",
+      "Height      6 non-null int64\n",
+      "Weight      6 non-null int64\n",
+      "Hometown    6 non-null object\n",
+      "dtypes: int64(2), object(2)\n",
+      "memory usage: 320.0+ bytes\n"
+     ]
+    }
+   ],
+   "source": [
+    "df4.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Class</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>1.938202</td>\n",
+       "      <td>0.775035</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>3.0000</td>\n",
+       "      <td>3.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alcohol</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>13.000618</td>\n",
+       "      <td>0.811827</td>\n",
+       "      <td>11.03</td>\n",
+       "      <td>12.3625</td>\n",
+       "      <td>13.050</td>\n",
+       "      <td>13.6775</td>\n",
+       "      <td>14.83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Malic acid</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.336348</td>\n",
+       "      <td>1.117146</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>1.6025</td>\n",
+       "      <td>1.865</td>\n",
+       "      <td>3.0825</td>\n",
+       "      <td>5.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ash</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.366517</td>\n",
+       "      <td>0.274344</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>2.2100</td>\n",
+       "      <td>2.360</td>\n",
+       "      <td>2.5575</td>\n",
+       "      <td>3.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>19.494944</td>\n",
+       "      <td>3.339564</td>\n",
+       "      <td>10.60</td>\n",
+       "      <td>17.2000</td>\n",
+       "      <td>19.500</td>\n",
+       "      <td>21.5000</td>\n",
+       "      <td>30.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Magnesium</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>99.741573</td>\n",
+       "      <td>14.282484</td>\n",
+       "      <td>70.00</td>\n",
+       "      <td>88.0000</td>\n",
+       "      <td>98.000</td>\n",
+       "      <td>107.0000</td>\n",
+       "      <td>162.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Total phenols</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.295112</td>\n",
+       "      <td>0.625851</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>1.7425</td>\n",
+       "      <td>2.355</td>\n",
+       "      <td>2.8000</td>\n",
+       "      <td>3.88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.029270</td>\n",
+       "      <td>0.998859</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>1.2050</td>\n",
+       "      <td>2.135</td>\n",
+       "      <td>2.8750</td>\n",
+       "      <td>5.08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>0.361854</td>\n",
+       "      <td>0.124453</td>\n",
+       "      <td>0.13</td>\n",
+       "      <td>0.2700</td>\n",
+       "      <td>0.340</td>\n",
+       "      <td>0.4375</td>\n",
+       "      <td>0.66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>1.590899</td>\n",
+       "      <td>0.572359</td>\n",
+       "      <td>0.41</td>\n",
+       "      <td>1.2500</td>\n",
+       "      <td>1.555</td>\n",
+       "      <td>1.9500</td>\n",
+       "      <td>3.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Color intensity</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>5.058090</td>\n",
+       "      <td>2.318286</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>3.2200</td>\n",
+       "      <td>4.690</td>\n",
+       "      <td>6.2000</td>\n",
+       "      <td>13.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hue</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>0.957449</td>\n",
+       "      <td>0.228572</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>0.7825</td>\n",
+       "      <td>0.965</td>\n",
+       "      <td>1.1200</td>\n",
+       "      <td>1.71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>2.611685</td>\n",
+       "      <td>0.709990</td>\n",
+       "      <td>1.27</td>\n",
+       "      <td>1.9375</td>\n",
+       "      <td>2.780</td>\n",
+       "      <td>3.1700</td>\n",
+       "      <td>4.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Proline</th>\n",
+       "      <td>178.0</td>\n",
+       "      <td>746.893258</td>\n",
+       "      <td>314.907474</td>\n",
+       "      <td>278.00</td>\n",
+       "      <td>500.5000</td>\n",
+       "      <td>673.500</td>\n",
+       "      <td>985.0000</td>\n",
+       "      <td>1680.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              count        mean         std     min       25%  \\\n",
+       "Class                         178.0    1.938202    0.775035    1.00    1.0000   \n",
+       "Alcohol                       178.0   13.000618    0.811827   11.03   12.3625   \n",
+       "Malic acid                    178.0    2.336348    1.117146    0.74    1.6025   \n",
+       "Ash                           178.0    2.366517    0.274344    1.36    2.2100   \n",
+       "Alcalinity of ash             178.0   19.494944    3.339564   10.60   17.2000   \n",
+       "Magnesium                     178.0   99.741573   14.282484   70.00   88.0000   \n",
+       "Total phenols                 178.0    2.295112    0.625851    0.98    1.7425   \n",
+       "Flavanoids                    178.0    2.029270    0.998859    0.34    1.2050   \n",
+       "Nonflavanoid phenols          178.0    0.361854    0.124453    0.13    0.2700   \n",
+       "Proanthocyanins               178.0    1.590899    0.572359    0.41    1.2500   \n",
+       "Color intensity               178.0    5.058090    2.318286    1.28    3.2200   \n",
+       "Hue                           178.0    0.957449    0.228572    0.48    0.7825   \n",
+       "OD280/OD315 of diluted wines  178.0    2.611685    0.709990    1.27    1.9375   \n",
+       "Proline                       178.0  746.893258  314.907474  278.00  500.5000   \n",
+       "\n",
+       "                                  50%       75%      max  \n",
+       "Class                           2.000    3.0000     3.00  \n",
+       "Alcohol                        13.050   13.6775    14.83  \n",
+       "Malic acid                      1.865    3.0825     5.80  \n",
+       "Ash                             2.360    2.5575     3.23  \n",
+       "Alcalinity of ash              19.500   21.5000    30.00  \n",
+       "Magnesium                      98.000  107.0000   162.00  \n",
+       "Total phenols                   2.355    2.8000     3.88  \n",
+       "Flavanoids                      2.135    2.8750     5.08  \n",
+       "Nonflavanoid phenols            0.340    0.4375     0.66  \n",
+       "Proanthocyanins                 1.555    1.9500     3.58  \n",
+       "Color intensity                 4.690    6.2000    13.00  \n",
+       "Hue                             0.965    1.1200     1.71  \n",
+       "OD280/OD315 of diluted wines    2.780    3.1700     4.00  \n",
+       "Proline                       673.500  985.0000  1680.00  "
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.describe().transpose()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>160.166667</td>\n",
+       "      <td>145.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>12.687264</td>\n",
+       "      <td>23.748684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>145.000000</td>\n",
+       "      <td>122.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>152.750000</td>\n",
+       "      <td>133.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>158.000000</td>\n",
+       "      <td>139.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>165.500000</td>\n",
+       "      <td>146.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>190.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Height      Weight\n",
+       "count    6.000000    6.000000\n",
+       "mean   160.166667  145.000000\n",
+       "std     12.687264   23.748684\n",
+       "min    145.000000  122.000000\n",
+       "25%    152.750000  133.000000\n",
+       "50%    158.000000  139.500000\n",
+       "75%    165.500000  146.000000\n",
+       "max    181.000000  190.000000"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Basic descriptive statistics on a DataFrame\n",
+    "* `mean()`\n",
+    "* `std()`\n",
+    "* `var()`\n",
+    "* `min()` and `max()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Class                             1.938202\n",
+       "Alcohol                          13.000618\n",
+       "Malic acid                        2.336348\n",
+       "Ash                               2.366517\n",
+       "Alcalinity of ash                19.494944\n",
+       "Magnesium                        99.741573\n",
+       "Total phenols                     2.295112\n",
+       "Flavanoids                        2.029270\n",
+       "Nonflavanoid phenols              0.361854\n",
+       "Proanthocyanins                   1.590899\n",
+       "Color intensity                   5.058090\n",
+       "Hue                               0.957449\n",
+       "OD280/OD315 of diluted wines      2.611685\n",
+       "Proline                         746.893258\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Class                             0.775035\n",
+       "Alcohol                           0.811827\n",
+       "Malic acid                        1.117146\n",
+       "Ash                               0.274344\n",
+       "Alcalinity of ash                 3.339564\n",
+       "Magnesium                        14.282484\n",
+       "Total phenols                     0.625851\n",
+       "Flavanoids                        0.998859\n",
+       "Nonflavanoid phenols              0.124453\n",
+       "Proanthocyanins                   0.572359\n",
+       "Color intensity                   2.318286\n",
+       "Hue                               0.228572\n",
+       "OD280/OD315 of diluted wines      0.709990\n",
+       "Proline                         314.907474\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.std()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Height    160.966667\n",
+       "Weight    564.000000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.var()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Name           Ashley\n",
+       "Height            145\n",
+       "Weight            122\n",
+       "Hometown    Cupertino\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.min()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Indexing, slicing columns and rows of a DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The 'Name' column\n",
+      "-------------------------\n",
+      "0       Ashley\n",
+      "1        Robin\n",
+      "2     Priyanka\n",
+      "3    Youngchul\n",
+      "4         Aziz\n",
+      "5         Zoey\n",
+      "Name: Name, dtype: object\n",
+      "\n",
+      "Type of the column: <class 'pandas.core.series.Series'>\n",
+      "\n",
+      "The 'Name' and 'Weight' columns indexed by passing a list\n",
+      "-------------------------------------------------------\n",
+      "        Name  Weight\n",
+      "0     Ashley     140\n",
+      "1      Robin     122\n",
+      "2   Priyanka     131\n",
+      "3  Youngchul     148\n",
+      "4       Aziz     139\n",
+      "5       Zoey     190\n",
+      "\n",
+      "Type of the pair of columns: <class 'pandas.core.frame.DataFrame'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nThe 'Name' column\\n\",'-'*25, sep='')\n",
+    "print(df4['Name'])\n",
+    "print(\"\\nType of the column: \", type(df4['Name']), sep='')\n",
+    "print(\"\\nThe 'Name' and 'Weight' columns indexed by passing a list\\n\",'-'*55, sep='')\n",
+    "print(df4[['Name','Weight']])\n",
+    "print(\"\\nType of the pair of columns: \", type(df4[['Name','Weight']]), sep='')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Label-based 'loc' method can be used for selecting row(s)\n",
+      "------------------------------------------------------------\n",
+      "\n",
+      "Single row\n",
+      "\n",
+      "W    14\n",
+      "X     4\n",
+      "Y    16\n",
+      "Z    11\n",
+      "Name: C, dtype: int32\n",
+      "\n",
+      "Multiple rows\n",
+      "\n",
+      "    W  X   Y   Z\n",
+      "B  14  1   2  12\n",
+      "C  14  4  16  11\n",
+      "\n",
+      "Index position based 'iloc' method can be used for selecting row(s)\n",
+      "----------------------------------------------------------------------\n",
+      "\n",
+      "Single row\n",
+      "\n",
+      "W    14\n",
+      "X     4\n",
+      "Y    16\n",
+      "Z    11\n",
+      "Name: C, dtype: int32\n",
+      "\n",
+      "Multiple rows\n",
+      "\n",
+      "    W  X   Y   Z\n",
+      "B  14  1   2  12\n",
+      "C  14  4  16  11\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nLabel-based 'loc' method can be used for selecting row(s)\\n\",'-'*60, sep='')\n",
+    "print(\"\\nSingle row\\n\")\n",
+    "print(df.loc['C'])\n",
+    "print(\"\\nMultiple rows\\n\")\n",
+    "print(df.loc[['B','C']])\n",
+    "print(\"\\nIndex position based 'iloc' method can be used for selecting row(s)\\n\",'-'*70, sep='')\n",
+    "print(\"\\nSingle row\\n\")\n",
+    "print(df.iloc[2])\n",
+    "print(\"\\nMultiple rows\\n\")\n",
+    "print(df.iloc[[1,2]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conditional subsetting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    False\n",
+       "1    False\n",
+       "2    False\n",
+       "3     True\n",
+       "4     True\n",
+       "5     True\n",
+       "Name: Height, dtype: bool"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4['Height']>155"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown\n",
+       "3  Youngchul     167     148      Cupertino\n",
+       "4       Aziz     161     139  San Francisco\n",
+       "5       Zoey     181     190        Hayward"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4[df4['Height']>155]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Which students have a **height more than 155 cm and weigh less than 140 lbs**?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Name  Height  Weight       Hometown\n",
+       "4  Aziz     161     139  San Francisco"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4[(df4['Height']>155) & (df4['Weight']<140)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Operations on specific columns/rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>127</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.06</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>1050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.16</td>\n",
+       "      <td>2.36</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>101</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>1185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.37</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>113</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>3.45</td>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.24</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>735</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "0      1    14.23        1.71  2.43               15.6        127   \n",
+       "1      1    13.20        1.78  2.14               11.2        100   \n",
+       "2      1    13.16        2.36  2.67               18.6        101   \n",
+       "3      1    14.37        1.95  2.50               16.8        113   \n",
+       "4      1    13.24        2.59  2.87               21.0        118   \n",
+       "\n",
+       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "0           2.80        3.06                  0.28             2.29   \n",
+       "1           2.65        2.76                  0.26             1.28   \n",
+       "2           2.80        3.24                  0.30             2.81   \n",
+       "3           3.85        3.49                  0.24             2.18   \n",
+       "4           2.80        2.69                  0.39             1.82   \n",
+       "\n",
+       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "0             5.64  1.04                          3.92     1065  \n",
+       "1             4.38  1.05                          3.40     1050  \n",
+       "2             5.68  1.03                          3.17     1185  \n",
+       "3             7.80  0.86                          3.45     1480  \n",
+       "4             4.32  1.04                          2.93      735  "
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What is the standard deviation of Magnesium and Ash contents for the wine dataset?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Magnesium    14.282484\n",
+       "Ash           0.274344\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3[['Magnesium','Ash']].std()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What is the range of alcohol content in the wine dataset?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The range of alcohol content is:  3.8\n"
+     ]
+    }
+   ],
+   "source": [
+    "range_alcohol=df3['Alcohol'].max()- df3['Alcohol'].min()\n",
+    "print(\"The range of alcohol content is: \", round(range_alcohol,3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Top 5 percentile in terms of Flavanoids?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3.4975000000000005"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.percentile(df3['Flavanoids'],95)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Class</th>\n",
+       "      <th>Alcohol</th>\n",
+       "      <th>Malic acid</th>\n",
+       "      <th>Ash</th>\n",
+       "      <th>Alcalinity of ash</th>\n",
+       "      <th>Magnesium</th>\n",
+       "      <th>Total phenols</th>\n",
+       "      <th>Flavanoids</th>\n",
+       "      <th>Nonflavanoid phenols</th>\n",
+       "      <th>Proanthocyanins</th>\n",
+       "      <th>Color intensity</th>\n",
+       "      <th>Hue</th>\n",
+       "      <th>OD280/OD315 of diluted wines</th>\n",
+       "      <th>Proline</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.75</td>\n",
+       "      <td>1.73</td>\n",
+       "      <td>2.39</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3.10</td>\n",
+       "      <td>3.69</td>\n",
+       "      <td>0.43</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>5.40</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>2.73</td>\n",
+       "      <td>1150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.38</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>2.38</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>3.64</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>2.96</td>\n",
+       "      <td>7.50</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>1547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14.19</td>\n",
+       "      <td>1.59</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>108</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>3.93</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>1.86</td>\n",
+       "      <td>8.70</td>\n",
+       "      <td>1.23</td>\n",
+       "      <td>2.82</td>\n",
+       "      <td>1680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.88</td>\n",
+       "      <td>1.89</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>101</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>3.56</td>\n",
+       "      <td>0.17</td>\n",
+       "      <td>1.70</td>\n",
+       "      <td>5.43</td>\n",
+       "      <td>0.88</td>\n",
+       "      <td>3.56</td>\n",
+       "      <td>1095</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.94</td>\n",
+       "      <td>1.73</td>\n",
+       "      <td>2.27</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>108</td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>3.54</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>2.08</td>\n",
+       "      <td>8.90</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>3.10</td>\n",
+       "      <td>1260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.82</td>\n",
+       "      <td>1.75</td>\n",
+       "      <td>2.42</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>111</td>\n",
+       "      <td>3.88</td>\n",
+       "      <td>3.74</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>7.05</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>3.26</td>\n",
+       "      <td>1190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>1</td>\n",
+       "      <td>13.72</td>\n",
+       "      <td>1.43</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>108</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>3.67</td>\n",
+       "      <td>0.19</td>\n",
+       "      <td>2.04</td>\n",
+       "      <td>6.80</td>\n",
+       "      <td>0.89</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>1285</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12.37</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>2.10</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>88</td>\n",
+       "      <td>3.52</td>\n",
+       "      <td>3.75</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>4.50</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.77</td>\n",
+       "      <td>660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>2</td>\n",
+       "      <td>11.56</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>28.5</td>\n",
+       "      <td>119</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>5.08</td>\n",
+       "      <td>0.47</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>6.00</td>\n",
+       "      <td>0.93</td>\n",
+       "      <td>3.69</td>\n",
+       "      <td>465</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Class  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
+       "13       1    14.75        1.73  2.39               11.4         91   \n",
+       "14       1    14.38        1.87  2.38               12.0        102   \n",
+       "18       1    14.19        1.59  2.48               16.5        108   \n",
+       "42       1    13.88        1.89  2.59               15.0        101   \n",
+       "49       1    13.94        1.73  2.27               17.4        108   \n",
+       "52       1    13.82        1.75  2.42               14.0        111   \n",
+       "58       1    13.72        1.43  2.50               16.7        108   \n",
+       "98       2    12.37        1.07  2.10               18.5         88   \n",
+       "121      2    11.56        2.05  3.23               28.5        119   \n",
+       "\n",
+       "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
+       "13            3.10        3.69                  0.43             2.81   \n",
+       "14            3.30        3.64                  0.29             2.96   \n",
+       "18            3.30        3.93                  0.32             1.86   \n",
+       "42            3.25        3.56                  0.17             1.70   \n",
+       "49            2.88        3.54                  0.32             2.08   \n",
+       "52            3.88        3.74                  0.32             1.87   \n",
+       "58            3.40        3.67                  0.19             2.04   \n",
+       "98            3.52        3.75                  0.24             1.95   \n",
+       "121           3.18        5.08                  0.47             1.87   \n",
+       "\n",
+       "     Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
+       "13              5.40  1.25                          2.73     1150  \n",
+       "14              7.50  1.20                          3.00     1547  \n",
+       "18              8.70  1.23                          2.82     1680  \n",
+       "42              5.43  0.88                          3.56     1095  \n",
+       "49              8.90  1.12                          3.10     1260  \n",
+       "52              7.05  1.01                          3.26     1190  \n",
+       "58              6.80  0.89                          2.87     1285  \n",
+       "98              4.50  1.04                          2.77      660  \n",
+       "121             6.00  0.93                          3.69      465  "
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3[df3['Flavanoids']>=3.4975]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Show the average alcohol, ash, and magnesium content of the wine brands which rank top 5 percent in terms of flavanoids**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ash            2.484444\n",
+       "Alcohol       13.623333\n",
+       "Magnesium    104.000000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3[df3['Flavanoids']>=3.4975][['Ash','Alcohol','Magnesium']].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create a new column as a function of mathematical operations on existing columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown\n",
+       "0     Ashley     155     140      Palo Alto\n",
+       "1      Robin     145     122        Fremont\n",
+       "2   Priyanka     152     131    Santa Clara\n",
+       "3  Youngchul     167     148      Cupertino\n",
+       "4       Aziz     161     139  San Francisco\n",
+       "5       Zoey     181     190        Hayward"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "0     Ashley     155     140      Palo Alto  26.432000\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "5       Zoey     181     190        Hayward  26.306425"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4['BMI']=df4['Weight']*0.453592/(df4['Height']/100)**2\n",
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "5       Zoey     181     190        Hayward  26.306425\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "0     Ashley     155     140      Palo Alto  26.432000"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.sort_values(by='BMI')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Use `inplace=True` to make the changes reflected on the original DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "0     Ashley     155     140      Palo Alto  26.432000\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "5       Zoey     181     190        Hayward  26.306425"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df4.sort_values(by='BMI',inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Hometown</th>\n",
+       "      <th>BMI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Youngchul</td>\n",
+       "      <td>167</td>\n",
+       "      <td>148</td>\n",
+       "      <td>Cupertino</td>\n",
+       "      <td>24.071001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aziz</td>\n",
+       "      <td>161</td>\n",
+       "      <td>139</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>24.323633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Priyanka</td>\n",
+       "      <td>152</td>\n",
+       "      <td>131</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>25.718729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Zoey</td>\n",
+       "      <td>181</td>\n",
+       "      <td>190</td>\n",
+       "      <td>Hayward</td>\n",
+       "      <td>26.306425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Robin</td>\n",
+       "      <td>145</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Fremont</td>\n",
+       "      <td>26.320202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashley</td>\n",
+       "      <td>155</td>\n",
+       "      <td>140</td>\n",
+       "      <td>Palo Alto</td>\n",
+       "      <td>26.432000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Name  Height  Weight       Hometown        BMI\n",
+       "3  Youngchul     167     148      Cupertino  24.071001\n",
+       "4       Aziz     161     139  San Francisco  24.323633\n",
+       "2   Priyanka     152     131    Santa Clara  25.718729\n",
+       "5       Zoey     181     190        Hayward  26.306425\n",
+       "1      Robin     145     122        Fremont  26.320202\n",
+       "0     Ashley     155     140      Palo Alto  26.432000"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Pandas and Numpy/Numpy_operations.ipynb b/Pandas and Numpy/Numpy_operations.ipynb
new file mode 100644
index 0000000..a2d994a
--- /dev/null
+++ b/Pandas and Numpy/Numpy_operations.ipynb	
@@ -0,0 +1,2048 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# NumPy Operations\n",
+    "\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA, 94536.\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Vectors and matrices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Type/Class of this object: <class 'numpy.ndarray'>\n",
+      "Here is the vector\n",
+      "--------------------\n",
+      " [1 2 3]\n"
+     ]
+    }
+   ],
+   "source": [
+    "my_list = [1,2,3]\n",
+    "import numpy as np\n",
+    "arr = np.array(my_list)\n",
+    "print(\"Type/Class of this object:\",type(arr))\n",
+    "print(\"Here is the vector\\n--------------------\\n\",arr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Type/Class of this object: <class 'numpy.ndarray'>\n",
+      "Here is the matrix\n",
+      "----------\n",
+      " [[1 2 3]\n",
+      " [4 5 6]\n",
+      " [7 8 9]] \n",
+      "----------\n",
+      "Dimension of this matrix: 2\n",
+      "Size of this matrix: 9\n",
+      "Shape of this matrix: (3, 3)\n",
+      "Data type of this matrix: int32\n",
+      "Data type of the modified matrix: float64\n",
+      "\n",
+      "\n",
+      "Even tuples can be converted to ndarrays...\n",
+      "We write b = np.array([(1.5,2,3), (4,5,6)])\n",
+      "Matrix made from tuples, not lists\n",
+      "---------------------------------------\n",
+      "[[ 1.5  2.   3. ]\n",
+      " [ 4.   5.   6. ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "my_mat = [[1,2,3],[4,5,6],[7,8,9]]\n",
+    "mat = np.array(my_mat)\n",
+    "print(\"Type/Class of this object:\",type(mat))\n",
+    "print(\"Here is the matrix\\n----------\\n\",mat,\"\\n----------\")\n",
+    "print(\"Dimension of this matrix: \",mat.ndim,sep='') #ndim gives the dimensison, 2 for a matrix, 1 for a vector\n",
+    "print(\"Size of this matrix: \", mat.size,sep='') #size gives the total number of elements\n",
+    "print(\"Shape of this matrix: \", mat.shape,sep='') #shape gives the number of elements along each axes (dimension)\n",
+    "print(\"Data type of this matrix: \", mat.dtype,sep='') #dtype gives the data type contained in the array\n",
+    "\n",
+    "my_mat = [[1.1,2,3],[4,5.2,6],[7,8.3,9]]\n",
+    "mat = np.array(my_mat)\n",
+    "print(\"Data type of the modified matrix: \", mat.dtype,sep='') #dtype gives the data type contained in the array\n",
+    "print(\"\\n\\nEven tuples can be converted to ndarrays...\")\n",
+    "\n",
+    "b = np.array([(1.5,2,3), (4,5,6)])\n",
+    "print(\"We write b = np.array([(1.5,2,3), (4,5,6)])\")\n",
+    "print(\"Matrix made from tuples, not lists\\n---------------------------------------\")\n",
+    "print(b)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 'arange' and 'linspace'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A series of numbers: [ 5  6  7  8  9 10 11 12 13 14 15]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"A series of numbers:\",np.arange(5,16)) # A series of numbers from low to high"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Numbers spaced apart by 2: [ 0  2  4  6  8 10]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Numbers spaced apart by 2:\",np.arange(0,11,2)) # Numbers spaced apart by 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Numbers spaced apart by float: [  0.    2.5   5.    7.5  10. ]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Numbers spaced apart by float:\",np.arange(0,11,2.5)) # Numbers spaced apart by 2.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Every 5th number from 50 in reverse order\n",
+      " [50 45 40 35 30 25 20 15 10  5  0]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Every 5th number from 50 in reverse order\\n\",np.arange(50,-1,-5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "21 linearly spaced numbers between 1 and 5\n",
+      "--------------------------------------------\n",
+      "[ 1.   1.2  1.4  1.6  1.8  2.   2.2  2.4  2.6  2.8  3.   3.2  3.4  3.6  3.8\n",
+      "  4.   4.2  4.4  4.6  4.8  5. ]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"21 linearly spaced numbers between 1 and 5\\n--------------------------------------------\")\n",
+    "print(np.linspace(1,5,21))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zeroes, Ones, empty, and Identity matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vector of zeroes\n",
+      "---------------------\n",
+      "[ 0.  0.  0.  0.  0.]\n",
+      "Matrix of zeroes\n",
+      "--------------------\n",
+      "[[ 0.  0.  0.  0.]\n",
+      " [ 0.  0.  0.  0.]\n",
+      " [ 0.  0.  0.  0.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Vector of zeroes\\n---------------------\")\n",
+    "print(np.zeros(5))\n",
+    "print(\"Matrix of zeroes\\n--------------------\")\n",
+    "print(np.zeros((3,4))) # Notice Tuples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vector of ones\n",
+      "---------------------\n",
+      "[ 1.  1.  1.  1.  1.]\n",
+      "Matrix of ones\n",
+      "---------------------\n",
+      "[[ 1.  1.]\n",
+      " [ 1.  1.]\n",
+      " [ 1.  1.]\n",
+      " [ 1.  1.]\n",
+      " [ 1.  1.]]\n",
+      "Matrix of 5's\n",
+      "---------------------\n",
+      "[[ 5.  5.  5.  5.  5.]\n",
+      " [ 5.  5.  5.  5.  5.]\n",
+      " [ 5.  5.  5.  5.  5.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Vector of ones\\n---------------------\")\n",
+    "print(np.ones(5))\n",
+    "print(\"Matrix of ones\\n---------------------\")\n",
+    "print(np.ones((5,2))) # Note matrix dimension specified by Tuples\n",
+    "print(\"Matrix of 5's\\n---------------------\")\n",
+    "print(5*np.ones((3,5)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty matrix\n",
+      "-------------\n",
+      " [[ 0.  0.  0.  0.  0.]\n",
+      " [ 0.  0.  0.  0.  0.]\n",
+      " [ 0.  0.  0.  0.  0.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Empty matrix\\n-------------\\n\", np.empty((3,5)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Identity matrix of dimension (4, 4)\n",
+      "[[ 1.  0.  0.  0.]\n",
+      " [ 0.  1.  0.  0.]\n",
+      " [ 0.  0.  1.  0.]\n",
+      " [ 0.  0.  0.  1.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat1 = np.eye(4) \n",
+    "print(\"Identity matrix of dimension\", mat1.shape)\n",
+    "print(mat1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Random number generation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random number generation (from Uniform distribution)\n",
+      "[[ 0.25506558  0.75756507  0.55128715]\n",
+      " [ 0.04533328  0.7999211   0.81843587]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Random number generation (from Uniform distribution)\")\n",
+    "print(np.random.rand(2,3)) # 2 by 3 matrix with random numbers ranging from 0 to 1, Note no Tuple is necessary "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Numbers from Normal distribution with zero mean and standard deviation 1 i.e. standard normal\n",
+      "[[-1.01557146 -0.57295568  1.93753693]\n",
+      " [ 1.24708078 -0.78489921  1.43625099]\n",
+      " [ 0.90337139 -2.06767273 -2.17374497]\n",
+      " [-0.04516691 -0.6602149  -0.03035842]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Numbers from Normal distribution with zero mean and standard deviation 1 i.e. standard normal\")\n",
+    "print(np.random.randn(4,3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random integer vector: [81 10 78 60 57  1  1 54 36 29]\n",
+      "\n",
+      "Random integer matrix\n",
+      "[[72 81 22 86]\n",
+      " [66 46 44 74]\n",
+      " [53 15  2 11]\n",
+      " [32 92 42 73]]\n",
+      "\n",
+      "20 samples drawn from a dice throw: [1 6 3 2 4 4 6 2 6 5 2 6 5 5 4 2 1 3 3 5]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Random integer vector:\",np.random.randint(1,100,10)) #randint (low, high, # of samples to be drawn)\n",
+    "print (\"\\nRandom integer matrix\")\n",
+    "print(np.random.randint(1,100,(4,4))) #randint (low, high, # of samples to be drawn in a tuple to form a matrix)\n",
+    "print(\"\\n20 samples drawn from a dice throw:\",np.random.randint(1,7,20)) # 20 samples drawn from a dice throw"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reshaping, min, max, sort"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape of a: (30,)\n",
+      "Shape of b: (2, 3, 5)\n",
+      "Shape of c: (6, 5)\n",
+      "\n",
+      "a looks like\n",
+      " -------------------- \n",
+      " [87 73 64 71 61 10 15 25 88 56 53  7 67 36 13 60 41 22 70 72 67 82 27 11 90\n",
+      " 36 44 23 50 76] \n",
+      " --------------------\n",
+      "\n",
+      "b looks like\n",
+      " -------------------- \n",
+      " [[[87 73 64 71 61]\n",
+      "  [10 15 25 88 56]\n",
+      "  [53  7 67 36 13]]\n",
+      "\n",
+      " [[60 41 22 70 72]\n",
+      "  [67 82 27 11 90]\n",
+      "  [36 44 23 50 76]]] \n",
+      " --------------------\n",
+      "\n",
+      "c looks like\n",
+      " -------------------- \n",
+      " [[87 73 64 71 61]\n",
+      " [10 15 25 88 56]\n",
+      " [53  7 67 36 13]\n",
+      " [60 41 22 70 72]\n",
+      " [67 82 27 11 90]\n",
+      " [36 44 23 50 76]] \n",
+      " --------------------\n",
+      "\n",
+      "Vector of random integers\n",
+      " -------------------------------------------------- \n",
+      " [62 21 24 40 54 41 28 38 89 63]\n",
+      "\n",
+      "Here is the sorted vector\n",
+      " -------------------------------------------------- \n",
+      " [21 24 28 38 40 41 54 62 63 89]\n",
+      "\n",
+      "5x5 Matrix of random integers\n",
+      " -------------------------------------------------- \n",
+      " [[84 76 60 34 65]\n",
+      " [49 27 96 16 44]\n",
+      " [19  1 49 32 77]\n",
+      " [94 84 23 59 37]\n",
+      " [58 46 89 79 57]]\n",
+      "\n",
+      "Here is the sorted matrix along each row\n",
+      " -------------------------------------------------- \n",
+      " [[34 60 65 76 84]\n",
+      " [16 27 44 49 96]\n",
+      " [ 1 19 32 49 77]\n",
+      " [23 37 59 84 94]\n",
+      " [46 57 58 79 89]]\n",
+      "\n",
+      "Here is the sorted matrix along each column\n",
+      " -------------------------------------------------- \n",
+      " [[19  1 23 16 37]\n",
+      " [49 27 49 32 44]\n",
+      " [58 46 60 34 57]\n",
+      " [84 76 89 59 65]\n",
+      " [94 84 96 79 77]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from numpy.random import randint as ri\n",
+    "a = ri(1,100,30)\n",
+    "b = a.reshape(2,3,5)\n",
+    "c = a.reshape(6,5)\n",
+    "print (\"Shape of a:\", a.shape)\n",
+    "print (\"Shape of b:\", b.shape)\n",
+    "print (\"Shape of c:\", c.shape)\n",
+    "print(\"\\na looks like\\n\",'-'*20,\"\\n\",a,\"\\n\",'-'*20)\n",
+    "print(\"\\nb looks like\\n\",'-'*20,\"\\n\",b,\"\\n\",'-'*20)\n",
+    "print(\"\\nc looks like\\n\",'-'*20,\"\\n\",c,\"\\n\",'-'*20)\n",
+    "\n",
+    "A = ri(1,100,10) # Vector of random interegrs\n",
+    "print(\"\\nVector of random integers\\n\",'-'*50,\"\\n\",A)\n",
+    "print(\"\\nHere is the sorted vector\\n\",'-'*50,\"\\n\",np.sort(A, kind='mergesort'))\n",
+    "\n",
+    "M = ri(1,100,25).reshape(5,5) # Matrix of random interegrs\n",
+    "print(\"\\n5x5 Matrix of random integers\\n\",'-'*50,\"\\n\",M)\n",
+    "print(\"\\nHere is the sorted matrix along each row\\n\",'-'*50,\"\\n\",np.sort(M, kind='mergesort')) # Default axis =1\n",
+    "print(\"\\nHere is the sorted matrix along each column\\n\",'-'*50,\"\\n\",np.sort(M, axis=0, kind='mergesort'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Max of a: 90\n",
+      "Max of b: 90\n",
+      "Max of a location: 24\n",
+      "Max of b location: 24\n",
+      "Max of c location: 24\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Max of a:\", a.max())\n",
+    "print(\"Max of b:\", b.max())\n",
+    "print(\"Max of a location:\", a.argmax())\n",
+    "print(\"Max of b location:\", b.argmax())\n",
+    "print(\"Max of c location:\", b.argmax())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Indexing and slicing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Array: [ 0  1  2  3  4  5  6  7  8  9 10]\n",
+      "Element at 7th index is: 7\n",
+      "Elements from 3rd to 5th index are: [3 4 5]\n",
+      "Elements up to 4th index are: [0 1 2 3]\n",
+      "Elements from last backwards are: [10  9  8  7  6  5  4  3  2  1  0]\n",
+      "3 Elements from last backwards are: [10  8  6]\n",
+      "New array: [ 0  2  4  6  8 10 12 14 16 18 20]\n",
+      "Elements at 2nd, 4th, and 9th index are: [ 4  8 18]\n"
+     ]
+    }
+   ],
+   "source": [
+    "arr = np.arange(0,11)\n",
+    "print(\"Array:\",arr)\n",
+    "print(\"Element at 7th index is:\", arr[7])\n",
+    "print(\"Elements from 3rd to 5th index are:\", arr[3:6])\n",
+    "print(\"Elements up to 4th index are:\", arr[:4])\n",
+    "print(\"Elements from last backwards are:\", arr[-1::-1])\n",
+    "print(\"3 Elements from last backwards are:\", arr[-1:-6:-2])\n",
+    "\n",
+    "arr = np.arange(0,21,2)\n",
+    "print(\"New array:\",arr)\n",
+    "print(\"Elements at 2nd, 4th, and 9th index are:\", arr[[2,4,9]]) # Pass a list as a index to subset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix of random 2-digit numbers\n",
+      "--------------------------------\n",
+      " [[66 78 75 78 32]\n",
+      " [53 42 94 92 99]\n",
+      " [96 98 12 40 49]]\n",
+      "\n",
+      "Double bracket indexing\n",
+      "------------------------\n",
+      "Element in row index 1 and column index 2: 94\n",
+      "\n",
+      "Single bracket with comma indexing\n",
+      "----------------------------------\n",
+      "Element in row index 1 and column index 2: 94\n",
+      "\n",
+      "Row or column extract\n",
+      "----------------------\n",
+      "Entire row at index 2: [96 98 12 40 49]\n",
+      "Entire column at index 3: [78 92 40]\n",
+      "\n",
+      "Subsetting sub-matrices\n",
+      "--------------------------\n",
+      "Matrix with row indices 1 and 2 and column indices 3 and 4\n",
+      " [[92 99]\n",
+      " [40 49]]\n",
+      "Matrix with row indices 0 and 1 and column indices 1 and 3\n",
+      " [[78 78]\n",
+      " [42 92]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.array(ri(10,100,15)).reshape(3,5)\n",
+    "print(\"Matrix of random 2-digit numbers\\n--------------------------------\\n\",mat)\n",
+    "\n",
+    "print(\"\\nDouble bracket indexing\\n------------------------\")\n",
+    "print(\"Element in row index 1 and column index 2:\", mat[1][2])\n",
+    "\n",
+    "print(\"\\nSingle bracket with comma indexing\\n----------------------------------\")\n",
+    "print(\"Element in row index 1 and column index 2:\", mat[1,2])\n",
+    "print(\"\\nRow or column extract\\n----------------------\")\n",
+    "\n",
+    "print(\"Entire row at index 2:\", mat[2])\n",
+    "print(\"Entire column at index 3:\", mat[:,3])\n",
+    "\n",
+    "print(\"\\nSubsetting sub-matrices\\n--------------------------\")\n",
+    "print(\"Matrix with row indices 1 and 2 and column indices 3 and 4\\n\", mat[1:3,3:5])\n",
+    "print(\"Matrix with row indices 0 and 1 and column indices 1 and 3\\n\", mat[0:2,[1,3]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conditional subsetting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix of random 2-digit numbers\n",
+      "--------------------------------\n",
+      " [[27 13 20 56 86]\n",
+      " [32 99 90 66 79]\n",
+      " [66 44 22 57 87]]\n",
+      "Elements greater than 50\n",
+      " [56 86 99 90 66 79 66 57 87]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.array(ri(10,100,15)).reshape(3,5)\n",
+    "print(\"Matrix of random 2-digit numbers\\n--------------------------------\\n\",mat)\n",
+    "print (\"Elements greater than 50\\n\", mat[mat>50])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Slicing keeps the original reference, be aware of mutating the original array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original matrix\n",
+      "[[11 12 13]\n",
+      " [21 22 23]\n",
+      " [31 32 33]]\n",
+      "\n",
+      "Sliced matrix\n",
+      "[[11 12]\n",
+      " [21 22]]\n",
+      "\n",
+      "Change the sliced matrix\n",
+      "[[1000   12]\n",
+      " [  21   22]]\n",
+      "\n",
+      "But the original matrix? WHOA! It got changed too!\n",
+      "[[1000   12   13]\n",
+      " [  21   22   23]\n",
+      " [  31   32   33]]\n",
+      "\n",
+      "Doing it again little differently now...\n",
+      "\n",
+      "Original matrix\n",
+      "[[11 12 13]\n",
+      " [21 22 23]\n",
+      " [31 32 33]]\n",
+      "\n",
+      "Sliced matrix\n",
+      "[[11 12]\n",
+      " [21 22]]\n",
+      "\n",
+      "Change the sliced matrix\n",
+      "[[1000   12]\n",
+      " [  21   22]]\n",
+      "\n",
+      "But the original matrix? NO CHANGE this time:)\n",
+      "[[11 12 13]\n",
+      " [21 22 23]\n",
+      " [31 32 33]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat = np.array([[11,12,13],[21,22,23],[31,32,33]])\n",
+    "print(\"Original matrix\")\n",
+    "print(mat)\n",
+    "mat_slice = mat[:2,:2]\n",
+    "print (\"\\nSliced matrix\")\n",
+    "print(mat_slice)\n",
+    "print (\"\\nChange the sliced matrix\")\n",
+    "mat_slice[0,0] = 1000\n",
+    "print (mat_slice)\n",
+    "print(\"\\nBut the original matrix? WHOA! It got changed too!\")\n",
+    "print(mat)\n",
+    "\n",
+    "# Little different way to create a copy of the slixed matrix\n",
+    "print (\"\\nDoing it again little differently now...\\n\")\n",
+    "mat = np.array([[11,12,13],[21,22,23],[31,32,33]])\n",
+    "print(\"Original matrix\")\n",
+    "print(mat)\n",
+    "mat_slice = np.array(mat[:2,:2]) # Notice the np.array command to create a new array not just slicing\n",
+    "print (\"\\nSliced matrix\")\n",
+    "print(mat_slice)\n",
+    "print (\"\\nChange the sliced matrix\")\n",
+    "mat_slice[0,0] = 1000\n",
+    "print (mat_slice)\n",
+    "print(\"\\nBut the original matrix? NO CHANGE this time:)\")\n",
+    "print(mat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Array operations (array-array, array-scalar, universal functions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1st Matrix of random single-digit numbers\n",
+      "----------------------------------------\n",
+      " [[3 7 1]\n",
+      " [7 8 6]\n",
+      " [3 6 9]]\n",
+      "\n",
+      "2nd Matrix of random single-digit numbers\n",
+      "----------------------------------------\n",
+      " [[8 2 7]\n",
+      " [7 5 1]\n",
+      " [9 5 6]]\n",
+      "\n",
+      "Addition\n",
+      "------------------\n",
+      " [[11  9  8]\n",
+      " [14 13  7]\n",
+      " [12 11 15]]\n",
+      "\n",
+      "Multiplication\n",
+      "------------------\n",
+      " [[24 14  7]\n",
+      " [49 40  6]\n",
+      " [27 30 54]]\n",
+      "\n",
+      "Division\n",
+      "------------------\n",
+      " [[ 0.375       3.5         0.14285714]\n",
+      " [ 1.          1.6         6.        ]\n",
+      " [ 0.33333333  1.2         1.5       ]]\n",
+      "\n",
+      "Lineaer combination: 3*A - 2*B\n",
+      "-----------------------------\n",
+      " [[ -7  17 -11]\n",
+      " [  7  14  16]\n",
+      " [ -9   8  15]]\n",
+      "\n",
+      "Addition of a scalar (100)\n",
+      "-------------------------\n",
+      " [[103 107 101]\n",
+      " [107 108 106]\n",
+      " [103 106 109]]\n",
+      "\n",
+      "Exponentiation, matrix cubed here\n",
+      "----------------------------------------\n",
+      " [[ 27 343   1]\n",
+      " [343 512 216]\n",
+      " [ 27 216 729]]\n",
+      "\n",
+      "Exponentiation, sq-root using pow function\n",
+      "-------------------------------------------\n",
+      " [[ 1.73205081  2.64575131  1.        ]\n",
+      " [ 2.64575131  2.82842712  2.44948974]\n",
+      " [ 1.73205081  2.44948974  3.        ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat1 = np.array(ri(1,10,9)).reshape(3,3)\n",
+    "mat2 = np.array(ri(1,10,9)).reshape(3,3)\n",
+    "print(\"\\n1st Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat1)\n",
+    "print(\"\\n2nd Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat2)\n",
+    "\n",
+    "print(\"\\nAddition\\n------------------\\n\", mat1+mat2)\n",
+    "print(\"\\nMultiplication\\n------------------\\n\", mat1*mat2)\n",
+    "print(\"\\nDivision\\n------------------\\n\", mat1/mat2)\n",
+    "print(\"\\nLineaer combination: 3*A - 2*B\\n-----------------------------\\n\", 3*mat1-2*mat2)\n",
+    "\n",
+    "print(\"\\nAddition of a scalar (100)\\n-------------------------\\n\", 100+mat1)\n",
+    "\n",
+    "print(\"\\nExponentiation, matrix cubed here\\n----------------------------------------\\n\", mat1**3)\n",
+    "print(\"\\nExponentiation, sq-root using pow function\\n-------------------------------------------\\n\",pow(mat1,0.5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Broadcasting (super cool feature)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "NumPy operations are usually done on pairs of arrays on an element-by-element basis. In the simplest case, the two arrays must have exactly the same shape.\n",
+    "\n",
+    "NumPy’s broadcasting rule relaxes this constraint when the arrays’ shapes meet certain constraints. When operating on two arrays, NumPy compares their shapes element-wise. It starts with the trailing dimensions, and works its way forward. Two dimensions are compatible when\n",
+    "\n",
+    "* **they are equal, or**\n",
+    "* **one of them is 1**\n",
+    "\n",
+    "If these conditions are not met, a *ValueError: frames* are not aligned exception is thrown, indicating that the arrays have incompatible shapes. The size of the resulting array is the maximum size along each dimension of the input arrays.\n",
+    "\n",
+    "For more detail, please look up: https://docs.scipy.org/doc/numpy-1.10.1/user/basics.broadcasting.html\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 0.  0.  0.]\n",
+      " [ 0.  0.  0.]\n",
+      " [ 0.  0.  0.]\n",
+      " [ 0.  0.  0.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "start = np.zeros((4,3))\n",
+    "print(start)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1 0 2]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create a rank 1 ndarray with 3 values\n",
+    "add_rows = np.array([1, 0, 2])\n",
+    "print(add_rows)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 1.  0.  2.]\n",
+      " [ 1.  0.  2.]\n",
+      " [ 1.  0.  2.]\n",
+      " [ 1.  0.  2.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "y = start + add_rows  # add to each row of 'start' using broadcasting\n",
+    "print(y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0]\n",
+      " [1]\n",
+      " [2]\n",
+      " [3]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create an ndarray which is 4 x 1 to broadcast across columns\n",
+    "add_cols = np.array([[0,1,2,3]])\n",
+    "add_cols = add_cols.T\n",
+    "print(add_cols)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 0.  0.  0.]\n",
+      " [ 1.  1.  1.]\n",
+      " [ 2.  2.  2.]\n",
+      " [ 3.  3.  3.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# add to each column of 'start' using broadcasting\n",
+    "y = start + add_cols \n",
+    "print(y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 100.  100.  100.]\n",
+      " [ 100.  100.  100.]\n",
+      " [ 100.  100.  100.]\n",
+      " [ 100.  100.  100.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# this will just broadcast in both dimensions\n",
+    "add_scalar = np.array([100])  \n",
+    "print(start+add_scalar)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### NumPy mathematical functions on array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1st Matrix of random single-digit numbers\n",
+      "----------------------------------------\n",
+      " [[2 6 4]\n",
+      " [3 7 3]\n",
+      " [2 4 2]]\n",
+      "\n",
+      "2nd Matrix of random single-digit numbers\n",
+      "----------------------------------------\n",
+      " [[8 2 8]\n",
+      " [3 9 6]\n",
+      " [1 5 4]]\n",
+      "\n",
+      "Sq-root of 1st matrix using np\n",
+      "------------------\n",
+      " [[ 1.41421356  2.44948974  2.        ]\n",
+      " [ 1.73205081  2.64575131  1.73205081]\n",
+      " [ 1.41421356  2.          1.41421356]]\n",
+      "\n",
+      "Exponential power of 1st matrix using np\n",
+      " -------------------------------------------------- \n",
+      " [[    7.3890561    403.42879349    54.59815003]\n",
+      " [   20.08553692  1096.63315843    20.08553692]\n",
+      " [    7.3890561     54.59815003     7.3890561 ]]\n",
+      "\n",
+      "10-base logarithm on 1st matrix using np\n",
+      " -------------------------------------------------- \n",
+      " [[ 0.30103     0.77815125  0.60205999]\n",
+      " [ 0.47712125  0.84509804  0.47712125]\n",
+      " [ 0.30103     0.60205999  0.30103   ]]\n",
+      "\n",
+      "Modulo reminder using np\n",
+      " -------------------------------------------------- \n",
+      " [[2 0 4]\n",
+      " [0 7 3]\n",
+      " [0 4 2]]\n",
+      "\n",
+      "Combination of functions by shwoing exponetial decay of a sine wave\n",
+      " ----------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Fpphu3R4vjGmzVpKsnd20Z3KXLKOEk7j67nWlpJr6nc7nXtu82IMX98xFt9R6\nbMSwF/yiLZfe7i723mvog9COXfmM5A0SJWatlEVupEq5+Fn6I5JsnSJIEq+wjtoo0kzfWPTkLvMv\nu6MpG2furCmpMo2CtFP0+wYGmbnoltyu2yMbtjJz0S0cuuS7tbOohr3gtyNtcnNEazVvHz+qIZ9H\nv2oVqmYGYynq2CJ+oCsShKRZGyBp+kYorj/ijCvuSt1BO3fWFB5fdgorzj6e/gXzeHzZKU0JfztE\n/9il/YWNz9i2czfnXruGY5f2F/L+ZVC44IvIySLysIg8KiKL8n7/oiplBony6/P28aMyTVopixxG\nlatm5kXe6Zl9A4OxdfjGdTb/E0rTgVtEnZ00g8bA68i//INHh9pU/QvmcXlM53QjRYm+36rPo8M5\niWde3F5o+mnfwCBzl32fQxbdwtxl3y/0qaJQwReRDuBfgHcAhwMfEpHDcz9RAZUyg0Q1gPNsGMfl\n4Of1tBLXks/zS1b0Y3A70zOTUjE/8974ev1RJHn+u8l/MNaC69LdRH617JTYJ6ne7i4eX3YK0yaO\nSfV+eYv+/MvuKGXUdZ7jDvoGBpl9wS2v9DkMbn4ZxbNXF37rZ4X9hopu4R8DPKqqv1TV7cA1wGl5\nnqDISpk+UZZO1PpWKDIH3yeuJZ/n9YrL0ElbMC2Odvn4SamYnaOy2VNJ3n+eg7HmX3ZH5BNekGZa\n76sWz29K9PMQyjkX3pppzEAe+MLfisd/xhV3JXYs79ilhWS5QfGC3wU8GVh+yq17BRE5R0RWi8jq\njRubz6xpR558O/oJiszB94nLjsmz4zYuQ6eZgmlRtMvHT/rRXfr+9OIYRhrvP4/BWGl9+zOPm9H0\nd60Z0b/zsU0tZ8D4GTitZBadedwMHl92ypC/yz94NC04cq/ge/xx4h9syc9cdEsqSw3if0NZKD0P\nX1WXA8sBenp6mjZjovLk8xTjonP9odgcfJ+FJx0a+Sjcro7bduSY5zW5edKPLo9znHncjNjskpdb\nyS8MsKRvbSqRyZKDvmrx/FRF4sDLgDl2aT+rFs9P/f6tjBcYJXDZB45OtKb87WdccVdqMQ7DF/8q\nFPiLo+gW/iAwPbB8kFuXGwtPOpRxnXumueVVKdOnHeUV2lH6IO7Ln9d52pXGVrSPn/Q5mknFjOOS\n3qMS6+y0aoX0DQymSlWcvf+EzAOO+hfMS93S9ztBk3x93/5oVuzPPG4Gv/xMfD9EIyvOPp7Hl52S\n2/9rVvKOrB0rAAARj0lEQVSwPsMoWvB/AswWkUNEZAxwOrAyzxP0dnfxmfceRdekcQiebfGZ9x6V\na0uyHbZRkTn4QYousVC0f+9TdJmFJDsnzxGZSYOx7nxsU0udnn97/c9S7de/YF7T7x1GM/YOeL7+\na88fWo7BF/pmW9zTJo7h8WWnZPq/uaT3KB5fdkpiFlXR5GF9hlGopaOqO0XkL4HbgA7ga6qae29E\n8NGsCNphGxWZgx+k6BILRfv3PkllFrLaOkV5qGH0dnfx6Rvui+0gvvrudfQcnFy+weeMK+6KLeHg\n00wnbRqasXfASxXOwwrJu0a//17NfJY8GDt6FJ9935zC9KzwPHxV/Y6qvl5VZ6nq0qLPVwTtKJEc\nlWufVw6+T5nTHeb9JS7K1klqTRfxuP3Z9yWnd6bNzW/Gty9CWPoXzGtbCzluzEAe+APOiv48fsfy\nw5e8o9DG67AfadsO2uHhR01eHrW+VYossRBnoxTRJVyUrZM0sraIx+3e7i7Gjo7/OabJzU/r28+d\nNaXQQmErzj6+cJGcvf+ExDEDeeF7/Hl+Jn8kc1YbqhlM8FMQ5dXnmcq4bUd4x1Telk6RJRbinhCK\nGMtbxOTmaUbWFiUwaVr5SX7+36R4ChhF+mJvWVhx9vGFdYJe/sGjc+t7aAZf+FsV/2CKaBnTRJae\nljkciPLwhXx8776BQV6KSL/L29KB4kosxN0A857hymfy+M5Iv70VW6eokbVp6O3u4vrV6xLtGL8F\nH2wV9g0MpvbB4+r2580lvUdxSe9RHLu0P5cyCFWaT7cqcTSDtfBTsPCkQ0MtCSUf3zvuPYqYO7eo\n6Q7jsgvzTJMNkmTrNJPdUvTI2jSsOPv4VAXKgiNXmykgVpRvn8SqxfMztfZn7z+htFZxnTDBT0Fv\nd1fkY34eqZlx71GEULZ7onQoTigTJx1pomRu0SNr05LWqvCH+KdtORft2yfhpzw2I/y+z12GfVNH\nzNJJSVeBqZmTImyJ8QX5xVGjerO078usGx5n6zRzC2vHyNq0JI3AbZZpE8dUpnXs2zxG+7EWfkqK\nTM2MaliPGR0/UUarJOXit0K7BlyFkUe2TrtG1qblkt6jmp50JIp9xnY0VcrAqC8m+CkpMjWzXTn4\nPnEdqK3Wk2/XgKswklreC69P9reTOmvLaJH2L5iXWfT3GdvBfRefnFNExnDHBD8lRZZXaFcOvk9c\nv0De9eShPVZI3CCsHbvjW/BJnbXtnQ9sT5qpUdPItIljTOyNPTDBT0mRs161q6yCTxlZGkWTZOvE\nlRlOqjlzRskFtVYtnt90S//M42aYjWMMwQQ/JUXOelX01IZhJBRobIp2j7ANo7e7K/ZcL+/YHRrn\nkr61iTVnqtDB6E8tmFS/3c9qqULMRvWwLJ2UFDXrlT+1YZjkFJGD7xOncc0OJmv3CNsozkjIbDn/\nxvuGfK6kTJiqlMuF4osEGvXHWvgpiRLfrJZOO6Y2DCPPImpljLANI6lV2ziZSJo689ZSNuqECX5K\nFp50KJ0hPsjW7Tsz5aC3Y2rDMPIsohZnpRR50wojaf6AY5f2A+kqSlapdW8YeWCCn5Le7i723muo\nA7ZjV7YJ04sqc5BE3M2kmTMnFRtrtwWR1Hn7zIvbOWzxd1INarLWvVE3TPCbIMqvz5Ka2Y6pDZul\nmTMXXUO/WdKUGf7truRPWPRgMcMoAxP8JigiNbNdUxs2S1qbKs7+KUs005QZTqLowWKGUQYm+E1Q\nRGpmu3Pwg8TdVNKOuI376GWJZm93V6YRqmVVlDSMoskk+CJyqYg8JCL3ichNIjIpsO18EXlURB4W\nkZOyh1o+RaRmlpGD7xPnd6cZcVs1/z5I/4J5LY01KLuipGEUSdYWfj9wpKrOAX4BnA8gIocDpwNH\nACcDXxKRYiqBtZG8LR0/Bz+MInPwfbIKctX8+0Yu+0Bz5Yxn7z+hMhUlDaMIMgm+qv6Xqu50i3cD\nB7nXpwHXqOo2Vf0V8ChwTJZzVYG8LZ2ycvCDxLWCk3z8Kvr3QXq7u7g85exO0yaOsZrrRu3J08P/\nKPBd97oLeDKw7Sm3bggico6IrBaR1Rs35jcpeBHkbemUlYMfJG7EbVILPu5mUZVOz97uLh5fdkqs\npz931hSrO2OMCBJLK4jI94DXhGxarKo3u30WAzuBFc0GoKrLgeUAPT095eUipiBqbttWLZ2oiUiK\nzsEPEjWxCyQPwCpjhqtWsda7YaRo4avqiap6ZMifL/YfAd4FnKH6inoNAtMDb3OQWzesyXu0bRVy\n8OOso7jbTpkzXBmG0RpZs3ROBs4D3q2qLwU2rQROF5GxInIIMBu4J8u5qkDeo22rkIMf1xKPu+0k\nzf9qGEb1yOrhfxGYCPSLyBoR+QqAqt4PXAc8ANwKfEJVd2U8VyXIc7RtmTn4aYlqycfNcFWFDlvD\nMIaSqTyyqr4uZttSYGmW968i+47rDM1Rb8XHLzMHPy2X3vbwkKeAJDunKh22hmHsiY20bZK8UjPL\nzsEPEmchhXXcJtk5VeuwNQzDwwS/SfJKzaxCDr5PUoXJRszOMYzhiQl+k+Q12rYKOfg+SecLWjhm\n5xjG8MUEv0nysnTKqoPfCsFCambnGMbwxQS/SaKsmzibI4wq5OAHifPxg53LZucYxvDFBL9JojpU\nheYGI1UhBz9Iko+/pG+t2TmGMcwxwW+ShScdGppdozRXPbJqOfhJVszVd6/j0zfcl+k9DMMoFxP8\nJunt7oocgdrM4KuoHPw0deiLIunpYtvO3ZHbzM4xjOpjgt8CUeLWTKZOFTttm03PDGJ2jmFUHxP8\nFsgjU6dqnbaQzZIxO8cwqo8JfgtkHXwVN8q2q82jbBtppdN4XKd9jQxjOGC/1BbIOviqSqNsG2nF\n1vnMe+cUEIlhGHljgt8CWS2dKo2ybaS3u4u5s6ak3n/urCmlx2wYRjpM8Fsgq6VTxQ7bICvOPp5p\nE8ck7jdt4hib9NswhhEm+C2Q1dKpYodtI6sWz2efsR2R2/fqEJsH1jCGGSb4LRDVEN++M90cL1Ub\nZRvFfRefHGrvzN5/Ag8tfWcJERmGkYVME6CMVKKsm5d27KZvYDDR0962I/zGUKEG/iuYZWMY9cFa\n+C0QN0FJUnmFvoFBXtoRPmK1SjNdGYZRP3IRfBH5lIioiOwXWHe+iDwqIg+LyEl5nKcqxKVOJpVX\niLshtHumK8MwRhaZBV9EpgN/CKwLrDscOB04AjgZ+JKIRPcADjN6u7sYHzHYKKnjNiolE8rPwTcM\no97k0cL/J+A82GMs0WnANaq6TVV/BTwKHJPDuSrD2M7w+1dSZmVU6qVQfg6+YRj1JpPgi8hpwKCq\n/qxhUxfwZGD5Kbcu7D3OEZHVIrJ648aNWcJpK63m4kelXlawv9YwjJqRmKUjIt8DXhOyaTFwAZ6d\n0zKquhxYDtDT0zNsdG/fcZ2hpYyTLJ3J4ztDZ42qWkqmYRj1I1HwVfXEsPUichRwCPAz8WyKg4Cf\nisgxwCAwPbD7QW5dbWg1F384pWQahlEvWrZ0VHWtqu6vqjNVdSaebfNGVX0aWAmcLiJjReQQYDZw\nTy4RV4SkXPwwLCXTMIwyKSQPX1XvB64DHgBuBT6hqumGoQ4TWsnFt5RMwzDKJDfBdy39ZwPLS1V1\nlqoeqqrfzes8VSEuhTIq9dJSMg3DKBMbadsivd1djIrw8ZuthmkpmYZhtAMT/AzsjuhobbYapvXX\nGobRDkzwMxA1mXnU+qrXwTcMo96Y4Geg2dTM4VAH3zCM+mKCn4FmUzOb9fwNwzDyxAQ/A82kZvYN\nDDbt+RuGYeSJCX4GmknNjMvB77IcfMMw2oAJfgaaSc20HHzDMMrGBD8jaW2aqBsDWA6+YRjtwQQ/\nI1E63rg+6sZgGIbRLkzwMxKl48H1UcXUDMMw2okJfoH4Qn/xt++P3CdqkJZhGEbemOBnJG7iEj8z\nJ2zCE5+L3n1E7jEZhmGEYYKfkQtPjRbsuMwcH+uwNQyjXZjgZyRJsOP8extfaxhGOzHBL5jFN62N\n3GaJO4ZhtBMT/ILZuj16oi8bYWsYRjvJLPgi8lci8pCI3C8i/xhYf76IPCoiD4vISVnPU2XiOm7j\nsBG2hmG0k0yCLyInAKcBb1DVI4DPufWHA6cDRwAnA18SkY6MsVaWuI7bOKzD1jCMdpK1hf/nwDJV\n3Qagqhvc+tOAa1R1m6r+CngUOCbjuSqLCbdhGMOBrIL/euAtIrJKRH4oIr/n1ncBTwb2e8qtG4KI\nnCMiq0Vk9caNGzOGM3ww/94wjHYzOmkHEfke8JqQTYvd8VOA44DfA64Tkdc2E4CqLgeWA/T09Azb\nxJXJ4ztjB1g1Yv69YRjtJrGFr6onquqRIX8347Xcb1SPe4DdwH7AIDA98DYHuXW1pVkf32wgwzDa\nTVZLpw84AUBEXg+MAZ4FVgKni8hYETkEmA3ck/Fclaa3u4uxo9NdTqufYxhGGWQV/K8BrxWRnwPX\nAGe51v79wHXAA8CtwCdUNTohvSZ89n1zUu1n9XMMwyiDTIKvqttV9Uxn8bxRVb8f2LZUVWep6qGq\n+t3soVafNDbN7P0nmJ1jGEYp2EjbnDnzuBmR2/YZ20H/gnntC8YwDCOACX7OXNJ7VKjoz501hfsu\nPrmEiAzDMDxEtTqZkD09Pbp69eqywzAMwxhWiMi9qtqTtJ+18A3DMEYIJviGYRgjBBN8wzCMEYIJ\nvmEYxgjBBN8wDGOEUKksHRHZCDyR4S32wyvtUFUsvuxUPUaLLztVj7GK8R2sqlOTdqqU4GdFRFan\nSU0qC4svO1WP0eLLTtVjrHp8cZilYxiGMUIwwTcMwxgh1E3wl5cdQAIWX3aqHqPFl52qx1j1+CKp\nlYdvGIZhRFO3Fr5hGIYRgQm+YRjGCKEWgi8iJ4vIwyLyqIgsKjueMETkcRFZKyJrRKT0kqAi8jUR\n2eBmK/PXTRGRfhF5xP07uWLxXSQig+4arhGRd5YY33QR+YGIPCAi94vIJ936Kl3DqBgrcR1FZC8R\nuUdEfubiu9itr8Q1jImvEtevFYa9hy8iHcAvgPl4k6r/BPiQqj5QamANiMjjQI+qVmLAhoi8FdgC\nfF1Vj3Tr/hHYpKrL3I1zsqp+ukLxXQRsUdXPlRFTEBE5ADhAVX8qIhOBe4Fe4CNU5xpGxfgBKnAd\nRUSACaq6RUQ6gR8BnwTeSwWuYUx8J1OB69cKdWjhHwM8qqq/VNXteHPrnlZyTJVHVf8b2NSw+jTg\nKvf6KjxxKIWI+CqDqq5X1Z+61y8CDwJdVOsaRsVYCdz811vcYqf7UypyDWPiG7bUQfC7gCcDy09R\noS91AAW+JyL3isg5ZQcTwTRVXe9ePw1MKzOYCP5KRO5zlk9pdkkQEZkJdAOrqOg1bIgRKnIdRaRD\nRNYAG4B+Va3UNYyIDypy/ZqlDoI/XHizqh4NvAP4hLMsKot6Xl/VWjNfBl4LHA2sBz5fbjggInsD\nNwDnquoLwW1VuYYhMVbmOqrqLve7OAg4RkSObNhe6jWMiK8y169Z6iD4g8D0wPJBbl2lUNVB9+8G\n4CY8K6pqPON8X9//3VByPHugqs+4H+Bu4ApKvobO170BWKGqN7rVlbqGYTFW7Tq6mDYDP8Dzxyt1\nDWHP+Kp4/dJSB8H/CTBbRA4RkTHA6cDKkmPaAxGZ4DrNEJEJwB8CP48/qhRWAme512cBN5cYyxB8\nEXC8hxKvoevQ+yrwoKpeFthUmWsYFWNVrqOITBWRSe71OLzEi4eoyDWMiq8q168Vhn2WDoBLi7oc\n6AC+pqpLSw5pD0TktXiteoDRwDfKjlFEvgnMwyv1+gxwIdAHXAfMwCtT/QFVLaXjNCK+eXiP0Qo8\nDnw84PW2O743A/8DrAV2u9UX4HnkVbmGUTF+iApcRxGZg9cp24HX+LxOVf9eRH6HClzDmPj+gwpc\nv1aoheAbhmEYydTB0jEMwzBSYIJvGIYxQjDBNwzDGCGY4BuGYYwQTPANwzBGCCb4hmEYIwQTfMMw\njBHC/wIn0DE+pyPI4gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x25bd22c3fd0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mat1 = np.array(ri(1,10,9)).reshape(3,3)\n",
+    "mat2 = np.array(ri(1,10,9)).reshape(3,3)\n",
+    "print(\"\\n1st Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat1)\n",
+    "print(\"\\n2nd Matrix of random single-digit numbers\\n----------------------------------------\\n\",mat2)\n",
+    "\n",
+    "print(\"\\nSq-root of 1st matrix using np\\n------------------\\n\", np.sqrt(mat1))\n",
+    "print(\"\\nExponential power of 1st matrix using np\\n\",'-'*50,\"\\n\", np.exp(mat1))\n",
+    "print(\"\\n10-base logarithm on 1st matrix using np\\n\",'-'*50,\"\\n\", np.log10(mat1))\n",
+    "print(\"\\nModulo reminder using np\\n\",'-'*50,\"\\n\", np.fmod(mat1,mat2))\n",
+    "\n",
+    "print(\"\\nCombination of functions by shwoing exponetial decay of a sine wave\\n\",'-'*70)\n",
+    "A = np.linspace(0,12*np.pi,1001)\n",
+    "import matplotlib.pyplot as plt\n",
+    "plt.scatter(x=A,y=100*np.exp(-A/10)*(np.sin(A)))\n",
+    "plt.title(\"Exponential decay of sine wave: exp(-x)*sin(x)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### NumPy basic statistics on array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1st Matrix of random single-digit numbers\n",
+      " -------------------------------------------------- \n",
+      " [[9 9 2]\n",
+      " [4 1 1]\n",
+      " [7 8 1]]\n",
+      "\n",
+      "2nd Matrix of random single-digit numbers\n",
+      " -------------------------------------------------- \n",
+      " [[9 3 6]\n",
+      " [5 3 7]\n",
+      " [5 8 2]]\n",
+      "\n",
+      "Sum of all numbers in 1st matrix\n",
+      " -------------------------------------------------- \n",
+      " 42\n",
+      "\n",
+      "Sum of all numbers in columns of 1st matrix\n",
+      " -------------------------------------------------- \n",
+      " [20 18  4]\n",
+      "\n",
+      "Sum of all numbers in rows of 1st matrix\n",
+      " -------------------------------------------------- \n",
+      " [20  6 16]\n",
+      "\n",
+      "Product of all numbers in rows of 1st matrix\n",
+      " -------------------------------------------------- \n",
+      " [162   4  56]\n",
+      "\n",
+      "Product of all numbers in columns of 2nd matrix\n",
+      " -------------------------------------------------- \n",
+      " [225  72  84]\n",
+      "\n",
+      "Mean of all numbers in 1st matrix\n",
+      " -------------------------------------------------- \n",
+      " 4.66666666667\n",
+      "\n",
+      "Standard deviation of all numbers in 1st matrix\n",
+      " -------------------------------------------------- \n",
+      " 3.36650164612\n",
+      "\n",
+      "Modified matrix of random numbers from 1 to 99\n",
+      " -------------------------------------------------- \n",
+      " [[17 50 33]\n",
+      " [50 74 81]\n",
+      " [16  7 55]]\n",
+      "\n",
+      "Standard deviation of all numbers in the modified matrix, a larger number\n",
+      " -------------------------------------------------------------------------------- \n",
+      " 24.5995081754\n",
+      "\n",
+      "Variance of all numbers in the modified matrix, a larger number\n",
+      " -------------------------------------------------------------------------------- \n",
+      " 605.135802469\n",
+      "\n",
+      "Median of all numbers in the modified matrix\n",
+      " ------------------------------------------------------------ \n",
+      " 50.0\n",
+      "\n",
+      "Modified matrix of 50 random numbers from 1 to 99\n",
+      " -------------------------------------------------- \n",
+      " [[38 85 87 90 26]\n",
+      " [21 24 45 19 35]\n",
+      " [81 41 93 78 28]\n",
+      " [83 63 63  7 84]\n",
+      " [19 50 59 19 89]\n",
+      " [55 93 77 68 20]\n",
+      " [53 38 91 81 97]\n",
+      " [16 75 75 82 15]\n",
+      " [40 28 73 95 95]\n",
+      " [74 78 24 49 15]]\n",
+      "\n",
+      "Standard deviation along the columns in the modified matrix\n",
+      " ------------------------------------------------------------ \n",
+      " [ 24.12882094  23.39764945  20.58178807  31.16985723  33.97705108]\n",
+      "\n",
+      "Modified matrix of random numbers from 1 to 49\n",
+      " -------------------------------------------------- \n",
+      " [[10 96 78 26 10]\n",
+      " [26 82  9 83 35]\n",
+      " [26  3 95 29 17]\n",
+      " [30 42 58 87 58]]\n",
+      "\n",
+      "Flattened and sorted matrix (as vector)\n",
+      " -------------------------------------------------- \n",
+      " [[ 3  9 10 10 17 26 26 26 29 30 35 42 58 58 78 82 83 87 95 96]]\n",
+      "\n",
+      "50th percentile of all numbers in the modified matrix\n",
+      " ------------------------------------------------------------ \n",
+      " 32.5\n",
+      "\n",
+      "90th percentile of all numbers in the modified matrix\n",
+      " ------------------------------------------------------------ \n",
+      " 87.8\n"
+     ]
+    }
+   ],
+   "source": [
+    "mat1 = np.array(ri(1,10,9)).reshape(3,3)\n",
+    "mat2 = np.array(ri(1,10,9)).reshape(3,3)\n",
+    "print(\"\\n1st Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",mat1)\n",
+    "print(\"\\n2nd Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",mat2)\n",
+    "\n",
+    "print(\"\\nSum of all numbers in 1st matrix\\n\",\"-\"*50,\"\\n\",np.sum(mat1))\n",
+    "print(\"\\nSum of all numbers in columns of 1st matrix\\n\",\"-\"*50,\"\\n\",np.sum(mat1,axis=0))\n",
+    "print(\"\\nSum of all numbers in rows of 1st matrix\\n\",\"-\"*50,\"\\n\",np.sum(mat1,axis=1))\n",
+    "print(\"\\nProduct of all numbers in rows of 1st matrix\\n\",\"-\"*50,\"\\n\",np.prod(mat1,axis=1))\n",
+    "print(\"\\nProduct of all numbers in columns of 2nd matrix\\n\",\"-\"*50,\"\\n\",np.prod(mat2,axis=0))\n",
+    "print(\"\\nMean of all numbers in 1st matrix\\n\",\"-\"*50,\"\\n\",np.mean(mat1))\n",
+    "print(\"\\nStandard deviation of all numbers in 1st matrix\\n\",\"-\"*50,\"\\n\",np.std(mat1))\n",
+    "\n",
+    "mat1 = np.array(ri(1,100,9)).reshape(3,3)\n",
+    "print(\"\\nModified matrix of random numbers from 1 to 99\\n\",\"-\"*50,\"\\n\",mat1)\n",
+    "print(\"\\nStandard deviation of all numbers in the modified matrix, a larger number\\n\",\"-\"*80,\"\\n\",np.std(mat1))\n",
+    "print(\"\\nVariance of all numbers in the modified matrix, a larger number\\n\",\"-\"*80,\"\\n\",np.var(mat1))\n",
+    "print(\"\\nMedian of all numbers in the modified matrix\\n\",\"-\"*60,\"\\n\",np.median(mat1))\n",
+    "\n",
+    "mat2 = np.array(ri(1,100,50)).reshape(10,5)\n",
+    "print(\"\\nModified matrix of 50 random numbers from 1 to 99\\n\",\"-\"*50,\"\\n\",mat2)\n",
+    "print(\"\\nStandard deviation along the columns in the modified matrix\\n\",\"-\"*60,\"\\n\",np.std(mat2,axis=0))\n",
+    "\n",
+    "mat1 = np.array(ri(1,100,20)).reshape(4,5)\n",
+    "print(\"\\nModified matrix of random numbers from 1 to 49\\n\",\"-\"*50,\"\\n\",mat1)\n",
+    "print(\"\\nFlattened and sorted matrix (as vector)\\n\",\"-\"*50,\"\\n\",np.sort(mat1.reshape(1,20)))\n",
+    "print(\"\\n50th percentile of all numbers in the modified matrix\\n\",\"-\"*60,\"\\n\",np.percentile(mat1,50))\n",
+    "print(\"\\n90th percentile of all numbers in the modified matrix\\n\",\"-\"*60,\"\\n\",np.percentile(mat1,90))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Correlation and covariance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "B is twice that of A plus some random noise\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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7uVsxd8uYmeWQk7uZWQ45uZuZ5ZCTu5lZDjm5m5nlUC0PyL5U0mOS7imatlrSTyT9WNL/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\nlj9B6ooAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x25bd408e6d8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 1.          0.55638699]\n",
+      " [ 0.55638699  1.        ]]\n",
+      "\n",
+      "B is 100 minus twice that of A plus some random noise\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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BNwT/bwErJJ0l6UTgUmBHm/PULjuA9fn1euDWNuZlWilV8T8C7ImI95TNKlIZ\n9OcaP5J6gRcB36MgZRARGyNiSUQsJ933X4qIl1OQ4weQdKqk00uvgd8HvksLyqArvuEr6SJS218P\n8NGIuKbNWZp2kj4JnEcauvUw8A5gO7AVWEYaAvtlEVH5UHhWkHQu8L+Auzje3vvnpHb/opTB00kP\n83pIFbWtEfEXkp5MQcqgJDf7vDkiLi7S8Ut6Cqm2D6mZ/h8j4ppWlEFXBH8zM2utbmj2MTOzFnPw\nNzMrIAd/M7MCcvA3MysgB38zswJy8DczKyAHfzOzAvr/aAQCuQCcfgQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x25bd4028320>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[[ 1.         -0.94973377]\n",
+      " [-0.94973377  1.        ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = ri(1,5,20) # 20 random integeres from a small range (1-10)\n",
+    "B = 2*A+5*np.random.randn(20) # B is twice that of A plus some random noise\n",
+    "print(\"\\nB is twice that of A plus some random noise\")\n",
+    "plt.scatter(A,B) # Scatter plot of B\n",
+    "plt.title(\"Scatter plot of A vs. B, expect a small positive correlation\")\n",
+    "plt.show()\n",
+    "print(np.corrcoef(A,B)) # Correleation coefficient matrix between A and B\n",
+    "\n",
+    "A = ri(1,50,20) # 20 random integeres from a larger range (1-50)\n",
+    "B = 100-2*A+10*np.random.randn(20) # B is 100 minus twice that of A plus some random noise\n",
+    "print(\"\\nB is 100 minus twice that of A plus some random noise\")\n",
+    "plt.scatter(A,B) # Scatter plot of B\n",
+    "plt.title(\"Scatter plot of A vs. B, expect a large negative correlation\")\n",
+    "plt.show()\n",
+    "print(\"\")\n",
+    "print(np.corrcoef(A,B)) # Correleation coefficient matrix between A and B"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Linear Algebra Operations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Dot/Inner/Outer products"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1st Matrix of 1-9 single-digit numbers (A)\n",
+      " -------------------------------------------------- \n",
+      " [[1 2 3]\n",
+      " [4 5 6]\n",
+      " [7 8 9]]\n",
+      "\n",
+      "2nd Matrix of random single-digit numbers (B)\n",
+      " -------------------------------------------------- \n",
+      " [[3 1 6]\n",
+      " [3 3 2]\n",
+      " [7 9 7]]\n",
+      "\n",
+      "Dot product of A and B (for 2D arrays it is equivalent to matrix multiplication) \n",
+      " -------------------------------------------------------------------------------- \n",
+      " [[ 30  34  31]\n",
+      " [ 69  73  76]\n",
+      " [108 112 121]]\n",
+      "\n",
+      "1st Vector of 1-5 numbers (A)\n",
+      " -------------------------------------------------- \n",
+      " [1 2 3 4 5]\n",
+      "\n",
+      "2nd Vector of 5 random single-digit numbers (B)\n",
+      " -------------------------------------------------- \n",
+      " [2 5 9 2 3]\n",
+      "\n",
+      "Inner product of vectors A and B \n",
+      " -------------------------------------------------- \n",
+      " 62 (sum of all pairwise elements)\n",
+      "\n",
+      "Outer product of vectors A and B \n",
+      " -------------------------------------------------- \n",
+      " [[ 2  5  9  2  3]\n",
+      " [ 4 10 18  4  6]\n",
+      " [ 6 15 27  6  9]\n",
+      " [ 8 20 36  8 12]\n",
+      " [10 25 45 10 15]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.arange(1,10).reshape(3,3)\n",
+    "B = ri(1,10,9).reshape(3,3)\n",
+    "print(\"\\n1st Matrix of 1-9 single-digit numbers (A)\\n\",\"-\"*50,\"\\n\",A)\n",
+    "print(\"\\n2nd Matrix of random single-digit numbers (B)\\n\",\"-\"*50,\"\\n\",B)\n",
+    "\n",
+    "print(\"\\nDot product of A and B (for 2D arrays it is equivalent to matrix multiplication) \\n\",\"-\"*80,\"\\n\",np.dot(A,B))\n",
+    "\n",
+    "A = np.arange(1,6)\n",
+    "B = ri(1,10,5)\n",
+    "print(\"\\n1st Vector of 1-5 numbers (A)\\n\",\"-\"*50,\"\\n\",A)\n",
+    "print(\"\\n2nd Vector of 5 random single-digit numbers (B)\\n\",\"-\"*50,\"\\n\",B)\n",
+    "\n",
+    "print(\"\\nInner product of vectors A and B \\n\",\"-\"*50,\"\\n\",np.inner(A,B), \"(sum of all pairwise elements)\")\n",
+    "print(\"\\nOuter product of vectors A and B \\n\",\"-\"*50,\"\\n\",np.outer(A,B))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Transpose"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "3x3 Matrix of random single-digit numbers\n",
+      " -------------------------------------------------- \n",
+      " [[6 7 5]\n",
+      " [1 2 7]\n",
+      " [3 7 2]]\n",
+      "\n",
+      "Matrix transpose\n",
+      " -------------------------------------------------- \n",
+      " [[6 1 3]\n",
+      " [7 2 7]\n",
+      " [5 7 2]]\n",
+      "\n",
+      "3x2 Matrix of random single-digit numbers\n",
+      " -------------------------------------------------- \n",
+      " [[8 4]\n",
+      " [1 9]\n",
+      " [2 3]]\n",
+      "\n",
+      "2x3 Matrix transpose\n",
+      " -------------------------------------------------- \n",
+      " [[8 1 2]\n",
+      " [4 9 3]]\n",
+      "\n",
+      "Matrix multiplication of B and B-transpose\n",
+      " -------------------------------------------------- \n",
+      " [[80 44 28]\n",
+      " [44 82 29]\n",
+      " [28 29 13]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = ri(1,10,9).reshape(3,3)\n",
+    "print(\"\\n3x3 Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",A)\n",
+    "print(\"\\nMatrix transpose\\n\",\"-\"*50,\"\\n\",np.transpose(A))\n",
+    "\n",
+    "B = ri(1,10,6).reshape(3,2)\n",
+    "print(\"\\n3x2 Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",B)\n",
+    "print(\"\\n2x3 Matrix transpose\\n\",\"-\"*50,\"\\n\",np.transpose(B))\n",
+    "print(\"\\nMatrix multiplication of B and B-transpose\\n\",\"-\"*50,\"\\n\",np.dot(B, np.transpose(B)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Trace"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "4x4 Matrix of random single-digit numbers\n",
+      " -------------------------------------------------- \n",
+      " [[9 4 1 9]\n",
+      " [2 4 8 6]\n",
+      " [8 7 5 9]\n",
+      " [9 4 4 7]]\n",
+      "\n",
+      "Matrix trace\n",
+      " -------------------------------------------------- \n",
+      " 25\n",
+      "\n",
+      "Matrix trace with ofset +1 (upper triangle)\n",
+      " -------------------------------------------------- \n",
+      " 21\n",
+      "\n",
+      "Matrix trace with ofset -1 (lower triangle)\n",
+      " -------------------------------------------------- \n",
+      " 13\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = ri(1,10,16).reshape(4,4)\n",
+    "print(\"\\n4x4 Matrix of random single-digit numbers\\n\",\"-\"*50,\"\\n\",A)\n",
+    "print(\"\\nMatrix trace\\n\",\"-\"*50,\"\\n\",np.trace(A))\n",
+    "print(\"\\nMatrix trace with ofset +1 (upper triangle)\\n\",\"-\"*50,\"\\n\",np.trace(A,offset=1))\n",
+    "print(\"\\nMatrix trace with ofset -1 (lower triangle)\\n\",\"-\"*50,\"\\n\",np.trace(A,offset=-1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Singular value decomposition (SVD)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original matrix\n",
+      " [[5 6 2]\n",
+      " [3 1 7]\n",
+      " [8 8 7]]\n",
+      "\n",
+      "\n",
+      "u: [[-0.45772212  0.52841166 -0.71503257]\n",
+      " [-0.37892562 -0.84346758 -0.38075953]\n",
+      " [-0.80430457  0.0966621   0.58630248]]\n",
+      "\n",
+      "\n",
+      "Singular values, s: [ 16.52900847   5.27168794   0.03442903]\n",
+      "\n",
+      "\n",
+      "v: [[-0.59651636 -0.57835864 -0.55647957]\n",
+      " [ 0.16786888  0.5881037  -0.7911726 ]\n",
+      " [-0.7848492   0.565363    0.25372506]]\n",
+      "\n",
+      "\n",
+      "Reconstruction of A, u*s*v\n",
+      " [[ 5.  6.  2.]\n",
+      " [ 3.  1.  7.]\n",
+      " [ 8.  8.  7.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.random.randint(1,10,9).reshape(3,3)\n",
+    "print(\"Original matrix\\n\",A)\n",
+    "print(\"\\n\")\n",
+    "u,s,v=np.linalg.svd(A,compute_uv=1,full_matrices=True)\n",
+    "print(\"u:\",u)\n",
+    "print(\"\\n\")\n",
+    "print(\"Singular values, s:\",s)\n",
+    "print(\"\\n\")\n",
+    "print(\"v:\",v)\n",
+    "print(\"\\n\")\n",
+    "print (\"Reconstruction of A, u*s*v\\n\",np.dot(u,np.dot(np.diag(s),v)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### QR decomposition/factorization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original matrix\n",
+      " [[3 7 4]\n",
+      " [5 5 9]\n",
+      " [3 8 1]]\n",
+      "\n",
+      "\n",
+      "Q: [[-0.45749571  0.43156567 -0.77746302]\n",
+      " [-0.76249285 -0.64023479  0.09329556]\n",
+      " [-0.45749571  0.63549231  0.62197041]]\n",
+      "\n",
+      "\n",
+      "R: [[ -6.55743852 -10.67489992  -9.14991422]\n",
+      " [  0.           4.90372426  -3.40035812]\n",
+      " [  0.           0.          -1.6482216 ]]\n",
+      "\n",
+      "\n",
+      "Reconstruction of A, Q*R\n",
+      " [[ 3.  7.  4.]\n",
+      " [ 5.  5.  9.]\n",
+      " [ 3.  8.  1.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.random.randint(1,10,9).reshape(3,3)\n",
+    "print(\"Original matrix\\n\",A)\n",
+    "print(\"\\n\")\n",
+    "q,r=np.linalg.qr(A)\n",
+    "print(\"Q:\",q)\n",
+    "print(\"\\n\")\n",
+    "print(\"R:\",r)\n",
+    "print(\"\\n\")\n",
+    "print (\"Reconstruction of A, Q*R\\n\",np.dot(q,r))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Eigenvalues and eigenvectors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original matrix\n",
+      " [[ 0.05594554  1.02096149  0.94962784]\n",
+      " [-0.94312813 -0.13377838 -0.19325112]\n",
+      " [ 0.61866049  0.84990374 -0.45748733]]\n",
+      "\n",
+      "\n",
+      "Eigenvalues:\n",
+      " [ 0.26958701+1.03654742j  0.26958701-1.03654742j -1.07449419+0.j        ]\n",
+      "\n",
+      "\n",
+      "Eigenvectors:\n",
+      " [[ 0.65609706+0.j          0.65609706-0.j         -0.45466685+0.j        ]\n",
+      " [-0.24271546+0.57868435j -0.24271546-0.57868435j -0.28229792+0.j        ]\n",
+      " [ 0.40855234+0.09399606j  0.40855234-0.09399606j  0.84474016+0.j        ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.random.randn(9).reshape(3,3)\n",
+    "print(\"Original matrix\\n\",A)\n",
+    "print(\"\\n\")\n",
+    "w,v=np.linalg.eig(A)\n",
+    "print(\"Eigenvalues:\\n\",w)\n",
+    "print(\"\\n\")\n",
+    "print(\"Eigenvectors:\\n\",v)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear equation solving, matrix inverse, linear least suqare\n",
+    "\n",
+    "You can directly solve linear system of equations using NumPy writing only one line of code.\n",
+    "\n",
+    "Suppose you want to solve the following set of equations for (x,y,z). It is easy to see that (2,1,5) are the unique solutions.\n",
+    "\n",
+    "2*x* + 5*y* + *z* = 14;\n",
+    "\n",
+    "3*x* - 2*y* - *z* = -1;\n",
+    "\n",
+    "*x* - 3*y* + *z* = 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The solutions are: [ 2.  1.  5.]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.array([[2,5,1],[3,-2,-1],[1,-3,1]])\n",
+    "B = np.array([14,-1,4])\n",
+    "x = np.linalg.solve(A,B)\n",
+    "\n",
+    "print(\"The solutions are:\",x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "** Linear least squares can be calculated easily as a solution to a linear regression problem **"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 1  2  3  4  5  6  7  8  9 10]\n",
+      "[  2.2186607    2.53379561   4.65245542   7.24311354   8.67462021\n",
+      "  10.25717262  13.6653078   15.34900931  16.59674539  18.72669168]\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = np.arange(1,11,1)\n",
+    "y = 2*x+np.random.randn(10)-1\n",
+    "print(x)\n",
+    "print(y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[  1.   1.]\n",
+      " [  2.   1.]\n",
+      " [  3.   1.]\n",
+      " [  4.   1.]\n",
+      " [  5.   1.]\n",
+      " [  6.   1.]\n",
+      " [  7.   1.]\n",
+      " [  8.   1.]\n",
+      " [  9.   1.]\n",
+      " [ 10.   1.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.vstack([x, np.ones(len(x))]).T\n",
+    "print(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Coefficient:1.94754443612\n",
+      "intercept:-0.719737172139\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Ftt3Cu+/C449Daip0t3P5uvOVUsXTxK+qn/374aab4Oab7daHSUnw7LOndNLU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\nlVLKz2jiV0opP6OJXyml/Mz/B8Rt0lGzWXrUAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x25bd4927e10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m, c = np.linalg.lstsq(A, y)[0]\n",
+    "print (\"Coefficient:\"+str(m)+ \"\\n\"+\"intercept:\"+str(c))\n",
+    "\n",
+    "# Plot the fitteed line\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "plt.plot(x, y, 'o', label='Original data', markersize=10)\n",
+    "plt.plot(x, m*x + c, 'r', label='Fitted line')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "** Both normal multiplicative and *Moore-Penrose* pseudo-inverse matrix (for generalized *m* x *n* array) can be calculated **"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A:\n",
+      " [[ 1.3  0.1  1.8  1.6]\n",
+      " [ 1.5  1.4  0.1  1.2]\n",
+      " [ 0.4  1.6  1.1  0.7]\n",
+      " [ 1.4  1.6  1.5  1.2]]\n",
+      "Inverse of A:\n",
+      " [[-0.54152908 -0.1976124  -1.71094742  1.91770384]\n",
+      " [-0.34188468  0.12852426  0.49580899  0.03810008]\n",
+      " [ 0.01016002 -0.74676149 -0.19304039  0.84582169]\n",
+      " [ 1.07493015  0.99263399  1.57632715 -2.51206502]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = 0.1*np.random.randint(1,20,16).reshape(4,4)\n",
+    "print (\"A:\\n\",A)\n",
+    "print (\"Inverse of A:\\n\",np.linalg.inv(A))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A:\n",
+      " [[ 1.3  1.9  0.7]\n",
+      " [ 0.5  0.3  1.5]\n",
+      " [ 0.5  1.8  1.3]\n",
+      " [ 1.6  1.9  0.3]\n",
+      " [ 0.9  0.3  1.2]]\n",
+      "Pseudo-inverse of A:\n",
+      " [[ 0.10887279  0.06388003 -0.68929921  0.45682289  0.48917593]\n",
+      " [ 0.14467469 -0.18830267  0.49458998  0.00372232 -0.38575162]\n",
+      " [-0.07582968  0.36975047  0.24662895 -0.24944669  0.21055954]]\n",
+      "Matrix product of A and pseudo inverse:\n",
+      " [[  1.00000000e+00  -5.04407213e-17   2.42326325e-16]\n",
+      " [ -6.40765579e-17   1.00000000e+00  -1.30121024e-17]\n",
+      " [ -4.25091176e-17   1.78659733e-16   1.00000000e+00]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = 0.1*np.random.randint(1,20,15).reshape(5,3)\n",
+    "print (\"A:\\n\",A)\n",
+    "print (\"Pseudo-inverse of A:\\n\",np.linalg.pinv(A))\n",
+    "print (\"Matrix product of A and pseudo inverse:\\n\", np.dot(np.linalg.pinv(A),A))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Pandas and Numpy/Pandas_Operations.ipynb b/Pandas and Numpy/Pandas_Operations.ipynb
new file mode 100644
index 0000000..f61a8ee
--- /dev/null
+++ b/Pandas and Numpy/Pandas_Operations.ipynb	
@@ -0,0 +1,4985 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pandas Operations\n",
+    "\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA, 94536.\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Series\n",
+    "### Loading packages and initializations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Labels: ['a', 'b', 'c']\n",
+      "My data: [10, 20, 30]\n",
+      "Dictionary: {'a': 10, 'b': 20, 'c': 30}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "labels = ['a','b','c']\n",
+    "my_data = [10,20,30]\n",
+    "arr = np.array(my_data)\n",
+    "d = {'a':10,'b':20,'c':30}\n",
+    "\n",
+    "print (\"Labels:\", labels)\n",
+    "print(\"My data:\", my_data)\n",
+    "print(\"Dictionary:\", d)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating a Series (Pandas class)\n",
+    "* From numerical data only\n",
+    "* From numerical data and corresponding index (row labels)\n",
+    "* From NumPy array as the source of numerical data\n",
+    "* Just using a pre-defined dictionary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    10\n",
+       "1    20\n",
+       "2    30\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.Series(data=my_data) # Output looks very similar to a NumPy array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "a    10\n",
+       "b    20\n",
+       "c    30\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.Series(data=my_data, index=labels) # Note the extra information about index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "a    10\n",
+       "b    20\n",
+       "c    30\n",
+       "dtype: int32"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Inputs are in order of the expected parameters (not explicitly named), NumPy array is used for data\n",
+    "pd.Series(arr, labels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "a    10\n",
+       "b    20\n",
+       "c    30\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.Series(d) # Using a pre-defined Dictionary object"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What type of values can a Pandas Series hold?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Holding numerical data\n",
+      "-------------------------\n",
+      "0    10\n",
+      "1    20\n",
+      "2    30\n",
+      "dtype: int32\n",
+      "\n",
+      "Holding text labels\n",
+      "--------------------\n",
+      "0    a\n",
+      "1    b\n",
+      "2    c\n",
+      "dtype: object\n",
+      "\n",
+      "Holding functions\n",
+      "--------------------\n",
+      "0      <built-in function sum>\n",
+      "1    <built-in function print>\n",
+      "2      <built-in function len>\n",
+      "dtype: object\n",
+      "\n",
+      "Holding objects from a dictionary\n",
+      "----------------------------------------\n",
+      "0    <built-in method keys of dict object at 0x0000...\n",
+      "1    <built-in method items of dict object at 0x000...\n",
+      "2    <built-in method values of dict object at 0x00...\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "print (\"\\nHolding numerical data\\n\",'-'*25, sep='')\n",
+    "print(pd.Series(arr))\n",
+    "print (\"\\nHolding text labels\\n\",'-'*20, sep='')\n",
+    "print(pd.Series(labels))\n",
+    "print (\"\\nHolding functions\\n\",'-'*20, sep='')\n",
+    "print(pd.Series(data=[sum,print,len]))\n",
+    "print (\"\\nHolding objects from a dictionary\\n\",'-'*40, sep='')\n",
+    "print(pd.Series(data=[d.keys, d.items, d.values]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Indexing and slicing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Indexing by name of the item/object (string identifier)\n",
+      "--------------------------------------------------------\n",
+      "Value for CA in ser1: 1\n",
+      "Value for AZ in ser1: 4\n",
+      "Value for NV in ser2: 5\n",
+      "\n",
+      "Indexing by number (positional value in the series)\n",
+      "----------------------------------------------------\n",
+      "Value for CA in ser1: 1\n",
+      "Value for AZ in ser1: 4\n",
+      "Value for NV in ser2: 5\n",
+      "\n",
+      "Indexing by a range\n",
+      "-------------------------\n",
+      "Value for OR, CO, and AZ in ser1:\n",
+      "OR    2\n",
+      "CO    3\n",
+      "AZ    4\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "ser1 = pd.Series([1,2,3,4],['CA', 'OR', 'CO', 'AZ'])\n",
+    "ser2 = pd.Series([1,2,5,4],['CA', 'OR', 'NV', 'AZ'])\n",
+    "\n",
+    "print (\"\\nIndexing by name of the item/object (string identifier)\\n\",'-'*56, sep='')\n",
+    "print(\"Value for CA in ser1:\", ser1['CA'])\n",
+    "print(\"Value for AZ in ser1:\", ser1['AZ'])\n",
+    "print(\"Value for NV in ser2:\", ser2['NV'])\n",
+    "\n",
+    "print (\"\\nIndexing by number (positional value in the series)\\n\",'-'*52, sep='')\n",
+    "print(\"Value for CA in ser1:\", ser1[0])\n",
+    "print(\"Value for AZ in ser1:\", ser1[3])\n",
+    "print(\"Value for NV in ser2:\", ser2[2])\n",
+    "\n",
+    "print (\"\\nIndexing by a range\\n\",'-'*25, sep='')\n",
+    "print (\"Value for OR, CO, and AZ in ser1:\\n\", ser1[1:4], sep='')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Adding/Merging two series with common indices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "After adding the two series, the result looks like this...\n",
+      "-----------------------------------------------------------\n",
+      "AZ    8.0\n",
+      "CA    2.0\n",
+      "CO    NaN\n",
+      "NV    NaN\n",
+      "OR    4.0\n",
+      "dtype: float64\n",
+      "\n",
+      "Python tries to add values where it finds common index name, and puts NaN where indices are missing\n",
+      "\n",
+      "\n",
+      "The idea works even for multiplication...\n",
+      "-------------------------------------------\n",
+      "AZ    16.0\n",
+      "CA     1.0\n",
+      "CO     NaN\n",
+      "NV     NaN\n",
+      "OR     4.0\n",
+      "dtype: float64\n",
+      "\n",
+      "Or even for combination of mathematical operations!\n",
+      "-----------------------------------------------------\n",
+      "AZ    55.200210\n",
+      "CA     2.718282\n",
+      "CO          NaN\n",
+      "NV          NaN\n",
+      "OR     7.690086\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "ser1 = pd.Series([1,2,3,4],['CA', 'OR', 'CO', 'AZ'])\n",
+    "ser2 = pd.Series([1,2,5,4],['CA', 'OR', 'NV', 'AZ'])\n",
+    "ser3 = ser1+ser2\n",
+    "\n",
+    "print (\"\\nAfter adding the two series, the result looks like this...\\n\",'-'*59, sep='')\n",
+    "print(ser3)\n",
+    "print(\"\\nPython tries to add values where it finds common index name, and puts NaN where indices are missing\\n\")\n",
+    "\n",
+    "print (\"\\nThe idea works even for multiplication...\\n\",'-'*43, sep='')\n",
+    "print (ser1*ser2)\n",
+    "\n",
+    "print (\"\\nOr even for combination of mathematical operations!\\n\",'-'*53, sep='')\n",
+    "print (np.exp(ser1)+np.log10(ser2))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# DataFrame (the Real Meat!)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from numpy.random import randn as rn"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Creating and accessing DataFrame\n",
+    "* Indexing\n",
+    "* Adding and deleting rows and columns\n",
+    "* Subsetting DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The data frame looks like\n",
+      "---------------------------------------------\n",
+      "          W         X         Y         Z\n",
+      "A  2.706850  0.628133  0.907969  0.503826\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965\n",
+      "C -2.018168  0.740122  0.528813 -0.589001\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057\n",
+      "E  0.190794  1.978757  2.605967  0.683509\n"
+     ]
+    }
+   ],
+   "source": [
+    "np.random.seed(101)\n",
+    "matrix_data = rn(5,4)\n",
+    "row_labels = ['A','B','C','D','E']\n",
+    "column_headings = ['W','X','Y','Z']\n",
+    "\n",
+    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
+    "print(\"\\nThe data frame looks like\\n\",'-'*45, sep='')\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Indexing and slicing (columns)\n",
+    "* By bracket method\n",
+    "* By DOT method (NOT recommended)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The 'X' column\n",
+      "-------------------------\n",
+      "A    0.628133\n",
+      "B   -0.319318\n",
+      "C    0.740122\n",
+      "D   -0.758872\n",
+      "E    1.978757\n",
+      "Name: X, dtype: float64\n",
+      "\n",
+      "Type of the column: <class 'pandas.core.series.Series'>\n",
+      "\n",
+      "The 'X' and 'Z' columns indexed by passing a list\n",
+      "-------------------------------------------------------\n",
+      "          X         Z\n",
+      "A  0.628133  0.503826\n",
+      "B -0.319318  0.605965\n",
+      "C  0.740122 -0.589001\n",
+      "D -0.758872  0.955057\n",
+      "E  1.978757  0.683509\n",
+      "\n",
+      "Type of the pair of columns: <class 'pandas.core.frame.DataFrame'>\n",
+      "\n",
+      "So, for more than one column, the object turns into a DataFrame\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nThe 'X' column\\n\",'-'*25, sep='')\n",
+    "print(df['X'])\n",
+    "print(\"\\nType of the column: \", type(df['X']), sep='')\n",
+    "print(\"\\nThe 'X' and 'Z' columns indexed by passing a list\\n\",'-'*55, sep='')\n",
+    "print(df[['X','Z']])\n",
+    "print(\"\\nType of the pair of columns: \", type(df[['X','Z']]), sep='')\n",
+    "print (\"\\nSo, for more than one column, the object turns into a DataFrame\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The 'X' column accessed by DOT method (NOT recommended)\n",
+      "-------------------------------------------------------\n",
+      "A    0.628133\n",
+      "B   -0.319318\n",
+      "C    0.740122\n",
+      "D   -0.758872\n",
+      "E    1.978757\n",
+      "Name: X, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nThe 'X' column accessed by DOT method (NOT recommended)\\n\",'-'*55, sep='')\n",
+    "print(df.X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating and deleting a (new) column (or row)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "A column is created by assigning it in relation to an existing column\n",
+      "---------------------------------------------------------------------------\n",
+      "          W         X         Y         Z       New  New (Sum of X and Z)\n",
+      "A  2.706850  0.628133  0.907969  0.503826  1.131958              1.131958\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965  0.286647              0.286647\n",
+      "C -2.018168  0.740122  0.528813 -0.589001  0.151122              0.151122\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057  0.196184              0.196184\n",
+      "E  0.190794  1.978757  2.605967  0.683509  2.662266              2.662266\n",
+      "\n",
+      "A column is dropped by using df.drop() method\n",
+      "-------------------------------------------------------\n",
+      "          W         X         Y         Z  New (Sum of X and Z)\n",
+      "A  2.706850  0.628133  0.907969  0.503826              1.131958\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965              0.286647\n",
+      "C -2.018168  0.740122  0.528813 -0.589001              0.151122\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057              0.196184\n",
+      "E  0.190794  1.978757  2.605967  0.683509              2.662266\n",
+      "\n",
+      "A row (index) is dropped by using df.drop() method and axis=0\n",
+      "-----------------------------------------------------------------\n",
+      "          W         X         Y         Z  New (Sum of X and Z)\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965              0.286647\n",
+      "C -2.018168  0.740122  0.528813 -0.589001              0.151122\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057              0.196184\n",
+      "E  0.190794  1.978757  2.605967  0.683509              2.662266\n",
+      "\n",
+      "An in-place change can be done by making inplace=True in the drop method\n",
+      "---------------------------------------------------------------------------\n",
+      "          W         X         Y         Z\n",
+      "A  2.706850  0.628133  0.907969  0.503826\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965\n",
+      "C -2.018168  0.740122  0.528813 -0.589001\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057\n",
+      "E  0.190794  1.978757  2.605967  0.683509\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nA column is created by assigning it in relation to an existing column\\n\",'-'*75, sep='')\n",
+    "df['New'] = df['X']+df['Z']\n",
+    "df['New (Sum of X and Z)'] = df['X']+df['Z']\n",
+    "print(df)\n",
+    "print(\"\\nA column is dropped by using df.drop() method\\n\",'-'*55, sep='')\n",
+    "df = df.drop('New', axis=1) # Notice the axis=1 option, axis = 0 is default, so one has to change it to 1\n",
+    "print(df)\n",
+    "df1=df.drop('A')\n",
+    "print(\"\\nA row (index) is dropped by using df.drop() method and axis=0\\n\",'-'*65, sep='')\n",
+    "print(df1)\n",
+    "print(\"\\nAn in-place change can be done by making inplace=True in the drop method\\n\",'-'*75, sep='')\n",
+    "df.drop('New (Sum of X and Z)', axis=1, inplace=True)\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Selecting/indexing Rows\n",
+    "* Label-based 'loc' method\n",
+    "* Index (numeric) 'iloc' method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Label-based 'loc' method can be used for selecting row(s)\n",
+      "------------------------------------------------------------\n",
+      "\n",
+      "Single row\n",
+      "\n",
+      "W   -2.018168\n",
+      "X    0.740122\n",
+      "Y    0.528813\n",
+      "Z   -0.589001\n",
+      "Name: C, dtype: float64\n",
+      "\n",
+      "Multiple rows\n",
+      "\n",
+      "          W         X         Y         Z\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965\n",
+      "C -2.018168  0.740122  0.528813 -0.589001\n",
+      "\n",
+      "Index position based 'iloc' method can be used for selecting row(s)\n",
+      "----------------------------------------------------------------------\n",
+      "\n",
+      "Single row\n",
+      "\n",
+      "W   -2.018168\n",
+      "X    0.740122\n",
+      "Y    0.528813\n",
+      "Z   -0.589001\n",
+      "Name: C, dtype: float64\n",
+      "\n",
+      "Multiple rows\n",
+      "\n",
+      "          W         X         Y         Z\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965\n",
+      "C -2.018168  0.740122  0.528813 -0.589001\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nLabel-based 'loc' method can be used for selecting row(s)\\n\",'-'*60, sep='')\n",
+    "print(\"\\nSingle row\\n\")\n",
+    "print(df.loc['C'])\n",
+    "print(\"\\nMultiple rows\\n\")\n",
+    "print(df.loc[['B','C']])\n",
+    "print(\"\\nIndex position based 'iloc' method can be used for selecting row(s)\\n\",'-'*70, sep='')\n",
+    "print(\"\\nSingle row\\n\")\n",
+    "print(df.iloc[2])\n",
+    "print(\"\\nMultiple rows\\n\")\n",
+    "print(df.iloc[[1,2]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Subsetting DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The DatFrame\n",
+      "---------------------------------------------\n",
+      "          W         X         Y         Z\n",
+      "A  2.706850  0.628133  0.907969  0.503826\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965\n",
+      "C -2.018168  0.740122  0.528813 -0.589001\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057\n",
+      "E  0.190794  1.978757  2.605967  0.683509\n",
+      "\n",
+      "Element at row 'B' and column 'Y' is\n",
+      "\n",
+      "-0.848076983404\n",
+      "\n",
+      "Subset comprising of rows B and D, and columns W and Y, is\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>W</th>\n",
+       "      <th>Y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>0.651118</td>\n",
+       "      <td>-0.848077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>0.188695</td>\n",
+       "      <td>-0.933237</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          W         Y\n",
+       "B  0.651118 -0.848077\n",
+       "D  0.188695 -0.933237"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.random.seed(101)\n",
+    "matrix_data = rn(5,4)\n",
+    "row_labels = ['A','B','C','D','E']\n",
+    "column_headings = ['W','X','Y','Z']\n",
+    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
+    "\n",
+    "print(\"\\nThe DatFrame\\n\",'-'*45, sep='')\n",
+    "print(df)\n",
+    "print(\"\\nElement at row 'B' and column 'Y' is\\n\") \n",
+    "print(df.loc['B','Y'])\n",
+    "print(\"\\nSubset comprising of rows B and D, and columns W and Y, is\\n\")\n",
+    "df.loc[['B','D'],['W','Y']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conditional selection, index (re)setting, multi-index"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Basic idea of conditional check and Boolean DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The DataFrame\n",
+      "---------------------------------------------\n",
+      "          W         X         Y         Z\n",
+      "A  2.706850  0.628133  0.907969  0.503826\n",
+      "B  0.651118 -0.319318 -0.848077  0.605965\n",
+      "C -2.018168  0.740122  0.528813 -0.589001\n",
+      "D  0.188695 -0.758872 -0.933237  0.955057\n",
+      "E  0.190794  1.978757  2.605967  0.683509\n",
+      "\n",
+      "Boolean DataFrame(s) where we are checking if the values are greater than 0\n",
+      "---------------------------------------------------------------------------\n",
+      "       W      X      Y      Z\n",
+      "A   True   True   True   True\n",
+      "B   True  False  False   True\n",
+      "C  False   True   True  False\n",
+      "D   True  False  False   True\n",
+      "E   True   True   True   True\n",
+      "\n",
+      "\n",
+      "       W      X      Y      Z\n",
+      "A   True   True   True   True\n",
+      "B   True  False  False   True\n",
+      "C  False   True   True  False\n",
+      "\n",
+      "DataFrame indexed by boolean dataframe\n",
+      "---------------------------------------------\n",
+      "          W         X         Y         Z\n",
+      "A  2.706850  0.628133  0.907969  0.503826\n",
+      "B  0.651118       NaN       NaN  0.605965\n",
+      "C       NaN  0.740122  0.528813       NaN\n",
+      "D  0.188695       NaN       NaN  0.955057\n",
+      "E  0.190794  1.978757  2.605967  0.683509\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nThe DataFrame\\n\",'-'*45, sep='')\n",
+    "print(df)\n",
+    "print(\"\\nBoolean DataFrame(s) where we are checking if the values are greater than 0\\n\",'-'*75, sep='')\n",
+    "print(df>0)\n",
+    "print(\"\\n\")\n",
+    "print(df.loc[['A','B','C']]>0)\n",
+    "booldf = df>0\n",
+    "print(\"\\nDataFrame indexed by boolean dataframe\\n\",'-'*45, sep='')\n",
+    "print(df[booldf])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Passing Boolean series to conditionally subset the DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "A new DataFrame\n",
+      "-------------------------\n",
+      "   Age  Height  Weight\n",
+      "A   22      66     140\n",
+      "B   42      70     148\n",
+      "C   30      62     125\n",
+      "D   35      68     160\n",
+      "E   25      62     152\n",
+      "\n",
+      "Rows with Height > 65 inch\n",
+      "-----------------------------------\n",
+      "   Age  Height  Weight\n",
+      "A   22      66     140\n",
+      "B   42      70     148\n",
+      "D   35      68     160\n",
+      "\n",
+      "Rows with Height > 65 inch and Weight >145 lbs\n",
+      "-------------------------------------------------------\n",
+      "   Age  Height  Weight\n",
+      "B   42      70     148\n",
+      "D   35      68     160\n",
+      "\n",
+      "DataFrame with only Age and Weight columns whose Height > 65 inch\n",
+      "--------------------------------------------------------------------\n",
+      "   Age  Weight\n",
+      "A   22     140\n",
+      "B   42     148\n",
+      "D   35     160\n"
+     ]
+    }
+   ],
+   "source": [
+    "matrix_data = np.matrix('22,66,140;42,70,148;30,62,125;35,68,160;25,62,152')\n",
+    "row_labels = ['A','B','C','D','E']\n",
+    "column_headings = ['Age', 'Height', 'Weight']\n",
+    "\n",
+    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
+    "print(\"\\nA new DataFrame\\n\",'-'*25, sep='')\n",
+    "print(df)\n",
+    "print(\"\\nRows with Height > 65 inch\\n\",'-'*35, sep='')\n",
+    "print(df[df['Height']>65])\n",
+    "\n",
+    "booldf1 = df['Height']>65\n",
+    "booldf2 = df['Weight']>145\n",
+    "print(\"\\nRows with Height > 65 inch and Weight >145 lbs\\n\",'-'*55, sep='')\n",
+    "print(df[(booldf1) & (booldf2)])\n",
+    "\n",
+    "print(\"\\nDataFrame with only Age and Weight columns whose Height > 65 inch\\n\",'-'*68, sep='')\n",
+    "print(df[booldf1][['Age','Weight']])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Re-setting and Setting Index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The DataFrame\n",
+      "-------------------------\n",
+      "   Age  Height  Weight\n",
+      "A   22      66     140\n",
+      "B   42      70     148\n",
+      "C   30      62     125\n",
+      "D   35      68     160\n",
+      "E   25      62     152\n",
+      "\n",
+      "After resetting index\n",
+      "-----------------------------------\n",
+      "  index  Age  Height  Weight\n",
+      "0     A   22      66     140\n",
+      "1     B   42      70     148\n",
+      "2     C   30      62     125\n",
+      "3     D   35      68     160\n",
+      "4     E   25      62     152\n",
+      "\n",
+      "After resetting index with 'drop' option TRUE\n",
+      "---------------------------------------------\n",
+      "   Age  Height  Weight\n",
+      "0   22      66     140\n",
+      "1   42      70     148\n",
+      "2   30      62     125\n",
+      "3   35      68     160\n",
+      "4   25      62     152\n",
+      "\n",
+      "Adding a new column 'Profession'\n",
+      "---------------------------------------------\n",
+      "   Age  Height  Weight Profession\n",
+      "A   22      66     140    Student\n",
+      "B   42      70     148    Teacher\n",
+      "C   30      62     125   Engineer\n",
+      "D   35      68     160     Doctor\n",
+      "E   25      62     152      Nurse\n",
+      "\n",
+      "Setting 'Profession' column as index\n",
+      "---------------------------------------------\n",
+      "            Age  Height  Weight\n",
+      "Profession                     \n",
+      "Student      22      66     140\n",
+      "Teacher      42      70     148\n",
+      "Engineer     30      62     125\n",
+      "Doctor       35      68     160\n",
+      "Nurse        25      62     152\n"
+     ]
+    }
+   ],
+   "source": [
+    "matrix_data = np.matrix('22,66,140;42,70,148;30,62,125;35,68,160;25,62,152')\n",
+    "row_labels = ['A','B','C','D','E']\n",
+    "column_headings = ['Age', 'Height', 'Weight']\n",
+    "\n",
+    "df = pd.DataFrame(data=matrix_data, index=row_labels, columns=column_headings)\n",
+    "print(\"\\nThe DataFrame\\n\",'-'*25, sep='')\n",
+    "print(df)\n",
+    "print(\"\\nAfter resetting index\\n\",'-'*35, sep='')\n",
+    "print(df.reset_index())\n",
+    "print(\"\\nAfter resetting index with 'drop' option TRUE\\n\",'-'*45, sep='')\n",
+    "print(df.reset_index(drop=True))\n",
+    "print(\"\\nAdding a new column 'Profession'\\n\",'-'*45, sep='')\n",
+    "df['Profession'] = \"Student Teacher Engineer Doctor Nurse\".split()\n",
+    "print(df)\n",
+    "print(\"\\nSetting 'Profession' column as index\\n\",'-'*45, sep='')\n",
+    "print (df.set_index('Profession'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Multi-indexing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Tuple pairs after the zip and list command\n",
+      "---------------------------------------------\n",
+      "[('G1', 1), ('G1', 2), ('G1', 3), ('G2', 1), ('G2', 2), ('G2', 3)]\n",
+      "\n",
+      "Index hierarchy\n",
+      "-------------------------\n",
+      "MultiIndex(levels=[['G1', 'G2'], [1, 2, 3]],\n",
+      "           labels=[[0, 0, 0, 1, 1, 1], [0, 1, 2, 0, 1, 2]])\n",
+      "\n",
+      "Index hierarchy type\n",
+      "-------------------------\n",
+      "<class 'pandas.core.indexes.multi.MultiIndex'>\n",
+      "\n",
+      "Creating DataFrame with multi-index\n",
+      "-------------------------------------\n",
+      "         A     B     C\n",
+      "G1 1  2.71  0.63  0.91\n",
+      "   2  0.50  0.65 -0.32\n",
+      "   3 -0.85  0.61 -2.02\n",
+      "G2 1  0.74  0.53 -0.59\n",
+      "   2  0.19 -0.76 -0.93\n",
+      "   3  0.96  0.19  1.98\n",
+      "\n",
+      "Subsetting multi-index DataFrame using two 'loc' methods\n",
+      "------------------------------------------------------------\n",
+      "      B     C\n",
+      "1  0.53 -0.59\n",
+      "3  0.19  1.98\n",
+      "\n",
+      "Naming the indices by 'index.names' method\n",
+      "---------------------------------------------\n",
+      "                A     B     C\n",
+      "Outer Inner                  \n",
+      "G1    1      2.71  0.63  0.91\n",
+      "      2      0.50  0.65 -0.32\n",
+      "      3     -0.85  0.61 -2.02\n",
+      "G2    1      0.74  0.53 -0.59\n",
+      "      2      0.19 -0.76 -0.93\n",
+      "      3      0.96  0.19  1.98\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Index Levels\n",
+    "outside = ['G1','G1','G1','G2','G2','G2']\n",
+    "inside = [1,2,3,1,2,3]\n",
+    "hier_index = list(zip(outside,inside))\n",
+    "\n",
+    "print(\"\\nTuple pairs after the zip and list command\\n\",'-'*45, sep='')\n",
+    "print(hier_index)\n",
+    "hier_index = pd.MultiIndex.from_tuples(hier_index)\n",
+    "print(\"\\nIndex hierarchy\\n\",'-'*25, sep='')\n",
+    "print(hier_index)\n",
+    "print(\"\\nIndex hierarchy type\\n\",'-'*25, sep='')\n",
+    "print(type(hier_index))\n",
+    "\n",
+    "print(\"\\nCreating DataFrame with multi-index\\n\",'-'*37, sep='')\n",
+    "np.random.seed(101)\n",
+    "df1 = pd.DataFrame(data=np.round(rn(6,3),2), index= hier_index, columns= ['A','B','C'])\n",
+    "print(df1)\n",
+    "\n",
+    "print(\"\\nSubsetting multi-index DataFrame using two 'loc' methods\\n\",'-'*60, sep='')\n",
+    "print(df1.loc['G2'].loc[[1,3]][['B','C']])\n",
+    "\n",
+    "print(\"\\nNaming the indices by 'index.names' method\\n\",'-'*45, sep='')\n",
+    "df1.index.names=['Outer', 'Inner']\n",
+    "print(df1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Cross-section ('XS') command"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Grabbing a cross-section from outer level\n",
+      "---------------------------------------------\n",
+      "          A     B     C\n",
+      "Inner                  \n",
+      "1      2.71  0.63  0.91\n",
+      "2      0.50  0.65 -0.32\n",
+      "3     -0.85  0.61 -2.02\n",
+      "\n",
+      "Grabbing a cross-section from inner level (for all outer levels)\n",
+      "-----------------------------------------------------------------\n",
+      "          A     B     C\n",
+      "Outer                  \n",
+      "G1     0.50  0.65 -0.32\n",
+      "G2     0.19 -0.76 -0.93\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nGrabbing a cross-section from outer level\\n\",'-'*45, sep='')\n",
+    "print(df1.xs('G1'))\n",
+    "print(\"\\nGrabbing a cross-section from inner level (for all outer levels)\\n\",'-'*65, sep='')\n",
+    "print(df1.xs(2,level='Inner'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Missing Values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "          A    B  C\n",
+      "States             \n",
+      "CA      1.0  5.0  1\n",
+      "NV      2.0  NaN  2\n",
+      "AZ      NaN  NaN  3\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = pd.DataFrame({'A':[1,2,np.nan],'B':[5,np.nan,np.nan],'C':[1,2,3]})\n",
+    "df['States']=\"CA NV AZ\".split()\n",
+    "df.set_index('States',inplace=True)\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Pandas 'dropna' method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Dropping any rows with a NaN value\n",
+      "-----------------------------------\n",
+      "          A    B  C\n",
+      "States             \n",
+      "CA      1.0  5.0  1\n",
+      "\n",
+      "Dropping any column with a NaN value\n",
+      "-----------------------------------\n",
+      "        C\n",
+      "States   \n",
+      "CA      1\n",
+      "NV      2\n",
+      "AZ      3\n",
+      "\n",
+      "Dropping a row with a minimum 2 NaN value using 'thresh' parameter\n",
+      "--------------------------------------------------------------------\n",
+      "          A    B  C\n",
+      "States             \n",
+      "CA      1.0  5.0  1\n",
+      "NV      2.0  NaN  2\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nDropping any rows with a NaN value\\n\",'-'*35, sep='')\n",
+    "print(df.dropna(axis=0))\n",
+    "print(\"\\nDropping any column with a NaN value\\n\",'-'*35, sep='')\n",
+    "print(df.dropna(axis=1))\n",
+    "print(\"\\nDropping a row with a minimum 2 NaN value using 'thresh' parameter\\n\",'-'*68, sep='')\n",
+    "print(df.dropna(axis=0, thresh=2))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Pandas 'fillna' method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Filling values with a default value\n",
+      "-----------------------------------\n",
+      "                 A           B  C\n",
+      "States                           \n",
+      "CA               1           5  1\n",
+      "NV               2  FILL VALUE  2\n",
+      "AZ      FILL VALUE  FILL VALUE  3\n",
+      "\n",
+      "Filling values with a computed value (mean of column A here)\n",
+      "------------------------------------------------------------\n",
+      "          A    B  C\n",
+      "States             \n",
+      "CA      1.0  5.0  1\n",
+      "NV      2.0  1.5  2\n",
+      "AZ      1.5  1.5  3\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nFilling values with a default value\\n\",'-'*35, sep='')\n",
+    "print(df.fillna(value='FILL VALUE'))\n",
+    "print(\"\\nFilling values with a computed value (mean of column A here)\\n\",'-'*60, sep='')\n",
+    "print(df.fillna(value=df['A'].mean()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## GroupBy method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Company</th>\n",
+       "      <th>Person</th>\n",
+       "      <th>Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>Sam</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>Charlie</td>\n",
+       "      <td>120</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>MSFT</td>\n",
+       "      <td>Amy</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>MSFT</td>\n",
+       "      <td>Vanessa</td>\n",
+       "      <td>124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>FB</td>\n",
+       "      <td>Carl</td>\n",
+       "      <td>243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>FB</td>\n",
+       "      <td>Sarah</td>\n",
+       "      <td>350</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Company   Person  Sales\n",
+       "0    GOOG      Sam    200\n",
+       "1    GOOG  Charlie    120\n",
+       "2    MSFT      Amy    340\n",
+       "3    MSFT  Vanessa    124\n",
+       "4      FB     Carl    243\n",
+       "5      FB    Sarah    350"
+      ]
+     },
+     "execution_count": 151,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create dataframe\n",
+    "data = {'Company':['GOOG','GOOG','MSFT','MSFT','FB','FB'],\n",
+    "       'Person':['Sam','Charlie','Amy','Vanessa','Carl','Sarah'],\n",
+    "       'Sales':[200,120,340,124,243,350]}\n",
+    "df = pd.DataFrame(data)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Grouping by 'Company' column and listing mean sales\n",
+      "-------------------------------------------------------\n",
+      "         Sales\n",
+      "Company       \n",
+      "FB       296.5\n",
+      "GOOG     160.0\n",
+      "MSFT     232.0\n",
+      "\n",
+      "Grouping by 'Company' column and listing sum of sales\n",
+      "-------------------------------------------------------\n",
+      "         Sales\n",
+      "Company       \n",
+      "FB         593\n",
+      "GOOG       320\n",
+      "MSFT       464\n",
+      "\n",
+      "All in one line of command (Stats for 'FB')\n",
+      "-----------------------------------------------------------------\n",
+      "   Sales                                                       \n",
+      "   count   mean        std    min     25%    50%     75%    max\n",
+      "FB   2.0  296.5  75.660426  243.0  269.75  296.5  323.25  350.0\n",
+      "\n",
+      "Same type of extraction with little different command\n",
+      "--------------------------------------------------------------------\n",
+      "        Sales                                                      \n",
+      "        count   mean         std    min    25%    50%    75%    max\n",
+      "Company                                                            \n",
+      "GOOG      2.0  160.0   56.568542  120.0  140.0  160.0  180.0  200.0\n",
+      "MSFT      2.0  232.0  152.735065  124.0  178.0  232.0  286.0  340.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "byComp = df.groupby('Company')\n",
+    "print(\"\\nGrouping by 'Company' column and listing mean sales\\n\",'-'*55, sep='')\n",
+    "print(byComp.mean())\n",
+    "print(\"\\nGrouping by 'Company' column and listing sum of sales\\n\",'-'*55, sep='')\n",
+    "print(byComp.sum())\n",
+    "# Note dataframe conversion of the series and transpose\n",
+    "print(\"\\nAll in one line of command (Stats for 'FB')\\n\",'-'*65, sep='')\n",
+    "print(pd.DataFrame(df.groupby('Company').describe().loc['FB']).transpose())\n",
+    "print(\"\\nSame type of extraction with little different command\\n\",'-'*68, sep='')\n",
+    "print(df.groupby('Company').describe().loc[['GOOG', 'MSFT']])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Merging, Joining, Concatenating\n",
+    "### Concatenation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The DataFrame number 1\n",
+      "------------------------------\n",
+      "    A   B   C   D\n",
+      "0  A0  B0  C0  D0\n",
+      "1  A1  B1  C1  D1\n",
+      "2  A2  B2  C2  D2\n",
+      "3  A3  B3  C3  D3\n",
+      "\n",
+      "The DataFrame number 2\n",
+      "------------------------------\n",
+      "    A   B   C   D\n",
+      "4  A4  B4  C4  D4\n",
+      "5  A5  B5  C5  D5\n",
+      "6  A6  B6  C6  D6\n",
+      "7  A7  B7  C7  D7\n",
+      "\n",
+      "The DataFrame number 3\n",
+      "------------------------------\n",
+      "      A    B    C    D\n",
+      "8    A8   B8   C8   D8\n",
+      "9    A9   B9   C9   D9\n",
+      "10  A10  B10  C10  D10\n",
+      "11  A11  B11  C11  D11\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Creating data frames\n",
+    "df1 = pd.DataFrame({'A': ['A0', 'A1', 'A2', 'A3'],\n",
+    "                        'B': ['B0', 'B1', 'B2', 'B3'],\n",
+    "                        'C': ['C0', 'C1', 'C2', 'C3'],\n",
+    "                        'D': ['D0', 'D1', 'D2', 'D3']},\n",
+    "                        index=[0, 1, 2, 3])\n",
+    "\n",
+    "df2 = pd.DataFrame({'A': ['A4', 'A5', 'A6', 'A7'],\n",
+    "                        'B': ['B4', 'B5', 'B6', 'B7'],\n",
+    "                        'C': ['C4', 'C5', 'C6', 'C7'],\n",
+    "                        'D': ['D4', 'D5', 'D6', 'D7']},\n",
+    "                         index=[4, 5, 6, 7])\n",
+    "\n",
+    "df3 = pd.DataFrame({'A': ['A8', 'A9', 'A10', 'A11'],\n",
+    "                        'B': ['B8', 'B9', 'B10', 'B11'],\n",
+    "                        'C': ['C8', 'C9', 'C10', 'C11'],\n",
+    "                        'D': ['D8', 'D9', 'D10', 'D11']},\n",
+    "                        index=[8,9,10,11])\n",
+    "\n",
+    "print(\"\\nThe DataFrame number 1\\n\",'-'*30, sep='')\n",
+    "print(df1)\n",
+    "print(\"\\nThe DataFrame number 2\\n\",'-'*30, sep='')\n",
+    "print(df2)\n",
+    "print(\"\\nThe DataFrame number 3\\n\",'-'*30, sep='')\n",
+    "print(df3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "After concatenation along row\n",
+      "------------------------------\n",
+      "      A    B    C    D\n",
+      "0    A0   B0   C0   D0\n",
+      "1    A1   B1   C1   D1\n",
+      "2    A2   B2   C2   D2\n",
+      "3    A3   B3   C3   D3\n",
+      "4    A4   B4   C4   D4\n",
+      "5    A5   B5   C5   D5\n",
+      "6    A6   B6   C6   D6\n",
+      "7    A7   B7   C7   D7\n",
+      "8    A8   B8   C8   D8\n",
+      "9    A9   B9   C9   D9\n",
+      "10  A10  B10  C10  D10\n",
+      "11  A11  B11  C11  D11\n",
+      "\n",
+      "After concatenation along column\n",
+      "------------------------------------------------------------\n",
+      "      A    B    C    D    A    B    C    D    A    B    C    D\n",
+      "0    A0   B0   C0   D0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
+      "1    A1   B1   C1   D1  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
+      "2    A2   B2   C2   D2  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
+      "3    A3   B3   C3   D3  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN\n",
+      "4   NaN  NaN  NaN  NaN   A4   B4   C4   D4  NaN  NaN  NaN  NaN\n",
+      "5   NaN  NaN  NaN  NaN   A5   B5   C5   D5  NaN  NaN  NaN  NaN\n",
+      "6   NaN  NaN  NaN  NaN   A6   B6   C6   D6  NaN  NaN  NaN  NaN\n",
+      "7   NaN  NaN  NaN  NaN   A7   B7   C7   D7  NaN  NaN  NaN  NaN\n",
+      "8   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   A8   B8   C8   D8\n",
+      "9   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   A9   B9   C9   D9\n",
+      "10  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  A10  B10  C10  D10\n",
+      "11  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  A11  B11  C11  D11\n",
+      "\n",
+      "After filling missing values with zero\n",
+      "------------------------------------------------------------\n",
+      "     A   B   C   D   A   B   C   D    A    B    C    D\n",
+      "0   A0  B0  C0  D0   0   0   0   0    0    0    0    0\n",
+      "1   A1  B1  C1  D1   0   0   0   0    0    0    0    0\n",
+      "2   A2  B2  C2  D2   0   0   0   0    0    0    0    0\n",
+      "3   A3  B3  C3  D3   0   0   0   0    0    0    0    0\n",
+      "4    0   0   0   0  A4  B4  C4  D4    0    0    0    0\n",
+      "5    0   0   0   0  A5  B5  C5  D5    0    0    0    0\n",
+      "6    0   0   0   0  A6  B6  C6  D6    0    0    0    0\n",
+      "7    0   0   0   0  A7  B7  C7  D7    0    0    0    0\n",
+      "8    0   0   0   0   0   0   0   0   A8   B8   C8   D8\n",
+      "9    0   0   0   0   0   0   0   0   A9   B9   C9   D9\n",
+      "10   0   0   0   0   0   0   0   0  A10  B10  C10  D10\n",
+      "11   0   0   0   0   0   0   0   0  A11  B11  C11  D11\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_cat1 = pd.concat([df1,df2,df3], axis=0)\n",
+    "print(\"\\nAfter concatenation along row\\n\",'-'*30, sep='')\n",
+    "print(df_cat1)\n",
+    "\n",
+    "df_cat2 = pd.concat([df1,df2,df3], axis=1)\n",
+    "print(\"\\nAfter concatenation along column\\n\",'-'*60, sep='')\n",
+    "print(df_cat2)\n",
+    "df_cat2.fillna(value=0, inplace=True)\n",
+    "print(\"\\nAfter filling missing values with zero\\n\",'-'*60, sep='')\n",
+    "print(df_cat2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Merging by a common 'key'\n",
+    "The **merge** function allows you to merge DataFrames together using a similar logic as merging SQL Tables together."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "The DataFrame 'left'\n",
+      "------------------------------\n",
+      "    A   B key\n",
+      "0  A0  B0  K0\n",
+      "1  A1  B1  K1\n",
+      "2  A2  B2  K2\n",
+      "3  A3  B3  K3\n",
+      "\n",
+      "The DataFrame 'right'\n",
+      "------------------------------\n",
+      "    C   D key\n",
+      "0  C0  D0  K0\n",
+      "1  C1  D1  K1\n",
+      "2  C2  D2  K2\n",
+      "3  C3  D3  K3\n"
+     ]
+    }
+   ],
+   "source": [
+    "left = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],\n",
+    "                     'A': ['A0', 'A1', 'A2', 'A3'],\n",
+    "                     'B': ['B0', 'B1', 'B2', 'B3']})\n",
+    "   \n",
+    "right = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],\n",
+    "                          'C': ['C0', 'C1', 'C2', 'C3'],\n",
+    "                          'D': ['D0', 'D1', 'D2', 'D3']})\n",
+    "\n",
+    "print(\"\\nThe DataFrame 'left'\\n\",'-'*30, sep='')\n",
+    "print(left)\n",
+    "print(\"\\nThe DataFrame 'right'\\n\",'-'*30, sep='')\n",
+    "print(right)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "After simple merging with 'inner' method\n",
+      "--------------------------------------------------\n",
+      "    A   B key   C   D\n",
+      "0  A0  B0  K0  C0  D0\n",
+      "1  A1  B1  K1  C1  D1\n",
+      "2  A2  B2  K2  C2  D2\n",
+      "3  A3  B3  K3  C3  D3\n"
+     ]
+    }
+   ],
+   "source": [
+    "merge1= pd.merge(left,right,how='inner',on='key')\n",
+    "print(\"\\nAfter simple merging with 'inner' method\\n\",'-'*50, sep='')\n",
+    "print(merge1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Merging on a set of keys"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "left = pd.DataFrame({'key1': ['K0', 'K0', 'K1', 'K2'],\n",
+    "                     'key2': ['K0', 'K1', 'K0', 'K1'],\n",
+    "                        'A': ['A0', 'A1', 'A2', 'A3'],\n",
+    "                        'B': ['B0', 'B1', 'B2', 'B3']})\n",
+    "    \n",
+    "right = pd.DataFrame({'key1': ['K0', 'K1', 'K1', 'K2'],\n",
+    "                               'key2': ['K0', 'K0', 'K0', 'K0'],\n",
+    "                                  'C': ['C0', 'C1', 'C2', 'C3'],\n",
+    "                                  'D': ['D0', 'D1', 'D2', 'D3']})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>key1</th>\n",
+       "      <th>key2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A0</td>\n",
+       "      <td>B0</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>K0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A1</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>K1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>A3</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>K2</td>\n",
+       "      <td>K1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    A   B key1 key2\n",
+       "0  A0  B0   K0   K0\n",
+       "1  A1  B1   K0   K1\n",
+       "2  A2  B2   K1   K0\n",
+       "3  A3  B3   K2   K1"
+      ]
+     },
+     "execution_count": 193,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "left"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "      <th>key1</th>\n",
+       "      <th>key2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>K0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C1</td>\n",
+       "      <td>D1</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C3</td>\n",
+       "      <td>D3</td>\n",
+       "      <td>K2</td>\n",
+       "      <td>K0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    C   D key1 key2\n",
+       "0  C0  D0   K0   K0\n",
+       "1  C1  D1   K1   K0\n",
+       "2  C2  D2   K1   K0\n",
+       "3  C3  D3   K2   K0"
+      ]
+     },
+     "execution_count": 194,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>key1</th>\n",
+       "      <th>key2</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A0</td>\n",
+       "      <td>B0</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C1</td>\n",
+       "      <td>D1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    A   B key1 key2   C   D\n",
+       "0  A0  B0   K0   K0  C0  D0\n",
+       "1  A2  B2   K1   K0  C1  D1\n",
+       "2  A2  B2   K1   K0  C2  D2"
+      ]
+     },
+     "execution_count": 191,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.merge(left, right, on=['key1', 'key2'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
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+       "\n",
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+       "      <th></th>\n",
+       "      <th>A</th>\n",
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+       "      <th>key2</th>\n",
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+       "      <td>K0</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
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+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C1</td>\n",
+       "      <td>D1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>A3</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>K2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>K2</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C3</td>\n",
+       "      <td>D3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     A    B key1 key2    C    D\n",
+       "0   A0   B0   K0   K0   C0   D0\n",
+       "1   A1   B1   K0   K1  NaN  NaN\n",
+       "2   A2   B2   K1   K0   C1   D1\n",
+       "3   A2   B2   K1   K0   C2   D2\n",
+       "4   A3   B3   K2   K1  NaN  NaN\n",
+       "5  NaN  NaN   K2   K0   C3   D3"
+      ]
+     },
+     "execution_count": 192,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.merge(left, right, how='outer',on=['key1', 'key2'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
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+       "    .dataframe tbody tr th {\n",
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+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>key1</th>\n",
+       "      <th>key2</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A0</td>\n",
+       "      <td>B0</td>\n",
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+       "      <td>K0</td>\n",
+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A1</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C1</td>\n",
+       "      <td>D1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>A3</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>K2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    A   B key1 key2    C    D\n",
+       "0  A0  B0   K0   K0   C0   D0\n",
+       "1  A1  B1   K0   K1  NaN  NaN\n",
+       "2  A2  B2   K1   K0   C1   D1\n",
+       "3  A2  B2   K1   K0   C2   D2\n",
+       "4  A3  B3   K2   K1  NaN  NaN"
+      ]
+     },
+     "execution_count": 195,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.merge(left, right, how='left',on=['key1', 'key2'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>key1</th>\n",
+       "      <th>key2</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C1</td>\n",
+       "      <td>D1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>K1</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>K2</td>\n",
+       "      <td>K0</td>\n",
+       "      <td>C3</td>\n",
+       "      <td>D3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     A    B key1 key2   C   D\n",
+       "0   A0   B0   K0   K0  C0  D0\n",
+       "1   A2   B2   K1   K0  C1  D1\n",
+       "2   A2   B2   K1   K0  C2  D2\n",
+       "3  NaN  NaN   K2   K0  C3  D3"
+      ]
+     },
+     "execution_count": 196,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.merge(left, right, how='right',on=['key1', 'key2'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Joining\n",
+    "Joining is a convenient method for combining the columns of two potentially differently-indexed DataFrames into a single DataFrame based on **'index keys'**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "left = pd.DataFrame({'A': ['A0', 'A1', 'A2'],\n",
+    "                     'B': ['B0', 'B1', 'B2']},\n",
+    "                      index=['K0', 'K1', 'K2']) \n",
+    "\n",
+    "right = pd.DataFrame({'C': ['C0', 'C2', 'C3'],\n",
+    "                    'D': ['D0', 'D2', 'D3']},\n",
+    "                      index=['K0', 'K2', 'K3'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>K0</th>\n",
+       "      <td>A0</td>\n",
+       "      <td>B0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K1</th>\n",
+       "      <td>A1</td>\n",
+       "      <td>B1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     A   B\n",
+       "K0  A0  B0\n",
+       "K1  A1  B1\n",
+       "K2  A2  B2"
+      ]
+     },
+     "execution_count": 198,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "left"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>K0</th>\n",
+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K2</th>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K3</th>\n",
+       "      <td>C3</td>\n",
+       "      <td>D3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     C   D\n",
+       "K0  C0  D0\n",
+       "K2  C2  D2\n",
+       "K3  C3  D3"
+      ]
+     },
+     "execution_count": 199,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>K0</th>\n",
+       "      <td>A0</td>\n",
+       "      <td>B0</td>\n",
+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K1</th>\n",
+       "      <td>A1</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     A   B    C    D\n",
+       "K0  A0  B0   C0   D0\n",
+       "K1  A1  B1  NaN  NaN\n",
+       "K2  A2  B2   C2   D2"
+      ]
+     },
+     "execution_count": 200,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "left.join(right)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>K0</th>\n",
+       "      <td>A0</td>\n",
+       "      <td>B0</td>\n",
+       "      <td>C0</td>\n",
+       "      <td>D0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K1</th>\n",
+       "      <td>A1</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K2</th>\n",
+       "      <td>A2</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>D2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C3</td>\n",
+       "      <td>D3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      A    B    C    D\n",
+       "K0   A0   B0   C0   D0\n",
+       "K1   A1   B1  NaN  NaN\n",
+       "K2   A2   B2   C2   D2\n",
+       "K3  NaN  NaN   C3   D3"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "left.join(right, how='outer')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Useful operations\n",
+    "### head() and unique values\n",
+    "* head()\n",
+    "* unique()\n",
+    "* nunique()\n",
+    "* value_count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>444</td>\n",
+       "      <td>aaa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>555</td>\n",
+       "      <td>bb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>666</td>\n",
+       "      <td>c</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>444</td>\n",
+       "      <td>dd</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>333</td>\n",
+       "      <td>eeee</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>222</td>\n",
+       "      <td>fff</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>666</td>\n",
+       "      <td>gg</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>777</td>\n",
+       "      <td>h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>666</td>\n",
+       "      <td>iii</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>555</td>\n",
+       "      <td>j</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   col1  col2  col3\n",
+       "0     1   444   aaa\n",
+       "1     2   555    bb\n",
+       "2     3   666     c\n",
+       "3     4   444    dd\n",
+       "4     5   333  eeee\n",
+       "5     6   222   fff\n",
+       "6     7   666    gg\n",
+       "7     8   777     h\n",
+       "8     9   666   iii\n",
+       "9    10   555     j"
+      ]
+     },
+     "execution_count": 232,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "df = pd.DataFrame({'col1':[1,2,3,4,5,6,7,8,9,10],\n",
+    "                   'col2':[444,555,666,444,333,222,666,777,666,555],\n",
+    "                   'col3':'aaa bb c dd eeee fff gg h iii j'.split()})\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Method head() is for showing first few entries\n",
+      "--------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>444</td>\n",
+       "      <td>aaa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>555</td>\n",
+       "      <td>bb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>666</td>\n",
+       "      <td>c</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>444</td>\n",
+       "      <td>dd</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>333</td>\n",
+       "      <td>eeee</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   col1  col2  col3\n",
+       "0     1   444   aaa\n",
+       "1     2   555    bb\n",
+       "2     3   666     c\n",
+       "3     4   444    dd\n",
+       "4     5   333  eeee"
+      ]
+     },
+     "execution_count": 233,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(\"\\nMethod head() is for showing first few entries\\n\",'-'*50, sep='')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Finding unique values in 'col2'\n",
+      "----------------------------------------\n",
+      "[444 555 666 333 222 777]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nFinding unique values in 'col2'\\n\",'-'*40, sep='') # Note 'unique' method applies to pd.series only\n",
+    "print(df['col2'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Finding number of unique values in 'col2'\n",
+      "---------------------------------------------\n",
+      "6\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nFinding number of unique values in 'col2'\\n\",'-'*45, sep='')\n",
+    "print(df['col2'].nunique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Table of unique values in 'col2'\n",
+      "----------------------------------------\n",
+      "666    3\n",
+      "444    2\n",
+      "555    2\n",
+      "222    1\n",
+      "333    1\n",
+      "777    1\n",
+      "Name: col2, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nTable of unique values in 'col2'\\n\",'-'*40, sep='')\n",
+    "t1=df['col2'].value_counts()\n",
+    "print(t1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Applying functions\n",
+    "Pandas work with **'apply'** method to accept any user-defined function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Define a function\n",
+    "def testfunc(x):\n",
+    "    if (x> 500):\n",
+    "        return (10*np.log10(x))\n",
+    "    else:\n",
+    "        return (x/10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 286,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   col1  col2  col3  FuncApplied\n",
+      "0     1   444   aaa    44.400000\n",
+      "1     2   555    bb    27.442930\n",
+      "2     3   666     c    28.234742\n",
+      "3     4   444    dd    44.400000\n",
+      "4     5   333  eeee    33.300000\n",
+      "5     6   222   fff    22.200000\n",
+      "6     7   666    gg    28.234742\n",
+      "7     8   777     h    28.904210\n",
+      "8     9   666   iii    28.234742\n",
+      "9    10   555     j    27.442930\n"
+     ]
+    }
+   ],
+   "source": [
+    "df['FuncApplied'] = df['col2'].apply(testfunc)\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Apply works with built-in function too!**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 287,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   col1  col2  col3  FuncApplied  col3length\n",
+      "0     1   444   aaa    44.400000           3\n",
+      "1     2   555    bb    27.442930           2\n",
+      "2     3   666     c    28.234742           1\n",
+      "3     4   444    dd    44.400000           2\n",
+      "4     5   333  eeee    33.300000           4\n",
+      "5     6   222   fff    22.200000           3\n",
+      "6     7   666    gg    28.234742           2\n",
+      "7     8   777     h    28.904210           1\n",
+      "8     9   666   iii    28.234742           3\n",
+      "9    10   555     j    27.442930           1\n"
+     ]
+    }
+   ],
+   "source": [
+    "df['col3length']= df['col3'].apply(len)\n",
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Combine 'apply' with lambda expession for in-line calculations**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    6.663332\n",
+       "1    5.238600\n",
+       "2    5.313637\n",
+       "3    6.663332\n",
+       "4    5.770615\n",
+       "5    4.711688\n",
+       "6    5.313637\n",
+       "7    5.376264\n",
+       "8    5.313637\n",
+       "9    5.238600\n",
+       "Name: FuncApplied, dtype: float64"
+      ]
+     },
+     "execution_count": 265,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['FuncApplied'].apply(lambda x: np.sqrt(x))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Standard statistical functions directly apply to columns**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Sum of the column 'FuncApplied' is:  312.7942967255717\n",
+      "Mean of the column 'FuncApplied' is:  31.27942967255717\n",
+      "Std dev of the column 'FuncApplied' is:  7.4065059423607895\n",
+      "Min and max of the column 'FuncApplied' are:  22.2 and 44.4\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nSum of the column 'FuncApplied' is: \",df['FuncApplied'].sum())\n",
+    "print(\"Mean of the column 'FuncApplied' is: \",df['FuncApplied'].mean())\n",
+    "print(\"Std dev of the column 'FuncApplied' is: \",df['FuncApplied'].std())\n",
+    "print(\"Min and max of the column 'FuncApplied' are: \",df['FuncApplied'].min(),\"and\",df['FuncApplied'].max())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Deletion, sorting, list of column and row names"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Getting the names of the columns**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Name of columns\n",
+      "--------------------\n",
+      "Index(['col1', 'col2', 'col3', 'FuncApplied', 'col3length'], dtype='object')\n",
+      "\n",
+      "Column names in a list of strings for later manipulation: ['col1', 'col2', 'col3', 'FuncApplied', 'col3length']\n",
+      "\n",
+      "Deleting last column by 'del' command (this affects the dataframe immediately, unlike drop method\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "   col1  col2  col3  FuncApplied\n",
+      "0     1   444   aaa    44.400000\n",
+      "1     2   555    bb    27.442930\n",
+      "2     3   666     c    28.234742\n",
+      "3     4   444    dd    44.400000\n",
+      "4     5   333  eeee    33.300000\n",
+      "5     6   222   fff    22.200000\n",
+      "6     7   666    gg    28.234742\n",
+      "7     8   777     h    28.904210\n",
+      "8     9   666   iii    28.234742\n",
+      "9    10   555     j    27.442930\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nName of columns\\n\",'-'*20, sep='')\n",
+    "print(df.columns)\n",
+    "l = list(df.columns)\n",
+    "print(\"\\nColumn names in a list of strings for later manipulation:\",l)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Deletion by 'del' command** # This affects the dataframe immediately, unlike drop method."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 289,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Deleting last column by 'del' command\n",
+      "--------------------------------------------------\n",
+      "   col1  col2  col3  FuncApplied\n",
+      "0     1   444   aaa    44.400000\n",
+      "1     2   555    bb    27.442930\n",
+      "2     3   666     c    28.234742\n",
+      "3     4   444    dd    44.400000\n",
+      "4     5   333  eeee    33.300000\n",
+      "5     6   222   fff    22.200000\n",
+      "6     7   666    gg    28.234742\n",
+      "7     8   777     h    28.904210\n",
+      "8     9   666   iii    28.234742\n",
+      "9    10   555     j    27.442930\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\nDeleting last column by 'del' command\\n\",'-'*50, sep='')\n",
+    "del df['col3length']\n",
+    "print(df)\n",
+    "df['col3length']= df['col3'].apply(len)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Sorting and Ordering a DataFrame **"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 290,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "      <th>FuncApplied</th>\n",
+       "      <th>col3length</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>222</td>\n",
+       "      <td>fff</td>\n",
+       "      <td>22.200000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>333</td>\n",
+       "      <td>eeee</td>\n",
+       "      <td>33.300000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>444</td>\n",
+       "      <td>aaa</td>\n",
+       "      <td>44.400000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>444</td>\n",
+       "      <td>dd</td>\n",
+       "      <td>44.400000</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>555</td>\n",
+       "      <td>bb</td>\n",
+       "      <td>27.442930</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>555</td>\n",
+       "      <td>j</td>\n",
+       "      <td>27.442930</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>666</td>\n",
+       "      <td>c</td>\n",
+       "      <td>28.234742</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>666</td>\n",
+       "      <td>gg</td>\n",
+       "      <td>28.234742</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>666</td>\n",
+       "      <td>iii</td>\n",
+       "      <td>28.234742</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>777</td>\n",
+       "      <td>h</td>\n",
+       "      <td>28.904210</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   col1  col2  col3  FuncApplied  col3length\n",
+       "5     6   222   fff    22.200000           3\n",
+       "4     5   333  eeee    33.300000           4\n",
+       "0     1   444   aaa    44.400000           3\n",
+       "3     4   444    dd    44.400000           2\n",
+       "1     2   555    bb    27.442930           2\n",
+       "9    10   555     j    27.442930           1\n",
+       "2     3   666     c    28.234742           1\n",
+       "6     7   666    gg    28.234742           2\n",
+       "8     9   666   iii    28.234742           3\n",
+       "7     8   777     h    28.904210           1"
+      ]
+     },
+     "execution_count": 290,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_values(by='col2') #inplace=False by default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 292,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "      <th>FuncApplied</th>\n",
+       "      <th>col3length</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>444</td>\n",
+       "      <td>aaa</td>\n",
+       "      <td>44.400000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>444</td>\n",
+       "      <td>dd</td>\n",
+       "      <td>44.400000</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>333</td>\n",
+       "      <td>eeee</td>\n",
+       "      <td>33.300000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>777</td>\n",
+       "      <td>h</td>\n",
+       "      <td>28.904210</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>666</td>\n",
+       "      <td>c</td>\n",
+       "      <td>28.234742</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>666</td>\n",
+       "      <td>gg</td>\n",
+       "      <td>28.234742</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>666</td>\n",
+       "      <td>iii</td>\n",
+       "      <td>28.234742</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>555</td>\n",
+       "      <td>bb</td>\n",
+       "      <td>27.442930</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>555</td>\n",
+       "      <td>j</td>\n",
+       "      <td>27.442930</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>222</td>\n",
+       "      <td>fff</td>\n",
+       "      <td>22.200000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   col1  col2  col3  FuncApplied  col3length\n",
+       "0     1   444   aaa    44.400000           3\n",
+       "3     4   444    dd    44.400000           2\n",
+       "4     5   333  eeee    33.300000           4\n",
+       "7     8   777     h    28.904210           1\n",
+       "2     3   666     c    28.234742           1\n",
+       "6     7   666    gg    28.234742           2\n",
+       "8     9   666   iii    28.234742           3\n",
+       "1     2   555    bb    27.442930           2\n",
+       "9    10   555     j    27.442930           1\n",
+       "5     6   222   fff    22.200000           3"
+      ]
+     },
+     "execution_count": 292,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_values(by='FuncApplied',ascending=False) #inplace=False by default"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Find Null Values or Check for Null Values**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 294,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>abc</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>555.0</td>\n",
+       "      <td>def</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>666.0</td>\n",
+       "      <td>ghi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>444.0</td>\n",
+       "      <td>xyz</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   col1   col2 col3\n",
+       "0   1.0    NaN  abc\n",
+       "1   2.0  555.0  def\n",
+       "2   3.0  666.0  ghi\n",
+       "3   NaN  444.0  xyz"
+      ]
+     },
+     "execution_count": 294,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.DataFrame({'col1':[1,2,3,np.nan],\n",
+    "                   'col2':[np.nan,555,666,444],\n",
+    "                   'col3':['abc','def','ghi','xyz']})\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 295,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    col1   col2   col3\n",
+       "0  False   True  False\n",
+       "1  False  False  False\n",
+       "2  False  False  False\n",
+       "3   True  False  False"
+      ]
+     },
+     "execution_count": 295,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 296,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col1</th>\n",
+       "      <th>col2</th>\n",
+       "      <th>col3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>FILL</td>\n",
+       "      <td>abc</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>555</td>\n",
+       "      <td>def</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>666</td>\n",
+       "      <td>ghi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>FILL</td>\n",
+       "      <td>444</td>\n",
+       "      <td>xyz</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   col1  col2 col3\n",
+       "0     1  FILL  abc\n",
+       "1     2   555  def\n",
+       "2     3   666  ghi\n",
+       "3  FILL   444  xyz"
+      ]
+     },
+     "execution_count": 296,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.fillna('FILL')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Pivot Table**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>foo</td>\n",
+       "      <td>one</td>\n",
+       "      <td>x</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>foo</td>\n",
+       "      <td>one</td>\n",
+       "      <td>y</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>foo</td>\n",
+       "      <td>two</td>\n",
+       "      <td>x</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>bar</td>\n",
+       "      <td>two</td>\n",
+       "      <td>y</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>bar</td>\n",
+       "      <td>one</td>\n",
+       "      <td>x</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>bar</td>\n",
+       "      <td>one</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     A    B  C  D\n",
+       "0  foo  one  x  1\n",
+       "1  foo  one  y  3\n",
+       "2  foo  two  x  2\n",
+       "3  bar  two  y  5\n",
+       "4  bar  one  x  4\n",
+       "5  bar  one  y  1"
+      ]
+     },
+     "execution_count": 297,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = {'A':['foo','foo','foo','bar','bar','bar'],\n",
+    "     'B':['one','one','two','two','one','one'],\n",
+    "       'C':['x','y','x','y','x','y'],\n",
+    "       'D':[1,3,2,5,4,1]}\n",
+    "\n",
+    "df = pd.DataFrame(data)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 303,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>C</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">bar</th>\n",
+       "      <th>one</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>two</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">foo</th>\n",
+       "      <th>one</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>two</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "C          x    y\n",
+       "A   B            \n",
+       "bar one  4.0  1.0\n",
+       "    two  NaN  5.0\n",
+       "foo one  1.0  3.0\n",
+       "    two  2.0  NaN"
+      ]
+     },
+     "execution_count": 303,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Index out of 'A' and 'B', columns from 'C', actual numerical values from 'D'\n",
+    "df.pivot_table(values='D',index=['A', 'B'],columns=['C'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 302,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>C</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">bar</th>\n",
+       "      <th>one</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>two</th>\n",
+       "      <td>FILLED</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">foo</th>\n",
+       "      <th>one</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>two</th>\n",
+       "      <td>2</td>\n",
+       "      <td>FILLED</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "C             x       y\n",
+       "A   B                  \n",
+       "bar one       4       1\n",
+       "    two  FILLED       5\n",
+       "foo one       1       3\n",
+       "    two       2  FILLED"
+      ]
+     },
+     "execution_count": 302,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Index out of 'A' and 'B', columns from 'C', actual numerical values from 'D'\n",
+    "df.pivot_table(values='D',index=['A', 'B'],columns=['C'], fill_value='FILLED')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas built-in Visualization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Import packages**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 304,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Read in the CSV data file**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 308,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2000-01-01</th>\n",
+       "      <td>1.339091</td>\n",
+       "      <td>-0.163643</td>\n",
+       "      <td>-0.646443</td>\n",
+       "      <td>1.041233</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-01-02</th>\n",
+       "      <td>-0.774984</td>\n",
+       "      <td>0.137034</td>\n",
+       "      <td>-0.882716</td>\n",
+       "      <td>-2.253382</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-01-03</th>\n",
+       "      <td>-0.921037</td>\n",
+       "      <td>-0.482943</td>\n",
+       "      <td>-0.417100</td>\n",
+       "      <td>0.478638</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-01-04</th>\n",
+       "      <td>-1.738808</td>\n",
+       "      <td>-0.072973</td>\n",
+       "      <td>0.056517</td>\n",
+       "      <td>0.015085</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-01-05</th>\n",
+       "      <td>-0.905980</td>\n",
+       "      <td>1.778576</td>\n",
+       "      <td>0.381918</td>\n",
+       "      <td>0.291436</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   A         B         C         D\n",
+       "2000-01-01  1.339091 -0.163643 -0.646443  1.041233\n",
+       "2000-01-02 -0.774984  0.137034 -0.882716 -2.253382\n",
+       "2000-01-03 -0.921037 -0.482943 -0.417100  0.478638\n",
+       "2000-01-04 -1.738808 -0.072973  0.056517  0.015085\n",
+       "2000-01-05 -0.905980  1.778576  0.381918  0.291436"
+      ]
+     },
+     "execution_count": 308,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1=pd.read_csv('df1.csv', index_col=0)\n",
+    "df1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 320,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>a</th>\n",
+       "      <th>b</th>\n",
+       "      <th>c</th>\n",
+       "      <th>d</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.039762</td>\n",
+       "      <td>0.218517</td>\n",
+       "      <td>0.103423</td>\n",
+       "      <td>0.957904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.937288</td>\n",
+       "      <td>0.041567</td>\n",
+       "      <td>0.899125</td>\n",
+       "      <td>0.977680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.780504</td>\n",
+       "      <td>0.008948</td>\n",
+       "      <td>0.557808</td>\n",
+       "      <td>0.797510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.672717</td>\n",
+       "      <td>0.247870</td>\n",
+       "      <td>0.264071</td>\n",
+       "      <td>0.444358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.053829</td>\n",
+       "      <td>0.520124</td>\n",
+       "      <td>0.552264</td>\n",
+       "      <td>0.190008</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          a         b         c         d\n",
+       "0  0.039762  0.218517  0.103423  0.957904\n",
+       "1  0.937288  0.041567  0.899125  0.977680\n",
+       "2  0.780504  0.008948  0.557808  0.797510\n",
+       "3  0.672717  0.247870  0.264071  0.444358\n",
+       "4  0.053829  0.520124  0.552264  0.190008"
+      ]
+     },
+     "execution_count": 320,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2=pd.read_csv('df2')\n",
+    "df2.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Histogram of a single column**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 310,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2998d34be10>"
+      ]
+     },
+     "execution_count": 310,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2998d34b390>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1['A'].hist()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Histogram with a different set of arguments (list of columns, bins, figure size, etc)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 312,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002998D985E48>,\n",
+       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002998D9E6F60>]], dtype=object)"
+      ]
+     },
+     "execution_count": 312,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2998d824470>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1.hist(column=['B','C'],bins=20,figsize=(10,4))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Histogram with generic plot method of Pandas**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 325,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2999061ac18>"
+      ]
+     },
+     "execution_count": 325,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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s0b17d4+qqsrdnqup6dnmfHyQdc0P6wpEeC3IJWuZH9Z1z7Iq0V/5yldiw4YN8corr8Tx\nxx8fr7/++m5vMszWli1b4rXXXotbbrklNmzYEJMnT45MJhMVFRUREVFdXR2NjY1ZzNm62+Oamp6x\nefO+/z/SWNf8sK7A+7wW5IbX1fywrrvs6RuJrA4fP/zwwzF58uT4zne+E3/729/irLPOioceeig5\nxAEHHBDHH398dOnSJfr16xddu3bdrTQ3NzdHr169kucCAEAhZVWib7vttrjnnnuiuro6DjzwwHjg\ngQfiBz/4QfIXO+aYY+Kpp56KTCYTmzZtinfeeSeOO+64aGhoiIiIVatWxeDBg5PnAgBAIWV1nKNT\np07Ro0eP1scHHXTQfl1B4/Of/3w8++yzMXbs2MhkMlFbWxt9+vSJuXPnxnXXXRf9+vWL0aNHJ88F\nAIBCyqpE9+/fPxYtWhTbt2+P3/3ud7FkyZIYOHDgfn3B6dOnf+C5RYsW7dcsAAAohqy2k2tra2PT\npk3RtWvXmD17dvTo0SPmzZuX72wAAFCSstqJ7t69e0ybNi2mTZuW7zwAAFDysirRAwcObL0M3ftq\nampi1apVeQkFAAClLKsS/fLLL7d+3NLSEk888USsXbs2b6EAAKCUJV9io3PnznHyySfHb37zm3zk\nAQCAkpfVTvSDDz7Y+nEmk4k//OEP0blz57yFAgCAUpZViX7/Zijv6927d1x//fV5CQQAAKUuqxJd\nV1eX7xwAANBuZFWiR4wY8YGrc0TsOtpRUVER9fX1OQ8GAAClKqsSfcopp0Tnzp1j3LhxUVVVFcuX\nL4//+q//iksuuSTf+QAAoORkVaKfeuqpuP/++1sfn3vuuXH66afHoYcemrdgAABQqrK+xN3TTz/d\n+vHKlSujuro6L4EAAKDUZbUTfeWVV8aMGTPijTfeiIiIfv36xcKFC/MaDAAASlVWJfqoo46KX/zi\nF/HWW29F165d7UIDANChZVWiN27cGHPmzImNGzfG4sWLY/LkyXHVVVdFnz598p0PAEpG/RETczpv\nQE6nAYWU1Zno2tra+PrXvx7du3ePj370o/GlL30pZsyYke9sAABQkrIq0Vu2bInjjz8+IiIqKipi\n3Lhx0dTUlNdgAABQqrI6ztGtW7f4y1/+0nrDleeeey66dOmS12AAUO5uXvBkzmdOnnlizmcCH5RV\niZ41a1ZccMEF8ec//zlOPfXU+Nvf/hY33nhjvrMBAEBJyqpEv/nmm/HTn/40/vSnP8WOHTuiX79+\ndqIBAOiwsirR11xzTZx44onRv3//fOcBysCkBStyPnNI9veGAoC8y6pEH3bYYTFr1qz41Kc+Fd26\ndWt9/rTTTstbMAAAKFV7LdGbNm2Kgw8+OHr37h0RES+88MJun1eiAQDoiPZaoi+88MJ44IEHoq6u\nLu64446YNGlSoXIBAEDJ2muJzmQyrR8vX75ciQayMvOVH+V8Zq7vFAcAbbHXd+q8f13oiN0LNQAA\ndGRZv9397ws1AAB0ZHs9zvGHP/whTjrppIjY9SbD9z/OZDJRUVER9fX1+U8IAAAlZq8l+j/+4z8K\nlQMAANqNvZboQw89tFA5AACg3XALMAAASKREAwBAIiUaAAASKdEAAJBIiQYAgERKNAAAJFKiAQAg\nkRINAACJlGgAAEikRAMAQCIlGgAAEinRAACQSIkGAIBESjQAACRSogEAIJESDQAAiZRoAABIVFXs\nAABA7qw7b2JO5w24/a6czoNyYScaAAASKdEAAJBIiQYAgERKNAAAJFKiAQAgkatzADlXf8TEYkcA\ngLyyEw0AAImUaAAASKREAwBAoqKU6DfffDNOOOGEWL9+fbz66qtx9tlnx/jx42PevHmxc+fOYkQC\nAICsFbxEt7S0RG1tbXTr1i0iIurq6mLq1KmxZMmSyGQyUV9fX+hIAACQpOAleuHChXHWWWfFQQcd\nFBERL730UgwdOjQiIoYPHx5PP/10oSMBAECSgl7i7v7774+PfOQjMWzYsPjBD34QERGZTCYqKioi\nIqK6ujoaGxv3Oad37+5RVVW523M1NT1zHxjrmifWFWgv2svrVXvJ2d5Y1z0raIm+7777oqKiIn79\n61/H7373u5gxY0a89dZbrZ9vbm6OXr167XPOli1bd3tcU9MzNm/ed/kmjXXND+sKtCft4fXK62p+\nWNdd9vSNREFL9OLFi1s/njBhQlx++eVxzTXXRENDQxx77LGxatWq+OxnP1vISAAAkKzol7ibMWNG\n3HTTTXHmmWdGS0tLjB49utiRAABgr4p22+8f//jHrR8vWrSoWDEAACBZ0XeiAQCgvVGiAQAgkRIN\nAACJlGgAAEikRAMAQCIlGgAAEinRAACQSIkGAIBERbvZClA61p03MbcDj8jxPCBr9Tn++zcgp9Og\nfNiJBgCAREo0AAAkUqIBACCREg0AAImUaAAASKREAwBAIiUaAAASKdEAAJBIiQYAgETuWAjk/A5n\nAFDu7EQDAEAiJRoAABIp0QAAkEiJBgCAREo0AAAkUqIBACCRS9wBAHs0ZcX0nM773oirczoPisVO\nNAAAJFKiAQAgkRINAACJlGgAAEikRAMAQCIlGgAAEinRAACQSIkGAIBESjQAACRSogEAIJESDQAA\niZRoAABIVFXsAABA6TrqmTG5HTgit+OgWOxEAwBAIiUaAAASKdEAAJBIiQYAgERKNAAAJFKiAQAg\nkRINAACJlGgAAEikRAMAQCJ3LIR26OYFTxY7AgB0aHaiAQAgkRINAACJlGgAAEikRAMAQCIlGgAA\nEinRAACQSIkGAIBESjQAACRSogEAIFFB71jY0tISs2fPjo0bN8a2bdti8uTJccQRR8TMmTOjoqIi\n+vfvH/PmzYtOnXR7AABKV0FL9M9+9rM44IAD4pprron//u//jtNOOy0GDhwYU6dOjWOPPTZqa2uj\nvr4+Ro0aVchYAACQpKBbvl/84hfj4osvjoiITCYTlZWV8dJLL8XQoUMjImL48OHx9NNPFzISAAAk\nK+hOdHV1dURENDU1xUUXXRRTp06NhQsXRkVFRevnGxsb9zmnd+/uUVVVudtzNTU9cx8Y65on1hXo\nqPL1+ud1NT+s654VtERHRLz++usxZcqUGD9+fJxyyilxzTXXtH6uubk5evXqtc8ZW7Zs3e1xTU3P\n2Lx53+WbNNY1P6wr0JHl4/XP62p+WNdd9vSNREGPc7zxxhsxadKkuOyyy2Ls2LEREXHkkUdGQ0ND\nRESsWrUqBg8eXMhIAACQrCKTyWQK9cXmz58fjzzySPTr16/1uW9961sxf/78aGlpiX79+sX8+fOj\nsrJyL1M++F2s75Tyw7rmzs0Lnix2BICS8OLQh3M673sjrvbvVZ5Y1132tBNd0OMcc+bMiTlz5nzg\n+UWLFhUyBgAAtIkLMgMAQCIlGgAAEinRAACQSIkGAIBESjQAACRSogEAIJESDQAAiZRoAABIVNCb\nrQAAHdtRz4zJ7cARuR0H2bITDQAAiZRoAABI5DgH/C/rzpuY+6FH5GEmAFA0dqIBACCREg0AAImU\naAAASKREAwBAIiUaAAASKdEAAJBIiQYAgERKNAAAJFKiAQAgkTsWwv9S7+6CAO3GzQueLHaEfZo8\n88RiRyAP7EQDAEAiJRoAABIp0QAAkEiJBgCAREo0AAAkUqIBACCREg0AAImUaAAASKREAwBAIiUa\nAAASKdEAAJBIiQYAgERVxQ4AbTVpwYqczhvie0sAcujmBU/mdN7kmSfmdB77R1sAAIBESjQAACRS\nogEAIJEz0RRcrs+GAQAUmp1oAABIpEQDAEAiJRoAABIp0QAAkEiJBgCARK7OQbv3oaGP5nbgM2Ny\nOw8AKDt2ogEAIJESDQAAiZRoAABI5Ew07d5RzjAD0IHk486/k2eemPOZ5c5ONAAAJFKiAQAgkeMc\nZSbXP+Lx4x0AINW68ybmdN6A2+/K6bxcsBMNAACJlGgAAEjkOAd7lY93AAMAtHd2ogEAIJESDQAA\niZRoAABIVBJnonfu3BmXX355/P73v48uXbrE/Pnz42Mf+1ixY/1DkxasyOm8O2aOyOk8AIBUU1ZM\nz+m8i3M6rTSVxE70E088Edu2bYulS5fGtGnTYsGCBcWOBAAAe1QSJXrNmjUxbNiwiIj49Kc/HS++\n+GKREwEAwJ6VxHGOpqam6NGjR+vjysrK2L59e1RV/eN4NTU9s3ouH5Zfe2pBvs7+qr32lGJHAADa\nnRz3hzNzO64UlcROdI8ePaK5ubn18c6dO/dYoAEAoNhKokQPGjQoVq1aFRERa9eujQEDBhQ5EQAA\n7FlFJpPJFDvE+1fnWLduXWQymbjqqqviE5/4RLFjAQDAP1QSJRoAANqTkjjOAQAA7YkSDQAAiZRo\nAABIVFYlev369XHMMcfEe++9V+woZWHr1q0xefLk+NrXvhYTJ06MTZs2FTtSu9fY2BgXXnhh/Mu/\n/EuceeaZ8dvf/rbYkcrK448/HtOmTSt2jHZt586dUVtbG2eeeWZMmDAhXn311WJHKisvvPBCTJgw\nodgxykZLS0tcdtllMX78+Bg7dmzU19cXO1JZ2LFjR8yaNSvOOuusOPvss2PdunXFjlSSyqZENzU1\nxcKFC6NLly7FjlI2li1bFp/85Cdj8eLF8eUvfzluu+22Ykdq9+6888747Gc/G4sWLYq6urq48sor\nix2pbMyfPz+uvfba2LlzZ7GjtGtPPPFEbNu2LZYuXRrTpk2LBQsWFDtS2bjttttizpw5Nnpy6Gc/\n+1kccMABsWTJkrj99tvj29/+drEjlYWVK1dGRMS9994bU6dOjeuvv77IiUpTWdzRJJPJxNy5c+PS\nSy+Nf/u3fyt2nLIxceLE2LFjR0REvPbaa9GrV68iJ2r/Jk6c2PqN3o4dO6Jr165FTlQ+Bg0aFCNH\njoylS5cWO0q7tmbNmhg2bFhERHz605+OF198sciJykffvn3jpptuiunTpxc7Stn44he/GKNHj46I\nXV2gsrKyyInKw8iRI+PEE0+MCP/+7027K9E/+clP4u67797tuUMOOSTGjBkTAwcOLFKq9u8fretV\nV10VRx99dJxzzjmxbt26uPPOO4uUrn3a25pu3rw5Lrvsspg9e3aR0rVfe1rXMWPGRENDQ5FSlY+m\npqbo0aNH6+PKysrYvn27u8jmwOjRo2PDhg3FjlFWqqurI2LXn9uLLroopk6dWuRE5aOqqipmzJgR\njz/+eHz3u98tdpySVBbXiR41alT80z/9U0TsuuPh0UcfHYsXLy5yqvKyfv36uOCCC+KJJ54odpR2\n7/e//31ceumlMX369DjhhBOKHaesNDQ0xL333utHj21QV1cXn/rUp2LMmDERETF8+PDWO8rSdhs2\nbIhLL700li1bVuwoZeP111+PKVOmtJ6LJrc2b94c48aNi1/84hfRvXv3YscpKWWxtfD444+3fjxi\nxIi44447ipimfNx6661x8MEHx2mnnRbV1dV+TJYDr7zySlx88cVxww03+MkJJWnQoEGxcuXKGDNm\nTKxduzYGDBhQ7EiwR2+88UZMmjQpamtr47jjjit2nLLx4IMPxqZNm+KCCy6ID33oQ1FRURGdOpXN\n2+hypixKNPlxxhlnxIwZM+K+++6LHTt2xFVXXVXsSO3etddeG9u2bYvvfOc7ERHRo0ePuPnmm4uc\nCv7HqFGjYvXq1XHWWWdFJpPx956Sdsstt8Tbb78d3//+9+P73/9+ROx6A2e3bt2KnKx9+8IXvhCz\nZs2Kr33ta7F9+/aYPXu2Nf0HyuI4BwAAFJK9eQAASKREAwBAIiUaAAASKdEAAJBIiQYAgERKNAAA\nJFKiAQAg0f8Hj3frIywNd9YAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2998f659550>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1.plot(kind='hist', bins=30, grid=True, figsize=(12,7))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Area plot**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 323,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2998db84780>"
+      ]
+     },
+     "execution_count": 323,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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B7R3aZwghKE/J4HgGW6ttbK93xi50OMlEUYxO8zDLN6P7mMxhGZTWtVHdy2a4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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2998e163f98>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns #Plot style will change to Seaborn package style from now on\n",
+    "df2.plot.area(alpha=0.4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Bar plot (with and without stacking)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 326,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x29990bceba8>"
+      ]
+     },
+     "execution_count": 326,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2998f3aeda0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df2.plot.bar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 328,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x29990f4bda0>"
+      ]
+     },
+     "execution_count": 328,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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GLeEJEybo0qVL39ru9XqVnPxNiKSkJHm93qDf8OrVujZGtEd19XXTEdrEaXklMoeD0/JK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\nABjyf4qIcY/e6paCAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x29990cfb518>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df2.plot.bar(stacked=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Lineplot**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 331,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x299911693c8>"
+      ]
+     },
+     "execution_count": 331,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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juKh8wgjERzcaGDM6MPfz7Q/mMGKYnqoMXcCAvI6aPGpQXr7xSUjLJ+y4jr0V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\nsD8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n6sAVqHnnZayoeVJewxxXb1ZRSYSeJxa2G+qzOb2uNJvy57seO4kvXfsSOp0WkihC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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2999215f898>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1.plot.line(x=df1.index,y=['B','C'],figsize=(12,4),lw=1) # Note matplotlib arguments like 'lw' and 'figsize'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Scatterplot**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 332,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x299921d1748>"
+      ]
+     },
+     "execution_count": 332,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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hTdnMAK2Z0pYbz5BOE3S4WQHdgGAGQGN0HjTchAkrfMz4GYh3bs/Ra5eXO5+9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\nAAAAsEBgBgAAACz8D4WuqA5BY/deAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x299921c5ef0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1.plot.scatter(x='A',y='B',figsize=(12,8))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 335,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x299923aba20>"
+      ]
+     },
+     "execution_count": 335,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+4L9743/l9Y/+z8SXr/GRp+HWYsCdpRBHEYQ8eybtWnyo6/cJF95F2QwXD5FO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GWK5Y7iWLVYXmRdZNIa+szoa+/M4zz6+/8r5N3Be5Fs8sJCF8cMSeM6l9xZmtRQWBasY2ZkHGb6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\n+P8BnOBNeGKGiCMAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x299923c6358>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1.plot.scatter(x='A',y='B',c='C',cmap='coolwarm',figsize=(12,8)) # Color of the scatter dots set based on column C"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x299934f4208>"
+      ]
+     },
+     "execution_count": 344,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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SiWzVIC8Vjhx5BF6vFybTFORyOerrm9HQ0Lzsa91uJz755APYbBaIRGLs2rUH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\nwHwgmwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x29993524278>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df1.plot.scatter(x='A',y='B',s=10*np.exp(df1['C']),c='C',figsize=(12,8)) # Size of the dots set based on column C"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Boxplot**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 346,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x299939b5860>"
+      ]
+     },
+     "execution_count": 346,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x29993b20828>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df2.plot.box()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Hexagonal bin plot for bivariate data**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 348,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.017515</td>\n",
+       "      <td>-0.420704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.576828</td>\n",
+       "      <td>1.814651</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.261503</td>\n",
+       "      <td>-0.254697</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.974428</td>\n",
+       "      <td>0.030171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.605864</td>\n",
+       "      <td>0.079012</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          A         B\n",
+       "0  1.017515 -0.420704\n",
+       "1  0.576828  1.814651\n",
+       "2 -0.261503 -0.254697\n",
+       "3  0.974428  0.030171\n",
+       "4  0.605864  0.079012"
+      ]
+     },
+     "execution_count": 348,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=pd.DataFrame(data=np.random.randn(1000,2),columns=['A','B'])\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 350,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x29994d46eb8>"
+      ]
+     },
+     "execution_count": 350,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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xHLRcBqtLZWhZFWpGDd3/0jJtmB0buT2TaFbi9SwrJ9fQKNex5+AMMsVsYB1Q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mrVo1z2mJ21+5zkIJRStFyF50kyGR09YmlOoJjKuGjATsOOXPLRheKO+SqOGd+lypWAF18ocddZ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\nQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x29994d884a8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.hexbin(x='A',y='B',gridsize=30,cmap='coolwarm')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Kernel density estimation**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 352,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x29994f5b6d8>"
+      ]
+     },
+     "execution_count": 352,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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HnsyGQMh+teoHzDi6rxx2O+0pkQlTFLcp79jYWLz55pt37a+rq0NsbCyUSiVE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\nvY7684RR0mPoRVl3JQCAB57NfvepzAZQg3mhSZHeiArydMocv49JrUb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A0BRlE6SmSJkH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XnSTPhu3gZZXNy4/0ZrUy8KbjWiqrQD3/fHBId5YemaWPgHDf0USCAQCJNNgNwPjy7ZjO65vTj2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\nAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x29994f4bd68>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df2.plot.density(lw=3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From ae3cfd9a5c5e629e070f051fd2b8f775e7ada0e8 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:18:00 -0700
Subject: [PATCH 061/165] Update Readme.md

---
 Pandas and Numpy/Readme.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/Pandas and Numpy/Readme.md b/Pandas and Numpy/Readme.md
index fcfe5d9..2fe1369 100644
--- a/Pandas and Numpy/Readme.md	
+++ b/Pandas and Numpy/Readme.md	
@@ -1,8 +1,8 @@
 ## Pandas and Numpy tutorial-style notebooks
 
-### [Basic Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)
-### [Basic Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)
-### [Basics of visualization with Matplotlib and descriptive stats](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)
+### [Detailed Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_operations.ipynb)
+### [Detailed Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Pandas_Operations.ipynb)
+### [Numpy and Pandas quick basics](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Pandas_Quick.ipynb)
 ### [Advanced Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb)
 ### [How to read various data sources](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/How%20to%20read%20various%20sources%20in%20a%20DataFrame.ipynb)
 ### [PDF reading and table processing demo](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb)

From 953a3e4272d29016467d4017f6441d063927d1dc Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:19:50 -0700
Subject: [PATCH 062/165] Update README.md

---
 README.md | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index fa96688..d48dd7b 100644
--- a/README.md
+++ b/README.md
@@ -32,9 +32,10 @@ You can start with this article that I wrote in Heartbeat magazine (on Medium pl
 ## Essential tutorial-type notebooks on Pandas and Numpy
 Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 
-* [Basic Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb)
-* [Basic Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb)
-* [Basics of visualization with Matplotlib and descriptive stats](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb)
+* [Detailed Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_operations.ipynb)
+* [Detailed Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Pandas_Operations.ipynb)
+* [Numpy and Pandas quick basics](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Pandas_Quick.ipynb)
+* [Matplotlib and Seaborn quick basics](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Matplotlib_Seaborn_basics.ipynb)
 * [Advanced Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb)
 * [How to read various data sources](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/How%20to%20read%20various%20sources%20in%20a%20DataFrame.ipynb)
 * [PDF reading and table processing demo](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb)

From 2a4ff369c4c7f5297d9f7d75400ab0989b1a59ed Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:22:42 -0700
Subject: [PATCH 063/165] Update index.rst

---
 docs/index.rst | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 6bc35fb..681f980 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -41,12 +41,13 @@ Essential tutorial-type notebooks on Pandas and Numpy
 Jupyter notebooks covering a wide range of functions and operations on
 the topics of NumPy, Pandans, Seaborn, matplotlib etc.
 
--  `Basic Numpy
-   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Numpy%20arrays.ipynb>`__
--  `Basic Pandas
-   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Pandas%20DataFrame.ipynb>`__
--  `Basics of visualization with Matplotlib and descriptive
-   stats <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Basics%20of%20Matplotlib%20and%20Descriptive%20Statistics.ipynb>`__
+-  `Detailed Numpy
+   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_operations.ipynb>`__
+-  `Detailed Pandas
+   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Pandas_Operations.ipynb>`__
+-  `Numpy and Pandas quick basics
+   operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Pandas_Quick.ipynb>`__
+-  `Basics of visualization with Matplotlib and Seaborn <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Matplotlib_Seaborn_basics.ipynb>`__
 -  `Advanced Pandas
    operations <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Advanced%20Pandas%20Operations.ipynb>`__
 -  `How to read various data

From fffcb58751db000050cf79e1a5090436e7ec66b4 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:23:58 -0700
Subject: [PATCH 064/165] Update index.rst

---
 docs/index.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 681f980..df0a2fd 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -35,8 +35,8 @@ Medium platform):
 `“Some Essential Hacks and Tricks for Machine Learning with
 Python” <https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2>`__
 
-Essential tutorial-type notebooks on Pandas and Numpy
-========================================================
+Essential tutorial-type notebooks on Pandas, Numpy, and visualizations
+========================================================================
 
 Jupyter notebooks covering a wide range of functions and operations on
 the topics of NumPy, Pandans, Seaborn, matplotlib etc.

From 955ca7eac912cda81f61f1143401c0fe7606fdc6 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 20 Aug 2019 13:30:25 -0700
Subject: [PATCH 065/165] Update index.rst

---
 docs/index.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index df0a2fd..c56d3d9 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -224,6 +224,8 @@ which can do fitting, prediction, cpmputation of regression metrics,
 plot outliers, plot diagnostics (linearity, constant variance, etc.),
 compute variance inflation factors.
 
+I created a Python package based on this work, which offers simple Scikit-learn style interface API along with deep statistical inference and residual analysis capabilities for linear regression problems. `Check it out here <https://mlr.readthedocs.io>`__.
+
 See my articles on Medium on this topic.
 
 -  `Object-oriented programming for data scientists: Build your ML

From d10c7da48eb6fc9ac83c842b20c3ee5b2f82f4a6 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 21 Aug 2019 02:04:44 -0700
Subject: [PATCH 066/165] Add files via upload

---
 Datasets/hypothyroid.csv | 3163 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 3163 insertions(+)
 create mode 100644 Datasets/hypothyroid.csv

diff --git a/Datasets/hypothyroid.csv b/Datasets/hypothyroid.csv
new file mode 100644
index 0000000..bfe854d
--- /dev/null
+++ b/Datasets/hypothyroid.csv
@@ -0,0 +1,3163 @@
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+hypothyroid,43,M,f,f,f,f,f,f,f,f,f,f,f,y,20,y,2.8,y,24,y,0.94,y,26,n,?
+hypothyroid,58,F,f,f,t,f,f,f,f,f,f,f,f,y,7.5,y,1.4,y,40,y,1.13,y,35,n,?
+hypothyroid,53,F,f,f,f,f,f,f,f,f,f,f,f,y,25,y,0.4,y,39,y,0.61,y,64,n,?
+hypothyroid,50,F,f,f,f,f,f,f,f,f,f,f,f,y,28,y,0.2,y,33,y,0.7,y,47,n,?
+hypothyroid,35,F,f,f,f,f,f,f,f,f,f,f,f,y,14,y,0.2,y,4,y,0.98,y,0,n,?
+hypothyroid,63,F,f,f,f,f,f,t,f,f,f,f,f,y,60,y,0.7,y,20,y,1.24,y,16,n,?
+hypothyroid,41,F,f,f,f,f,f,f,f,f,f,f,f,y,140,n,?,y,33,y,1.07,y,31,n,?
+hypothyroid,65,F,f,f,f,f,t,f,f,f,f,f,f,y,33,y,1.6,y,48,y,1.1,y,43,n,?
+hypothyroid,34,M,f,f,f,f,f,f,f,f,f,f,f,y,8.7,y,1.9,y,59,y,0.92,y,64,n,?
+hypothyroid,34,F,t,f,f,f,f,f,f,f,f,f,f,y,0.25,y,6.7,y,230,y,1.73,y,133,n,?
+hypothyroid,50,F,f,f,f,f,f,f,f,f,f,f,t,y,10.7,n,?,y,70,y,1.1,y,64,n,?
+hypothyroid,51,F,f,f,f,f,f,f,f,f,f,f,f,y,82,y,0.6,y,10,y,0.94,y,10,n,?
+hypothyroid,22,F,f,f,f,f,f,f,f,f,f,f,f,y,45,n,?,y,30,y,1.05,y,28,n,?
+hypothyroid,68,F,f,f,f,f,f,t,f,f,f,f,f,y,42,y,0.2,y,18,y,1.09,y,16,n,?
+hypothyroid,16,F,f,f,f,t,f,f,f,f,f,f,f,y,30,y,1.2,y,30,y,1.45,y,21,n,?
+hypothyroid,?,M,f,f,f,f,f,f,f,f,f,f,f,y,19,y,2,y,55,y,0.9,y,61,n,?
+hypothyroid,72,M,f,f,f,f,f,f,f,f,f,f,f,y,25,y,0.3,y,4.1,y,1.2,y,3.4,n,?
+hypothyroid,44,M,f,f,f,f,f,f,f,f,f,f,f,y,41,y,1.5,y,48,y,1.17,y,41,n,?
+hypothyroid,42,F,f,f,f,f,f,f,f,f,f,f,f,y,31,y,0.8,y,13,y,1.19,y,11,n,?
+hypothyroid,44,M,f,f,f,f,f,f,f,f,f,f,f,y,14,y,2.7,y,63,y,1.17,y,54,n,?
+hypothyroid,39,F,f,f,f,f,f,f,f,f,f,f,f,y,160,y,0.4,y,11,y,1.24,y,8.9,n,?
+hypothyroid,43,M,f,f,f,f,f,f,f,f,f,f,f,y,16,y,1.9,y,63,y,1.08,y,57,n,?
+hypothyroid,?,M,t,f,f,f,f,t,f,f,f,f,f,y,41,y,1.5,y,5.3,y,0.97,y,5.5,n,?
+hypothyroid,50,F,f,f,f,f,f,f,f,f,f,f,f,y,89,y,0.2,y,10,y,1.13,y,9,n,?
+hypothyroid,69,F,f,f,f,f,t,f,f,f,f,f,f,y,28,y,2.7,y,52,y,0.89,y,58,n,?
+hypothyroid,85,F,f,f,f,f,t,f,f,f,f,f,f,y,44,y,2,y,38,y,1.03,y,37,n,?
+hypothyroid,78,F,f,f,f,f,t,f,f,f,f,f,f,y,25,y,0.9,y,50,y,0.84,y,60,n,?
+hypothyroid,79,F,f,f,f,f,f,f,f,f,f,f,f,y,15,y,1.3,y,50,y,0.91,y,55,n,?
+hypothyroid,53,F,f,f,f,f,t,f,f,f,f,f,f,y,34,y,1.2,y,44,y,1.07,y,41,n,?
+hypothyroid,43,F,f,f,f,f,f,f,f,f,f,f,f,y,70,y,0.5,y,2.9,y,1.05,y,2.8,n,?
+hypothyroid,65,F,f,f,f,f,f,f,f,f,f,f,f,y,100,y,0.9,y,62,y,0.94,y,66,n,?
+hypothyroid,47,M,f,f,f,f,f,f,f,f,f,f,f,y,80,y,0.4,y,9,y,0.85,y,10,n,?
+hypothyroid,?,M,f,f,f,f,f,f,f,f,f,f,f,y,176,y,0.5,y,6,y,1.45,y,4,n,?
+hypothyroid,75,F,f,f,f,t,f,f,f,f,f,f,f,y,6.4,y,2.8,y,54,y,1.35,y,40,n,?
+hypothyroid,18,F,f,f,f,t,f,f,f,f,f,f,f,y,16,y,1.3,y,75,y,1.11,y,68,n,?
+hypothyroid,15,F,t,f,f,f,f,f,f,f,f,f,t,y,35,y,2,y,19,y,0.95,y,20,n,?
+hypothyroid,58,F,f,f,f,f,t,f,f,f,f,f,f,y,18,y,2.1,y,68,y,1.08,y,63,n,?
+hypothyroid,72,F,f,f,f,f,f,f,t,f,f,f,f,y,89,y,0.5,y,15,y,1.04,y,14,n,?
+hypothyroid,60,F,f,f,f,f,f,f,f,t,f,f,f,y,183,y,1.1,y,45,y,0.97,y,46,n,?
+hypothyroid,79,F,f,f,f,f,f,f,f,f,f,f,f,y,29,y,1.6,y,47,y,0.97,y,48,n,?
+hypothyroid,24,M,f,f,f,f,f,f,f,f,f,f,f,y,37,n,?,y,47,y,0.95,y,49,n,?
+hypothyroid,77,F,f,f,f,f,f,f,f,f,f,f,f,y,23,y,0.5,y,33,y,0.67,y,49,n,?
+hypothyroid,35,M,f,f,f,t,f,f,f,f,f,f,f,y,0.25,y,0.4,y,38,y,1.08,y,35,n,?
+hypothyroid,62,M,t,f,f,f,t,f,f,f,f,f,f,y,39,y,1.3,y,45,y,0.82,y,55,n,?
+hypothyroid,85,F,f,f,f,f,t,f,f,f,f,f,f,y,7.3,y,2.4,y,66,y,1.09,y,61,n,?
+hypothyroid,79,F,f,f,f,f,f,f,f,f,f,f,f,y,29,y,1.6,y,47,y,0.97,y,48,n,?
+hypothyroid,17,F,f,f,f,t,f,f,f,f,f,f,f,y,145,y,1.2,y,36,y,1.5,y,24,n,?
+hypothyroid,88,F,f,f,f,f,f,t,f,f,f,f,f,y,7.9,y,1.9,y,47,y,1.07,y,44,n,?
+hypothyroid,50,F,t,f,f,f,f,f,f,f,f,f,f,y,34,n,?,y,55,y,0.93,y,60,n,?
+hypothyroid,85,F,f,f,f,f,t,f,f,f,f,f,f,y,7.3,y,2.4,y,66,y,1.09,y,61,n,?
+hypothyroid,85,F,f,f,f,f,t,f,f,f,f,f,f,y,59,y,0.5,y,52,y,0.89,y,58,n,?
+hypothyroid,56,M,f,f,f,f,f,f,f,f,f,f,f,y,53,y,0.2,y,4,y,0.83,y,4,n,?
+hypothyroid,24,F,f,f,f,f,f,f,f,f,f,f,f,y,65,y,0.7,y,28,y,1,y,28,n,?
+hypothyroid,63,F,t,f,f,f,f,f,f,f,f,f,f,y,68,n,?,y,48,y,1.02,y,47,n,?
+hypothyroid,71,M,f,f,f,f,t,f,f,f,f,f,f,y,38,y,0.4,y,37,y,0.74,y,50,n,?
+hypothyroid,15,F,t,f,f,f,f,f,f,f,f,f,t,y,35,y,2,y,19,y,0.95,y,20,n,?
+hypothyroid,27,F,f,f,f,f,f,f,f,f,f,f,f,y,30,y,3.3,y,80,y,1.71,y,41,n,?
+hypothyroid,73,F,f,f,f,f,f,f,f,f,f,f,f,y,47,y,1.1,y,52,y,0.9,y,58,n,?
+hypothyroid,60,M,f,f,f,f,f,f,f,f,f,f,f,y,44,y,1.8,y,47,y,1.03,y,46,n,?
+hypothyroid,72,F,f,f,f,f,f,f,f,f,f,f,f,y,143,y,0.4,y,15,y,0.98,y,15,n,?
+hypothyroid,?,?,f,f,f,f,f,f,f,f,f,f,f,y,7.5,y,1.2,y,37,y,1.06,y,35,n,?
+hypothyroid,62,F,f,f,f,f,f,f,f,f,f,f,f,y,150,y,1.6,y,34,y,1.07,y,32,n,?
+hypothyroid,60,F,f,f,f,f,f,f,f,f,f,f,t,y,12,y,2.2,y,71,y,1.4,y,51,n,?
+hypothyroid,78,F,f,f,f,f,f,f,f,f,f,f,f,y,28,y,0.2,y,17,y,1.01,y,16,n,?
+hypothyroid,69,F,f,f,f,f,t,f,f,f,f,f,f,y,6.6,y,1.5,y,50,y,0.83,y,60,n,?
+hypothyroid,?,F,f,f,f,f,f,f,f,f,f,f,f,y,288,y,0.7,y,14,y,1.13,y,12,n,?
+hypothyroid,30,F,t,f,f,f,f,f,f,f,f,f,f,y,41,y,3,y,109,y,1.79,y,61,n,?
+hypothyroid,34,F,f,f,f,f,f,f,f,f,f,f,f,y,96,y,0.2,y,8.6,y,0.99,y,8.7,n,?
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+negative,60,M,t,f,f,f,f,f,f,f,f,f,f,n,?,n,?,n,?,n,?,n,?,y,0
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+negative,?,F,f,f,f,f,f,f,f,f,f,f,f,y,4,y,1.8,y,82,y,1,y,82,n,?
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+negative,54,M,f,f,f,f,f,f,f,f,f,f,f,n,?,n,?,n,?,n,?,n,?,y,19
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+negative,?,M,f,f,f,f,f,f,f,f,f,f,f,y,2.9,y,2.4,y,88,y,0.79,y,112,n,?
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+negative,45,F,f,f,f,f,f,t,f,f,f,f,f,n,?,n,?,n,?,n,?,n,?,y,30
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\ No newline at end of file

From 8e6f2120a6e6d65bb457345fa78cc860a9ff0fee Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 21 Aug 2019 09:59:12 -0700
Subject: [PATCH 067/165] Logistic reg with sklearn and statsmodels using
 hypothyroidsm data

---
 .../Logistic_Reg_sklearn_statsmodels.ipynb    | 2224 +++++++++++++++++
 1 file changed, 2224 insertions(+)
 create mode 100644 Classification/Logistic_Reg_sklearn_statsmodels.ipynb

diff --git a/Classification/Logistic_Reg_sklearn_statsmodels.ipynb b/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
new file mode 100644
index 0000000..fdf3388
--- /dev/null
+++ b/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
@@ -0,0 +1,2224 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Logistic regression example\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "---\n",
+    "\n",
+    "This notebook demonstrates solving a logistic regression problem of predicting Hypothyrodism with **Scikit-learn** and **Statsmodels** libraries.\n",
+    "\n",
+    "The dataset is taken from UCI ML repository.\n",
+    "<br>Here is the link: https://archive.ics.uci.edu/ml/datasets/Thyroid+Disease"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Read the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "names = 'response age sex on_thyroxine query_on_thyroxine antithyroid_medication thyroid_surgery query_hypothyroid query_hyperthyroid pregnant \\\n",
+    "sick tumor lithium goitre TSH_measured TSH T3_measured \\\n",
+    "T3 TT4_measured TT4 T4U_measured T4U FTI_measured FTI TBG_measured TBG'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "names = names.split(' ')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('Data/hypothyroid.csv',index_col=False,names=names,na_values=['?'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>on_thyroxine</th>\n",
+       "      <th>query_on_thyroxine</th>\n",
+       "      <th>antithyroid_medication</th>\n",
+       "      <th>thyroid_surgery</th>\n",
+       "      <th>query_hypothyroid</th>\n",
+       "      <th>query_hyperthyroid</th>\n",
+       "      <th>pregnant</th>\n",
+       "      <th>...</th>\n",
+       "      <th>T3_measured</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4_measured</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U_measured</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI_measured</th>\n",
+       "      <th>FTI</th>\n",
+       "      <th>TBG_measured</th>\n",
+       "      <th>TBG</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>y</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td>y</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>t</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>y</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>y</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>y</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>y</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>y</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>y</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>y</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 26 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      response   age sex on_thyroxine query_on_thyroxine  \\\n",
+       "0  hypothyroid  72.0   M            f                  f   \n",
+       "1  hypothyroid  15.0   F            t                  f   \n",
+       "2  hypothyroid  24.0   M            f                  f   \n",
+       "3  hypothyroid  24.0   F            f                  f   \n",
+       "4  hypothyroid  77.0   M            f                  f   \n",
+       "\n",
+       "  antithyroid_medication thyroid_surgery query_hypothyroid query_hyperthyroid  \\\n",
+       "0                      f               f                 f                  f   \n",
+       "1                      f               f                 f                  f   \n",
+       "2                      f               f                 f                  f   \n",
+       "3                      f               f                 f                  f   \n",
+       "4                      f               f                 f                  f   \n",
+       "\n",
+       "  pregnant  ... T3_measured   T3 TT4_measured   TT4 T4U_measured   T4U  \\\n",
+       "0        f  ...           y  0.6            y  15.0            y  1.48   \n",
+       "1        f  ...           y  1.7            y  19.0            y  1.13   \n",
+       "2        f  ...           y  0.2            y   4.0            y  1.00   \n",
+       "3        f  ...           y  0.4            y   6.0            y  1.04   \n",
+       "4        f  ...           y  1.2            y  57.0            y  1.28   \n",
+       "\n",
+       "  FTI_measured   FTI TBG_measured  TBG  \n",
+       "0            y  10.0            n  NaN  \n",
+       "1            y  17.0            n  NaN  \n",
+       "2            y   0.0            n  NaN  \n",
+       "3            y   6.0            n  NaN  \n",
+       "4            y  44.0            n  NaN  \n",
+       "\n",
+       "[5 rows x 26 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "to_drop=[]\n",
+    "for c in df.columns:\n",
+    "    if 'measured' in c or 'query' in c:\n",
+    "        to_drop.append(c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['query_on_thyroxine',\n",
+       " 'query_hypothyroid',\n",
+       " 'query_hyperthyroid',\n",
+       " 'TSH_measured',\n",
+       " 'T3_measured',\n",
+       " 'TT4_measured',\n",
+       " 'T4U_measured',\n",
+       " 'FTI_measured',\n",
+       " 'TBG_measured']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "to_drop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "to_drop.append('TBG')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(to_drop,axis=1,inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>on_thyroxine</th>\n",
+       "      <th>antithyroid_medication</th>\n",
+       "      <th>thyroid_surgery</th>\n",
+       "      <th>pregnant</th>\n",
+       "      <th>sick</th>\n",
+       "      <th>tumor</th>\n",
+       "      <th>lithium</th>\n",
+       "      <th>goitre</th>\n",
+       "      <th>TSH</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>t</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>430.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      response   age sex on_thyroxine antithyroid_medication thyroid_surgery  \\\n",
+       "0  hypothyroid  72.0   M            f                      f               f   \n",
+       "1  hypothyroid  15.0   F            t                      f               f   \n",
+       "2  hypothyroid  24.0   M            f                      f               f   \n",
+       "3  hypothyroid  24.0   F            f                      f               f   \n",
+       "4  hypothyroid  77.0   M            f                      f               f   \n",
+       "\n",
+       "  pregnant sick tumor lithium goitre    TSH   T3   TT4   T4U   FTI  \n",
+       "0        f    f     f       f      f   30.0  0.6  15.0  1.48  10.0  \n",
+       "1        f    f     f       f      f  145.0  1.7  19.0  1.13  17.0  \n",
+       "2        f    f     f       f      f    0.0  0.2   4.0  1.00   0.0  \n",
+       "3        f    f     f       f      f  430.0  0.4   6.0  1.04   6.0  \n",
+       "4        f    f     f       f      f    7.3  1.2  57.0  1.28  44.0  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Let us see the basic statistics on the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>age</th>\n",
+       "      <td>2717.0</td>\n",
+       "      <td>51.154214</td>\n",
+       "      <td>19.294405</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>35.00</td>\n",
+       "      <td>54.00</td>\n",
+       "      <td>67.000</td>\n",
+       "      <td>98.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TSH</th>\n",
+       "      <td>2695.0</td>\n",
+       "      <td>5.923180</td>\n",
+       "      <td>23.899467</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>2.300</td>\n",
+       "      <td>530.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>T3</th>\n",
+       "      <td>2468.0</td>\n",
+       "      <td>1.939749</td>\n",
+       "      <td>0.996773</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.40</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>2.300</td>\n",
+       "      <td>10.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TT4</th>\n",
+       "      <td>2914.0</td>\n",
+       "      <td>108.850000</td>\n",
+       "      <td>45.485419</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>83.00</td>\n",
+       "      <td>104.00</td>\n",
+       "      <td>128.000</td>\n",
+       "      <td>450.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>T4U</th>\n",
+       "      <td>2915.0</td>\n",
+       "      <td>0.978199</td>\n",
+       "      <td>0.226580</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.85</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>1.065</td>\n",
+       "      <td>2.21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FTI</th>\n",
+       "      <td>2916.0</td>\n",
+       "      <td>115.397771</td>\n",
+       "      <td>60.239572</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>91.00</td>\n",
+       "      <td>107.00</td>\n",
+       "      <td>129.000</td>\n",
+       "      <td>881.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      count        mean        std  min    25%     50%      75%     max\n",
+       "age  2717.0   51.154214  19.294405  1.0  35.00   54.00   67.000   98.00\n",
+       "TSH  2695.0    5.923180  23.899467  0.0   0.00    0.70    2.300  530.00\n",
+       "T3   2468.0    1.939749   0.996773  0.0   1.40    1.80    2.300   10.20\n",
+       "TT4  2914.0  108.850000  45.485419  2.0  83.00  104.00  128.000  450.00\n",
+       "T4U  2915.0    0.978199   0.226580  0.0   0.85    0.96    1.065    2.21\n",
+       "FTI  2916.0  115.397771  60.239572  0.0  91.00  107.00  129.000  881.00"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe().T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Are any data points are missing? We can check it using `df.isna()` method\n",
+    "The `df.isna()` method gives back a full DataFrame with Boolean values - True for data present, False for missing data. We can use `sum()` on that DataFrame to see and calculate the number of missing values per column."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "response                    0\n",
+       "age                       446\n",
+       "sex                        73\n",
+       "on_thyroxine                0\n",
+       "antithyroid_medication      0\n",
+       "thyroid_surgery             0\n",
+       "pregnant                    0\n",
+       "sick                        0\n",
+       "tumor                       0\n",
+       "lithium                     0\n",
+       "goitre                      0\n",
+       "TSH                       468\n",
+       "T3                        695\n",
+       "TT4                       249\n",
+       "T4U                       248\n",
+       "FTI                       247\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can use `df.dropna()` method to drop those missing rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2000, 16)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating a transformation function to convert `+` or `-` responses to 1 and 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def class_convert(response):\n",
+    "    if response=='hypothyroid':\n",
+    "        return 1\n",
+    "    else:\n",
+    "        return 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['response']=df['response'].apply(class_convert)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>on_thyroxine</th>\n",
+       "      <th>antithyroid_medication</th>\n",
+       "      <th>thyroid_surgery</th>\n",
+       "      <th>pregnant</th>\n",
+       "      <th>sick</th>\n",
+       "      <th>tumor</th>\n",
+       "      <th>lithium</th>\n",
+       "      <th>goitre</th>\n",
+       "      <th>TSH</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>t</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>430.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   response   age sex on_thyroxine antithyroid_medication thyroid_surgery  \\\n",
+       "0         1  72.0   M            f                      f               f   \n",
+       "1         1  15.0   F            t                      f               f   \n",
+       "2         1  24.0   M            f                      f               f   \n",
+       "3         1  24.0   F            f                      f               f   \n",
+       "4         1  77.0   M            f                      f               f   \n",
+       "\n",
+       "  pregnant sick tumor lithium goitre    TSH   T3   TT4   T4U   FTI  \n",
+       "0        f    f     f       f      f   30.0  0.6  15.0  1.48  10.0  \n",
+       "1        f    f     f       f      f  145.0  1.7  19.0  1.13  17.0  \n",
+       "2        f    f     f       f      f    0.0  0.2   4.0  1.00   0.0  \n",
+       "3        f    f     f       f      f  430.0  0.4   6.0  1.04   6.0  \n",
+       "4        f    f     f       f      f    7.3  1.2  57.0  1.28  44.0  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['response', 'age', 'sex', 'on_thyroxine', 'antithyroid_medication',\n",
+       "       'thyroid_surgery', 'pregnant', 'sick', 'tumor', 'lithium', 'goitre',\n",
+       "       'TSH', 'T3', 'TT4', 'T4U', 'FTI'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exploratory data analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for var in ['age','TSH','T3','TT4','T4U','FTI']:\n",
+    "    sns.boxplot(x='response',y=var,data=df)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 42 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(data=df[df.columns[1:]],diag_kws={'edgecolor':'k','bins':25},plot_kws={'edgecolor':'k'})\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_dummies = pd.get_dummies(data=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2000, 25)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_dummies.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>TSH</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI</th>\n",
+       "      <th>sex_F</th>\n",
+       "      <th>sex_M</th>\n",
+       "      <th>on_thyroxine_f</th>\n",
+       "      <th>...</th>\n",
+       "      <th>pregnant_f</th>\n",
+       "      <th>pregnant_t</th>\n",
+       "      <th>sick_f</th>\n",
+       "      <th>sick_t</th>\n",
+       "      <th>tumor_f</th>\n",
+       "      <th>tumor_t</th>\n",
+       "      <th>lithium_f</th>\n",
+       "      <th>lithium_t</th>\n",
+       "      <th>goitre_f</th>\n",
+       "      <th>goitre_t</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2723</th>\n",
+       "      <td>0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>333.0</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>868</th>\n",
+       "      <td>0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>1.19</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>388</th>\n",
+       "      <td>0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>0.84</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2852</th>\n",
+       "      <td>0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>0.97</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2727</th>\n",
+       "      <td>0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>0.92</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>483</th>\n",
+       "      <td>0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>968</th>\n",
+       "      <td>0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>196.0</td>\n",
+       "      <td>0.92</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2989</th>\n",
+       "      <td>0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2136</th>\n",
+       "      <td>0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>0.94</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 25 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      response   age  TSH   T3    TT4   T4U    FTI  sex_F  sex_M  \\\n",
+       "2723         0  72.0  0.0  3.2  333.0  0.74  450.0      1      0   \n",
+       "868          0  20.0  2.0  2.1  116.0  1.19   97.0      1      0   \n",
+       "388          0  41.0  0.0  2.0  100.0  0.84  119.0      0      1   \n",
+       "2852         0  37.0  0.0  1.5   95.0  0.97   99.0      1      0   \n",
+       "2727         0  15.0  1.8  1.9   84.0  0.92   91.0      1      0   \n",
+       "483          0  73.0  0.0  1.0  104.0  0.76  137.0      0      1   \n",
+       "968          0  68.0  0.0  1.8  196.0  0.92  213.0      1      0   \n",
+       "164          0  28.0  0.0  1.6   79.0  1.07   74.0      1      0   \n",
+       "2989         0  38.0  0.0  1.8  113.0  0.99  114.0      0      1   \n",
+       "2136         0  41.0  0.8  2.2   92.0  0.94   98.0      0      1   \n",
+       "\n",
+       "      on_thyroxine_f  ...  pregnant_f  pregnant_t  sick_f  sick_t  tumor_f  \\\n",
+       "2723               1  ...           1           0       1       0        1   \n",
+       "868                1  ...           1           0       1       0        0   \n",
+       "388                1  ...           1           0       1       0        1   \n",
+       "2852               1  ...           1           0       1       0        1   \n",
+       "2727               0  ...           1           0       1       0        1   \n",
+       "483                0  ...           1           0       1       0        1   \n",
+       "968                0  ...           1           0       1       0        1   \n",
+       "164                1  ...           1           0       1       0        1   \n",
+       "2989               1  ...           1           0       1       0        1   \n",
+       "2136               1  ...           1           0       1       0        1   \n",
+       "\n",
+       "      tumor_t  lithium_f  lithium_t  goitre_f  goitre_t  \n",
+       "2723        0          1          0         1         0  \n",
+       "868         1          1          0         1         0  \n",
+       "388         0          1          0         1         0  \n",
+       "2852        0          1          0         1         0  \n",
+       "2727        0          1          0         1         0  \n",
+       "483         0          1          0         1         0  \n",
+       "968         0          1          0         1         0  \n",
+       "164         0          1          0         1         0  \n",
+       "2989        0          1          0         1         0  \n",
+       "2136        0          1          0         1         0  \n",
+       "\n",
+       "[10 rows x 25 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_dummies.sample(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test/train split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(df_dummies.drop('response',axis=1), \n",
+    "                                                    df_dummies['response'], test_size=0.30, \n",
+    "                                                    random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Using `LogisticRegression` estimator from Scikit-learn\n",
+    "We are using the L2 regularization by default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clf1 = LogisticRegression(penalty='l2',solver='newton-cg')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
+       "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
+       "                   multi_class='warn', n_jobs=None, penalty='l2',\n",
+       "                   random_state=None, solver='newton-cg', tol=0.0001, verbose=0,\n",
+       "                   warm_start=False)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf1.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2.28505635])"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf1.intercept_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.02031891,  0.01861483, -0.32521624,  0.00395536,  0.30699662,\n",
+       "        -0.10796208,  0.30204535, -0.30203906,  0.89773252, -0.89772623,\n",
+       "         0.62687639, -0.6268701 , -0.67442866,  0.67443495,  0.13428829,\n",
+       "        -0.134282  ,  0.27313082, -0.27312453,  0.26139024, -0.26138395,\n",
+       "         0.08932836, -0.08932207, -0.24899247,  0.24899876]])"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf1.coef_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9816666666666667"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf1.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### For `LogisticRegression` estimator, there is a special `predict_proba` method which computes the raw probability values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[9.90471425e-01, 9.52857501e-03],\n",
+       "       [9.98714315e-01, 1.28568502e-03],\n",
+       "       [9.99998902e-01, 1.09815325e-06],\n",
+       "       [6.24016181e-01, 3.75983819e-01],\n",
+       "       [9.99295639e-01, 7.04361266e-04],\n",
+       "       [8.64074609e-01, 1.35925391e-01],\n",
+       "       [9.83696492e-01, 1.63035084e-02],\n",
+       "       [9.98506849e-01, 1.49315068e-03],\n",
+       "       [2.21967296e-01, 7.78032704e-01],\n",
+       "       [9.99968080e-01, 3.19203769e-05]])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf1.predict_proba(X_test[:10])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2944    0\n",
+       "511     0\n",
+       "2116    0\n",
+       "1412    0\n",
+       "2039    0\n",
+       "2013    0\n",
+       "1478    0\n",
+       "2744    0\n",
+       "83      1\n",
+       "2100    0\n",
+       "Name: response, dtype: int64"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_test[:10]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Classification report, and confusion matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import classification_report, confusion_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.99      0.99       569\n",
+      "           1       0.86      0.77      0.81        31\n",
+      "\n",
+      "    accuracy                           0.98       600\n",
+      "   macro avg       0.92      0.88      0.90       600\n",
+      "weighted avg       0.98      0.98      0.98       600\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test, clf1.predict(X_test)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Predict-YES</th>\n",
+       "      <th>Predict-NO</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>YES</th>\n",
+       "      <td>565</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO</th>\n",
+       "      <td>7</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Predict-YES  Predict-NO\n",
+       "YES          565           4\n",
+       "NO             7          24"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(confusion_matrix(y_test, clf1.predict(X_test)),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Using `statsmodels` library"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import statsmodels.formula.api as smf\n",
+    "import statsmodels.api as sm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['response', 'age', 'TSH', 'T3', 'TT4', 'T4U', 'FTI', 'sex_F', 'sex_M',\n",
+       "       'on_thyroxine_f', 'on_thyroxine_t', 'antithyroid_medication_f',\n",
+       "       'antithyroid_medication_t', 'thyroid_surgery_f', 'thyroid_surgery_t',\n",
+       "       'pregnant_f', 'pregnant_t', 'sick_f', 'sick_t', 'tumor_f', 'tumor_t',\n",
+       "       'lithium_f', 'lithium_t', 'goitre_f', 'goitre_t'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_dummies.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create a 'formula' in the same style as in R language"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "formula = 'response ~ ' + '+'.join(df_dummies.columns[1:])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'response ~ age+TSH+T3+TT4+T4U+FTI+sex_F+sex_M+on_thyroxine_f+on_thyroxine_t+antithyroid_medication_f+antithyroid_medication_t+thyroid_surgery_f+thyroid_surgery_t+pregnant_f+pregnant_t+sick_f+sick_t+tumor_f+tumor_t+lithium_f+lithium_t+goitre_f+goitre_t'"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "formula"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fit a GLM (Generalized Linear model) with this formula and choosing `Binomial` as the family of function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = smf.glm(formula = formula, data=df_dummies, family=sm.families.Binomial())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result=model.fit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### `summary` method shows a R-style table with all kind of statistical information"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 Generalized Linear Model Regression Results                  \n",
+      "==============================================================================\n",
+      "Dep. Variable:               response   No. Observations:                 2000\n",
+      "Model:                            GLM   Df Residuals:                     1984\n",
+      "Model Family:                Binomial   Df Model:                           15\n",
+      "Link Function:                  logit   Scale:                          1.0000\n",
+      "Method:                          IRLS   Log-Likelihood:                -123.59\n",
+      "Date:                Wed, 21 Aug 2019   Deviance:                       247.17\n",
+      "Time:                        09:53:31   Pearson chi2:                 9.10e+03\n",
+      "No. Iterations:                    22                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "============================================================================================\n",
+      "                               coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "--------------------------------------------------------------------------------------------\n",
+      "Intercept                   -3.1161   4981.805     -0.001      1.000   -9767.274    9761.042\n",
+      "age                          0.0219      0.011      2.062      0.039       0.001       0.043\n",
+      "TSH                          0.0214      0.008      2.823      0.005       0.007       0.036\n",
+      "T3                          -0.0233      0.320     -0.073      0.942      -0.651       0.604\n",
+      "TT4                          0.0367      0.027      1.376      0.169      -0.016       0.089\n",
+      "T4U                         -1.5693      1.656     -0.947      0.343      -4.816       1.677\n",
+      "FTI                         -0.1420      0.030     -4.709      0.000      -0.201      -0.083\n",
+      "sex_F                       -1.4005   2490.902     -0.001      1.000   -4883.479    4880.678\n",
+      "sex_M                       -1.7156   2490.902     -0.001      0.999   -4883.794    4880.363\n",
+      "on_thyroxine_f              -1.2357   2490.902     -0.000      1.000   -4883.314    4880.843\n",
+      "on_thyroxine_t              -1.8804   2490.902     -0.001      0.999   -4883.959    4880.198\n",
+      "antithyroid_medication_f    -0.3206   2490.902     -0.000      1.000   -4882.400    4881.758\n",
+      "antithyroid_medication_t    -2.7954   2490.902     -0.001      0.999   -4884.874    4879.284\n",
+      "thyroid_surgery_f           -2.2489   2490.902     -0.001      0.999   -4884.328    4879.830\n",
+      "thyroid_surgery_t           -0.8672   2490.902     -0.000      1.000   -4882.946    4881.212\n",
+      "pregnant_f                  -0.2489   2490.903  -9.99e-05      1.000   -4882.329    4881.831\n",
+      "pregnant_t                  -2.8671   2490.903     -0.001      0.999   -4884.947    4879.213\n",
+      "sick_f                      -1.1899   2490.902     -0.000      1.000   -4883.269    4880.889\n",
+      "sick_t                      -1.9262   2490.902     -0.001      0.999   -4884.005    4880.153\n",
+      "tumor_f                      8.1294   6275.938      0.001      0.999   -1.23e+04    1.23e+04\n",
+      "tumor_t                    -11.2454   7357.670     -0.002      0.999   -1.44e+04    1.44e+04\n",
+      "lithium_f                    8.7704   2.42e+04      0.000      1.000   -4.75e+04    4.75e+04\n",
+      "lithium_t                  -11.8864   2.91e+04     -0.000      1.000    -5.7e+04     5.7e+04\n",
+      "goitre_f                    -1.9841   2490.902     -0.001      0.999   -4884.063    4880.095\n",
+      "goitre_t                    -1.1320   2490.902     -0.000      1.000   -4883.211    4880.947\n",
+      "============================================================================================\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(result.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The `predict` method computes probability for the test dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2944    2.408353e-03\n",
+       "511     6.250161e-04\n",
+       "2116    6.125699e-07\n",
+       "1412    3.274420e-01\n",
+       "2039    7.888963e-04\n",
+       "2013    1.325293e-01\n",
+       "1478    3.197375e-02\n",
+       "2744    1.098108e-03\n",
+       "83      8.650453e-01\n",
+       "2100    6.524129e-05\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.predict(X_test[:10])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### To create binary predictions, you have to apply a threshold probability and convert the booleans into integers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y_pred=(result.predict(X_test)>0.5).apply(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.99      0.99       569\n",
+      "           1       0.89      0.77      0.83        31\n",
+      "\n",
+      "    accuracy                           0.98       600\n",
+      "   macro avg       0.94      0.88      0.91       600\n",
+      "weighted avg       0.98      0.98      0.98       600\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test,y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Predict-YES</th>\n",
+       "      <th>Predict-NO</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>YES</th>\n",
+       "      <td>566</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO</th>\n",
+       "      <td>7</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Predict-YES  Predict-NO\n",
+       "YES          566           3\n",
+       "NO             7          24"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(confusion_matrix(y_test, y_pred),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### A smaller model with only first few variables\n",
+    "\n",
+    "We saw that majority of variables in the logistic regression model has p-values very high and therefore they are not statistically significant. We create another smaller model removing those variables."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'response ~ age+TSH+T3+TT4+T4U+FTI'"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "formula = 'response ~ ' + '+'.join(df_dummies.columns[1:7])\n",
+    "formula"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 Generalized Linear Model Regression Results                  \n",
+      "==============================================================================\n",
+      "Dep. Variable:               response   No. Observations:                 2000\n",
+      "Model:                            GLM   Df Residuals:                     1993\n",
+      "Model Family:                Binomial   Df Model:                            6\n",
+      "Link Function:                  logit   Scale:                          1.0000\n",
+      "Method:                          IRLS   Log-Likelihood:                -131.55\n",
+      "Date:                Wed, 21 Aug 2019   Deviance:                       263.09\n",
+      "Time:                        09:54:18   Pearson chi2:                 5.65e+03\n",
+      "No. Iterations:                     9                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept      4.1596      1.995      2.085      0.037       0.250       8.069\n",
+      "age            0.0248      0.010      2.481      0.013       0.005       0.044\n",
+      "TSH            0.0212      0.007      2.892      0.004       0.007       0.035\n",
+      "T3             0.0704      0.297      0.237      0.812      -0.511       0.652\n",
+      "TT4            0.0296      0.026      1.134      0.257      -0.022       0.081\n",
+      "T4U           -1.2903      1.665     -0.775      0.438      -4.553       1.973\n",
+      "FTI           -0.1307      0.029     -4.449      0.000      -0.188      -0.073\n",
+      "==============================================================================\n"
+     ]
+    }
+   ],
+   "source": [
+    "model = smf.glm(formula = formula, data=df_dummies, family=sm.families.Binomial())\n",
+    "result=model.fit()\n",
+    "print(result.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.99      0.99       573\n",
+      "           1       0.74      0.85      0.79        27\n",
+      "\n",
+      "    accuracy                           0.98       600\n",
+      "   macro avg       0.87      0.92      0.89       600\n",
+      "weighted avg       0.98      0.98      0.98       600\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred=(result.predict(X_test)>0.5).apply(int)\n",
+    "print(classification_report(y_pred,y_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Predict-YES</th>\n",
+       "      <th>Predict-NO</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>YES</th>\n",
+       "      <td>565</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO</th>\n",
+       "      <td>8</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Predict-YES  Predict-NO\n",
+       "YES          565           4\n",
+       "NO             8          23"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(confusion_matrix(y_test, y_pred),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Coefficient interpretation\n",
+    "\n",
+    "What is the interpretation of the coefficient value for `age` and `FTI`?\n",
+    "\n",
+    "- With every one year of age increase, the log odds of the hypothyrodism **increases** by 0.0248 or the odds of hypothyroidsm increases by a factor of exp(0.0248) = 1.025 i.e. almost 2.5%.\n",
+    "- With every one unit of FTI increase, the log odds of the hypothyrodism **decreases** by 0.1307 or the odds of hypothyroidsm decreases by a factor of exp(0.1307) = 1.1396 i.e. almost by 12.25%."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From d0878022a76686816248c824284bd7a1224e15ed Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 21 Aug 2019 14:53:38 -0700
Subject: [PATCH 068/165] Added probability tables and comparisons

---
 .../Logistic_Reg_sklearn_statsmodels.ipynb    | 2396 +++++------------
 1 file changed, 675 insertions(+), 1721 deletions(-)

diff --git a/Classification/Logistic_Reg_sklearn_statsmodels.ipynb b/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
index fdf3388..e926e03 100644
--- a/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
+++ b/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
@@ -2,7 +2,10 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "2bvkQcUOvP5Q"
+   },
    "source": [
     "# Logistic regression example\n",
     "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
@@ -18,7 +21,11 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "gBvhbvQ3vP5T"
+   },
    "outputs": [],
    "source": [
     "import numpy as np\n",
@@ -29,7 +36,10 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "caPnVuIWvP5a"
+   },
    "source": [
     "### Read the dataset"
    ]
@@ -37,7 +47,11 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "UBqpn2sFvP5b"
+   },
    "outputs": [],
    "source": [
     "names = 'response age sex on_thyroxine query_on_thyroxine antithyroid_medication thyroid_surgery query_hypothyroid query_hyperthyroid pregnant \\\n",
@@ -48,7 +62,11 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "KU4-8YGYvP5f"
+   },
    "outputs": [],
    "source": [
     "names = names.split(' ')"
@@ -57,232 +75,91 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 202
+    },
+    "colab_type": "code",
+    "id": "qSTybVWUwsKq",
+    "outputId": "ea0c2026-0507-4be2-a2d0-7f7f34ffcc91"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "'wget' is not recognized as an internal or external command,\n",
+      "operable program or batch file.\n",
+      "'mv' is not recognized as an internal or external command,\n",
+      "operable program or batch file.\n"
+     ]
+    }
+   ],
    "source": [
-    "df = pd.read_csv('Data/hypothyroid.csv',index_col=False,names=names,na_values=['?'])"
+    "!wget https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Datasets/hypothyroid.csv\n",
+    "\n",
+    "!mkdir Data\n",
+    "!mv hypothyroid.csv Data/"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "hQxY_7FHvP5i"
+   },
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>response</th>\n",
-       "      <th>age</th>\n",
-       "      <th>sex</th>\n",
-       "      <th>on_thyroxine</th>\n",
-       "      <th>query_on_thyroxine</th>\n",
-       "      <th>antithyroid_medication</th>\n",
-       "      <th>thyroid_surgery</th>\n",
-       "      <th>query_hypothyroid</th>\n",
-       "      <th>query_hyperthyroid</th>\n",
-       "      <th>pregnant</th>\n",
-       "      <th>...</th>\n",
-       "      <th>T3_measured</th>\n",
-       "      <th>T3</th>\n",
-       "      <th>TT4_measured</th>\n",
-       "      <th>TT4</th>\n",
-       "      <th>T4U_measured</th>\n",
-       "      <th>T4U</th>\n",
-       "      <th>FTI_measured</th>\n",
-       "      <th>FTI</th>\n",
-       "      <th>TBG_measured</th>\n",
-       "      <th>TBG</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>...</td>\n",
-       "      <td>y</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>y</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.48</td>\n",
-       "      <td>y</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>n</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>F</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>...</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>y</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.13</td>\n",
-       "      <td>y</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>n</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>...</td>\n",
-       "      <td>y</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>y</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>y</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>n</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>F</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>...</td>\n",
-       "      <td>y</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>y</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>y</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>n</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>...</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>y</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>y</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>y</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>n</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 26 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      response   age sex on_thyroxine query_on_thyroxine  \\\n",
-       "0  hypothyroid  72.0   M            f                  f   \n",
-       "1  hypothyroid  15.0   F            t                  f   \n",
-       "2  hypothyroid  24.0   M            f                  f   \n",
-       "3  hypothyroid  24.0   F            f                  f   \n",
-       "4  hypothyroid  77.0   M            f                  f   \n",
-       "\n",
-       "  antithyroid_medication thyroid_surgery query_hypothyroid query_hyperthyroid  \\\n",
-       "0                      f               f                 f                  f   \n",
-       "1                      f               f                 f                  f   \n",
-       "2                      f               f                 f                  f   \n",
-       "3                      f               f                 f                  f   \n",
-       "4                      f               f                 f                  f   \n",
-       "\n",
-       "  pregnant  ... T3_measured   T3 TT4_measured   TT4 T4U_measured   T4U  \\\n",
-       "0        f  ...           y  0.6            y  15.0            y  1.48   \n",
-       "1        f  ...           y  1.7            y  19.0            y  1.13   \n",
-       "2        f  ...           y  0.2            y   4.0            y  1.00   \n",
-       "3        f  ...           y  0.4            y   6.0            y  1.04   \n",
-       "4        f  ...           y  1.2            y  57.0            y  1.28   \n",
-       "\n",
-       "  FTI_measured   FTI TBG_measured  TBG  \n",
-       "0            y  10.0            n  NaN  \n",
-       "1            y  17.0            n  NaN  \n",
-       "2            y   0.0            n  NaN  \n",
-       "3            y   6.0            n  NaN  \n",
-       "4            y  44.0            n  NaN  \n",
-       "\n",
-       "[5 rows x 26 columns]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "FileNotFoundError",
+     "evalue": "File b'Data/hypothyroid.csv' does not exist",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-5-d88a20b92b31>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Data/hypothyroid.csv'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mindex_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mna_values\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'?'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[0;32m    707\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[0;32m    708\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 709\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    710\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    711\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    447\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    816\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    817\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 818\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    819\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    820\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1047\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'c'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1048\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'c'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1049\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1050\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1051\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'python'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1693\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'allow_leading_cols'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1694\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1695\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1696\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1697\u001b[0m         \u001b[1;31m# XXX\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mFileNotFoundError\u001b[0m: File b'Data/hypothyroid.csv' does not exist"
+     ]
     }
    ],
+   "source": [
+    "df = pd.read_csv('Data/hypothyroid.csv',index_col=False,names=names,na_values=['?'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 215
+    },
+    "colab_type": "code",
+    "id": "IIG7QEoOvP5l",
+    "outputId": "c67b69ff-2f7c-4d3b-e6eb-e7b54ea13b63"
+   },
+   "outputs": [],
    "source": [
     "df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "PDof5gIovP5s"
+   },
    "outputs": [],
    "source": [
     "to_drop=[]\n",
@@ -293,36 +170,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['query_on_thyroxine',\n",
-       " 'query_hypothyroid',\n",
-       " 'query_hyperthyroid',\n",
-       " 'TSH_measured',\n",
-       " 'T3_measured',\n",
-       " 'TT4_measured',\n",
-       " 'T4U_measured',\n",
-       " 'FTI_measured',\n",
-       " 'TBG_measured']"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 168
+    },
+    "colab_type": "code",
+    "id": "xyXfEueTvP50",
+    "outputId": "b5f9fdf3-ee47-4d56-f9fc-1561ac4d44d1"
+   },
+   "outputs": [],
    "source": [
     "to_drop"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VZ0DHD8_vP54"
+   },
    "outputs": [],
    "source": [
     "to_drop.append('TBG')"
@@ -330,8 +200,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "HHWwfBR-vP59"
+   },
    "outputs": [],
    "source": [
     "df.drop(to_drop,axis=1,inplace=True)"
@@ -339,309 +213,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>response</th>\n",
-       "      <th>age</th>\n",
-       "      <th>sex</th>\n",
-       "      <th>on_thyroxine</th>\n",
-       "      <th>antithyroid_medication</th>\n",
-       "      <th>thyroid_surgery</th>\n",
-       "      <th>pregnant</th>\n",
-       "      <th>sick</th>\n",
-       "      <th>tumor</th>\n",
-       "      <th>lithium</th>\n",
-       "      <th>goitre</th>\n",
-       "      <th>TSH</th>\n",
-       "      <th>T3</th>\n",
-       "      <th>TT4</th>\n",
-       "      <th>T4U</th>\n",
-       "      <th>FTI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>1.48</td>\n",
-       "      <td>10.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>F</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>145.0</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>1.13</td>\n",
-       "      <td>17.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>F</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>430.0</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>6.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>hypothyroid</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>7.3</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>44.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      response   age sex on_thyroxine antithyroid_medication thyroid_surgery  \\\n",
-       "0  hypothyroid  72.0   M            f                      f               f   \n",
-       "1  hypothyroid  15.0   F            t                      f               f   \n",
-       "2  hypothyroid  24.0   M            f                      f               f   \n",
-       "3  hypothyroid  24.0   F            f                      f               f   \n",
-       "4  hypothyroid  77.0   M            f                      f               f   \n",
-       "\n",
-       "  pregnant sick tumor lithium goitre    TSH   T3   TT4   T4U   FTI  \n",
-       "0        f    f     f       f      f   30.0  0.6  15.0  1.48  10.0  \n",
-       "1        f    f     f       f      f  145.0  1.7  19.0  1.13  17.0  \n",
-       "2        f    f     f       f      f    0.0  0.2   4.0  1.00   0.0  \n",
-       "3        f    f     f       f      f  430.0  0.4   6.0  1.04   6.0  \n",
-       "4        f    f     f       f      f    7.3  1.2  57.0  1.28  44.0  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 195
+    },
+    "colab_type": "code",
+    "id": "2iFMV-9TvP6C",
+    "outputId": "ed3c5277-a40d-49e9-ad5b-851e713ab09a"
+   },
+   "outputs": [],
    "source": [
     "df.head()"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "ALZwMuCpvP6J"
+   },
    "source": [
     "### Let us see the basic statistics on the dataset"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>count</th>\n",
-       "      <th>mean</th>\n",
-       "      <th>std</th>\n",
-       "      <th>min</th>\n",
-       "      <th>25%</th>\n",
-       "      <th>50%</th>\n",
-       "      <th>75%</th>\n",
-       "      <th>max</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>age</th>\n",
-       "      <td>2717.0</td>\n",
-       "      <td>51.154214</td>\n",
-       "      <td>19.294405</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>35.00</td>\n",
-       "      <td>54.00</td>\n",
-       "      <td>67.000</td>\n",
-       "      <td>98.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TSH</th>\n",
-       "      <td>2695.0</td>\n",
-       "      <td>5.923180</td>\n",
-       "      <td>23.899467</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.70</td>\n",
-       "      <td>2.300</td>\n",
-       "      <td>530.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>T3</th>\n",
-       "      <td>2468.0</td>\n",
-       "      <td>1.939749</td>\n",
-       "      <td>0.996773</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.40</td>\n",
-       "      <td>1.80</td>\n",
-       "      <td>2.300</td>\n",
-       "      <td>10.20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TT4</th>\n",
-       "      <td>2914.0</td>\n",
-       "      <td>108.850000</td>\n",
-       "      <td>45.485419</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>83.00</td>\n",
-       "      <td>104.00</td>\n",
-       "      <td>128.000</td>\n",
-       "      <td>450.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>T4U</th>\n",
-       "      <td>2915.0</td>\n",
-       "      <td>0.978199</td>\n",
-       "      <td>0.226580</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.85</td>\n",
-       "      <td>0.96</td>\n",
-       "      <td>1.065</td>\n",
-       "      <td>2.21</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FTI</th>\n",
-       "      <td>2916.0</td>\n",
-       "      <td>115.397771</td>\n",
-       "      <td>60.239572</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>91.00</td>\n",
-       "      <td>107.00</td>\n",
-       "      <td>129.000</td>\n",
-       "      <td>881.00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      count        mean        std  min    25%     50%      75%     max\n",
-       "age  2717.0   51.154214  19.294405  1.0  35.00   54.00   67.000   98.00\n",
-       "TSH  2695.0    5.923180  23.899467  0.0   0.00    0.70    2.300  530.00\n",
-       "T3   2468.0    1.939749   0.996773  0.0   1.40    1.80    2.300   10.20\n",
-       "TT4  2914.0  108.850000  45.485419  2.0  83.00  104.00  128.000  450.00\n",
-       "T4U  2915.0    0.978199   0.226580  0.0   0.85    0.96    1.065    2.21\n",
-       "FTI  2916.0  115.397771  60.239572  0.0  91.00  107.00  129.000  881.00"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 225
+    },
+    "colab_type": "code",
+    "id": "4aXISwuJvP6K",
+    "outputId": "71e4f700-0e12-4f65-adb6-8c6ab613d484"
+   },
+   "outputs": [],
    "source": [
     "df.describe().T"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "bGTF9UDpvP6U"
+   },
    "source": [
     "### Are any data points are missing? We can check it using `df.isna()` method\n",
     "The `df.isna()` method gives back a full DataFrame with Boolean values - True for data present, False for missing data. We can use `sum()` on that DataFrame to see and calculate the number of missing values per column."
@@ -649,51 +268,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "response                    0\n",
-       "age                       446\n",
-       "sex                        73\n",
-       "on_thyroxine                0\n",
-       "antithyroid_medication      0\n",
-       "thyroid_surgery             0\n",
-       "pregnant                    0\n",
-       "sick                        0\n",
-       "tumor                       0\n",
-       "lithium                     0\n",
-       "goitre                      0\n",
-       "TSH                       468\n",
-       "T3                        695\n",
-       "TT4                       249\n",
-       "T4U                       248\n",
-       "FTI                       247\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 302
+    },
+    "colab_type": "code",
+    "id": "WKbQCqf_vP6X",
+    "outputId": "533a5442-e601-4fb8-fc1e-288394100dd0"
+   },
+   "outputs": [],
    "source": [
     "df.isna().sum()"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "tNhUJwc4vP6b"
+   },
    "source": [
     "### We can use `df.dropna()` method to drop those missing rows"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "0TK5dwbGvP6c"
+   },
    "outputs": [],
    "source": [
     "df.dropna(inplace=True)"
@@ -701,35 +308,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(2000, 16)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 34
+    },
+    "colab_type": "code",
+    "id": "YIQLA-SDvP6f",
+    "outputId": "137bc7b2-0d54-45da-e4af-feb9ba16ac2a"
+   },
+   "outputs": [],
    "source": [
     "df.shape"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "KjqJoWCYvP6i"
+   },
    "source": [
     "### Creating a transformation function to convert `+` or `-` responses to 1 and 0"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "prRGSuntvP6k"
+   },
    "outputs": [],
    "source": [
     "def class_convert(response):\n",
@@ -741,8 +352,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "vhZRrgMCvP6s"
+   },
    "outputs": [],
    "source": [
     "df['response']=df['response'].apply(class_convert)"
@@ -750,281 +365,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>response</th>\n",
-       "      <th>age</th>\n",
-       "      <th>sex</th>\n",
-       "      <th>on_thyroxine</th>\n",
-       "      <th>antithyroid_medication</th>\n",
-       "      <th>thyroid_surgery</th>\n",
-       "      <th>pregnant</th>\n",
-       "      <th>sick</th>\n",
-       "      <th>tumor</th>\n",
-       "      <th>lithium</th>\n",
-       "      <th>goitre</th>\n",
-       "      <th>TSH</th>\n",
-       "      <th>T3</th>\n",
-       "      <th>TT4</th>\n",
-       "      <th>T4U</th>\n",
-       "      <th>FTI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>1.48</td>\n",
-       "      <td>10.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>F</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>145.0</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>1.13</td>\n",
-       "      <td>17.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>F</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>430.0</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>6.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>M</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>7.3</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>44.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   response   age sex on_thyroxine antithyroid_medication thyroid_surgery  \\\n",
-       "0         1  72.0   M            f                      f               f   \n",
-       "1         1  15.0   F            t                      f               f   \n",
-       "2         1  24.0   M            f                      f               f   \n",
-       "3         1  24.0   F            f                      f               f   \n",
-       "4         1  77.0   M            f                      f               f   \n",
-       "\n",
-       "  pregnant sick tumor lithium goitre    TSH   T3   TT4   T4U   FTI  \n",
-       "0        f    f     f       f      f   30.0  0.6  15.0  1.48  10.0  \n",
-       "1        f    f     f       f      f  145.0  1.7  19.0  1.13  17.0  \n",
-       "2        f    f     f       f      f    0.0  0.2   4.0  1.00   0.0  \n",
-       "3        f    f     f       f      f  430.0  0.4   6.0  1.04   6.0  \n",
-       "4        f    f     f       f      f    7.3  1.2  57.0  1.28  44.0  "
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 195
+    },
+    "colab_type": "code",
+    "id": "oMvub8wHvP6v",
+    "outputId": "d488da5d-b3a2-419e-89c8-98a5c8b7ccf7"
+   },
+   "outputs": [],
    "source": [
     "df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['response', 'age', 'sex', 'on_thyroxine', 'antithyroid_medication',\n",
-       "       'thyroid_surgery', 'pregnant', 'sick', 'tumor', 'lithium', 'goitre',\n",
-       "       'TSH', 'T3', 'TT4', 'T4U', 'FTI'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 84
+    },
+    "colab_type": "code",
+    "id": "TSg0NNwZvP62",
+    "outputId": "44b18462-2666-43e3-9e2f-e5bb986b6f3d"
+   },
+   "outputs": [],
    "source": [
     "df.columns"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "XQPbkEhSvP69"
+   },
    "source": [
     "### Exploratory data analysis"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
     },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+    "colab_type": "code",
+    "id": "PKC4kJgivP7C",
+    "outputId": "045f855a-e1b7-4538-be55-8fbae2e88fdf"
+   },
+   "outputs": [],
    "source": [
     "for var in ['age','TSH','T3','TT4','T4U','FTI']:\n",
     "    sns.boxplot(x='response',y=var,data=df)\n",
@@ -1033,31 +428,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x1080 with 42 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "colab_type": "code",
+    "id": "Pe0sLCwvvP7P",
+    "outputId": "07b02f1d-5b8e-4f1e-f76d-09f52f3318ad"
+   },
+   "outputs": [],
    "source": [
     "sns.pairplot(data=df[df.columns[1:]],diag_kws={'edgecolor':'k','bins':25},plot_kws={'edgecolor':'k'})\n",
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "kkUKMvPgEUFW"
+   },
+   "source": [
+    "### Create dummy variables for the categorical variables"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "cmnKaugfvP7T"
+   },
    "outputs": [],
    "source": [
     "df_dummies = pd.get_dummies(data=df)"
@@ -1065,379 +469,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(2000, 25)"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 34
+    },
+    "colab_type": "code",
+    "id": "6LPTF7VCvP7Y",
+    "outputId": "cb56c0fb-596c-4565-aa46-006a28a1e8ef"
+   },
+   "outputs": [],
    "source": [
     "df_dummies.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>response</th>\n",
-       "      <th>age</th>\n",
-       "      <th>TSH</th>\n",
-       "      <th>T3</th>\n",
-       "      <th>TT4</th>\n",
-       "      <th>T4U</th>\n",
-       "      <th>FTI</th>\n",
-       "      <th>sex_F</th>\n",
-       "      <th>sex_M</th>\n",
-       "      <th>on_thyroxine_f</th>\n",
-       "      <th>...</th>\n",
-       "      <th>pregnant_f</th>\n",
-       "      <th>pregnant_t</th>\n",
-       "      <th>sick_f</th>\n",
-       "      <th>sick_t</th>\n",
-       "      <th>tumor_f</th>\n",
-       "      <th>tumor_t</th>\n",
-       "      <th>lithium_f</th>\n",
-       "      <th>lithium_t</th>\n",
-       "      <th>goitre_f</th>\n",
-       "      <th>goitre_t</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2723</th>\n",
-       "      <td>0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>333.0</td>\n",
-       "      <td>0.74</td>\n",
-       "      <td>450.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>868</th>\n",
-       "      <td>0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>1.19</td>\n",
-       "      <td>97.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>388</th>\n",
-       "      <td>0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>0.84</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2852</th>\n",
-       "      <td>0</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>0.97</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2727</th>\n",
-       "      <td>0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>84.0</td>\n",
-       "      <td>0.92</td>\n",
-       "      <td>91.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>483</th>\n",
-       "      <td>0</td>\n",
-       "      <td>73.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>104.0</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>137.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>968</th>\n",
-       "      <td>0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>196.0</td>\n",
-       "      <td>0.92</td>\n",
-       "      <td>213.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>164</th>\n",
-       "      <td>0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>1.07</td>\n",
-       "      <td>74.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2989</th>\n",
-       "      <td>0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>113.0</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>114.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2136</th>\n",
-       "      <td>0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>92.0</td>\n",
-       "      <td>0.94</td>\n",
-       "      <td>98.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>10 rows × 25 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      response   age  TSH   T3    TT4   T4U    FTI  sex_F  sex_M  \\\n",
-       "2723         0  72.0  0.0  3.2  333.0  0.74  450.0      1      0   \n",
-       "868          0  20.0  2.0  2.1  116.0  1.19   97.0      1      0   \n",
-       "388          0  41.0  0.0  2.0  100.0  0.84  119.0      0      1   \n",
-       "2852         0  37.0  0.0  1.5   95.0  0.97   99.0      1      0   \n",
-       "2727         0  15.0  1.8  1.9   84.0  0.92   91.0      1      0   \n",
-       "483          0  73.0  0.0  1.0  104.0  0.76  137.0      0      1   \n",
-       "968          0  68.0  0.0  1.8  196.0  0.92  213.0      1      0   \n",
-       "164          0  28.0  0.0  1.6   79.0  1.07   74.0      1      0   \n",
-       "2989         0  38.0  0.0  1.8  113.0  0.99  114.0      0      1   \n",
-       "2136         0  41.0  0.8  2.2   92.0  0.94   98.0      0      1   \n",
-       "\n",
-       "      on_thyroxine_f  ...  pregnant_f  pregnant_t  sick_f  sick_t  tumor_f  \\\n",
-       "2723               1  ...           1           0       1       0        1   \n",
-       "868                1  ...           1           0       1       0        0   \n",
-       "388                1  ...           1           0       1       0        1   \n",
-       "2852               1  ...           1           0       1       0        1   \n",
-       "2727               0  ...           1           0       1       0        1   \n",
-       "483                0  ...           1           0       1       0        1   \n",
-       "968                0  ...           1           0       1       0        1   \n",
-       "164                1  ...           1           0       1       0        1   \n",
-       "2989               1  ...           1           0       1       0        1   \n",
-       "2136               1  ...           1           0       1       0        1   \n",
-       "\n",
-       "      tumor_t  lithium_f  lithium_t  goitre_f  goitre_t  \n",
-       "2723        0          1          0         1         0  \n",
-       "868         1          1          0         1         0  \n",
-       "388         0          1          0         1         0  \n",
-       "2852        0          1          0         1         0  \n",
-       "2727        0          1          0         1         0  \n",
-       "483         0          1          0         1         0  \n",
-       "968         0          1          0         1         0  \n",
-       "164         0          1          0         1         0  \n",
-       "2989        0          1          0         1         0  \n",
-       "2136        0          1          0         1         0  \n",
-       "\n",
-       "[10 rows x 25 columns]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 363
+    },
+    "colab_type": "code",
+    "id": "Cn3vcIoWvP7c",
+    "outputId": "a2449ffd-e8f2-4905-ad6a-d3a4bf13b0ec"
+   },
+   "outputs": [],
    "source": [
     "df_dummies.sample(10)"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "cOtuodYBvP7g"
+   },
    "source": [
     "### Test/train split"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "tknuBZDnvP7h"
+   },
    "outputs": [],
    "source": [
     "from sklearn.model_selection import train_test_split\n",
@@ -1446,9 +527,30 @@
     "                                                    random_state=42)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 50
+    },
+    "colab_type": "code",
+    "id": "G2RA5KJcEe1j",
+    "outputId": "259d0964-d42f-4cbd-b28a-bde1bee22c8d"
+   },
+   "outputs": [],
+   "source": [
+    "print(\"Training set shape\",X_train.shape)\n",
+    "print(\"Test set shape\",X_test.shape)"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "udN1_fDGvP7j"
+   },
    "source": [
     "### Using `LogisticRegression` estimator from Scikit-learn\n",
     "We are using the L2 regularization by default"
@@ -1456,8 +558,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "P62kZToSvP7k"
+   },
    "outputs": [],
    "source": [
     "from sklearn.linear_model import LogisticRegression"
@@ -1465,8 +571,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "GGqsx2JQvP7n"
+   },
    "outputs": [],
    "source": [
     "clf1 = LogisticRegression(penalty='l2',solver='newton-cg')"
@@ -1474,169 +584,159 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
-       "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
-       "                   multi_class='warn', n_jobs=None, penalty='l2',\n",
-       "                   random_state=None, solver='newton-cg', tol=0.0001, verbose=0,\n",
-       "                   warm_start=False)"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 101
+    },
+    "colab_type": "code",
+    "id": "OKvgysYbvP7r",
+    "outputId": "bbc91a6c-0de0-4375-980a-983e1b87eaf1"
+   },
+   "outputs": [],
    "source": [
     "clf1.fit(X_train,y_train)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "92jXObyGEtqv"
+   },
+   "source": [
+    "### Intercept, coefficients, and score"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([2.28505635])"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 34
+    },
+    "colab_type": "code",
+    "id": "cE5kZZfKvP7u",
+    "outputId": "baa40039-6f76-4d2a-c8c9-1c224ae17e60"
+   },
+   "outputs": [],
    "source": [
     "clf1.intercept_"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0.02031891,  0.01861483, -0.32521624,  0.00395536,  0.30699662,\n",
-       "        -0.10796208,  0.30204535, -0.30203906,  0.89773252, -0.89772623,\n",
-       "         0.62687639, -0.6268701 , -0.67442866,  0.67443495,  0.13428829,\n",
-       "        -0.134282  ,  0.27313082, -0.27312453,  0.26139024, -0.26138395,\n",
-       "         0.08932836, -0.08932207, -0.24899247,  0.24899876]])"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 101
+    },
+    "colab_type": "code",
+    "id": "Tl_QpokTvP70",
+    "outputId": "50bf756a-def9-42ca-8980-2eab9093443f"
+   },
+   "outputs": [],
    "source": [
     "clf1.coef_"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.9816666666666667"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 34
+    },
+    "colab_type": "code",
+    "id": "JNLVBLeBvP75",
+    "outputId": "a3d00ed7-9d23-4661-8492-5333f2fb76bd"
+   },
+   "outputs": [],
    "source": [
     "clf1.score(X_test,y_test)"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "Bcd0se4pvP7_"
+   },
    "source": [
     "### For `LogisticRegression` estimator, there is a special `predict_proba` method which computes the raw probability values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[9.90471425e-01, 9.52857501e-03],\n",
-       "       [9.98714315e-01, 1.28568502e-03],\n",
-       "       [9.99998902e-01, 1.09815325e-06],\n",
-       "       [6.24016181e-01, 3.75983819e-01],\n",
-       "       [9.99295639e-01, 7.04361266e-04],\n",
-       "       [8.64074609e-01, 1.35925391e-01],\n",
-       "       [9.83696492e-01, 1.63035084e-02],\n",
-       "       [9.98506849e-01, 1.49315068e-03],\n",
-       "       [2.21967296e-01, 7.78032704e-01],\n",
-       "       [9.99968080e-01, 3.19203769e-05]])"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "x-bfhAPhFhC-"
+   },
+   "outputs": [],
    "source": [
-    "clf1.predict_proba(X_test[:10])"
+    "prob_threshold = 0.5"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2944    0\n",
-       "511     0\n",
-       "2116    0\n",
-       "1412    0\n",
-       "2039    0\n",
-       "2013    0\n",
-       "1478    0\n",
-       "2744    0\n",
-       "83      1\n",
-       "2100    0\n",
-       "Name: response, dtype: int64"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 343
+    },
+    "colab_type": "code",
+    "id": "iyhdw03vvP8A",
+    "outputId": "5a3c2363-1573-44cf-edce-c3dedce3de95"
+   },
+   "outputs": [],
+   "source": [
+    "prob_df=pd.DataFrame(clf1.predict_proba(X_test[:10]),columns=['Prob of NO','Prob of YES'])\n",
+    "prob_df['Decision']=(prob_df['Prob of YES']>prob_threshold).apply(int)\n",
+    "prob_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 202
+    },
+    "colab_type": "code",
+    "id": "A4SQ1XXxvP8E",
+    "outputId": "4a0e9218-7d24-473a-eed3-d246ee4d03ef"
+   },
+   "outputs": [],
    "source": [
     "y_test[:10]"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "_PeE-kOIvP8J"
+   },
    "source": [
     "### Classification report, and confusion matrix"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "DqHMkTpfvP8K"
+   },
    "outputs": [],
    "source": [
     "from sklearn.metrics import classification_report, confusion_matrix"
@@ -1644,100 +744,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "              precision    recall  f1-score   support\n",
-      "\n",
-      "           0       0.99      0.99      0.99       569\n",
-      "           1       0.86      0.77      0.81        31\n",
-      "\n",
-      "    accuracy                           0.98       600\n",
-      "   macro avg       0.92      0.88      0.90       600\n",
-      "weighted avg       0.98      0.98      0.98       600\n",
-      "\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 168
+    },
+    "colab_type": "code",
+    "id": "7Qv9q7vZvP8P",
+    "outputId": "047e39c0-8b67-4dbc-f7e1-d23fba68b82d"
+   },
+   "outputs": [],
    "source": [
     "print(classification_report(y_test, clf1.predict(X_test)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Predict-YES</th>\n",
-       "      <th>Predict-NO</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>YES</th>\n",
-       "      <td>565</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NO</th>\n",
-       "      <td>7</td>\n",
-       "      <td>24</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Predict-YES  Predict-NO\n",
-       "YES          565           4\n",
-       "NO             7          24"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 106
+    },
+    "colab_type": "code",
+    "id": "XSNxqNpHvP8a",
+    "outputId": "ae951eda-bed2-431e-bba1-2da0f7737f6f"
+   },
+   "outputs": [],
    "source": [
     "pd.DataFrame(confusion_matrix(y_test, clf1.predict(X_test)),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "feE3XMmFvP8g"
+   },
    "source": [
     "### Using `statsmodels` library"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "PPb2I3nUvP8i"
+   },
    "outputs": [],
    "source": [
     "import statsmodels.formula.api as smf\n",
@@ -1746,40 +802,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['response', 'age', 'TSH', 'T3', 'TT4', 'T4U', 'FTI', 'sex_F', 'sex_M',\n",
-       "       'on_thyroxine_f', 'on_thyroxine_t', 'antithyroid_medication_f',\n",
-       "       'antithyroid_medication_t', 'thyroid_surgery_f', 'thyroid_surgery_t',\n",
-       "       'pregnant_f', 'pregnant_t', 'sick_f', 'sick_t', 'tumor_f', 'tumor_t',\n",
-       "       'lithium_f', 'lithium_t', 'goitre_f', 'goitre_t'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 118
+    },
+    "colab_type": "code",
+    "id": "aSDnuENRvP8p",
+    "outputId": "2c90eed3-ffd9-478c-8dcc-6a4751b03dea"
+   },
+   "outputs": [],
    "source": [
     "df_dummies.columns"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "KtujrgvyvP8u"
+   },
    "source": [
     "### Create a 'formula' in the same style as in R language"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "vIC8zIl7vP8v"
+   },
    "outputs": [],
    "source": [
     "formula = 'response ~ ' + '+'.join(df_dummies.columns[1:])"
@@ -1787,35 +842,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'response ~ age+TSH+T3+TT4+T4U+FTI+sex_F+sex_M+on_thyroxine_f+on_thyroxine_t+antithyroid_medication_f+antithyroid_medication_t+thyroid_surgery_f+thyroid_surgery_t+pregnant_f+pregnant_t+sick_f+sick_t+tumor_f+tumor_t+lithium_f+lithium_t+goitre_f+goitre_t'"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 54
+    },
+    "colab_type": "code",
+    "id": "Hiyjw4g7vP8z",
+    "outputId": "8d46f0d2-00fa-472c-abd1-839f4304b94e"
+   },
+   "outputs": [],
    "source": [
     "formula"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "_A9t8JJZvP86"
+   },
    "source": [
     "### Fit a GLM (Generalized Linear model) with this formula and choosing `Binomial` as the family of function"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "k5Oi9XTQvP87"
+   },
    "outputs": [],
    "source": [
     "model = smf.glm(formula = formula, data=df_dummies, family=sm.families.Binomial())"
@@ -1823,8 +882,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "dWlUR6aQvP9C"
+   },
    "outputs": [],
    "source": [
     "result=model.fit()"
@@ -1832,208 +895,121 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "Q-yoBbVUvP9M"
+   },
    "source": [
     "### `summary` method shows a R-style table with all kind of statistical information"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                 Generalized Linear Model Regression Results                  \n",
-      "==============================================================================\n",
-      "Dep. Variable:               response   No. Observations:                 2000\n",
-      "Model:                            GLM   Df Residuals:                     1984\n",
-      "Model Family:                Binomial   Df Model:                           15\n",
-      "Link Function:                  logit   Scale:                          1.0000\n",
-      "Method:                          IRLS   Log-Likelihood:                -123.59\n",
-      "Date:                Wed, 21 Aug 2019   Deviance:                       247.17\n",
-      "Time:                        09:53:31   Pearson chi2:                 9.10e+03\n",
-      "No. Iterations:                    22                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "============================================================================================\n",
-      "                               coef    std err          z      P>|z|      [0.025      0.975]\n",
-      "--------------------------------------------------------------------------------------------\n",
-      "Intercept                   -3.1161   4981.805     -0.001      1.000   -9767.274    9761.042\n",
-      "age                          0.0219      0.011      2.062      0.039       0.001       0.043\n",
-      "TSH                          0.0214      0.008      2.823      0.005       0.007       0.036\n",
-      "T3                          -0.0233      0.320     -0.073      0.942      -0.651       0.604\n",
-      "TT4                          0.0367      0.027      1.376      0.169      -0.016       0.089\n",
-      "T4U                         -1.5693      1.656     -0.947      0.343      -4.816       1.677\n",
-      "FTI                         -0.1420      0.030     -4.709      0.000      -0.201      -0.083\n",
-      "sex_F                       -1.4005   2490.902     -0.001      1.000   -4883.479    4880.678\n",
-      "sex_M                       -1.7156   2490.902     -0.001      0.999   -4883.794    4880.363\n",
-      "on_thyroxine_f              -1.2357   2490.902     -0.000      1.000   -4883.314    4880.843\n",
-      "on_thyroxine_t              -1.8804   2490.902     -0.001      0.999   -4883.959    4880.198\n",
-      "antithyroid_medication_f    -0.3206   2490.902     -0.000      1.000   -4882.400    4881.758\n",
-      "antithyroid_medication_t    -2.7954   2490.902     -0.001      0.999   -4884.874    4879.284\n",
-      "thyroid_surgery_f           -2.2489   2490.902     -0.001      0.999   -4884.328    4879.830\n",
-      "thyroid_surgery_t           -0.8672   2490.902     -0.000      1.000   -4882.946    4881.212\n",
-      "pregnant_f                  -0.2489   2490.903  -9.99e-05      1.000   -4882.329    4881.831\n",
-      "pregnant_t                  -2.8671   2490.903     -0.001      0.999   -4884.947    4879.213\n",
-      "sick_f                      -1.1899   2490.902     -0.000      1.000   -4883.269    4880.889\n",
-      "sick_t                      -1.9262   2490.902     -0.001      0.999   -4884.005    4880.153\n",
-      "tumor_f                      8.1294   6275.938      0.001      0.999   -1.23e+04    1.23e+04\n",
-      "tumor_t                    -11.2454   7357.670     -0.002      0.999   -1.44e+04    1.44e+04\n",
-      "lithium_f                    8.7704   2.42e+04      0.000      1.000   -4.75e+04    4.75e+04\n",
-      "lithium_t                  -11.8864   2.91e+04     -0.000      1.000    -5.7e+04     5.7e+04\n",
-      "goitre_f                    -1.9841   2490.902     -0.001      0.999   -4884.063    4880.095\n",
-      "goitre_t                    -1.1320   2490.902     -0.000      1.000   -4883.211    4880.947\n",
-      "============================================================================================\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 689
+    },
+    "colab_type": "code",
+    "id": "1pO4jVRhvP9N",
+    "outputId": "9888a968-7d1d-4ede-95ae-481ecc751831"
+   },
+   "outputs": [],
    "source": [
     "print(result.summary())"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "RauDe86hvP9U"
+   },
    "source": [
     "### The `predict` method computes probability for the test dataset"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2944    2.408353e-03\n",
-       "511     6.250161e-04\n",
-       "2116    6.125699e-07\n",
-       "1412    3.274420e-01\n",
-       "2039    7.888963e-04\n",
-       "2013    1.325293e-01\n",
-       "1478    3.197375e-02\n",
-       "2744    1.098108e-03\n",
-       "83      8.650453e-01\n",
-       "2100    6.524129e-05\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 202
+    },
+    "colab_type": "code",
+    "id": "woKRF8eSvP9V",
+    "outputId": "d22928b5-8b1d-4e81-cb3c-3e8ca04f777e"
+   },
+   "outputs": [],
    "source": [
     "result.predict(X_test[:10])"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "O8nEHxDBvP9d"
+   },
    "source": [
     "### To create binary predictions, you have to apply a threshold probability and convert the booleans into integers"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "NAuhv8qivP9i"
+   },
    "outputs": [],
    "source": [
-    "y_pred=(result.predict(X_test)>0.5).apply(int)"
+    "y_pred=(result.predict(X_test)>prob_threshold).apply(int)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "              precision    recall  f1-score   support\n",
-      "\n",
-      "           0       0.99      0.99      0.99       569\n",
-      "           1       0.89      0.77      0.83        31\n",
-      "\n",
-      "    accuracy                           0.98       600\n",
-      "   macro avg       0.94      0.88      0.91       600\n",
-      "weighted avg       0.98      0.98      0.98       600\n",
-      "\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 168
+    },
+    "colab_type": "code",
+    "id": "AbETGp2VvP9l",
+    "outputId": "2dd64113-0ef5-4b15-90fc-901bd8d3ed93"
+   },
+   "outputs": [],
    "source": [
     "print(classification_report(y_test,y_pred))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Predict-YES</th>\n",
-       "      <th>Predict-NO</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>YES</th>\n",
-       "      <td>566</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NO</th>\n",
-       "      <td>7</td>\n",
-       "      <td>24</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Predict-YES  Predict-NO\n",
-       "YES          566           3\n",
-       "NO             7          24"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 106
+    },
+    "colab_type": "code",
+    "id": "uMxjluvgvP9u",
+    "outputId": "63d11ef5-1f15-47cd-fe00-7ad2f98d2301"
+   },
+   "outputs": [],
    "source": [
     "pd.DataFrame(confusion_matrix(y_test, y_pred),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "60jxAabLvP9y"
+   },
    "source": [
     "### A smaller model with only first few variables\n",
     "\n",
@@ -2042,20 +1018,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'response ~ age+TSH+T3+TT4+T4U+FTI'"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 34
+    },
+    "colab_type": "code",
+    "id": "dJW9zPjWvP90",
+    "outputId": "748434e1-a1c9-4e39-bfec-0903bb5ffecf"
+   },
+   "outputs": [],
    "source": [
     "formula = 'response ~ ' + '+'.join(df_dummies.columns[1:7])\n",
     "formula"
@@ -2063,38 +1036,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                 Generalized Linear Model Regression Results                  \n",
-      "==============================================================================\n",
-      "Dep. Variable:               response   No. Observations:                 2000\n",
-      "Model:                            GLM   Df Residuals:                     1993\n",
-      "Model Family:                Binomial   Df Model:                            6\n",
-      "Link Function:                  logit   Scale:                          1.0000\n",
-      "Method:                          IRLS   Log-Likelihood:                -131.55\n",
-      "Date:                Wed, 21 Aug 2019   Deviance:                       263.09\n",
-      "Time:                        09:54:18   Pearson chi2:                 5.65e+03\n",
-      "No. Iterations:                     9                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept      4.1596      1.995      2.085      0.037       0.250       8.069\n",
-      "age            0.0248      0.010      2.481      0.013       0.005       0.044\n",
-      "TSH            0.0212      0.007      2.892      0.004       0.007       0.035\n",
-      "T3             0.0704      0.297      0.237      0.812      -0.511       0.652\n",
-      "TT4            0.0296      0.026      1.134      0.257      -0.022       0.081\n",
-      "T4U           -1.2903      1.665     -0.775      0.438      -4.553       1.973\n",
-      "FTI           -0.1307      0.029     -4.449      0.000      -0.188      -0.073\n",
-      "==============================================================================\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 386
+    },
+    "colab_type": "code",
+    "id": "Ujsp2wTdvP93",
+    "outputId": "10a0bb28-7fc2-4fb5-fc01-dfc895b9cf1b"
+   },
+   "outputs": [],
    "source": [
     "model = smf.glm(formula = formula, data=df_dummies, family=sm.families.Binomial())\n",
     "result=model.fit()\n",
@@ -2103,93 +1055,87 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "              precision    recall  f1-score   support\n",
-      "\n",
-      "           0       0.99      0.99      0.99       573\n",
-      "           1       0.74      0.85      0.79        27\n",
-      "\n",
-      "    accuracy                           0.98       600\n",
-      "   macro avg       0.87      0.92      0.89       600\n",
-      "weighted avg       0.98      0.98      0.98       600\n",
-      "\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 168
+    },
+    "colab_type": "code",
+    "id": "BFhjN31yvP95",
+    "outputId": "3e230cbf-1f0d-4c8d-f2cd-90c6f3de6587"
+   },
+   "outputs": [],
    "source": [
-    "y_pred=(result.predict(X_test)>0.5).apply(int)\n",
+    "y_pred=(result.predict(X_test)>prob_threshold).apply(int)\n",
     "print(classification_report(y_pred,y_test))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Predict-YES</th>\n",
-       "      <th>Predict-NO</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>YES</th>\n",
-       "      <td>565</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NO</th>\n",
-       "      <td>8</td>\n",
-       "      <td>23</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Predict-YES  Predict-NO\n",
-       "YES          565           4\n",
-       "NO             8          23"
-      ]
-     },
-     "execution_count": 56,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 106
+    },
+    "colab_type": "code",
+    "id": "Wz6is-LwvP98",
+    "outputId": "5918cd8e-1e6a-4c85-86c6-8a3d0d9410cf"
+   },
+   "outputs": [],
    "source": [
     "pd.DataFrame(confusion_matrix(y_test, y_pred),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "colab_type": "text",
+    "id": "wZgi_pXGHD3E"
+   },
+   "source": [
+    "### How do the probabilities compare between `Scikit-learn` and `Statsmodels` predictions? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "O55cr8UrHqnM"
+   },
+   "outputs": [],
+   "source": [
+    "sklearn_prob = clf1.predict_proba(X_test)[...,1][:10]\n",
+    "statsmodels_prob =  result.predict(X_test[:10])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 343
+    },
+    "colab_type": "code",
+    "id": "KYumGbsAHDCp",
+    "outputId": "5ec364f0-3999-43b6-8a4a-f150f9c8f071"
+   },
+   "outputs": [],
+   "source": [
+    "prob_comp_df=pd.DataFrame(data={'Scikit-learn Prob':list(sklearn_prob),'Statsmodels Prob':list(statsmodels_prob)})\n",
+    "prob_comp_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "q_nNkT6NvP9-"
+   },
    "source": [
     "### Coefficient interpretation\n",
     "\n",
@@ -2201,6 +1147,14 @@
   }
  ],
  "metadata": {
+  "colab": {
+   "collapsed_sections": [
+    "q_nNkT6NvP9-"
+   ],
+   "name": "Logistic_Reg_sklearn_statsmodels.ipynb",
+   "provenance": [],
+   "version": "0.3.2"
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -2216,7 +1170,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.0"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,

From 955cfba789514796044ea1c4de0efb11ffeb4a16 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 21 Aug 2019 14:55:32 -0700
Subject: [PATCH 069/165] Added probability comparison and tables

---
 .../Logistic_Reg_sklearn_statsmodels.ipynb    | 1961 ++++++++++++++++-
 1 file changed, 1844 insertions(+), 117 deletions(-)

diff --git a/Classification/Logistic_Reg_sklearn_statsmodels.ipynb b/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
index e926e03..4ae5b00 100644
--- a/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
+++ b/Classification/Logistic_Reg_sklearn_statsmodels.ipynb
@@ -84,23 +84,12 @@
     "id": "qSTybVWUwsKq",
     "outputId": "ea0c2026-0507-4be2-a2d0-7f7f34ffcc91"
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "'wget' is not recognized as an internal or external command,\n",
-      "operable program or batch file.\n",
-      "'mv' is not recognized as an internal or external command,\n",
-      "operable program or batch file.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "!wget https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Datasets/hypothyroid.csv\n",
+    "#!wget https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Datasets/hypothyroid.csv\n",
     "\n",
-    "!mkdir Data\n",
-    "!mv hypothyroid.csv Data/"
+    "#!mkdir Data\n",
+    "#!mv hypothyroid.csv Data/"
    ]
   },
   {
@@ -111,33 +100,14 @@
     "colab_type": "code",
     "id": "hQxY_7FHvP5i"
    },
-   "outputs": [
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "File b'Data/hypothyroid.csv' does not exist",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-5-d88a20b92b31>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Data/hypothyroid.csv'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mindex_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mna_values\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'?'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[0;32m    707\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[0;32m    708\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 709\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    710\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    711\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    447\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    816\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    817\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 818\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    819\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    820\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1047\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'c'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1048\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'c'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1049\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1050\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1051\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'python'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mc:\\programdata\\miniconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1693\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'allow_leading_cols'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1694\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1695\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1696\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1697\u001b[0m         \u001b[1;31m# XXX\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n",
-      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n",
-      "\u001b[1;31mFileNotFoundError\u001b[0m: File b'Data/hypothyroid.csv' does not exist"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.read_csv('Data/hypothyroid.csv',index_col=False,names=names,na_values=['?'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -147,14 +117,221 @@
     "id": "IIG7QEoOvP5l",
     "outputId": "c67b69ff-2f7c-4d3b-e6eb-e7b54ea13b63"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>on_thyroxine</th>\n",
+       "      <th>query_on_thyroxine</th>\n",
+       "      <th>antithyroid_medication</th>\n",
+       "      <th>thyroid_surgery</th>\n",
+       "      <th>query_hypothyroid</th>\n",
+       "      <th>query_hyperthyroid</th>\n",
+       "      <th>pregnant</th>\n",
+       "      <th>...</th>\n",
+       "      <th>T3_measured</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4_measured</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U_measured</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI_measured</th>\n",
+       "      <th>FTI</th>\n",
+       "      <th>TBG_measured</th>\n",
+       "      <th>TBG</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>y</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td>y</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>t</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>y</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>y</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>y</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>y</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>y</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>y</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>y</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>y</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>n</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 26 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      response   age sex on_thyroxine query_on_thyroxine  \\\n",
+       "0  hypothyroid  72.0   M            f                  f   \n",
+       "1  hypothyroid  15.0   F            t                  f   \n",
+       "2  hypothyroid  24.0   M            f                  f   \n",
+       "3  hypothyroid  24.0   F            f                  f   \n",
+       "4  hypothyroid  77.0   M            f                  f   \n",
+       "\n",
+       "  antithyroid_medication thyroid_surgery query_hypothyroid query_hyperthyroid  \\\n",
+       "0                      f               f                 f                  f   \n",
+       "1                      f               f                 f                  f   \n",
+       "2                      f               f                 f                  f   \n",
+       "3                      f               f                 f                  f   \n",
+       "4                      f               f                 f                  f   \n",
+       "\n",
+       "  pregnant ...  T3_measured   T3 TT4_measured   TT4 T4U_measured   T4U  \\\n",
+       "0        f ...            y  0.6            y  15.0            y  1.48   \n",
+       "1        f ...            y  1.7            y  19.0            y  1.13   \n",
+       "2        f ...            y  0.2            y   4.0            y  1.00   \n",
+       "3        f ...            y  0.4            y   6.0            y  1.04   \n",
+       "4        f ...            y  1.2            y  57.0            y  1.28   \n",
+       "\n",
+       "  FTI_measured   FTI TBG_measured  TBG  \n",
+       "0            y  10.0            n  NaN  \n",
+       "1            y  17.0            n  NaN  \n",
+       "2            y   0.0            n  NaN  \n",
+       "3            y   6.0            n  NaN  \n",
+       "4            y  44.0            n  NaN  \n",
+       "\n",
+       "[5 rows x 26 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -170,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -180,14 +357,33 @@
     "id": "xyXfEueTvP50",
     "outputId": "b5f9fdf3-ee47-4d56-f9fc-1561ac4d44d1"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['query_on_thyroxine',\n",
+       " 'query_hypothyroid',\n",
+       " 'query_hyperthyroid',\n",
+       " 'TSH_measured',\n",
+       " 'T3_measured',\n",
+       " 'TT4_measured',\n",
+       " 'T4U_measured',\n",
+       " 'FTI_measured',\n",
+       " 'TBG_measured']"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "to_drop"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -200,7 +396,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -213,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -223,7 +419,167 @@
     "id": "2iFMV-9TvP6C",
     "outputId": "ed3c5277-a40d-49e9-ad5b-851e713ab09a"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>on_thyroxine</th>\n",
+       "      <th>antithyroid_medication</th>\n",
+       "      <th>thyroid_surgery</th>\n",
+       "      <th>pregnant</th>\n",
+       "      <th>sick</th>\n",
+       "      <th>tumor</th>\n",
+       "      <th>lithium</th>\n",
+       "      <th>goitre</th>\n",
+       "      <th>TSH</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>t</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>430.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>hypothyroid</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      response   age sex on_thyroxine antithyroid_medication thyroid_surgery  \\\n",
+       "0  hypothyroid  72.0   M            f                      f               f   \n",
+       "1  hypothyroid  15.0   F            t                      f               f   \n",
+       "2  hypothyroid  24.0   M            f                      f               f   \n",
+       "3  hypothyroid  24.0   F            f                      f               f   \n",
+       "4  hypothyroid  77.0   M            f                      f               f   \n",
+       "\n",
+       "  pregnant sick tumor lithium goitre    TSH   T3   TT4   T4U   FTI  \n",
+       "0        f    f     f       f      f   30.0  0.6  15.0  1.48  10.0  \n",
+       "1        f    f     f       f      f  145.0  1.7  19.0  1.13  17.0  \n",
+       "2        f    f     f       f      f    0.0  0.2   4.0  1.00   0.0  \n",
+       "3        f    f     f       f      f  430.0  0.4   6.0  1.04   6.0  \n",
+       "4        f    f     f       f      f    7.3  1.2  57.0  1.28  44.0  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head()"
    ]
@@ -240,7 +596,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -250,7 +606,124 @@
     "id": "4aXISwuJvP6K",
     "outputId": "71e4f700-0e12-4f65-adb6-8c6ab613d484"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>age</th>\n",
+       "      <td>2717.0</td>\n",
+       "      <td>51.154214</td>\n",
+       "      <td>19.294405</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>35.00</td>\n",
+       "      <td>54.00</td>\n",
+       "      <td>67.000</td>\n",
+       "      <td>98.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TSH</th>\n",
+       "      <td>2695.0</td>\n",
+       "      <td>5.923180</td>\n",
+       "      <td>23.899467</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>2.300</td>\n",
+       "      <td>530.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>T3</th>\n",
+       "      <td>2468.0</td>\n",
+       "      <td>1.939749</td>\n",
+       "      <td>0.996773</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.40</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>2.300</td>\n",
+       "      <td>10.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TT4</th>\n",
+       "      <td>2914.0</td>\n",
+       "      <td>108.850000</td>\n",
+       "      <td>45.485419</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>83.00</td>\n",
+       "      <td>104.00</td>\n",
+       "      <td>128.000</td>\n",
+       "      <td>450.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>T4U</th>\n",
+       "      <td>2915.0</td>\n",
+       "      <td>0.978199</td>\n",
+       "      <td>0.226580</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.85</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>1.065</td>\n",
+       "      <td>2.21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FTI</th>\n",
+       "      <td>2916.0</td>\n",
+       "      <td>115.397771</td>\n",
+       "      <td>60.239572</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>91.00</td>\n",
+       "      <td>107.00</td>\n",
+       "      <td>129.000</td>\n",
+       "      <td>881.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      count        mean        std  min    25%     50%      75%     max\n",
+       "age  2717.0   51.154214  19.294405  1.0  35.00   54.00   67.000   98.00\n",
+       "TSH  2695.0    5.923180  23.899467  0.0   0.00    0.70    2.300  530.00\n",
+       "T3   2468.0    1.939749   0.996773  0.0   1.40    1.80    2.300   10.20\n",
+       "TT4  2914.0  108.850000  45.485419  2.0  83.00  104.00  128.000  450.00\n",
+       "T4U  2915.0    0.978199   0.226580  0.0   0.85    0.96    1.065    2.21\n",
+       "FTI  2916.0  115.397771  60.239572  0.0  91.00  107.00  129.000  881.00"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.describe().T"
    ]
@@ -268,7 +741,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -278,7 +751,34 @@
     "id": "WKbQCqf_vP6X",
     "outputId": "533a5442-e601-4fb8-fc1e-288394100dd0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "response                    0\n",
+       "age                       446\n",
+       "sex                        73\n",
+       "on_thyroxine                0\n",
+       "antithyroid_medication      0\n",
+       "thyroid_surgery             0\n",
+       "pregnant                    0\n",
+       "sick                        0\n",
+       "tumor                       0\n",
+       "lithium                     0\n",
+       "goitre                      0\n",
+       "TSH                       468\n",
+       "T3                        695\n",
+       "TT4                       249\n",
+       "T4U                       248\n",
+       "FTI                       247\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.isna().sum()"
    ]
@@ -295,7 +795,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -308,7 +808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -318,7 +818,18 @@
     "id": "YIQLA-SDvP6f",
     "outputId": "137bc7b2-0d54-45da-e4af-feb9ba16ac2a"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2000, 16)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.shape"
    ]
@@ -335,7 +846,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -352,7 +863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -365,7 +876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -375,14 +886,174 @@
     "id": "oMvub8wHvP6v",
     "outputId": "d488da5d-b3a2-419e-89c8-98a5c8b7ccf7"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>on_thyroxine</th>\n",
+       "      <th>antithyroid_medication</th>\n",
+       "      <th>thyroid_surgery</th>\n",
+       "      <th>pregnant</th>\n",
+       "      <th>sick</th>\n",
+       "      <th>tumor</th>\n",
+       "      <th>lithium</th>\n",
+       "      <th>goitre</th>\n",
+       "      <th>TSH</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>t</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>430.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>f</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   response   age sex on_thyroxine antithyroid_medication thyroid_surgery  \\\n",
+       "0         1  72.0   M            f                      f               f   \n",
+       "1         1  15.0   F            t                      f               f   \n",
+       "2         1  24.0   M            f                      f               f   \n",
+       "3         1  24.0   F            f                      f               f   \n",
+       "4         1  77.0   M            f                      f               f   \n",
+       "\n",
+       "  pregnant sick tumor lithium goitre    TSH   T3   TT4   T4U   FTI  \n",
+       "0        f    f     f       f      f   30.0  0.6  15.0  1.48  10.0  \n",
+       "1        f    f     f       f      f  145.0  1.7  19.0  1.13  17.0  \n",
+       "2        f    f     f       f      f    0.0  0.2   4.0  1.00   0.0  \n",
+       "3        f    f     f       f      f  430.0  0.4   6.0  1.04   6.0  \n",
+       "4        f    f     f       f      f    7.3  1.2  57.0  1.28  44.0  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -392,7 +1063,21 @@
     "id": "TSg0NNwZvP62",
     "outputId": "44b18462-2666-43e3-9e2f-e5bb986b6f3d"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['response', 'age', 'sex', 'on_thyroxine', 'antithyroid_medication',\n",
+       "       'thyroid_surgery', 'pregnant', 'sick', 'tumor', 'lithium', 'goitre',\n",
+       "       'TSH', 'T3', 'TT4', 'T4U', 'FTI'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.columns"
    ]
@@ -409,7 +1094,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -419,7 +1104,68 @@
     "id": "PKC4kJgivP7C",
     "outputId": "045f855a-e1b7-4538-be55-8fbae2e88fdf"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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sCElSkwUhSWqyICRJTRaEJKnJgpBWyYj/LyQsCIkkm5NcneRjwKXAm5J8M8mlSb6Q5MDhuDOTXJXk+0k+NIx9Jsknkvxnkv9J8pphfP8kn05yeZLvJnnJMP7mJOcl+UqSnUk+OIxvGP6uK4bHvGsYf+Zw7I7hOY7p8TXSdNrYO4A0IY4G3gL8LXAe8LKquiPJe4B3J/kH4LXAMVVVSQ5e9djNwB8DzwQuSTIHvA2gqn53+KH+1STPGo5/HvB84B7gB0m2AU8CZqvqOQCr/v7twFurameSFwIfA166Pl8C6YEsCGnkuqr61jADeDbw30kA9mV0qofbgLuBTyb5MvClVY89p6p+BexMci1wDPCHwDaAqromyXXA7oK4uKpuBUhyFfB04ErgGUNZfJlRoRwIHAd8YcgCsN+6/OulBgtCGrljuA1wUVW9Ye8DkrwAOJ7RCQ3fzp7f5Pc+X03RPo36bves+vh+YGNV/SzJc4FXMJp9/DnwTuDnVfW83/DfIj0i3IOQHuhbwIuHZSKSHJDkWcNv80+oqgsZ/eBe/UP7pCT7JHkm8AzgB8A3gDcOf8ezgKcN401JDgP2qaovAn8DHFtVtwE/THLScEyGEpHGwhmEtEpVrSR5M/C5JLuXc94H3A6cn2R/RrODd6162A+ArwOHM9ovuHvY8P5EksuB+4A3V9U9q5aK9jYLfHrVK6jeO9y+Efh4kvcBj2N0SdjvPQL/VOlheTZX6beQ5DPAl6rq3N5ZpEeaS0ySpCZnEJKkJmcQkqQmC0KS1GRBSJKaLAhJUpMFIUlqsiAkSU3/C36W2leVo5dWAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "for var in ['age','TSH','T3','TT4','T4U','FTI']:\n",
     "    sns.boxplot(x='response',y=var,data=df)\n",
@@ -428,7 +1174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -438,7 +1184,18 @@
     "id": "Pe0sLCwvvP7P",
     "outputId": "07b02f1d-5b8e-4f1e-f76d-09f52f3318ad"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 42 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.pairplot(data=df[df.columns[1:]],diag_kws={'edgecolor':'k','bins':25},plot_kws={'edgecolor':'k'})\n",
     "plt.show()"
@@ -456,7 +1213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -469,7 +1226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -479,14 +1236,25 @@
     "id": "6LPTF7VCvP7Y",
     "outputId": "cb56c0fb-596c-4565-aa46-006a28a1e8ef"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2000, 25)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df_dummies.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -496,7 +1264,342 @@
     "id": "Cn3vcIoWvP7c",
     "outputId": "a2449ffd-e8f2-4905-ad6a-d3a4bf13b0ec"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>response</th>\n",
+       "      <th>age</th>\n",
+       "      <th>TSH</th>\n",
+       "      <th>T3</th>\n",
+       "      <th>TT4</th>\n",
+       "      <th>T4U</th>\n",
+       "      <th>FTI</th>\n",
+       "      <th>sex_F</th>\n",
+       "      <th>sex_M</th>\n",
+       "      <th>on_thyroxine_f</th>\n",
+       "      <th>...</th>\n",
+       "      <th>pregnant_f</th>\n",
+       "      <th>pregnant_t</th>\n",
+       "      <th>sick_f</th>\n",
+       "      <th>sick_t</th>\n",
+       "      <th>tumor_f</th>\n",
+       "      <th>tumor_t</th>\n",
+       "      <th>lithium_f</th>\n",
+       "      <th>lithium_t</th>\n",
+       "      <th>goitre_f</th>\n",
+       "      <th>goitre_t</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>678</th>\n",
+       "      <td>0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>1.24</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2803</th>\n",
+       "      <td>0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1404</th>\n",
+       "      <td>0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2779</th>\n",
+       "      <td>0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>1.02</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2949</th>\n",
+       "      <td>0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1487</th>\n",
+       "      <td>0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>0.92</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1410</th>\n",
+       "      <td>0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>1.21</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1700</th>\n",
+       "      <td>0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>1.1</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>0.86</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1131</th>\n",
+       "      <td>0</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>0.58</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>577</th>\n",
+       "      <td>0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 25 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      response   age   TSH   T3    TT4   T4U    FTI  sex_F  sex_M  \\\n",
+       "678          0  76.0   0.0  2.6  149.0  1.24  120.0      1      0   \n",
+       "2803         0  65.0   0.0  0.9   78.0  0.67  116.0      0      1   \n",
+       "1404         0  71.0   3.1  1.6   87.0  0.98   89.0      1      0   \n",
+       "2779         0  63.0   0.4  1.4  115.0  1.02  113.0      0      1   \n",
+       "2949         0  70.0   1.6  1.8  175.0  1.18  148.0      1      0   \n",
+       "1487         0  60.0   0.9  1.4  138.0  0.92  150.0      1      0   \n",
+       "1410         0  32.0  17.4  1.9   90.0  1.21   74.0      1      0   \n",
+       "1700         0  78.0   6.3  1.1   56.0  0.86   65.0      1      0   \n",
+       "1131         0  77.0   3.8  0.5   54.0  0.58   93.0      1      0   \n",
+       "577          0  28.0   0.8  1.9   85.0  1.06   80.0      1      0   \n",
+       "\n",
+       "      on_thyroxine_f    ...     pregnant_f  pregnant_t  sick_f  sick_t  \\\n",
+       "678                1    ...              1           0       1       0   \n",
+       "2803               1    ...              1           0       1       0   \n",
+       "1404               1    ...              1           0       1       0   \n",
+       "2779               1    ...              1           0       1       0   \n",
+       "2949               0    ...              1           0       1       0   \n",
+       "1487               0    ...              1           0       1       0   \n",
+       "1410               1    ...              1           0       1       0   \n",
+       "1700               1    ...              1           0       1       0   \n",
+       "1131               1    ...              1           0       0       1   \n",
+       "577                1    ...              1           0       1       0   \n",
+       "\n",
+       "      tumor_f  tumor_t  lithium_f  lithium_t  goitre_f  goitre_t  \n",
+       "678         1        0          1          0         1         0  \n",
+       "2803        1        0          1          0         1         0  \n",
+       "1404        1        0          1          0         1         0  \n",
+       "2779        1        0          1          0         1         0  \n",
+       "2949        1        0          1          0         1         0  \n",
+       "1487        1        0          1          0         1         0  \n",
+       "1410        1        0          1          0         1         0  \n",
+       "1700        1        0          1          0         1         0  \n",
+       "1131        1        0          1          0         1         0  \n",
+       "577         0        1          1          0         1         0  \n",
+       "\n",
+       "[10 rows x 25 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df_dummies.sample(10)"
    ]
@@ -513,7 +1616,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -529,7 +1632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -539,7 +1642,16 @@
     "id": "G2RA5KJcEe1j",
     "outputId": "259d0964-d42f-4cbd-b28a-bde1bee22c8d"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training set shape (1400, 24)\n",
+      "Test set shape (600, 24)\n"
+     ]
+    }
+   ],
    "source": [
     "print(\"Training set shape\",X_train.shape)\n",
     "print(\"Test set shape\",X_test.shape)"
@@ -558,7 +1670,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -571,7 +1683,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -584,7 +1696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -594,7 +1706,21 @@
     "id": "OKvgysYbvP7r",
     "outputId": "bbc91a6c-0de0-4375-980a-983e1b87eaf1"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
+       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
+       "          n_jobs=None, penalty='l2', random_state=None, solver='newton-cg',\n",
+       "          tol=0.0001, verbose=0, warm_start=False)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "clf1.fit(X_train,y_train)"
    ]
@@ -611,7 +1737,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -621,14 +1747,25 @@
     "id": "cE5kZZfKvP7u",
     "outputId": "baa40039-6f76-4d2a-c8c9-1c224ae17e60"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2.28510517])"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "clf1.intercept_"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -638,14 +1775,29 @@
     "id": "Tl_QpokTvP70",
     "outputId": "50bf756a-def9-42ca-8980-2eab9093443f"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.0203188 ,  0.01861475, -0.32522082,  0.00395531,  0.30700632,\n",
+       "        -0.10796216,  0.30204065, -0.30204118,  0.89772448, -0.89772501,\n",
+       "         0.62687937, -0.6268799 , -0.67443716,  0.67443663,  0.13427707,\n",
+       "        -0.1342776 ,  0.27312666, -0.27312719,  0.26138707, -0.2613876 ,\n",
+       "         0.08932434, -0.08932487, -0.24898789,  0.24898736]])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "clf1.coef_"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -655,7 +1807,18 @@
     "id": "JNLVBLeBvP75",
     "outputId": "a3d00ed7-9d23-4661-8492-5333f2fb76bd"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9816666666666667"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "clf1.score(X_test,y_test)"
    ]
@@ -672,7 +1835,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -685,7 +1848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -695,7 +1858,117 @@
     "id": "iyhdw03vvP8A",
     "outputId": "5a3c2363-1573-44cf-edce-c3dedce3de95"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Prob of NO</th>\n",
+       "      <th>Prob of YES</th>\n",
+       "      <th>Decision</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.990471</td>\n",
+       "      <td>0.009529</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.998714</td>\n",
+       "      <td>0.001286</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.999999</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.624018</td>\n",
+       "      <td>0.375982</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.999296</td>\n",
+       "      <td>0.000704</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.864075</td>\n",
+       "      <td>0.135925</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.983696</td>\n",
+       "      <td>0.016304</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.998507</td>\n",
+       "      <td>0.001493</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.221967</td>\n",
+       "      <td>0.778033</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.999968</td>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Prob of NO  Prob of YES  Decision\n",
+       "0    0.990471     0.009529         0\n",
+       "1    0.998714     0.001286         0\n",
+       "2    0.999999     0.000001         0\n",
+       "3    0.624018     0.375982         0\n",
+       "4    0.999296     0.000704         0\n",
+       "5    0.864075     0.135925         0\n",
+       "6    0.983696     0.016304         0\n",
+       "7    0.998507     0.001493         0\n",
+       "8    0.221967     0.778033         1\n",
+       "9    0.999968     0.000032         0"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "prob_df=pd.DataFrame(clf1.predict_proba(X_test[:10]),columns=['Prob of NO','Prob of YES'])\n",
     "prob_df['Decision']=(prob_df['Prob of YES']>prob_threshold).apply(int)\n",
@@ -704,7 +1977,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -714,7 +1987,28 @@
     "id": "A4SQ1XXxvP8E",
     "outputId": "4a0e9218-7d24-473a-eed3-d246ee4d03ef"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2944    0\n",
+       "511     0\n",
+       "2116    0\n",
+       "1412    0\n",
+       "2039    0\n",
+       "2013    0\n",
+       "1478    0\n",
+       "2744    0\n",
+       "83      1\n",
+       "2100    0\n",
+       "Name: response, dtype: int64"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "y_test[:10]"
    ]
@@ -731,7 +2025,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -744,7 +2038,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -754,14 +2048,30 @@
     "id": "7Qv9q7vZvP8P",
     "outputId": "047e39c0-8b67-4dbc-f7e1-d23fba68b82d"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.99      0.99       569\n",
+      "           1       0.86      0.77      0.81        31\n",
+      "\n",
+      "   micro avg       0.98      0.98      0.98       600\n",
+      "   macro avg       0.92      0.88      0.90       600\n",
+      "weighted avg       0.98      0.98      0.98       600\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "print(classification_report(y_test, clf1.predict(X_test)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -771,7 +2081,58 @@
     "id": "XSNxqNpHvP8a",
     "outputId": "ae951eda-bed2-431e-bba1-2da0f7737f6f"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Predict-YES</th>\n",
+       "      <th>Predict-NO</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>YES</th>\n",
+       "      <td>565</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO</th>\n",
+       "      <td>7</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Predict-YES  Predict-NO\n",
+       "YES          565           4\n",
+       "NO             7          24"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.DataFrame(confusion_matrix(y_test, clf1.predict(X_test)),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
    ]
@@ -788,7 +2149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -802,7 +2163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -812,7 +2173,23 @@
     "id": "aSDnuENRvP8p",
     "outputId": "2c90eed3-ffd9-478c-8dcc-6a4751b03dea"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['response', 'age', 'TSH', 'T3', 'TT4', 'T4U', 'FTI', 'sex_F', 'sex_M',\n",
+       "       'on_thyroxine_f', 'on_thyroxine_t', 'antithyroid_medication_f',\n",
+       "       'antithyroid_medication_t', 'thyroid_surgery_f', 'thyroid_surgery_t',\n",
+       "       'pregnant_f', 'pregnant_t', 'sick_f', 'sick_t', 'tumor_f', 'tumor_t',\n",
+       "       'lithium_f', 'lithium_t', 'goitre_f', 'goitre_t'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df_dummies.columns"
    ]
@@ -829,7 +2206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -842,7 +2219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -852,7 +2229,18 @@
     "id": "Hiyjw4g7vP8z",
     "outputId": "8d46f0d2-00fa-472c-abd1-839f4304b94e"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'response ~ age+TSH+T3+TT4+T4U+FTI+sex_F+sex_M+on_thyroxine_f+on_thyroxine_t+antithyroid_medication_f+antithyroid_medication_t+thyroid_surgery_f+thyroid_surgery_t+pregnant_f+pregnant_t+sick_f+sick_t+tumor_f+tumor_t+lithium_f+lithium_t+goitre_f+goitre_t'"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "formula"
    ]
@@ -869,7 +2257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -882,7 +2270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -905,7 +2293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -915,7 +2303,53 @@
     "id": "1pO4jVRhvP9N",
     "outputId": "9888a968-7d1d-4ede-95ae-481ecc751831"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 Generalized Linear Model Regression Results                  \n",
+      "==============================================================================\n",
+      "Dep. Variable:               response   No. Observations:                 2000\n",
+      "Model:                            GLM   Df Residuals:                     1984\n",
+      "Model Family:                Binomial   Df Model:                           15\n",
+      "Link Function:                  logit   Scale:                          1.0000\n",
+      "Method:                          IRLS   Log-Likelihood:                -123.59\n",
+      "Date:                Wed, 21 Aug 2019   Deviance:                       247.17\n",
+      "Time:                        14:54:43   Pearson chi2:                 9.10e+03\n",
+      "No. Iterations:                    22   Covariance Type:             nonrobust\n",
+      "============================================================================================\n",
+      "                               coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "--------------------------------------------------------------------------------------------\n",
+      "Intercept                   -3.1161   4981.804     -0.001      1.000   -9767.273    9761.041\n",
+      "age                          0.0219      0.011      2.062      0.039       0.001       0.043\n",
+      "TSH                          0.0214      0.008      2.823      0.005       0.007       0.036\n",
+      "T3                          -0.0233      0.320     -0.073      0.942      -0.651       0.604\n",
+      "TT4                          0.0367      0.027      1.376      0.169      -0.016       0.089\n",
+      "T4U                         -1.5693      1.656     -0.947      0.343      -4.816       1.677\n",
+      "FTI                         -0.1420      0.030     -4.709      0.000      -0.201      -0.083\n",
+      "sex_F                       -1.4005   2490.902     -0.001      1.000   -4883.479    4880.678\n",
+      "sex_M                       -1.7156   2490.902     -0.001      0.999   -4883.794    4880.363\n",
+      "on_thyroxine_f              -1.2357   2490.902     -0.000      1.000   -4883.314    4880.843\n",
+      "on_thyroxine_t              -1.8804   2490.902     -0.001      0.999   -4883.959    4880.198\n",
+      "antithyroid_medication_f    -0.3206   2490.902     -0.000      1.000   -4882.399    4881.758\n",
+      "antithyroid_medication_t    -2.7954   2490.902     -0.001      0.999   -4884.874    4879.283\n",
+      "thyroid_surgery_f           -2.2489   2490.902     -0.001      0.999   -4884.328    4879.830\n",
+      "thyroid_surgery_t           -0.8672   2490.902     -0.000      1.000   -4882.946    4881.211\n",
+      "pregnant_f                  -0.2489   2490.903  -9.99e-05      1.000   -4882.328    4881.830\n",
+      "pregnant_t                  -2.8671   2490.903     -0.001      0.999   -4884.947    4879.213\n",
+      "sick_f                      -1.1899   2490.902     -0.000      1.000   -4883.269    4880.889\n",
+      "sick_t                      -1.9262   2490.902     -0.001      0.999   -4884.005    4880.153\n",
+      "tumor_f                      8.1294   6275.938      0.001      0.999   -1.23e+04    1.23e+04\n",
+      "tumor_t                    -11.2454   7357.670     -0.002      0.999   -1.44e+04    1.44e+04\n",
+      "lithium_f                    8.7704   2.42e+04      0.000      1.000   -4.75e+04    4.75e+04\n",
+      "lithium_t                  -11.8864   2.91e+04     -0.000      1.000    -5.7e+04     5.7e+04\n",
+      "goitre_f                    -1.9841   2490.902     -0.001      0.999   -4884.063    4880.095\n",
+      "goitre_t                    -1.1320   2490.902     -0.000      1.000   -4883.211    4880.947\n",
+      "============================================================================================\n"
+     ]
+    }
+   ],
    "source": [
     "print(result.summary())"
    ]
@@ -932,7 +2366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -942,7 +2376,28 @@
     "id": "woKRF8eSvP9V",
     "outputId": "d22928b5-8b1d-4e81-cb3c-3e8ca04f777e"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2944    2.408353e-03\n",
+       "511     6.250161e-04\n",
+       "2116    6.125699e-07\n",
+       "1412    3.274420e-01\n",
+       "2039    7.888963e-04\n",
+       "2013    1.325293e-01\n",
+       "1478    3.197375e-02\n",
+       "2744    1.098108e-03\n",
+       "83      8.650453e-01\n",
+       "2100    6.524129e-05\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "result.predict(X_test[:10])"
    ]
@@ -959,7 +2414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -972,7 +2427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -982,14 +2437,30 @@
     "id": "AbETGp2VvP9l",
     "outputId": "2dd64113-0ef5-4b15-90fc-901bd8d3ed93"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.99      0.99       569\n",
+      "           1       0.89      0.77      0.83        31\n",
+      "\n",
+      "   micro avg       0.98      0.98      0.98       600\n",
+      "   macro avg       0.94      0.88      0.91       600\n",
+      "weighted avg       0.98      0.98      0.98       600\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "print(classification_report(y_test,y_pred))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -999,7 +2470,58 @@
     "id": "uMxjluvgvP9u",
     "outputId": "63d11ef5-1f15-47cd-fe00-7ad2f98d2301"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Predict-YES</th>\n",
+       "      <th>Predict-NO</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>YES</th>\n",
+       "      <td>566</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO</th>\n",
+       "      <td>7</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Predict-YES  Predict-NO\n",
+       "YES          566           3\n",
+       "NO             7          24"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.DataFrame(confusion_matrix(y_test, y_pred),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
    ]
@@ -1018,7 +2540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1028,7 +2550,18 @@
     "id": "dJW9zPjWvP90",
     "outputId": "748434e1-a1c9-4e39-bfec-0903bb5ffecf"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'response ~ age+TSH+T3+TT4+T4U+FTI'"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "formula = 'response ~ ' + '+'.join(df_dummies.columns[1:7])\n",
     "formula"
@@ -1036,7 +2569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1046,7 +2579,35 @@
     "id": "Ujsp2wTdvP93",
     "outputId": "10a0bb28-7fc2-4fb5-fc01-dfc895b9cf1b"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 Generalized Linear Model Regression Results                  \n",
+      "==============================================================================\n",
+      "Dep. Variable:               response   No. Observations:                 2000\n",
+      "Model:                            GLM   Df Residuals:                     1993\n",
+      "Model Family:                Binomial   Df Model:                            6\n",
+      "Link Function:                  logit   Scale:                          1.0000\n",
+      "Method:                          IRLS   Log-Likelihood:                -131.55\n",
+      "Date:                Wed, 21 Aug 2019   Deviance:                       263.09\n",
+      "Time:                        14:54:43   Pearson chi2:                 5.65e+03\n",
+      "No. Iterations:                     9   Covariance Type:             nonrobust\n",
+      "==============================================================================\n",
+      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept      4.1596      1.995      2.085      0.037       0.250       8.069\n",
+      "age            0.0248      0.010      2.481      0.013       0.005       0.044\n",
+      "TSH            0.0212      0.007      2.892      0.004       0.007       0.035\n",
+      "T3             0.0704      0.297      0.237      0.812      -0.511       0.652\n",
+      "TT4            0.0296      0.026      1.134      0.257      -0.022       0.081\n",
+      "T4U           -1.2903      1.665     -0.775      0.438      -4.553       1.973\n",
+      "FTI           -0.1307      0.029     -4.449      0.000      -0.188      -0.073\n",
+      "==============================================================================\n"
+     ]
+    }
+   ],
    "source": [
     "model = smf.glm(formula = formula, data=df_dummies, family=sm.families.Binomial())\n",
     "result=model.fit()\n",
@@ -1055,7 +2616,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1065,7 +2626,23 @@
     "id": "BFhjN31yvP95",
     "outputId": "3e230cbf-1f0d-4c8d-f2cd-90c6f3de6587"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.99      0.99       573\n",
+      "           1       0.74      0.85      0.79        27\n",
+      "\n",
+      "   micro avg       0.98      0.98      0.98       600\n",
+      "   macro avg       0.87      0.92      0.89       600\n",
+      "weighted avg       0.98      0.98      0.98       600\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "y_pred=(result.predict(X_test)>prob_threshold).apply(int)\n",
     "print(classification_report(y_pred,y_test))"
@@ -1073,7 +2650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1083,7 +2660,58 @@
     "id": "Wz6is-LwvP98",
     "outputId": "5918cd8e-1e6a-4c85-86c6-8a3d0d9410cf"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Predict-YES</th>\n",
+       "      <th>Predict-NO</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>YES</th>\n",
+       "      <td>565</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO</th>\n",
+       "      <td>8</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Predict-YES  Predict-NO\n",
+       "YES          565           4\n",
+       "NO             8          23"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.DataFrame(confusion_matrix(y_test, y_pred),columns=['Predict-YES','Predict-NO'],index=['YES','NO'])"
    ]
@@ -1100,7 +2728,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -1114,7 +2742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1124,7 +2752,106 @@
     "id": "KYumGbsAHDCp",
     "outputId": "5ec364f0-3999-43b6-8a4a-f150f9c8f071"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Scikit-learn Prob</th>\n",
+       "      <th>Statsmodels Prob</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.009529</td>\n",
+       "      <td>0.026742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.001286</td>\n",
+       "      <td>0.000780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>0.000001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.375982</td>\n",
+       "      <td>0.306287</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.000704</td>\n",
+       "      <td>0.000797</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.135925</td>\n",
+       "      <td>0.132377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.016304</td>\n",
+       "      <td>0.007412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.001493</td>\n",
+       "      <td>0.001065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.778033</td>\n",
+       "      <td>0.874865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0.000161</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Scikit-learn Prob  Statsmodels Prob\n",
+       "0           0.009529          0.026742\n",
+       "1           0.001286          0.000780\n",
+       "2           0.000001          0.000001\n",
+       "3           0.375982          0.306287\n",
+       "4           0.000704          0.000797\n",
+       "5           0.135925          0.132377\n",
+       "6           0.016304          0.007412\n",
+       "7           0.001493          0.001065\n",
+       "8           0.778033          0.874865\n",
+       "9           0.000032          0.000161"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "prob_comp_df=pd.DataFrame(data={'Scikit-learn Prob':list(sklearn_prob),'Statsmodels Prob':list(statsmodels_prob)})\n",
     "prob_comp_df"

From 2a97a16204b69230e8caa666ed32f6dc8f9d6ec9 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 00:22:28 -0700
Subject: [PATCH 070/165] Add files via upload

---
 .../k-means_clustering_GMM.ipynb              | 771 ++++++++++++++++++
 1 file changed, 771 insertions(+)
 create mode 100644 Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb

diff --git a/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb b/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb
new file mode 100644
index 0000000..43218de
--- /dev/null
+++ b/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb
@@ -0,0 +1,771 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# k-means clustering, Gaussian Mixture Models (GMM)\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "---\n",
+    "\n",
+    "This notebook demonstrates k-means clustering using `scikit-learn` and also discusses expectation-maximization algorithm and how it is connected to the concept of **G**aussian **M**ixture **M**odel (GMM).\n",
+    "\n",
+    "The k-means algorithm searches for a pre-determined number of clusters within an unlabeled multidimensional dataset. It accomplishes this using a simple conception of what the optimal clustering looks like:\n",
+    "\n",
+    "- The _\"cluster center\"_ is the arithmetic mean of all the points belonging to the cluster.\n",
+    "- Each point is closer to its own cluster center than to other cluster centers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "sns.set() #Plot styling\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create synthetic dataset of unlablled blobs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.datasets.samples_generator import make_blobs\n",
+    "X, y_true = make_blobs(n_samples=300, centers=4,\n",
+    "                       cluster_std=0.60, random_state=0)\n",
+    "plt.scatter(X[:, 0], X[:, 1], s=50,color='blue');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Import `KMeans` class from Scikit-learn and fit the data\n",
+    "Note, here we are not doing a test/train split as it is unsupervised machine learning technique."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "kmeans = KMeans(n_clusters=4)\n",
+    "kmeans.fit(X)\n",
+    "y_kmeans = kmeans.predict(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualize the fitted data by coloring the blobs by assigned label numbers\n",
+    "We will use the `c` argument in the `plt.scatter()` function.\n",
+    "\n",
+    "We will also try to make the cluster centers prominent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, s=50, cmap='viridis')\n",
+    "\n",
+    "centers = kmeans.cluster_centers_\n",
+    "plt.scatter(centers[:, 0], centers[:, 1], c='black', s=200, alpha=0.5);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<iframe width=\"550\" height=\"450\" src=\"https://www.youtube.com/embed/5I3Ei69I40s\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import HTML\n",
+    "HTML('<iframe width=\"550\" height=\"450\" src=\"https://www.youtube.com/embed/5I3Ei69I40s\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How k-means is a special case of Expectation-maximization (EM) algorithm\n",
+    "\n",
+    "Expectation–maximization (E–M) is a powerful algorithm that comes up in a variety of contexts within data science. k-means is a particularly simple and special case of this more general algorithm. The basic algorithmic flow of k-means is to,\n",
+    "\n",
+    "- Guess some cluster center (initialization)\n",
+    "- Repeat following steps untill converged,\n",
+    "    - _E-step_: assign points to the nearest cluster center\n",
+    "    - _M-Step_: set the cluster centers to the mean\n",
+    "\n",
+    "Here the \"E-step\" or \"Expectation step\" involves updating our expectation of which cluster each point belongs to. \n",
+    "\n",
+    "The \"M-step\" or \"Maximization step\" involves **maximizing some fitness function** that defines the location of the cluster centers. In the case of k-means, that maximization is accomplished by taking a simple mean of the data in each cluster."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Implementing k-means from scratch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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O55QgiiLxseE8vHRSt2qNyMhcJJJfend+bU8Dmw0Gw/NnBXuHXq8fbTAYJFelamqaL8JGaUJCfKiocJ6u3BlRFPl61zGXAq1Tq/jDnYuwGq1UGN0bt5375ownNjiAJEM+rSYLg8KDuHHqKMmxOtvd0mrm+U829rhAA5jNVhqaz9XT6IkJpQ1QK5U8uGACRrOF+Jgwxg2OpL7WffdIlL8fkQG+kgINsD89hxsnxztsr6yUriDYmcKqOn7/2TaqG8593zLzynj1q534qrXEhQW6bafJbOG5jzeS0elNJS2nlNSsQv58/1I8uvGmcqF05zven7hc7Yb+Z3tIiHRYrjsiXcM5F0c1oAYu7VTZBY1GE0VVzsPK1CoF98+fQFxY0AWNLwgCc0YPZs7o7sXqfrc/zcHv2hmVQkCtVNLixE+uEsAiIb4CuCy83xmNSuk01VqKstpGBEHgPhdNCtopr21kbcoJGo1GIoP88PXQsf1YNtnFjn7pdoxm9205n7UpmXYC3U51QzPrD53kJ8unuT/WwRN2At2OoaiClfvTuGvuuAu2U0bmYnFHpN8EPtTr9XsBDfBrg8HgPG7qEqNTq/DWamiUKBMqAD9eMpVlk/o+7lYqYaQzFptIVIgPRpPFIRVap1ai06glQ+q6mjT7ebb5eUdGDUCnVbHpcFa37K5tamFP+hlyyqoJ9fdm4dhhDtX49qSf4V8bk+xEU3DDtkED3J/tno+rBc/qhu59PbMlFjjbOV3avcYGMjI9TZcibTAYGoFb+8CWHkGtUjJ2UASbUh3FaHRsGEsn9k0VvPMxuxGPXN3QzPtP3kxKdgE5JdW0Wixo1WoQRb47kH5B133q2ulMO1so32Sxsi8zV7LOtTOSswpYuT+9Q3DXJp/g59fP7EjGMVusfLoz1WFW25VARwb5ctP00d24E3tc1e4I7mZdD63G+Yuh1o1oFhmZ3uSKTGZ57JqpTNFHd5TFFIARA0P4yfLpDgtSZouVLalZfL33mMsynBdLvRuJGY1GU5s7JX4woQHe1Le0tnVBkahs5w4D/LwZNySyo6aGRqXk3nnjkSoCqJTY6OeppbCyzk5wT5dW8a+NSR21q3/IzJWsP+3UJn9vlowbxot3LLqo1PwVk0dJNtkd4O/NikmjujXWzFGD0KgcfwoqhcC0Ed0vdCUj05NckWnhHlo1L921iPTcEjILyokI8mXacMe2S6mni/j3xgMdURFf7D7CjJFxPH39TLcL+IiiyNrkTA6dKsJoNuPv5YHFaqWqoZkAX0/Gx0WyeNwwKiX8p+djtYnsTDtNiiGfQ6ccswi7gwDMHzvEoabGismjqG9uZdvRbEpqGtCpVYyKGcDs0YPYk57DmZIqtGoViUMj2Z+RKzn2ycJysooq0Q8M6VasuQA8uXw6E4dFXfiNnWWAvze/uH4Wn+06gqGwHBHQDwzhsWunMjDYvcp77UwYMpCbpiWwOjmD5rO1Vjw0Kq6ZMJyZowZdtK0yMhdDlyF43aWioqHHg1V7YxXWZLbw+L9XOdSXAIgN9ec3ty4gOtR5Nlw7b6zaw2YJ10o7ggDLJ47gh8xcl3HQ7QwKC+TMRc7ofT213DN3HCsmO59RGk0WDEXlBPt4EdlJ1KxWGwqFgFKn5NrffijZjgvgd3csYNqIWJqMJh59+zuX6d2dGRjky22zxrIosecSVSrqmhARCfXzvqjvSn55DTuOnwZEZo4axODwC1tcvhD6W6SBu1yudkP/sz0kxEcyBO+KdHe4w5aj2ZICDZBbXsvvv9pKVb1r4cnML2Nn2mmXx4gi7Eo/4zL9uTP1LuptuEOorxdvPLjcpUBDWwGoMXERdgINoFQqEASBQB9Pp8k+A/y9STzbHsxLp2HFpJFtzQA6oVEpUUm4UAqr6nl/UzKnSpwv1nWXED+vHkkhjw4N4P4FE7h/wcQ+FWgZGVdctSJd18WstqCyju/2p3X8XVrT0Faes1PtiiRDfkf9DVc0NLcSE+LHAAkfamcEwM9Jk1p3Ka9v4l+bktw61mS2sCcjh2RDPlabfSyzIAgsmzgCz/Oa36oUAgvHDrOLHb515hiev3kes+MHMW5QBEsnDOefj17PBCdujfqWVt5Zf4Dtx7KdxlDLyMi0cUX6pN1hTFw46r3SzQHaKaqqx2S28MaqvaRkF9BkNKHTqBgbF8Ez18/qqG7nDoPDQ7huSjy//WwzxdXSr1gLE4cSFezP6S7C9briyOlikk7mMWW487TqNckZfH8go6OLTdyAQO6ZN47pI2I7jlmUOAwvrYbNqQbKahvx9/ZgdnwcSyVKh04bEcO0EfbXU7nw62fkl5GRX8b/9h7j4UWTmdQDfmoZmSuRq1ak42PDmTwsymV9D0+tmnc2HrBzaRhNFpIM+fxtzV4evWYqa5IzqW9x3T17YJAf8xIGY7baOhamzkelVHDTtNFEBvlxPLeEg9mFTsfTqVUuF+xsosg/1u1jWGQwgT6O4Wippwr5aOshmjtlZeaUVfP2uv0MDQ+2i5qYPjKW6SNjXd6fM9xpU5ZXXss76/cTH3NDn3XNkZG5nLhq3R0Av7p5LvMThkiGpGlUSqaOiOWQE7E8eqYY0WbjjtljJc9vx1Or5sFFE9GoVTQZTTQ5EWmL1cYHW1P4YEsKd85J5CfLpzFn9GBGx4Q5zNiNZotDJ5jzqaxvZuV+6djqbUez7QS6naqGZtamZLoctzvcODWeiEDfLo8rqWlg/cF+X/1WRuaScFWLtEal5Nmb5/D4smkEdyr5GeCl4/ZZYxg+MITaJmnfdVOrmYLKOm6cNpqFTiIVdGoVf31weYcLIcjXk6hg5wuIKVmFfJ+UwfMfb6S+2cjzt8zF11Pr0BQW2mo2D+1icSvbyeJcXYvzxcm65otbuOxMsJ8Xv75lHlP10QR4e0jGYrdT34PXlZG5krhq3R2duXbSSOYlDGHr0SysNpF5o4cQ4OPR1hTV31eynGeAt0dHedLHl06joq6J1E4trLx0ah5ZOoVBnYRUqVCwZPww/rMlxeWCo9Fk4dt9aUwbEUuNi2iP+Ngwmk0Wp7VKKuqkY7Mbmp1nHLoz8+0OQyODefGuRZjMFv6ycjd7MnIcjhEE90u9yshcbcgifRYvnYbrp9hXZFMpFcwePYjPdqU6FPWfPiIGP6+2SAydRsUf71nM9mOnOFlQjlatYsHYoUxJiHWIw7xu8ig8NGq2H82mvK6J2iYjza2OotncambHsVMEuyh/GhHgS1yov1OR1qodX5Tyy2vIr5DuYh7g5cGKySOdXu9i0KhVXD9lFGl5pQ7x4mPiInq8c7qMzJWCLNJdcNecRAQB9qTnUFHXRICPB5P1UTy0YJLdcUqFgkWJw9xK0uh83DMfrCM9T7ofoMVmY8l4PalnihwKRg0OC2TJhOFnMxnzJM8P83ecFW85kk2LkwSViCDfXl28GxUTxrM3zeH7A+mcKa1Gp1aREBfGw4smuVU/WkbmakQW6S4QBIG75ozj9lljqapv5lhuMd5arZPy3N1nSHiQpEirlQomDY0icXAkjy+dxuqkdE6XVqNVq4iPHsDDiyajUSlZNnEEW1INDm4RlUKQjMowuSj05G4q/MUwbnAk4wZHdrTPkpGRcY0s0m6yKimDNcmZlJ4tIxo3IJD75o9j6vDYixr39pljSM8rdShlOit+UEerqvljhjAvYTDldY3o1Gr8vHQdxw3w9+aRJVP4dMfhjhKnfp46po+IITrEH6vVhrJTdEhCTDhrkjMkezLGhV14waPuIgu0jIx7yCLtBkmGPD7ZftguNjmnrJp/rtvP0IgQgn27VxqzMwE+nrx8zxK+25/GqZIqNColiYMjWDFplJ2QCYLgNO54/pghTB8Ry/Zj2eRX1GIoLGfrsWw2HDYQOyCA6yaN6ijROn1kDFP00Rw4mW83RlxoALfOGHPB9yEjI9M7yCLtBjuPn5ZMHqmsb2ZdygnuX9B15xJX+Ht78NCiSV0f6AKdRsX8MUP4yb9XU9ApGiW3rIb3tyQT5OvJZH00giBw56xEKuuaKKlpQCEIDI8K5cnl0zseNiaLlaOnixBNNga6CBmUkZHpfWSRdoM6F2FwPRlXfLGsTTlhJ9DtNLea2XY0m8n6aI6eKeL1lXuo6FQ86lhOCXvSz3DzjAS+25/GhkMnKaysQ61SMip6AI8tmdKtnoEyMjI9hyzSbjAgwHl6c2SnuOL8ilo2pxpoMZkZFhnCHQv6tjeeq3KhVWfrWX/9Q5qdQAO0mi2sPZiJj4eG/2471NEH0WyxcvRMMX9ZuZu3frSio4mCjIxM3yGLtBusmDSCQ9kFVNbbJ4cMDgti+aS2uOK1KZl8sv1wRx2P9QdPsjczl9/cPBdPXd/UpAj1d9FSytcLo8nCaSeNYUtrGlmVlCnZqPZ0aRVbj2azdMKlaT0mI3M1c1WnhbvL4PBgfnHDbMYPicTXU0egtyczR8Xxwm3z0GlU1Da28MXuow6Flg5lFfDJzsN9Zue1k0ZK1oD21mlYPG5YWzF/iTZR7Tgr/gR0RLXIyMj0LfJM2k0SB0eSODiSllYzSoWARn3uo9t8JMuhEWs76bnSiSq9gVat4lc3z+GDLSmk55dhMlsYHB7M9VNGMX7IQABGRg1gr0RqdtyAAEL9vCmtlRbjgUHda0klIyPTM8gi3U06F7tvx1VNaqniSL3JoLAgXr73GqrqmzCaLYQH+Nr1dnxw4USKq+o43alFV7CPJ/fMG48oihzPLaXlvAp5+sgQ5o8Z0mf3ICMjcw5ZpHuAGSNj+W5/mqS7YGjEpSkcFOQkdjsi0Jc3Hl7BupRMiqrr8fXUce2kER3hd/UtraxPOUFOaTU6rZqEmDAevWaKXUKMjIxM3yGLdA8QOyCQhYlDWZucia1TJl9cWCC3zex/CSI6jYqbZyRI7ls6fjhLEvWYFDaMTSb8vS6unZeMjMzFIYt0D/Hja6YyaEAgyVkFNLeaiQn150fLp6KyXX7pzwqFQFSIPxVc+GLh4VOF/JCZg8VqY2T0ABaNHSbPxmVkLgBZpHsIQRBYMn44S8afC1MLCepfLeN7g4raRjalGjBbbUwYOpCE2HDe35TM6uSMDn/8liPZ/JCRy+/uXNhlRxkZGRl7ZJGWuWBWJ2fw+c4jHVmX3x9IY3RsOGm5pQ4LpodOFfLN3mPcNbdvE3xkZC53ZJGWuSCKqur4dEcqDZ1iw00WG4dPFTk9Jz2/rC9Mk5G5opCdhDIXxObULDuBdgebTaI+qoyMjEtkkZa5IFolqgJ2hV7uYygj021kd8dlhiiKfLsvjWRDPo1GEwOD/bh24gjGnG0Q0FckxLY1D5CaHEcF+1FYWUfnXSOjQrm1H4Yjysj0d9wSab1e/zywAtAA7xgMhg961SoZp7y9fj/rUk50CGBOWTVpuSX88sbZTBga1Wd2TBsRw6Rh0SQZ7JsHRIf489JdizieU8KhUwWYLTaGRQRz47TRktmaMjIyrulSpPV6/RxgGjAd8AR+0cs2yTihpLqeXWlnOH/yWttkZFVSZp+KtCAIvHDbfL7YfZS03BJaLRaGhAVx64wEwgN9iQj0Zcl4fZ/ZIyNzpeLOTHoxkAZ8D/gCv+xVi2Scsv9kntPFupyy6j5v7qpWKblv/vg+u56MzNWIOyIdDMQAy4E4YI1erx9uMBgkl+oDAjxR9ULCQkiI88L7/ZmetDs63HmjWB9PLaGhvk73XwjyZ963yHb3PZeD7e6IdBVw0mAwmACDXq83AiFAudTBNTXSJTsvhpCQyzNzr6ftToyOIDY0gNzyGod98dFhPXot+TPvW2S7+57+ZruzB4Y7IXg/AEv0er2g1+sjAC/ahFumj1EpFTx6zRQiO9V2VioEJgwdyMMX2chWRkamf9LlTNpgMKzT6/WzgBTaRP0Jg8HgvICyTK8ybnAk7/z4BjalnqSuyciIqFAmDo3qU1+0jIxM3+FWCJ7BYHi2tw2RcR+dRsX1U+IvtRkyMjJ9gJxxKCMjI9OPkTMOZS5rTiZlkbnvJF7+nsy5Yybg/mq9ISWbM0dyiB45kJEzRsguI5l+iSzSMpclFpOFtx9/j9QtxzCfbVu2+f1t/OQfDzJo4jCX5zbVNfH24++TsfcE5lYzKo0S/ZTaWtsIAAAgAElEQVRh/PgfDxMY1hbm2Nrcyv9e+Y7M/QZam1uJHjmQpY8tRj9pqNNxbVYbJ5OzEEUYMWUYiiugycHBDYfZvzKZhupGQmNCWPDAXAYlxF5qs64qBFHs2cpkFRUNPV7qrL+FyrjL5Wo39H/bv/rjt6z5xwaH7QOHhfPHLb9D46Fxeu4/HnuXA98nO2wft3gsv/jkKURR5LU7/8axHWl2+wMjA3n6gycYnBjncG7y2kOs+tta8tILAIgeFcWKJ5cy7YbJTu0wNhnZ/vEu6irqGTVlCKMXjO1Xwr72nxv57i+rMRlNHdsCwvx59O8PkTB7FND/vyeu6G+2h4T4SL7KyTNpmcuS9D2ZktsLs0rY/b8fWHj/PMn9TXXNZOw9Ibkvc99JKgoqyc/IJ213hsP+6qJqNv1nG0+8/Yj9NQ1F/PfXn1FXXt+xLT+jgE9+8wURQ8KJHR1td3zG3hNseHczJw5kYWxsa5iw7h3QTx7Kzz54Ar+Qnk1KuhCMTUa2/nennUAD1JTWsuFfmzpEWqb36T+PbRmZbtDSZHS6r6mmyem+xppGGmsaJfcZG41UFlaRdeg0tvM6y7RTkl3isG37J7vsBLqd+qoGdny2227bt39ZxZ/vepMjW493CHQ7huRsPn/pf05t70sObkilsqBScl/O8XyMTd2rJS5z4cgiLXNZMlAvXZpV56UlYZ7z8MSgyEDCB4dJ7guOCiYuIQZPX0+n53v4OnZPr690/spcX3lOvItPlbDp/a1YWp3X4j55wIDlAmp19zQePs67xKs0KpQqWTr6CvmTlrksWfLIQvwH+Dlsn379JAaNcfQZt6NSq5hx81SUavv6MoJCYNr1E9F56Zh/7xyCIoMcTxZg7IIEh82BEYFOr9d53w/fJtFc1+L0WIDaino+/OUnHFidgs0mPZvvC8YtHEP0KOmqiqEDg1A7KTu747M9vHLL6/xq9m957a43SV57sDfNvCpQvvjiiz06YHOzqWcHBLy8tDQ3m7o+sJ9xudoN/d/2kKhgBifGtb12CzAgLpS5d87kyX88RIvR7PLc4VOG4eHjQXN9C6IoEjEkjMUPLuDGX1yHIAhodBqCIwPJScujqbbNdeLh68Hs22Zw6/M3OoTqRQ4L5/DGVJrq7OvWBA8M4sE/34OXvxcAGXszOZmU7dI2m9VGbno+KesOUXiyiLELEmiub0atU/dpiKCgEAiKCCRtTyam874H9TUNaHQahk0YYvc9+f7NtXz1x28oPVNOfWUDpWfKObY9Dd9gX+ISYvrMdnfpb99xLy/tS1Lb5eiOXuRytRsuX9u7a7er8q6mFhN7/reP5oYWxi9OJHJYuNNxDMnZrHxjDadSz4AIgxPjuOHp5YyYNrzjmLz0fF5a8adu+XO9/L2wWqwMiA1lxi1TWfbYYrfP7Qn+cMOfObHf4LA9NDqYV3f9gajYYCoqGmhtbuVXc/6P8rwKh2MHjYnl95teQKHoXy/u/e07Lkd3yMhI4Gp2qvHQsOD+uW6No588lEf+ej/fvPY9BRmFmIxmju1IZ3DioI5wwJj4aObePZvNH2zDZjnnylAoFU4XKttn8nnp+RRlFaFUKljyyEJ3b88tsg5m88O3SbQ2txIbH838++ai0alpbW6l0FAseU55fiUHNxwm6vG2h4YhJVtSoAEKThZSU1pLkAu3kIxzZJGWkTkPk9HMtv/uID+zEK2nlhm3TGXo+MEuz6kpq+X1e94iP7OwY1tWSja56fk8+/nPOuKf737pNoaMH8ThTUdobTERMyqKysIq9ny1r0u7LCYr+75LYvHDC3rM9bHm7xv4/s21tDa3ze73fr2f5HWHeOaTp9B5alGpndeG9/DSdfzbP9QPtVbdkVhkd5yPBx7eOoftMu4hi7TMVY0oimz9aAcHN6TSUN1IYLg/5bkVFJ8q7Thm7zf7uekXK1j24yVOx1n3z412At3O8Z3p7FuZxMxbpgFtM/ep101i6nXnSsseWJ3C3v/twx3PY0VBJeZWCxrdxfeLrCysYv2/N3cIdDtZKadY+ZfV3PfKXQybOITktYcczo0aOZDERecaC0ePjGLoxMFk/nDS4djhU/QuI2ZkXCOLtMxVQ6GhmHVvbyQvswCNTs2IacNpqW9h+yc7sVnbFDI/o8DhPGOjkXVvb2L6TVPxD3WMKAEoOFnk9LpZB091iLQUk6+dwNHNU9j7XVKX9+Ab5Itae+5nazFZSFpzkJaGFqZcNxGfQPdrl+z9Zj8NVdI+2ayDpwC47Tc3U5pTTl76uYbDgeH+3PLs9SjP68B0zx/u4O0fv0dh+2chgH7SUO59+Q6XduQcz2PvN/tpbTIyaGwcs++YgUotS1M78ichc1VQlFXMG/f/ndIz5xoKZR887fb5dRX17PnfPlY8uVRyv9bTeRq61kPrcmyFQsFvvvwZ//z5x2z5zzZMLqJTxi1K6HB1pKw/zDevrqQoqy3BZtXf1jH37lnc/Mvru7odAKd+cACbre2hFRYXyotrn2fbf3dScqYMn0BvFj4wj8DzWrmlrDvE+n9tpvR0GSqtioCwAObeNZMVTy51uWC47p1NfP/GGloa2hJ7dn6+lwOrUvjFp0+h85JdJCDHSctcJWz49xY7gb4QrBbnvS7GzB0NEm5ihUrBwQ2HefHaV1jzzw04i6ZSqpQ01TQ5FWidt455987m1udvAqC2vI5PXviiQ6ChLWV7zT82sG9l1zNygKnXT5JMzgHs6pNoPbUse3wJD79+H7f9+iYHgc4+fJoPf/Up2YdOYzFbsLRaqMirYO/X+11GslQVV7P2nxs6BLqdzH0n+ea1VW7dw9WALNIyvU5NWS0FJwovaSZdwUlHf3F38PL3ZPqNU4A2sd791T6++8sqktccxGazMf++Ocy9cyYaD3tfsc1ioyK/kqyUU3z1x2/5+NdfOL1GyelSp/t0XlrK8yr4/o01mFpMbP1oB9XFjr0uLa0Wkte4l0ASMSSceXfPdkjsiRkVxfU/W+7WGAA7PtklmXVZcqqULf/Z5vS83V/9QEOVdIp+VorrePKrCdndIdNrlOdV8MkLX3DigIGWBiOR+gjm3Dmzz2N9AdQXsdCm0iiZf88cQmNCyD9RyLtPfUDO8TygLelDP2koT773GI+88QBz7prF4Y1H2L8qxbH2hdi2SHjtk9dIhqOZJCIj2qktq6O2rI703ZlkHTzFgLhQp8c21brfDPqu393KkHFxHFyfirG5lYH6CJb9eHG3fNtVEg+LdioKnbdD7RyGeD5WF/uuNmSRlukVbDYb7zzxfscCFECRoZivX1mJd4AXs2+b0af2ePt5uXegAMMmDiEuIYaK/Ep0XjrixsRQZCjmxWtfoSi7mKaacyIo2kROJmXxyW++5Kf/+TFDxw8mLiGG3f/7QXL4hqoGUjcfZeED9lX6kjekUpwlHZN8Pmm7M/EO8Ha635WASzH52olMvnZit87pjLPFVGgrbeqMicvGs+HdLQ6FpqAtAUamDVmkZXqF5DUHyTp0ymG7udXMvu+SelSkc9LyWP/2JvIyCvDw1hI7JhZvfy/K8yrw8PFg1m3TGTF9OAc3pLocxy/El/tevpPJKyYiCAI2m43sQ2d45/F3qShwPiMEOJFkoLm+GU9fT5QqJR7eHpKV8QCqS6pZ+/YG6isbsFpsDBoTw8F1h7tXWU4BQ8YP4tThM3abfYJ9WPiAewk4PcXsO2ZwZOsxh7T4kJgQFj803+l5MaOimHXrNLZ9vMtuETNqxECue2pZr9l7uSGLtEyvUJRdCk7ifmtKnL8ed/s6WcW89dA7dtlup1Jz7I7ZvzKZFU8tJTDcn+qSWsdBhLaMwXv/eCdxo2Nobmjm8xe/JnPfSaqLqjGbuvaltzS00NJoxNPXE0EQGDljOKVnyhyO03ioWf2WY7OC7hb7b6pu4mcfPsFXf/iWw1uOYmw0ItpEmmqa+OSFL7n35bZ76QtGzRjB3b+/nY3vbSU/owClWsngxEHc+twNXbpN7nvlLuLGxnJkyzGMTa1EDY9k2eOL8Q91PgO/2pBFWqZXiBwa1hbtICHUAWEBjhsvkA3vbnGajtxOS0MLWz/czpy7ZrP+nY20diqq4x/qy20v3MysW6cjCAKiKPL3R/7N8Z3p3bIjSh9p92p/94u3U11UTfreTCymtqgQlUaFqUXa7+wqHE6KtL2ZvPezD9FPHoZxZZtAt49jSM7mP898zO83/MYhlrm3mH37DGbeMo3TR86g9dQSNWKgW1mRgiAw+7YZfe7+upyQRVqmV5i8YiKb/rPNIRZZrVV3REn0BEVu+nGrS2rx9vfk6Q+f4IeVyTTXNRMWG8qSRxcS3Kks6bHtaaTvle764gytl5Z59862iwfOTctjzPzRjF88lrrKeopPlbHfzdC4zggKAYVSgdVsH/4nWkWO78wgNy2/Q6A7k3MslwOrkplxs/Mkmp5GoVQwdMKQPrve1YIs0jK9gkKh4PG3H+GTF77kxH4DxkYjkcMimH3HDGbf0XOzJg9v58Xpz8dmE0mYO5qEuaOdHnP6aI7LqIN21FoVITEhhEQFM/v2GUxZ0bbwVlVczbs//ZCTSVlYTBY0HhpGzx5JxFDnFfRcoVQrufnZ6/nq5W9BwqzGWuddaL565TvCB4dL9mSUuXyQRVqm1xgQE8ovP/0pNaU11Fc1EDk0ApWmZ79yYxeM5tjONKf+73b8Q/2YecvULseTaiRwPiqNCv8B/sSMjGLePXMYNeNcOdIPfvmJXf9FU4uJw5uOkpuW57LanTN8Ar3b3CjOTnNx39VFNbx255s897+fEyd3+L5skZNZ+imCrRJP62v4Wu/H1/ognra3QHTd1aO/EhAWQMyo6B4XaIBFD85nwX1z8fA5l0KsOK+1k8ZDzZIfLXQr9jd65ECH89sJCA9AUAhYTBYq8is5sCqFf/zoXxzadARoc71I1V4GqCqqcRmO5oyEOfEkzk8gYID0uaExwWhcpKQ3VDey8b2t3b6uTP9Bnkn3QwRbA77iz1Bxrqu1WjyGSsykXvFPEC6+AtqVgiAIPPjne1j0wDwObkwlMMQX/YwR7PpsDyVnSvHw8WT6jZMZ7WZ3652f73Xq7miqa3Tw/9ZXNbD5P9uYsCSR0pwyh4pynRERmXnbdAxJWdRX1QOCZIxwO/GzRnL372/Hy9eTaTdNZsO/t9hdX+el5dqfXEPargyS1jhWqmvn9JFcPnruMxprGwmNDmHJjxbiF9zWkbwst5xDm47gE+DNtBsmSz5IbVYbzQ0teHjr+mwhUuYcskj3Q3R8YifQ7ag5hFZcRatwi+sBRBGBWkQ8QXBd3OdKwGK2sOfrfRzflYGxsYUBaw8x/9453P7Czd0eq6qw2uk+U7N0ZEZ+ZiGtza0MmzgEL39Ppxl/DZUN3PrcDQSE+WM1W6kpreXV29+wC9VTa1UkzIln4QPzGD1nVEeExJ3/dyt+IX4c2phKQ2UDvqE+iDZY+de1LoUeoCy3jJJT52p8HFx/mCffe4wdn+5h//dJHfaufXsjd/3uVsbOb+vjKIoiq95cR9KaFKqKa/AP9WXcokRu/81N3Q4ZlLlwZJHuhyhF53ULVGIGrTgXaa1tFVpxJUpyEfHGzESahV8gKtxP873cePepD9i3Mrnj7/K8Sk4fOYMgCExcOq5bY/kGdf9zUioUKNVKvHReBEcFORXpgLAAfAJ9UCgUCBqB957+yCGW2txqIWJoOAlz7TueC4LA8seXsPzxJbQ2t/LSilfJTctzy77z3wyKT5Xy9uPvU2gosvNpFxmK+e+vP+fVHcPQeen47vXVfP/G2o7Ze3NdM8XZGzG1tHL/n+5269oyF4/8OOyXOC/RKOJ8Zqy2bcJTfB01GShoQkkZOtbhLf4atyrKX4bkpuVzePNRh+3NdS1s+3in3TZRFGlpbHHZhXvmrdPQSXQROb8IUWeMxlZ2fLqbV255nbw0x3rU7YxbNKajWP+JA1lkHZR+GG/9aAev3fUmq/62TrIq3taPdrgl0K7ClEvPlEkuOpbnVrD9k91YTBYOrEqRDO9L2ZBKY410YSSZnkeeSfdDTMJMNOJ2hPOW9EV0mATn3UF04moUOC4uqjmISkzBIkzucVsvNel7MpymU7dXlRNFkXX/2sSB79uKHvmF+JG4cIzka3vC3Hju+O3NbHp/GyWnSkGAuNGxGFuMlGRLV6kzNhj57/OfO7VRpVYy+86Z3Pm7Wzu2FRmKOpJcHMZrauXotjSObksjc7+BZz/7qZ2vuEQik7GdqOEDCY0LITA8AN8gH777y2rJ41w9qBprmqgpraU8VzpJqLa0lpy0fEbPGul0DJmewy2R1uv1ocBhYKHBYHDsjyPTo5iEpRjFNLSs6xBdG94YhbuwKBKdnqekRHK7gBkVGVjoI5EWW9CJ36AQS7EJYRiFW0BwP565OwRGOM9e9DpbVGnN3zfwzWvfd7z2N9Y0UZRVjLGxhQdfu9fhvIX3z2PGzVP5/KX/UXq6jIAwf6qKa52KdFd4+nvxwJ/utnsgjJg+HA8fnUMt5fNJ353B1o93ck2n5rPe/s6LRQ0cHsGT7z4GtIX//fBtEmU5jqLuF+xLTaljirxCpWDI+Dh8grzxC/GRTKP38PUgfNAAl3bL9BxdirRer1cD74LEFE2mS7S21ajFHSiox8pAjMJtWBXxrk8SBJqVz9FquxYNOwElrSzFpnBdi8FGAEocX7dFBGwMvIi7cB+l7QTe4v+h4kz7xdGKa2kU/oBVMdz1yRfAlBWTWPf2JnLT8h32JcwZhdViZd/KJMmIjYMbUrnpl9fhF2IfG21uNfP3R/7FsR3dSw13hpefJ4KizfeQffg0u7/6gcaaJvzDAmhpkH6wdiYr5RTz7prF7i9/oLG2icGJcfiF+joUcNJ4aJjWKZtT46Fh+ROL+fIP39Bcd+7nGxYXyrVPXcM3f1pFbXmd3RijZ41k3KKxCIJAwtx4dn3hWM0vfuYIggcGOWyX6R3cmUm/DvwbeL6XbbnisNX/FS/xPwi0vdaqOY5aPEij7SUsiq5ntVbFKFpwL3QMwCTMRSWmIZznbLQwCpOwoHvGXyCe4t/PCfRZVJzBU3yLBv7V49dTKBU88Od7+OhXn3YItc5bx/hFY7jluRuor2qgwkltj7qKerIPnWHCNfZvJxve29JjAg1tBYgEQWD7J7v48o/2gunp64HOW0d9Zb1T90d9RR3Pz/sdpTltnWXUOjWxo6Px9PVsc8kAQQMDWXj/PMYvHgu0NSbY8sF2MvadJHJoBGaThcBwf8IHhXHNo4sIDA8gJCqETe9tJf9EW1f0EdP03PnbWzsiSu5/5W6MzSaO70yjua4FnZeWkTOG8/Bf7++xz0amawRn7XwA9Hr9/cBAg8HwR71evwt4rCt3h8ViFVVyLCU2axVUXQu2SsedmjkoAt/r8WuKoojY8GcwrgdbGaAGdSL4/g6FemiPX+98bJZCqFwKSL3C6yB4EwpVRK9c22q1suebA1QV1zBuQQKDEtreOlpbWnlw5M8oz3P8f9B56/hnyp+IGW7/lvHCta+SvP5wj9gVNzqavx94BYBHxzxD8WlH18P0GyYxZdk4/vrIvyUX83ReWkm/++3P30BcfBTGplbm3DYdT582l5LNZuOPt73B3u+S7Y4fPWM4L2/8DR7d7B1YmF3MiQPZDE6MZVAfVda7SpFc6u1qJv0gIOr1+gXAWOATvV6/wmAwOHXO1dS43xXCXUJCfKiokO5q3F/R2lbhLUoINGA1ZVBVXgdCbwTXPIEg3o1KSMFGOFZbPNQCdO/zu5DPXGkrxw+j5DdNpJXaqnJsvRgKGD9/TIfdnW0fNXMk5Xl7HI4fMXUYnkF+DvdpMjnvkOKAk0p/7bS2mKmubmL/98mSAg1wIimbF756msM7Mtjz9T4H14yzhdFDm4+x4mfXAtBktNBkbLuP/SuT2Lsy2eH4tB9O8vHvv+WmX1znxo2dQ+vvw9hr2kIZz/+sLsffZjv9zfaQEOnfhkuVMBgMswwGw2yDwTAHOArc60qgZc4h4kqMtDh5aPbMtRV+mBULu/Z99zBWYRAWhknus6DHJlyaQj/3/fFOpnRquqrWqRkzL55H3rhf8vhhk9x76xgybhD/t+o5EheN6fA5n0/xqRJStziGCNohtFW7e+SN+3nmv08y/745xI3pesba0ii9TJSx76TTB8eZIznSO2T6LXIIXi9hEhaA8mOwOMbCmkl0HcR6uSIoMQq3oxTfQMG5ONq2yJTbe+nNoWs0Hhqeevcxik+VcDIpi5j4aAaPdf7AWProIk7sO8nxXRkuxy06VULksAieevcxfjbpV9RVSHdiUSgUTFkxkVV/W0tZjqN/fMi4QSiVSgRBIHHhGBIXjuHF5a90eV+Rw6RdR65StxVn9yWvPUTSmoM01jQyIDaURQ/NJ3pE3ywuy3QPt0X67Gxaxl0ENXg/g7X2pY7QOJE2gW4WfnZpbZNCtKEVV6MWDwBmbA1jwHYLKNzsDXgWk+I6bLYQdOIaFFRiIwSjsAKLousKdL1NxJBwIoZ0XTJUrVXzi09/yvZPd5Gy/hAn9mVJHqdSKRGUAqlbjqLWSv+UIodFkLhwDCqNiuVPXMNXf/jWrs1UxNAwbpRwP3SV6q1UK1lwv3SbrAnXJLLri71YJDrKjJoxglVvrmPVm2s7Gt9m7D3B8Z1pPP72jxg+RfpNSObSIc+kexGFbh7Vgh4t3yCIdViFYZiEa0Bwb2FVY1uLVlyDkmJs+GMWZtEiPNLzM1JRxMv2ElrWnXPCNO3Bl9002P7e7ZRyi2IajfRdsfneQKVRsfihBSx8YB6/XfxHco7nOhwzZMJg/vPz/5Ky/rCke8En0JsVTy3tSESZf88cYkZFnw2layQsboBdsaPOROojyD9R6NQ+q9lKXno+8TMdE0oS5sSz4N45bPtk1zmhFmDy8glMvWESv1nwokNn8srCatb+c6Ms0v0QWaR7GYFiQIFNiMEkLHRboLW2lXiJf0U4GymhpBSVeBJBrKFZ+VyP2qgSk9CyycFLruY4Ov5LC0/26PUuJxQKBTf/6no+fPYTqorOFV8aqI8gckgY697Z7HCOoBAYt3gsN//yemJGRdntGzJuEEPGDeryukt+tJATBwzUltU5PebI1uMs+7F0Buq9L99J4qIxHNyQitViJX7mCCavmMiOz3ZL93kE0vdmYrVYL7jSXeHJInZ8tpum2ibCBoex5JEF3WrKICONLNK9hWjFVvssfuLmjqxBnfg5zcLTmBUzXZ4qWMvw4N0Oge7YDmjYRovtIURFSI+ZqhH3ISDdbFUluvbLOiC2oBE3Abazbw2eF29gL2NqMbH27Y1kHz6NAAydMITlT1zTUWcjcUECv9/4Als/3EFdZT2h0SEsemgeb/9YOoxStIkEhQc4CHR3GDp+MPe/ejd/e+Btp8eYu4hCGT17lEOJVp2n8/A7s9FM/okC4kbHdstWgN1f7uXzl76mseZcp5ikNQd5+sOfEBYX6nC8scnI3q/3YzZZmH7jZIeEIplzyCLdjiiiETeiEfcCrViFIRi5R/JVX7BV4CH+CzXHARsWRtIiPIRNcW4xSid+CMZVduEzKvLwEv9KrTjBaZq00nYcH36DEunwPSU1qEnGxPKLuNnzceU+cd+1orV9h4f4MUqKALCKH2EU7saouP0i7es9zK1m/nL3W2T8cK407LEd6RiSs/llp5oZAQP8ufX5G+3OtVikk0/a9nWvA4sUE68Zx4C4UMrOJrGcz9CJ3e8nOGXFRP790w+c1szO2Hui2yJtajGx6q31dgINUJBZyLd//p6f/PtRu+07PtvNqr+to7KgCoC1/9jAwgfmcuMz3QsNvFqQq+CdxdP2Gt7i79CyBS278RQ/wEd8HMFWZX+g2IKP+HM8WI2KHFTkoWMjPuIvEGznfkwa8YDkdZQUoBWli94AeIjvo8R5c1URNdYeTvE2CQsQnVTeMwvOa4V0RmnLwFP8e4dAQ1stEQ/xHVS21LYNoojatget7TNUtrSLtrsn2PrRDjuBbidtdwbbP93t8txBTiJEBIXA6JkjLto2QRC4+dnrUaml51I/fL2fVW+t69aYKo2KwHDn9U4uZEa7f1Wy0wdJ1qFTdsWcCk8W8dUfv+0QaGjL/Fz91gYObkjt9rWvBvqHSIs2NLYteNjeRWNbB6L0q3dvobRloGWtQ9U5NZl4iB/YbdOJ36LGsZu0ilw8+KLjbwHnpRwVYi1q2y48rS/jaX0ZjW1HW6F+sQE1rtORzSRgFca4c1tuY1Ek0CLcioh9GyYTiRhxLEAkhVZcYxd2146CJrTiehS2XHxtD+EjPoO3+Ca+4qN4W39+yVuCZR8+7XzfwVMANDe0kJuWR3O9faLWtU8sYdgkx9nspGXjmbh8fI/YN/3GKTz75c8IH+xY0Ki+soFVb64lbXf3XFLtTXPPJ3pUFNNu6H4RLovZ+e/1/J6OO7/Y4zDjhrY3muQ1B7t97auBS+7uEGyleIu/Rs1xBEREwCJ+TaPwkp37oDfRsEOyxCfg0CFFKTr/USvE3I5/W4lFheOxImqUZOAhftDxUBDFVbSKS2gWnsFV+pqFWJqE5wEbCrECGz4gdC9Ezhktip9itk1FK36LmmMoqUPNMXzFh2mx3YVZ4bxEKoDCRUajQD1e4quoOdZpWytadiPa/kqT8oUeuYcLwdksFUBQCnz4q09J3XyE6pJa/EP9GLsggQdevRu1Vo2Htwe/+vJp1r2ziTNHc1GplYycPpzFDy1Aoei5+U/8zJEMn6qnRCJj0dRiZv/3yW63BwO49bkbqSyq5siWo7Q2m4C23o73vXznBS0aTrthCqv/tt5uYbWdwYlxdp9Fc73zh3JTfc9nK18JXHKR9hL/gsbuxwtqMvASX6cB54sm3UUQG9CKX6IUixEFf4zcgk0ReXavqx+U/ZdWxMqPznIAACAASURBVJUoenf8yyjcgVY4Djb75AUzw9BwwK4IkoANLRswMwUL8WhwdJVYCadO+Aod36CxPY+KPGz4nu288qse6bxiEUbhJb7W4Q9v+7/IRCm+RoMtBIvC+ezQKkQ5fb7Y0KFjr+Q+Nckgmi9Z38Yx80az//tkh+L2CqWChqoG9n2b1LGttryOXV/sBUR+9OaDAHh4e3DLszf0up2u4qa7iqk+H5VGxVPvPsbpozlk7D2B/wC/tv6GLh5YrvD08WDJjxby7Z9X2fV4DBsUyvVPX2t37EB95Pmnnzs+Ti5/KsUlFWlBrEGNtB9KzVEUtnxsiuiLvo7Cdgof8ZeoOFvOUgQdX2C2jqNJeJZWlqLjfyiQeA0TEuz+Ngor0IrrHF7tRTS0CvM7/rYoEsH3DVprPkTJaUQ8MQuTUIgVCDi+ngq0+bFbhIdQinl2fmkb/jQJj6NlDZ7iPxBom/0oqUTJRhRiPQ38vesPQjSjETeioAwL8ViEKYAVjbgepZiDkjOocEwbVlCHVlyFBecibeRONOx0eHuwEIuV0QhskDxPoAGBZkQuzer+9JumcGK/gT1f78NqblsIVGmUTL9pKsd2SfvNj2w9TmNNI94B3pL7e4OIoc6TcFztc8XgsXEuMy+7w7LHFhOlj2TfyiSaapsIjQ1l6aMLCR4YbHfcwvvncmB1ikN6etigASx7bFGP2HKlcWlFmianvlsBIwLVwMWLtLf4u3MC3TG+FQ0HUYpPUy+8gVG4Aw/xUwTOzQTMjG9LHumETaGn2fYEHuJHKGlbLBFRYkOFh/gZClsdrYrrAVBoJ9Oo7JRsIJrxFR9yYakFiyKROtu7eIhfoaAUG/4YhRuxKYbja32oQ6A7o+YgKlsqFoVjPz+VLe2sMJei4iRKys7arMIsjkGgGbVE09vzUSC9MNRxawo/Gmyv4Sm+i4q0s3cTT7PwMCIBWMX3UeL4OmwlChHHZI6+QhAEHv7rfUxaPp4jW4+BAAlzR7Pz8z3UlkjHKNdV1FN8qpRhFxBdcaEsfWwRhzcdcaibHRMfxdJ+Im4Jc+MdejOej8ZDwzMfP8nXr6wk6+AprBYrg8fGcd3TywmOCnZ57tXKJRVpG+FYGIIax7RbC9FYhR5YIbdVoJIYvx0lhXiIn9KkfBGzbRIacQsCRizCKFqFGyRfw1sVt2KyXYOP+BPUpCNgRUkzSo6iEk+AzUarwj5cS2HLw1t8QXLRsR0rMSBaERURNPPzto2iDY24A5X1O5RIV4kVMKEiHQv2Iq2z/QcP8b+S/nYBCxrcL8d5fsy2FDZFLI386Ww/RfFcZqRowyyOQcFOu4QZES2twopLXsdEEATGzBvNmHmjAXjnifc5vPGI0+N9Q3yJGBLWV+YBbW6VZz55iu/+sopTh3NAEBmcOIibnlnR0YHmciFggD+PvvXgpTbjsuHS+qQFJa3CjajEv9mJQJvrYAUIzpuunjtYRCuuQi3uQ6AFqzCEFu5BVLQ9lbWiY9TG+ShpK4JkUYx3+UpvZzr1KHHsBvL/7Z13fFzllb+f905XGXVZsuRergvY2OBuTDXdGBJ6AoSEhIRks0lI2eSzsJveloTkx7K7IYGQEEI3EDqYbmxjHNywfXGXm3qfPnPf3x8jyTOaopGsar/PX8zcmXvPDPJ33nvec75HEMAhnyMg4/OU2fI3aQVaInDxR2zmOwTE1VGRlxFyza9iY0NazzyJRphjXWx283mc8nGsbE8YANBXZA/fYRxC0OnyZzPfxiXvx8pOBGBiR+LEZDIBcRkBbXjVxjbVNLH5jfTlgXPOnzWoqY5OikYXduXCFScPQ75xGNCuxjRzccoX0KjBpJiguKArZdATWebPcbLqmBDLdVhZR5v5O6RWBiKS1u83Su9bV22sQyOF6xkHiRrfR2/jhWzASvKVmSQqZ51iauMTrPJuzEgOLh5MepfRnRCzCYslQNTHOlv+OqOVb28QfbBW1czDZMtfdKWFADSCmDjxiq8S1k7rzxD7harth2lrTF0+uXDlPD7/yxsHMSLFyc6QizRASLuIEOlLvJIRrW9+MUl9825c8gG8/IAgZ5LFA0lzuV3XF8nrRtMRYTwSa9J26miO1Y6U0bgEXkSKEr9k0ifwk8W9WGMaQ1IRZgzt4ofR1WvHXUV/CzSASepd+VQ4eTJOoDvRaMUhnyXM8BPpsTMryS3MSSrUJWOK+PLvb8XmGJpKFMXJyfBoZukjdt7qsb7Z1KYR4KKki2mJlQDn4xO9v4UMi7mESN5UYlKC2/wism4Z7sh1OMxnCNO7TSaN5FM8uhNiAbKjlFDQjoUDvbpOJkQoxC+u6vX7hEzcKOw6lmQTcThQUJrP7PNOTXrsjEvmdvl5KBSDxbBYSfeddOEfO+bR7iQiJ2CT7yOI7tiH0QmKiwiLBX3buBIi2lgif4KNrQgimGQRYWxHY04ITLBRi41dBJmDSRYaxwr2O1Mdycksl2yKY+VXEmfHRJjkaZjoazTAzCh5IQGTPDzirrQ10qljK0tTOz24G2+94db/+hwWq4VNq7fQUttKUWUh8y6ayw13XTPUoSlOQka0SAe4DCePo5FovRjnOSE0/OKmjFucU2E1N2KXr3RUf0wjID5Nm/gjVrkWCwcIyTPI4UdRge6Ghf14uAM773bk3nOw8jEWUnVZpTbv6STMGPwiRjiEjRDzsbAq4bVmR2qmp03UWERH5GGmZfyeWPxcj53XsHZb3UcoxS+u7tM5BwO708Zt93weT4uXxiONlIwtxtnL4a0KRX8xokXa1CrwmTfhkg90NZdEp5/MT6hvPl5c5v245J+P5XvlCzjkatrEPYS1xYRZjJCtWMzEig+IutchbLRrd4P04zZvTSPQ0TxU+pU2BFmYYAXq0e5AmI3YWYcggEQjQiUWqvo0VdFCIzbeI0jvu+qklk+7+RNc8n+xsRWIdDgG3oypDV6NcV/JzssiO2/4W60qTmxGtEgD+LWbCZoLccrnAT9hcQpBcSmI6EezmW9gl28hCBAWOn5xfUqb0FRo5iGc8pGEDTkbm3DJP+DlDgAkro7OucRNJ4kFKQXIUIc/Rs8NJD2JatIGE+Gi3fIbrOZmrGwmwhjs8t2EZp5MkYBDvkJW5CEkgjCz8IovI7XMutwi2gza+T1CNgMmUhT2KQ6F4mRlxIs0dHQBoic8n2X+Fqd8tKsCwyFfxy7foU38Dqll3obs4IWU5XZWthx7IGyEWICFp5O8UuLmTsLmn5H0z+rMkiTN00lYm024Y2PTFllzHFexYmdDzKMqrHIXLfL+Xpk7SZF/HDEoFCcvI7q6Ix2aaeCQTyWUyNnYmmA/2jPp8rjxxzzaHQQ4D7Oj9rpz36wzF2xlD9Yk3h19Ib3Z0zFCYnHHhmFvz0/SEkMrBk75aNxzmlmFxdwWNUtSKBT9xgkr0g5eS1Oe1zvD+QDLMVOsfsN0a10XTtotv6JF/Amclyd9j8BEcnylXBJBUKQfw9VJSJxDgEuR3RIoEQoIM54QEzC7eUkDmCSOPerE2mHLqpmfkBv5CvnyWvLlzeSZN+A0/575B1EoFGk5IdIdyUmX0e3dFpqpTSYQuRInf0t4p4V9IIMg7N3eo4MMp7xShELA0ZUrjpALBLHEGDyljIccAlxEINMKCSHwaP9BSC7qaJ83CYk5BMTKmNz9apzyKSwcxMSNLetsQt6DWHghZQzIILnyP+K8UazsxSLvJWIWE9KWZxafQqFIyQkr0gHOx8mjcXXJnYRFeqeuZITF9KQ1v3b+iVM+il/El/c5zb9A4LWU54swmXbt19GSPtmOk8ewcijl601c+LgOhIsg52Bq8ROnhdmESz6Ile1ILITFbHziC8f8T4QgKC4kyIVJzx/SziPEMavVEncuAd+rOOTqhA1TkxwC4jIc8tmk5lUCPw75IiGUSCsUx8uIFGlhNmFjLSZlhMWcpM0opqbjN6/GJf8e1xIe5DR89L48zyZTmxxZ5ea4x0K245SPQZJ6aYi6vwXFJSAcBMXlOMxHscrUAg2g4UOjFa/2tYRjwmwjV/4rtphct11+iFVuxGQ0VrYDkjCn4BNfwtQym5EY1hbhNW/FKR/tGgQQYRQ+cTMRbSb2yOtp4k0+SFehUPSOkSXSUpIlf4tdvoKF+g5P5FPwiO9halMTXu7Tvk7InNu1GgyLGdEmCtGXxoTM0yc2+RoWqpN/BDR83EwwZhyVRlNGEVhTWJU6+WucQHdiZxOwKeb9B7BIgzbzDxlXt/i1WwiYV2LnRUAjKC5DiqgDnJl2GkvqfLZCocicESXSTvmXjnrlqDJEPZE3IeSPaZV/BpE4ny2sLSXM0uO+dlAsxSGfS9qxFxJndHsmcROuE4GJk4exRD7BI76LRj0WuaPHxpV057XJD3p8Z9dr2Y2Tv+Hj9ugTMoDDfAQr2wkxn6B2RYKHttTyCXBDwrkCYgVO+VTCj4dJFgGxIuH1CoWi94yo6o5oU0ri0s3Kduzy1QG9dkicTYDL4krZJBDgHALdzIeCYjlhxqU8l4YXB2/hll/GLW/HwZqMtjJDIrl/hshwJd6JpaMywx75BwXmcnK4FydvkMsvyDcvwWZmWFctbLSJnxJkKSbZSDRCTMMr7iCknd2rmBQKRXJG1Eo6lRgJQIuZCTgwFxd4tLsIyaXY5BogQkjMIyguTlzBCztebsXNj0iVlwYybtWWQJAzoxuBSTAZBWk2HRPPl4Nm7iOLX6B12xS00Ei2/DFSnpXRuUxtPG38DiEbEHijlqZiRP32DyhvNXzMK/WbOBpoxm11MS9vEjeMPhOL+o4UGTKiRDrqaXww4XmJjTCZj7TvM0IQFOcRjKmCiAYgu44fi8lBOoGGzAsBQyykXfttSrc+PzdgY2NG5zNxERAX4pRPY0nhO22hDul9HPhU0uPJkKIISVHGrz8ZWF2/lf85+Ao+M/p3UBdqZY+vhqawl6+Pu3iIo0vEb4Z4vX4LPjPIorypVLrU/8/hwIgSab9YiVVuSSirCzEvajk6yGjmHrLkH7GyDdAIcSo+8WWsfEQWv+6364TFjLR2qiHtLALmJR0DEGLex2gEASw0ABChGL+4nrC2AEck+fTuLszepVAU8UgpeaVhU5dAx/J+006uLVvEKMfwaZV/t3E7fz78NtXBqNXAE9VrObtgJl8ZewFiiGdQnuyMKJEOaRfgMQMdq8B9SLIJMQ+P+PagDzMVZj258rtY2d/1nIVDWOUOBC1Y8PTLdSKU4qeHphUh8Gg/JCznYpNrgTBhMRO/uAEhA9h5AZAEuQQp3DjNB7HGVH10RyIQ9jMYgAEvJw0hGeGQP/lgg7aInw9b93JpSeJ096GgOeTlj4dWUx86ZgzmiQR4sf6fjHEVsaK0+8a4YjBJK9K6rtuAB4DxgAP4iWEYzw1CXCkJaisIyssQtEdTCiJ1JcVA4uSROIHuJNlzvSG2yiPMJLzidqR2rJzNbr6CXb6KRhMRKgiIT0dnBQqNgLiSQDdLUSlcBPhMxwNJjvkDHKTfZA1xBg77EpK5+Skywyos5FgctIQTm6k0BOX2vq+iA2aIPd4aCqzZlDsLjidMAF6q/yhOoDuRwAfNu5VIDzE9raQ/CzQYhnGjrutFwEfAkIo0AEJ0TCAZOiyy92OqJBZCTMfOtpSv6RToIKfSpt0fVw7nNB8kS/6hqznHxmZsch0e8y5CWs8+Hla5DjtvpogNJFkEWYpH+0+c6hb3uNCEYI57IofrNiYc07MrmOOe0Kfz/v3IGt5o3MKRQDNOYeOU3DF8ZcwFlB2HWHsjqa0IPGbPNgWKgaUnkX4CeDLmcaIlWjcKCrKwWhPrlY+XkpKhFeXumM2FvU4HCMdlOPJ/hKy7DMzEDdBY7OIgxUUSYYl+bml6kPWroj4hMVhoxG17DK3wkp5jbtsEnuSbmcI6G0vxE1ihy0pquH3nmTJc4v5e4eV4twRYW2fgM0MIYGbeGL4/80pK3e6E1/cU95MH1vHo0fcId9Tq+2WID1v38rvDL/KHBV9Cy6BiZPXRraw6uIHd7dVIKRmdVciU3DIEyfuSJueV9RjXcPm++8JIiD2tSBuG0Q6g63ouUbH+955O2NSUetpIXykpyaWurq3fz3s8WM3l5PJSgtOeSQ4RRmPr5mkRoZLW4E2Y9WEc8gayuBctXd5aNtNUv4uIFk3n2M2XyJXJp4ebwe001h7t6gRMhcskpZN1MGyjLeY7Ho7feSYMt7jvqFzBroIz2NpWRZkjn4X5U9ECIiHGTOJ+8eBHXQIdy9bmKp7btZElBenHnD1bs4EHD71JKGY0W1OLh49bDlJsy6U+FH/9UpubC/Nmp41ruH3fvWG4xZ7qB6PHjUNd18cAq4D7DMN4pJ/jGrGEtfn4zNtwykewdExIiVCOT9xMkItwyXtxWbcQDvuJMK1jZNR4AALaNUTMSTjks9hZnVCr3HmuiDh2SyxxRzf0kqx3JI6MrE8DXI6DJ5MOC0jsmlT0F1Oyy5mSndkkm3Q0hZL/qEvgoL8h7XtDZoSX6j6KE+hY2sN+lhVMp8pXT9AMMyGrlE+NWsCkrMEfGCylRBJNGQ1HGoJtvNG4DYnk3MJTKLYn3hX1Jz1tHI4CXgW+ZhjG6gGNZATi124kYF6BnZcACwFxcdfMQS/fJ7s4l5YUv9Rh7XTCnI5plnbMTjwmvhIIivPj5heGxCLCUseWxL8jzOxjbndpMLUK/OYXccn7u4b3SiwEOQu/+FzmH1wxJBTZcjkcSKwY0RBMcKX3StnlOcLBQGoh98sQFY5CvjfxiuOOs680hdp58NBbfNx+kJCMMClrFJ8etYBTcscOWUzdeeLoWlbVfEBLJJoxWFX9AStKz+CG0cdvPZGKnlbSPwAKgDt1Xb+z47mLDcNI7qZ/EiK1XAJc0/MLE94Ywi5fREonAVZgYTsWajEpISjOwSdui3+90PCKfyFH/gwLx9IeIWbgEd/I+LJ+7TqC5lIcPAsyQEjMJyyWDHoJo6L3nFs0k53thwh2Ww3PyBnD/LzJ1ASa+fvR99jpOYoA9OzRfHb0mRTb3eRYndiwpFxJA1i1zPeSgmaYoBmmWKZPsWVKWEb46Z6n2eE59rfd0NLGPm8Nd06+akhW9N3Z0nqAvx9dQyBm+lBrxMcT1WvRs0dzet7ENO/uOz3lpP8V+NcBufJJjNX8J1nyl9jYDYDETpAltIn/RYq8lG3VYW0hLebfcPA4mmwkIiZ0GPf3bsqLqVXi46vH/TkUg8vy4tl4IgFeq9/CAX8dORYXs3LH8uUxF9Ae9vPjPU+xz3dsOHGVv5693hp+oX+Gsa4SpudUsKU9+UDiPEsWy4tm9RhDc8jD/YdWs7WtioAZZNKBMi4qOI1lhTOO67O9Vr8lTqA7qQu18Y/ajXxj/KUp39sQbOOtxo/R0Di/6FRybb0bNJ0pbzV+HCfQnQRlmHeatg+NSCsGABkmS/66S6ABBEEcvInJaLziW+nfruXiJ7mHh+LE54pR81lRega1wRayLQ7c1mhK7K+H344T6E72+Gp4rvZDritfwhfGnMvde5+nKhDv9e3S7FxTvogie/pKB1NKfrH3GbbGCP3m5gPsbDmMQ7OxIH9Knz/Xfl9dymNHA6m7X/9+5D3+Ubexqx59Ve16PjVqAVeMmt/nWFLhN4Mpj/kiqY8dL0qkBxm7fD2h8qMTq1w/yNEoRiIWoVHuiK+LTrdxWNUhgJOzyvndjFt4se6ffNiyh6AZzfteWDKb8T3ktAHWNO9kW5KVeECGua/qFebnTe5zC3muJbXHe44l+cr4g5bdPF69lqA8VhncEGrnb0feZXpOJXr26D7FkoqxrhJo2pH02Bhncb9eKxYl0oOMSDOxJG1JnkIRgykl7zZu56O2/QC0Juls7MRlObapbNesXDFqfp9Wmvu8talmPFAfamN98y4WFiQO38iES0tO57WGLQllgBow1pnc6Ondxh1xAt2J1wyyumFrv4v0ytJ5rG3+hN3e+IEeE12lXDlqXr9eKxYl0oNMiCWY3I+WpOU6TN+60BQnF6aU/Hrfs7zbtCOlaHbi0mycW9j7mZ7J6Ckd8mHr3j6LdIE9my+NOZ+/Hnkn7q7ABJ6p+YB9/lq+O34lWdZjPzjpOiXTHesrLouduyZdxSNH32Nn+xFAMjW7nBtGLyXHOjB5cFAiPeiY2gSCkXNxduuuN8knIPpQJTJASBlGyOZo+32SiTeKoeO1hi28k+K2OxaHsLKyZB4zc8f0y3UvKJrFg4fexJciN5tJoiNghni+diN7vDU4NCtLCqZxRt4kABbkT2G3p4aawHqC8lgVSpAIG1r28H+HXuOb4y/rer7SWQgtya8z1jUw6Yciey7/Msg2s0qkhwCP9u+YsgybfB9BGxHGEhBXE9KWDHVoIE1c8j5k/Tvkm9WYjCIozo2WBCqj+gHHGw7wt6PvsqP9MCYmU7LKubZ8cVzDxKbWfRmdKyDDvN9icHbxKYxJkTLoDTbNyrlFM3mh7qOEYxqC0/Mm8XLdR+z11pJtcXBJ6VwsaDxavYbd3mqkKWkIt9EQY+b0ZsPHXDlqPjdVnMUv9z7L+81GyutvaT1AyAxj06zUB1vZ0pa8UmVyVhmXl5w4zVlKpIcCYcEnbsPHbT2/dpDJkvfglH+DSDQfqLEXi9wLBPEJVY05kITMCD/a82Rc9cQubzU7PUf46ZTrcXeUlpk9JjmOUeVv4LGja/j2hMszen3ADPFWw8f4zBBnFkxLSHF8sXI51f4WNrbt7XpOQ3BW/nSeql7Hds+xCUGvNmzGLqzUhlpTXi9EhOfrNlJqd7O+eVfa2NpNPz4ziE2zcl/VK3ziPZrwmhKbm7smXYXTMjTumAOBEmnFMaQHu1ydcNsqAIdcjU9+CcTA5d5Odl6t3xwn0J3s9dXwdM06Pld5DgAzcyp5ryn55PhkfOJJP1rOlJI1zTt5qe4jdnmO4u1IZzx2ZA3Li2fx+THndr3Wpln4jylX82r9Zj5uO0i2y8E0ewVrmz+JE2iA5jSbmbF4zSCvN24lksSXJJZKRxG5FheNoXa2plhFeyL+fhtSIKVkW3sVtYFWTs+bRL4tlfPNwKJEWtGFRR7AQnXyYxxGk0cxxcAU7CtgV5KVYSexdcSXlMxlY8s+Pmzdk9F5tTTzpiPS5Fd7n2VN886E9Xmr6eOp2vVsa6/iuxNWdtmhWoTGxSVzuKB4Ng/Xv8NDh9+mLs1qORMspN/3cAgbGoJ/Mx6hwpnf9UPSHa8ZpMpbT2He8XVC7vFW879Vr2F4DhNBUmDN5qzCmdxaee6gT6pRSUZFF6YoxyQv6bEIhUgxcLWgCnBoqTtHHZbosZAZ5rGj7+OPBCm1unFp9h7/Ees5FSmPPV+7kfeSCHQshvcoP9u7ikC3UWB/OPgaj1etPW6Bdml2ritfQr41O+lxt8VFWIbZ6T3CNk8VrzRsSbtJ+av9z/J0Td97DiLS5Pf7X2K75xCRjm+mKezh2doPeLrmgz6ft68okVZ0IUUBQRYmPRZiIVIMrNvXiUxEmjx85B3u2PEQX/n4fn6252k+bo/3FD+ncCauJEKtIViQNwVTSn62dxWPHH2PbZ6D1IZb8ZlByuwFXFE6jzPck3Bp8bnYya4ybhydeiDE5rbMhlfs8dXwYsyGoS8SZF0POeRMsKBxUfFpzM2bwI2jl8UJtR0LS/OnETBDXWLZSboflZawl0eOvIfRntzatyfebvyY3b7EO0oJrEuzsTlQqHSHIg6P+AFChnDwAdCOSTZBFuHRfjDUoY1ofrPved5q+rjrcZW/nh3th/nexJVdLm/Tciq4umwxq2rW0xaJ2tda0ViQN4VzCmfybuMONrTsTjj3kWC0bfrKUfMZ7yqhIdgOQjLOVcKKktPTbqJFZPo8cCwv1G5kanY5M3PGUBdsTWg8yYQszc6UrHJyrE4CZpiwjHDQX889+1/gwuLZ3Dv9C7zc8BEBM8zc3Ans9BzmvebU+fcczUF7kukxPjPI6sZtae8iUlEbTH1n0BIefG85JdKKeLQc2vk1joI62ho+JMwMTG3cUEc1ojE8R1jbnGgF0Bhu57naD+OsOK8tX0yOxclDh9/CYwYIY/JB6x5+te9Zsi3OlCvI1+q38I/ajUQwybE4WJg/lU+NWoClh7LJqdnlGee2jwab+dmep/nm+MuYkVNJkS2XhgyFOtfi5JKSuZxXdAoVziLWNhncW/Vy3Obi+pZd3Fa5nOvLj9l+9rRaL7a7afcn9/3oq5/G1KxyLGhJNzLLuk1490eC7PXVUmJzU+IYmDtNle5QJEWzTiSoXawEuh/4qHVfUvc0gAPdjIW8kQBP1ayPmy0YkmHeadrBXm9Nymt4zECXqLRHArzesJW/HH47bVwRadIW9mHvRbNSc9jLM7UbyLI4mNfRhJIJQTOMlBKrsCCl5Kma9QnVH61hH0/XrseUx36KlvTQwRg0k3+vABOyevYjScYc9wRmuxP/7l2anQuKZwPRyo+HDr/N7dv/yHeMv3L79vv50e4naQz2//BmJdIKxQCTzjwoyxI/rOHV+s3UBBMn50C0hjlLy7z+d0NL+hXy/1S9yj/qNsZ192XCPm8tITPMl8dcwMrKeRR05JFzNSfWFFUaARnm8Zq1fHPHQzxR/T47k9iSAuz11rAnxhtjZu5Yim2pV6j+SJjxzpKE56dljebSkrm9+VhdCCH4twlXsLxoFqPseeRoTqZnV/CVMRewtGNE2VM163mi+n1qgtGWR68ZZH3LLu7e/xxSZl7Hngkq3aFQDDDnF8/imdoNHEliuXmae3zc4/ZI6unGEsm1ZYt5omYt7R3eFBoiZXNLa9hLRJpJUx5NIQ/rkqRgMsGuWWkIttMc9nDH9Mu4vmgJh/2NVDgL+cvht3mxPrEjsZOWiJdHq9emTNtIorXYsVxXvoh7q15JHovFwp2TPs2j1e/ziecoGjA9p5LPjD4zh7Fp7wAAEUNJREFUbbVMT2RbnXxj/KWEzAghGcal2eNK79Y0Ja+I2dZ2kC1tB5jd7f/r8aBEWqEYYByajS+OOY/7q1Z3bfLZhJUFeZP5TLfKi9NyJ/Bk9XpCSdzdxrlKuKp8EQvzp/JG41bCpkmlq5D7D65OWjesIbhn/wsU291cXnoGBbZjlRO7vUdpCvfNddGUEb6240/4zCCVVUUsy5/ODeVLEUJwaenp7PQc4ZC/IalDHZBQyheLDQtjHfGlnucUncqTNeupDiTeYUzLqaDMWZB2KMDxYNMs2LrdHUgp41rbYwljss9Xq0RaoRhpzM+bwqyZ43m1fjPtYT+z3eOYmZNofHRK7hgW5U9JMFAqtuWysjRqh1npKuKmirO7jr3XaMS1aXfSEG7njcZtALxYt5G7Jl3FzI5NyoO+1Ja56XAKG/UxAnXI18CjvjVkWxwsLZjGL/asSjtLsSdCRHiyeh1LCqdRanfziecobpuL68oW88ChN2mNHKuumOgq5abRZ/X5Wn1FCEGJzZ1009SOhcn9POpLibRCMUg4NRuXl/Zs/HPHhBWMdhSyqXU/PjOAs+O2/f9VvUyxLZfzi0/lzILphMwIP97zJJva4g2XBIl1xO2RAD/f+wwPz/46O9oP8eDht/r0GZJtgJpI3mvaSV2wNSOBThZfLA8dfZtHjr6HVbNEvTqElek5FXxt7EV83H6Q9kiACmcBl5fOwzVEHh3LCqezy3skoX77VPe4fh+cq0RaoRhmWIWFGyuWcWPFMp6qXsfDh9/pGj6731fL1rYqmkMe3mvcwbZufhmQWgCbwtE89Ev1m9KaNKUT0VTPN4ba006HiT337NxxbG47kFaoQ0QImdHPHJJhtrQdoDXs5Z5ptyTkrIeClaPm4TdDvNmwjUOBBnItLma7x3P7mAv7/VpKpBWKYUrIDPNK/eaE6eABGeKJ6rUp86LpeOjw29SladYAKLflcSSUaNRcYMmmNeJLWj9caMshK82qtsiaw8TsUcxzT+aSkjl8x/hr0sGz6djvq+P7xsP8cMq1ZFtTV8wMFteWL+ZToxZQG2zBbXWRO0DG/6oET6EYpuzyVnM40Jj0WF8EGqKdjqlM+zu5tnwpC/KmYImRhxKbmy+PXc7U7PKk79ntOcp+X11SQcmxOPjhlGv5z8nXcGnpXAJmiMY+xr/De4Rf7H2m38vc+opNs1DhLBwwgQa1klYohi151iwcwkogSZVEqo6448WCxvTcSs4rPpWPWvextb0qauBfMpcsi4N3GrcnfV8Ik4P+Bqxo2IWGvyPmQlsO15Ytjmss2d5+qKu+uC9sbtvPh617e9VMM5JRIq1QDFMqnIVMz6lkU8ew2VjGu4rZ46tN+r5im5sSWw47vUd6MR4gylz3BCqchdH/zpvI3Lx4a9p9KVqwOwl3TJNZkB9diS8vmkWuLX6VWWTLxSasScsMMyGCxPAcViKtUCiGntsqz+fuA8/HTaieljWab0+4nEeOvtdVYtfJGEchP5lyA0X2HDa17Wdz635eqttEu5m8SaZzk9CCxmz3OL4+7pK08YgMJhnWB1u5umxRyuPjskqYmeLHx6XZ0ISGQ9hoDXsJp7hbKLalH4o7mESkyfb2g9g0G3pWeb/7TSuRViiGMWOzSrh72k282bCN6kAzlc4ilhXOwCI0vjX+MhbmT+HDlr0IAWe4J7IoX+8SiTnuCcxxT+BooDmpk1y+NZvvTbiCg4F6JrpKmZ5T2WM8evbolHnyTjKZnH1b5fn89sALXSOwBDAzZyzfmbACh2Yjy+Lg2eoP+NORNxPeO85ZwnlFs3q8xmDwav1mnqnZwAF/HRqCKVnl3FixjDnuCf12DSXSCsUwxyosLO8w9olFCMGSgmks6fCTSMU15YvY46vhaExbug0LFxWfxiz3WGaReV3vZ0cvY7+vlr0pUi0A89w9pyHGZpXwX9Nu4p3G7RwNNDPeVcqi/Clxq9AryxbQEG7nzcaPaQl7EUSHzN42ZvmwKMPb3HaAPx5ajaejRd9EYniP8Pv9L/GbaTdTYE8+xKC3KJFWKE5wJmWV8aPJ10T9Q/yNZFudLM3XObNwRq/PNcqRxy/1z/LwkXd4uW5TwqZmnjWL60ZnNvXeIjTOKTol5XEhBF8ccz6fGrWAD1p2UWjLZV7eZLRBHl+Vitfrt3QJdCy1oRb+UfchN1X0TzekEmmFYoTQHPLwWJeRkGB6dgXXj16aUdfdaGcht4+NNloc8NWxtvkTVlV/wAUls8hO4dJ3xN/Eaw2bCZkRZuWOY17eJIQQZFkchE0zadVJS9jLGw3buLhkzvF92BiK7Llc3EdHu4GkOZTa+6QpzbHeokRaoRgBeMJ+frj7ia4cLsB2zyEM7xF+MuU6bFr6f8phGWF1/VZeqvuIKn99l8A+W7uBG0cv47ziU+Ne/2ztBv5+ZA1tHV4Zz9VuYGH+VL47cSVWYeFQmvbvPWl8r08kiu2pLVRLHclnhfYFJdIKxQjgmdoNcQLdybb2g7xcv4kVMZ4gdcFWXq7bhN8MMj2nknJ7PvcceJG9vkTxrAu18uDhN5ntHtclOtWB5jiBhmjZ25pmgyer13Fd+RKyu/lgx9LdI/tE5ZKSOWxo2Z3gJjjGWcTlpaf323V6FGld1zXgPmA2EABuNQwjcdCaQqEYMPZ6U2/UGZ4jrOj479fqN/Pnw2/T3CEcz9RuIMfi6PKfTkZT2MNLdZu4sWIZEK1YiBXoWLa0HuC68iUszJ/K+ubdCQ01bouLi4pP68Uni1p/Ple7gX/U/pP2sI9sq5MVpadzxaj5vTrPYDMlu5yvjbuIp2vWs9tTjUXTmJ5dyc0VZ6VMIfWFTFbSVwBOwzAW6bq+ELgbWNlvESgUih5xpElndJrbt4V8PHzk3S6B7iSdQHfiix3XZaZuMqnt6BQ8r+hUDvjqeb1xCy2h6BisUpub60cvZbSzoMfrxXJf1StxgwLagn7uP7SavZ4avjVxRZp3Dj0L86eyIG8KDaF2bMJCni2r36+RiXfHUuBlAMMw1gE9ey0qFIp+ZUHeZLQkjSQ2YeXMjhK8Vxo29WmCtwCmZR2bqj3HPSHOtyOWmmALL9RuBODzlefwl0Vf5ZaKs7mtcjn/PfPWrhmAmdIQbOP1hi1Jj73dtJ36HsyghgNCCIrtuQMi0JDZStoNxDbaR3RdtxqGkfTntqAgC6u1/2sYS0qGT4dRbxipccPIjf1EjPvTxQs4YNbx3KEP8XVMNsm2Orhm7CKWT4o2dlhb+vbvbn7RFK7U56F1jNm6oHgWr7ds4e26HQmvNZG82bKNm2Ys63r9V069oE/XBXjzwNaUMxbDmKzzfcItFef0+fw9MRL+VjIR6VYg9pNoqQQaoKnJm+pQnykpyaWurvcrhKFmpMYNIzf2Eznum0rOZlGWzppmAw3BWYUzGOcq6XrfKdYxOIUNf4rJ5LEIoMSex6L8qdw0ehkN9fEpkgXZU5KKNMCB9nr2VteRZ8067u9b+NPfzHs8gQH7/znc/lZS/WBkItJrgBXA4x056a39GJdCoegFU7LLmZLCLnRydjlnFc7glYbNcc+XOwpYVjCdne2HaQ57KLXncUHxbBYX6CmvU+4sxIaFEImr3ByLE1cvppanY2nBNP6n6tWkA3htWBJKA/uKlJItbQfY76tDzx7NtJyKnt80TMhEpFcBy3Vdf5/oD/AtAxuSQqHoK18bdzFjXcVsbN2LLxJknKuElaPmMdZZ3PObY5iaXc6MnEo2tx9IODbLPQ57D3XZmWIVFr405nx+v//FODMlAVxZOj9tLXKm1Adb+c3+5/m47SBhTOzCymnu8fw8//rjPvdgIPrbPLuurq3f3biH221JpozUuGHkxq7izpz9vlreaNhGSEY4LXc88/Mmx3lnHPY3cM/+F9nhOYQkukk5xz2e705Y2dXl2F9x1wdb+e3+F6gLtFJgy+aassWcnj+x5zdmwA93PcEHrYlVwxeNPo1/Kb+4X67RH5SU5Cbtd1fNLArFScjjR9/nyep1eDpK716o3cji/Gl8Z+LlWDo2BCucRfxK/yzrW3Zx2N/I9JwKZiSZcN4fFNvd/HRq/69sqwPNbGmvSnpsQ/0ePKX+fq1pHgiUSCsUJxn7vLU8Ub0Wb8wYrQiSd5t3MKWmjE+XLex6XgjBwvypQxFmv1ATaMafYlxYS8hLW3j4i7SacahQnGS80bgtTqBjSWbEP5KZkl1OiS15XntsVhHF9uFfgqdEWqE4yUjXURgyk9csj1SyLA6WFUxPaAOyoHFxxRysYuh9qXtCpTsUipOM2bnjeaHun5hJJiBOyho1BBENLLdUnkOW1cHa5k9oDLZTYndzdtEMbp541ojYZFYirVCcZCzMn8LC/Km832zEPT/RNYqrYvLRA4UvEkQiB80tTwjBdeVLuK58CaaUw2ZoQKYokVYoTjKEEPzbxCt4qmYdW1urCMkwE7PKuLpsIQW2nAG77n5vLX858g6G5zCmNJmUXcY1oxYzyz1uwK7ZnZEm0KBEWqE4KbEIjWvKFnNN2eJBuV572Mcv9z1Llb++67mPWvdz0NfIT6ZcyxhX75ptTibUxqFCoRhwnqvdGCfQndSHWnm+buMQRDRyUCKtUCgGnJpAc5+OKZRIKxSKQcCdxmvZbcsexEhGHkqkFQrFgHNpyVwKrIlinKXZOa+of5zuTlSUSCsUigGnzJHP7WMvZIKzpOu5Ckchn6s8h9m5g1fdMRJR1R0KhWJQWFygsyB/Ch+17iVoRpiXNwlbP1mensiob0ihUAwaFqFxRt7koQ5jRKHSHQqFQjGMUSKtUCgUwxgl0gqFQjGMUSKtUCgUwxgl0gqFQjGM6fdBtAqFQqHoP9RKWqFQKIYxSqQVCoViGKNEWqFQKIYxSqQVCoViGKNEWqFQKIYxSqQVCoViGKNEWqFQKIYxI8IFT9f1bOARoBDwADcahlE3tFH1jK7recDDgBuwA98yDGPt0EaVObquXwlcbRjGDUMdS0/ouq4B9wGzgQBwq2EYu4c2qszQdX0B8EvDMM4e6lgyRdd1G/AAMB5wAD8xDOO5IQ0qA3RdtwD3AzoQAW4xDGPP0EaVnpGykv4isNEwjDOBR4F/H+J4MuVbwGrDMM4CPgf899CGkzm6rv8O+Dkj52/kCsBpGMYi4N+Au4c4nozQdf27wB8B51DH0ks+CzR0/Ju8GLh3iOPJlBUAhmEsAe4CfjO04fTMiPgHaBjGPcBPOx6OBWqGMJze8Fvg/zr+2wr4hzCW3vI+8JWhDqIXLAVeBjAMYx1wxtCGkzF7gE8NdRB94AngzpjH4aEKpDcYhvEM8KWOh+MYAVoy7NIduq5/Afhmt6dvMQxjg67rbwCnAssHP7L09BB3GdG0xzcGP7L0pIn7MV3Xzx6CkPqKG2iJeRzRdd1qGMawFg/DMJ7SdX38UMfRWwzDaAfQdT0XeJKRc3eLYRhhXdcfAq4ErhrqeHpi2Im0YRh/Av6U4ti5uq5PA14AJg1qYD2QKm5d108lmqL5tmEYbw96YD2Q7vseYbQCuTGPteEu0CMdXdfHAKuA+wzDeGSo4+kNhmHcrOv694D1uq7PMAzDM9QxpWJEpDt0Xf++rus3djz0EE34D3t0XZ9B9LbwBsMwXhrqeE5w1gCXAOi6vhDYOrThnNjouj4KeBX4nmEYDwx1PJmi6/qNuq5/v+OhFzAZ5noy7FbSKXgAeKjj1twC3DLE8WTKz4luCP1O13WAFsMwVg5tSCcsq4Dluq6/DwhGzt/ISOUHQAFwp67rnbnpiw3D8A1hTJnwNPCgruvvADbgG4ZhDOu9ImVVqlAoFMOYEZHuUCgUipMVJdIKhUIxjFEirVAoFMMYJdIKhUIxjFEirVAoFMMYJdIKhUIxjFEirVAoFMOY/w+E2uwkgJa3fwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import pairwise_distances_argmin\n",
+    "\n",
+    "def find_clusters(X, n_clusters, rseed=2):\n",
+    "    # 1. Randomly choose clusters\n",
+    "    rng = np.random.RandomState(rseed)\n",
+    "    i = rng.permutation(X.shape[0])[:n_clusters]\n",
+    "    centers = X[i]\n",
+    "    \n",
+    "    while True:\n",
+    "        # 2a. Assign labels based on closest center\n",
+    "        labels = pairwise_distances_argmin(X, centers)\n",
+    "        \n",
+    "        # 2b. Find new centers from means of points\n",
+    "        new_centers = np.array([X[labels == i].mean(0)\n",
+    "                                for i in range(n_clusters)])\n",
+    "        \n",
+    "        # 2c. Check for convergence\n",
+    "        if np.all(centers == new_centers):\n",
+    "            break\n",
+    "        centers = new_centers\n",
+    "    \n",
+    "    return centers, labels\n",
+    "\n",
+    "centers, labels = find_clusters(X, 4)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels,\n",
+    "            s=50, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Not optimally guaranteed and initialization\n",
+    "Under typical circumstances, each repetition of the E-step and M-step will always result in a better estimate of the cluster characteristics. However, it is best to note that, **although the E–M procedure is guaranteed to improve the result in each step, there is no assurance that it will lead to the global best solution**.\n",
+    "\n",
+    "The **initialization is important** and particularly bad initialization can sometimes lead to clearly sub-optimal clustering."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "centers, labels = find_clusters(X, 4, rseed=0)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels,\n",
+    "            s=50, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Number of clusters?\n",
+    "\n",
+    "A common challenge with k-means is that you must tell it how many clusters you expect. \n",
+    "It cannot learn the number of clusters from the data.\n",
+    "\n",
+    "If we force the k-means to look for 6 clusters instead of 4, it will come back with 6 but they may not be what we are looking for!\n",
+    "\n",
+    "Some methods like **elbow** and **silhouette analysis** can be used to gauge a good number of clusters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = KMeans(6, random_state=0).fit_predict(X)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels,\n",
+    "            s=50, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Limitations - example\n",
+    "k-means algorithm will often be ineffective if the clusters have complicated geometries. In particular, the boundaries between k-means clusters will always be linear, which means that it will fail for more complicated boundaries."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import make_moons\n",
+    "X, y = make_moons(200, noise=.05, random_state=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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KLx/7hstRNxYod/y5i0lv3MmAe/uW2Hn++nULO/7c5Va+fdEu2g9sS7+JvUvsXNlZ+d06Ys64x+dLvJbEup/+omnnJqi7Ijm65bhh/6S4ZMyW9K+7JEnUVep4dB89svko1kQrL/z4DPM//IOTeyLRXBpNOjVm3NTR1DTwVJrz9nyWfr0iKy5R7PmrRO45jc1qY9jkwUW9bIGgxBGiX0H4/dPFOQQfICXBypKvltPrjh7pcWpKgCObjD1jAA5vPOo10TeKEJpVlzEaj9oX5XGnbdzlODSXlrXeUb2B50VWe6qDld+tY+KrtzPl0wfztS0l0crWhTvcAtE5bA7+mrOJIQ8NzLHOIhCUJUL0ywHxV+L57YM/iMwYcTbu0IhxU0dRq0lNAOxpjhxZsbJz6XQMu5fvdfOYKTKeA2ziNqdSgoTV9JztKjMTVuNOjbD4WgyFP6xW1RzCO/xvQ1g9cx22VONX6YTYBMNygOT4FDb9tgVN0+l9e3dOR8V4fChdirxMXEx8jgxgAkFZIkT/JsdmtfHx/V9wel9UVln0yctEHTzLa/NfzAqs5MjDTVEqwUFmq14t2GoQ/gGgZS/38MwlxZDJg9n8+w5iz+ac4gkKC8qavmrepSmterfgwNpDOdpIssQto3KGmKhaowrtBrRm1zLjQHS5dwNnsuLb1Sz5anlWuOclXy5nwN29sPhZcKS5P2wCQgM8hpsWCMoC8c55k7Nq5rocgp/JRTWapf9dBaR7k8geFlBNZpk2ffLfeOWJPSv28vXTM/jP5On8/smfdBvdhS7DO7m163pbJ/rf3afI58mP0PAQHvvPQ7To3hyzxQQSNGrfkAfenUTzrjdcTp/4cjLdRnUhqEr6prSajaoz9tnbGPXkcLdjjn1+lGGi9FqNaxjOw5/ad5p5Hy7MEd8/ITaRZd+upXYzYw+q1n1a4hfoR/TJS/z05lxm/f1ndi7dk5VQXiAobcRI/ybngnrRY130yfQAX0nXk7HbjeeyXU6N49tUut7WGV3XuXw6BrOPuUAbh+a8PY/l/1uVFeNn5+Ld7FtzgOe/f4p2A1pzdOtxJCRa9WpB/0l9vD5v3bJnC17/42Uun47BnmanXsu6bm6iwWHBPDvjCRKvJhIXE0+txjU9pkZs1LYhUz59kD+/WEbUgTPIZhPNujRhwsvjDPP8/jV3i+GGLXuqnYh64fgF+HJy9yk0l4bZx0zr3i255x938slDX7Jv5b4sF9JV362jUfsGPPnVox4fFgKBtxCiX0KkpaSxetZ6rl24Rni9cAY/MKBYvvCZ5HWMzBDIPn4WAoL8sRu4eskmmaCwIHYs3sWSr1YQdfAsslmmeeemTJg2DqVbM7c+ABdORLPmh/VuQd1O7Y1i0efLePC9exj8wIBiXFnRkCQpay0jL0LCQ3KEl/ZEx1vb02FwO65fisNsNhFqMPLPJM8NW5rOG4umsXf1AaJPXKJxh4a07t2SGS/8wJ5le92aRx04y/fTfubVBS/ma6NAUJII0S8BTu+PYvrTM4g+ccMFcOOczTw+fUqx/bT73tWLzfO3uY0wLb4WbhmdvinJL9APpVszdize7da/cYeGmC0mvn/556zAYJpL4+jW4/z32Rn8c9lrBIe5J1zYtnCHxzAEnhaNyyuSJBVoobVO89oe62o1rZme8GVIBzoP6QCkL7AfWH/IYx91x0lOHzhD4/YNC22zQFBUxJx+CTDnnfk5BB/SR8pz3p6Xo8zpcGJNtLol5s6NruuoO0+w8bctVKtTjQkvj6NKNu+V4GpBjHp6OF2G3Ujrd89bd9G0U+Mcx6nVtCaT3riTdT9vNIwEGRMVy4oZaw1tyCv5OZU0h/iwKYNp1M79Id6gdV1G/M094Jw10Zpn0DWnw0nsec9xgAQCbyBG+sUk5uwVTuw8aVh3YsdJrl28TlDVQH56fS6HNx0hJd5KzSY16T+pD4Pu6+fW5+KJaGa+9CMn95zCaXcRGhFCt1FdeX/tm2yetw2Xy0WfO3pQtWbOLf7hdarxxp/T2DRvG9EnoqlSowqD7u+PX6Avf/xniUf7cycrz6TnuG6s+Ha1YaC2pp2a5PWRVFj8Av2YOuspFvxrESd3R6Jp0LRTIx5++y78qrpPJYVUC6Z6gwguHDdel6lSI5TWXvR4EgiMEKJfTGwpNhw2Y3dJu81BakoaP7z6C7uX33ANPLX3NOePXcBsMdFlRCf++HQxkXtPo+tw5ewV4mNu+IgnxCayauZaQsKDs+LFe8JsMTNgkrsHTZUann3cw2oZ19VuWouhDw9iyfSVOfzem3Zpwvj/y9uOikx4nWr87T8P5yjzlNdUNsn0vqMHc9+bDwbOOr1u7264YCwQeBMh+sWkrlKH+q3rce7Iebe6Rm0bYE20cnDDYbc6e6qdDbM3se7njZzcFZnvefas3J+v6Hti4L192btqP8m5phqqN4hgyCODPPabMG08zW9pzo7FO7Gl2mnQpj5DHx6Eb0DxF6grC6OeGk5KfAqrZq7FlrHQ7hPgQ7+7etP8lmYkXU8yXFMRCLyFEP1iIptkhk4ezM//mEtqtuxPAaH+DJ08mBM7I7GnGrtTnjt6Id8Qvpl4SlNYEJp3bcqD793Dsq9XEnXoLCaTTNMM18TQfDxc2g9sQ/uBbYp87srOtQvX2LNyf5bgA9itdtb8sJ7V36+jSo1Qut7WmQfemSRCNQhKBSH6JcCASX0Iq1WFjXO3cP1SHGG1qtL/7t607d+GPSv3IcmSW1wWAHtawaPpSbLErFd/oUbD6gy6r3+hY+n0HNeN7mO6ckGNxuJrplbj/N0eBcVn6X9XGgZ2y/w+xMcksHrmOgJCArjrlfGlbZ6gEiJEv4RoP6At7Qe0dSvvNKQDTTs3MZzCcTmME5sbEXvuKqsyPG02zd3C0988Rq2mhRNuWZap39I9sbjAe3haxM3N3hX7uHPauCKFphYICoN4n/QykiTx6KcP0qJ780L0geDwYAJC/PE12Jx15vA5Zv/zt5I0U+AljO6fEQlXEz06BAgEJUmRR/qKosjAdKA9YAMmq6oamVHXAfhPtubdgbHATuAEkLmyuVBV1c+KakN5oU7z2jzy8f281Pd1w2me7PgF+jLogf7c9ffbOb79BB9M/NSwnbrzJMnxKVkB1wQ3B9akVNb+sIGUhBSadWlC+0Ht2Lf6YL73PbxuNSy+4sVb4H2K8y0bC/ipqtpDUZTuwCfAGABVVfcD/QEURZkARKuqukJRlMHAHFVVny6e2eUPs8WMyWwyTNotmyT6T+pDYJUguo/pmrWLV3NpaE7jwFwOm9Nj7HhB2bB7xT5+en0OsRl5dmWzTJs+reh/dx+2/L4du4cwziaLiV7ju4upHUGpUBzR7w2sAFBVdbuiKF1yN1AUJRB4C8hM3dQZ6KQoyl/AFeAZVVWN0xdVMGo0rE6zLk04tlV1q2vWpSmP/OsBtx99yx4KtZrU5NKpy259GrSpZxghUlA22NMczPnnvCzBB9CcGgfXH6Z6/YisHc7+wX5UrVmFNKuN5GvJ1GhUg163d2e4wY5egcAbFEf0Q4DsmSZciqKYVVXNPpR9BJinqmrmL+E4sEdV1TWKotwDfAHc4ekEVasGYDabimFi/pTm9Mgj797Nxw9Pz5HhqkbDCCa/N4nq1Y1dJ8c+PZzvX51NWootqywkPJiJL47J6lMRpnjK+zXsX7HX8OEMcOXcjRwAqUlppCZdZvjkgbgcLlKTbTitaehpNqoXIPKpNynv9wDENRSE4oh+IpDdOjmX4APcQ05RXwdYM/69EPhnXieIi7PmVV1sPO2k9Ba1W9Xn9UXTWDljLXGX46haowpDpwymao0qHu3oc3cf/KsEsXn+VhJiEwmvW40B9/alRc8WxMYmlfo1eIPyfg0REcHEXPCcztGIld9vQHPdmLrbOH87T0yfQvOuxlFPvU15vwcgriH3cTxRHNHfAowCfsuY088RTlBRlFDAV1XV7FtVZwALgN+AQcCeYpy/XFK1RhUmvno716KvY7PaCI3IP/xvl+Ed6TK8Y77tBGVH52EdWPT5EsNYRUZkF3yAK+eu8vsni5k293lvmCcQZFEc0V8I3KooylbS4y4+pCjK80Ckqqp/As2BM7n6TANmKoryBJACTC7G+W8a7GkOdizeha7rdB/V1WPSDoAzh88y55/z0nfq2hw0bFOfoZMH0/euXqVosaCkqd20Fj3GdGPtjxuKfIxTe0+THJcs4vEIvEqRRV9VVQ14LFfx8Wz1u0j38MneJwoo/cwbXmT97E0s/mIZl0/HALDw08WMfHIYg+7r79bWZrUx/ckZOTbsRB08y4+vz6ZK9VDaDRDhDsozD314LzUbVWf/2oOkJKZSu2ktrl+6zvFtJ8raNIEgC+EYXAyiDp5h9lu/kRKfklUWE3WFOW/Po36rejTrnDME8ZpZ6w13aFoTUtkwd5MQ/XKOLMvc9sQwbntiWFaZNcnKrGm/cHjjURKvJ1GzUQ2S45JJvOo+b9ukU2P3Ub5uJ0D/Eou+A4lkXDQkTZqAQ+7v3YsRVFiE6BeD9b9syiH4mVgTUtkwZ7Ob6MdeuObxWNej4z3WCcovAcEB3PHSWMwWE2eOnCcgJIAGbepz+K8jORKsVK8fzvgXRrn1D9Jew5cbiW5MXMasHyVZk3HIfd3aCwT5IUS/GBgJflZdXDJpKWnMfXcBx7efwJHmwJzHjktPce0F5ZvLUVf4+L7P3IKutR/Ulur1w0m8mkR43WoMmzKYanWq5Whjca3Ah3Vux5RJxFefjwMh+oLCI0S/iJzYHcnVPFLdhdcL59MHv+TwxqM5yk1mGVeuXbYBIf70ndjbK3YKypYlXy03jLJ5ZNMxRs6eSus+LY076k4C+QwJ4/ANZs6VpJmCSoQQ/UKi6zozX/6JTb9t8Rgnv2bjGkQ0CGfZf1e61bmcGlVqhJISn4LD5qR+63oMfWQQHQa6R+gUlH+MkusAOO1ODm447FH0ffTlmLhiWAegkb+rr0BghBD9QrLx1y2s++kvwwBaQWFBtOjWjHEvjGbzvG14GKRRvUEEjy9+hdSkNOq3rCuSZ1RgLHnkPcirzoTxwyITh9SjyDYJKjdCbQrJvjWeIyZ2H9WF52c9TaO2DfAP9vN4DP8gf2o0qE7DNvWF4FdwWnlIfB5cLcgwn3EmLhp6GjPgojqp0qMlYJ2gMiIUp5A4PERKBHBki6A5+IEBVKnpvjgryRIdh7Tzim2Cm48xz95Gl+Edkc03fmrBYUGMf2GM28JtduzSUJy4T/np+JAiTQXJuzGpBBUXMb1TSOq3rse+NQcN67K7aAaGBtCuf2t2Ld2blQc3MDSAXrf34NYHB5aKrYKyx2wxM/X7p9i/5iCHNx3D19+H/pP6UL1BRN4dJRNJ0rsE6R9jZi8SKThpik0aj0MWETkFRUeIfiEZ8fhQDq4/TNTBsznK2/RpSd+J6aEUzh27wPQnv82xiFe1ZhWmfPoAHQa1L1V7BWWPJEl0vLU9HW8t3L3X5Tok8W8k/ToSyWjUESN8QbERol9IgqsG8eIvz7Lo82Wc3h+FLMsotzRj3POjMFvSP86f/zHXzWsj7nI8K2esE6IvKDS6FIZOWFmbIaggCNEvAlWqV+GBdyYZ1l05G4u646Rh3ZHNRzl//AL1Wojk5AKBoGwQC7kljDXBiiPN2H/faXfx9riPWPzV8lK2SiAQCNIRol/C1GtVl3ot6nisT76ezO8f/8mRzcdK0SqBQCBIR4h+CWMymxj04AB8A309trFZbWxZsK0UrRIIBIJ0xJy+Fxjy0ECqRITyw2u/EHfJOHqmNTGtlK0SVCh0DYlEdAJBSt/ZK+nJ+OqzMeun0QnAJg3DKd9SxoYKbjaE6HuJW0Z25vyx8yz4+E/D+lpNa5ayRYKKgp/2Ez76MkxcRKcqdnqQyj2E8DJm1Kx2vvpyrNqjpMkPlaG1gpsNIfq5sKfa+fX9BRzbqmKz2qnfqi4jHhtCsy5NcTldrP95I0e3HkfXoWX35gx6oD8ms7Hv9JDJg9i1fJ+b+2bdFnUY8bdbS+NySoWLJ6JZOXMtV89fI6RaEL0n9KKNp+iRgmLhp/1CgP4lEpm7v1PwZx4WtmHmQo62EnYC9K+xu/oyjkrqAAAgAElEQVSgmZqWvrGCmxIh+tnQdZ3/PPIV+9feyPF+6dRlIvee5rkZT7Do86XsXr4vq27Hn7s4tPEIz333ZJbwO+1O5r67gIPrD5OSkEK1OmEo3ZuTEJsIuk7Tzo0Z/8IYgsM8Z6svTxzbepyvn57B1QvXs8p2Ld/H3a/eweAHK1RmzLJBdwJOkPxA1/HRl2UT/BuYcgl+JhIuQrifFO19HHI/LxsrKA8I0c/G3tUHOLjhiFv5tYvXeXfCx6Qlu8/D71mxn3U/b+TWDIH7+pkZbFu4M6s+7nI8fkF+TP7kQXqOrXjzq4s+W5pD8AFSE1NZ/s0q+k7sjU8ekSQFnpG0JAL0T7GwB7DioglpjMWEe2x+ACmPY5mwEaB/SYLeM2v+X3BzYNHW4KsvwkQ0OmFoSUMwuxqABE6ps1d2YAvvnWyc2HkSzaUZ1hkJfibHt6XPo545dI59qw4Y9l3/018lY+RNhDUp1S0cRSaXTsewf61xjCJBPug6QfpL+PEnJi5iIg4fdhPER+gUTQTMnMZHX13ChgqKg4+2hCD9LXzZipkzWNgLKR8QwuOE6I8Tot2LRSv5e1bkkb6iKDIwHWgP2IDJqqpGZqv/HOgFZGaAHgNYgNmAPxANPKSqqrWoNpQ0AcEBReonyenjrCNbjpGWYjNsczkqpsh23azIspRnaGizj3iRLAoWfT0WdruVyyTiwnNkzvyQcE/GLigjdB0/fT4y7vKX+dZm4QSy/iGJWkM0uVmJnbo4I/2xgJ+qqj2AacAnueo7AUNVVe2f8V8C8AYwW1XVPsA+4G/FOH+JM+iB/lSrU/gYJ637tAIgom41j+/ZgVUCi2PaTYlfoB9NcyV/z6Req7q0H9CmlC2qGJg5joTxG6dOCBrGuRo0PO8NcRGGncElYp+g+EgkYiIq33Ym4vDTfy/RcxdH9HsDKwBUVd0OdMmsyHgLaAb8T1GULYqiPJy7D7AcSv9bqGkam+dv47/PfMfHD3/F1oU70LT0H1hQlUDufWsi1RvmE/Y2G91Gd6HfXenRNbuM6ESTDo0M23UYWDEFcMK0cdRRaucoq1IjlPHPj/bo1WSz2ljx7WrmfbiQg+sPo+ue0oVUTjTC86irRpo00S3BioY/Vp7ExkD0XC/wOiZs0hh0uehvCYKSRccvfY9FAZC5nn+jQiAV9QenKMoMYIGqqssz/j4HNFZV1akoSjDwLPApYALWAw8DvwNtVVVNVRSlMfCjqqoeM4I7nS7d7EE4ioKmabx/z2ds+HVrVpkkwcBJfXjph6eQ5fRnYGpKGq+OeI9Dm9xDJYTXDaNdv9bIskSnQW0ZdG/frH4Akfuj+Ozxb1F3RaJrOoGhAfQc05UXZjzuUQTLOykJKSz8fDmXTscQGhHMqMeHUqtRDcO2u1btZ/ozM7lwIn1B0uxjpsuQ9rz261R8/T2PVCsTum5DvzoOXJG5akwQ/ApSwH3oKbPAtgq0a2CqA/7jkP1HA6DZD4H1J3CdAykU/G5FDrij1K9DkDda/IuQtij/hgGPIIe8XNjDe1zbL86kayKQ3e9QVlU105fMCnyWOV+vKMo60uf+M/ukZvy/8XbVDOLiSna6f/3sTTkEH0DXYe3sTdRpXY+Y01c4c+gsZouZZl2agEnmyOZjaM70N4Gajarz4Af30q7/jVH7tWspOY4XWiec1/54mb2rDnD13FXaDWhD7Wa1uF7C15JJREQwsbFlP1c79LGhOf42sslpdzL92e+zBD+zbPuSPXz53Czu9xC59GbHG/fApL1CIJ9g5hgSOi7CsUvDsaaMBWsycEf6f7qOj2MxPvYlSAm/4aIRqdJ96PLrNw6WAqTkbd/N8j0qDuXtGiTtOYK4hIU9SLgM27ioTULqeHRb4a4rIsKzS3hxRH8LMAr4TVGU7sChbHXNgbmKonQifQqpN/BDRp8RwCxgOLCpGOcvNEc2HjWu0GHBh4tISbgh4Ec2H6PjkPY8N/NJTu+LIjgsiAH39MMvj5g6mciyTJdhHUvK7ArDlt+3c0GNNqw7YvBWVZlxyR1I1H/Aom9BIhYH/dFl9/WmAO0T/Pg12xrATiz6DpK0T9DkhqVqs6Bw6HIISfp0zPoWLPpRZI7iJ59E166hY8ZJe1KlKehyye7eL47oLwRuVRRlK+mvEg8pivI8EKmq6p+KovwCbAccpE/jHFEU5R3gB0VRpgBXgVId2mm68eIYkEPwM9m3+gC97+jBndPGe9OsSkPS9WSPdZ68nio1koxD8pw8Xdai8GWx26KvmTP467NI4U0vGygoNpKEky7463OwsB20dDHV8cEh9cQpdyjxUxZZ9FVV1YDHchUfz1b/EfBRrj4xwLCinrO4tOjWnO1/7Cp4Bz3dB7/HmIq3qaos6DSkPQv/vZjUxFS3urotPYejFhjjwxpkjB+kZjy81QpuOvz1/+HD9hxlMin46d9j0wbdVCP9csfA+/pxYN0h9q3OuWkoJDyExKuJhn0svmIHY3HYtWwv2xftJDk+hRoNq9OuX2t2LM7pg161RijDpgh3wsLj47FGR3xvywsWfZ9huYk4/PiTVB4t0fNVKtE3W8xM/f4p1szawLFtKn5+Zhp3boLT7uSXN39za+8X5EefCT3LwNKKwR//WcIfny7GbkvPJHaII4TXq8bgB/pzQY3GmmClVtOaTHh+JLVb1S9ja8sfNkbhx2xMXHWrc5JtWkC346OvRCIZO4PQ5eqlaKUgf4wz7eVfVzQqlehDuvCbLCYSryZxLiaOmLNX6TqqCz3Hd2Pnkt047emr6AGh/ox8YjgN2uQUo9TkVHQdAoL9y8L8ckNyfAprZq3LEvxMrp6/RlxMAm8smpZVVt68Lm4WdDmMVO0RAvSvkbnxpuqgM1bpcQAs2noC9C8xcwYAF99h00aRKj2T7q8sKBEk7Rr++v8wcxgAJ21IlR4t0N4IJy2w4O7IoOGPnf4lbWrlE/0/v1jG/I8WZol7zJlYIvdFMfa5kbz483McWHcIs8VM7zt7Urf5jU1HZw6fZf6Hi4jccwqXptGkQ0PGPDuSlj2UsrqUm5ptf+zkuocEMlEHz6BpWo79DYKiYZPvxKF1xY8/QLfiklpjk0YCMpLrAoF8hIkrWe1NxOGv/4JGA2zS2LIzvCKhpxCsP4cl2zqKheOY9aMk6t+AlHd4lzTuxIe/MGXbhKUjYWcYLrl1iZtbqUTfaXey6betWYKfiebS2LxgG237tsKalErcpXjiv1xO/3v60qJbM5Ljkvnyb98QHXk5q8/B9Ue4ePIyr877P2o2Nt6IVJnJK7qmyWxCEqPMEkOTG2Flavofugt//St89I3IRCPj7hUl4cKir8eGEP2SwE+fnUPwM7FwFD99NmnSZI99LdpKAvk8m+BLuAgnlYexyRO8Ym+lEv3Y81e5eNLYT/zKmVjevfNjnLYbscr3rtzP/e9O4tLpmByCn8m1C9dYMWMND753j9dsLq/0GNuNRZ8v4/Ip98+tWdcmxMfEI5tMhEaElIF1FZdA7UP8WJBvO1kEXysxzHrundPZ6056rJO0RAL1zzGR/TeiYyIWSUrw2vRbpXq/DqoaRFDVII/12QUf0uelF32+lP2r93vsc/W8+yKaIH2kf/v/jXYT9RoNI7h8+grPd3+F53tM44O7PuH4Ts8/DEHBkbRrWFhfoLYu6nrZmsqDjufpm7zqfFmYS/Bv4KNvNywvCSrVSD84LIjWvVq4uQzmxUUPO0izjlmtYmTA8ga9xnenWecmrPlhAykJKZhMMtsX7SLmTGxWm4MbjvDBfV/wxp/TKkw2sbLCzMEc88J5oSHesEoKm3QrvvoKJOw5ynV8sElDPPaTcN8QmomJE5i047jkFiVmZyaVaqQP8OD799KmbyvMPsUPfhYQ6k+/iR7jxQmA6g0iuOPFMTjtTjbM3UxyvPsX/eLJS6z4dk0ZWFexcNHAY9jl3JgzwvqatKP4a/9DS5mJpHveMS3wjFPuSar0QI4HqUYIqdIDOOUeHvs5uAXdw14LGStB+muge34wFJVKNdIHCI0I4ZXfXuDwxqNcPRPDws+XuaX7Kwi1m9XitseG0qJ7cy9YWbH47qUf2fTb1jzbXL1YsuFjKyOa3BinqzU+7Mm3rYSNQNebGbt6UyEJQplFivQUDnl4KVhbsUiVH8OmjcKHZQDYGYEm573L3Cl3we7qhy/G2bHMROGnzyVNeqREba10og8gSRJt+7Um4o7uHN0RydULhZs/6zm+G4999ojIDFUAkq4nc2DdoXzbhYaL6YaSwMZtBRJ9cGXE7bmBicsE6p+ToHVHl6t6y8QKiybXIY0pheqTLL+NWTuKiYuG9SbdOCdycah00zu5GfX0CGo0ct+h6B9k/Jps8bUw8L5+QvALyOVTl0m8mk9Y33rVGDp5UClZVLFxSL1xkXf2NydN0DEOuG7iCr6UbKYmQR5IFhy081itSSWf+KbSi379lnV58adnGXhfP5RuzegwqC0PfnAPT379qGGKw3YDWtOqZ8kvrlRUajevnadbpo+/D89+/SjVahc+TaXAHV2uhoN+7uWAixqkMoFE6TOP8dsh7wVGQcljk0aj4e5V6KI2adxV4ucTw1XS5+cnf/yAW/mYZ2/jrzmbSY5LJqhqIK37tGLS697ZMFFRCQwNQOnWjJ1LjKcc7Gl2ajTwnB5QUHhS5GnoegAWfRMy13FRC7t0K2nSw1m+3y5XIywcceurY8JBp9I2uXKi2/HVF2LSo3DQARPnMHMOHRknrbFKTxjmUCguQvQNiIuJ55tnZ3Jsm4ojzUFASACN2jXknn/cKaJuFoE7/z6eXcv2omvuqTktPmZ8A0SaxBJFMmOVngf9GSRS0AkCKae3Wqp0DxZ9LyZyuiTb6YVT6lWa1lZKJO0KwfqLWDJi9QC4iICAZ0hI7YpLaum1zVlC9A34dur3HFx/42ZYE61snr+NgBB/Hnz/3jK0rHxSu0ktWvZQOLrluFtdsy5NqdWohlvAtbSUNNb8sIGEmHhqK3XoM6EHZov4uhYKyYxOqGGVJjcnSfsIP/1nzJzEbA7E6upIqvSYCMRWCgToX+QQfAATsWBbikua5NV7IH5FuTh35DxHt7qLE8D+dYdw2p1iEbcI3PXq7Xz99Hc5wjLUbFKTu1693a3tsW0qM16YxaVTMVll63/6i2dmPE54nZJf2KqsuOSWpPAuABHhwaSKSKelg65h4YBxnesUPtJq7NIIr52+0i/k5ubCiWjsqcYxrJOuJWNNcs/6JMifZp2b8M6K17j9xTG06N6cFj2bM/rpYTTp2ChHO13Xmf3PeTkEHyBy72lmG+Q8EBQC3YqsnwU953dY0q6i2XYiaQllZFhlQ4dcu3ez4+2FdDFkzUWL7s0JDgsyzOcaUT+cIAOPHkHBiDkby+7l+zh7+BwAx7ed4K85W3jr9xfBnP5VPLb1OKf3Rxn2P77jBDarTawBFBbdQaD2MRY2IRODRi3sDMAqPUqg/gE+bIO4BEIJx+HqR4r8Ikhi7cpbSKSiEYBhTAC5BnZ9qFfPL0b6uQirVZXOw9yTEctmmV63d0c2iY+sqPz8+twswQdAB3XHSaY/931WUdK1ZMMFXwB7qh2HreQzCVV0ArUP8GM+JmKQABOX8Gc2Ifr9+LECmfQRvomr+LGAAO0/ZWtwBcas7SFUuxcLZ93q9Iz/MVOIPN5FQCiYAQ9/dD/DHxtCraY1CQwNoGHb+tz16u2MfKLMcrqXe6IOnuHkbuMQtHtWH8iaNms/qB0R9Yzn7eu3rpdnlFSBO5KegIXNhnVmzhuW+7AR9DRvmlV50B2gZwxidJ0A/TNMHj53CUCPIVB/H1kzXlcsCYo0vaMoigxMB9oDNmCyqqqR2eqnAhMz/lymqupbiqJIwAUgM47uNlVVXymy5fmg6zrxMfH4+PviG+DDwk8Xc2jjUWzJadRRajP80VuJGN7RsK/ZYua+tyYy6fUJ2Kw2/IL8RJanYhIXk4DTYbwhKCXeyhvD36bjrR0YcE8fBtzXj4WfLM4xqg8KC2LYZJE8vbDI+mnDHLoAEsZvVDKxyMShUcubplVoLNoK/PQFmDiLThAOumGnD2aDtIi5MRGHn/47Vv7uFduKOqc/FvBTVbWHoijdgU+AMQCKojQG7gG6kf7GsklRlIWAFdirquqo4pudN5vnb2PVzLWcP3oB30BfzBYz1y/FZdWfP36RE7siqTL/BSKa1PZ4HJPZREBI3qnOBAWjVc8WVK8fzpVzxgIUffIy0SdX8NecTdzx0lim/Pshti/aQWJsEuH1qzHo3v607tOylK0u/2g0xEVVTMS51elIhsKvURMN4SVVVCzaaoL095CzFmSvYeYsJo4goRXoGDKx+TcqIkUV/d7ACgBVVbcritIlW915YJiqqi4ARVEsQBrQGaijKMp6IBWYqqqqWmTLPbBvzUFm/f1nrAnp0wW2VONV8uvRcSz8bDmPfl6yEewExvgF+tJ3Ym/m/+sPPAwwAUiOS2Hhp4t5f91b9L69e+kZWEHR5ao4XD0xsdStzkU9zJxzK7dJA0AyDvkryB8/fWE2wb+BhUhchHt888qORoQ3TAOKLvohQHb/LpeiKGZVVZ2qqjqAqxnTOf8C9qmqekJRlJrA+6qqzlMUpTfwM9A1r5NUrRqA2Vy4uPfbFmzLEvz8OLzlGBER5T9xR3m5hr99cA97V+7j9AH3RazsJMQmsuvPnUx6ZXwpWVZ8buZ7oOvvoydYwLYR9Osgh4PvAMxB0yDpQ7D/BdoVkOuC3xACg18kSCqf05k3w33QrkRjNKCXsGEydwRnEhjkLr7RMBz/qvcT6OOdaymq6CcC2S2SVVXNyjWoKIofMBNIAp7IKN4NOAFUVd2sKEodRVEkVVU9jvvi4qyFNiw6l393Xly9cJ1/P/Et9741Mf/GNykREcFuu1lvZjoN65iv6AMkXE8pN9dVPu7B60jEIUtnkbUk/FL/izm1BxI6GlUxBU3jmnUk2PzAVj4Drt0s9yFEC8aTw6vLeQgXrdEJQiYeHV8k4jFzBtCQLO1IdN6LI6EuFCOPcV4Pv6I+zrcAIwAy5vSzAqZnjPAXAQdUVf1b5jQP8A/guYw27YFzeQl+UQmtXri47Ot/2ciFE3mnRBSUHLc9NpQWPfJOPOPr70OX4SLoV0mjy1XRCSSQ1/DhODJ2JByYuALJH2LRjJN5CAqHI4/YRSZS8GEvOtVINH1Pkum/JJrmEi8tIF6ajxQ2F4fc36v2SbpeeN3N5r3TjnRPo4dIfwhEAiZgDpA9M8krwHHSp3SCSB/xP6mqap5+SbGxSYU2bvP8bcx4fhb2Qvhzj/+/0dzx4tjCnuqm4GYZ3RSGtBQbS6cv58iW40QdPIstJeerrmSSaNWzBU98NYWqNaqUkZUFpzzdgwDXm/iz2LBOx4yTRjhpTao0BV2uWcrWFY+b5j7oLgK19zOykhnb46I68fJ8kHJu9iypa4iICPYYvKdIol9aFEX0ARZ/uYx1P28kJuoKZouJJp2bkHg1kUuRxpnn73hpLONfGF0sW8uKm+aLXkSunr/K9Cf/x/Ed7j78QWFBvLf6H4TXvbk9ScrTPQh1TcSc5TXtGScKidI36HLZz5EXlJvtPphdqwjF2CtdBxL4HpcpZwKV0hD98rlakw+jnhrBh+v/yctzpvLW0ld544+XaT+gjWHb4LAg+t4lQsmWFeH1wj367ydfT+aT+z/nZh6YlDc0D1E3c2NGxY9fvGxNxcYld8eFca4ICQjkHSSt5NMh5keFFH1Iz8jUfmBbGrVviCRJ3P7SWBq1b5CjjX+QH7c9PuymH0lWZDSXlmMPRW7OHbvA/rX559gVFAwbY9ENEyW6Y9JPedmaio0uhRhmMcvEwin89ZmlaFE6FVb0c7Pqu7Vcjrrh2SPLMm37tmTkUyK0Qlkim2Sqewi7AKBrOhdV46TRgsJjNw0njdHoBfjp64jggsUlRX4RB6081ps5WorWpFMpRP/U/igWf7GM1MQb8UQ0TWPnsn2s+/GvMrRMANA/j+k1s4+JRu0aeKwXFB6r6Q3iWEwaA7HTCt3AwVDHB5s0pAysq2BIFuxS3zwaFG4fUklQKUR/y4LtpKUYb4Y4sP6wYbmg9Bj/3Eg6DXWPbArQsodCq94i/EJJo5tqkmL6F0mmn7BKU0C6kYtVowqp0oM45Z5laGHFwcZoXBh7oTnzeAvwFpVC9PMKx2tP85zMQFA6SJLE//34DHe9djs1G9dANkmEhAfTfcwtPPn1o0gifZ9XSZMfgWqLSJGeIkV6knjpF1Llv5W1WRUGXa5BmvQAGu5xvHzYjMW16UYkzlKgUiRRad61KWt/2GBY16B1vdI1RuCRMU/fxm2PDeXaxesEVgkUCWtKEdlcgzT5obI2o8KSJt+PyXUYP9bmKDdxiWD+D00Lw4mCZpsMGHsalhSVYqTfa3x3Ogxq61betGMjESP/JsNsMVOjYXUh+IIKR3qoBXcknJi4gi+bIOH/MGkHvWxHJUA2yUz9/in++GwJx7efwJnmxOxrIaJOFX57/3duGdWFdv29+3QVCG4adA2JxHTvHJEWsdSQKEAgSC0WP34lhXb5ty0ilUL0ASy+Fia8NA57qp2P7/+cwxuPZqUz2DRvG8OmDObu1yeUqY0CgVfRdfz0n/HRl2EiGp0q2OmJVX6+rC2rFDhpion843x5yqxVUlSK6Z3s/PHZEg5vzOkb67A5WDVzHVEH84/+KBCUV/z0XwjQv8TCCWSSMXEBf34jUPtnWZtWKUiTJnncoZsdHe+Gvqg0I/1MTuwyztNqs9rY9scO4RNexmiaxraFOzm5KxKfAF8G3NOHWk3KV+CvmxJdw0dfjoTTrcqHzWjOc0DV0rerEuGUu5KsfYif/isyUZg4i0xu70ETdqm/V+2odKKvuTynK9NcIsZLWWJPtfPpQ19ycMPhrOxaG2ZvpN+kPlSrFUZdpTat+7QULpxFQMLqcWpBJhFsG/HRJHRCcUi9QSr9TUOVAafcgWTS96RYtE0E6J9j5jRAelrLgLHY0u7wqg2VTvSbdmzE8W0n3Motvha6ZEuUrus6l06nR+Ws1bimEJpSYMHHiziYa7NcclwKS79aAYDJYkLp1ozHPntExEsqJDr+aFRNF3i3OhNS8lcE69fQAaeuYJWewSmLdJXexCH3IUHvjo++GokE7AwiPKQJ2LwbKbTSif7oZ2/j+I6TRO45nVUmyRJ97uxJi+7pyT32rTnIH/9Zwql96W2adGzM2OdG0nGw91bUBXB8u/vDODsuh4ujm4/z3Us/8vLsqaVkVQVBMuGQemPWjdatXKBfS28GWFAJ0t8jQf8FXSo/oZXLJZIFuzSiVE9Z6UQ/qEoQf5/3fyz77yqi1YtokkSHQW3pMyF9y/mlU5eZ8cIs4i7HZ/U5uSuSGS/M4vWFL1OzcY2yMr3C47C7zzcbcXTTMT6Y+AnRJy9jTUrFx9dCzSY1aD+gDbc9MQyzpdJ9rfPEpB3BzD4cegckYvBhMzJp6PiiEYAJ9yinJi7iq88jTXq4DCwu/0haEn78gEk/Cfhil3phl0bDTTBjUCl/HX6Bfox/YbRhwoJVM9flEPxM4i7Hs3LmWh54Z1JpmVnpaNimPmcK4EHlsDs5uP5I1t9WIP5KAse3nSBy72mmznwK2VTpHNPc0VMJ0l7Hh21IpGUsk5iQSM9foFEVHR8wEH0ASfcc8lrgGUm7RrD+HJZsETR99PXY9MOkmF690VC3E6B9gYWdSKTgpBFa2gNAF6/aVyF/GfZUO0unr+CbZ7/jp9fncOF4wUPzxsW4C34m8TEJJWGewAOjnx5B7Wa1inWMPSv3s3XhjhKyqHwTqH2KL+uRSI8uK0GW4AOYuIxMjIfe4JKaeNvECom/PjOH4ANIaPiyFLN2IKssSPs7/szGTCQmLuHLVkiYhkXb6lX7KtxIPy4mnk/u/5zT+89klW38bQsTX5vAoPs8JzTIJK+crFWqFyzrkKBo1Gxcg2lzprLk6xWcP36RhNhELkdeRtMK4VWlw7GtKr3v6OE9Q8sDugML+T/8ZGxo+CPn2i3qoB12aaS3rKvQmLO2feZEwoYPf+GkPWZtPz5scW+kx+HLPBx4L8JphRP93977PYfgA6TEW/nj30voOe4W/IP88+w/5OGB7Fyy222Kp2rNKgx9ZFBJmyvIRXi9cB58796sv1d9t5bNC7Zz9eI1nHYnydeT8z3G2SPneGf8RzgdThq2qc/oZ0YQViss334VCQkbkoek3Lmxcwt+Pk5c9qOALw46YpWeBanCyUMp4dnd1Uf/E7NrB2BGcvPRz+zt3U2iFe6uetp8de3iNTb9upUh+Qh3rSY1mfLpg/zx7yVEZnjvNO3YmLFTR4pF3DJgyCODGPLIIDRN4907/sWxLWqe7SVJyvHQP7EzkuPbT/Dy3OfzfIuraOgE4qIBMnmnmtQBhzSQgLC7uXblCmAW8XiKiUNqh0Xfa1hnIs5w4Tw7YkduIXG5jJNsAzidnuuy02FQO9oPbMulUxl++k2En35Z4nQ4sSZY831Lk0wSusEGu3NHL7D4y+Xc//bd3jLx5kOSsEljMOsns+b0jXDSCbs0PKNP3p+voGCkSlMw68fwKcD0mhEOybvJa4os+oqiyMB0oD1gAyarqhqZrX4K8DfACbyjquoSRVHCgdmAPxANPKSqqrUY9rvRpH0jrpyJdSsPiQih1/huBT6OJEnUblq8RUVB8dBcGnPfnc+elfuJj0nAL9A3fTXSwxS/JEnoHirPH/VuEKubEZs8Dl0z46v/mRFgzRcdCRkbOr44s6ZxxO7bEkXyI0n+DF99CWb9EBZ2YOKyYVONkKwNcxpByP5DSbVN9qp5xRnpjwX8VFXtoShKd+ATYAyAoig1gWdI9z3yAzYrirIaeAOYrarqLEVRppH+UPh3cS4gN2OmjuTM4bNcOnXDK3HSvncAACAASURBVMHia2HIQwMIjRALseWJH1+bzaqZ67L+Tk1KX2y0+FlwpLlnQ9OcnkNsWHx9St7AcoBdHoWdUQVqa9b24qsvQSIBTapDKpPQZRH3qEhIFmzSOGyMI8j1kkfRtzEcp9QOias46EW10HYQe/PuyO0NrABQVXW7oijZnUtvAbaoqmoDbIqiRALtMvq8l9Fmeca/PYp+1aoBmM2FG4VERLTk47X/YMF/lnJBjSawSiD9JvSg19hbPLQv/zsOK+I1JMensGfFPsO2YTWrkJqcRuLVgv84eozs5NXPqbzfAy3lF0L1TyFz8VcHf3kzhP4b2af85Jq4Ge+DZh0OiX+BW7C7IPzD7kb2yZkn19vXUBzRDwGyO667FEUxq6rqNKhLAkJzlWeWeSQurmgzP5K/H3e8cnuOstybsADDzVnljYp6Dce2HudatPGCV+z5a1SrHQYevFOyvwmYfcx0G92VXhN7e+1zKvf3QE+lGjNx+zy1s9iuf06y6ZMyMauw3FT3QXfgq/+BSY9CJxSJsfiyApl07zMXYaRJD5KWUI/sn3tJXUNeD47iiH4i5FhmljME36guGIjPVp6arUwgcKN6o+oEhAZgTXB/8IdGhNC4UyNiz191q6tSI5TnZj7J3lUHcDlcdBjYltZ9WpaGyeUWH30t6MZrHmaOgO4QHj2FQNIuE6y/jIUbwQNd1CSFp5GlOMCMjVHocv6x9b1BcUR/CzAK+C1jTj+7b9hO4F1FUfwAX6AlcDijzwhgFjAc2FSM8wsqMNVqhdG2byt2LN79/+2deZhcRdX/P1W9TPcsSUgyCciOgWIJ+xohECAIQUBAUEEg5gXlBygqvsIri8vrguIrAgouLMqiIASCAUH2LQGM7ARJQQiIQkJCEmbtvc7vj+70TE/f7lmS2evzPHme6ap7657q2/neuqeqzimr2+XgqRzz1SN5b8n7/Md27LaOxiMcfvpMtttrCtvtNWUgzR3mVNuY71et9ZZa+WWJ4EN+93OMuTSrWwZ9/8P6XH0ecJgx5mnyv4w5xpjzgKXW2vnGmKvIi7oGLrLWJo0xPwRuLKzs+RDwgWw8FTnj8i+SyzkWP/lPkq1JasfUsuuhOzPn0lOIxqNcdNe3uP83D/D+0g+oHRNj2rH7seshw8f/PFRIq0NBXw+5d8rqskz1o/zeIBkivBRYFeZNIvIkGXXIABtVihIZuolDVq1q2WDGrfzXKh64/mFWv7eWsY0NHHraDPY8aMeh4wPsI0PKj9lHuuvD+28u553F7/LxPbZm8paTetTmspffZsHcZ0kn0my79xSmnzCt34KwjYR7MKHuIVzzpehOU3FZtqFF/QSnh0cMniFxHyTFOHcUIdYEVreoi0nr4yqevgF9+hVf0Ubc5qwgXluwhN987XpW/2d1sezv9zzH1675Ejsc5EeGQ52PbbtJYCC2Jc++wT8XLqFuXC0zTppOTW0NAH+58q/85aq/kmzNb0p69OYneOauZznvxnOJxvyoNQhdezxrW7YkJvPQNJFTm5PkZET7Zc69QtWQwxDimbKqHJPJqJmDYFQpo0L0777inhLBB2j+sIVbfzKP703fEa1HZLDREUs2neXqs3/HCw++TCaVX6XzwLUPc+oPTmaTKZO55+r7i4K/jlcef415l8/ncxd+JqhJD+D0drRzwWCbMSiE3QuFDFYZMmq3/C7lvmxakyxJjiXEG4To0BwhSlIdPySS0ox40W9a2cTSF5YF1r314tu8+Y+lmH23G2CrPOvD3MvuLpvgXfH2Sm757m3sNWv3wBU/AEv+/uZAmOcZZsTdr4jLn1CkAKiReaTlYVr1z3o+nyGOuFxDVB5HszKfa5htgToc40irw0jrI/qvE71gxIt+9/jVCcONV594LbB8+VsreGdx5QiFuUzPYi95Rg8h9xoxua0o+JBXhBqeIis3kVSnB58obYAuxiuqlSuIyR87qUkbGkio2ST0uf3XgT4w4v0aYyeNZcoe2wTWTdl9a7bde3hMUnk6WPH2yop1EzefSKQmeHS2za5b9pdJnmFKjTxYlktgHUGRMsPueRpyX2GcO4Zx7hjqc99E514lKo+UDR8VUCMPgwS3P1iMipH+8ecdzQfvrOLDTpt5xk4aw0kXHu/9+cOM/7zxPulEKrBOa83M02aAg8f+9GRJYLYtp27OMecObAJqz3CgWl7m0jdD7d6mXv6nZGVOiMcJ8xohyoM85uvfQ8tynAoeeA4Go0L0d/jE9nzn7vP523WPsPq91YxtHMvM2TPY/YDtB3+Jl6dXvPTwK+QqBFaLxMJsvctWnPHz2Wy965a88thiUu1ptthpc446+wjGNo4ZYGs9Q520mkZM5qICxD+rSndy18rVgUsxKwk+5MMtiBqcnbeVGBWiDzBxs4mc8r3PDbYZnvVkzITKqx8mbdEI5EMsz5x9MDNnHzxQZnmGKVm1P2n5JFHuK3HPZJhKkjklx4a7SUgTRIb9EDW0BhujRvQ9I4NPHLcv9159P/+x75fV7TQ9H62wvSXBQzc8StOqJjb5+MYc/IUDCUf9T90TgFK06u9TI7sQkb+jSJNV25PkVER3HWAEuxWDcNSRZhpt+sINa+8GwP9P8AwrwtEwp/zgJG688I8sX7qiWLbrIVP5/MUn8NqCJVz333/gg06TvU/cuoCvXvv/eryb1zPKUJqUOpEUJ1Y9zDGZUA/yDueYRLP6LU5vsaEs3KB40fcMO3Y5aCcuffh7PHHrAppWt7D9ftsydfqOiAi3/fCOEsEHWPbyO9z6/Tv4+g3nDJLFnpFAhgMIs7TbRd5ZpgxZwQcv+p5hSjQe5bD/Kg1c9fqzb7Ds5XcCj7eL3iTZliRWF+solBQ18hc0a8iwM1n1CfC5kEcs2i0lxl9B0mTUPmTUgT2+3xH3MDXc263gCzFS6qj1N7Yf8aLvGTG0rWlFXHCMvnQqQyaVJVaX/xx2z1EnlxLmHQCEMBnZlxb9U58gfAQSc78nLr9H05b/LLeTlhm06ku7D3UsaWrl14Qoz9+QYzKKBIpWskwhpY4now/vjy5sMPwidc+IYZeDpzJpq2C//VZTt6BhfH3+g2SplZ8VBR9AkSXKQurcFQNgqWcg0W4ZcflDUfABFI4aHiUmN3d7flQeLPmtlBLhI3UXH+l5NOtbSOnq8wJDAS/6nhFDTW0Nh84+iGisNAn6mAkNzPryYR3HudsIszSwjTDlSVs8w5sY9xbTFHYlIt3fb1Vhx26eDKLG4tRmfQvQNgh4945nRHH02bNo3GwiT9/1d5pXN9O4+UQOPW0G2+/XEVSvhnsq+mYVbSDiffsjCUlXrFI9WIaZZiY5rgt072TZHtTwGjt70feMOPY7Zm/2O2bv4EpJoKvsoHRM9II/wsiofYjJ7SjKA+7l2Ljb80VvRModR1xuRNHxAMmxMUl12ga1dSDwou8ZVSiyKConZEszraws7J4jKg8WNu7sSEod51MIDiMyajppOYQaHiqri/IEkvsJ7fqC8oe9CDVyO1F5DEUTWbZFCKGIkmUzkuoknB5+uZi96HtGJInWBA9c+wjvL11O7dhaDjrpALbeeUtENZDFEOUfZefkaCSpzygpi7vfEJebOtwAcg818ijN+hd+lc9wQSla9Q/Juc2JczOKTLFK006MueRkG1LqsyWn1cqVhXDJHbGeHONoVZeQ0TMGyPgNjxd9z4hj5b9WcfmcX/Hua/8uli2c+yyfv+QzHHrqDBJqNiF5pyRQlqOWpPoiqJpimXbLiMmtZX7fCP8gLteSUEMrTrqnCioMSqMkU16FEJEFpOgQfeXWEJX7SgQfQPMRMbmNDDP62+J+Y3jNQHg8PeCOy+aVCD5AW1Mb86/8K8m2FFk9jWZ1BQk+TZp9SHE4LepSkvrz+YNFqHF30yDnVVn18XJ/d8OzoZHgjGpA2X2O8lhJusPOhHir6uTwUKdPI31jTBy4BZgEtACzrbWruhzzM+CAwjV+Z6291hgzHngDWFw4bJ619sq+Gu/xdEVEePO5twLrVv17NQvufIaZp83A6e1p5zuBx9XK5YVsSsEhnPNUq/MMRXJqKiIqcE4ny9Ylnx0TEYKPhTjD2UnS15H+WcCr1trpwE3AxZ0rjTEHA1OstdPIC/8FxpiNgD2AW621Mwr/vOB7NjiSqzxR67pJmajde9TIvd0IPmTZqU+2eQaPtDqMDPuWlefYjKT6QklZRk0nx/aB7WTYnajMJ+auI+xe6hdb+5O+Pq4OAC4r/H0/cEmX+meAdd+GACEgA+wJ7GGMeQJYCZxrrV1e6SIbbVRLONy/Gx4aGwc/O/364vtQyo77bccT/y5fUz1x0/Ecc+ZMGjaqr3iua30SWpurXyC8M/GNzqUu1GGzvwdDg+76IO43SOvlkH4OJAWRHQjVnsGE6I5lx7r0xdD0Hcite3PUEN6BmLxOLHdvoawGwgehxl2OUtGyNvqjD+tLt6JvjDkd+EaX4g+ApsLfLcDYzpXW2iSQNMZEgBvJu3dajTFLgOettQ8bY74A/BI4odK1166t7IPbEDQ2Ngz7zFm+D+XMOucI3nhhGcvfWlEsq6mNctjph5LMCsnO1xIhIk8SkUVAGCFEbYV285O9J5PMnYKsiUIhzK6/B0ODnvfhax1/ZigoWdB524PcRI36C5oPycp2xLM3EKGz+zAFqQdp/+DHtIe+uT7mAxvuPlR7cHQr+tba64HrO5cZY+4C1rXaAHzU9byCO2cu8Li19tJC8aPAOiWfB/xvd9f3eHrLFjtsxkV3fov7fvsgK5Z9QN3YWvY/fl92OXjn0gMlR727iCiPFN05jjiO+sAJ3BRHktBnDUQXPEMFFSOl8hn3ou5+IvJG4GFhFg2kVetFX907C4EjgUXALOCpzpWFid5HgJ9ba//Yqeo64E7gduBQ4Pk+Xt/jqcr4TTbqNj1mzN1YtmFHk8ARIccYQuTdPAJk2ZOE+kp/mesZBqgKq3mAkmBuQ52+iv6vgRuNMQuANHAygDHmMvKj+/2BbYAvGWO+VDhnDvA/wA3GmLOBNuCMrg17PANFjNsDyzUZEnwKUeNR0kZW7UBazeo+BK9nRJNhfxzXBr4Fdl39M5Tp06/YWtsO5bnFrLXnF/5cBPyiwuk+W7Vn8JEEqtwrWUSRoF37TFtDHe3eJcwr+cBn7N6v13J6a9K5Q4gxv7SccWW7eYcyfujiGZVoWgIDcK3D8bEBtMbTayRJnfs+UZ5G05qfi1k7DeUuRvTY7s/vI236YpxsTESeQdFCji1IqRPJ6E/02zU3NF70PaMSx3iybEmEtwPqoiQ5dRCs8vSUOvdTYjxY/KxJQOpR6oBW+RExuYWIvAQ4MmoXkurUDRMrSYVIqDNJcOb6tzVIeNH3jE5UmLT6NGH5ZcmIX4AUxyOhDTNaDLuXiMrjAKTUTHJ66gZpd1Qj7UR4NrAqwiIa3FlE6dg0FZVniMnttPJdsqHpgecpt4K43ECY1wFNll1oV2eCrrynY7jiRd8zaknqUxEXpUbuR7MCxwQyagYJdfr6Ny5CrfspMeYXA7bVyFxS7jO0667bXjy9QfMRmjUV6lpLBH8dIdYyhvNpc+eT0seV1Cm3ljFyHmFssSzCYsJiaZarR1wYbS/6nlFNSn+OFJ8DcR0ZkCRH1N1HiPfI8nEy6uDSWOuSIyz50MxZtVdgu1F5kBh3loRz0CTyERrdnmT0gd0bJxlAD5s0fD1GEoTEImyM090nMemKo5EcmwXmrRV0xRAaijQxuY2UHF2yEivGzSWCv44Iz1Mj84bVJG1P8KLv8UBR8LVbRr18jzCvociLSEZ2p1X9GNETibgHC26AN1FAVqbgEmcCh5Q0F5WnAsVHkSUqj5GhsuiH3fPE5KaCqyFCht1oV19F+iCQQwoR4vIrauQBQizHUUcmtzdt6tuIntjzdlSENDMI8YeytJdCuCS7VVfCLCXkFiN6MkINosYTkuAAfQBheb0HCRWHF170PZ5O1MnPiPBa8bPCEeV56uT/aHdnUCeXEWJtsT7MUmj+MZqP4XTnAF3V8rJWrtPuDerlEkJ8UCwL8TdC8i7Ncl1JvP/hRkz+UEg5mA+Ip2mjhsdRkqCFa3rcTjj3FDHmlgi+ACq8Ny67HM1/Kp4raOr4MWH3LkINWXZFqgTXE2I9tmu44OPpezwFtFtKJMAfDBDmeWJyW4ngF5G1xOSukqKs2qHidTJq54p1MflzieCvI8I/qelyjeFGVB4JDFUc4UXCuUVE3b3E3dVE3V8Krq1ytFtGAxeWbZBSALm3yLBbt3ZEeAtFpuD/X0iYZUiAFDri+U15Iww/0vd4CoRYVXEUrmlFV92GX7rRK8kJxLidECtLyh0NOKnspglVGaWG5J2KdYOFcs1EeAxhDBl1YOX5B3FoyiOfQv7Np47vE5IVxdF7Vm6nRf0Ap7cpOTYmt6GpEIhR1iA0ksUE+ugd8fzSzi6E+IA0uxPGFtt2jCWhTiWrdwm+1jDGi77HUyCjdiMnHyPE+2V1WbbBsUXFcx2lQl4vPywTfMhvCqvjR7S6cWR1+ahUqLxUVNSYauYPOHH3W2rkbkKszMcnEkO7+ipReYAoT6JIINST4mgS+qs4JpekqFyHoAizoqQszBLq5HJa+FVJebWHIoCoWpq5hhi3EJIlaFYhjCPDnkRZiC7mbyolh6FNnU8NjwAhUnwKpzft1fcxXPCi7/GsQ8VJqaOIyw0ossViR5yUOp40BxCVxwjxXul5ejOS0hHcLexeJMqTFS8TYg01cgfZAFdEioOJ8kTJ9aGQtL088smgEXX3EpffF5OMKyCCpUG+iSLVyd++hjg3olwTafVJwvJ6wE5oDQG7o8O8iHbvlYivUC3WfA0pZiF6HAnKg+OFc0uhgug71YjT25Fguyrtjwy86Hs8nUjoM3FuAlF5CM1qHBuTVEeR0UcA0OJ+RFx+R4TFgJBlKtFx5+Ka8sKk3TJq5bKqk7VA+YNDHLVyFVEeRZEtSdWXZRva1VmInlQ8XEkrNXIniiZy7ERaHVK6rLSfyfvny/3uOmCtiwJqeIC1PAQqSY3cR4h3cYzNf38sCLyGJoliDdAh+il1GFF5vOyhKICKfw5Jb1LR5pT6FBF5psw9lGUrkiNsWWY1vOh7PF1I6RNIVcjtk9M708ovUdIMCKLG0hhtAFrQ7m3GyHmE+HfguZ1xjCv5HJdriMnNxRHyOsHPsAvN+nclG4Qi7inq5GfFB0d+WenetKifga7rdX/7Qtc5jO6PTxBiGUl9Okk5Dc1yhHEIdYxxXyDCm2XnZNmanCpNWZjRM2l3/ypMeOfnWHLUkuREGsZeBFUSkGT0QbS7c4nJHYR5CyFChqm0q3NBVUqdM/Lwou/x9IEg/3pcbumR4AsR0urQTgUZovJY2ZpzgBDL0PIBTm1WODZNrVxZ8qaQX1b6d+rkKtr4dpULu4LYxhE1vls7q5FjUyK80uPjBYWj8KaiIiXzIyn1GUJyBZpkp+PDpNSxgbthk/p0Uu4EojyIECetPgkqWtXxU7yWPpGUHEtIXkOox6mPD+gb0lDAi77Hs4EIBYxW1yHk3Rw5GkmpY0nro4t1ihZ0wKQv5FcNhXgdR170o/I3wgFB4iC/rLQSUTefmNxOmDcQ4mTZnTb1dZzeqtt+BZFUJxKRRcXR9jo6u6U6k2MSohsD20pzBDFuR7Gs+OBz1JOrMnEueiypvs5xqAg51f3SzpGKF32Pp5coaUWIlG2UqraRJ8V+ZNRMMhyK6I63BCUtIFkcjWj+VXaeo44cHS4OReWk7ZqVjMl9CciRZUcSag6iJxTcQT8vrm1XtBLlKbSsoD33ZXJqK2DXHvV9HTm9K23uu8Tkj4WHXZQMu5NlG+r4bZeJ8DpaKqbXgFq5kjDLSspCfEStXEWTTBtxsW8GGy/6Hk8PibgnicmfCGMRYmTZlTb1ddali86ofYhK+Wg7xwTa1fdKRrravUOdXEWIV1CkEYKjOWaYhtObd/p8MI4b0Pls3iVo2tC8kLeVl4nISzS7q6mR+YHZnsK8yRi+hZMYbs0+KHdBcKgHSVDrriHMiyjSZDEk1Bwyen8y7A+SAkLFeDaZ3OHE+RUh3ifDDiTUN0BptPwHYSyiGrrY8WJg38O8TVQeIK2OCqz39A0v+h5PDwi7F6mTHxAqRndsJsRDaFmOyJ8BSKovEpa3iPJ4cfVOjgkk1Nmlrg1J0CDfJkznJNttOGoQ6gixhhzjyLAfberCEjuc3pRUblbBHVI5fABAmNeJcTM6YIdvZzRJSD9JPQla5NdlweUa3HlEOyX+DvMWYVlMi7sq/0Dq8sbjQpvSxqWEnCUuNzJOjkRJO4o0jvGFfl2QD1ssgurky+9KtTcbT9/wou/x9IAaubOT4HcQYTHSfhdwJKgwraFLCbt/EOFZhDgpjkP0hJJzYnJnF8HPo0mRZAYt6hSc2gRRGwXa0q7/m5xsTlSeLMwHfBi4EQwgLC/g6FkwswgvEZbnyKq9i2VR+RuRToJfbJd3ickfaed/AtvS7m0a5PyyzVQh1hDiPpS00crloBRZtiXUZXMWQI5xpDm0rNyzfnjR93h6QNm6+s7klpZ8zOq9ybJ3hYNBS+UVPiE+JKd3rG6MUqTU50nxeQDG5o6teGiEV8iwE45YyeqYwGbJEGIpWdkLRTNCDWFZHLiqCCjzw3cm7+uvvHs2wiK0W4LT25NUpxCWJSW7dQVNWh2F6MlVbfb0Hi/6Hk8PcASPugHoMpKvRsQ9QJTHq1ynL0spg4OTQX69f5TFpNkNTRNh3i6uJCq/dhwlrYyROYR4G6EWV2GuIX985T0BQbHuO6NJEOEVUmxPVu9Fi/u/wtr7dxEaSKuDSKmOvRIR91ThbevfCGNJq+kk1eyOHAieHtMn0TfGxIFbgElACzDbWruqyzHzgQnkf5EJa+0sY8wU4A/kV7AtBs6x1lZ3THo8Q4C0+iRReaZsp22OzQjXngKJ8mWKXQm5V6mXyypubMqHe6gS1VES5JOqdF01NA4C3CMl12Y1H6lbCWGJyEJqublsR22WrYlzM5q2QklrIa5OqCx0Qv7B0QSSCwyy5qi+2UmIksMUP+f0VNoITiUZcY9QLz9Ed/Lvh+VltHxAeyjYveSpTF8fk2cBr1prpwM3ARcHHDMFOMBaO8Nau+6XfDlwceE8BXy6j9f3eAaUtD6CdnUGOfLb/AVFlh1oVRehephHtUburij4OcaQUOeQ0QeV1YXdP2jIncM4dxTj3DHU5y5Auw4XUZY9ur22ogmlcuT0biRD59CuziHDtggxckyG+GcQxnYS/FLruoYeVkCUl4nLdYHXy6jpgeGKi/XsRVb3bJloTO4oEfx116/hQZRb3qM2PB301b1zAHBZ4e/7gUs6VxpjJgPjgHuMMeOAn1hr7wX2BJ7odN4ngXl9tMHjGVDyIQROIipP5OPGqP165V6oFpo5w/4k9Unl57g3qJfvlEzUhniYkLxLk9wAKk67PoeQe4cIzwRujALIsQXSyR2T1KeSlJML8YUaaBw7iVDiiMBz866g4BfyiCwkwZll5Sl1AiF5ixruK3mQOGrIMK1sVVJFJEuowmY0TRNRnsynu/T0mG5F3xhzOtA1k/MHUFwo3AJl8WCjwM+BK4HxwEJjzCJAWWulynklbLRRLeFw/+YHbWzsyebtoY3vw0DSAJQH5+qJ/a5pUwLCuQMQq92S2jHlbbimuyFRvjInzBtMqL0HXX860IDI75HUQ9DyS8h1jSUfIzLmszTWBoVm7ogBFI5MhEzlydkgIrq5St9/hMvMgdRDgILQjujIFOLhjxHvYfsignzYALmgWPyK+jFbMibecf3h8zuqTH/3oVvRt9ZeD1zfucwYcxcUQ100QNk76wrgN9baLLDSGPMiYCgdLgSdV8LatRWSJWwgGhsbWFUlQNNwwPdh8Omp/dodwxgeJtQlmUiOTWlKfAZJlbfRkHuHaIX2kq1v0pbofM40kH2Iq98SkafQrMWxKSl1NKm2T0FbZRsbGxtozc6gjufK1v9n2ZwQKwKjauZcC6ur9n0ycEqXst7d67rcHsQCRvtZtqepZR9obSn2YTj/jmDD9aHag6OvPv2FwJGFv2cBT3WpnwncDmCMqQemAq8DLxpjZlQ5z+MZsThtaFMXkmFXhAiOGGn2plX9L6KDV+1US6riVECdCpHQZ9McupWP9H00h64npSsv6exMSn2WhJpNrhAYTQiTYTda1U9wFcKZaVoIu/J1/BuSNv0NUkxHOj3+skyhVX3Lr97pA3316f8auNEYs4B8BuiTAYwxlwFzrbX3G2MON8Y8S350f6G19kNjzDeBa40xUfIPgbnr3wWPZ/iQ0QeRkQPRLAdCOFV9HXpKzSqM2kv9QjkmkQxwM5XQW0FUioT6CkmZTUSeJsdkcmpXUArJ1UHA5jRFjjCLybJP767VK7vitIauIOwWEeYVHI2k1ZE+Jk8f6ZPoW2vboTzEnbX2/E5/fz2g/g2gfHmCxzOaUArHx3p0aEYfSMKdVVjD/l4+LSHbkuiSVKUnhN2LhFhCjh2rrpwR1UBaHV5axkYQEDZaoMd9WV+yep/+fbiMEvzmLI9niJPUXyApxxOVxxFqyaj9i8HNeoJya6iX7xDh+UJwtyiZ3D4Ft1LVtRRF0moGYXm1bHVQjh1Iq8N61R8kQUz+TFjyYZ5T6pNk9b69a8PTZ7zoezzDARUnXW3jVhXq5FKiPNPRFGmiLKBWLqWNn/SojaQ6DS0fEuUBQqxGCJFlZ1rVBYGbsyqh3Foa5BtEeLVYViP3k3CzSejypZ+eDY8XfY9nBKPcKiL8I7AuyiLa5SNEjQusL21I0R76Jgk3hwhP49iErNqj11mn8vmFXy0pU6SIyW2k3FElSdA9/YOf+vZ4RjCalegKSyQ1TSgpn5ythujxpPVRZPWefUozGGZxBVuaqeGvvW7P03u80Qbg1wAABSpJREFU6Hs8I5ic2oYcwaPnLFt05N4dMKqF2uo+fpFn/fGi7/GMZFSclDq8LA5OPnTxEaAqbf3qH7IVgqo5GkgRHAbCs2HxPn2PZ4STUGcj1BKVR9CswjGJtDqMpDp1EGz5EhFZTJglxTIhQlKdgNNbDrg9oxEv+h7PSEcpkmoOSeZUDIU8UIieSJP7LTH+RFjeRIiTVocGRhf19A9e9D2e0cQgCn4RXU+SLw+2FaMW79P3eDyeUYQXfY/H4xlFeNH3eDyeUYQXfY/H4xlFeNH3eDyeUYQXfY/H4xlFeNH3eDyeUYQS8fEuPB6PZ7TgR/oej8czivCi7/F4PKMIL/oej8czivCi7/F4PKMIL/oej8czivCi7/F4PKMIL/oej8czihh18fSNMccBJ1prTw6o+xJwJpAFfmitvXeg7auGMSYO3AJMAlqA2dbaVV2OmQ9MADJAwlo7a8ANDcAYo4FrgF2BFHCGtXZpp/oh/d1Dj/pwFbA/FDORf9pa2zTghvYAY8y+wE+ttTO6lB8NfIf8fbjBWnvtIJjXLVXsPw84HVj3/+JMa60dYPO6xRgTAW4AtgJqyP/m53eq77f7MKpE3xhzJXA48FJA3cbAucBeQAxYYIx5yFqbGlgrq3IW8Kq19nvGmM8DFwNf63LMFGAna+1Q23V3LBCz1k4zxuwH/Bz4NAyb7x6q9KHAHsDh1toPB8W6HmKMOR84FWjrUh4BfgHsXahbaIy5x1q7YuCtrEwl+wvsAZxmrX1+YK3qNacAq621pxpjJgAvAvOh/+/DaHPvPE1eOIPYB1horU0VRmdLgV0GzLKecQDwt8Lf9wMzO1caYyYD44B7jDELjDFHDbB91Sjabq19lrzAr2M4fPdQpQ+Ft4Btgd8ZYxYaY/5rcEzsEW8BxweU7wAstdautdamgQXA9AG1rGdUsh9gT+Dbhd//twfQpt5yB3BJp8/ZTn/3630YkSN9Y8zpwDe6FM+x1v7ZGDOjwmljgM6v4i3A2H4wr0dU6MMHdNgYZF+U/OjzSmA8+RHCImvtyv60tYd0/X5zxpiwtTYbUDeo330VqvWhDvglcDkQAh4zxjxnrX1lEOysirX2TmPMVgFVw+I+VLEf4DbgaqAZmGeMOWoougqtta0AxpgGYC75t/Z19Ot9GJGib629Hri+l6c1Aw2dPjcAH20wo3pJUB+MMXfRYWOQfSuA3xREaKUx5kXAAENB9Lt+v7pgZ1DdoH73VajWh3bgSmttO4Ax5lHyvv8hJ/pVGC73IRBjjAKuWDePYoz5K7A7MOREH8AYszkwD7jGWvunTlX9eh9Gm3unGouA6caYmDFmLPlXrMWDbFNXFgJHFv6eBTzVpX4mcDuAMaYemAq8PmDWVadoe8Ef/mqnuuHw3UP1PmxHfi4iVPDJHgC8MPAmrhevA9saY8YbY6LAgcAzg2xTbxgDLDbG1BceAIcAQ9K3X3DFPghcYK29oUt1v96HETnS7w2F2f6l1tr5hdUXT5F/GF5krU0OrnVl/Bq40RizAEgDJwMYYy4D5lpr7zfGHG6MeRZwwIVDaFJxHnCYMeZpQAFzhtl3D9334Y/As+RXTt1krX1tEG3tMcaYk4F6a+3vCv15gPx9uMFa+97gWtc9Xey/EHiM/OqqR6y19w2udRW5ENgIuMQYs863fy1Q19/3wYdW9ng8nlGEd+94PB7PKMKLvsfj8YwivOh7PB7PKMKLvsfj8YwivOh7PB7PKMKLvsfj8YwivOh7PB7PKOL/A+CB4Cm77OH3AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = KMeans(2, random_state=0).fit_predict(X)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels,\n",
+    "            s=50, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Kernel transformations?\n",
+    "\n",
+    "The situation above is reminiscent of the **Support Vector Machines**, where we use a **kernel transformation to project the data into a higher dimension** where a linear separation is possible. We might imagine using the same trick to allow k-means to discover non-linear boundaries.\n",
+    "\n",
+    "One version of this kernelized k-means is implemented in Scikit-Learn within the `SpectralClustering` estimator. It uses the graph of nearest neighbors to compute a higher-dimensional representation of the data, and then assigns labels using a k-means algorithm:\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\programdata\\miniconda3\\lib\\site-packages\\sklearn\\manifold\\spectral_embedding_.py:237: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
+      "  warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.cluster import SpectralClustering\n",
+    "model = SpectralClustering(n_clusters=2, affinity='nearest_neighbors',\n",
+    "                           assign_labels='kmeans')\n",
+    "labels = model.fit_predict(X)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels,\n",
+    "            s=50, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Limitation of k-means\n",
+    "\n",
+    "Simplicity of k-means is a big advantage for fast processing of large scale data. But this very simplicity also leads to practical challenges in its application. \n",
+    "\n",
+    "In particular, the non-probabilistic nature of k-means and its use of simple distance-from-cluster-center to assign cluster membership leads to poor performance for many real-world situations.\n",
+    "\n",
+    "Gaussian mixture models (GMMs), can be viewed as an extension of the ideas behind k-means, but can also be a powerful tool for estimation beyond simple clustering."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets.samples_generator import make_blobs\n",
+    "X, y_true = make_blobs(n_samples=400, centers=4,\n",
+    "                       cluster_std=0.60, random_state=0)\n",
+    "X = X[:, ::-1] # flip axes for better plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "kmeans = KMeans(4, random_state=0)\n",
+    "labels = kmeans.fit(X).predict(X)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels, s=40, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "from scipy.spatial.distance import cdist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_kmeans(kmeans, X, n_clusters=4, rseed=0, ax=None):\n",
+    "    labels = kmeans.fit_predict(X)\n",
+    "\n",
+    "    # plot the input data\n",
+    "    ax = ax or plt.gca()\n",
+    "    ax.axis('equal')\n",
+    "    ax.scatter(X[:, 0], X[:, 1], c=labels, s=50, cmap='viridis', edgecolor='k',zorder=2)\n",
+    "\n",
+    "    # plot the representation of the KMeans model\n",
+    "    centers = kmeans.cluster_centers_\n",
+    "    radii = [cdist(X[labels == i], [center]).max()\n",
+    "             for i, center in enumerate(centers)]\n",
+    "    for c, r in zip(centers, radii):\n",
+    "        ax.add_patch(plt.Circle(c, r, fc='#CCCCCC', lw=3, alpha=0.5, zorder=1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "kmeans = KMeans(n_clusters=4, random_state=0)\n",
+    "plot_kmeans(kmeans, X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### k-means fails for non-circular blobs of data\n",
+    "There appears to be a very slight overlap between the two middle clusters, such that we might not have complete confidence in the cluster assigment of points between them. Unfortunately, the **k-means model has no intrinsic measure of probability or uncertainty** of cluster assignments.\n",
+    "\n",
+    "For k-means these cluster models must be circular. k-means has **no built-in way of accounting for oblong or elliptical clusters**. So, for example, if we take the same data and transform it, the cluster assignments end up becoming muddled.\n",
+    "\n",
+    "k-means is not flexible enough to account for this, and tries to force-fit the data into four circular clusters. This results in a mixing of cluster assignments where the resulting circles overlap."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rng = np.random.RandomState(13)\n",
+    "X_stretched = np.dot(X, rng.randn(2, 2))\n",
+    "\n",
+    "kmeans = KMeans(n_clusters=4, random_state=0)\n",
+    "plot_kmeans(kmeans, X_stretched)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generalizing to Gaussian Mixture Models (GMM)\n",
+    "\n",
+    "Two ideas may come to mind,\n",
+    "- You could measure uncertainty in cluster assignment by comparing the distances of each point to all cluster centers, rather than focusing on just the closest. \n",
+    "- You might also imagine allowing the cluster boundaries to be ellipses rather than circles, so as to account for non-circular clusters.\n",
+    "\n",
+    "A Gaussian mixture model (GMM) attempts to find a mixture of multi-dimensional Gaussian probability distributions that best model any input dataset. In the simplest case, GMMs can be used for finding clusters in the same manner as k-means.\n",
+    "\n",
+    "However, because GMM contains a probabilistic model under the hood, it is also possible to find probabilistic cluster assignments—in Scikit-Learn this is done using the `predict_proba` method. This returns a matrix of size `[n_samples, n_clusters]` which measures the probability that any point belongs to the given cluster."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.mixture import GaussianMixture\n",
+    "gmm = GaussianMixture(n_components=4).fit(X)\n",
+    "labels = gmm.predict(X)\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels, s=40, cmap='viridis');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0.463 0.    0.537 0.   ]\n",
+      " [0.    0.    0.    1.   ]\n",
+      " [0.    0.    0.    1.   ]\n",
+      " [0.    0.    1.    0.   ]\n",
+      " [0.    0.    0.    1.   ]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "probs = gmm.predict_proba(X)\n",
+    "print(probs[:5].round(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualize uncertainty by making data point size proportional to probability"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "size = probs.max(1)/0.02  # square emphasizes differences\n",
+    "plt.scatter(X[:, 0], X[:, 1], c=labels, edgecolor='k', cmap='viridis', s=size);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from matplotlib.patches import Ellipse\n",
+    "\n",
+    "def draw_ellipse(position, covariance, ax=None, **kwargs):\n",
+    "    \"\"\"Draw an ellipse with a given position and covariance\"\"\"\n",
+    "    ax = ax or plt.gca()\n",
+    "    \n",
+    "    # Convert covariance to principal axes\n",
+    "    if covariance.shape == (2, 2):\n",
+    "        U, s, Vt = np.linalg.svd(covariance)\n",
+    "        angle = np.degrees(np.arctan2(U[1, 0], U[0, 0]))\n",
+    "        width, height = 2 * np.sqrt(s)\n",
+    "    else:\n",
+    "        angle = 0\n",
+    "        width, height = 2 * np.sqrt(covariance)\n",
+    "    \n",
+    "    # Draw the Ellipse\n",
+    "    for nsig in range(1, 4):\n",
+    "        ax.add_patch(Ellipse(position, nsig * width, nsig * height,\n",
+    "                             angle, **kwargs))\n",
+    "        \n",
+    "def plot_gmm(gmm, X, label=True, ax=None):\n",
+    "    ax = ax or plt.gca()\n",
+    "    labels = gmm.fit(X).predict(X)\n",
+    "    if label:\n",
+    "        ax.scatter(X[:, 0], X[:, 1], c=labels, s=40, cmap='viridis', zorder=2)\n",
+    "    else:\n",
+    "        ax.scatter(X[:, 0], X[:, 1], s=40, zorder=2)\n",
+    "    ax.axis('equal')\n",
+    "    \n",
+    "    w_factor = 0.2 / gmm.weights_.max()\n",
+    "    for pos, covar, w in zip(gmm.means_, gmm.covariances_, gmm.weights_):\n",
+    "        draw_ellipse(pos, covar, alpha=w * w_factor)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gmm = GaussianMixture(n_components=4, covariance_type='full', random_state=42)\n",
+    "plot_gmm(gmm, X_stretched)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GMM as density estimation and generative model algorithm\n",
+    "\n",
+    "Though GMM is often categorized as a clustering algorithm, fundamentally it is an algorithm for density estimation. That is to say, the result of a GMM fit to some data is technically not a clustering model, but a generative probabilistic model describing the distribution of the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.datasets import make_moons\n",
+    "Xmoon, ymoon = make_moons(200, noise=.05, random_state=0)\n",
+    "plt.scatter(Xmoon[:, 0], Xmoon[:, 1]);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gmm2 = GaussianMixture(n_components=2, covariance_type='full', random_state=0)\n",
+    "plt.figure(figsize=(8,5))\n",
+    "plot_gmm(gmm2, Xmoon)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here the mixture of 16 Gaussians serves not to find separated clusters of data, but rather to model the overall distribution of the input data. This is a generative model of the distribution, meaning that the GMM gives us the recipe to generate new random data distributed similarly to our input."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gmm16 = GaussianMixture(n_components=16, covariance_type='full', random_state=0)\n",
+    "plot_gmm(gmm16, Xmoon, label=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Xnew,_ = gmm16.sample(400)\n",
+    "plt.scatter(Xnew[:, 0], Xnew[:, 1]);"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From ff7248abb54f2480c14afe835a4186ce69863631 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 01:14:11 -0700
Subject: [PATCH 071/165] Add files via upload

---
 ...ar_regression_statistical_estimation.ipynb | 999 ++++++++++++++++++
 1 file changed, 999 insertions(+)
 create mode 100644 Regression/Linear_regression_statistical_estimation.ipynb

diff --git a/Regression/Linear_regression_statistical_estimation.ipynb b/Regression/Linear_regression_statistical_estimation.ipynb
new file mode 100644
index 0000000..208dd79
--- /dev/null
+++ b/Regression/Linear_regression_statistical_estimation.ipynb
@@ -0,0 +1,999 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Linear regression as a statistical estimation problem\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "---\n",
+    "\n",
+    "This notebook demonstrates linear regression as a statistical estimation problem. We will see how to do the following as part of a linear regression modeling,\n",
+    "\n",
+    "- Compute statistical properties like standard error, t-statistic, and p-values of the regression coefficients\n",
+    "- Compute F-statistic of the overall regression and infer from the F-test\n",
+    "- Compute $R^2$ and Adjusted-$R^2$ from first principle/definition\n",
+    "- Plot residuals vs. fitted and residuals vs. predictors to check assumptions of linearity and homoscedasticity\n",
+    "- Histogram and Q-Q plot of the standardized residuals to check Normality assumption\n",
+    "\n",
+    "The dataset is taken from UCI ML repository. We chose the slump test dataset.\n",
+    "<br>Here is the link: https://archive.ics.uci.edu/ml/datasets/Concrete+Slump+Test\n",
+    "\n",
+    "We will use a new Python library for these analyses: `MLR`. \n",
+    "<br>You can read the documentation of this library here: https://mlr.readthedocs.io/en/latest/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Read the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"Data/slump_test.csv\",sep=',')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop('No',axis=1,inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Cement</th>\n",
+       "      <th>Slag</th>\n",
+       "      <th>Fly ash</th>\n",
+       "      <th>Water</th>\n",
+       "      <th>SP</th>\n",
+       "      <th>Coarse Aggr.</th>\n",
+       "      <th>Fine Aggr.</th>\n",
+       "      <th>SLUMP(cm)</th>\n",
+       "      <th>FLOW(cm)</th>\n",
+       "      <th>Compressive Strength (28-day)(Mpa)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>273.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>210.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>904.0</td>\n",
+       "      <td>680.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>34.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>163.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>191.0</td>\n",
+       "      <td>180.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>843.0</td>\n",
+       "      <td>746.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>41.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>162.0</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>191.0</td>\n",
+       "      <td>179.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>840.0</td>\n",
+       "      <td>743.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>41.81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>162.0</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>179.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>838.0</td>\n",
+       "      <td>741.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>42.08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>154.0</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>144.0</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>923.0</td>\n",
+       "      <td>658.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>26.82</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Cement   Slag  Fly ash  Water    SP  Coarse Aggr.  Fine Aggr.  SLUMP(cm)  \\\n",
+       "0   273.0   82.0    105.0  210.0   9.0         904.0       680.0       23.0   \n",
+       "1   163.0  149.0    191.0  180.0  12.0         843.0       746.0        0.0   \n",
+       "2   162.0  148.0    191.0  179.0  16.0         840.0       743.0        1.0   \n",
+       "3   162.0  148.0    190.0  179.0  19.0         838.0       741.0        3.0   \n",
+       "4   154.0  112.0    144.0  220.0  10.0         923.0       658.0       20.0   \n",
+       "\n",
+       "   FLOW(cm)  Compressive Strength (28-day)(Mpa)  \n",
+       "0      62.0                               34.99  \n",
+       "1      20.0                               41.14  \n",
+       "2      20.0                               41.81  \n",
+       "3      21.5                               42.08  \n",
+       "4      64.0                               26.82  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(103, 10)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Import `MyLinearRegression` from MLR and fit\n",
+    "\n",
+    "To fit data from a Pandas DataFrame, just pass on the list of the names of the columns you want to use as predictors, and the name of the response variable column as a string. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlr.MLR import MyLinearRegression as mlr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m = mlr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictors = list(df.columns[:7])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Cement', 'Slag', 'Fly ash', 'Water', 'SP', 'Coarse Aggr.', 'Fine Aggr.']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(predictors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "response = 'Compressive Strength (28-day)(Mpa)'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m.fit_dataframe(X=predictors,y=response,dataframe=df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Print all the coefficients and the intercept"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0.06141322, -0.02970752,  0.05052611, -0.23269505,  0.10314991,\n",
+       "       -0.05562163, -0.03908287])"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m.coef_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "139.7814998489339"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m.intercept_"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Print metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "R-squared:  0.8968376098140092\n",
+      "Adjusted R-squared:  0.8892361705371467\n",
+      "MSE:  6.276543610309418\n"
+     ]
+    }
+   ],
+   "source": [
+    "print (\"R-squared: \",m.r_squared())\n",
+    "print (\"Adjusted R-squared: \",m.adj_r_squared())\n",
+    "print(\"MSE: \",m.mse())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### All metrics at once!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "sse:     646.4840\n",
+      "sst:     6266.6636\n",
+      "mse:     6.2765\n",
+      "r^2:     0.8968\n",
+      "adj_r^2: 0.8892\n",
+      "AIC:     497.4937\n",
+      "BIC:     518.5716\n"
+     ]
+    }
+   ],
+   "source": [
+    "m.print_metrics()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compute $R^2$ and adjusted-$R^2$ from their definition\n",
+    "\n",
+    "$R^2$ is a basic metric which tells you about that **how much variance is been explained by the model**. It is calculated by taking the ratio of sum of errors squared (SSR) and total sum of squares (SST).\n",
+    "\n",
+    "Now, \n",
+    "\n",
+    "$$ SST = SSR + SSE $$\n",
+    "\n",
+    "Therefore,\n",
+    "\n",
+    "$$ R^2 = \\frac{SSR}{SST} = 1 - \\frac{SSE}{SST} $$\n",
+    "\n",
+    "In a multivariate linear regression, if you keep on adding new variables, the $R^2$ value will always increase irrespective of the variable significance. What adjusted-$R^2$ does is to adjust for these variable additions (penalize the addition of additional variables) from only those variables whose addition in the model which are significant. While doing a multivariate linear regression, we should always look at the adjusted-$R^2$ square.\n",
+    "\n",
+    "$$ Adj.R^2 = 1 - \\frac{SSE/(n-p-1)}{SST/(n-1)} $$\n",
+    "\n",
+    "where $n$ = total number of observation/sample, $p$ = number of predictor variables in the model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n = df.shape[0]\n",
+    "p = df.shape[1]-3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "r2 = 1-(m.sse()/m.sst())\n",
+    "adjr2 = 1 - (m.sse()/m.sst())*((n-1)/(n-p-1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "R^2 from first principles: 0.8968\n",
+      "Adjusted-R^2 from first principles: 0.8892\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"R^2 from first principles:\",round(r2,4))\n",
+    "print(\"Adjusted-R^2 from first principles:\",round(adjr2,4))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### AIC and BIC\n",
+    "\n",
+    "The [Akaike information criterion (AIC)](https://en.wikipedia.org/wiki/Akaike_information_criterion) is an estimator of the relative quality of statistical models for a given set of data. Given a collection of models for the data, AIC estimates the quality of each model, relative to each of the other models. Thus, AIC provides a means for model selection. AIC was formulated by the statistician Hirotugu Akaike.\n",
+    "\n",
+    "AIC is founded on **information theory**. When a statistical model is used to represent the process that generated the data, the representation will almost never be exact; so some information will be lost by using the model to represent the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher the quality of that model.\n",
+    "\n",
+    "BIC stands of **Bayesian information criterion** and follows the same idea as AIC, with only a slight change in the exact formula. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Residuals plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m.fitted_vs_residual()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x756 with 9 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m.fitted_vs_features()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Histogram and Q-Q plot of the standardized residuals\n",
+    "\n",
+    "From the shape of the histogram, we can judge if the residuals (estimate of original error terms) follow a Normal distribution. Q-Q plot also gives this information. If the Q-Q plot deviates too much from the theoretical 45 degree line, then Normality assumption is violated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m.histogram_resid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m.qqplot_resid()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### F-test of overall significance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(117.98260528684814, 5.444633963386908e-44)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m.ftest()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Standard errors, t-statistic, p-values\n",
+    "\n",
+    "We get all the standard error, t-statistic, and p-values at once. Based on this list, we can say that following predictors do not have statistical significance in the current model,\n",
+    "\n",
+    "- Slag\n",
+    "- SP\n",
+    "- Fine Aggr\n",
+    "\n",
+    "Why? Because their p-values are > 0.05 and therefore we cannot reject the NULL hypothesis that their true (population) values are actually zero. Note, the first row in the methods corresponds to the intercept of the model, so we show the index from 1 while considering the actual predictors."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Standard errors: [7.11012816e+01 2.28219635e-02 3.17622461e-02 2.31579095e-02\n",
+      " 7.16597987e-02 1.34585819e-01 2.74392419e-02 2.88230698e-02]\n",
+      "\n",
+      "t-test values: [ 1.96594909  2.6909702  -0.93530928  2.18180809 -3.24721883  0.76642483\n",
+      " -2.02708348 -1.35595788]\n",
+      "\n",
+      "P-values: [0.0522238  0.00841856 0.35200038 0.03159057 0.00161093 0.44532388\n",
+      " 0.04545594 0.17832696]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Standard errors:\",m.std_err())\n",
+    "print()\n",
+    "print(\"t-test values:\",m.tvalues())\n",
+    "print()\n",
+    "print(\"P-values:\",m.pvalues())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predictor: Cement, Standard error: 0.02282196349297463, t-statistic: 2.6909701980576357, p-value: 0.008418555802794176\n",
+      "\n",
+      "Predictor: Slag, Standard error: 0.031762246099570665, t-statistic: -0.935309279098688, p-value: 0.3520003790991938\n",
+      "\n",
+      "Predictor: Fly ash, Standard error: 0.023157909546225482, t-statistic: 2.181808087730558, p-value: 0.03159056533008341\n",
+      "\n",
+      "Predictor: Water, Standard error: 0.07165979867888471, t-statistic: -3.247218831145158, p-value: 0.001610934674820013\n",
+      "\n",
+      "Predictor: SP, Standard error: 0.13458581945999618, t-statistic: 0.7664248331315059, p-value: 0.4453238786890378\n",
+      "\n",
+      "Predictor: Coarse Aggr., Standard error: 0.027439241862754333, t-statistic: -2.027083481291088, p-value: 0.04545593810359088\n",
+      "\n",
+      "Predictor: Fine Aggr., Standard error: 0.028823069774286728, t-statistic: -1.35595787664922, p-value: 0.1783269642709736\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(7):\n",
+    "    print(f\"Predictor: {df.columns[i]}, Standard error: {m.std_err()[i+1]}, t-statistic: {m.tvalues()[i+1]}, p-value: {m.pvalues()[i+1]}\")\n",
+    "    print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can print the confidence interval of the regression coefficients directly\n",
+    "\n",
+    "Note carefully, the 2nd, 5th, and 7th rows have ranges which include zero. That means the 95% confidence interval include zero i.e. we cannot reject the NULL hypothesis that these coefficients are actually zero, and therefore have no impact on the response variable. The first row corresponds to the intercept of the model, so we show the index from 1 while considering the actual predictors.\n",
+    "\n",
+    "These are the same variables - Slag, SP, and Fine Aggr., which showed p-values > 0.05."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.0161059 ,  0.10672055],\n",
+       "       [-0.09276355,  0.03334851],\n",
+       "       [ 0.00455185,  0.09650038],\n",
+       "       [-0.37495773, -0.09043236],\n",
+       "       [-0.16403672,  0.37033655],\n",
+       "       [-0.11009542, -0.00114785],\n",
+       "       [-0.0963039 ,  0.01813816]])"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m.conf_int()[1:]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### If we change the statistical significance level to 0.01 from 0.05, then two more variables show range including zero"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.00142397,  0.12140248],\n",
+       "       [-0.11319699,  0.05378194],\n",
+       "       [-0.0103462 ,  0.11139843],\n",
+       "       [-0.42105825, -0.04433184],\n",
+       "       [-0.2506191 ,  0.45691892],\n",
+       "       [-0.12774776,  0.01650449],\n",
+       "       [-0.11484649,  0.03668075]])"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m.conf_int(alpha=0.01)[1:]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Now, we can build a model removing those three variables who showed p-val > 0.05"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m2 = mlr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictors = ['Cement', 'Fly ash', 'Water', 'Coarse Aggr.']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m2.fit_dataframe(X=predictors,y=response,dataframe=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Metrics of the old (full) model\n",
+      "----------------------------------------\n",
+      "sse:     646.4840\n",
+      "sst:     6266.6636\n",
+      "mse:     6.2765\n",
+      "r^2:     0.8968\n",
+      "adj_r^2: 0.8892\n",
+      "AIC:     497.4937\n",
+      "BIC:     518.5716\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Metrics of the old (full) model\\n\"+\"-\"*40)\n",
+    "m.print_metrics()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Metrics of the new (smaller) model\n",
+      "----------------------------------------\n",
+      "sse:     726.4008\n",
+      "sst:     6266.6636\n",
+      "mse:     7.0524\n",
+      "r^2:     0.8841\n",
+      "adj_r^2: 0.8794\n",
+      "AIC:     503.4988\n",
+      "BIC:     516.6724\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Metrics of the new (smaller) model\\n\"+\"-\"*40)\n",
+    "m2.print_metrics()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can also plot something called Cook's distance plot to see if there is any outliers in the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m.cook_distance()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can plot the full pairwise scatterplots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This may take a little time. Have patience...\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 72 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m.pairplot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### You can also use Seaborn library for visualization like pairplots and correlation heatmaps"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x1828acb9668>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x1260 with 56 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(data=df[df.columns[:7]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x182881d0780>"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corr = np.corrcoef(df[df.columns[:7]],rowvar=False)\n",
+    "plt.figure(figsize=(10,10))\n",
+    "sns.heatmap(data=corr,linewidths=1,annot=True)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From cb962089caa73dd0b8ed6fda88f8aa3e48dc3937 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 01:18:13 -0700
Subject: [PATCH 072/165] Update index.rst

---
 docs/index.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index c56d3d9..2564905 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -70,6 +70,9 @@ Regression
 
 -  Simple linear regression with t-statistic generation (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_Regression_Practice.ipynb>`__)
+   
+-  Linear regression as a statistical estimation problem (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Regression/Linear_regression_statistical_estimation.ipynb>`__)
 
 -  Multiple ways to perform linear regression in Python and their speed
    comparison (`Here is the

From 7eb61acb37c6e31411e85aa5964457037dbe1ddc Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 01:20:10 -0700
Subject: [PATCH 073/165] Add files via upload

---
 .../Clustering_with_dim_reduction.ipynb       | 2823 +++++++++++++++++
 1 file changed, 2823 insertions(+)
 create mode 100644 Clustering-Dimensionality-Reduction/Clustering_with_dim_reduction.ipynb

diff --git a/Clustering-Dimensionality-Reduction/Clustering_with_dim_reduction.ipynb b/Clustering-Dimensionality-Reduction/Clustering_with_dim_reduction.ipynb
new file mode 100644
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@@ -0,0 +1,2823 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Clustering and dimeonsionality reduction techniques combined\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "In this notebook, we show how the clustering performance changes when dimensionality reduction techniques like Principal component analysis (PCA), Independent component analysis (ICA), or Random projections (RP) is combined with algorithms like k-means.\n",
+    "\n",
+    "[Read about ___k-means clustering algorithm___ here.](https://en.wikipedia.org/wiki/K-means_clustering)\n",
+    "\n",
+    "[Read about ___principal component analysis___ here](https://en.wikipedia.org/wiki/Principal_component_analysis)\n",
+    "\n",
+    "[Read about ___independent component analysis___ here](https://en.wikipedia.org/wiki/Independent_component_analysis)\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create synthetic data using Scikit learn `make_blob` method\n",
+    "\n",
+    "- Number of features: 8\n",
+    "- Number of clusters: 5\n",
+    "- Number of samples: 1000"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import make_classification\n",
+    "from sklearn.datasets import make_blobs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_features = 8\n",
+    "n_cluster = 5\n",
+    "cluster_std = 1.5\n",
+    "n_samples = 1000"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data1 = make_blobs(n_samples=n_samples,n_features=n_features,centers=n_cluster,cluster_std=cluster_std)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d1 = data1[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Feature_1</th>\n",
+       "      <th>Feature_2</th>\n",
+       "      <th>Feature_3</th>\n",
+       "      <th>Feature_4</th>\n",
+       "      <th>Feature_5</th>\n",
+       "      <th>Feature_6</th>\n",
+       "      <th>Feature_7</th>\n",
+       "      <th>Feature_8</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4.990792</td>\n",
+       "      <td>-9.082767</td>\n",
+       "      <td>0.871791</td>\n",
+       "      <td>6.390657</td>\n",
+       "      <td>5.444735</td>\n",
+       "      <td>3.212907</td>\n",
+       "      <td>6.482452</td>\n",
+       "      <td>4.218963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.780449</td>\n",
+       "      <td>-12.622474</td>\n",
+       "      <td>7.437650</td>\n",
+       "      <td>-1.275347</td>\n",
+       "      <td>-2.242999</td>\n",
+       "      <td>-3.284408</td>\n",
+       "      <td>-2.048555</td>\n",
+       "      <td>-8.954361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.034591</td>\n",
+       "      <td>-1.545604</td>\n",
+       "      <td>-0.460813</td>\n",
+       "      <td>3.027779</td>\n",
+       "      <td>9.293984</td>\n",
+       "      <td>7.316454</td>\n",
+       "      <td>6.107114</td>\n",
+       "      <td>8.497053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6.176798</td>\n",
+       "      <td>8.984814</td>\n",
+       "      <td>-4.243014</td>\n",
+       "      <td>6.700406</td>\n",
+       "      <td>1.998104</td>\n",
+       "      <td>2.401363</td>\n",
+       "      <td>-4.064555</td>\n",
+       "      <td>7.153372</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7.008987</td>\n",
+       "      <td>-3.820839</td>\n",
+       "      <td>-5.036936</td>\n",
+       "      <td>1.539823</td>\n",
+       "      <td>9.681852</td>\n",
+       "      <td>7.820287</td>\n",
+       "      <td>4.538459</td>\n",
+       "      <td>3.799924</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Feature_1  Feature_2  Feature_3  Feature_4  Feature_5  Feature_6  \\\n",
+       "0   4.990792  -9.082767   0.871791   6.390657   5.444735   3.212907   \n",
+       "1  -0.780449 -12.622474   7.437650  -1.275347  -2.242999  -3.284408   \n",
+       "2   5.034591  -1.545604  -0.460813   3.027779   9.293984   7.316454   \n",
+       "3   6.176798   8.984814  -4.243014   6.700406   1.998104   2.401363   \n",
+       "4   7.008987  -3.820839  -5.036936   1.539823   9.681852   7.820287   \n",
+       "\n",
+       "   Feature_7  Feature_8  \n",
+       "0   6.482452   4.218963  \n",
+       "1  -2.048555  -8.954361  \n",
+       "2   6.107114   8.497053  \n",
+       "3  -4.064555   7.153372  \n",
+       "4   4.538459   3.799924  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1=pd.DataFrame(data=d1,columns=['Feature_'+str(i) for i in range(1,n_features+1)])\n",
+    "df1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from itertools import combinations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lst_vars=list(combinations(df1.columns,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "28"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(lst_vars)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x2520 with 28 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,35))\n",
+    "for i in range(1,29):\n",
+    "    plt.subplot(7,4,i)\n",
+    "    dim1=lst_vars[i-1][0]\n",
+    "    dim2=lst_vars[i-1][1]\n",
+    "    plt.scatter(df1[dim1],df1[dim2],c=data1[1],edgecolor='k')\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Feature_1</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>1.874842</td>\n",
+       "      <td>4.615221</td>\n",
+       "      <td>-8.222017</td>\n",
+       "      <td>-2.294379</td>\n",
+       "      <td>3.323308</td>\n",
+       "      <td>5.665790</td>\n",
+       "      <td>11.069784</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_2</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>-0.938015</td>\n",
+       "      <td>7.618353</td>\n",
+       "      <td>-14.352415</td>\n",
+       "      <td>-8.231011</td>\n",
+       "      <td>-2.480599</td>\n",
+       "      <td>7.252676</td>\n",
+       "      <td>13.106073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_3</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>1.831234</td>\n",
+       "      <td>4.967307</td>\n",
+       "      <td>-9.200553</td>\n",
+       "      <td>-2.860654</td>\n",
+       "      <td>1.643230</td>\n",
+       "      <td>6.355300</td>\n",
+       "      <td>12.156411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_4</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>0.768340</td>\n",
+       "      <td>5.801737</td>\n",
+       "      <td>-11.430412</td>\n",
+       "      <td>-5.011437</td>\n",
+       "      <td>1.789814</td>\n",
+       "      <td>6.244834</td>\n",
+       "      <td>11.363553</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_5</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>1.063925</td>\n",
+       "      <td>5.527578</td>\n",
+       "      <td>-9.728875</td>\n",
+       "      <td>-4.045152</td>\n",
+       "      <td>1.405833</td>\n",
+       "      <td>4.289386</td>\n",
+       "      <td>13.329279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_6</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>3.020933</td>\n",
+       "      <td>3.854725</td>\n",
+       "      <td>-6.194714</td>\n",
+       "      <td>0.452646</td>\n",
+       "      <td>2.849934</td>\n",
+       "      <td>5.334712</td>\n",
+       "      <td>12.580610</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_7</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>1.678986</td>\n",
+       "      <td>4.519915</td>\n",
+       "      <td>-9.058462</td>\n",
+       "      <td>-1.734491</td>\n",
+       "      <td>1.750337</td>\n",
+       "      <td>5.033749</td>\n",
+       "      <td>12.039876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feature_8</th>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>0.462195</td>\n",
+       "      <td>6.879904</td>\n",
+       "      <td>-12.239055</td>\n",
+       "      <td>-7.178045</td>\n",
+       "      <td>3.887900</td>\n",
+       "      <td>6.278190</td>\n",
+       "      <td>11.642779</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            count      mean       std        min       25%       50%  \\\n",
+       "Feature_1  1000.0  1.874842  4.615221  -8.222017 -2.294379  3.323308   \n",
+       "Feature_2  1000.0 -0.938015  7.618353 -14.352415 -8.231011 -2.480599   \n",
+       "Feature_3  1000.0  1.831234  4.967307  -9.200553 -2.860654  1.643230   \n",
+       "Feature_4  1000.0  0.768340  5.801737 -11.430412 -5.011437  1.789814   \n",
+       "Feature_5  1000.0  1.063925  5.527578  -9.728875 -4.045152  1.405833   \n",
+       "Feature_6  1000.0  3.020933  3.854725  -6.194714  0.452646  2.849934   \n",
+       "Feature_7  1000.0  1.678986  4.519915  -9.058462 -1.734491  1.750337   \n",
+       "Feature_8  1000.0  0.462195  6.879904 -12.239055 -7.178045  3.887900   \n",
+       "\n",
+       "                75%        max  \n",
+       "Feature_1  5.665790  11.069784  \n",
+       "Feature_2  7.252676  13.106073  \n",
+       "Feature_3  6.355300  12.156411  \n",
+       "Feature_4  6.244834  11.363553  \n",
+       "Feature_5  4.289386  13.329279  \n",
+       "Feature_6  5.334712  12.580610  \n",
+       "Feature_7  5.033749  12.039876  \n",
+       "Feature_8  6.278190  11.642779  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.describe().transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How are the classes separated (boxplots)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x1080 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,15))\n",
+    "for i,c in enumerate(df1.columns):\n",
+    "    plt.subplot(3,3,i+1)\n",
+    "    sns.boxplot(y=df1[c],x=data1[1])\n",
+    "    plt.xticks(fontsize=15)\n",
+    "    plt.yticks(fontsize=15)\n",
+    "    plt.xlabel(\"Class\",fontsize=15)\n",
+    "    plt.ylabel(c,fontsize=15)\n",
+    "    #plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## k-means clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Unlabled data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=df1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Feature_1</th>\n",
+       "      <th>Feature_2</th>\n",
+       "      <th>Feature_3</th>\n",
+       "      <th>Feature_4</th>\n",
+       "      <th>Feature_5</th>\n",
+       "      <th>Feature_6</th>\n",
+       "      <th>Feature_7</th>\n",
+       "      <th>Feature_8</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4.990792</td>\n",
+       "      <td>-9.082767</td>\n",
+       "      <td>0.871791</td>\n",
+       "      <td>6.390657</td>\n",
+       "      <td>5.444735</td>\n",
+       "      <td>3.212907</td>\n",
+       "      <td>6.482452</td>\n",
+       "      <td>4.218963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.780449</td>\n",
+       "      <td>-12.622474</td>\n",
+       "      <td>7.437650</td>\n",
+       "      <td>-1.275347</td>\n",
+       "      <td>-2.242999</td>\n",
+       "      <td>-3.284408</td>\n",
+       "      <td>-2.048555</td>\n",
+       "      <td>-8.954361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.034591</td>\n",
+       "      <td>-1.545604</td>\n",
+       "      <td>-0.460813</td>\n",
+       "      <td>3.027779</td>\n",
+       "      <td>9.293984</td>\n",
+       "      <td>7.316454</td>\n",
+       "      <td>6.107114</td>\n",
+       "      <td>8.497053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6.176798</td>\n",
+       "      <td>8.984814</td>\n",
+       "      <td>-4.243014</td>\n",
+       "      <td>6.700406</td>\n",
+       "      <td>1.998104</td>\n",
+       "      <td>2.401363</td>\n",
+       "      <td>-4.064555</td>\n",
+       "      <td>7.153372</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7.008987</td>\n",
+       "      <td>-3.820839</td>\n",
+       "      <td>-5.036936</td>\n",
+       "      <td>1.539823</td>\n",
+       "      <td>9.681852</td>\n",
+       "      <td>7.820287</td>\n",
+       "      <td>4.538459</td>\n",
+       "      <td>3.799924</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Feature_1  Feature_2  Feature_3  Feature_4  Feature_5  Feature_6  \\\n",
+       "0   4.990792  -9.082767   0.871791   6.390657   5.444735   3.212907   \n",
+       "1  -0.780449 -12.622474   7.437650  -1.275347  -2.242999  -3.284408   \n",
+       "2   5.034591  -1.545604  -0.460813   3.027779   9.293984   7.316454   \n",
+       "3   6.176798   8.984814  -4.243014   6.700406   1.998104   2.401363   \n",
+       "4   7.008987  -3.820839  -5.036936   1.539823   9.681852   7.820287   \n",
+       "\n",
+       "   Feature_7  Feature_8  \n",
+       "0   6.482452   4.218963  \n",
+       "1  -2.048555  -8.954361  \n",
+       "2   6.107114   8.497053  \n",
+       "3  -4.064555   7.153372  \n",
+       "4   4.538459   3.799924  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y=data1[1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Scaling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import MinMaxScaler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = MinMaxScaler()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_scaled=scaler.fit_transform(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import silhouette_score, adjusted_rand_score, completeness_score, v_measure_score"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running k-means and computing inter-cluster distance score for various *k* values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for number of cluster(s) 2: -213.1758037542726\n",
+      "Silhouette score for number of cluster(s) 2: 0.5179955731810493\n",
+      "V-measure score for number of cluster(s) 2: 0.589727521756156\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 3: -132.31298351903592\n",
+      "Silhouette score for number of cluster(s) 3: 0.5452456612835003\n",
+      "V-measure score for number of cluster(s) 3: 0.7918756684685214\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 4: -75.69320825340654\n",
+      "Silhouette score for number of cluster(s) 4: 0.5883194392034965\n",
+      "V-measure score for number of cluster(s) 4: 0.9057460992755191\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 5: -37.91115243106546\n",
+      "Silhouette score for number of cluster(s) 5: 0.6387671277419532\n",
+      "V-measure score for number of cluster(s) 5: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 6: -36.84004504133993\n",
+      "Silhouette score for number of cluster(s) 6: 0.5302855388934143\n",
+      "V-measure score for number of cluster(s) 6: 0.9588506333993962\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 7: -35.90419466031982\n",
+      "Silhouette score for number of cluster(s) 7: 0.4270823053988859\n",
+      "V-measure score for number of cluster(s) 7: 0.9213826913495042\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 8: -35.05916999675282\n",
+      "Silhouette score for number of cluster(s) 8: 0.31555715232518894\n",
+      "V-measure score for number of cluster(s) 8: 0.8871667413412285\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 9: -34.142389586917844\n",
+      "Silhouette score for number of cluster(s) 9: 0.22181582245292758\n",
+      "V-measure score for number of cluster(s) 9: 0.853793907776424\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 10: -33.6044235399825\n",
+      "Silhouette score for number of cluster(s) 10: 0.20421873740807944\n",
+      "V-measure score for number of cluster(s) 10: 0.8372003008716371\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 11: -32.92337739474742\n",
+      "Silhouette score for number of cluster(s) 11: 0.2211478394068502\n",
+      "V-measure score for number of cluster(s) 11: 0.8192767948995617\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "km_scores= []\n",
+    "km_silhouette = []\n",
+    "vmeasure_score =[]\n",
+    "for i in range(2,12):\n",
+    "    km = KMeans(n_clusters=i, random_state=0).fit(X_scaled)\n",
+    "    preds = km.predict(X_scaled)\n",
+    "    print(\"Score for number of cluster(s) {}: {}\".format(i,km.score(X_scaled)))\n",
+    "    km_scores.append(-km.score(X_scaled))\n",
+    "    silhouette = silhouette_score(X_scaled,preds)\n",
+    "    km_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for number of cluster(s) {}: {}\".format(i,silhouette))\n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    vmeasure_score.append(v_measure)\n",
+    "    print(\"V-measure score for number of cluster(s) {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=km_scores,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"K-means score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=vmeasure_score,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"V-measure score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km = KMeans(n_clusters=5,n_init=10,max_iter=500).fit(X=X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "preds_km = km.predict(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x2520 with 28 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,35))\n",
+    "for i in range(1,29):\n",
+    "    plt.subplot(7,4,i)\n",
+    "    dim1=lst_vars[i-1][0]\n",
+    "    dim2=lst_vars[i-1][1]\n",
+    "    plt.scatter(df1[dim1],df1[dim2],c=preds_km,edgecolor='k')\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Expectation-maximization (Gaussian Mixture Model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.mixture import GaussianMixture"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BIC for number of cluster(s) 2: -13205.496765075652\n",
+      "Log-likelihood score for number of cluster(s) 2: 6.910143492452531\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 3: -14637.426300571624\n",
+      "Log-likelihood score for number of cluster(s) 3: 7.781532753977616\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 4: -15303.962917465593\n",
+      "Log-likelihood score for number of cluster(s) 4: 8.270225556201698\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 5: -15702.457074446324\n",
+      "Log-likelihood score for number of cluster(s) 5: 8.624897128469161\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 6: -15477.506447060363\n",
+      "Log-likelihood score for number of cluster(s) 6: 8.667846308553278\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 7: -15214.666615492124\n",
+      "Log-likelihood score for number of cluster(s) 7: 8.691850886546257\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 8: -15023.699604918993\n",
+      "Log-likelihood score for number of cluster(s) 8: 8.75179187503679\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 9: -14755.939717928928\n",
+      "Log-likelihood score for number of cluster(s) 9: 8.773336425318856\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 10: -14516.729775488473\n",
+      "Log-likelihood score for number of cluster(s) 10: 8.809155947875727\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 11: -14311.173584270315\n",
+      "Log-likelihood score for number of cluster(s) 11: 8.861802346043746\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "gm_bic= []\n",
+    "gm_score=[]\n",
+    "for i in range(2,12):\n",
+    "    gm = GaussianMixture(n_components=i,n_init=10,tol=1e-3,max_iter=1000).fit(X_scaled)\n",
+    "    print(\"BIC for number of cluster(s) {}: {}\".format(i,gm.bic(X_scaled)))\n",
+    "    print(\"Log-likelihood score for number of cluster(s) {}: {}\".format(i,gm.score(X_scaled)))\n",
+    "    print(\"-\"*100)\n",
+    "    gm_bic.append(-gm.bic(X_scaled))\n",
+    "    gm_score.append(gm.score(X_scaled))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=gm_bic,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Gaussian mixture BIC score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=gm_score,s=150,edgecolor='k')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Initialization 0\n",
+      "Initialization converged: True\n",
+      "Initialization 1\n",
+      "Initialization converged: True\n",
+      "Initialization 2\n",
+      "Initialization converged: True\n",
+      "Initialization 3\n",
+      "Initialization converged: True\n",
+      "Initialization 4\n",
+      "Initialization converged: True\n",
+      "Initialization 5\n",
+      "Initialization converged: True\n",
+      "Initialization 6\n",
+      "Initialization converged: True\n",
+      "Initialization 7\n",
+      "Initialization converged: True\n",
+      "Initialization 8\n",
+      "Initialization converged: True\n",
+      "Initialization 9\n",
+      "Initialization converged: True\n"
+     ]
+    }
+   ],
+   "source": [
+    "gm = GaussianMixture(n_components=5,verbose=1,n_init=10,tol=1e-2,covariance_type='full',max_iter=1000).fit(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.61066286, 0.24595866, 0.50882119, 0.79583393, 0.50800235,\n",
+       "        0.52657803, 0.80440139, 0.69289571],\n",
+       "       [0.16503566, 0.78284338, 0.70001494, 0.19921205, 0.18388743,\n",
+       "        0.51341416, 0.50556511, 0.2153751 ],\n",
+       "       [0.71154737, 0.82269434, 0.25442464, 0.79358186, 0.55272748,\n",
+       "        0.40369626, 0.20647585, 0.76115015],\n",
+       "       [0.36440956, 0.15767815, 0.82383377, 0.30696105, 0.26194466,\n",
+       "        0.21427132, 0.40122612, 0.16837208],\n",
+       "       [0.76522272, 0.43349463, 0.29561972, 0.58028422, 0.83378173,\n",
+       "        0.79623146, 0.62695091, 0.82139349]])"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gm.means_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.36440956, 0.15767815, 0.82383377, 0.30696105, 0.26194466,\n",
+       "        0.21427132, 0.40122612, 0.16837208],\n",
+       "       [0.61066286, 0.24595866, 0.50882119, 0.79583393, 0.50800235,\n",
+       "        0.52657803, 0.80440139, 0.69289571],\n",
+       "       [0.71154737, 0.82269434, 0.25442464, 0.79358186, 0.55272748,\n",
+       "        0.40369626, 0.20647585, 0.76115015],\n",
+       "       [0.76522272, 0.43349463, 0.29561972, 0.58028422, 0.83378173,\n",
+       "        0.79623146, 0.62695091, 0.82139349],\n",
+       "       [0.16503566, 0.78284338, 0.70001494, 0.19921205, 0.18388743,\n",
+       "        0.51341416, 0.50556511, 0.2153751 ]])"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "km.cluster_centers_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1.67575974, 1.55987791, 0.61762604, 2.59262184, 1.93934994,\n",
+       "        2.45752924, 2.00485797, 4.11526492],\n",
+       "       [0.27025658, 3.18282508, 1.37575824, 0.25031862, 0.36198145,\n",
+       "        0.97500111, 0.62849855, 0.31083337],\n",
+       "       [1.        , 1.        , 1.        , 1.        , 1.        ,\n",
+       "        1.        , 1.        , 1.        ],\n",
+       "       [0.47621372, 0.36373725, 2.78680245, 0.52898397, 0.31416454,\n",
+       "        0.26910682, 0.63996417, 0.20498346],\n",
+       "       [4.63671141, 0.55374376, 0.42230488, 2.9128972 , 4.53419656,\n",
+       "        1.55085604, 1.24009925, 3.81378105]])"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gm.means_/km.cluster_centers_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "preds_gm=gm.predict(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km_rand_score = adjusted_rand_score(preds_km,y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gm_rand_score = adjusted_rand_score(preds_gm,y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Adjusted Rand score for k-means 1.0\n",
+      "Adjusted Rand score for Gaussian Mixture model 1.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Adjusted Rand score for k-means\",km_rand_score)\n",
+    "print(\"Adjusted Rand score for Gaussian Mixture model\",gm_rand_score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.6387671277419532"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "silhouette_score(X_scaled,preds_km)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.6387671277419532"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "silhouette_score(X_scaled,preds_gm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x2520 with 28 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,35))\n",
+    "for i in range(1,29):\n",
+    "    plt.subplot(7,4,i)\n",
+    "    dim1=lst_vars[i-1][0]\n",
+    "    dim2=lst_vars[i-1][1]\n",
+    "    plt.scatter(df1[dim1],df1[dim2],c=preds_gm,edgecolor='k')\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_prin_comp = 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PCA(copy=True, iterated_power='auto', n_components=3, random_state=None,\n",
+       "    svd_solver='full', tol=0.0, whiten=False)"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pca_partial = PCA(n_components=n_prin_comp,svd_solver='full')\n",
+    "pca_partial.fit(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PCA(copy=True, iterated_power='auto', n_components=8, random_state=None,\n",
+       "    svd_solver='full', tol=0.0, whiten=False)"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pca_full = PCA(n_components=n_features,svd_solver='full')\n",
+    "pca_full.fit(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How much variance is explained by principal components?\n",
+    "\n",
+    "With the help of this plot, we can decide to work with only the first 3 principal components"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pca_explained_var = pca_full.explained_variance_ratio_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cum_explaiend_var = pca_explained_var.cumsum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.58557172, 0.79647933, 0.90715651, 0.95816582, 0.97028305,\n",
+       "       0.98184598, 0.99166691, 1.        ])"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cum_explaiend_var"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12,5))\n",
+    "plt.bar(x=['PrComp'+str(i) for i in range(1,9)],height=cum_explaiend_var,width=0.6)\n",
+    "plt.xticks(fontsize=14)\n",
+    "plt.hlines(y=0.8,xmin='PrComp1',xmax='PrComp8',linestyles='dashed',lw=3)\n",
+    "plt.text(x='PrComp1',y=0.82,s=\"80% variance explained\",fontsize=15)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Transform the original variables in principal component space and create a DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_pca = pca_partial.fit_transform(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_pca=pd.DataFrame(data=X_pca,columns=['Principal_comp'+str(i) for i in range(1,n_prin_comp+1)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running k-means on the transformed features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for number of cluster(s) 2: -169.09869011384518\n",
+      "Silhouette score for number of cluster(s) 2: 0.5827325345032012\n",
+      "V-measure score for number of cluster(s) 2: 0.589727521756156\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 3: -88.24495218092622\n",
+      "Silhouette score for number of cluster(s) 3: 0.6512420554486249\n",
+      "V-measure score for number of cluster(s) 3: 0.7918756684685214\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 4: -35.48809662182164\n",
+      "Silhouette score for number of cluster(s) 4: 0.7220540399231042\n",
+      "V-measure score for number of cluster(s) 4: 0.9057460992755191\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 5: -13.337906664224475\n",
+      "Silhouette score for number of cluster(s) 5: 0.7539386544728407\n",
+      "V-measure score for number of cluster(s) 5: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 6: -12.531385925928053\n",
+      "Silhouette score for number of cluster(s) 6: 0.6480525525545593\n",
+      "V-measure score for number of cluster(s) 6: 0.958996688324508\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 7: -11.861842218614076\n",
+      "Silhouette score for number of cluster(s) 7: 0.538150249888098\n",
+      "V-measure score for number of cluster(s) 7: 0.9220571615834375\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 8: -11.18251040026136\n",
+      "Silhouette score for number of cluster(s) 8: 0.4628881929029402\n",
+      "V-measure score for number of cluster(s) 8: 0.8876009518457795\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 9: -10.519485783973586\n",
+      "Silhouette score for number of cluster(s) 9: 0.35106089541160035\n",
+      "V-measure score for number of cluster(s) 9: 0.8552458476457342\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 10: -10.003595399464967\n",
+      "Silhouette score for number of cluster(s) 10: 0.3282526738872144\n",
+      "V-measure score for number of cluster(s) 10: 0.836779827840773\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 11: -9.366887124723513\n",
+      "Silhouette score for number of cluster(s) 11: 0.2401866867060919\n",
+      "V-measure score for number of cluster(s) 11: 0.8074029998590939\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "km_scores= []\n",
+    "km_silhouette = []\n",
+    "vmeasure_score =[]\n",
+    "for i in range(2,12):\n",
+    "    km = KMeans(n_clusters=i, random_state=0).fit(X_pca)\n",
+    "    preds = km.predict(X_pca)\n",
+    "    print(\"Score for number of cluster(s) {}: {}\".format(i,km.score(X_pca)))\n",
+    "    km_scores.append(-km.score(X_pca))\n",
+    "    silhouette = silhouette_score(X_pca,preds)\n",
+    "    km_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for number of cluster(s) {}: {}\".format(i,silhouette))\n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    vmeasure_score.append(v_measure)\n",
+    "    print(\"V-measure score for number of cluster(s) {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=km_scores,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"K-means scores\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=vmeasure_score,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"V-measures scores\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### K-means fitting with PCA-transformed data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km_pca = KMeans(n_clusters=5,n_init=10,max_iter=500).fit(X=X_pca)\n",
+    "preds_km_pca = km_pca.predict(X_pca)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualizing the clusters after running k-means on PCA-transformed features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "col_pca_combi=list(combinations(df_pca.columns,2))\n",
+    "num_pca_combi = len(col_pca_combi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x1440 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,20))\n",
+    "for i in range(1,num_pca_combi+1):\n",
+    "    plt.subplot(int(num_pca_combi/3)+1,3,i)\n",
+    "    dim1=col_pca_combi[i-1][0]\n",
+    "    dim2=col_pca_combi[i-1][1]\n",
+    "    plt.scatter(df_pca[dim1],df_pca[dim2],c=preds_km_pca,edgecolor='k')\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## ICA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import FastICA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_ind_comp = 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "FastICA(algorithm='parallel', fun='logcosh', fun_args=None, max_iter=200,\n",
+       "        n_components=3, random_state=None, tol=0.0001, w_init=None,\n",
+       "        whiten=True)"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ica_partial = FastICA(n_components=n_ind_comp)\n",
+    "ica_partial.fit(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\program files\\python37\\lib\\site-packages\\sklearn\\decomposition\\fastica_.py:119: ConvergenceWarning: FastICA did not converge. Consider increasing tolerance or the maximum number of iterations.\n",
+      "  ConvergenceWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "FastICA(algorithm='parallel', fun='logcosh', fun_args=None, max_iter=1000,\n",
+       "        n_components=None, random_state=None, tol=0.0001, w_init=None,\n",
+       "        whiten=True)"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ica_full = FastICA(max_iter=1000)\n",
+    "ica_full.fit(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_ica = ica_partial.fit_transform(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_ica=pd.DataFrame(data=X_ica,columns=['Independent_comp'+str(i) for i in range(1,n_ind_comp+1)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running k-means on the independent features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for number of cluster(s) 2: -2.0442719579919104\n",
+      "Silhouette score for number of cluster(s) 2: 0.39559077431646805\n",
+      "V-measure score for number of cluster(s) 2: 0.589727521756156\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 3: -1.1097853915466622\n",
+      "Silhouette score for number of cluster(s) 3: 0.5660466485477773\n",
+      "V-measure score for number of cluster(s) 3: 0.7918756684685213\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 4: -0.35315719558817327\n",
+      "Silhouette score for number of cluster(s) 4: 0.7123757225736221\n",
+      "V-measure score for number of cluster(s) 4: 0.9057460992755191\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 5: -0.14940449050401994\n",
+      "Silhouette score for number of cluster(s) 5: 0.7412646058328913\n",
+      "V-measure score for number of cluster(s) 5: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 6: -0.13605003683520822\n",
+      "Silhouette score for number of cluster(s) 6: 0.6578208285438927\n",
+      "V-measure score for number of cluster(s) 6: 0.9587362859833009\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 7: -0.12306294712884784\n",
+      "Silhouette score for number of cluster(s) 7: 0.5846038526912967\n",
+      "V-measure score for number of cluster(s) 7: 0.9189838098179293\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 8: -0.11284867732200578\n",
+      "Silhouette score for number of cluster(s) 8: 0.4874394071207146\n",
+      "V-measure score for number of cluster(s) 8: 0.8861627146998108\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 9: -0.0998405118577923\n",
+      "Silhouette score for number of cluster(s) 9: 0.428814449735894\n",
+      "V-measure score for number of cluster(s) 9: 0.854498189131389\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 10: -0.0878785962880104\n",
+      "Silhouette score for number of cluster(s) 10: 0.3384465017487915\n",
+      "V-measure score for number of cluster(s) 10: 0.8259062168051642\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 11: -0.08379149223650498\n",
+      "Silhouette score for number of cluster(s) 11: 0.3272651857728252\n",
+      "V-measure score for number of cluster(s) 11: 0.8094516782455371\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "km_scores= []\n",
+    "km_silhouette = []\n",
+    "vmeasure_score =[]\n",
+    "for i in range(2,12):\n",
+    "    km = KMeans(n_clusters=i, random_state=0).fit(X_ica)\n",
+    "    preds = km.predict(X_ica)\n",
+    "    print(\"Score for number of cluster(s) {}: {}\".format(i,km.score(X_ica)))\n",
+    "    km_scores.append(-km.score(X_ica))\n",
+    "    silhouette = silhouette_score(X_ica,preds)\n",
+    "    km_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for number of cluster(s) {}: {}\".format(i,silhouette))\n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    vmeasure_score.append(v_measure)\n",
+    "    print(\"V-measure score for number of cluster(s) {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAUY0lEQVR4nO3df5BdZ33f8fensgwC0khEG4r1AzmtR7WJsUV3HKfuBFOCJaep5bq/5CTEYWA0zdgJSTPq2OlMPGP+wK06+dVxMCqoJi3YSY1w1BYQLiZ129SMVsi1kB2BKgheya02CBkadrAlvv3jHqGr1V3tlXx37+rs+zVzZ+95nnPu/e6x9Tlnn3PufVJVSJLa6y8NuwBJ0uwy6CWp5Qx6SWo5g16SWs6gl6SWu2TYBfSyfPnyWrNmzbDLkKSLxp49e/68qkZ69c3LoF+zZg1jY2PDLkOSLhpJ/my6PoduJKnlDHpJajmDXpJazqCXpJYz6CWp5Qx6SWo5g16SWm5e3kd/IR7be5ituw5w5Pgkly1dwpb1a7l13YphlyVJQ9eKoH9s72Hu2bGPyZdPAnD4+CT37NgHYNhLWvBaMXSzddeB74f8KZMvn2TrrgNDqkiS5o9WBP2R45Pn1S5JC8mMQZ9kVZLPJ3kuyf4k7+uxTpL8bpKDSZ5J8tauvjuSfKV53DHoXwDgsqVLzqtdkhaSfs7oTwC/VlVXAtcDdya5aso6NwNXNI/NwAcBkrweuBf4MeA64N4kywZU+/dtWb+WJYsXndG2ZPEitqxfO+i3kqSLzoxBX1UvVNUXm+ffBp4Dpl7h3Aj8fnU8BSxN8kZgPfB4VR2rqm8CjwMbBvob0Lng+oHbrmbF0iUEWLF0CR+47WovxEoS53nXTZI1wDrgC1O6VgDPdy2PN23Ttfd67c10/hpg9erV51MW0Al7g12Sztb3xdgkrwM+AfxKVX1ranePTeoc7Wc3Vm2rqtGqGh0Z6fnd+ZKkC9BX0CdZTCfkP1ZVO3qsMg6s6lpeCRw5R7skaY70c9dNgI8Az1XVb06z2k7g55u7b64HXqyqF4BdwE1JljUXYW9q2iRJc6SfMfobgHcB+5I83bT9OrAaoKoeBD4F/BRwEPgO8O6m71iS9wO7m+3uq6pjgytfkjSTGYO+qv47vcfau9cp4M5p+rYD2y+oOknSK9aKT8ZKkqZn0EtSyxn0ktRyBr0ktZxBL0ktZ9BLUssZ9JLUcga9JLWcQS9JLWfQS1LLGfSS1HIGvSS1nEEvSS1n0EtSyxn0ktRyBr0ktdyME48k2Q78NHC0qn60R/8W4Ge7Xu9KYKSZXeprwLeBk8CJqhodVOGSpP70c0b/ELBhus6q2lpV11bVtcA9wH+dMl3g25t+Q16ShmDGoK+qJ4F+53m9HXj4FVUkSRqogY3RJ3kNnTP/T3Q1F/DZJHuSbJ5h+81JxpKMTUxMDKosSVrwBnkx9u8C/2PKsM0NVfVW4GbgziQ/Md3GVbWtqkaranRkZGSAZUnSwjbIoN/ElGGbqjrS/DwKfBK4boDvJ0nqw0CCPskPAm8D/qir7bVJfuDUc+Am4EuDeD9JUv/6ub3yYeBGYHmSceBeYDFAVT3YrPb3gM9W1V90bfoG4JNJTr3Px6vqM4MrXZLUjxmDvqpu72Odh+jchtnddgi45kILkyQNhp+MlaSWM+glqeUMeklqOYNeklrOoJekljPoJanlDHpJajmDXpJazqCXpJYz6CWp5Qx6SWo5g16SWs6gl6SWM+glqeUMeklqOYNeklpuxqBPsj3J0SQ9pwFMcmOSF5M83Tx+o6tvQ5IDSQ4muXuQhUuS+tPPGf1DwIYZ1vlvVXVt87gPIMki4AHgZuAq4PYkV72SYiVJ52/GoK+qJ4FjF/Da1wEHq+pQVb0EPAJsvIDXkSS9AoMao//xJP8ryaeTvLlpWwE837XOeNPWU5LNScaSjE1MTAyoLEnSIIL+i8Cbquoa4F8DjzXt6bFuTfciVbWtqkaranRkZGQAZUmSYABBX1Xfqqr/1zz/FLA4yXI6Z/CrulZdCRx5pe8nSTo/rzjok/yVJGmeX9e85jeA3cAVSS5PcimwCdj5St9PknR+LplphSQPAzcCy5OMA/cCiwGq6kHgHwC/mOQEMAlsqqoCTiS5C9gFLAK2V9X+WfktJEnTSieT55fR0dEaGxsbdhmSdNFIsqeqRnv1+clYSWo5g16SWs6gl6SWM+glqeUMeklqOYNeklrOoJekljPoJanlDHpJajmDXpJazqCXpJYz6CWp5Qx6SWo5g16SWs6gl6SWmzHok2xPcjTJl6bp/9kkzzSPP0lyTVff15LsS/J0Er9gXpKGoJ8z+oeADefo/yrwtqp6C/B+YNuU/rdX1bXTfSG+JGl2zTiVYFU9mWTNOfr/pGvxKTqTgEuS5olBj9G/B/h013IBn02yJ8nmAb+XJKkPM57R9yvJ2+kE/d/qar6hqo4k+WHg8SR/WlVPTrP9ZmAzwOrVqwdVliQteAM5o0/yFuDDwMaq+sap9qo60vw8CnwSuG6616iqbVU1WlWjIyMjgyhLksQAgj7JamAH8K6q+nJX+2uT/MCp58BNQM87dyRJs2fGoZskDwM3AsuTjAP3AosBqupB4DeAHwJ+LwnAieYOmzcAn2zaLgE+XlWfmYXfQZJ0Dv3cdXP7DP3vBd7bo/0QcM3ZW0iS5pKfjJWkljPoJanlDHpJajmDXpJazqCXpJYz6CWp5Qb2FQjqeGzvYbbuOsCR45NctnQJW9av5dZ1K4ZdlqQFzKAfoMf2HuaeHfuYfPkkAIePT3LPjn0Ahr2koXHoZoC27jrw/ZA/ZfLlk2zddWBIFUmSQT9QR45Pnle7JM0Fg36ALlu65LzaJWkuGPQDtGX9WpYsXnRG25LFi9iyfu2QKpIkL8YO1KkLrt51I2k+MegH7NZ1Kwx2SfOKQzeS1HIGvSS1XF9Bn2R7kqNJek4FmI7fTXIwyTNJ3trVd0eSrzSPOwZVuCSpP/2e0T8EbDhH/83AFc1jM/BBgCSvpzP14I/RmRj83iTLLrRYSdL56yvoq+pJ4Ng5VtkI/H51PAUsTfJGYD3weFUdq6pvAo9z7gOGJGnABjVGvwJ4vmt5vGmbrv0sSTYnGUsyNjExMaCyJEmDCvr0aKtztJ/dWLWtqkaranRkZGRAZUmSBhX048CqruWVwJFztEuS5siggn4n8PPN3TfXAy9W1QvALuCmJMuai7A3NW2SpDnS1ydjkzwM3AgsTzJO506axQBV9SDwKeCngIPAd4B3N33Hkrwf2N281H1Vda6LupKkAesr6Kvq9hn6C7hzmr7twPbzL02SNAh+MlaSWs6gl6SWM+glqeUMeklqOYNeklrOoJekljPoJanlDHpJajmDXpJazqCXpJYz6CWp5Qx6SWo5g16SWs6gl6SWM+glqeUMeklqub6CPsmGJAeSHExyd4/+30rydPP4cpLjXX0nu/p2DrJ4SdLMZpxhKski4AHgnXQm+96dZGdVPXtqnar61a71fwlY1/USk1V17eBKliSdj37O6K8DDlbVoap6CXgE2HiO9W8HHh5EcZKkV66foF8BPN+1PN60nSXJm4DLgSe6ml+dZCzJU0lune5Nkmxu1hubmJjooyxJUj/6Cfr0aKtp1t0EPFpVJ7vaVlfVKPAzwG8n+au9NqyqbVU1WlWjIyMjfZQlSepHP0E/DqzqWl4JHJlm3U1MGbapqiPNz0PAH3Pm+L0kaZb1E/S7gSuSXJ7kUjphftbdM0nWAsuA/9nVtizJq5rny4EbgGenbitJmj0z3nVTVSeS3AXsAhYB26tqf5L7gLGqOhX6twOPVFX3sM6VwIeSfI/OQeX+7rt1JEmzL2fm8vwwOjpaY2Njwy5Dki4aSfY010PP4idjJanlDHpJajmDXpJazqCXpJYz6CWp5Qx6SWo5g16SWs6gl6SWM+glqeUMeklqOYNeklrOoJekljPoJanlDHpJajmDXpJazqCXpJbrK+iTbEhyIMnBJHf36P+FJBNJnm4e7+3quyPJV5rHHYMsXpI0sxmnEkyyCHgAeCedicJ3J9nZY0rAP6iqu6Zs+3rgXmAUKGBPs+03B1K9JGlG/ZzRXwccrKpDVfUS8Aiwsc/XXw88XlXHmnB/HNhwYaVKki5EP0G/Ani+a3m8aZvq7yd5JsmjSVad57Yk2ZxkLMnYxMREH2VJkvrRT9CnR9vUGcX/I7Cmqt4C/Bfgo+exbaexaltVjVbV6MjISB9lSZL60U/QjwOrupZXAke6V6iqb1TVd5vFfwP8jX63lSTNrn6CfjdwRZLLk1wKbAJ2dq+Q5I1di7cAzzXPdwE3JVmWZBlwU9MmSZojM951U1UnktxFJ6AXAduran+S+4CxqtoJ/HKSW4ATwDHgF5ptjyV5P52DBcB9VXVsFn4PSdI0UtVzyHyoRkdHa2xsbNhlSNJFI8meqhrt1ecnYyWp5Qx6SWo5g16SWs6gl6SWM+glqeUMeklquRnvo9fF6bG9h9m66wBHjk9y2dIlbFm/llvX9fyaIUktZ9C30GN7D3PPjn1MvnwSgMPHJ7lnxz4Aw15agBy6aaGtuw58P+RPmXz5JFt3HRhSRZKGyaBvoSPHJ8+rXVK7GfQtdNnSJefVLqndDPoW2rJ+LUsWLzqjbcniRWxZv3ZIFUkaJi/GttCpC67edSMJDPrWunXdCoNdEuDQjSS1nkEvSS3XV9An2ZDkQJKDSe7u0f9Pkzyb5Jkkn0vypq6+k0mebh47p24rSZpdM47RJ1kEPAC8k85k37uT7KyqZ7tW2wuMVtV3kvwi8C+Bf9z0TVbVtQOuW5LUp37O6K8DDlbVoap6CXgE2Ni9QlV9vqq+0yw+BawcbJmSpAvVT9CvAJ7vWh5v2qbzHuDTXcuvTjKW5Kkkt063UZLNzXpjExMTfZQlSepHP7dXpkdbzxnFk/wcMAq8rat5dVUdSfIjwBNJ9lXV/z7rBau2AdugMzl4H3VJkvrQzxn9OLCqa3klcGTqSkl+EvjnwC1V9d1T7VV1pPl5CPhjYN0rqFeSdJ76CfrdwBVJLk9yKbAJOOPumSTrgA/RCfmjXe3Lkryqeb4cuAHovogrSZplMw7dVNWJJHcBu4BFwPaq2p/kPmCsqnYCW4HXAf8hCcDXq+oW4ErgQ0m+R+egcv+Uu3UkSbMsVfNvOHx0dLTGxsaGXYYkXTSS7Kmq0V59fjJWklrOLzXTrHHeWml+MOg1K+bTvLUecLTQOXSjWTFf5q09dcA5fHyS4vQB57G9h+e0DmmYPKPXrJgv89ae64DjXxZaKAx6zYrLli7hcI9Qn+t5a+fLAcehLA2TQzeaFfNl3tr5MlG6Q1ln13HD/U9w+d3/mRvuf8KhtFlm0GtW3LpuBR+47WpWLF1CgBVLl/CB266e8zPH+XLAmS9/WcyHA858OdicqmUhHHAcutGsmQ/z1s6XidIdyjptvlw3WUjDaQa9Wm8+HHC2rF97RqjA8Iayhn3AmQ8HG1hYBxyHbqQ54FDWafPlusnFcMAZFM/opTkyH/6ymA9DWf51c6a5OOAY9NICM+wDznw42MDCOuAY9JLm3LAPNqdqgIVxwDHoJS1YC+WAY9BL0pDN9gGnr7tukmxIciDJwSR39+h/VZI/aPq/kGRNV989TfuBJOsHV7okqR8zBn2SRcADwM3AVcDtSa6astp7gG9W1V8Dfgv4F822V9GZY/bNwAbg95rXkyTNkX7O6K8DDlbVoap6CXgE2DhlnY3AR5vnjwLvSGfy2I3AI1X13ar6KnCweT1J0hzpJ+hXAM93LY83bT3XqaoTwIvAD/W5LQBJNicZSzI2MTHRX/WSpBn1E/Tp0TZ1RvHp1uln205j1baqGq2q0ZGRkT7KkiT1o5+gHwdWdS2vBI5Mt06SS4AfBI71ua0kaRalqucJ9ukVOsH9ZeAdwGFgN/AzVbW/a507gaur6p8k2QTcVlX/KMmbgY/TGZe/DPgccEVVnZz6PlPecwL4swv8nZYDf36B27aR++M098WZ3B+ntWFfvKmqeg6HzHgffVWdSHIXsAtYBGyvqv1J7gPGqmon8BHg3yU5SOdMflOz7f4kfwg8C5wA7pwp5JvtLnjsJslYVY1e6PZt4/44zX1xJvfHaW3fFzOe0V9s2v4f7Hy5P05zX5zJ/XFa2/eFX1MsSS3XxqDfNuwC5hn3x2nuizO5P05r9b5o3dCNJOlMbTyjlyR1MeglqeVaE/RJViX5fJLnkuxP8r5h1zRsSRYl2ZvkPw27lmFLsjTJo0n+tPl/5MeHXdOwJPnV5t/Il5I8nOTVw65pLiXZnuRoki91tb0+yeNJvtL8XDbMGgetNUFP5z79X6uqK4HrgTt7fMvmQvM+4LlhFzFP/A7wmar668A1LND9kmQF8MvAaFX9KJ3PxmwablVz7iE636bb7W7gc1V1BZ0Pdp71dewXs9YEfVW9UFVfbJ5/m84/5OFOHTNESVYCfwf48LBrGbYkfxn4CTof7KOqXqqq48OtaqguAZY0n3p/DQvsa0mq6kk6H+zs1v0NvB8Fbp3TomZZa4K+WzPxyTrgC8OtZKh+G/hnwPeGXcg88CPABPBvm6GsDyd57bCLGoaqOgz8K+DrwAvAi1X12eFWNS+8oapegM5JI/DDQ65noFoX9EleB3wC+JWq+taw6xmGJD8NHK2qPcOuZZ64BHgr8MGqWgf8BS3707xfzdjzRuByOt8/9dokPzfcqjTbWhX0SRbTCfmPVdWOYdczRDcAtyT5Gp2JYv52kn8/3JKGahwYr6pTf+E9Sif4F6KfBL5aVRNV9TKwA/ibQ65pPvi/Sd4I0Pw8OuR6Bqo1Qd/MaPUR4Lmq+s1h1zNMVXVPVa2sqjV0LrQ9UVUL9qytqv4P8HyStU3TO+h80d5C9HXg+iSvaf7NvIMFemF6ip3AHc3zO4A/GmItAzfjt1deRG4A3gXsS/J00/brVfWpIdak+eOXgI8luRQ4BLx7yPUMRVV9IcmjwBfp3Km2l5Z//H+qJA8DNwLLk4wD9wL3A3+Y5D10Dob/cHgVDp5fgSBJLdeaoRtJUm8GvSS1nEEvSS1n0EtSyxn0ktRyBr0ktZxBL0kt9/8B0TsxodEZGy8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=km_scores)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=vmeasure_score)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### K-means fitting with ICA-transformed data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km_ica = KMeans(n_clusters=5,n_init=10,max_iter=500).fit(X=X_ica)\n",
+    "preds_km_ica = km_ica.predict(X_ica)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualizing the clusters after running k-means on ICA-transformed features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "col_ica_combi=list(combinations(df_ica.columns,2))\n",
+    "num_ica_combi = len(col_ica_combi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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tbBiZEHcOV1dXoqKiSY0/WKI8NW4P7e6Wv8PrsX//fr78fCZ1c1tRmWgqa9Wpm9uKLz+bycGDB/+5ASEqGJkiKsq1+fPnM2H8GH6e6Ufr5o7s2Gti0JMpONiX3in0SlWqVKFKlSrFv5tMJtatW4fZbObuu+/GxcXlZocuhBDiP1q+fDn++kAclXNxmV4Z8DIG8MvCRbRv396G0Qlx88TExFC/bnUO7PgKj+DGWC2FpJ/fysAHBxAdHW3r8IS4Y0yf9gn3dO+JKTcJJ7dgctNPkZ10iAkLNtk6tAplyZIl+BYGYafsi8vslD0+5gB+//13ateubcPohLjxZASbKFfS0tJ49dWXadG8Nl0638WLo0cyY4IbbVo4Fc2bb+DI99N9efXVF//1NKG1a9cSHhbAO28M4oMJQwgPC+Dnn3++yVcihBDiv3JycsKiK71Tm1VvwcXF+So1hLg96HQ6/ljyG++99SKh7qlEBeTzxYwPmT59qq1DE+KO0qZNG3Zs30LnlhH42p+lX/em7N+3h6ioKFuHVqE4OTmhGaylyjWDFWdn6c/F7UfdqWuZNG7cWNu5c6etwxBXyMrKokXz+jSpm83gfg4kpVp4+d1U7otxYdLrfsQnmpkyI50NW/M4frqAN9+awnPPlV6H7UqZmZlUqRLCj5950L5V0Zv4ngP5dOmfxq7dhwgPD78VlybEHUUptUvTNNma6QrS51yf7OxsggNDiMptgJfyA8Co5XDAaRNbdmyhVq1aNo5QCFGeSL9TmvQ7ojy4cOEC1atWp3Z+C9yUJwDZWgYHnbZw/ORxgoKCbByhEP/NtfodmSIqyo3Zs2cTXSWb2R95AZBrtJKQaGbc+6m4uuj46scset/jyifv+XEm1syr419B08w88sijbNiwATc3N9q0aYNery9uc9GiRbRu5lycXDObNeIvWoiuCu+88w5ffPGF7EgnhBDljJubGwt++Zk+vfrgofdGZ9WTbE5k0uSJklwTQgghKojg4GBmfjWTR4cMw8fgD0CqOYnZX8+W5Jq4LUmCTdhcXl4eEya8x4xpU7AzFDD6TTMPP+BGr0cSia5mz2sveDPz+yy6tnNmyptFIxmaN4LmjRxp0OEV3nrrNZo1dCc1zUJapj2/LFpKSEgI8fHxpKSk4OdTdJ6Ei2a69r+Aq4uOujXtWb16Lh3aH2TxbytxdS29YxcUrd32+++/k5iYSKtWrahXr96tui1CCHFH69SpE/EX41m2bBn5+fl07twZPz8/W4clhBBCiOvQv39/unbtyrJly1BK0bVrVzw8PGwdlhA3hSTYhE1pmsb9vWJw1B/k9zm+2NsrPp2ZQad+8TzS3513X/YFYOlqI33vdStRNyLMjgB/jffHedGrW1GCbO7CbNq3a4HZYsXNxUBKmgknR8V7L7ky8pVkenR24Z2Xitq0WjUGPnmCt99+nQkTppSK7ciRI3TtcjdVK2tUqawY/56R9h26MfuruSVGyYk7l6ZpHDt2jNzcXOrWrYudnV2J1wAZISlEGbi4uNC7d29bhyGEEEKIMvD09KR///62DkOIm042ORA2tWnTJk6f2su8z71oVM+ROjUc+HyyPyFBBiqHXk5WBFTSc/xUQYm6+flWklMtNKxTtKNoUoqZ9VuMGI155BlNZGQa8ffR0CkLVZuf4bflOYx52ru4vk6nGPesC/N+nFMqLk3TGPjQ/bz8jGLlfE8+m+jB0Y2VOHVsJbNmzbpJd0NUJCdPnqROw4Y0bdOGTvf3IjA0lMWLF3PhwgXu69MHe0dHHJ2c6PfggyQlJdk6XCGEEEIIIYQQN5GMYBM2tXv3bjq2dsBguDzKRylF73tc2XvQVFz2+GBPHnw8oWhaaB1HjEYrI19Npkq4HeGhdphMVjr2uUCAvx5HR4Wri55GdR147jEvjHlWXp2QytETBdj95X+8g72isNBcKq6TJ0+SmBjH0AcDisucnHSMesKRT7+exfDhw2/8zRAVhsVioX2XLuQ1qIvP4AdROh35Z84y4H+DcHd3p7BmDYLefAWsGmvWrKXV3XdzeP9+DAZ5yxV3poyMDH777Tfy8/OJiYkhJCTE1iEJIYQQohzJyspi8eLFGI1GunbtSlhYmK1DEuK6yQg2YVOVK1dm3+HSWzdv31PI/iPm4ml2rZo5El3Vjva946je8iwhDc7wy5I87OydsFg0FizJwcNdsfuAiddH+VA5xMCC2YG0bu5El3YurF8UgrOTjtcmphafQ9M0Pvoim5497yt1/sLCQhzsdfx1dp+To6Kg0FTqeHFnWbduHblouLVphdIVvY06RlRGFxZKrpMT7t26oHd2Ru/qgluPe0izWvjjjz9sG7QQ18lqtXIjdhr/448/CA0O45Un3+S95yZTvVo0EydM/Ns6JpOJqVOn0qp5azq07cjcuXOxWkv3FUIIIYSo+FauXElIUCjjnnid95+fQs3qNXnn7Xdu2fk1TSv1OcNqtfL999/ToW1HWrdow4wZMygoKLhGC0IUkQSbsKlu3bqRku7MOx9kkJdnpbBQ4/NvM9m0Q8NkqUzDTikMe/4itdqcY8deEwF+epJSzdSqbk9Mt3txdqtJ9ZZxPDEmCU93Pb26uXLmnJl7u7qWWPvK0VFHj84uzJqbRb9h8Uycmkb7++P48ZdMsrKzS8UVHR2Nwc6dJatyi8usVo2ps03c2/PBW3JvRPmVlJSEwce7VLnFYkEfGVGiTCkFIcEcPXr0VoUnRJkcP36cTu07Y29nj7OTC0MeHkpmZuZ/aisrK4sH+vanhrExUTkNqGqsS8P8trz75nvs2bPnqnUsFgudO3Th/TETyd5mIWl9Ns8Of4Hhj8rIYSGEEOJ2k5ubS5/7+xKV24ConIaXPiu0Y/L4KWzduvWmnjs7O5vhjw7HxdkFOzs72rftwOHDhwF4+H+P8Pxjo0lan0PWVjNvj3qfrp1j5IGf+FuSYBM2ZTAYWLlqI9sP1cav5lk8qp3i7Q/TcXbSsFrNjHl5Gis3OOHipOP09soc2RTB3lXhXEy2UL9BU1xcnKlZ3YEXHvfi7PlCdAqCAw0cO1n66cLxUwVMG+9Hh9YufPxlBu1bO3NsSxhr1yzlwIEDJY7V6XTMmj2Xoc/lMHxUJhOnpnFXjzRyTFV56qmnb9XtEeVUy5YtyT52AovRWFymaRq6rGy002dKHKtpGtq5WGrWrHmrwxTiuqWmptKy+V3E/plEG2sPmpg6sObHDXTt1PU/jWZbsmQJXnpfPJRPcZmjcsavIIQ5331/1Tq///47x/Ydp4axKf4qmAAVRq3c5sz/8SeOHDnyn69NCCGEEOXP8uXLcdd54aUu7xTuoBzxyw/lu2++u6nn7tGtB8vnrKFxfnvaWnuSsCGN1i1bs3btWn795Vdq5TYjQIXir4KpYWzCoV2HWbZs2U2NSVRskmATt9zy5ctp0bwODg521IgOY+nSPxj+2LMEBbmwa2UocXsqc2pbAH27pfPpJxPIys5i8XdBeHsVrV8VHmrH1Pf9+Obrz9i7ZxsLZvnx/AgvMrOtzF+cw90tHPl1WS6//JGDpmmYzRoff5lO/EULve9xo35tB5SCsU974+NloFsHZ9avX18qztatW3Pw0Amq1xtFkvFBxr4yk5WrNuLk5HSrb5koZ8LDwxn26FCyPptJzq49GI8cJevb74nw9cPTaiVz8RLMWVmYMzLJ+mUx/k7OxMTE2DpsIf7R7Nmzccv3Ikyrhl4ZcFCOVDXV5fjhE2zbtu262yssLESnld51WVkVJlP+VeusXLEKtxzfEqOQDcqArwrkzz//vO4YhBBCCFF+FX1WKJ2W0Gk6TKabtzTPnj172LdnP9VM9XFQTuiVnhCq4mHyZfLkyfhYA9Cry+sn65QOtxwfVq9afdNiEhWfrLgtbqk1a9bw8OA+THvfjS53h7PnoIkRL47BziGAcSOdqFGtaEdQpRSjnnDnk1mnQLMS4F/yC1pUFXvi45OI6eCGnZ3Czk7x56JQej8ST/s+F+jQ2omnXkpi2AsaZjO4uOh58hE3XpuQylc/ZjF9gj92dkVf3s7GaXT2979qvJUqVWL06NE396aICumjyVO4q1lzZsyaRXZ2Nv36P8gTjz9OTk4Oz40exaLxU9DpFL379OXDBZPQ60snGYQobw7sO4hjnitcsf6kUgoP5cOxY8do3rz5P7Zx8uRJli9fjpubGy1atCDZnECwVhVn5QqAWSskzSWR3n16X7V+QGAlLA4F8JeByAX6fPz8/K5aRwghhBAVU6dOnUgpHEqwlo2LcgPAoplJdYknNDyUTz75hPr169O6desSD9/K6tixY3jqfEu16ZTvTmpyGmY7E/wlv2dxLKRSQKUbFoO4/UiCTdxS499/lYmvunBfTNEXrZZNnJg7Q0erHqfw9Sr5xUmvV/j7OpCV48K6zXm0u8u5+LVfluTSoEE9du0/jKYVrbcWEWbH7tXh9BuWysWMGji5nCct4wIWi5WwsGC++amQixcTqF7FDjdXhaZpfL8ghyPHrfTo0eOW3gdR8Sml6NevH/369StR7urqyg/fzbFRVEKUTYNG9Vn/y2bIu1ymaRoZWgq1atX6x/pjXxzLtKnT8SMQi95MupbC0GFD+Hrm1/gVhqAsOpIdL1C5chi7du2iZs2aVKpU8oPq4MGDmfD+RLy0SngrfzRNI1Gdp8A+j+7du9/oSxZCCCGEDXl7e/PxJx/x3Mjn8TeHoDPrSHVOxIKZzyZ/iXOhG1l2qVSvXZ3lq5bh4uJSXDc2Npa5c+eSnp5OTEwMbdu2/ddJuFq1apFuScaqWdGpyyPojE6ZPHDPQD458QmJWiyVCEUpRZp2kVRdAoMGDbrh90DcPtSN2CGsImrcuLG2c+dOW4dxxwkJ9mHjr+6EhdiVKPeKOku7Vm4smOVd/Ka496CJmAcz+fTTzxk58lFee96Z+rUdWLkun6lf5bNm7WYeGz6I+tFxvDnaHRdnxdfzsnllfA5ms4mY9k588JYfXh46vp6Xxdh3Uvlyij9ZOVbGvZcK2OHrF8DcHxZRr149G9wNIW5PSqldmqY1tnUc5UlF6XPS09OJjqqBR7ofgZYIzBRy3vE4kY1DWbdh3d/WXbduHfd3702t3BZcJJYEzmOmAM3OyrIVS1m2bDlz58wlKy0b77xANEczqfpEfv1tEe3atSvR1ooVKxg4YBAUKiyaGQ9vD156ZSxLf19KSnIq3e+7h8cffxw3N7ebeDeEEBWF9DulVZR+R4j/d+zYMb777jtyc4xs2riJtL05RFiL1jDWNI2jDjsIql2Ji4lJ2NvZ07RlUxYtXIS/FoIy6bioi8XTz5OpMz7lvvvu+1eJti4du3J403HC8qOww4F43VnSPRM4cuww58+f5/6evclKz0av9Ch7mDvvezp06HCzb4WoAK7V70iCTdxSHdo349EHYnmg5+UvRUdPFNCuTwYBlfypHJxOv3sNnI218OnsPKZ8MIOHHhrIn3/+yeuvjSEu7jzNmrfk9dffJSoqirS0NJ57dgQ/L/gVi8VKk8Z12LP3EB5uFs7siMBgUMz7NZtpszI4drqQ0CAD335aCZ1O0bpnCufjknB2dv6biIUQ10u+6JRWkfqcM2fO8PzIF1i2fCmODo4M+t8g3p/wfoknxlfzyOAhbP5uN5laGoWYiKQmegyc5yQEFDLqxReY9MqH1DA2KX5SnKolkuB3kriEuFLTqM1mM3v27MHe3p4vv/iS2Z9/RZilOo44keqYgGuoIzt2b8fV1fWm3QshRMUg/U5pFanfEeJKRqMRL09vWhbGYLi0BppFs7CNVbjjRThRWDBzikOAopFqU3zMdlajHGDEk8OZNGXSP54rLy+PcS+/wtezvyIvP49OHTvxwccfULVqVaAosbd9+3YWLlzI1o1bcXFxYdjjw/51Ak/cvq7V78gmB+KWGjP2bUa9mcPS1blYrRq79+fz0JOZjBo1lk2bd9Mh5lV+WVWPuIzuLPljHQaDHQ0b1uHeHh1IjN9HVKSJP/5Ywo8/Fk3B8/b25ptv55ORkUN6ehZ9+g6mWUNHmjZwxGBQfPxFOm9OSuXFp73YuDiEB3q60r73BZSC4EAHjh49auM7IoQQ5UtERAS/LF5Inj3sCcAAACAASURBVCmP9Kx0Ppn6yT8m1wAKCgowaflkkEJ97sJT+eKmPKlBI6wZimmfTsfPGFpiGoaPCsCcb2Xv3r2l2jMYDDRp0oSNGzcyY/pnNLS0JVRVwU8FUT2/ITlxeXzxxRc39NqFEEIIYVtWqxU0Dd0VC8ImEYcDjtSiCW7KE0/lSwNak0cOWVoaAHqlJ4yqOJvcmTF9BufOnfvHczk5OfHBh1NIy0wjz5TH4iWLi5NrABaLhReeHcWcqT+SsbmQcytTGD5oBM8+89yNv3BxW5AEm7hh9u3bxxNPPMr993Vm0qSJZGZmljqmc+fOzPjse16d7Ip9yCn6Di9gyLA3GDVqDK6urjzzzDP8vGAZH3/8GaNeeJpHHu5P8sWjvD/Om8MbQvn9O28Orw9gzrefsHTp0uJ27ezscHJyorCwEH8fHVt35ZOZaebdj9L49dsgundypVqkPaOf9ObpoZ5M+DSN+MR8/K+xucF/ZTKZmDBhPE0a16BhgyjefvtNjEbjDT2HEEKUR/0ffIBUhwS88EOnLo9GU0rhke+LMdeIhrVEHU3TsGoW7Ozs/tocUPSeOmb0GNzxxEldTvIppfDKC+D1l99g/PvjKSwsvDkXJYQN/frrr7S4qw3hEVUZ8OBAjh8/buuQhBD/wdatW+l2Tw/CK1ehS9dubNq0ydYhlWuurq40adSEeHW2uCyTNHwJLDFqTKd0eFOJLNKLy6xY0aPHzxDE+vXr//Y8FouFDz/8kGoRUfj7VGLgg4NKJeV++eUXTh08Qw1jE/xVMEEqnFq5zZk1cxanT5++MRcsbiuSYBM3xMKFC+nc6S6C3BfzwD0H2LV5Es2a1iUlJaXUsffeey+79xzDbDZz5mwiTz89ssSbpaZp9OzZjZ07t/JIfw8cHRTDBrpz7nwhKalmCgo0RvzPjm++nnHVtldvLKBpA0fuH5qIp4eeapH2JY7p2t6Z1RvyuOuuloSEhNywe6BpGvf3iuHPVZOY+HI2H7+Zx55tn9Itph0Wi+WGnUcIIcqje+65hybNG5FFOn9dfqLA0UjLVi246HIOi2YuLr/IeTy8PahTp85V2zx06BD2OkdM5JdqMx8jjiZXPnlnOgMHDLzxFySEDU2dOo2Hh4wg3RyOd5WebD2QRtNmLThx4oStQxNCXIe1a9fSqXMMxxPs8anWi1NJLsR068GKFStsHVq5NvPrmaR4xXHceQ9ntaNk2aeSrdJLHZdNOo4ULfdTqBVwnlNUIhSTLg9fX9+/Pcdjw0Yw8ZUpeJ4NplpaQ7bO30OTRk1JSkoqPmbF0hW455TcadRO2eNnCPzHBJ64M0mCTZSZ2Wxm5DOPsXC2Fy8/60nfHm7MneFFqyZGPvzw2nPfdbqr//f7+uuvOXV8A/6+epo2dESng9ptY2ncOZaqzc/SoEMsr09MZd3a1dSqVYs2bdqwYMECAKKionju+bFs26ORl69xIcFMekbJ5Nb+IyYM9h589fW8G3cTgA0bNnDq5G4WfeVN25bO3NXUiflfeJGTebLEaDshhLgd6XQ6Vq5eiU+QJ2d0R7BolqIdQLVY0gwX+eTTT+jYox27nddxyv4gx1x3kuB5igWLfr7mOiY+Pj4UmE0YsOMcx4qTbLlaNmc4igNOBBmr8PvvS2R0j7htmEwmXnn1NSIaDsQ3pB4uHoEER7XHK7gpb7/znq3DE0Jch1GjxxJcozsBES1wdg8gIKIZwTXv5YVRY2wdWrkWHR3NydMnGDb2YZoOqMvbk94kzzWbBO0cmqZh0Syc1R0lT+VyjuMc1nayheX4EoAJI0lZCTw0YCBjx7xEQUFBqfbj4uL48YcfiDY2xlP54qxcibDWwCXXk+nTphcf5x/gj9mudP0CXT4+Pj439R6IikkSbKLMjh07hqNDIS0aO5Uo/19fR1auWHzd7X02YzKfvOtLWLAdSSkWLiSYefFJL3Q6mDM9gDM7K3N+TwR977UjJ+s4davtY+gj/WjbtjkpKSmYTIVUiayGyRxJ1aqRPPJsOheTi0ZMbNmZx2sTcpk1ez7e3t435Pr/37Zt2+jW3h6D4YqhyzrFPR2LhoYLIcTtwGq18uuvv/LQgIEMfWQoGzZsKH5Nr9ezZfsWItoEscV+GVsclqFFG1m5ZiVBQUF8/8P3rN24hpETRjDh8/eIvRBLgwYNrnmu8PBwGjZqiJfBlwRiWc9vbNNWsYM1eOFLIrEcZieFpkK6dorh7Nmzt+AOCHFznT17Fp3BAWf3SiXKPSpFs3nzFhtFJYT4L/bv24NXQI0SZd4BNTh0cF+pkdnisqSkJHp068GE9yayeslaXh33Gk898xS6Gia2OCxli/0yQlr6se/gXh566gHSHS7i6uzOReI4zREa0obozCZ89+kPPHSVUe6LFi1CZzVwjL0kaOewakVLWLjle7Nl0+XvbUOGDiHJLo5MLRUomrGUwDksDoV06dLl1twMUaEYbB2AqPg8PDxIzyigoEDD3v5ycikhyYynp9d1t3fxYjKR4c488YgHT45NZuRwT46cKKBtCydefjeV0+cKcXJSjPifB3odDO7nwbhnfajRajt1alejWwcDY5+05/hJM5Nm5BIW1owarbdgb6dwcXFj8gdf0L59+xLntFgs/PDDDyz46RuUTtGn78P079//mqPsriYkJITVy0qXHz6hp2O30Ou+D0IIUZ78f2Lt+ZEvkJaQTqA5Ak1ZWPjTIp5+7ineevtNAIKDg1m1diXp6emYTCYCAgJKtNOgQYO/TapdaceOHQQGBXDQ5SCmTCNBROJHIHr07GETDWmDh/JG0zTOx52gc4cuHDt5VHb2EhWav78/ebmZZCafxNUrFL3BAQBjViKhofJ5QojrpWkaR44cQSlFdHT0Le0j/CsFYsy6iJv35b9dY9ZFfHwrSV/1N7p2juHiwVQaWu7GPt+BHC2LDyZ8wN0d7uapZ5+kZ8+eVKpU9BDi008/ZfLkyTzy8BDW/7yZaHOj4ntbPa8hS/9YypkzZ4iIiACKZku9NPol/ApCccSZC5whnrPU11qRZ5dNZJX6zJo1izUr1xISFsykKRN5eczLOOBEobUAd293Vi1Zib29/TXjF3cuGcEmyiwkJIRGjRrx1pRMrNaiJzFJKWbe+TCPIUOfue72Wrduw0+/Gend3Y3KoQbq1HBg134T67fmM+VNX7JPV2Hb0jC27srHzk5xPt5MJT8DNarZ07OLxpdTvLinowvPjfDg12+82bdvH7Gxiezdd4K167Zy8uQJnn56BD/99BOFhYVomsaggX2Z+tEz9O5ygF4d9/PR5Kd45OEB1xX3fffdx+HjMOPrTMxmDYtF45v5WWzcZqZ///7XfR+EEKK8sFqt9Op5P0MeHMrF80k0MrcjVFUhjCjq5rbkg8kflBo95uXlVSq5dj1eGfcKrZq3ZuHPv2DOtGLFigUznhSNZgshEg9VNBJZKUWotRoZyZls3ry5LJcqhE0ZjUYeG/EEZrOFk3sWsGPpu8QdW0N2ehxJp1YzdswoADIzM0lMTCw1AsZiscioGCGusGPHDqpUrc5drdvT4q67qVK1Ojt37vxXda1WK/Hx8eTm5hZNS/wPayqPeuE54o/+Rn5u0U6XJmM6F44s5oUXZBfKq0lOTqZxgyYc2HeAHEsWm1lGrHYCV+VOmDmKTcu38voLb9H7vj6YTKbieg4ODiQnJuNjLrkRgl7p8XHw48iRIwDk5uby9JPPUDu/JVVULYJVBI1oi0JxnH0kGmJZtXI1r498m93zjvDzR7/x4gsv8t3c71iw9CdWrl/BqbMnqV279i2/N6JikASbuCG++fYn/twRTFTLJLoMyKRG60Tu6z2CBx544LrbevW19/h0VgEvvZtBgzoOLPg9h4xMC+++7EOnti4opYgMt2PO9ABi48xERRbtPhefaCYoQM/AJxIZ8mwiK9bl0rieA06OZuLi4jh06BCNG9Um8cw0Kvss4MNJI+jcqTVr165lx/Y1rPnZmwfvd+eh3u6sXeDNhvXL2L59+7+O28nJiRUr1zN3cSBB9S4QXD+e6d96s2z5Wjw8PK77PgghRHmxZMkStqzbhlu+D0FURn/FLqH2yhE/XdANXbD53LlzTBw/CV9rEG3oTjPVkZbEkE4SFzlPISaccClRRymFk3Lh4sWLNywOIW61J558ik07jtOo6ys06jyGBh2e4+LZ7Zze8RUfTB5PgwYN6HbPvQQEBBFZJYromrXZtGkTBw4coM3d7bG3d8DV1Y0RI54gNzfX1pcjhE1lZmbSuUsM9r7NqNn2BWrdPQo736Z07tyVrKysv607b958QkLDiapeEy9vXxydnLGzs6dR42bXtQvos8+O5InHBnNs83QOrZvE0U3TePTh/rw4elRZL++21Of+vqQdzKENPWiqOtCMjpznJClaAk64YsBArZzmnNl/jq+++qpE3XoN6pJrn1mizKJZSCtIoXr16gBs2bIFd4Mnrsq9+BilFEFEkOWUQp++vSlIsBKd25gQFUmkuRbVjPUZNnQ4zZs3p0GDBjLyUPwtmSIqboiAgAA2btrNvn37iI+Pp3Hjxvj7+/+ruvn5+QA4OjoCRRsVbN22lw8+GM++oxs4eOgI7m46GtdzLFGvkp8BD3cdOh3ExhWQkmbhg88yyDdpREXasWaDkf693EhLL8DDw4OYrnfz4+eetG9VtNPMyOEaPR8+yfvvvUf7u1SJtdOcnHT0irFn9erVNG3a9F/fh+joaDZt3suFCxewWq0ylUMIcVtY+PMveOVUopACCim92K9FX4ibm9sNO9+CBQuwWi1EURfdpWSeo3KiqlaH0xwmmAgucp5ALbz4g26BZiLFlEiLFi1uWBxC3Eq5ubnMnzefOu1HY7Ar+szj4OxFRN2e2OXt45FHHqFBwyZkmNyp33kcOr2B1PiDdOnaDb1ej1/E3TTt8TbmAiO/rVzGiZ73s3rVchtflRC2M3/+fFy8wvENqVdc5hdSH2PKEX766SeGDh161Xrr169n+GNPEF6/P9ZzOzHlpRNZrxcOzl6kXthP15jubN2ykVq1av1jDEop3nzjdV4aO4b4+HgCAwNxcnL6x3p3onPnzrF7526amjuhU0XjgJyUCxFaDS5wBjvs8aRoR08fYzDzf/iJESNGFNd/euTTzJw5C/tCJwK0MArI55zTETp06ECVKlUAcHV1pUAzoWlaiUSZWRXQJaYLu3bsxjc/uMRrXvhzNvcwR48epWbNmrfoboiKSkawiRtGKUX9+vXp1q3bv0quxcbGcl/Pznh5uePl5U6P7h2KpxhVrlyZSZM+plJAMFYNPNx0rFpf8kns6XOFZGZZaX3veWq1OUd0NQdW/xxM4oEInn7UE2O+xvSvMnH38GTmzJk4OxUWJ9egaAOCxwc7sHPnOn5dlk1k07PM+fny06zzCbp/3N75WoKDgyW5JoS4bbi5u2HVWwggjATOkatdfq9M0y6SqaXRo0ePG3Y+i8WCHgMGZVei3BFnCnT5HGMvWbp0Dht2kKolkqDFcthlG08/8zSBgYE3LA4hbqXMzEx0BgMGe+cS5U6uviQnJbFt2zbOX0gkODoGvcEepXT4BtfF4OiDq280AZEt0evtcHDyoHLdPuzctZuDBw/a6GqEsL3ExER09p6lypWdB4mJidesN37CZPwi2+Ho4kPKhf1UbzoQJ1dfdDo9fqEN8AtvwaTJU64rFkdHRyIjIyW59jdSUlJwtncpTq79P0ecySaDdFIIoShRZqYQF5eSI9nDw8NZt34tvs2dWad+ZZ/zRno/2pMff/qh+JimTZvi4uFMoootLjNpeSQ6neOxx4fj7OKMmcIS7WpoFFgKSp1PiKuRBJuwCZPJRPt2LahXbTdJh8JIOhRG09r7ad+uBXl5eQBMmjQBS/4uHrrfjXq1HJg4NYMv52RyMdnMus1Gug24gIO9YtE3QYDij++DaFDHEXc3PUMf9GDkME/8ffXUrpbJyqUfk5aWU7xG3P/LNVppUs+e+P2RLJwdyLj3U1mz0cjS1bms3ZRH3759bXB3hBCifHlkyMMkOZxHh44o6rGDtezW1rNNW8Vp94P8+tsiXF1db9j5hgwZggULGVpKifJEYrnv/p5YLBZS0pN56o3H0Nc3EdDWnc++mc77E96/YTEIcasFBATg4e5BVuqZEuVpCQdo3boV586dw8U9AJMxnbSEIxizkwCwWjVcvMJL1FE6PR4+YRw7duyWxS9EeaJpGv7+/qTH78OUd3naoNVqJjf1GK1bt75m3TNnz+LiEUB+bipOrr4Y7EomxZy9wjh48MhNi/1OVatWLUxaHjlayWmeCZxDh54mtMNeOVCoFZDkEsuwEY+WaqN+/fqs37wes7mQrJxMPvrko+JZUgA6nY4ly34no1I8B922cMJtD7sc1/LC2Ofo2LEjjz81gkSXM5i1oiSbpmnE6U8SHR1NeHh4qfMJ8VcyRVTYxPz58/H1TOf1USHFZeOe9WLNxgQWLFjAwIED+fGHr/hykgsRYQaax5wnJFDP9K8yGPVGMga9wsFR8erzXjjY6wgPtcPPt+R/5zbNnZk6K4P1W/MZ96wTn8yEWXOzGDawaD207BwrE6emM3JY0ZOtxvUdee0FbwY9mYy9gycLFy7B07P0Uy9RMaWmprJx40Y8PT1p1aoVer3+nysJcYfRNI0NGzawefNmAgMD6d27N66urjRo0IB33n+bsWPG4mcfiJ9WiSxLBq+/8RrPPPMMDg4O132edevWcejQIapXr06HDh1K7Np8+PBhKgX4sydxI5FaTVxx5yIXyHFJZfIHk9HpdLi7u/PyuJd5edzLN/o2CGETOp2Ojz+awpBHH8M/oi3O7oFkpRwnM2EPby/YjNlsJjHuCAnnj+DqFUpuRjxu3mFomonctDMQ1qi4LavVTHrSaaKjo/9zPNu2bWPGZ1+QkpJK93u6MnjwYBl9I8o9i8XC/v37GTjoYRISkzE4uLN7xQS8g+rgF1KPtPNbaNK4/t8m2Fo0b8babcfxr9yCvJwUCguM2F0xsjQn7QyeXnZ073Effn6+PD5i+HUtKSOuztHRkYmTJ/L8My8QUlAVJ82VdMeLWN1MuFidOFG4BwerE8nmeEYMH/G3I+ev/EzxV7Vq1eJc3DnWrVtHWloabdq0Kd6RdNCgQWzeuJnv58zFEx8yTGnkW/KIMkaxfPlyunTp8q+uJSkpid9++w1N0+jevXuZNn0SFYu6U3caaty4sfZvd5ARN16vXr2IDFjHpNf9gKIvWxmZViZNSyPLMoDp06dTrWoQP39pR50aDuTlWRn9VjILl+RyMdmCu6uOt8f68OQQD1LTrFRrcZbT2yvj5Xk5aTJxahrHThXy6vPexAy4QP+erkz5LJP6dTwJD9ZYsiqTAb3c+PQ9P3S6onn2W3fl8dgYPXv3nZIEzG1k0uTJvP7WW7hFRlCYlYULsPz3JbKOwk2ilNqlaVpjW8dRnlSEPqegoIAe99zLrq278cj3pdDRhNGQyep1q6lXr2j9mpSUFFavXo2zszOdOnUq8VT438rMzKRju46cO3EeN7MXOXaZ+If4sm7DWnx8fNixYwcd7u5ImDEaA3ac5jAmZaRhkwYsXLRQpoCK297mzZuZMHEyp0+fpWWLZowd+yIRERG8/vobfPr5XKo3exi9wR6r1czxHXPJzzyHg4MDHkFN8QtrQmFBLmf2LyY3PRY/Pz8+/mgKffr0ua4YPvv8c8aMGYdPWHMMDu7kJB2gko8Dmzaux9nZ+Z8buMWk3ymtIvQ7N9qMGZ/x6mtvkJmVRWDkXYTW6IRSOgryszj45zSCg/x4duTTDB8+HDs7u2u2c+rUKRo1bopXaHNyMy6Sb0wlst59OLp4kxK3j3MHf8fLNxzP4EaYTVmkxG7hwykTr7mmm/h3Ll68yF0tWpGRmElBXiGFugJcPJ3ZtHkjkZGRrFixgtTUVNq2bXvTR5O9+eabTHpvMkEFkQRRmXSSOeN8iIW/LqBjx45/W3fOnDk8NmwEfvpAFIokSzwfffwhw4YPu6kxi1vrWv1OuUmwKaW6Ah8DemCmpmnj//K6A/At0AhIBR7QNO3sFa+HAYeBNzRNm/xP57sTO53ypGvXDiSc38juVWEsXJLDK+NTSUyyUFioodPrGDx4CHFxFzhxdDWhQXo6tHZm+CB3vp6XzbSvHcnISOH87mDs7YsSY0+9lMT+w/mMfsKb6lXt2XPQxMhxyayYH0zdmg7MX5zN9NkZ7D9iQa/T4empSE01ERxooGMbF0Y/6UVQgIGX30sj29KLadO+tPEdEjfKn3/+SY9+/fB8YjgGr6IRiTlbt+O0fSdnjp/42ydc4r+RLzqlVYQ+5+OPP2bCy1OoYWxSvP5JAucwV8nmyPHD/3rXrIKCAiaMn8DMz2dhzDNyT/duvPv+uwQHBwPw2LDHWPbdGqqZ6qGUQtM0TtsfpPl9DZk7by7dY3pwavmF4nVWAPK0XPa7bCIp5eJ/SuoJcTsICAwhsGY/XDyDistMeZkcXPcBe3bvYtTosSxb9gcoPX6hDalc+x5yMuI4t28evy/+hTZt2vyr8+Tk5BAQGEz1FiNwcrv8IPTM7u8YN/oxnnzyyZtyfWUh/U5pFaHfuZHmzZvHiCeeJTAqhpN7fqZJzDiU7vLD8qTYXYR5prNq5bJ/1d7Ro0d57fU32bBhI0op8vKMGHNzCAuPICPHQlTzYcX9ojHrIie3f0lC/AVZp+s6ZGVl8fprbzBv7o9oaLi7e2CO1RFpLto84v8/H7Tq24xv53xzy+KyWq0E+AUQmVYPN3V5NlOidh7XJjq2bN98zbrx8fFEVYmiTv5dxTuVGrVs9jlt4sCh/URERNz0+MWtca1+p1x8s1RK6YFpQAxQExiglPrr0JKhQLqmaVWBD4EJf3n9Q2DpzY5V3BgtWrQiPUPjnofiGTkumc8m+pN2LJLDG8Jp3tCe3xZ9xbYtK3hqiDtPPOLBlp15RDY5y0vvJOPrZaSgoIC67WOZOSeDmXMy0DSNPQcKePKlJJrFnOe5V5OZ+r4fdWsWTVuKCLPj5Fkzfj56nnnUBUd7KzM/DOCrjwNQCprFxDL6zSQ+nZlOx47dbHx3xI302cyZ2LdqUZxcA3Bp1oTswkK2bdtmw8iEKF++mfUtAcbwEosLB2hhJMQncOrUqX/dTv9+A/hs/EwqxVchKr0RG37YTtNGzcjMLFpT5ccf5xFqqlb8xUQpRWhBFAt+WYCmaRzYfwBPreQGM07KBYMycOHCBQDS09P56aefWLRoEUajsayXLkSFkJOdhZ1jyd167RxcKSwoIDIykm+/mY29vQONu7xMlfq90Bvs8fCNxD+iHWPGjvvX59m2bRvu3kHFyTUo+jt1r1SPXxb9fsOuR4gb6e13xxMUfQ/2Tu7YObiUSK4B2Du6kZaWzsyZs4iuWQdvH3+63XMv+/fvv2p70dHRzJ/3Awnx54m/EEt6WgomUz4hISH4hrUo8dDJ2b0SLu6V2LFjx029xtuJxWKhXZv2LPxsMeHJtQlPrsOJU8cJKaxafIxSipCCqixYuOCWxpaZmUl2Tk6J5FqOlkkhJg4eOsDfDVBasGABfiq4OLkG4Kzc8LME89NPP93UuEX5UC4SbPB/7J1nYBTV14ef2Z7dbHovEJLQOwFC6EWqdBBBUVQQEQRFQBQVsWChCqIISFUQpCggvfcOIbRAIBDSSG+72b7zfohvMAbrn6rz8AXu3M7O3Du/OfccGgNXRVFMFEXRCqwEevwmTw/g/6XrNUA74ZcnmyAIPYFE4MJ96q/E/8iQIUMpNquJv2pl8ts+tGqqRRAEAvwUdG2vJSvHweFNIQwb5EG3Dq6sWRhITEMNb43y4tBGL7atDCQzy86C5YVs32di+ZoiunfUkXSqElkXw3nlBXc+mZ1X+gBcvrYIY7HIlHc9+HxBPttWBdP7cVca1tMw4wNfOrTSsu+wiVFDPNiwftUDnh2Ju8XKVavYsGkTst98TRQEAYVeT2Fh4e+UlJD471HyvCxvpSYg/OFm8tdcunSJXdt3Uc0UhbvghVZwJdxRE0WRhkWLFgFgd9iRUfbFR4YMh9OJKIpUq16NAnLLXDeLxVgdVgIDA1myZAmhQaGMHfImIwe9RqB/EDt27Phng5aQeIRo07Yd2cmnyqRlJ5+hQVQjVCoVaWlp6Fw9UKjK+knTeQRx6tRpDh48+JfacXd3x1JcWO6+t1kMeHt7/m+DkJC4R6Qk30TnHoTWPQCbxYghL6XM9fz0WDzcXXnz7Q9QeDclovFQLqfKaNGyNfHx8X+5HU9PT2xWQ5k0URSxmApxd3e/K2P5L7Bt2zZSrqVR2VIPV8EdV9wQfvlTFgHu84k7Nzc3XFxcMIiFOEUHceIRznCAPLJwmJ00jmpMXl7eHcvabDYE5x32Uk4Bi8Vyr7su8RDwsAhswUDyr/6d8kvaHfOIomgHCgBvQRB0wHjg/fvQT4m7RHBwMBt/3o7BIKNB7RIrs+wcB9Gdb7L4+yLq1lQRFnrbN4IgCAzq78bJOAtOp8jzr2bwxce+HNtSgR8WBJJ0uhIXLltZt8mAQiHw1qteFBmczFmUz/DxWSxZaUAhl7P7oIlqkSqCAsoGROjbTY+nh4KmjTWkpibd17mQuDesX7+eoSNHoqhbm6LjJxCdztJrtswsjMkpNG3a9K61J4oi+/bt4/UxY3jn3XelyG0SjxwDn3uaDG0STvH2vZJBCr7+vkRGRv5BydvExsbipfBDJpQIaAaxgKviOQzFRaz/cT1Op5OuXR4nTZFYplyqPJH2bdsjk8l4d9I7pGgTyBLTEEURg1hAgjaW4SOGk5aWxsjho6hjbkaVogZUK2pEZUM9+vTqW2ohJyHxb2X6tM8oSDtO8oUNZKfGkXJpCxlXt/PlnFkAhIeHYzYVYTbmlCmXn3EZrXsQE96e+JfaiYqKwtvTa9sLqgAAIABJREFUjczrR0pFNktxHjk3D/PysKF3d1ASEneJunXrkZdxGZlMQaW63bl4eCHJ8bvISonl+pkVqCng2PEThDUYiIdfZdRaDwIjmuMd2oTJH3/65w38wojhL5GTdAhLcT5Qsv/LSDyEn5839erVu1fD+9cRGxuLq8mjjDW7L8HcoKzYmaq4Rs+ePe9r3+RyOUNeHEyc4hDH2IUDB83oQh0hhqbOzmRfKGLY0JfvWLZ79+5kydKwiKbSNKtoIUeZft/HIfFgeFgEtjs5dvmtVP17ed4HZoqiaLjD9bIVCMJQQRBOCoJwMisr6x90U+Ju0qBBAypXrc2ot7OYvSCP8R9l0TzahYWf+5OV48TpLPsTSE614+0p58w5C6IIT/W+fUzC3U3O6GGefP9jEVDykA4OkPPeZ/kcPGbmq0+9mfmhJ+u3GrmSaMVqLVt3fIKV4EA5q34qQqF0Q+LR590PP8SlR1c8u3YGu4NbX82n6NgJ8rbtJH/uAqZPmYJer//ziv4CoigyaPBguj81gCXxF5l75BBRTZqw4Jtv7kr9EhL3g1deeYUqURGccz3ENc5zRXuGVLcrrFz9/V/2vxYeHk6hWGI9nCpe5zT7AfDCnzNHz/JE7yeYNnMaVr8iLutOkSRe5or2NEVe2Xw170sAmjdvzqo1K7FUzmO3sI4r7qcYMX4Yn372Cd999x1+9mB0vzp64Sn44inzZf369Xd/UiQkHiKqVKnCubhYmjYIpTj9EJ6aApYtXUyjRo0A0Gq1jB79GnF7v+TS4SXE7p7Fqe1TSE3YS1CV1pw7d+ejcL9FEAQ2bdqAs+g8lw/N5sbppVw88AVvTxhH69at7+EIJST+GIfDwfr163lh8Iu8/voYzp07V3rtk48/JOPqdm5dP4beswJBlVuRkXgQjeUSfbu14JURw9C46NFoy1ph6n0iOXHy1G+b+l3atWvHm2+M4eKBknvj8sHZCMXxbNq4/o5r5datW2nfoTO16tTn1ddGk5aW9s8n4F9EeHg4Vm1ZFw9VqEO6kESc+jDXxAtcdD0GIVZmfD7jvvZt9erVzP3ya/zEYGxYiKRWqfsMQRCoaK3K+vU/YbVay5WNjIxk/FvjOetykETZRRKFi8Rq9zPi1eHUrl37vo5D4sGg+PMs94UUIPRX/w4Bfvv0+f88KYIgKAB3IBeIBvoKgjAF8ACcgiCYRVGc89tGRFGcD8yHEsefd30UEn+Z3Nxc2raJwcstmy7tdBw4ZmLLrmLaNHch0F+Ol4eMqV/mMW6EJzKZQHyClSlz8li7KBCLVUSnlZVbxFy1AmZLyX9rdo6Dk3FWmjT0YPtKr9K8HVprqRJzg1ffyWTaJF90WhlHT5mY8mUeLZpoOHrKTEho6n2fD4m7z/Vr1/Dq1RWZUknA8KEYTp3BFH8F04WL7Nq69a6+JOzYsYMNO3bg+doryNQlFpm2Jo15dfRoevfqhbe3911rS0LiXqFWq9m1dye7du3i8OHDBAYG8uSTT/7lIy8OhwMAvyAfriTGkm6/SWPaohVKhOxQWyQHdh3izJkzxCfEs3LlSs6eOUuNWjV46qmnygjenTt3pnPnztjtduRyeekz3FBkQLCXj/Asd8gxGo3/6xRISDzUiKLI+DcnsH3nPtwC6pNntfPsoMG8OT6et94aT0FBAfv3H0B02rHZjJiN2bh5h+Oi9+NG3EYiwkL/vJFfqFy5MglX4jl27Bi5ubnExMTg5eV1D0cnIfHHOBwOunXvycnTF3D1q43TnsSCb1oyY8ZUXhwyhKZNm7J92xbenfg+Z88sIaxSJSbMms6UKdNZvvJHVBpX8nMzSb68m9CqbUvrNRakUi0i4g9aLs/48eMYMuQFjh49ire3N9HR0XcU1+bM+ZJ3Jn6AX3gbNJ7h/Lj1NCtXNuTM6ZMEBQXdoeb/Dj179mTs6HHcLL5CsKNk/jNkKXh5e/HZtE9ITEykRo0a9OzZE5VKdc/7I4oip0+fpqCggMHPD6GGqTFugidpJKGgbMRZOQqcohO73X7Hvr3z7tt0696VlStX4nQ46fdkP6Kiou75GCQeDh6KKKK/CGZXgHZAKnACeEoUxQu/yjMCqC2K4jBBEPoDvUVR7PebeiYBBimK6MPP66+PpDBzJfOm3jYNXri8gI9n5aJSCaxbHMjg1zJJy7Cj08q4meLA4XAw7Dl32jbX8tzIDDZ+F0RMwxI/Iw6HSJveKTSspyG6gYZ3PskBmTcTR4s880RZi7R2fTJJuCEjNzcfD3cZRQYnKqVAm2ZaenbRMv/7IPYfOHPf50Ti7hIVE0NKtcro6tctTbPcTMa+cjW3klP+skXOnbh69Sqjxoxh57ZtqDUaQitWIKNSRdzbti6Tz7hsBZ+PGcuAAQP+cVuPIlI0t/L8m9ccp9PJggULmPDm28jscgQECkz5KB1qYoQOZfLeFK8S/VRtli1f9rv1JSYmcuDAAby9venYsSNK5e2N7f79++nVpQ91jc2RCyXfCC2imdOavZy/dI6wsLB7MkYJiYeBPXv20KffQKo2HYFcUfJSZzEVcHH/LC7HX2TcG29y4Pg1KtbuiSCTY7eZuXRkMV4BNchOjeWFZ3oza9asBzyKe4O07pTn37bu/PDDD7zy2gQio19E9ksAA1NRFvGH55KachMPD48y+UVRpHKV6gj6GviFlQQlMBtzidv7BeF1e+EdXJuCrARuxq1ly+YNNGvW7K7212QyERAQRET0i2j1fqXpNy9spE+XhsycMf2utvcocuPGDQY/N4SDhw6AINC0SVO+WbyAiL8peP5VMjMzWb9+PTdu3KBhw4Z06dIFtVrNuXPn6NG1J4W5RQhOgbziXGrRGF8hiAviSdRoiBRqldaTynX0DRQcO3n0nvRT4tHg99adh8KCTRRFuyAIrwDbADmwSBTFC4IgfACcFEVxA7AQ+FYQhKuUWK71f3A9lvhf2bhhLWsWaMuIHIOedGPMpGyaN9aw77CJQz+H8PIbOVxJropKk8mVK4k47PD5vHyCAuV06p/K0330RFZSseqnIgxGJ8dPmfh5uwGdVuDKtVtM/VLF8rUlARAGP+WGSiWQmSNj5aoN9O7VCQ83K++N9cLugDnf5HMyzkZAYAB+vu54eOh57vlhvPHGmygUD8WtIvE3GD1iBINfeomi4yfR1a2F3MMD008/M2XSpL8lrqWlpSEIAoGBgUCJ9WVMixaIjaMInPQOTpOJxAWLcQku/yVStNnuy1c3CYkHxbVr12jftgM3byZRk2j8hJL7IEfMII4jWEULKkFdmt8pc+Ci096xLlEUeW3UaBZ9sxAfRSBWmRmnxs6OXdupVatkY9uiRQu69OjMlvVb8TIGIspEslxSGDNmjCSuSfzr+emn9bj51ykV1wDULu54B9Zgw4YN/PTjj9Rp90Zp9ESFUkPFmp25dmYN/mFNMBhNv1e1hMRDz5q1P+HmX7dUXANw0fvi6RvG3r17y/m3OnHiBPkFBqrWvh3xU6PzIqRqWxJj13Ajbi2BgYF8u2zRXRfXoCToj1rrXkZcA3D3r8muXXvvenuPImFhYezauxODocTTk6ur6z1ra9J7k/hk8idoHW5YMWMXbOj0WjZv20yPbj3xzalIuFgfQRAoIIdYDtFIbEsENTjJXoxiET4EYNYYyFNm8P3CvfesrxKPNg+NaiCK4mZg82/SJv7q72bgiT+pY9I96ZzEXUepVGIyl7WetFpFRFGkbUsXPp2dx9Qv8zBZXDh1eg1Tp34MzoWkpNs5H2+hsEjE6RRZt8nAkz31vDnKi24ddCgUAtv3GnlpbCYRYSreHu2FRi0wd0kBG7YZaNPcldx8B106t0eptDF7sj9tmpcIfQN66qnU8AbdOybzw1wvMrIcvPXxTK5evciiRSse0ExJ/BP27NnDyyNH4hpVH3x8KDxwGKGgkC9mzODFIUP+Uh3nz5/nqecGcTXhKiBSuXJlhr84lD179+IICsCjXRsA5FoXvJ7sQ8aCRehjolG4l1hMmhOvY7qZTKdOne7VMCUkHiiiKNKja09MyTa88C8V1wC8BX98xACucYHqNADAIprIcknmuecH3bG+H3/8kRWLvyfK3BalUCIgpBcl0bNbTxISExAEAUEQWPbdUrZu3coPK1ejUqt4dtAz9+TlSELiYUOn0yE6yvv8ER0WlEoloiiWiyCq0uixW804LHmEhtS/X12VkLjruLrqcDrKR3932M1oteU/3OTn56N2cS/3UVWp0dO6dWtWrVyOh4fH/3Si4Y/w9/fHWJSLw2FDLr9tiW02ZBMZ8t8+Hvpb7qWwBrBp0yY+nzKLaEcH1IIGURRJFq+SXHiNLp0ex8WpI5AKpR7f3QVvAsQKpJNEhFCTBmJLYpUHqBlThTbtujN06FACAgLuaZ8lHl0eliAHEo8AoiiSlpZGbm7u/1xX/wHP8+GMIuz22yLb9K/zaBnjQtwFKxFhSgL9FZjNxaxZs4amTVuRkeXCtj1GfLwUdGyj5cM3vQGB6ZN86dXFFYWi5KmYlGKn0ODkyOZQnuyhp0cnVzZ+G8jNFBuTZ+bgcBiRyy00a6xm1NvZtOyRQm6eAw93OT276KgSriAkSElUXQ0/LvZkwy+mxBKPBk6nk4HPPYeuf1/c+/bCvXULgsa+hq5KJJmZmeXyFhYW4vxVhFGAoqIiWrVrR3rlCPzffwfPYUM4f+UKoz54n80XL5B/MZ7cjZtLo6tpKoXh4uNDxmfTMaxag2HpcgqXfMealSvR6XT3a+gSEveVixcvkpqciqvogYbyLzcuuJIpT+a89ggJ2lhOqffQ+4le7Nq1i2XLllFcXNa58fy5C/AzViwV1wACxArkZRdw9uzZ0jRBEOjcuTOLly5i3vyvJXFN4l+NzWYjJSUFs9nMM88MJDf1NCZDdun1wuzrFOTcoH///oRHRJKTdr5M+Yykk2jdA8hLj2Pw4Bfud/clJO4aLzw/iNyU41hMtyNG56ZfxG4ppE2bNuXyN2nShPyc5DL3iyiKFN06S88eXfH09Lxn4hqAp6cnjRo1IuXiJhwOGwDFhRlkXd/HmNGv3rN2Jcozd87XBJlLjp0axSJEREKJRMSJyVCMzFLe5kiDlixlKle1ZzmrOcjwUcPZvXcXEydO/ENxLT4+nj69+uLv40+tarVZtGgRD4NLLon7x0NjwSbxcHPkyBGGvzyI5OQUbHYnLVs0Y/6C70qPzf1d3njjTfoeO0ClRgfo2NqFi1csFBpEnuuvZ/pX+cTuroCfj5xX38li4juvU7+OD0ZjISGBSsYM90AhF/hyUT4ajcC7n2bz4Zs+KBQCiUk23puSQ4Paalx1Mm4k2xj3fjYbtxtABIVCoHIlFWGhCrbuKWb4c+5k5zoZ+34Wiz4PIDPbgbvbbd1Zp5XRqL6ec+ck3z6PCvHx8RisVryqVS1NEwQBVXRjVq1bx9sTJiCKInO++or3P/qIooJ89G7uvDNhAq+OHIkgCKxevRpZSDD6mGhEUSRr2Qq8unZB36QxAJ7GYtJnzUEdVhFd7ZqITidys4WVK1eSmpqKTqejW7duf9k5vITEo0hhYSEauQte+BHHESLFWqV+0cyikVQScTqcGGyFmFRGAgIC2LR2C7piT+xaM+PGvMH+g/uoWrXkXi0uLkbxm22JIAgoZUpMJulom8R/i8uXLzN9+nRW/bAGEQGnw87LLw9jypRPGDv2Dbz8I3E6bBTlpbB2zQ/o9Xrmff0lj3ftjqkwDRe3IHLTL5Kbdg5vb29WrFuDzWbj9TFjuXLlKk1jGjN06FB8fHwe9FAlJP4SzZs3542xo/lo8sf4BFbFbivGYshi06aNZXx1/j9ubm5M+exTJrw9EZ+KMSjUbhRmxBHoreH555+/Z/20Wq28+trrLFu6FJlCic1qJTPpFG4evlgtBj75ZDIuLi5s3ryZqKgoNm/ezE/rf8bLy5OhLw4mJibmnvXtv0p2VjZpXCeBOJSocOKkCnVRocbqsJLuSCaC2qUf+ERRpFCXxfARw6hatSpt27b9S++BiYmJxDSOwdcYSqSzAaYcI+NHvcWN60l88OH793iUEg8LksAm8aekpKTQvVtH5nyio8/jwVgsIh/POsfjXdpy6vTFv/31x+l0snnzZtz0eqpWb8SBk6kk30zB6XTw4yYjm1cE4e9b8tOc8KoXy34oZOLrSvq9CCd3VMBVVyKAPdHNlZotk1jzs4EFywsJ8JNzPcmOKIqIIhiMTtr1SeGFAe7Mm+pLvXY3+eJjP3p0KjFDzs5x0KxbMh+/5c2gURn0ftzA4RNmvv/69lcJm00k7qKRyMjIuzSbEvcajUaDw2oBUYRf/TadVgs2ux2Ab775hnc+/QTXZwbgFhKMJTWNSdOmolapeHnYMJKTk7H7lET+tKakIjocuEY3Kq1LrtPi3rY1hmMnUIcEY9y6nVrVqvH444/f06+hEhIPE/Xr18cklliheeDDcXZRSayOCFzhLIFUJIJayG1y8qxZnDUcJopW6AUPMEJK8TWeeepZjp86BkC/AU/wSexUfIuDSu+jAjEHi2giJSWFXbt20axZMzQaze/2yW63s2nTJs6fP0/VqlXp3r275AdR4pHg5MmT/Pzzz6hUKnbu2sPRo8dRar0pNlnx8K9CheodWLbiJ4YMeoKkG4ls374dtVpNu3bt2LdvH3PmzCE6OprTp07wxRdfcvlKAh2im9G3zwyaN2/OkSNHqFc/Cq/gBqhdA4lbspHZX3zJ8WNHqFChwoMevoTEX2LChLd4/vnn2LVrF3q9no4dO/7hmjBixHAaNKjP3K/nk5WdQ48XRjBo0CBcXFzumN9qtbJp0yZSU1OJiYn5R5EfR456jQ1bDlKz9WhUGjeK8pK5ceZ7Jk0cT7NmzejRszfFZgcqjZ6M1ARcdB4ERrbBdu0Wa9d2ZfJH7zNy5Ct/u91/I3a7neLiYvR6/R/ur0VRJDk5GblcTnBwcLm9QGZWJno8aUAr5IKcfDGHsxxGxAEI+BFcuodRoCRbm0LlOpFMnjz5b/nh/uyTz/AxBVNRrAoCaHFFZ9QzY/p0xr0xtky0dIl/Lw9FFNEHwb8tss695P333yMzaS5ffHw7Oo8oitRrl8OcuT/SqlWrv1yXKIq88MLTxJ7awrBnVTid8NUSKw0bd+bb774nPS4cb6/bzktvZdqp3jyJBnXUVItU8eWnZR2FvvNpNuu3GMjKceBwCqya70+3gWmo1QLNG7sglwv8uCSIvYeLGf9BNse2lt1EzlmYz4kzZr7/qQidVkVxsRUR6NRGy1uvejH/WzO5xjps/HnXP5s8iQdCrfr1SQ+viHurFgA4LRbS53yNkJ1N8o0kGjRpgqN7FzSVwkrLmG8kIazbQOqNG2zZsoWnRwzHfdRwLNeTyPlxPcFjXyvThjE2juyVP6BRKHj66YFMnzJFWjh/QYrmVp5/65qzYsUKhr34Mm4mb7LFW7jhiQkjZorxJgAbVjzxJYRwkrmKFQvVhBI/UE7RyRHVFpJSkvD19cVsNtO2dTuuX0jCzeCDTWEhxZkIoohDdKJAgSgXefudCUx8b2K5zXZ2djYtmrak4FYRGqMei86AxkvJwSMH/7G1tYTEvcBms7Fjxw4yMjJo2rQpM2fOYuUPa3Dzr0V+RgJKjRtVo59BJlPgcNi4fOxbdO5B+Ic1IuHo1+RkZ6FQKEhMTKRV67bYRQ0qnS+FWQk0jWnMj+vWlBOWa9aqi0NXB5+Q25G1Uy5to2WjEJYtXXy/p+CuI6075fm3rjv3gtzcXJYsWcJHkz9BrfVGpfOlIPMKrVo2Y83qVXe0kLsTBoMBf/9AarUZg1J9269YVvIZfNWpJCffRO3TEN8KjRAEAZMhm/P7v6Zq9EDcvMMwG3O4sG826emp5aKi/pew2Wy8Nf4t5s2bh81mIzAgiJmzZ5QLZAFw+vRpBg54huSbyYg4iQiPoMhowJRrwcXohkGTR74plxZiV2TC7VNKieIlbnAJFS7YsSIgQ8SJ3lXPhPfeYuTIkajV6nLt/RF1a9ZDddETD6GsZfA5/SE27d74jwRbiYeX31t3JB9sEn/KzZtXqVWt7IuMIAjUqq4iOTn5b9V19OhR9u/dxIGfvHlxoDsvPevOwQ3e7NixkYZRdfh41m3/bqIoMnlmLm6uAvEJVtIz7OXqu55kIyXNTpHBiUKh46lhGYwb4cVrQz05fsaCsbjEt5bZLKLTlv+5u7rKuHzNio+Xjp6d9dw4VYm8KxG0aOJC+36pOFVtWfH9T39rjBIPnueefpqCrTtI+3wOWctXkvLRp6iCg3CtU4cVK1aQlpSEOjSkTBl1aAjpycmIokjHjh2pHBRM4bffIzqd2HNzsSTdLM0rOp3YT55m9tRpGAuLmD93riSuSfwneeqppzh45ADtnm6JU2anEjUopggBGZ74UIFIjBRykr1o0GLh9lFPBw7sDjszZ85k06ZNKJVK9h3Yy6yFM2jxfEMqNA1AJajRi540ozMthW40crRl+uSZLFmypFxfxr4+DvMNJzWKookQa1LDEI2QqmHEMMkSQOLh4fLly4RVimTwS6OZ9Mk86tWL4tsVP1Ct+ShCq3em2JBNeN1eyGQlVhNyuZKwWo+TmXQCtdYLi9lSGnHv6YHPovKsQ0TjIYTW7EH1lq9xOi6RWbNml2kzLy+Pa9eu4h1cu0y6d2gUW7duvT8Dl5B4SPnuu+WEVghjwrsf4BHStPR+qtFyNMdOXWLu3Ll/ua6srCyUapcy4hqAzj2QhCtXMJmdpeIagIurD4GRzclMKhFCNTpvlFof9uzZc/cG+Agy6pVRfD9vNfWKW9Lc1hWv5BCe6vc08+bNw2g0cvz4cZKSksjLy+OxNo8hu6Ij2tyBaHNHLJfkpCSlUK2oERFiTUKLq+Ai6sqIawBGClGiJpzq1KAR7nihQ4+7xZu9u/b+bXENILJyBAYhv0yaXbRRZCkgJCTkd0pJ/NuQBDaJP6VRoxZs3l3WCbzJ5GTPQcPfVuK3bdvGE12VaH8lduldZfTuoqFDxx5s3qunccdk3vwom4btb7J8bRH166gxmR3sP2Jiyy5jabn9R0ys32rE6RSpWas+FouRc3srMGmcNxPHeHNhf0XOnLNw7pKFFk1ciLtoIe6ipbS8zSYy55t8LiWAWi2wcKYngf4KdFoZ40Z40berD3XrNpSEk0cQmUyGe8OGeLRviya8EgEjhuHb/wmcHu6k37pF5Ro1MF1OKFPGdCWByGrVEAQBmUzGnu3bebVnL1x378PXy5vseQsp/HkzhfsPUvD1N1Rx92Dw4MEPaIQSEg8PderUYem3S+jRsyeXZCcQkNGI1oQIEfgIgdQSGqPHgySuYMOGKIqYRCNH2Iar6MGqKT8xeMBQouo1pLi4mH79+vHNom9IuJyAxWGmOlGohZIjQFrBlcr2unw6+bNy/Vi3bi0htogylm0h9kh+3ryxXCATCYkHgSiK9O7TD61fQyIav0ho7b64+dfEt2ITTIYszh+Yh8NmQakuGxxHqdFjt5kpzLmOxkXLt99+y6VLl4g7G4d/eNPSfDKZAp+wFrwzcRIffTQZ+y9uEdRqNQLgsJnL1GuzGHB1lfY4Ev9dkpOTGfbycCrV74/Dbifw1/eTXIFPxRYsXLT0d8uLosixY8eYNGkSM2bM4MaNG5iKDRgLbpXJl595mcjICESZqpz1tUrtisNuLq3PZi3+TwdXKygoYNmyZUQW10UjaBEEAS/Bn4q2aox6+VW83L3p9lhPalWrTUzjpigtGpSosGJBJsgIJQJXPMghHQA9HhRjwCLe/sBnEU1kk0Y07QgSwvATgqhLU+Qo0Nhc2b1nDzk5OX+77+PeHEeqSyK5YgaiKGIRzVzVxNGte3f8/f3v1hRJPORIApvEn/LMM89wLcmV4ePziD1vYd/hYro9m0eHDp2pXr3636rLw8ODjOzyP7uMbBkhISEsXryS8/EWjp4yMfRZd7atCsLhAA83BV6eMoaNy6Rh+5tEd75Jr+fSUCrA7pRxOf48A3q74utz+5y8t5ecAb31jBifwXtTcrDaRFr2SGb0u5lMn5tH3bZJ5OQ7kCsUNG+iQyYru+DFNBSIjz/7265KPAK0atUK68WLWNMzMF1OoOjocazptxAvXaZN69ZMnTwZ49qfMMbG4Sgswnj2HMY1P/LZRx+V1qHVapn47rskXLjArZs3OXf6NIOjGtHF3ZOvJr3P/t27/9Dvh4TEf42l3y5B7a5CiytaoexLewChWDFjw8wZDnBK2EsI4USJrQh31qRWUQx5CQbefefd0jKFRYU4cZaLUKpDz62Msi8vwC9RuiQfiBIPL1euXCE1NR2/sOjSNJlcgc1s4OKhhfhVaIC7bwSZSafKlMtMOoHWPYD4o0tB6cmUWd/RuHETRED4jVWGTK5ErtDyxbzveHHoS0DJetate3dSL29HFEvEZofdQsbVnbw8bOi9HbSExEPM4sWLUWn9MOSllNxLv7mfBLkCm81Wrtzu3bvp1bsvQcEVadXmMb5ZsYeZc9fwWPuOqHV+XDq6hJzUc5iKski9so+cpEN4eHqQm3kDs/HXp3WcZCSdxMOvCqIokpl0ErvVSO3atcu1+V8hPT0dF6UOlVDWgswNT1SiBrXDBb+iCjQ2P4bhqpVcSzY3ucoRtpEgnkMURXToMf9iMa8UVIQQwQn2kCGmUCDmcEl2Gje8UAm39/GCIOBPKPnkoJKrKCgo4O9gNBo5ffo0FStV5LLmDIeUmzmp3k3HAe1YvHTR/z4xEo8MksAm8afodDr2HziBzmcAT41wMvYjHd16v82ixd//7br69+/Phm3FHD5x+yvCnkPF7NpfTN++ffnqqy9pWE/NV5/68dKzHjSq78KabwIxmUUyshwUGR24ugpkZjkIC1Wwf30IKqXIkz1cMJvL+xO0WESuJdlYvcHAtWNhHN9aAb2rnO2lADWyAAAgAElEQVR7jBQWOkk4UpG6NZUcOFKEw1G2/IFjIrVqSWflH0VCQ0Nx2mxYbtxAW6sGgkJO6ozZiMVGnhjQn2EjR9Kra1eCLsSTN2MWQecvsWrpMnr16sXRo0dp2qoVGq2W4LAwZsycidPppEqVKnz2yacsW7iI/v37l/rjcDgcLFiwgOiWLajfJJqp06ZJEQ8l/pNotVo8PT0wU1wuJL0JI254UZ0o8sjGIlpIIZF94gYuiCewYCbYEs6q738oLdOmdWuUqMgjs0xdWaTTuFHjcu336tWbVOXVMm2nKK7xeOeuyGTSdkfi3nP9+nXGj3+TPn2fZNasWRQWFpa5bjKZUCjVpaKYKIpotF6kXTuIi6sfHv5VCavdlZuXtpF4dj3ZKWe5emo1Ny9uw2m34uFXFWNBOp4hjQip1QeHw0FWcmxp/aIoknbtIN4hdalU/2l++GE1qampAMyfN5eK/gou7J3GzdjlnNs9hY7tYhg9uqx/UQmJ/wrLl69g8sefIMjVGArScTqs5KTGlV4XRSc5N4/yZL++rF69mk6dHiemaTMaNmxI1249ib1mwzOsPXrvSPIyLhNcvTO1Wr6MyZBFxRodSbt2iIuHF5J+dS+fffoxe/fuI7R6B87t/4rUhH1k3jzF+f1fY8hLJiv5DGd3z+Tmpe1oXTS0bNnyAc7Mg6VChQpYHGaKRUOZ9FwyccWdUCqTSQoyQU4V6iIgUJW6+BNKCtfYxwZukYyG25bAcrmMWg1q4NpIRkF4Gi16xKDQld8XmCnGiRNXN1f8/PzYu3cvZ86cKben+S2FhYXUq12fMa+M5cqFBDDLsNgs9Ov3BN8sWvC7QTUk/p1IQQ4k7iubN29m1MihpKamUSVChVyuIi1DzuIlK/j55/UsWjif2tVVpGc6qBSq4Pt5gQT6K+g5KI2d+838vNyfzGwnIYEKYhqWfHVQh17l0oGKRHdJZs+6EGpXL/nicfGyhVa9UgivqOTFge4Medq9tB+iKFIx6jrrFgeyY6+JZWtdaFDLxIfj9bi5ypj/bRHzl8PZuMt4eno+kLmS+Oe8NHw438eexqf/EwDYCwpJ/Ww6bq1aoI9uhKOoCNPmbXRp1JjvfuXLKS4ujqatWuHyeEd0tWtRHH+ZgvU/o1NraNQwigljx5UL6tF/4EC2HT+GqlVzBKUS25FjROr0HNq7929FHvo3ITmbLs9/Yc05ceIE0Y2jkaMghAgiqIkgCBSLBk6yh1pEo8WVI2zHCz8iqY0cBSlcJYMUahPNda/zZOZkACXWPlH1orCYrERSGzc8ySWDNE0iew/spWHDsj+xrKwsmjVpjjHLhMbgisXViMJDxqEjBwkODn4QUyLxH2L//v107dYDr+D6KLW+mPKuIbPncPLEMfz8SgI0ORwOgkMq4FO5G+4+4Zzb/zXG/BRUGjdsFgMIAhF1e+PmU4lb14+QceMYOo9QIhv0Re1SsofJSj7DrcQj1Gr5Mhf2TMPptKJxr4jWPZi89Es4nXZqNh+KQqnh+qnFLFs4m3bt2pX2My4ujuvXr1O3bl3CwsIexFTdE6R1pzz/hXXnn5Kenk5k5apUjRmK1i0AgOyUOBJOrcQ7qDZatwCKcy8TEuiJxWIlPv4SSrUem6UInXsQMoUasyGbWi2HodF6cvn4cnQeQYRUacP5A/MIimyBV2ANAJLPreapPm1Z9v16KkW9QGHODTKTTmC3mVGp3chOOY27byUE0Y6p6BYb1v9ImzZtHuT0PHDee/c9vpj2JZXMNdGhJ4s0rnGBKFpRRD6ZpFFXiAHgsLgNBUq06AinBjIU3OQK6UISwWIlbHoTCneBQ0cPle4FHA4H4RXD0aX7EOSshCAIFIp5nGY/Ko2KIUMHs+ibxbgp3THbTfgG+vDzlp+JjIy8Y38/nvwxH777EYFiJcKpjiAIGMUiTrKHLTs3l3kGS/x7kIIcSDxw9u3bx+AXnmTm+yJZFyvRt6uOlDQzbnotvXv3YN2ab7h4oCJHt1Qg8XgYLZq48Owrt3A6RU6eNVO9enUOHjPTr7uepo1cEASBnfuL0WllnDxroVt7HS26JdP7+TT6PJ9Go07JfP6hL1nZDjzdf2PyLQi4uco4d8nKniMCb4yfREDF/jTtmkt4dCrnEqPZt/+YJK49ImRnZ3PkyBEyMkpezH9YuxZ90yal14sOHUFXvw6eHR9D7qbHnHCVouxsVqxYQadu3UhIKPHH9uEnn6Bp3QJ940bY8/LJWfMj2qZNcBnYn9OuWrr26c2aNWtK642Li2PTtq24Dx2MrnYttNWq4jZoIFczbrFx48b7OwkSEg8Qi8VC545dEBCoS1PSSWIfGzkibuMYO6hAFbwEP25wGQVK6hCDTtCjEVyIFGrjijvxxPJk/35AyUeQnTt34uvrh6AUuKG4xCXtCcLbB3P42OFy4hqAr68vF+LPM3vxTJ5970mmL5jC5YR4SVyTuOeIosjgIS8RXKMHIdW74F+xEWH1+oNLBT74cHJpPrlczrKli0mKXcX5A3MxFWVQp/Uoojq+SePH38M3tAHXzq5DodYRXKUNdpuZKo0GlIprAN7BdSjMTcLpLHFxsWH9j1QOdSUv/SKBEc2o3Wo4CqUGh8NGQU4qERERZfpap04devTo8a8S1yQk/i7r1q3DO6hmqbgG4BNSB+/gOuTdOo+vNoe5X3xGs6YxJKVkE9XxLRp2eouGnd5GplCh96qAf1hjrsdtAMA3tD4FWdcAfjmGLZT+vTDnBs2aNSM/OxWH3YqbdxiRDZ6gWvQzqF209OjRjfGvPcfH74/lZtL1/7S4lpqaSqf2nfnk008ptOQTxxGOsoMcMqhPC1xwJZmr+FOyrhvEAiyYsWOlJo3R/rKvqCLUxUftT53uVZk2/zMuX71cZi8gl8vZsXsHznAjp7R7OKXawxn5AZq3asaro0cxb+58QourUL0gmvrG1giJWjo+1ul3/bl+v3wlokipuAagE/RUojqffPTpvZ84iYeK/6Z5hcQDYeqUSXw8Qcfjj+nYvMvI7G8KeOYJPRFhNj77wsl747ypGFpy7E4uF5g4xpsKDa7z1LBbyGQCPj5eTJ97mfwCJ4+31xF73sLkmbkIgoqXxmbQr6eeDm10bNlpxMVFYNJYL57u48bkz3OZt6yAXl1cS/2snTln5kaynWlf5WM0eTBgwAC02sHMnDnnQU6RxN/E4XAw4tVXWbZsKbqAAAzpt3jiib6YLRbUhtum5da0NFwblbyQ56z9CVv6LXyf7o/C3Z0TJ08R3awZ52NjiT0Xh7pTewDyt+/E47F2uLcpMdNXh4ag8PXh1bFj6d27NzKZjIMHD+JSvRoy1e3w7YJMhli9Knv27aNXr173cTYkJO4up06dYu2atcjlcvoP6E/NmjV/N+/WrVvROLS44sCCGX9CSOMGKlxQoSaJyxjEQrJIxY/gck6ePfHlKud5/8P3AXhj7Bss/fo7QourEERVMmUpZCtSmLfgaypWrPi7/VAqlfTp04c+ffrcnUmQkPgLpKWlkZ6eTt1aZe8R7+AoNmz4iTlfzCpN69ChA+fizlC3fkMq1OiEzr3kBV8mV1Kpdjeybp7ixKYPEAQBhUKFpTgPpeq2H0KrqQC5Qk1u+gVcdWpCQkKIjm7MyZNzMRmyEBCwFOeTdnkL7ds/JglpEv8psrKymDDhHX5avx6lUsWzzzzNe+9NxMXFhfPnz7N27VoEQShx5SHIy5VXqXU8N+hZFixYAMALg4cS0WAgKk2JX1GlWkdEvV7E7f2SqI5vcnzTJJxOxy/3qY7CnOsY89Nw9QjGbMwlPWEHdWvXomvXrnTs2IFjp9cQVK0LKo2e7NQ4cpKPM3ndMapUqXJf5+lhxG6306JZS+QpWpo7Sj7YJQhxpIk3cHHRkmlJJd15GDkKlKhIFq9xg0v4Eogcebl9havZE71OT0JCAu++8y5du3WlRYsWpfmqVKnCpSuXiIuLw2AwEB4eTucOnfly2ly8bYEkc5U0rlOP5gQ7w4nLPVDiRqZp03J9V2vUqNGU64MLOgry/54vN4lHH0lgk7hvxMfHEzNBg90u8vIbmaxZGEiLJiVn0n/YUERIYNmfo1IpoNMK/LzDwE9Lg+j9whGmT/+CxYvnsWTVBcBBsVnAVWcj7kAYAX4l5c+cM9O8WwrRDTQ4nSL1a6nZsttIdOdkBj/lxvWbNr5eWkDlcCU9O7uyZbeN9o81Y9v2A7i6uv622xIPMe9OnMi3q1ejbt4Mdb3a6Nzd2bR8FUq5jLxNW1GHhSHXuqDw9sZyIwl1WAWMp88QOnECMhcXRKcTVaUwDInXef/DD6lRrTqHbyShrhCK+XoSnt26lGlPExHOrdxccnJy8PX1JSAgADE3r1y/5Hn5+Pv5kZOTg5eXV7kFV0LiYWf8uPHM+2o+3uZAkMGsGbOZ+MFExo4dc8f8ubm5KB1qqhDOGQ6iQk0zOqMUVABkiWlc4ARVqcdNEhBFscx9kUeJMHD8+HEaN27MV1/NJcrcpjR6aEWxKk6Tg2lTpvHFl1/c+wmQkPgbaLVaHA47TocNuUJVmm6zFt9xXxEWFoZSocTF1adMukyuQKnR4x1UG78KUVw7/QPXzqyjZrMhKFQuOOxWrsWuQ6nSkXz+J8aMeZ169aPwCqqLf6Wm3Eo8RMrl3ajVKp5//nmmTZ1yz8cuIfGwYDKZaBLTDJs8gAr1B+G021i2ahtHj52gXds2TJ02A4/AOgDkpp7BZrMSENEWlYsbADaLkcKM87zyyuzSOouLDbjoyt6nGp03dpsJ0WkHBMyGbJLjd+LhE8K1k99Sv35dYndNQaNx4ZlnBjLlsxILpuXfLWPsuDdYsmQWFrOZOnXrs3XLpn+9uBYbG8s3878hNyePbj270rdv31I/xr9m8+bNmHOt1HQ2KI1XVJX6OLUOmnZvSM2aNalfvz7jXh/H5SuxqFBjwwaI5JNTbl9RrC5k9erVBMvCkdlkLJy7mM7dO/Ht8mWl+QRBoG7dugA8O3AQBVdMNLK1QxAERFEkntNc5TzVhQZoBN3vRhYdM+51Bj71DMWiAa1w+5mfLiQx+slX7tJMSjwqSD7YJO4bPXu0p3OLOKLqqBk0MoNz+25bIXwwPYfEJBtLZt821T4fb6FJ52TUKrBYwcdbRk6uA1GUIZfDl5/6cvy0GS9PGZPGlV382j+RwqHjJixWcNUJvDbUnbMXrOw/akIUYdQQD95/o6SM0ykycEQelWsN5cMPP74/kyHxP7Nx40Z69OmDtnZNZDotxWfP4dq4Ea5NGpE1bRaCVovNbEZdqSLWtFs4jUbcWjTDfC2RoNEjsefmcWt+SVQfpbcXlqvX6NGtG1t37MC1dw/yd+7Gs0sntNWrIjqdFB0+SuGhIzhycunTuzeffvQRwcHBVAgPR2zZDF10IxAEis+dJ+/71ch/Wbx9/f2ZPX06PXv2fJDTdV+RfOGU51Fac86cOUPr5m2oV9yyNIqXWSzmjGYfF+Iv3NGCLDExkTo169LQ3JaLnMSbAEKE8DJ5jojbCSCUZK7hSyAR1EKOnBQSSeIyGnTUbFyVqTOm0qNjL0KNVX6J8lXSh1wxA1k9MyfOHL/3kyAh8Tfp1Lkr8Ukmgqt1QhAEHHYL5/bPxWHJZdzYcbz33kTk8tsWM32f6MfBE0lERj1RmmYyZBO7czoNO7+LUq3F6bATu3MKFrMBF70fZkM2MoUCP28v3nprPK+NHkPt1qPQ6kt8vNmtJuIPf8n6davK+Qv9tyOtO+V5VNadvLw8vv76a/buO0ilsIqMHDniDy2mf4+lS5cy4b1pVIoaVJomik7O75mK3WalZqtXUWlKxDRLcT7n9n6OQqHAO6QhCAIF6WcZ9tIQPv309rtAk5jm5FiD8A+7HVgnOzWO1Cv7cPOpRFbSSZwOK40bN2TQoEH07dsXb2/vP+yn0+nEZrOhVqv/MN+/gYULFzJ65Ov4WyugcKjId82gcp0Idu7ZgUqlKpP3888/54s35xFurVUm/bp4iV5jOzN16lQAcnJyaNe6HfEXLqMWXXBBRy5Z+BNMODVL9hVCIoniBerTAg+h5H3PIdo5pzvMklWLaNq0KYcPH8bT05MmTZogCAJaFx2NLO1KP+xByd7nKDtoQgdOa/aSlHwDH5+y75xQ4iagU8dO7Nmxj3BqoMGFdCEJl2AlZ8/H4u5ecsw/NTWVr+d+zcVzF2kY3ZAXh754x/okHg1+b92RLNgk7hvj3/yAnj06MG6Ek4IiJ06nWHpk85UXPGjw2E2eGJLGs/3cuHbdxuRZufTt5orWRYbTKbLviIlB/XSsWFfEZxN9GdjXjdjzFhSK8tZBapUMdw8P9FojFYIVVI1Us35rMQfWh9KyZwrvvn578ZPJBF5/Scvzry+XBLZHBIPBwIBnniFw5MuoK1YAwNG5E6nTPkemdcFqNtOnWzd+3rIFlcWKXKXCw90d+fUkbqbfQrTbyVr+Pa4N6uHevi2CIOA0mdg9fxGvDB3Kpu3byUxOIWf1WpTDX6Lo0GFMVxPx7t0DhYcHu0+doVFMDOdjY9mzYwd9+vcnZeduZAoldrMJXWQ4+r69kLu5YU64yjODB7PNz++OZuUSEg8b69atw8cSVCpsAWgELX5CMBs3buSVV8p/jQ0PD+fFoUNYPG8pWARkd3DxKkNGJqm44k4mqaSRBIh4408UrVGj4eiZ7TzdfyAGo4GbJFBIHmFiVcKEahhkhTSs+vdfuiQk7gdLlyykQ8cuXNg7HUHpjiEvGe/g2gRFDmDeolUYjEZmTJ9Wmn/OF7OJrFyVq6fX4FuhARZjLjfOb8anQhQKVYl1v0yuwCc0irqRGpKTk5Erghj8wnNcvBTP+DffRe8dUSquAShULngG1mfN2nX/OYFN4tEkIyODqIaNETQB6LyrcuVQIstXNGfVyuV06dLlzyv4FcePn0TlFlYmTRBkyBQ6PHyqloprAGqtB34V6tOvWzQKhRKH00m/Jz6mUaNGZcp/MXsmrVq3xWouxN03kqKcJJIv70SpciUnNY7wer0RBIHzF36mevXqfyquAchksr8krtlsNsxmM3q9/q9NwENGYWEhr458jTqmpugENxAg2FCJi2ePsWLFCp577rky+evVq0ehMhfRctsSTRRFTK6FNGjQoDSft7c369avo0bVmkTZWyEXFFhFCwnEcYBNiIiEBobimeeLznT7/1wuKPAyBjLp3fe5eOki3mpfzE4Tbt56Nm/bhMNhL7d3kSHHiYMLuiO8/daE3xXDBEFg2/ZtrF27lmmfTafYaGTUUy/zyiuvlIprsbGxtGnZBi9rABqLntM7zjFzxuccO3GUSpUq3Y0pl3hIkIIcSPxjTp06xfz589m+fTsOh+NP88fExLBy1QY27KxAYaGTLxfll16Ty8HdTSD2goXnR2Xw3tQcQoMUXL5qpVqkEi8POTm5DpasKkQUoW3zks1nz86uzF9WQH7B7favXLOy51Axzz8pkJ5hp04NNYtWFDJpnDf+vgpEEX7ro9LhLFnwJB4NduzYgbZihVJxDcBpNoPDjuHocVxr12LLjh1069qVuR98yJY1a7iZmMh777yDyk1PxpJvsaZn4N6udekiLnNxQdWmFXuPHOb8mTNYLRY+GDeO3FlzKDxwmIBhQ3CpHInS1we3Tu0RalTj89mzqVGjBhfPnuXUocNsWr0a0eHAbcCTKNzdEQQBlyqV0bRrzce/fHn7fw4dOkT7x7sQGhFB5+7dOHbs2H2dQwmJ30OpVCIK5a3bnYLzjsc6/p9JH0zCLBbjwMFNEnCKtx+0BWIuRoqIoCZ1iUFAoDbRtKEX9YTm6AQ9CkGJyqbBlgLN6UIDoSVN+D/2zjswijLv459ntm+y6b1CSIEEEnrvSBVQFAErcKIIKK+CNFHPhgqo4IkopxRFT1CKFKVIld5raCmk957NbrbO+0e4YATv5O4EvdvPX8kzzzwz89vdeZ75zq/0I5erpMsXyNde5fkZz/8m1+zCxb9LYGAgJ08cJTjIDxAkdBtPdOsH0HsEEpk4giVL/kpNTU19/6CgIFJTLtOve1NKUzdTmLoDu81ESfYpTu14l9K8ZACM5Zns2XuIclswxdUapk2fydKlywiKuXlVOll2olTcmFvKhYvfI3PmvIWkjyQy8QH8QhMJjb2LyKSRPDF+wi8mlP8l4uJisJsLG7TJsozJWIbDbr9xB9lJeHg4b7/9FvPnzb1BXANo164dx44eplOiL5UZW9E5MxCyndDYnrTuN+NaYYQWBEb34fU33vqH52ez2Vi7di2TJ09m+vTpXLp06ab9TCYT454Yj6eXN35+AcQnJLJnz55fbYffCwcOHMBb7Vsnrl1DCIF3TTBrv153Q/8ePXoQmxDNFe0pjHIlNXI1aepzuAfque+++xr0PXHiBF5KXxSizldILTQkiHYk0A6VUFFVVUmVuZwDbOGcfAS7bANAFjLnzp6jVW134qrakljdFVWWgbsHDGZA/4HkKtIbHCeLFEKCQlm9fhUvzH7hn17z/fffz6GjBzmTfJrZs2fXi2sAE56YQIgxmihrc0JEJNG1SXhWBDBt6vRfb1QXfwhcioKLW8ZisTDs3gEMv683h/e8xOwZD9EyKY68vLx/um+vXr34cd8JTpy6xItvl9OufxYPTcgnpmMGfbq5sX9jGOZaCWONjIdBYt/GcCY/4c2bs/3YuTYMWRbENlGz95CZ7FwbkWEKqoxOknpn8cKcEibPLqLrkGx6d9NhscjMmeXLpu1GSssdhAYr8fNV0LqFhsXLr4t7DofMa++UIoTqV12DizuP0+mEn+U1K/lyFR7duhL6wnT8Hh+N4cERbNq2ja+++go/Pz+EEPj7++Pm7Y1QKkESiJ89hEh6HcbquuIIKpWKWTNmsmbVagwR4Sjc3Br0VcZGs//wYaBuwRAbG4uHhwdabx8Uel2DvqqwUFLT0+r/37ZtG/2HDOG0hzvyiPs4rlXTZ8CAP+QCysV/HyNHjqRYlYtZvi4GGOVKip359aHOhYWF7N69m8zMzPo+Bw8exF8bRAfuQo87B9lGunyRS/JJTrOfCGJI5hgWavEjmEpKkcT1ZYhDdlBDNY1oWi98a4WORjSlWJfD12tX06pVq9tkBRcubo3k5GQaR0WTkV2A02nj/L4lFFytmyPUOg80Wj35+fkN9tFoNMyb+zZDBt+NziOINv1m0HHoG0QlDiXt1FrSTq2luiyb+J7PEt60DxHN76FJ28ew2euSqlcWXcFYkVs/nrW2mvLcEzz00IO39dpduPhX+e77rfiEtm7Q5unfBKPRREZGxi2N9eijj2Iqz6Ag/SBOhx27rZbsi1txOmyU5p2jtqasvq/ZWExp3rkbhJubkZCQwKqvviQzI5VNG7/F3cOXoMYdkKTra0iDTwSXLl0iLy+Pm6VfKi4upll8cx4ZPY6PlixlyfK1NG/RkqH3DMNqtTboO+rBR9iy8wTNe06h7d2vIhtaMWToMC5cuHBL9rjTuLu7Y3Vabmh3CBuenh43tAsh2L5zO6Oevp/MgGTSfE8zcGwfDh450MDjr6qqihnPz6CstrjBizyAYnJRKBTEGtvQXQyhK4NQoCCZ41hlCzlSKgGOMHTCrf6Yoc4oyosreGL8OGp8y7isP0GGfJnLbiewBRk5ePQAffv2/bdsYbFYOHbyGEFyRIP2YEck27dv+7fGdvH7wyWwubhl3nlnHlbTcS7tD+DT9zw5ssWHYf2rmPDU6H++8zViYmJQKNU8P8GLgb3dOLwlgvde88fDXYHd4SQkyJ3HH/JsEP7ZopmGmMZKSsrsPP9KCa37ZpHUO4tAfwXrlgWjVgtCApUc3hLBpLFenL9k5enHvSgudWCxyPxtbRUAH88P4IOlFdw1PIdnXyyiZe8saq0yA3qUc1efLthstv+4zVz8Z+nbty81VzOw5NYJovaycqyFhXj2rguJKVu3gdLV36Bt34a9VRW07dSJjz7+mICAAMz5BehiYhAqFeYrKfVjyrJMzcHDpFy6hJefH5MmT6a6upozZ89SnZuL/LO3n5bsXEw1xgZtTZo0wVJRga2srEG79Uoq7dtcD9F/bvp03O6/F0OnDqiDgzB07Yz+nrt5ftas/6idXPxjhBADhBCXhRCpQoiZN9muEUKsvrb9iBCi0c+2RwghjEKI/yq3qri4ON58ew6ntD+SqjtDqv4053SH+GTpX/Hz8+OpJ58iKjKKx4aNJT4ugd49epOXl4fBYMAqWxBCEE40IGPHigYd7elDtGhOMJHkchWVpCZPukqenIlTdlIrmzjHYQQSViwNHlDUaEhMTGTAgAF3ziguXPwDHA4H/QcMQuvfntZ9Z9Ci+wSSej1D1sUfqC7LpramDLutltDQUAAKCgro138QISFhRDWJ4dOlS4lMfACN3hshBF6BsYQ360t5wXnCmvZFparLCWS31WKqzEeSlOSm/kijFkNI3reEy8f+RurJbzix/W3GPT7mpp44Lu48rjnnRry8PLHWVjVoczps2Ky3Hhrp7e3Nvh/34K8r5viWVzi1fQ6O6lRC4/oQET+AM7sWknLia64cX83pnQuIjmnCjh07MJlMv/oYoaGhOOy11NZcT3Zvt5pJPfkN+fm5xMbF0zgqhm3bGoomU6ZOo6jMhLt3JO0GvUSL7hNoN+hl9h9J5vXX36jvl5mZya5du4hIvB+11gMhJHxDW+Af2ZF331t4S/a403Tu3Bm1u5ICsuvbLLKZQn0W48aPu+k+bm5uzJs/j7zCXApLClj88eIbwm4/XPQh9mKBJ76c4wi1shmn7CRXvkqpKKSRoymewgcApVARRyvKKeSYegcGLwNeNBxPCAFW0Ol0XEm7zKz50+j4UBLPvfYMl1MvER4e/m/bQqlUolSqsNNQTLViQa9z+4W9XPxRceVgc3HLfPW3ZXwyX49KdV38mj7Jg+CkfTOpt1QAACAASURBVFRWVjZwh/1HDL57IJfT9vHyVK/6tmVfVXNXny7Y7U6MNVca9LfZZLJy7bRvrePZJ70wmWXe/qCMlHQbxaUOXpl2/Ya58psq4qJVlFc4sdkEuQWw9G9VlJQ5eWCoO2Me9ODt98sw18q8P8efXl10CCE4crKczZs3M2zYsH/TSi5+Szw8PFj+ySeMfeIJdInNsTscCARIErVp6ZguXCR0xlQkbd1Dia17VyZNnoxQKtFERlC2aTNCSBR+shxD5w6og4IwnjiJrbiEoOcmI5QSq7bv5MTAgaSmpYKQKFyxEqFQYLmagVCqcBirSdM3nBTd3NyY/vzzLFj6KbpBA1D6+2E+dx7rwcO8eM3bzel0cuncOSLHPtJgX31CPGdXrbk9BnSBEEIBfAj0BXKAY0KIjbIs//QV8eNAuSzL0UKIUcBcYORPti8Attyuc76dPDP5Ge67/z42bdqEUqnknnvuwd/fn/nz5/Ptl5toa+lDruUqVvI59OMRGkU04rHHRqNyV5JXnYECBR54EyuSGozrjicpnAVkfH39qFIVcCHvGAIJLToCCCaZo7jjSQu5IwJBmS6fh++fcGcM4cLFr2Dfvn3YHAoCIq8LWzp3f4KjOpNzZTfCUcW0559Hp9MhyzJ97upPjTOAlv1mU1tTysVDK1BpGs4nBu9w1Co1ymvimtlYwvl9SzB4hxMS04Pygkvkp+2nefcJVJdm4HTaCQiJp3HjRrfvwl38alxzzs15etJTTJ/1GgafSFQaN2TZSd6VH+jWrTv+/v63PF58fDyHDu7DaDSiUCgY98R4Dp+vIjiqEz5BzSjMOEp+2n4M3hFU2kN58bWF/PmV1zhy+CDBwcH/dHytVsuM6dNZ8JclBDe9G71HEMn7/oqbVzDxXcahUGqpKLrCAyNGcfDAPpo3r0vYv27dWmotNuI6jEGS6h6/FUo1kc2H8NdPPuX1118D4OrVq3j6BKNQNEzHoPMI5fLlFP5IKBQKNm/ZzIB+AymtzUGNlmJrPrNnzaZnz57/8rgb12/C1xxMDmkYqeAQ23DiwBNfJFmBHkN9FVIAhVCgU7hjcZowVZrIIZ0AOazeU75GrqbMWsobr87hxInjWGqtqNVq1q5Zy4+79/HZFyvw8LjR4+5WbTFyxEj2fnOQaEtiXe5n2UG2LoXHn/jTvzW2i98fLoHNxS1TW2vBTd/wxq9WCySJf+j9JcsyFy5coLKyktatWzPnzffo3q09l1Ir6NlZcPSUzJZdNnbu+picnByeevJ+hg92x99PSXqmlVHj84kIU/H930LqiyP066mnSYcMxk0tZN+GcMKClazeUM3i5ZVs+SqESbOKUKvrRI2NK0M4cKSWv66sJDRIydSJ3pw6Z6F3V339ObZNgpSUP9YE9r/KiBEj6Ny5M6tXr6aiooKFyRfJe/d9nGYzqoCAujDQa6j8fNElNEPp5Ynx+Cm0UVF4390fe3EplswsTJcuU5ueQdhLs1B51wm+HqMeIHnue1irjchmM7UpaXj27oHPPYNxlFdSumETxrz8G87r5RdfJCIsjHkLF1JUWECnTp15+8cf68uwS5KEd0AAtoJC1CHXF3O2gkICfsXizsV/jPZAqizL6QBCiFXAPcBPH3buAV659vcaYJEQQsiyLAsh7gXSgRr+SwkNDeWpp57CbDazatUq9u3dz7frvyXalEQeGWSTigYtWnQEOiLYsmo7Hfu3Z8O3G1Gjw4oZu2xDKa7PFwVk4YE3TZ2tsRSbydGnoFPpCLfFEiFiAHDKTk6xj2SOImkE3hEePPXUU3fKDC5c/FMqKipQaW/0tlFrPbBWH2He3Dn13+H9+/dTVFJBbOdHEEKg1nlht5kwVRc1KFhQVZJKo0YRXLm4jdyUvTidDoKjOhMW1wuAsNieXD23ibzU/cRcq0SadW5t/UOji98drjnnJowZM4az586zZMk7+AQ0xlhZSFxsNF+s/PrfGtfd3b1u/NGPsuXB0fiFt0aj96KmMo+QmJ6ExHTDbjWh1nYn5+I2pkydxld/++JXjf3CC7Pw9fVh3vz3SMnLwSlLJLZ6pj5k1DswDlNlJxa+/wGffrKE5ORkbDYHAkg7uYaQmO54BdTNd2qtAaOxun7sZs2aUV6SQ7jVhFJ9/fnEWJZG/0Ft/i2b3AmSkpLIzs1i165dVFRU0KNHDwIDA295nKqqKj7//HNOHj9FRXUlFgQlFOKFH0pUeOFHJHGkcZ4icvHh+r3ULNdQY6+mA33J5DLlFHGKffjIgdiwkEcGEhJ5B8poKXfHhJEUy1n8COXU9vM88uCjbPxuww3nlJ2djRCCsLCwG7aZTCZWrlzJ9i0/EBoewvinxvPBh39hcPpgTpzZhZfCl1JbEb369OLlP798y/Zw8fvGJbC5uGWGDL2PD5evZvHb6vqF3Bdrq2me0PQXq6tcvXqVkSOGUFSYjZ+PisxcKwsWfMiZs5dZvnwZx86fIC6pBXPffxx/f3/i4+MZ9dBTNG73Dt6eEtVGGbsDXpvhWy+uAbi7SQzqrWfzjhoSumVgs4PBXcLXW6LviFz6dNNhtzvRaCR6dtbTs/P1ySoz20b3VTn1/+fm29i218a8IQ3LQ7v4fVFYWMjWrVtRqVQMHjyYKVOmcM/w+xEB/nj36g6SROWuvRR+upzAJx9H/L14hd2BJjwca34BhnZt0ISGogkNxa1lIgB5CxdhKyisF9iEJEFYCLbTZ5A8DLglJeLdvy4Hg8rHh6Dx48h55Q0KCwsbLBaEEIwdO5axY8f+4jVMffZZ5i9bivTwKJTeXthKyzB9u4lXpkz5jazm4iaEwk/iFuo8Cjr8Uh9Zlu1CiErAVwhhBmZQ54nwXxOqczPKy8vp1L4zxgIz7kZvqqlCIHGVi4TSmEDCMVNDGskEmcPZunUbklJgs5uRUHCM3cTILVChIZtUjFTSmYEohRIdbribPPmRzWhxo0TOxxNfVEJNY7kpZzlM35538fWar+sflly4+D3StWtXyouuEmyqQKOvm0Nk2Ul10Vk+XLSQxx57rL5vZmYmekPdnJGbspfcK3sQQuLMroX4hbUkvFk/KgouUJC2FyEpCI8fgJtHEGf3LCK4SZcGxw1p0o3TuxYAD2A2llCal1yfJ/HvnDp1ioMHDxIUFMTgwYN/VfVCF78JrjnnJgghWPDeu8yYPo2TJ08SFhZGYmLif2z8u+66i8fHPsJHS97DJyiesvwLqHWeHPv+NSRJiZCUhMR0Z9Omjbc0bqtWrZjy3GTKysr4eOmqBvnYALTuAaSmpXP27Fm6de9JSGwvvAPjqKnII+X4aholDsY/rCVFmcfp1et6wZLAwEBGjx7N2g1fEBTTD43Oi9Lc01QVnuO5Zz//j9jkdqNUKunXr9+/vH92djYd23VCWa0Bk4JikY8FExq0hBGFDjcKyeY4u4mnLac5gEahwdcejJka0hXJ+DoCcRPuaGQtBryoopxqKgEZqEtrEUksCNCiJ0nuwmG208nSj507d1JQUEBQUBAAZ86c4eFRj5CZkYmMTHR0NH9b/SXx8fEAVFdX07FdJ6pyjHjU+HNWeYkVy1aw/PPl/HjgR06fPk1KSgotWrSgadOm/wELu/i94RLYXNwyL774Kj17bGXgQxUM7AVnLgq27rKydduKm/aXZZl77+nHo/dV8eyTAUiS4OwFCwMenEB8fALPPXdzUWHixP9j4YJ3MJpg9SfBnDhbS1rGjR5yl9KsxMeqUatg+BADjwz3ICXdRkiQgk9WViIpYNePZtIzbURFXvekOH6mFqtN5o0FpWzeXsPlNBuSJJj9wrP4+/u7cpj8Dvlw8WKmzZyBe7OmYLPz5MSJvPrSS+w9eAjfac/We63p4mLJnb8A8+UU9M3isGRmUZuejv8jozCnpt2QI012OrGXllFz5gzqkCCUnp7Isow1Lx/ve4ZQvmUb+mYNJ0GFmx6vRpFcuHDhlt/GzZw+narqaj547y8odVqcFgtTn5vC5Kef/vcM5OJWuJmbx88zE/9Sn1eBBbIsG/+Rt4gQ4kngSYCIiIhf7Pd75q0338KcbaeppS1CCCrkElI4QxAR9eGfnvjgIXtzlF1IdnDXGaiurqYRccjIpHIeC2acOImjJUpxfemhFCrcZQ8ucwo3DFRxlCg5HgNeaNFzbP8JVq1axbhxN8/X4sLF7wE/Pz9effXPvDFnLr7hnVCo9VQVnKFxuC8jR45s0LdNmzaUFaWiSD9IUeZxmnefgN4QUB8qmrx3IQkJzcmy24nr+CieflHITgdCSMhOO6CuH8vptIEsk3VuPWV553nvvXfq87zZ7XZGPfgwP+zYhVdAHLbacp5+5v/YvWuH66HuzvCbzznwx513goKCGDRo0H98XCEE8+fP48knn2Dbtm08++wJamtKaX3XNNQ6D6rLs7l0+DOU0vWPIiMjg6ysLJo3b46Pj0+D8Wpra2ndpj1p6Zl4BcZSW11ATVURAeU5uHtf92SqKUul28g+vDD7ZfwadSe4SVcA3DxD0Lr7cvnIF1QUXsFalc67aw40OMaHi/5CdPT7LFq0mOyKcnr26Mnb3xz4j+QC+yPy/JRp6Eq88HUEcor9NJbjSSeZtvSsL1bgiQ9O2UkGlzC4u9N7ZBd2/rCLwMBA4mwxWE7XCaD+hJDJFeJpSyB1n9chtuNHUINjaoUOreyGhVrcNO4UFhYSFBREVVUVfXr2Iagyig5yP2Rk8pMz6Nm9FxlZV9Hr9Xzwlw+ozjQTV1u3bsIB3qYAnhw3nqFDh9KyZUtatmx5e43o4rbiKnLg4pbx9fXl6LFzPDR6PunF99G8zTTOnU/5xZvF4cOHsVlKeG68R733WWK8hmf+pOfTTxf/4nHmz59LcICS12f40L+XG4894ME3G6vZ8WNdMlKnU+avKys4f9HK5VQLldUyL71dysw3Sti5r4ZuQ3N4/b0ydv5opmmMmocn5HMlzYosy+w/Ymby7GLuvkvPO4vLGXmvgaLkKIovNOb58dUMvrsvpaWlv3huLm4/Fy5cYMaLs/F97hncHx6F+5hH8PjTY7wwezaqZnENQkKFQoG+RXNK12+g8NPlFHz8Cf4Pj0LS6XBLakHF9p1Yr4V3yk4nFdt3gCxjTk0n9+13yP/or5R89TVCpcSja2fUgYFYsrLqx7eXV1CyZh2VObnMfvVVtmy5nhJFlmXMZvNNq0j9HUmSeHvOHIrz8zl18BBFefm88vLLrtCe20sO8NPVahjw8zLC9X2EEErAEyijzutgnhAiA3gWeEEIcYM6KsvyX2VZbivLctt/JZfM74F136wn0BJR/92MIoFqquoXpn9HL9zRosXHx5fK6grCaEKkiKWRiKOj6EtH6haiJhoWBnHKTszU0JputBbd6cBdZJFCKskEEkZETVMmPDGBvr37cfHixdt23S5c3CrPT53Kpg1r6ZToRWyQmTdffZ49u3fe4DHWrFkzBg0YQM6lH2jS6r76sFCtmy+x7R5Eo9Fw8eIFHA4HHr6NARCSAt/QFmRd3FE/t8iyk4LU3XRo35bnJgwnOfks4WFhdOnag7DwRrRp2569B06S0GMK4c3vJartWNyDO/LACFeF0TvEbz7nwH/HvPNbEBMTw5gxYxASxLQZiVpXl1PL4B1Oo+aD8fLypbq6mp69+hDbNJ67+g0kMDiMwYOH1FWuv0a//gPIKzbTZsALxLQZSYue/0dobG8uHlpGReEVTFWFZF/ciqUynWeensTRo0fwDopvcC4Gn0Y4HBZGDu3EheRzxMXFNdguSRJTpzzH1fQUystKWL9+zQ19/pf4/vvvCHE0IoPLRJGAJ97oca8X1/6OPyFUUY611sbwEcNJy0zl4NEDPPN/z1Dmlo8sy1RRhi9BBIlwhBAIIfDAmyrKG4xll23UUoMTBxZnLbGxsVgsFl599VUUtWoCr+Vwk4REKFFoLHrWrVsHwPo13+JXG9JgTe8pfFE4lJw9e/a3N5iLO47Lg83Fv4ROp2PMmDGMGTPmn/YtKSkhIkxzg3gQESZxNu3GHFZ/Z803n+PrJdEmqS7Bb1iIiq+WBPPk1EJsdplai4zsBA+DIPNEFG8sKGXddzVs2l5NRYXM85O8mTjGi8pqJy++VcLZCxa6Dsmm2ugkNFjJu6/6o1EL0jPtPDfeu/64Dw4zsHW3g5UrV/Lss8/+awZy8R9n5Zdfom3bGtVPqglpG0WiCQ7CUVzcoK9st1N7JQVHeQWm8goCxj6KPr4Z9spKKnfuRh0WQv6ij1F4eeIor0Byr0us69W1C6rAAGpOn8F05hxBkyciJAm3Vi2p3LIVdWho3b4LFuHWKomA8Y+TUlTMyLFjePvPr+Dr68v0F14gNysLg6cn06ZOZeb06UjSzd9l6PV6oqKiflO7ufhFjgExQojGQC4wCnjoZ302AqOBQ8BwYJdc93Tb7e8dhBCvAEZZlhfdjpO+3Wi1Ghxcr6DrJgx4yj7UUN0gx4lDdmDGxII57zLxyUn4yg29OjVCi0rWkE0KBtmLAEKxYeUyp/HEFzdR97CjE25EyDFkcoUIYrBhRUJB9p5iunTsQvKl5F+ViNqFiztBt27d6Nat2z/t9+WXn6PV6dF7NPwu6z2CqKwoQ0gqhCSwmivrQ04bJw7l7N7FVO68gn9ILMbSqzSJimDLlu9IS0tjxoyZbP5uG6Hxgwho2p5LRz6nUfPBSD9Jlh4Q2Z5zO3eTnp7umntuP6455w5TUlKCXm9A/bN8iW6ewdTkw8OPPMb+AwcJbtIV/7AkamvK2LlnI/fdP5xv16+jqqqKQ4eO0qzz2AYhoaExPci5vJPawn3kl5fRJKoxs+Z8iL+/P8HBoZiqCtG6XfeEs9ZWoVWrmTdvLtprxbhc/DIatQa7yU41lTShORISZkw4ZQeSuP451FCNN/742oOYOW1WfVjqQw89xPKlK0g+fQir0YEnDb0Sw4nmFPtwkw34EIiVWi5yEgNepLmd5Y05r3PgwAFGDh8JtRI2i539fE+C3A5vAjBSCWaJ3NxcoK4QWxHVDY4hyzIWx61XxnXxx8QlsLn4zenYsSOPnawiv1BPcGDdV06WZVZtcHD3vXffdJ+qqipqaoy0S9Kx40cTndrqAOjTTc+utaEk9c5i55ow/vJpORu21pCZY+OlKb58/FkV8bFqAtsoefG5OiHGx1vB54uCiOmYgYeHmqaxavauD0AIwaKlFcTHqW84fnyMk5yczN/IIi7+FSy1tTiVqhvaNQH+mC+nYDx2Are2rbGVlFLwwWIUnh64t2uDKfkixSu+oEiWEbKMJqoRwU8+jizLdV5qjSIxJ18g8Ik/oW0UCYC+WRylWg3GQ0fQ3H8vIr+AR0c9yMEjR0n7IhW3Du3wve8e4JrIFxHOtJkzESoVhgcfIDy6CbbCQuZ/+gk2m40/v/TS7TSVi1/Btfw2TwPbAAWwTJblZCHEa8BxWZY3AkuBlUKIVOq8CEbduTO+M4x7ahxzZ7+Lp8kXhVAgyzJqtKSTjKfsg4fwxiHbucQpkpISGTduHHPnzKMqowxvrntP2GUbdiyMGz+OTd9uJrnwKDKgRkMn+iHLMllcIYd0LNSiQEE6F+uTF4cTjdVi5qPFH/HatWprLlz8UVEqlSQltaKi8DJ+Ydcr7VYUXkGt9USp1uEVGEfqqTXEth2FSuOO3WZGEjITn3yUiIgIEhMT6datG4+Pe5K1677FbDYT33kcBp86JymlSoek+PkyX6BQKLFarbfxal2Aa875PRAaGopCEtRUFuDmeT0ksLLoEm3atOb7778nMLIDkfH9gTrB280zhM2b51FVVUVaWlqd15LUcC0qJAmERGZmBv4h0RRUaXn8iUksXbaC56f+H/83ZRY6dz90Bn9sFiNZ59YxeMgQVz7EX8ljY0az5uP1qGs1VFNOkIjAU/bhMmeIlRNRCCVVcjmZXCKaRBQouHzxTP3+arWaHbt+YP369Xy4aDFH9h3FLNdQSgESCoKIAARnOYyME0mSMLh50DyxOdNnTqNjx440jowiztQab+EPAsrlYs5wEAkJFWqsDgufLlnKiBEjmPDMU0w4MQmfmkDUQoMsy+QoUolqElVf8MzFfzcugc3Fb46/vz/Tps2k533vMn2SlkB/BStWWyksrUvkeTPWr19PSJCGymonHy6rxNMgcd/d7qRctfH0rCKmTvDG4YTvdphoHK6iqMRBk0ZqAgMUnDxnY+5LDcspKxSCpAQNeaWx2B3Z9d507VtrWfjXcqxWGbW6rk2WZTbvgCnTu/62hnFxSwy7916WfvU3nD27IV1742evqKDqXDJNE+K5uH4j5es34rDb8erbB6++vQGQHQ4Kl30OshNzShqayAiEUokAlJ4eOO12hCTVi2t/x71Na4pXfkXlug1oc/N4Z9Nm3N3dCY9ugrJ1w3BodVAgdqUS966d0MVEX2sLQjw4gvcWLOCFmTNRqW4UB13cWWRZ/h74/mdtL//k71rggX8yxiu/ycn9Tnj66ac5uO8gW7dsw83iiVGuQkamMc04zQEUsqJOEBMSRzfvB2D5ymX06t4bvWzAj2As1HKB48jA2hXfYrVYEQjcMFBDNRZqySGNKsppQQe0uFFAFmkk48RJIh0BcLN4cvrkGa5evcrM6bPY8cMOPAweTHj6KaZMnYJS6VrSuPjjMH/eW9wzbDgOuwUPvyiqyzK5enYTgY3aY6oqIDJhIBnnNnNi+1xUaj02q4lmTeOYN29e/RpmzZo1bPpuBzEdxnFu76J6cQ3AJySBvLT9ePo3QYg6L+qy/GQ8PQ3/0+FmdxLXnHNnkSQJ/wB/Lhz8lKjEe9B7BlGWf4H8lN18smAjW7Zswye4YTinRu+FWuvF5cuXady4MeAkL3UfMW1H1f8Oi7NOojcEIoTAEJiEf1hLnE47x49/xoD+lcyeNYXXXnsDpyxhMlaic/Ng2/adNG3WnM2bviUmJuYOWOOPwxtzXmfzxk3kpldwmTNoZB3xtCWZo+xlE0pZhRMHTpykcR47Nuw2GwsWLGDIkCFER0ejUqkYMWIEPXr0ICQoFC16OtIXGzZSOIuMEy16FCipdpYTFhHGDzu3o9Fo+Oijj/AlsE5cu4a38MdHDkCLnliRVCeiZabRt3c/Lqde4sjhoyz+cDH+6iBMshFPPw/Wbdh2B63o4nbiysHm4rbwwgsv85dFq9h+sA2LPoukc88Z7Nl7BDc3t5v2r6iooH1rLRq1wN1N8OmXlSR0z+S+sfnYbDI/HjIx+OFc5sz0JbfATlK8hoxsGzn5Sh56+HH2HWlYDMHplDl/WcH77y8iJ09m47a6PEDtWmqIj1Vz1wM57Npv4sBRM8PG5FNUqnEVOfid0bVrV4YPGUr5+x9S+cNOqr7fRvH8hQiViry4aAImT8RzYD+QZTQ/EcuEQoFX397Yy8rxHTYU09HjyA4HAPqkRGpOn8VhMuO0WBocz15WjqO6mq5ePhw5cAAfHx8G33svFSYztp+FpDotFmxGI9roJg3aVf5+2BwOyssb5nZw4eKPglKp5Ou1X3Po2EEcXrWEEkVH+hIhYujKIJLojEAioUVCfan6Ll3qKh1e5CS7Wc8htqFEiYREjKUl7UUfYmiJCSMq1BzmB/LIoCVd8BA+qIWGCBFDONF44kMuVwGoVJQSExdNh3YdObn+PM0q2+Of04gFr33A42NdRRBc/P44ePAgo8eM5e7B97BkyRJqa2vrt/Xu3Zut328iwruS7NOfkX56PdGt7ickuhtVpRnYrSaiku6h7YDZNOs8DoNXCJOfmdQg3caKz77AO6wDGp0nTqcTi7myfltwVBcsNeWc3f0+OZd3kXVuHXkXNvDFyhWufJ8u/ifZuHEj5VUWGrcYQl7afpL3f0pVSQZCQFRUFGq1mprKutQ1FlMFmclbuXhoBdZrvys/Pz8eGD6c8sKLnN3zATlXdnPl2FdknP+OJq3uwyckAWN5XaFYSVLiE9GZFZ9/ydQpU9i65Ttkp53m3Z+iZd9ZxPeYikMXy4CBdzfI8ebiRqqqqsjNy6U13fDEh7McYj/fUU5JXXEDHPgTQg+G0FUMohXdUKJi/syFtEpszYuzX6wfa+XKlQQqQ4kWzdEIHe7CgyQ6o0BJc9rTXvSmA325kHyBSRMnAVBQUIDD4sQpN/yctOhRXis6I4QgzNmE6lIjBw4cYP4780hJu8K7y+ay7vs1XE69dE2gdfG/gOt1r4vbxsCBAxk4cOBNt1VWVrJw4Xts3bIWN707ve8ayoYtlaQdieR0spVjp2px0wtmvlFCaJCGbh10DB1g4LX3yhh1r4Ev11Uz640SPD29+duXnyKEzNOzHMx9yZ/KKicz55TTqHE8nTp1Yu267xh270DeWFBGeIiSA8fMdG6nY/QzBVgsMokJGlol1NIyqRmrv/6Wvn373mZLubgZQgg+/fhjHt37IGvWr0ejUrH6Sgr2AX3RN617G68OCkRoNFRs34Eu5rrYJRQKHNVGnLW1OMy15Lw1H4/OHbFXVOKsrUVICkrXb8Rv+DCEUom9ooLSbzeh8vPlwKWLtO/ShQeHD+fQqVP4PDCM0m/WoQkPRx0chNNioWr9Rnx8fbHmF6CJuO5BYM3NQ6fV4vuTvHEuXPwRSUhIYNRDo/jmo2+pcJRgkc144oMBb1SouHzpCgsXLiQlJQWVSoUkK+jKIJw4kFAgCYlU+Ty5pOMh+5DOeaJohh4DWaRixYxKNAzX98afCkoopYBM+Qq5jgw+/uhjPGr9aCSagQAdbriZPFm7Zg2vz3ntD1U1z8V/N4sWfcjsF/+MX2QnFGoDr8z5gL9+uowD+/bW513q0qULO3ds44035vD6m/NRqHWotQZCo7tx7sePCIvtiVLtRsHVQzgs5TzyyCMNjuF0OhGShKRQEdioHaknvyGmzQjUWg9qa8pQKZw88fij2OwOwkJDePTRR2+56rULF/8tfP/92Rj2/gAAIABJREFUVtz9m+MXltQgNDvr7Dfs2bOHV195kRmzXkSp0pJx/jv8wpLwD2+FRu9J334D+HHvbpYvX0plVSU7du7HZjHi7h1G48ShqDRu5KX82KCSqBASjmsvdJctW4F/o84YfCKvbRMENu7MlYMnOXToUP2LKRc3smnTJpQONac5iBoNwdTZMJer2KlzqGhG6/p8bJ7Chyg5niprOa3pyaKFixl09yA6d+7MyWOn8LL7N6jXKwkJb9kfI1UY8MJdeBAqN2b5shVUV1azYeNGnA4nxeTRRG5BiIjEIdspJIdEOtWPI4RAI+tYvXo1x48fp0+fPtx///23z1Aufje4BDYXdxyTyUTPHh2Ijy7lzekayirKeGX+G8iyRIeBOUx5yhs/XwUfr6ikX083duw1YaxxEhmmZGBvNy6lWjl+phaHE16eoqRz23D2HzXz/CslLPm8Cr1OoNcp+eDD5xBC0KFDB65m5PPWW28xd+4bDOmrp7TCSVCAkqXvBfLMC0Xs+LEChwNGPjCIPT+eIDEx8U6b6X+WY8eO8cqcOZw7f5642Fj+/MILLHr/fcxmM+//5S+ExzXMZ6BPaEbpmvX1/8uyTMXO3agjw6k5dQZUKrwGD8ScfJHa1HQknQ4QGE+coubUaZSeXtgrylFHRGArKMTs7Unp1Qz+smI5+uYJdcUS+vapK5LgpsdeUUl0kyZ8sHw59z/4IEKpRNc0FmtOHqYNm3j9pZdQKBS4cPFHp2mzppQ4CmhCAm54UEQuFzhOY5qRab3MjOdmoUaDiWo88EESEtJPHOXdMFBMPgWcqfdWA/CQvTnINuyyHaW4viypogwdblRSSi5X0aJHW6vDn5AG56UUSnw1gZw7d84lsLn4XVBZWcmMmbNo2mUiOnc/APzDW5F+/DM+++wzxo8f36B/cXExBu8I0k+vJzSmJ07ZgVKlI+PcdwCodAb69uqJTqdrsN/DD43kuWkv4xeaSGTCIDLPf8fJ7fMQkgKDu54333iNiRMn3J6LduHid46vny9OW+oN7XZrNd7e3owZMwan08nsF18hrGlfQqLrUsX4hSVRkH6QcU+OZ9g9Q+nSuRMnT55EozUQ2KgDxdknyU87gMVciUprwG4zo1CoKcs+zPOTxwJQVFyCSuvZ4LhCCDR6L0pLS3/7i/+DYrfbeWfuuyhsKprTDgcOMriMB940ow2XOIkCBeJnQXlueFBMHmqhwb82jL+8/wE//PADP+7biwMFoVz3Jvt7ddEIrofqqtEiEOzbcIiO9n6ohJoquZzTHMAoV1ClKUNhkzA5jVjlWnwIpIwico1ZbPpsC0qbmteUrzNs+DCWrVjq8hr+H8MlsLm443zxxRcE+ZXy+Qde9Teg3l11RLXLoLRMZslnFTSNVTNlgjd5BXZ2H3Bgs8v4+SoY2FuPJAlGTy7k80WBDOnnDkBsEzUeBomFSyrYtzGMz76uZtVXdcknATQaDa+88godO3bk0UeGo1LamPOCD0Mey2PmZG+eeNgTWYZPvqikf78epKbl/GI4q4vfjn379jFw6FC0d/VCO/xeTmdmMWDoUL758kv69++PQqXCVlSMOvB6NUNrfgFIgsJlnyG5uWE6l4zTaERoNBjat8VksSApFNiLS1Aa3HFr1RJbaSnGo8dABu+hdyOpVTiqjZRv34H5ShoKTV2SUltRXWioR+eOGNq3xVZUjHnbD0x9aiL9+/dn87p1TH/xRZLXbyQkPJy5b77FY489dqfM58LFfwy73c7Ls/9Ma7rVC2M+BCDJCjK5QiOaEkksQghK5SLOcACbbG3glVZMHjrcqEZRPwaARujwlv04yyHi5Tao0VJMHlmk4EsgAYRRSgGd6EcWKVRRhkH2BAQ63JCRqbCVuaoiuvjdcOjQIbz8IurFNah7mPYISuLbjd/dILD169eXL75ajxAS2Zd+QKHSIUkKYts9iKRQkZuyl0uXLmGz2Rrk8xw1ahRffPElB/a8hyEgHmtNEQoJ/vzn2UybNs2V+9OFi5/wp7Fj+PDDxXgFJ+LuFQpASc4ZbOYyBgwYAMC0adN44YXZ+IYmUl2WiUpjQOvmg9VSw8nzpygoVwMyFRVVGBwnOHbxBzR6XyITBqJQaSlIO8CpHe9hMHiQ0KwJTz9dF2Y4aGA/jr25CP/w1vXPOhZzJeVF6XTu3PmO2ONOYjabSUtLIzg4+B9GeWzYsIHKgmpa073ebr5yEAfZShhROHAgkCgil0Cuew8Wk1dfLVTIsH7terZ/44FdtmPBRI6cRgiNsGMnhbOo0eKBNwBO2UEuV5GRibO3Rinq7qMewptouTllvjkMGzKUzz9bSQGZOHCQzDFknLSgA/6mupeAkdZmfLf2e9YMXsMDD9w8taIsyxiNRlauXMnpk6dJaJHA6NGj8fLy+veN7OKO4RLYXNxxDh3cybCBUgN139NDQe9uegb00vP8qyVER7kxf7GZy6nVDBvoxaC71Jw4U8sjkwpwOsFihYG9Gwpgd/dx45GJBQghCPJXUFnRMA+WzWZj/JOjWfSWgVXr4dCxWlo21zBh9PWb2sSxXny/s5Q1a9b8YkEGF78dU2fNQj9kEO5tW2MrLaM2/Sq1djv3jhzByzNn4XA6KFn1DQGjH0bp5YWtqJjSNd/iPWgA5ouXqTl+Er8R9+PWuiWOqmpK129AUqspWfUN6qAggiZPrKv+BLi1TKTo0xWUrl2PpFLjtFqQ7Q4CnxiLNqoxxqPHKV37LVUHDmHo1AEkCWtuHs7sXEaNqiv01bNnT47u338nTebCxS3jdDo5f/48kiSRkJBw0zet6enpmKpNDYQxgCDCyeNqvbgG4CsC8JC9OcZuYuQWqNGQQzqlFNZVA8WCQ3agENc9OwMIJ51kDrINJw406BBIGKkkmEjKKUYjdHjKviRzjHyygLoqpAaVJ23btaZZs2a/oZVcuPj1eHp6YjVXIctyg9+T3WLE17vuIU6WZY4cOcL58+eJjo7Gx0tLUZmC6NYjuHTkM9r0m4GkuPZg5xfF5YMf06//ABITE/nT2DFERkbywIgHOXT4EEqVOwVpB1Fr3QmIaMncee9x5ux5/vblSpcHtQsX14iNjeXTT5bwxJNPoXP3pdZUhUoJc99+i2nTZ6BSKXnowQdRqVSc2vEOWjdfrOYKtO5+1BpLaN1vOmptXRG1gMZdOLXjXYSkJLHnJBTKuoqgHr6NuXhgCa2Toli4cGF9pdDHHnuMj5Z8wtWTX+AZ1BKbxUheym7atG5DWVkZfn5+v3je/23Mnzef1197A42kpcZq5N5772Xp8k9v8NAF2PnDTjxq/BrcR5VCia8cdK0KqEQIkSRzjFrZhCe+FJFDMXm0pw922UYWqcQ6WpLGeVrQEQmJK5zhMqcRSNeiRSWyuIJCVpFNKhbMqNGgQIlDdmDGiBot7nhQo9WwZvVaOsh3oRd1jh2lciFnOYgPAQ3O078mnM+WfnaDwLZq1SpemvUSqRmpqCQ1fqogDBZvtut3M+f1Nzl4+ADR0dG/hfld3AZcApuLO05gUAQp6XKDNlmWSb1qJfpPnrRO1PPD3hrc3UASMiazhf49vRh1rwEPg8TXG40YjU7OX7LSsvn1ktfnLlmJDFMhyzIrvq7lrn73NDjGnj17CA5w8sAQT5xOmPpyMY+NbFh9FCApXpCdnf3bXLyLf8jZkycJGjoQe1UV+e9/iKFTe4KfnYSjsop5y5ah0uvRNIkid+67CIUSp9WC51198OjWBdOFS3h064J7uzYAKL298H/kIbJffhUUSjx79agX1wB00U0QWg2e3bvh2as7AKbkCxQt+5ywF2dg6NiemlNnqNy9l/LN36NSKGkUGclXP/yAp6fnTc/fhYvfO4cPH2bk8FEYK43IMnj6ePDNuq9p27Ztg36yLGNxWLDTMIzTTA0SihtEuRAac5lTXOUiThzUYMTT4EGOMRVZlknhHLFyIpKQqJXNXOUCMSTiTwgVlFBDNekkY8JIFqnYsXJI3k4tJprRpv5NdR4ZZIgLfLnqyG9vLBcufiUdOnTA4K6hKPMIAZEdEEJQW1NGadYhJixeT01NDf0H3s2FC1cw+DamojiNGmMVce0ewliRg3dgXL24BnXebwb/Zpw8d4mrhUqWL+9NREQY2fmVyEKP3eEkKKozpfkXcPeNIyzhHvbsX8GSJUuYOHEipaWlfP7551y+kkKH9u0YOXIker3+DlrIhYs7w4gRIzh27DiLPlyMT0BjyktzmPTMFIKiOoPs4KOP/ooTFUm9nkLn7ofTaefc3o/wD29VL64BaN18cfMKQ61xrxfXoO636h2SyKFjh+nQsStDhgyia5fOnD13ntGPPozZbOadd9+n1mLDM7AZ2SUK2rRtz7KlnzBgwADefnsuq75eg1KhZMzoh5kyZUq9SPffwNdff83br82jRU1n9MIdu2xj34ZDTJrwNMtWLL2hf3BIMA6NBawN283UYKIKHwLJIwMVajK4jIwTBw5ClY3IsaeSw1Uc2MjiClYsaNGjFhpa0x2n7ERGZg/fEk9bsrmCkSpU1woXWLGwj+9w4kCNFiu16DEQZghCWeBeL64B+IpADLIXpRQSQGh9u0DCfi0P39/55ptveOrxiTQxtSAQCzqnG9HW5nV54cyQVZvCxPGT2L7TVXX0j4qriqiLO864ceNZsdrE7gMmAOx2mfkfluN0giTBuQtmdnwTSPapSPLPRhHor2T05EIAurbX4nDI/N8TXox/vpD0zLpkl6lXrYybUkiX9lqGPlrMlat+TJr0TIPjVldX4+tT92b3gSHuJDXXsHazEYfjutjncMhs2e2kffv2t8MULn6Gf3AQ1vwCqg8cQt88Hu+B/VH5+aFtEoX3E2OwVBtxa9uK8FdfJmjyBPQtmlO1czf5CxdhzcxCG9WowXiSWoXS1xeFhwdOa8PZWpZlcDjQxV3PwaBPiEcXG1OXuw3QRIaji2+GJIOfry+VVZV8sHixS4B18YekvLycAf0G4JUbQitjT1rX9MSQHUC/u/pRXV2NLMvs27ePmTNm8vHHH6OSVKRwBodct1g0yzWkcBYbFmplU/24sixTSBYCQRTxtKQbgYQhTEo6ywPpRH8KyGQ/33Fc3s0htuKGB4EiDElI+IgALJhww4Ou3E03cTedGYAVCz4EECTCEUIghCBUNMZPE8SOHTvulBlduLgBSZLY8v1mHBVnuHLgA66eWMHF/YuYOWMqS5etwNvXn4tppTTr/izhzYfRvOdUlGodsiyj1howG0tuGNNUXYx3UFPCmvalUeuHuXjxEkq1O01a3UdUy/uwmMpQKFTkpx9CoVDhF9mNT5eu4Ny5c8TENmXB4tVsP5jLi68uoHmLJIp/Vg3bhYv/BdatW8fyz1eR1Gca/lG9cToFLfs8T1hcH8Ka9kNjCCU8vn99eLckKf+fvfcOjKra+r8/Z2pmkkySSTLpvRJCJxCaVEE6SFGKICKKqNderl2s2LAgoqJIUUREQKSXAFJDAoQeIL33Nr2d949guHPR93nu7/EC3juf/7LPPnvvsyA5+6y91vriG5TQukf8J6RSGSb9tb9HppYa/IJTSeg5mx/WrmP+gs/ZcaiM9xetYsE77yFVaugy9FniOo8nvN1w4rrfzb1z7qPfLQP5ZvU2vMKHogzqz8dLvmPU6LG/O/dflXfefJcIQ2Kbc0omyIk1p7Jmzffo9fpr+t89626qpeXUi9VA6/6iTCygmXoEJNRRSRKd6csIbmEUiXTGU6VGDLJSRiFadHRnIJEkIiBQQVHb2BJBQg1laNASIkSQxiAEBAII4RZGkUJ3pEjpwWB6C8PoywgUKLGYLEgc10YGywQ5zVzNlnKKDmo9S5k2Y6pLvxefe4lYY3u0go5aKojANVItzBnDnr273eqyf2HcDjY3N5z4+HhWrvqRWY9ZCO2YT1infLbuNvLzilDe+LCBl570o1unVsUttVrCB68GkHncTGGJjdRkJcWldtonKxh7mxfpw4sJ75RP50HF1NWrqWrszG1jX+PAwWw0GtfotP79+3Mws5miEhsSicCmlaFofSWMnVnOkWwTR7JN3HF/A9qAJIYMGXIjTPNfz9OPP4Fxwy+YCwpRXVEK/Q2JSoVnVCTN3/2Ao7ERub8/6pR2iIKAV4/ueHbuhDH3kss9TrMZW3UNnp1SadqdgdNsbrvWciQTBAF5SLDLPTKtL06DAafDQcuRTPSHDiPKZJRXVqAPDWFDYT7d09PdHytu/nJ8//33+DgC0AlhbQ6rICECb4cfa9eu5a5pMxg3fDxr393ExsVbsTmtNFHPATZzVNzFUXahxgsFHmSyh1Ixn2qxjBP8SiN1CAgUc4kj7KCJOnSOcBSCEpWgJo2BOHBgxIASNXqacV5x3ImiSCn5tCcNhdB6cu8hqAkgCC+ujRaVmZWUl5dfV9u5cfM/kZSUxOVLuWxc/z1fLn6H4qICvvhyKWvWbkQUBTw8/XHYWw96BEEgODqdkgu78NHFYzU1Up53ANHpQBRF6srPUF9xFl1kVwCMzZUoPLxJTp+Bxj8ajX80ST3vAkTMhtaC6RKZAovFwr1z5qKNuoXIjhMJje9HTLcZ2GQhvPDiSzfKNG7c3DA+Xfw5AdG3IFd6UV9xDl1kV2SKq6mJDpsJD7VrKYTA8C7UFGdhMTW1tZlaamipL8HptFOam4Hzyu9qQ+UFakpOoItOo+TCTkLj+xHf/S5C4/sR3XkKvmE9sFjtCMI/CAD5hIBESWlFPdGd78BbG4kmIIaYrtPJPn6KQ4cO/fsNc52orKxAjZdLm0JQIhVkvPXWWzz6yGNs2LABu90OQEREBD9tWEdZQC5Zyt38yi/kchIJAkZa8MKHC5ygkAsIgkCoEIXK7kVlWQUhRKHEg5McwIoZHeEUcI6L4ilqxQoui2fI5SQJdACgkAtIkZJMF2SCnFLySKCTizMwhe6UlpdS71nRdtgIYBaN6GWN1KhKuKzMIZ9z5HgeoOeA7kyd6upgKyjKx4dWB64UKQ7sLtcd2JHJZG5hhL8w7hRRNzcFt912GwUFlXz88cfMn/8CUpkX0x/Sk3vZxhMPKFz6KpUSoiNklFXYWL1ej0QCUx+oZHA/NXeM8+anzXriomWYrBom3zGLSZMm4eXldc2c/v7+vPbam/Qb9yIP3q1C6ycgCGryS3yY+2zrx+aEibN58smnkUjcvugbwUPz5lFfX88bb7+FpbgYz46pbddEhwOxvoFpkyfz/Wdf0FzfgDwslOA59+ARF4Px7Hmql61A5ueLd4807I2N1P24Hom3F837DiDV+lI8/y08U5KxVlVjr6kBiRTRbke4UhhatNsxnDyFpn8/Kt9ZiETpQcgjDyH312JvaqZmxSpkfr44Y6NZtHgxr7788o0ylRs3/zJVVVVITdcWQZeaFezbt4/tm3bQydAPqSADW2udtGNkEEUSSjwwy/TUe1ThNDhQi96UU4gVM1Ys6Agjhe5IBAl20cZx9mPCQLlYiAQp/gTjTzC1VGDDigwZv7IFD1GNHRsO7Ej/aYuiJZh8zhIrprRtPJ2ikyZFLX369LkuNnPj5l9BIpG0FTCfNu0uyivriEwZhlzhSVXRMc78uoS4zhNwOCx4+0dTcmEnJ3a+j29gPKUX9lB8dhsyuQJRFGjXa2ZbiprV1Ig2NNXlI10QJPgFt6OpJg9RFKktPMysaaN4//0P6DbC9d0UGJXO92u+IiNjH8XFhaSkpPL2W68zdOjQ62ccN25uAI1NTchV0QBIpDJsFoPLdU+/cArPbMHTJwS1JhhdVDdARCaTcP7XT9CGpGI2G6mvvEBMxzH46OK5eGw1pbm7ESQyZHIPknpMw0PtR135WVL6pNNYcxkv3zBkchUhcX0oPr+TQxufR+nhjUTmgbG5EkSRyJShLk4ViUSKd0ACmZmZ/zHvOI2PD9VVpcSQ0tbWJNZhNBn57v21yCxKvv/6B2JT3mX33l1UVFSwbcs2unXrTnRcFFOnTmXK5KlIy9XE0Voz1iKayGY/nqIPOiEUuU1FFMnECq11WSPFBI6yizhSaRCqqRAKqXAWIiK2pXOWiQXkcx4/ArFh5aKYQwuNeP6TM9CKGdEJDsHBEdkOguzhyCQKalQlzH95PnfNuIvVq1dTU1PDrbfeyoABA65xlMVGx9F4qZYAggkignzO0V5MQxAERFGkWHGRSRMnux1sf2GE/6Sw03+F7t27i1lZWTd6GW5+B4PBwL59+5DJZOzZvYOWmhV88uZV4YGiEhup/YvQeAsEaGXoDU6ydkTy4y96qmvs/LzdgMUqMmKIJ+cvycjKcbJj5z7at2//u/NlZmayfPmXtDQ3MHzEBCZOnOhW3rrJyMnJofctt+A16XbUqSk4TSYMm7fRyUvD7m3bANixYweTpkxBEaRDFMFQUsL4MWP4/qefEB12BKkMiaea4Hn3IfP2pmLREpSREdhqarGWl+M7ajhN23Yi9fLCZ/BAEKBpzz7s9fU47XYkQND99+IRe1Xa21ZdQ/lHi/CfNIH2ZZVkbHfXSwAQBCFbFMXu/3PP/x5uxnfOnj17uGPsFDrq+yK58qHuFB2c8NxP9/SuFO+uIUJwTV04qzpKSEIgVouNWwb0o0+/Ptw/cx497UMQBAGn6GAvP7emUghX68Y0iXUc51cCCMaOnUZqUaCkM31Q400uJ6mmlDhS8UBNOYU0UUdPhrQpkZaIl8nnHD5oiSABEKlUF9Gpbypbtm12b0bd3LRUVlYSFR1Lx4FPom8sprmuCIuhjoaqXCRSGRKZErtFT2BEV6RSBbUVZ7CZW9iyeRN6vZ57Zt9PUu8HUKpb90IFpzZhaCwj9Za5LvOc+fVzJFIFNnMzMZGB7NyxlcioaLoOe8GlTpS+sYyzv35OUs8ZePmF0VR9mbLzv/DTujV/2Yh993vnWm7G986/C1EU2b9/PwcOHCA4OJhJkyah0Whobm5mzZo1lJSU0KNHD44dy+KrVZuJ6jQZs6GWU3s/peOAB1F5BWJsruL0/s/wDYxHExhHU81lmmvz8VAqeO+9txk8aBAbN27kaGYmv/yyFb/QLkjlampKslF56WhpKCa+6yRkMiX5ORswtrSWs5ErvbHbzES2G0JAeGeO71hA2vAXMemruXxiHX5ByciVnrTUFZGc7qo8n5/1NZ988BoTJky4EWb9U2lsbCQkKBSH1Uk4sQQQgp4mLnMGD9T0FAYDrf+WF1RZjJ01kpXLV6GzhaOyeqNX1dOiasBsNNPTPLRt3wJQIRZRRSkdSOcgW+hMXzSCX9v1s2IWZomebgM78/Wyr3n7zQWsXv49gkmGBSOixIldZsduteOJN74EYMWMFz7EXHHUNYq15HCICBLwxZ8maR2lwmVGjx3N0888TVpa2v/KDj/++CP3zpxDrLED3vhxgl+xYiZIEYpR0UJkXAS7Mnbi5+f3Pw/m5obyR+8ddwSbm5sKk8nEqlWryNjzC1r/IMaNm8yce1eiUDQweYyKwhIbL79joG/fgdhsRspKi6mqqcBkFpkz3Yc3FtYTHirjhy9DkEpbP7a+WNnMnHuncuhwzu/O2aNHD3eNtZucTp06sXnjRu576EGKv18Losi48eP5YvHitj5Dhw6lsrSU6TNnsnnzZlT+Wr5ft47guXPwiItBdDpp3ruf6qXfEPbME/gNH0bNyu/wSIwneO691Kz8Hp/BA2nYtAV9ZhZIBDR9e+OV1o2GLdtp3rsfeXBQ23yiKOIwmXAajNiKikhIdCsYuvlrMXDgQLqmd+H0oUx0xkhEoNqziH4D+uDr50eRUH3NPRKZwPw35jNy5EgAFixYQCAhOHHSKNbipDVl4rciwb/xmypoMJEoUOLAwSmO4IEaB3YqKaYnQ1AJrWrQ/gRxSjzMWTKJFVOoo5oCztOJ3rTQyHkhG78AX5594RkeeOABBEHA4XCw4O0FLPp4EfWNDfRO7837H75Hly5d/r2GdOPmnzh+/DjP/v15jh49SlBQMEMGD8A3MIrczOXYbRas5iY02miCY9KprziLzaInKW062tDWqI7ojqPJzVzJocOHmf/qqxQWFfHyS6/gH5KEw27C2FSJRBCozD9EUHRPACoLj9JSX4xMJuXvzz7Nc889h0KhYPDgWzl3KYOw5GGtERJOB0VnNqPSBFGRfxCpTIEushshycN5/oWX/7IONjf/vVitVsaMHc+x7Bw8tYmItiaeeuoZPvvsU+Y9+DAqnwgkSi1LvlxFZLgOlbSFghPf4hXQDp+AGE7u+gCfoEQMjeVEJA8mNL4fACGxvSg6u40wPzPnzp3nhx/W0aVLJ95/7z1efuklpk6bTkFJEbGdxuITmEBTTR4Xji4HUSS+6yT8wzpgt5ooPLMZi7GByvzDNFTmEhjZDZlChbc2ipRe93By9wd0HvwEZRf3UlV4DF1UN0TRSVXBYQSHntGjR99gC/85nD9/Hj+VPzHWVIq4yAVO4IGKaJKo4WqZB0EQCDSF883S5cRZOxAkhLcKAJgjuGDNxiqxuTjXgNaoegxksw8HdjxxLQtkw4pB2kJUdBSrVq3ivrlzGDRkIEs//wqTyYRcKSNr3wmaacCOnUQ6YURPNntxik4CCOEc2STRmWAhEgCtU4dcVFJTWfO/dq4BTJw4EVEUef7ZFzhVeIjIsEimzZxGZGQkSUlJ9OvXz31g+BfHHcHm5qbBYDAweFBvfL3KmDJORmm5k0XLTDzz7HwKCy+zf98OdLog7p/7BOPHjwdAr9eTlBhJgJ+BxQt0PPB0NYsX6OiddrWegt0uEtKxjNNnLhMaGvq/WovD4SAjI4OysjJ69uxJcnLyv+WZ3fxriKJIfX09arX6d+W8P/30U1744H28Z91F8979gIB2zEiX+8vfXYh2/BgEuZyaFd/htFoRTSaUcbH4DBlI07adhPxtnsu4xnPnqfl2DdqxI1vTTZuaqP7qGxwteqQ+GqxkoDq5AAAgAElEQVSl5cQnJBCo03FL71488vDfCA4O5r8VdyTBtdys7xyr1crSpUtZuWwVEonAjHtmMHv2bPbv38/EMZPpYOjdFonWINZw2TuHyuoKPDxa62L+8MMP3Df9AYw2PWq8EXFiRN+q9Cm0Kn2Koshx9tNMPb4EtimPSpCgxgsHdswY6Sm4ftjXiOWcJQsQERCwYydEFY5BaCa9d082bNrQtg6AeXPnsX7lz0QZ2+GBmipKKffKI+v4MRISEnDj5npw5swZevfphy52INqQVEz6GorPrMdsMqAJSMDQWEZkylACwjsBXFEpXIwuqjshsb3bxmmqzcdQuov8vItAa0r3rl278PLyYtiwYRQUFDD9rpmcP38BENHpgnjkbw9y//33uyiEVlZWMmDgYOqbTKi8Q2mquURLSxPefhEERffAbjVSdmk/AeGdaak8TlNTA39F3O+da7lZ3zt/Np988glvvPMZsd1nIpG0Fp+vKTlB8ZmfCWt3G8FXnNCi6KTgxPfMmjaCkOBgduzcQ1hYCO1T2vHs31/CYGgifczrSP9BwddqaiZ7+1tEJN2CShOOsamI5qozHDywH5lMRlpaOrqEWwkM74zZ2EDu4a/xC00lOnVU2xhOp4PsbW8SEtuH8rwDdL31KZe6b9k73qFd+kycTjsXjixHdFiQSaV06NiBVSuXEx/vGkn+V6WsrIyk+CR6mG9tLT1xhSIxFz3NtBeuOqnKxSJyheMMEMe5OJv0YhPHhAy6if1dItROi0dppoFokigljzBiCRdiASgQz1PAebzwwYEDK2YUSjkzZ93NosWfsG3bNkaNGI0aL4y07mV88UeDH974Ucpl6qjCjJFB3O7i3LOJVo7It2O2Xq3p7Oa/B3cEm5ubni+//JJAvzI2LPNr+2M65jYVA29/ieKSKtTqT6+5x8vLizNn85g2bQpjZmTgsNv5I5/xb2M2NDSwZcsW7HY7I0aMIDAw0KVfcXExI4YPRClvJDlezjNP6xkxcixffrkCqfRa1Rg31w9BEPD397+m3WKxsOjTT3l+/quI3t5ITuRgb2pGFR93zf0yf38cLXpMFy/hkZSA6Xwuuofup+rTL2jcasNaXoGtthbD8RxsdXUow0Kx1dYheCipW7seR7MefVY2HnFx+E8YiyCR4GhpoeCjxVSHBHHx4AG+/Oprso4cITo6+jpZxo2b/zcUCgXz5s1j3jxXp/LAgQOZPfcelny6hEBCcMgcNIg1/PTTOhenVteuXdHbmuhKf3yE1sLQhWIuZzlGs9iAD1rKhHyMop7eDEcpeCCKIoVcoJBc1HjhiTeN1OIUnRhpoZT81joniPgRSCehFwAVFFHnVUrG9j3XRKXV1NSwfPly0sxXU0rDicVutvLugnf5YukX/04zunHTxmuvv0lAVB+CrzjLFCoN8WmzyNmzEG1oe1rqi/AP69jWXyKREZ40mIq8Ay4ONofNjNls4YcffmDAgAEEBQUxbdq0tuvt2rUjOyuTyspKRFEkJCTkd9cTHBzMubOn2b17NwUFBVRUVPDeh0tp33dOWw03/9AOHN/5Dknuw0Q3f0GWr/wO/8jebc41gIDwzuTnbMBbG9XWJggSAqJ6s3r1WnIvnOGhhx4CIC8vjzfefBujsQWn3eLiYLPbzUhkSsLbDQfAP6wD5QofZs2ew4H9e9m1azt/e+Rxjvz8Iz4+vgQHByL3i3RZn0QiRe0TgoiITKFyca5ZzS3YLHoUKh+kMiW+fv689dpzjBgxgqCgIP6TCAsL49ahQ8nekUOMuT1yFNRTRaFwgXDx6n7dITqoVZcgsUixO2wuEfF2bPj7+3PBmIXOFIlK9KSaUvQ004NByAUFDYoq8p1nMcv0WEQT1eYKejIET6E1qq1aLOOcJYtV33xL/4G3MH3qXXShLw7snOYoarxQ40UVpRRxkW70x6G0UW2xYMboItJgxoha5Xn9jOjmL4G7crubm4adO37i7skKl5OK9klK4mM8OHbs2B/e5+fnx5Yt26irt/DUM6/w/hITDsdVL9vSb1tITk4iJCSEdevWERcXztpvH+eXn54mMTGKr79e6jLe7HumMGVMC8e2+bNykYbLh4O5dG4bn3++5M9/aDf/Z5xOJ8NGjuSNb5bhO/UO/EaNwHjmHLaKSvQnc1zkzR1GI6aLl2g5komloBC5vxZlZDiqmBg8khIRLVZEh4Oydz7AVl+PMioS08XLtBw+ijIyAmV8LI3btiNarRhOnKTqy2U4DAak3t74jRyGtbwc79vHQpdOvPjqqzfQKm7c/N8QBIEZM+9i1JhReMYo6TOqB+cunL0mfWzt2rVEKOLanGsA0UISGvwo4TL6yGoUAVLiSUUpeLSNHUUSEqTE0o54oQOeaDjNEbLZjwIlOsIREWmhAatoASBYjMSoN+Lpee1m9vLly/gotW3Otd/Q2LUczzrxZ5vHjZs/5PjxE2gCXCNOVF7+CBIJf3QCKAgCVnNL288Ou4Wis9tobtHzxN/fJjomjnfeffd37w0ODiYkJASz2UxTU9Pv9pFIJNx6663cd999nDt/kaCYdBeBBIVKg5dfBCNuu/VffVw3bm48f5iNJbhcczhs2G0mSktLCQoO5cMPP2L2vffRqXM3BIUfEqmMwtObEUVn67BOB4Wnf7kidHCVwIiuHMvMJDgkjObmZg4f+hWHw05DQx3Tp96JsSHfpb/dZkbfUIK+sQyLqYm68rOIohNTSw0XjiwnIKwjdquR4jMb8fdVM2PGjP8459pvfLt6FYMn38Ix5W4OK7fSEFHGh4s+xBDQwHmvY5yTZ3JIuhWJWkJiUiL58rNt+3i7aKdUfYmnnn6S3ft2EdjDmwtkY0SPjjBERIyinmahgWNZmTz13iOk9kkmSpLQ5lwD0AlhqPFCb27huWefw88RiAQpZ8gkgY50FNKJFBLoIvTFlwByhIOYFQa88SWXE9hFGwBW0cIFjtO1u7sMhRtX3BFsbm4aNBo/auquSh6fv2jl69VN5BcZ2bdvH+np6SiVSmw2GyUlJQQGBuLt7e0yxuOPP8mYjG10G3qe4YMknL0oIeesyLbtq/j555+5Z9Y09qzT0aVD64fepXwVfUY/Qv/+A4mLi6OiooLjx0+w6euwtjHVagnPP+rB/I8+Z968B6+PMdz8IUVFRXy8aBEnz5yhW6dOdOrQgZxLF/F99CGEKxGGqsR4St96F7GhkeplK9D06YXDaKRh8zakXl6oEuJAKqVx+y50M6e31lNrbEQ7bhS1a37E99bBeKe31uXT9E6nbsMmWg4fReKhJPSpx1uFFOx26jf+Qs233xN832yk3t44Ta0h4h5dO7NzxXcA1NXV8eHHH7Np2zYcVgsx0TEMHzqU6dOnX/P/142bm4V169Yxa8Y9BFki8XCoOVB0hAFHB3IsO9Ol8G59fT0SW+tpv1k0UU4BJgw4sTNqzEg2btxIWpceOGqULuNLBAlKUYmd1o1qKj04zA660BdfoVW+PpgIzonZFHOJeFoVhM1my+86EWJiYmgy12MXbciEq9EHemkDvTp2u6a/Gzf/LhIS4rlUUYqXX3hbm81iANFJfVkOgiDh4rHvMDSV43TY8A1KoqW+BIupkZO7F6LyDqShKhepVEn34c8hCBKCjY28+ea79O3Tp02V9DcaGxu5f+48Nm7cgCiKJCYm88Xni+nVq9fvri8wwB/HmYvXtEsFG8OGDftzjeHGzXVgxl1TefO9JfjoEtqi2GpLc5DJBJrr8lF4aMg/tZH6K44tpcoXXfwwnn/xZZQqX1IHPolM7kFEqpGcjA85vv0tdGFJNNUW0NLSgM1i4NiW11BrgglPGoRM4Ylc6UVIu9sZf/sECvLz2rIrHnxwHp8t+ZyS8zsIjOyO1dxM4ZnNyJXemJorie86icIzv3Dh6HI0Gh/iYuPIy8vl8pGLTJo0iQUL3vqPzpZRq9UsW76MxUsW09LSQmBgIIIgMHv2bJ588km+/nwZUWISHrVqGvRV1AqVNKlq8ZX7U2etZsLtE3js8cc4dOgQZ06fIVSIxVv0pZYKDrMdiUzg9fmv07FjRzp27Mixo1kUOatba7j9Ax5XEkHLS8sJJJxcjuPESSjRLv0iiSdHcZA599zLl4u+wuGw8yub8RS9MaLHQ67intn3XD8DuvlL4I5gc3PTMOueB3l3sZmyCjs//tLCwNtLUSoEXnvGl327PmbQwF4sWvQJUZFBDOzfhYiIIObNm43FYmkbQ6VSsX3Hr3zw0Q9ogh9j8rT3OHzkBHPuncbc++5kyC3yNucaQEKsginj1axZswZoFVnw8JDyzyKiGm8JJpPputjBzR9z4sQJOnTpwooTxzkTGsSyzKPMnjMHkhPbnGsAglSKun0KUh8fjGfPY/3pZ1o2bELSokdht9OwfReNW7Yj99dSs/Jbyj/4GKfNhiI8DEdjE15prh/kmr69QBDwGz4MRZCudQ6ZDO3YUVgKi7E3NKLPzEKVlAiAo7EJP62W+vp6uvTowaLNv3DmYi55FgsHRTt///wz4pOTyc93PeV04+ZmwGazMXfOAyQbuxHtTCZYiCTJ1A17OSz8YKFL39tuu40mz2oaxFqOsgsrFnwJQImaA/sP0qdnX3JO51BGgUs0abNYjxULXrSqItqxI0fZ5lz7jVCiqKdVia2aUgB27th5zZqDg4OZMGECF1UnMIp6nKKTSrGYCmUhTz3z5J9pHjdu/n957u/PUJWXQW3ZKSoLjlB4Zgt5WSuYPm0ajTWXsduM2Cx6ErrfSUqfexEQMBtq8fAMwKyvp6HqIoIgQSJT0FCZC4BS7Ys2ogdfLv26bR5RFDl//jwDBw3h0PEiOg15lu4jXsWqas9tw0dSWFj4u+ubM2c2dSWZGJur2sapLs7CQ+5kwIAB/27zuHHzpzN37lw6tosi9+Aiis9tpejkamoub2PVim9oKT9Czp4PkMk8SBvxAr3GvE5EuyFcPvETVpuDwKjeyOSt3wVypZouQ55CdFh5/MEpPPfsEyjkHoQl9qfjgIcJjOxKbuYqLmWvISg6DV9dPL66RNauXdu2loCAAL5Z9hXtY5RcPvI5Fw5/jbG5EqfTjm9QIoIgQS5x8tijj7Lwg/fZtnUzzU0NNDbW8+WXn6PVav/oMf+jUKlU6HQ6l6ylVctX0cHWi0gxAZ0QRpKlKzohlCl33cknKxdy5vxplq/8BolEwn333E+MsT0JdCBYiCBV6EEo0cicCl6b/xoHDhwAYPTYUTR6VuO8EpUIYBHN1FNNNMmY7RbKKaKFZgBEnC7rdGBHJpWxcum3hDliCSESOQqUqImQxqLV+f1HKLy6+XNxR7C5uSkQRRFBENAFxZLU5xRSCexZF0a3Tq0vvXuniYyYeplnn3mMh2ZrePrBAOx2mPPkRh57DBYv/gpRFNm3bx87d+7Az0/LrFmzCA0NZdbdd9I5uYzJIzw5m2ttm9NuF9m5z8jlAhN2eTHQGgXh7e3Hph0Gxgzzalvb5ytMjBw1/fobxo0LDz3+GIqhg/Hund7a0KkDpsYG7BWV1/S1VlQg2mx4+fqyf9cu2rdvD8DnX3zBU2+8ju+9s5D5aHBaLNSs+BbBQ4cgkyMCotWK8A8iCk6TGUEiIPN33fgIMhlSL09qVn6HQ69H+8hoHAYD5u07eeSpp/nok08wBgVit9vxSuuOdtTwtnubd+1h3iOPsG3Tpj/fUG7c/B84f/482MFHcK136G8J5ef1m5j/2vy2tkGDBnHLoL5s2bSVBLEjoUJrvZswYrjYmMO5zFzSGMRJDnCCXwkRozGhp5hLaNG1FQuWIMGGBafodCkgbMGMHTunxMM0UkuUmMSWTVt57vnnrln30mVLeSH0BZZ8tgS9UU/nDl3Y8umWtt99N26uB3379uXvzz7Jiy+9gsY/FqWnH0Z9HU3NzUilUpyiQEqf2UgkrVvwuC63YzE1oVT7UGduIixxIF6+YdRXnic3cyU+AXEk97obqVxNc3PrR+ClS5cYf/skioqKsVitpI14qS3lMzC8M5aWCj79dDHvvvvONevr1KkTH3/0AQ//7VG8fUOwWQyoVTK2b9uCTOb+LHDz10OhULB92xb27t3LgQMHCAkJYdKkSfj4+BAQEMDosZOIaHcrVQVHMbbUoNbo0Aa3w9BUTl7OegSJtE10RCKVoVSpGTVqFLcOHU5ct6n46lpTvnWR3ZBIZOSdXI9M4YndZgKpJ/X19QAcOHCAO6dMw2S2I4pOZHIZSlFFUOwAPLwDqS3N4XL298ikEtZu3MePmw7w8N8e4f333mPu3PtvlPluCk6fPo1C8MBb8HVp97eEcOxIFkv+oUxPXV0dRcWF9GaES99QYqhylhKv78y0O6dRWFLImDFj+KznEo7u2UOEGI8dG8VculKmQoKHQonoBLvNhhQp+ZwnXkxFEAScopPLnMFqtdDVPqAtOj5UjOEgW0ntk8irr7/KunXriIyMpE+fPm71TzeA28Hm5ibh8ccfYssv3zL3LgUd4j3Ze9jc5lyD1vokc2d6UVFloajURmr/InasCePL93xI7LOaN998nwfmzuLk8b1MGi0lN0dCx7deYdk3q/lh7XoKj4XT2Ozg9YX1vPq0P0aTyIipZWh9JUSEyVn/00rM5maefvpFamobmPGQkWkTjKQmK/h+vZ7aJh0fff7MDbTQfx+VlZW8+/777MjIICQoiMceeogjvx4gYsHrLv38xoyi7M0FqLJP4Nm1M4gi+uwT2Mor8EhKxFZXx/YdOwgPD8fHx4d3Fi7Ec9QIZD6t9RgkSiUBd0yi5PW3qairQxAE6jdtwX/S7QiCgGi307B5G06bDX3WcVQJV2vrWKuqsTc0QnMLcqUS06rV6EtKmDNnDvffdx/p/fsj65hK/fJviXje9f+PV9/e7Hr+FZxOJxKJO5jYzc2DRqPBbDdf4+yyYsHf18elryAIfPXNV+gCgwh2RLhcCyeObPahFrzoKQ6hmEvkcgJBImB32qmnmsPiDrzwoZEapMjI42zb5tYqWsjjDBYsRBBPCt2ppISAQNcot99QKBS88+47LHhnAQ6Hw+0scHNDsNvtLPzwY5J6zsAvKKm1nppExs8/b8LpsKMNTWlzrv2Gry6B0tzdJKZNxVfXqnjrExiHTK6isuAIFZcPYKzPZeKTr+JwOBg8ZCgKbWfCUjpRXZTlUk8NQOkVzIXcSy5thYWFvPzKfPbsySAgIJCFH7xHZGQkGo2G4uJiJky8g/y8S8TExvPa/Je54447/r2GcuPmT8JqtbJw4UK+XrYSq9XCxAnj2yKmy8vL8fIJImfPR/jo4tH4R9NcV0hDVS4a/xgS06Zwen9reqlcoaaxKhdfHw3h4eEUFeaT3mmOy1y+ukScDivNtQWUXtiNh1KO3TGI8MgYykqLkEqVSGVKQuL6UXZpD+373oeXb2vZGd/AeARBit1qJKrzFAACY2t58qlnGDhwAElJSdfXcDcRWq0Wk814zb7DjInwf3rnq1QqRMTW6DKuphzZsCBDTgAhFDWc57PPPqO0pJTwyDCyNMfIaz6HlkBS6I4vAZwVMvHXBvLs80/z+CNPEOAIpY5K6qnGW/ShnmpsWIlwxriUnpALCiJksTQ0NTBi2EgCZMHoxSZ0YYHsytj5h4Izbv57cO8+3dxwcnJyWPvDCk5n6PDRSDl1zsLO/eVtUW2/0dDkJD5GzreLQ/jsm0YefbGGHT+Eo/GWsWLFCvIv7eP4Tn+UytY/zDMnK5l4711YrXbUKgF/rYLH5/rR47YSPJQwd6Yvj89trSVkNDq5bco2pk07xTMPqrhjbADL1zSTc9ZCTKQMZX0Ivr6+v7t+N38+VVVVdElLwxoXg6J3Dypr65h890zkSiWOlhYk/xBCL1qtgED9xk3UrdsAohNkMpwmM/baOpRdOvPmd9/ywUcfkd6zJwX5eQT0SqPlSCbyIB3K6Cgk3l7gdKJOTcHr7ulUf7mMkvlvogwLxVxQhGi3Iw8NxXD8JIJMimfnTthr62jcsQuvHt2Jtzv4YeUqioqK6NChAzpdaxppaHAweXX1CFIpTpuNf6yqIdrtSGVS92mXm5uO6Oho2rdvT/HJS0TZE9ucXZWeBbz0yCKXvmazmaVLl+J0OnFgR+Ki9mVFemWbIRVkxNCOUjEPpNDDOQhvfKmjikZqqMVOdwaQw2EqKEQtetNMAxKkpDEQL0GDSTRQqS5g0aPXRuX8I4IguJ1rbm4YR44cQZCq8AtKQhRFzh1ahkKlaVUKzT+EqaXmmv1Nc20eTocNn0BXcYSA8E5U5B+i/PI++vZJZ+LEiWRkZGCxS4iM7YPZUEfeiSIcditS2dXfPWNDHh5REXzxxRcMHz4ciURC97SeeOk6EZA4AYuxgWeff425c2bSoUN77n/gYcJSxtI9eTotdQXc/8DfcDicTJ065brZzY2b/1dunzCJ7Jw8AmJuQSVVsHr9PjZv2cqJ41l07tyZ2qp8QuMHEJ40EIDgmHRKLuyhrvwUnj6heGsjOX/oaxRKNRZ9GRvW/4RCocBP64+xuRJPn6sOE0NTOR6e/iT3nE5F/iFq8vfx/geLiEgdT0TXKJpr8rh8fC0V+QeRypRtzrXf0EV2Ie/khrafVV4B+Id1ZvXq73nllZevj8FuQmJjY0ntkErx8Vyi7MkIgoBZNFLhWcA7j73i0tfT05ORI0dxfMtpYi2tB3J20cZlzhBKNA7sGMwGXnlqPt5Gf1poRE+rSEEN5RjRY6AFT9Ebv4ooXnrmFYJ0QfhXhNKOrtRTjQkD4cSS63Ecp9PJlXKxbdiwkneukjTbYKSCDFEUKcq7wF1TZ7Ar49oyFr9HfX09Hy78kM0/b8E/wJ+HH32I0aNH/0kWdXMjcYdNuLnhbN26lYmjPPDRtLofOrRT4KOR8Nk3VwtZ19Y5eOeTOjqnKlm/Rc/ooZ4cOmbmcJYJu13G/n3bmDtT0eZcA+idpiI6Qk7XLqks/bZVnevZv2lZ/HYgNXVO/nbvVYeZWi3hmYdVFORf4O47vIkIk/PC4/4seTeIJe/q2LsvE4fjqgCDm38v777/PrbYGHxuH4sqPg7v9B74zrkHJ2DctAWnrfVN57TaqPtpI0gkaAb0J/TRh/Dq0hnRYkURGoIyOgpzXj76mhpawkPZtGsXErWaho2bMeflU/vdGioXLcFw+gwSlQfqlHY078pA6qNBlRCP5eJlpowdS5eOHXFUViKoVNiq62jYsh3j+QtoJ4zHWlhESEAAUVFRDB48uM25BvDogw9i3XcAVbtkGrftQHReUaYSRfQ7dnP7pEluB5ubm5If16/FI0HkhNc+cr2zyfLYzex5s5g4cWJbH4fDwdDBw/jwlUWoRE8uc7otasAhOrjEGUKIbOtvE62tNdpsgWgEPwRBIEAIJl7ogI4wGqklUognOj6ah16Yy8KPPkAb4MdxYT+HJFvJUuzhhfkvMHjw4OtuDzdu/hmbzcbBgwc5dOgQdrud5uZmfvnlF7KysrDZrdSWnaK66Bg2i57E7nfSVJtHWMIABImMorNbsNvMiE4HlYWZNFblAk7sVoPLHGZDHYhOFHIJ3327EmitRSpTtgrkeHj6ow1J4fzhZbTUF2E21FFybjsVBSc4eOwir7+3jOR27ZkydTqeAe0ITx6Kp08w2pB2xHSbwcIPP+S5518iPGUcfkFJSKVyfHWJhKeO54UX/3s/9t38dcjOzubAwSPEdJuOT0AsXn7hRHWcSEOLg1WrVvHjjz9is5oIjnUV/QiJ69VWh7AVEYlEgugUsVqtOJ1OJky4ncKctZhaaoBW51reyZ8IS+gPQFB0TwyGZsLajcJXF49UKscvOJm4rhORyRTYLHocdqvLvGZDPYhOnI4r+1inHZvNSnV1FXv37uX48eMu9Ur/m1i34Uc07T3IVu/hvCaT4x77eOq5Jxg5cuQ1fb/86gtCuwRyRLGDbHEfv7IZ45XyE0fZhY+opaOxL7FCCp2E3iTRBRs2ejAIGXJ0hJImDCRciKW9IZ3Kqkr0sibqqaaMfCopopJSLE4LtZJKmsWGtrmbxHoq7CVE25KRCq2HeYIgEGFP5OChg9TV1f2Pz9rY2Ej3Lt1Z8e5qOKWmbE8Dd0+ZxRuvv/HnGdTNDcN9xOvmhuPt7c25xqtOBkEQ+P7zEPqNKeWLlWaCdQ6OZJlQqSRs3GrgSLaZ2Y+ZEUWY+kAj8197n927NmO3X/tCstlFHn3iSZ595lGyTjXSozNs2mlHoRD4Z5Eeb08JEolAbb2DAP+rF+sanKjVCnca33Vk1969yHu6Cg3IdYF4BQaQoPIk8/lXUEZFYi0rRx6kQ5WSTMO2HSjCQrAbjXj36on/+DFAqzOrdvUP2A167GYz6tQUAqZMRpBIEJ1Oar5dQ+2q1UhUaio+WoRmwC14J8RjPH8BJBIGDx6MzMODAo0Xnr16ULlkKVJPTwS5nNpVq1EmxHEoP5/Zc+9nxVdfu6y5f//+vPPaazz17DNYHA5KX3sLdWICkopKwvy0LFr44XWzqRs3/wrh4eGcOnuKrKwsKisrSUtLIzg42KXPli1byD11iQ7G3hznVxqp4zDb8RJ9aaQGJ07CiEEURUwYOMcx5ChR4nHNfFJkFAkX8fH35sDWA+h0Orp27oaH3pv2YiJWh5kKZT76lhaX+4qLi1ny2RIu5V6mb/8+zJo1C41G82+1jRs3GRkZTL5jChKZGlEUMRsbsdtt+AZE0lBbjs1qgcJj6BvLkMqUOB02JBI5DruJlN73kJ+zgWNbXgNBQCqVk9qxAyntUtie8SOJaVORyhRYTE0UnNqEf1gnRIeZdimpOJ1OBImC5qY6zJblJHS7g/guEyi7tJ/zh5ehVMixWq0kpE3FP7S19mBQ/BCO7FlIYvepLs+gVPmg8QumsCCPnqmzXK75+Mdw7sDlayLt3Li52cjMzMQ3MMEl7VoQBBSaaB6Y93viHDIAACAASURBVDCiCBKJDIfN3CZmAGC3mZHKFBhbqmmpL6Lb0GeRKz1pqS9iwsTJ+Pj4YHPKcDodnNyzEEEQkEiVRCQPQRfVHQBRdCKKIt7+US5r8gmIxWysRyr3ID9nA3GdxyORyjEb6ig6uxWp3IOzB5fi6RNKdXEWAgJLPs/kmxWrUSoV6AID2PzLRuLjXSNa/9MJCQkh+2QWZ86coaqqiq5du7qolgMYDAZWrFhBxq699Orbi6f//hT33Xs/HjVqkumCAiUnOECUmOTytyuYCC5xCgEJUSSQz/m2a0rBgwB1IMWmiwhIiSUFFZ5UUYLT4UQQIIsMNGjx8FBikDTj76FFVeflsjYJEmQS6f9KFG/JZ0tw1EhItHZuUzjVGgJ58403mffgvGue281fC7fHwM0NZ9KkSfyy08DR4+a2tuYWJw6nkhdf/Qq17yDkCglv/N2fYzsi+WVVGKcyItF4S3jgwee59977mHzH3XzylZUW/VX1l217DFTXCkyZMoXTZy7RJf0ZzpWMYuzE+fj5BbN519WTYlEU+Wy5iQ4de/DsG3osFic2m0hZhY2nXmti5swZ7k3mdSQ0NAR7resJkGi3Y2lsYsTQofi2T0HTpxdSjTeCXN4a5dazO1VfLcd4+iy+w25tu08QBHyHDcF09gJOqxW/kbchXHGWChIJ2tGtwgPaMSOR+fiA3YFnpw4E3jkJz55prNuwgd0ZGUh8fahds671PrkcqUaD6LAj89agSE9j7Q9rKS8vv+ZZ5t5/P9XlFezfsZPlnyzizekz+PGrrzmVnd0m6+7Gzc2IIAikpaUxevRotFotJSUlmM1X/05n7MnAW69FEASkSIkmmRTSCCSUbvSnAz25wAn28BNH2YURA53oTRWl2MWr+RY20UoVJXiLvjS3NDNs8DBCgkLQF5tJtHTGXwgiRIiivTGddxa823Y6fOjQIVJTOrBm4QbOrS/gg+c+oUNKByorrxU9cePmz6K2tpax48YTlDSGhF7zCGs/AZPZSnKfeUhVoah9wukx8mVS+swmbfjzePqGUXhmM6EJ/Si//Cui00Fyz7voMfJl4rtMxOmw8spLL+Lvr8XQWEbm5lfI3v42J3a+R0B4R2I7jSW+250oNHHIvaNoP+AJeox8GalMwbmDS2msvoTVUEb7lGQWf/oxgaEJbc41aHWkKVS+NNcXITqvRuI7HTZaGqsJj4iiub7Q5Rmb64uIjI5173vc3DSIosihQ4dYsWIFOTk5be2RkZGYDdXX9K8tOYGXXxRpI14iKLoHRWe3Ioq/ZRE4KTq9GaXKl1MZHxPbaRxypScAXn4R2GwOvEL7kNznIToMeIwug59EKpPhp4smODa9bY6qvAMoPdSY9TUuczfXFSJIpNgtJhyGYjI3v8LJ3QvJyfiY0Ph+dB70KE67leqiLMITBxGePAQPtRYkSqSqEByqRG4bPvIvGclmsVh45eVXiAyNQucfxL333EtVVdX/fOM/kJqayuDBg69xMjU0NNClY1fefOodzvyUx/qPNjP1jqk0NjSQxkD8hEA8BQ0KPK5RAwUQEREQ0NOMB+qr7aKIRTQjlUnpSj/ChBi0go52QjcCHaH4WYLpx2i0oo4mRwPfrv6WKdOmUq0ocRm/hnKCQ0IICwv756mvYcfWnfiadC5tHoIarTKQ7Ozsf8Vcbm5C3BFsbm44Op2OFSvWMOquKXRJVYEgcOK0ka+Xfcu4ceMICAjg9MmdzJpyNSohPFTO3/+mJefCSQDGjRvHrl1bSLnle8YOU1FRLXAg08T69a2qWFqtlscff6Lt/tTUDkycMIpJox0kxYls3O7EYAll85aNPDjvHkI7bcdutwMgkUiZ/9p/b+HRG8ETD/+N8VOnoIyJQhEc3Cow8MtW0tPT8fPzQ6pWYa2qQhESgs/QwVjy8lHFxaFKSKB62XIEietHgSCVIshliGYLgkLpck2iVILDiVe3LqiSEyl9/W00/Xoj8/XFO70HWz9chKdKhXFXBtpxo1CEBGM8d4HGLdvxiI9D6u1F47adIJNy9uxZQkNDr3kelUpFeno66enp11xz4+ZmRhRF3n7rbd5+awE4wYmTRx97hFfnv0pIaAgODxtYwJcALnEKGxYEJAQTgS8ByJHTnjTOcJRIEvARtOjEMDLZTZgYi4hIKXmEEIWAgNlixK84gkYM6AhvO9kFUAoqtMpAjh07xrBhw7hn5myiDSkECVf6maLJs53mlZdfZcnnn90wm7n5z2bNmjX46JLw1SUCUF2cRXB0OmpvHdVFWbTvOweJ9ErakERKbMcxZO94m8iU4fiHduT4jgVoAuNw2EwYmioYP24cI0aMYOq0GVitZpQeGmw2E92HP4dMflXNOig6jfOHv6H88gECI7oQ13kCWVvnIzed5LF505k37wHWrVuHRHK1GLcoilTmH8JsqKfsYgYVeQcJTxyILiqN8tyt9OvXj2lT7+ThR55ASL0djX80LXVFlJ5dz4fvL7i+hnXj5g+or69n6LARFBSW4OUXQWNNPr3Se7Bh/Y8MGzYMlcJJ+aUMgmP7IUgk1JScwGyoIzl9BhKpjMiU28g9uoLs7W+j1oRgN1Xjr/UhJjGciqYkdJFXMyaa6wqRKTwJikpra/Pw0hIc1x9L3SlO7X4PT/9Y9PUlWE31jBs7mu271hLVcSLe2kiaawvIO7GO6PYjKTq7hV7paWSfLiQwZhBqTVBbrcSg6B401Ra01YULiu7ByV3v01B5gdhOY8nPyubIkSP06uWa2vqPiKLI/v372b9/PzqdjsmTJ9/wyKfxY24n59ezhJsSkCJjz6qD9NzZk7MXzuLp6fl/GnvB2wuwlDlJsnSjmjKKbZcw2AxIkVJOIRFiPIIgEEQ4BVzAVwxsE0woJR81/x975xkeRbX/8c9s3+ymbHoPhDQIiZDQQSCUgBRFUIjXK2AFFXvFdu0Vu4CgoGJFUarSawJICTUEEtJ779vL/F+sdzEXbH9BRffzPLxgctqcZOac+Z5f0WDGSBG5xOLMGiuKIuXS03j5eSFrkaOxdLaADyKCQk4gF+ROyzaLlkcffoxtO7eyZvUa8hqy0ep9MSsM1Msr+fajdb/qYCI0PJRKyXH4kYYqiiIdtrazvAXcXHy4BTY3fwkmTJhAWVkNW7duRRRFRo0a5XoRWywWIsO9z3ph+ftJaDvs9IkXBIH5899j9uw72bJlC/19ffno8yt/0lVo2LBhHDl6ig8+WEJeVRk3zk7jqquuQqlU0qt3X0oKd/HJfB+6dVFw9ISZjFlP4e8fxLXXXnthJ8INACNHjuTlp5/hwblzkXt7YWxqZtCgQXz56ad0dHTw0GOPYfPUIvfzpXb+ItQ9umNrbsZaW4egVNK2Yxc+Y9Nd7bVu24nHJcnYGptoy9yNbswo18/asvagTuwOgFSjQRXTDVNxCdrevbC3tiH196OjvoGQO25FGREOgOKHxc9SXonusnR80kdS/eZ8Dh48yOjRo3Hj5u/CwoULee35N+ipH4CH4IlR1LP4jSVotFpmzpzBs089S43oSzmniSSWCLphx8ZpcsjjCAICx9iLRJDQIjZgF2OI4xKaCaGWCmqpIJZk/AlhLxsZxFgUgpIasRwjHa5xWEQzTdTRYmpEp9NRV1dHeXkZA0nsNN4gayTr1qwDt8Dm5gJRX1+P3SHBYupAodLSWl/o+kC328wuS5j/IlOocdhtHPzuKaRSKSmpqXioldjtdm6//UWuueYaHnnkEcwWKxKJDLU2AEtDIcL/ZBo1G1sRRQcdLeVU5G0hYcBMdH7BLH1/MSkpKQCMHTuWW2+7ncCYRlQaP+pKD1BdtIekobPReIdiaKvl5PcfUpm3mUlXXsmS9xfj6emJw+Hgif88Rc6uQiKjonntleeZMWP6HzOhbtz8ArfeNoe6NjkJl96NIAiEOewcO/w5Tz/9DM8//xw7tm/l39fN4OCmZ5FIpIRHhCM67MgVThc+mVxFj8E309ZYQs6uBaxfv56qqiry8vJ4b8nHWExDaKrORd9ajdXcgVSqOGsMSrU39W3tKNReyBVaIrqPRq7wYOPmFYQG+3Fy7wfYLEbUnoFEJV5GQERvzKYWNm/diULlSbRv5yzbJkMLCvWZbxSZXIV/RG9qi/dhs+hRefj8bCwvq9XKpCun8P2+bDT+CYiWNh56aC7r13/7s6LcheTw4cPszdpLijHNJWx1s/UkrzmbTz75hFmzZv2u9ld9vZpAczgNVJPPURLpi44A2mkhlwMAP+xDYqgWStgr2YgWL0yiAb3YjgQp2ezEgYN84QhVqgJsDiuxcXF8uOhTRo9IxyHakQhnwgQZ0aP4UVgLL3QcyN1GTU0Nx3KOsmzZMjJ3ZBIdE82s2bMIDg5m/fr1tLe3k5aWRkBAwDnv5Y675pC+egw6QwCegg8O0UGZLI/omGh69uz5u+bJzZ+PcDGan54P+vTpIx48ePDPHoabX0F7eztRUcHsXhNAfIxz0XM4RMZe00zGdS9y0003nbe+HA4HoSG+bFvhQ0LsmQV28049j77sycHsU+etLzdnI4oiu3fvZsPGjeh8fLjyyitpaWkhMDCQ8PBwV7m358/nrnvvQebnR+jdc5ConItf+4FsGr78GkEUUURGoI6PxXS6EHt7OyFzZmNtaKJm/ruoE+JQx8dhzC/AXFZOyB23Ivf3QxRFKl9+Db8pk1CEhFC76D3UyUm0bd9J1HNPdRqrpbaO2sVLiXj8YQD0R48TW1JG1tZtlJeX8/Bjj7F+wwY0Wg2zbriRhx58ELlczj8BQRCyRVHs82eP46/ExbrmRIV3IbCyKz6Cv+tah9hKge4I9U117Ny5k8snXI6yQ8slwiBXGVEU2SNswCaxYLc78EKHAzsGOkiiP974kccRTBhIFYbRLNZTQA59BedpfpvYzBF204vBtNJEITl44YtdYkXmJfDFV18wYfxEBlrGIhPOCBHNYj3t0TXkFbrf1W7OP5s2beK66dfT1NyCKDrQ+kTQ1liCh1cQycPnkH/gM7Q+4S6rFIDqor3UluwjOMCTyZMm8sZb7yBXeuOpC0PfXEKf1F5kZmbiHRCLd0AMzTUnaW8qJTCqH12TxiNIpFiMbeRkLcJmMRDd60rsFiMV+duRClZKS4pYvnw5K1etxUfnQ2hwEEs/+AjfsN7UlGQT1+9avP2jXePpaK6gKHsZFeUlZx1COhyOizberHvdOZuLdd35MVarFa2nF71Gz0WuOOPWp2+tpvrEcmqqK1zXGhoasFgshIaG4uXliyj3QqHU4B0QQ2BUX+rKsmmv3odB34FfSAIOh53a8twf4qh1RRcUT2tDIS21ecT3n45vcALgdCnNyVxMe2MJKWMeQuVxxkqssfI4pw99hbd/NAkDpiMIZ56f8lNbsZjaqC/Lpmvy5QRG9UUQBPQtVRzPXEjysNvx8DpjrVRwaAV1Zdl06TmeqvxNVFaU/2QokcWLF/P406/Rre9MV/y5xqocOip3UFpS9Kc8x0uXLuXZO1+imyG50/VysZBBM3qz9MMlv6v9Pr37YjuioIQ8oogjUDjjitkhtnKITIYwjgaqOSU7hOgQ8XToMKHHhBEJUpQoEZBgoAMZcjQeGjx1WlatXcn99zxA8d5Kulq6IxGk6MV2DpNJd1LxE4IAqBALqaSIjBunsvj9xZ3Gd+DAAcaPHY/cpkQmKmiw1PD0c89w3333nvN+li1bxl1z7kIhqDBaDfRM6snXq1YQEhJyzvJu/nr81LrjtmBz84dhtVopKCjAz8+vU6bFX8LT05OXX36dEVfdx+0z1QQHCXz6tQ1ksVx33XXndYwGg4HWNj3xMZ1PHHolKikuqfiJWm7OBw6Hg2uuu44N27cjTUpEajDwxNNPs/zTT12n8//ljttv55XXX8c0qL9LXAPQ9kmhec06VIk9MOXlY6mownNQfzTJSQgyGe0HshElAoZTeVhqarG1tBJ040ynuOZw0Lp9J7bGRpo3bMZaUYkythv6o8dxmMzY2tqQ/ehjxFpdg0zn7fq/aLdjMZtpamqi78CBWBO7o5l1Iw69nte++JwjOcdZ8fkXF3we3bg5n9TUVRNNr07XNHjR2NyA3W5n2LBhTJlyFXs+OtSpjCAIeIhetNjr6cdItILz2WkW6zlMJiCgQIFK5kGHrRUBCXrasIt2pIIUL0FHnJhMNjsREOjPKNSCBkRoaKkm4+oMhg8bxukdeXS19kAQBOyijUqPQu6/9e4/anrc/IPIy8tjylXTiEq+mpjAWESHjbKTm9C3VqFQeXJ025v4h/eiMn8HhrZqfILiaWsopqHyKFpdBPVNRl597Q2Cuw6ia/IEwJlB8PtNLxMWN4KIBGd23NCYIRxY/xyt9ac5uOEFVFo/9K3VKNXeiAjUl2XT2lAMosjsO24lfew4qusMeAX3oqi+g82bP+eWm29ErVbzwou70PqEd7oPjU8o7W3N9EhM4uCBfZ3ckS5Wcc3N3xebzYbD4XC5Vv4XmVyNyWjodM3f33kQ9O6iRTgQCQhLQumho77sEBX523HYzCjkcrpfejtqrXOfbzQtQ+XhQ9dkZ2Ks0JghVBVkkb//U8LihqNQeVJXlo0oikikik7iGoDGJwypVE5rQxEmfRNqrXMMNquRutIDBEb1RRRFynI3UJ63FalUgcXQhIDT4vW/dLRUUl9+CEGQ0FyTi0LlxeBLh7F543oiIjpbvwEs+/gzfCMGdEru4BuSSF3BZo4dO0avXr3OqnOhiY6OpkPSelZyFItaT1xC7O9uf/bts3j07icw6NvxprPwqBW8sYoWtrMKtUqN2u5BL8elyAUFoihSSj5VlDCAdARBoFVs4ghZdDf0pc3QTPrIdL5Z/Q0TL7ucMksBClGJGRNSZAgIWEQzDVRTSC5RxFKQX9ipf6vVyvjLJhDSFOMS/iJFA08/8QxDhgymf//+Z93P9OnTmTZtGjk5Oeh0OqKjo88q4+bixC2wuflD+OSTj3nwgbvQeIg0NJoYNWoE7y5axpdfLufTTxZhNBoZP+Fq7rvvQby9vc+qf9NNt9C7dyoffLCIU2UNzLz5CjIyMlAqlefo7f+PRqMhMiKYzO9NDB14JvbJxh0GevdKOq99uenMypUr2bR3D7p770SicFp6yfumcu2M6dRWVqFSdc482KHXI1d03nAJgoAgk6MMDMAztTd1H36MMiIcU0ERhpOnaN/zPT4j0/DokUDNe0tBFKlf9glSTy8cRiOiw4Fod6BJ7okjJpq23XvxnzoFw4mTNHy6nIBrM5B6eWKprKJx1Vr8plwBgMNioXXrdo41NfP0M89gjwjHe/xYZ+DU9nZkKb35dtUa8vPziYuL+2Mm1I2b80BSYjINR2oI5swGv5Ea4mLikf6Qijm1bwprP1pPBGcynomiSCuNBBPpEtcAdEIAPqI/ClSoJB4QZuJg6Q4EBBQoyWE/3cXeyFEiRQaIRBDrFNd+wF8IocpcxHUzrmNezTyOFO/CU/CmwVbLxAkTuOvuuy78xLj5x7Fgwbv4RfTBJ8j5DhekcqISL6O+7BB+YUmU5qzH0F6DLjgBQSqjueYUgiBBKlVh1jdzyYg7Kc1ZT3NNLs21p1CovNDowjEZWpDJ1dhtFpeIENcng9w9S/D0jULpocNqNuCwW0kZ/QByhZrWhhJOff8Byz7+DKPJRmzfa/HUOZ9R3+BE3l30FmWlxaxd9x0tdfn4hZ5xOWqpO42HdwhSTTSPPfYE7/+PFYYbN38l1Go1ffr0o670AMFdz7g+1pfuY/z4CWeV1+v1PPDAQ8QNuAUPT+dhvl9oEvn7l9EzNoC8sg4aq3Jw2KzoQrrT3lhM1+Q7XfWNHQ0Y2pyJcurLDqH00BHUpR9+YUlkb3iBjpZKtD5nLKda6vLR6sLxDUnk2I53CIjojUQqp6H8MLqQRKoKd5M45GY8faPoaKnAbjPTWLoHY1sFJ7Lex8M7BAFobypDpfUnedjtyBRqRFGk6rQzW/HePVln3acgCPAX80IbOnQoQeEBFBfkEmmNQ4KUGqGMFnk9N9xww+9u/4YbbmD/9wf4cOmHtIj1BP1oX9ImNiNHQSBh1JjKiKYncsH5PhUEgSgxjnJOY6QDDzzxFnwJFiOpoYxooQfNtmomTricEGNXfAnCioVqyqikkHyOYMKIF75cwkCqpaVcOnxIp7Ft374dmVXeyapOJXgQZIpkyXtLzimwASiVSlJTU8/5MzcXL26Bzc0FJzMzk4cevI01H+lISVahNzh44Kn9DOifRJCfiUfuUuOplbDo40WMSFvJ7j2HzhJTAFJTU0lNvbAbQUEQeOrpl5l+xyzmPWmj7yUqtu02MPc5PSu+dgf8vZB8snw5sv59XeIagKpLFNbAQHbt2kV6enqn8obWVoTMLDx69nBlBTUWON1BzVXVeI8YTsjts2nL3I3hVB7m8nIEiRSf9JEIEgmRTz5GR/ZhGtd8i7WxEYlahSalF+17vqd53Xpnm1IJrZu34jftKjq+P0D5sy8iyGQgCDhMJtp378V4Kh9DTi7q+FgU/fqw/Jtv4NJB2JqaqX3/A0SbDZm/H2azifsefJA1K1e6M7O5uWh45bWXuWLCJOwGGz7400oT5eo8Pn/jM1eZwYMH00QdBWIOEcRgx0YRJ5Ahc8UusYoWLJhRo0GJmloqUIpqZI0S+jAcreCNXbSxh43sZj0goEaDDAUKzj5IsZucrmyHjh5i3759lJSUkJqaSmzs7z8ld+PmXJSUlqHw6GzdLggSPLwCaao8iiAIxPXJ6OQi1lh5nOaaUzgcFqoKMmmoPEZItyF4B0RTkP0lNouBiO6jaa49RWX+dhIvnYVa649S44sogs1QQ3xXPw5VtdBn3BNIpXI6WirJ2/chId0G4xMQS3tzGSf3LCGu77X4BMai9PDBN7ArWVlZvPzS81w19Rocdite/tG0N5ZQfGwN0b2uxMMziLXrPv6jp9GNm9/M4kULGDosDYu+BoUmBHNrCXZTLS+99MFZZbOzs9F6B7rENXDu7f0j+pBzYj3NzS0ERKQglas49f0yRIcDu9WZHVvfWsOJrHcJ6jqQHoNuoL25gsr8bYQoBjvFcrmak3uW0q33VWi8Q2iuzaP0xHp6DLoRT99IvPyjqSs9QGX+DnoMmYVEIqG1Lh8vvy4ALhHcYbPSVFdMctqdGNtrndlNC3cT2m0IMoXaNeaQmGEc2/IC5eXlZ1mxzZh+LY/+5xV0wd1dSVWaqnLQeChITu7sovlHIZFI2LpjKzddfzObNm8AICkxie0fbv9Nnks/RUtLC9OumUrXbl149snnECwSfAmkjWZOcYhoehAuRNMo1iDn7AN4mSjHhs11TYUaE0bn2C0yRBF0jkBUqPEQtFSJJXjhi4iDJPqjRE01pdTYy5g6bSplZWU0NTXRvXt39Hr9WX0CSB0y2lrbfve9u7m4cAtsbi44Cxe8yiN3epCS7PzQ0nhIeP1pbwITi1n9QTgJsc6Pp0F9VYz9Vz3Lly9nxowZf9p4MzKuwdPTi3mvPMl9TxaTnNyTlaueY/DgwX/amP4JSKVSRLvlrOuiw+GylPkxgSEh1FksVL32Fprel2BrakZ/6AgyiQTz8RM0rf0Obb8+aHolY/pmNarYGCwlpa4TP0EqRR0bg2CzEfn8U0iUSho+/8q5Ecu4Ck3vXiCKtH+/n9rFSwl/9GG80oZS+dKr+GVcTeMXKzCdLkRSUYkmpTe+kyZia2qiedtO1FU11H+/H02vS/AePcLpvqbXs3PBYr766iumTp16wefTjZvzQVpaGhs2r+fJx5/iRE4OcfFxzH96NbGxsSxe7AyQvmvHLtR40Egt5RQgRUowkQQTQSWFGMV2GnBueO3YsGNHhgyzaMTcASqc1mlSQUaoGIURI/Fcggw5O1lDFSWEidGuoMkm0UAzDaSmpiIIgjtDr5s/hGFDh5A9/xOIPBOywGYxYu6oITk5mezsUqoL9xAa47RssFlNlOdto2vyRLS6CI7vWkBozKVEJIyi6OgqvANi6NZ7iuvApSJvO8VHV9N90PWU5qxHoVCwc+cO9Ho946+YhlTqPHwqy91IRPd0QqKdMQ+9/Lui0vhRkvMdvUbchSiKtLc2MGv2rTQ2NBAaFk7hkW+QSOSoPQOJSbkaXXAC7U1lqNUe/BQOh4Pt27eTk5NDXFwc6enp51yL3bi50CQlJZF3KpclS5ZwIvcU/fpOZ8aMGef0eNHpdBj1zoQgPxa7TR31tDQ3kzz8Dlfcs/D4NA5veY2CQytIHnYb5ac2ExY3grDYoYDz2fLwDOD0oS8RBClanzD8wpIpyVmH2dCM0kOHh2cQmh8s2lQaP2xWE1K5mtMHPsVmNSKTK88ai81qxMvTk7b60wT/8BxX5u9A9j8JUiQSKXaHyPz584mNjeWKK65wucHOnDmTNWu/JSvrLbQBCYiWVtqbitm4Yf2f6uodGBjImm9XYzAYsFqtZ/2O7HY7drsdheJsMeqnEEWRJ//zFPNemYev0p92aysRURHorfUcL9mHBk+60p0QIQoAXwIppwBfMdD1fm0RG7BhQ4tzPA7RQQ0VRNMds2iixlKOXXRwhCzs2IgWe6CnjWh6YEJPIbnYsKAjEJ3Gl39fcx0FpwtQyz2wChaee+FZGiy1hIsdeAhaVx/NmhomX/3Q+ZhaNxcRboHtH0JJSQllZWX07NkTX1/fP7Tvqqpy4iZ3Du6uVEqICJPR2n7GvFkQBK5IF9izZ/ufKrABjB8/nvHjx/+pY/inMeNf/2LL7bfh6JPiiqtmzD+No6mZSy+9FICCggJee/MNDh/PISIslNbKShSDB2GprEKq8cCzaxTXjRrNHbfdznXXX8/hN9/BIYLdaESi0SAPCKB97z68hjg3NJbqamSBAUiUSiwNDbQfPIjUQ0PztxsxFRShiovBePIU2B3Uvv8BmtReSL29afxiBX5XEa6b5gAAIABJREFUXo6mVzLW+gYav15F89rvUHbtQnBICDXZh7DY7QTfPsu1uEs1GlQj03jtnbedrsiRkSQlud2O3fz1GTRoEJu2bgTAbDYzZvQYMjOz8CUAUeJ0BQ0iknoqCSEKP4Joo5lS8pAgwY6DIYxDJshpF1s4TBY2rAxkDPnCYU6I+7kE5zMZSRz72EKucJAgMRwZcqTIOMB2QsUobFgppxC5XEaXLl0uyP06HA5Wr17NN19/gkQi5eqp0xk/frzb8vQfzk033chbb79D2fFV6MJSsVo6aCjawfUzZzJ//ttkZWVx9dQMTjfkYBNVtDUWowtKICAyxWUh4xvidNVsrMqh55BZnf6mQmKGUHZyI0e3vExwkB9HC/MJDQ3FZDIhFc0u17S2xhJiUzsf0sgVGoxtteQf/AKJREZHWyMRA2+ga/8IWutOI635ksCo3kQmTkAQBBx2G7WF27hj1rndtlpbWxkxMp2yiho0Pl0wtlfi661i545t58USxY2b30pgYCBz584FoLKykv3799OtW7ez4lb17NmTyIgwqgt2ERIzFEGQYNI3UVuciX9ofKekAjK5muDogdQV7eLgxhewW810TZrYqT2foHhsFiPdB87EJzAOQRAIjEzhRNZ7yFVabBYThza9hFYXSUdTKXa7BYfdDgioNDqkooXjuxbiH5ZMYFQfEEWaynbz4P138+xzL+CwW/EOiEWu8qK6aA9efl1d74XCwyuxmI188PlmlIqt3HX3vSz76AMmT56MTCZj9apv2L17N7t27SIwMJCrr776nKLjn4GHR2fxvrm5mTm3zuHrb77GZrcxaMAgFi5eSGJi4k+0cIZvvvmG+a8tINU0HKVZjUN0UFJykuCUIKqqquhrGYH0R5k/NXhTSwXZ7CBEjEJPO1UUI0FGNaVIRRll5ANgwcxB2TZ0jgC6i32QCwo6xDaOshs1GlpooJuQSBjOvzOraGGPYT1eJ/3pZxuNxCyhXWxh7gOPcOvtt/LewvcJNEcgtctp0daQ3D+JyZMnn8eZ/f8hiiKrV6/m6xUfIwgCV109nYkTJ7r3NRcIt8D2N6etrY1pV00jK3M3XkofWsxNzJlzOy++/OIf9lANGJjG6g3LGHnpmZdtSbmVknIrifGdTzBOFQiERXX5Xf2JokhVVRVyudy9EbyImDBhAtPWr+fTl15DlZSIRG/AWFDImm++QaFQkJ2dTdro0Sj690GWEIOtuBRTbR3mVWvxDA1BX1PL5ZdfzryXXkapVLJv924AGhsbuXzyZPYdOICg8aD5uw3ojx5HERpCx6EjOIxGql57C2tdPfKAAPyuvAKplyft+w/S8OlydOPH4jNqBIYTuTStWInUywvvkcPxHNAPAGVEOEE3zKD8uZcQDmRzRUYGQ4cO5Ya77kT4n9N+qVbDwexD3PDoXAxVNfRMSODbVav+cNHbjZv/L5OvmMzuzD0MJN2VdKBFbOAwmfRlJMfZSyuN+OBPLwZzlD0k0geZ4Dxk8RR8iBGTKCYXteBBvNibPWygQizCB39ahAZkKglTr7+SkqJSAs0DOLTnCCHmKNppcbah9GLmbdf9phPwX4soitx44785fHA9s6crsDtEHrp/Mxs3TuXttxed9/7cXDx4eXlxYP/3vPDiS6xZ8y1eXp48/8xcV2yhIUOGUFxUQFraSPbt34fGO4yWujzy9n+KaLchk6sxttei8Q5GQHC6hf0Y0en2vGbVl6Slpbn2aCqVinffXcDNs27DP6IvUpkSk74RudJpJVGRv4PqwizCE0Yik6upKsxC4x2Kl38XBEGCb0gPLD0uo6ZgC4bmQrQ+YTTXFjByZBoPPvjAOe/14bmPUNsiIW7QHARBQBRFKk5+x22338GKr5ZfuEl24+ZnsNls3DJrNsuXf4kuIJKWxgpGpKXxxeefugQdQRBYu2Yl48Zfzsldr6PS+NDaWMmUyZPYnnXsrDYFoH//fpzIr6S9pQGTvhGlh4/r5xZTG4IgwTsgptN3k8Y7lIbyfXh6+YNoR99SQXSvyeiCE7DbTORkLsbYXkdIdD/UXqE0VZ2g4tQWZFKBW2bN4oEHHmD06NFMmDiJE/nbkSk0WExt5O5+H/+IXrQ1FNNYdZyU9IdQqp2imW9kJdNnXE9aWho6nQ5BEBgyZAhDhgz539v6SyGKIukj02k40UZ/azpSZFTvLWHo4KHkFeS5rPLOhd1u58nHnyJUH41ScLrPSgQJUdYE9h/dTL9+fcnLOky82BupIKVDbKWUU9ixY1LoUSVAyalKuli644EntZRhx44cBXppG+HD/CjKdJDgSHXFbNMKXsSISZwWjtImNKN2aAgiAhN6ClTHkFpldLF1d1nVewo+hBi7UFFWyfbMbSx5bwktLa1cOeURJk2ahEz258stt9wyg/1713HrDDmiCI8+vJX1669k4cKlf/bQ/pb8+b9xNxeUm2+8hZO7CulnHoXELMUsmvhg4UfEJcRx4403/iFjuOuu++jfbxkKeQtXX66iuMzKU/MM+Hj7sOCDdu6Z5YVMBus261m+2sDhIzf9v/s6ePAgs2ddR2lpGTabg5SUXry/5DO6du16Hu/IzYVAEAQWLVjAnFtvZfPmzXh7ezNlyhR8fJwbnTvuvRflmFF4DvwhUGiP7qDzoVtFNW+88gpdunQ5Z2rra6ZPJ08QCbrzNtp378FSU4upuARTYRHKrlFYKqpQJcRjra8n5M7bkXo4F3C/KybgaO9AtFhRRkWijIpEkMtp2bIddWxMpz6kXp5IPTywGwwkJCSQkZHB3fffj6m4BFXXLoBzg9G+ey/awQPRTLgMD4eD06vXMfPmm1nz9dcXbF7duDlf1NTUsHnLFsLp1inpgI/gj5eoo0Q4hVSUE0NPfIVAOsQ2lKhd4tp/0eD5QwIDUKDCgYOOkHr0NJCUnMRHTy+kXz+ngC2KIq/Oe5Vnn34WKTJMNhPXXz+TF1564YLc4969e9m141uObg3Aw8O5eb52sp3EYZ9xyy1z3Fan/3ACAgJ47dV5vPbqvHP+/LXXXqeovJF+459EJlfhsFvJP/gFLQ2FxKZcTUnOd6g9A/ELv4SKvG3E9pnmch2rOr0TTy8fbrzxFiory1AoVVyTcQ3z5r1MRkYGPXv2ZMHCd3kvfyeFh1fSY/ANTuErbyu9R93v+ggP6tKPYzveorkmD9+Q7gD4Bnenvmgra1d9SXFxMb169fpZy5EvvlhOt343uwQFQRAIjkljzZrnsdvtbldRN38Kr7wyj283ZpE04kHX85V97Gvuvuc+Fi9a6CoXFRVFzvEjHDlyhMbGRvr27YsgCISGRdDRXIFW58ysazV30FKVzZU3P0LmfQ/gF5pM8fG1dB94PUq1NzarkZKj3yCRdl7DHA47DZVHiYyMRKP1IvdEI1GJ413Pm0yuRnTYiUm5moAIZzbPoKi+FB1dTYS/nTdefxWAY8eOYRMV9LnsMSQSGaf2fYxEKqe1rgCTvoGQ6EGu5xpA6xOGLjCGtWvXMn369As61+eTvXv3Uny6lF6Woa53SjjdMFn0LFmyhIceOrcLZUNDA8OGDKcwv5AkOoeBkApSVHI1z7/0PNOmZLCrZg0yUYEVCzIUpHApNaoSnnr2SbRaLVeMn0SUsTvx9KadZko8cnn7jbcYNXoUvRJ7o7B1jvWqwROVRsXKtd8w98FH2Jm9Gh9PH8ZPHM/WtTuQtHV2w1WJGirLK0lJSSFlYQp/Jfbv38+WTas5tj0AzQ/7mn9NdpA0fAWHb7mD3r17/8kj/Pvhzsf9N6O0tJS5D89l6pRpzJs3jzVrVtPF3B3JD6azSkFFmD6Wt157+w8bU0hICHu/P4xdeRW3P6pk2cpuvDTvI/Z+f5iNWVGE9aokqk8NDz8vZ8XX6wgPD//lRs9BQ0MD48eN4q4bmqk+Fkr1sXDGDCliTPpQrFbreb4rNxeKpKQk7r33Xm688UaXuCaKIvt270aT2nnR0qb2JnvfPgYOHHhOca26uprMzEysMhk177yLaLEiUSgRpBJQKjEXlSAPDEAVFYkyMsIlrv0Xj57dMZeVu/6vuSQZ0eHAWFDUqZxdr8dhNKKOiiQ4OBiZTMb7775L24ef0LZ+E+37D1K38D3MlVX4jBwOgCCRoL0snU0bNtDa2no+ps6NmwtKcXExCqnSJY6JoohBbEcvtiMV5IQk+2GSdlBKHjnifgrIwYIZvdg5wG89VfjgB0At5Wjwwthq4s35b/DthnUucQ2cH/b3P3A/tQ217D+yj9r6Gt5Z8A5yeecPnvPFxo0bmTpR7hLXALw8pUwep2bjxo0XpE83fx8WLFxESNxYZHJnmAOJVE7X5MsRHTb8wpIIj0/jRNZ7NFQcpan6BIc2vUzR0dUc3fYm1UV78e+Shk3VFVGQo9bF8sVXa0nt0w+bzUbPnj3JmDYV34AwfILiOLR5Hsd2vIOnb5dOH+ESqYyAyFSaa0+5rrU1lRAbF8+gQYO49tprf9Ety2azIQidRTSJRIrDbkf8i2UudPPPYcHCdwmOG9Pp+QpLGMcnH3+M3W7vVFYQBHr37s2oUaPw9vbGy8uLTz7+iIIDH1B27CvKclaTu+tNbpt9M0uWfkRozKW0N5dh7Ggge+OLzn8bnmNI/+6IDhu5e5bQXHOK5ppT5GQtxmYx0GHRYlIkEho3gqJjazi59yOMHfVYzXrMhib8wzsnGwiOHsihQ4dZuPBdAD79/Et8wvohkTjXVI1XMFKpnLi+1+Dp1xVBcrYdjCCRYrPZzrr+V+b06dN4oTvLc0pl1HDieO5P1ptz2x0Yi+wEi1FUU9bpZ61iE4JMpG/fvowYNYIgItDghTd+RBGLJzqkohSTyURaWhor136DOkUkW70NU1wT899/h5tuvonw8HDkShltYnOn9hslNYwdN5bhw4ezd/8edu/ezVVXX4VBb6TJWI9JNHQq36KqZ/Rlo37nTF0YNm3axFUT5C5xDcBTK2HKBKV7X3OBcFuw/Y3IzMxk/GUTCLCGobR4sPu777FZ7cjo/CGixoOyxpI/dGxhYWG8+eaCs65v37GfyspKjEYj3bp1+11uq8uWLWPsCCXXTvECQKGA+2/zZs2mZjZs2MDEiRN/oQU3f1UEQcDTxwd7SwuSwDNZ3GwtrXjpdD9Zr6GhAalSieHoccIffRCpxml107BiJe1794EoIg8MQKbzwVJTi2i3d3LrNFdWI/N1ti/abDSt+w7B4aBl3Xfosw/hd/VkpFotjStWokntjfVYDqmpqbS1tVFZWUn6qFHU19fj2W5gT30D3jP+jUR9RsRz2Ow4RJE333yTjIwM4uLizvfUuXFz3oiNjcUqWqimBB/RnzwOY8WZmMQmWvn4xaWs/3Y9i955j64kIEOOnlay2UWceAkeaKmjggqKiCGJ0+JxKilCjgKbwcHS95Zy5ZVXnrNvpVJJt27dfvVYzWYz7e3t+Pn5/aZ1xcfHh5yCs88eaxsEkv8isW3c/HVpaWnGx2rAYmxDof5hL6LUOi2YG8sI7jqAwKi+mA3NVORtx9ejA6m0DZtnAEnD5yCRONcfrU8YhUdWEhI9iKryQ/RO6cv+fXucyYAcDrr0HEd4XBo1Jftoqc07axxWsx671YwoOmipO031qe/4/LNlv/o+rrjiCjIP7iGixzjXtdriPYwaPeYv4e7k5p9Ja2srIarO72G5UoPVasFisaBWq3+ippNJkyZRXFTA119/jdFoZNy49/H39+flV+aBIEGl8f0h42hvfEMSqTm1lpXfrODee+9j0eIlFB9fhyAI2Cwd+IUmEp2S4WrbJzCO4zsXcHT7O0T1GIMoOrDbLC4xEMBmMSBTevLkU08ze/Ys5DIZouOMMBjUtT9Htr6B2jMQXVA8BYe+6pRZ1KRvpLr0GGPHjj0f0/mHkZSURLNYj0N0uNwqAYwe7fTpl3rOOg6Hg5WrvmGAdQwAB9jOCfEAAYShp416j3IWL1yEXC5H66mhniq6kIAKD2ooo4oSHBYbo0Y5Ra9+/fqxedums2LUyWQynnvxee6+7W6i7Ylo8aaOSmrkJax56ksA5s17lWf+8yyBpgikDhkyuYJD0p10tfdAiZomZTWin5k5c+ZciOn73Xh7e3M65+x9TV2DhLhL3PuaC4Hbgu1vgiiKXD/9BrrqE4m2JhImdKW7qS8SUUIzdZ3K1kkrGDFqxDnbycnJYcZ1M+mXMoDbZt9GUVHROcudT8LCwoiJifndMeHKy4tIjHOcdT0xXkJ5efk5ari5mJh1yy3o13yLw2wGwGEyYVj7HbNuvvkn68THx2M1mfAaOtglrlkbG9EfOkz4w/ejTuyOMfcUMj9f5IGBNK5cjcNkclrmnDhJ265MNClO0+m6ZZ/iMJsJe+RBIp57Eq9LB1O78D2qXn8bmU6HubKS7vHxqNVq4hMTefKjD9gl2jhlMrB/3z7S09MxH89xjc2Qe5KKZ15A3q0rb2/dRO/+/Xn40Ucv4Ay6cfP78Pf356Ybb0SUiBwmk0hiGcI4hjCO7qSScXUG77+3hP6MIlzoRrAQySDGIiBQqj5JdUg+If19sWOnjgoc2OnHSAaQjgUzNTU1ANTX1/PI3EcY0GcgUyZNITMz81eP0WKxMOe2Ofjp/IgMjyIyLIoVK1b86voZGRmsWm/g+2yj69qOPQa2ZRq46qqrfv1k/Qz5+fksXLiQzz77jI6OjvPSpps/nwULFmKxWCg8vJLDW1/l1PcfYbMaaag8hkrjR+7epVQVZNFWX0hVwS6aqo7x4AP3U1VVRWTiZS5xDcA3pAd2q4mQboPoPeo+ahrNzJ+/gP79+yPBQlN1LjKFmpBugzG0VtNcc8ZazdjRQGPFQURTBXtXPYytYQ8fLF3MuHHjzjXsczLvlZcQTGUUZ39ERd42Sg5/hrHhKAsX/HHeD27c/C/Dhg2noeJQp2sNlcfpkZj0i+LafwkICGD27Nncc889xMfH8/Qzz6HVhdNn7Fx6jbiblNEPYWyvo62hEE9vp0j+6qvzWP7FJ6SPHMyg/r0ICQ4mILJPp3Y13iEo1N7EplxFSc63CIKU0pz1rliLdruVstyNBHfpR3NTIwaDgZkz/k1TxffYbc59rULlRXj8CKoLtnNyzxIs5g4ObXmF0hPrKT62hqPb30ap0nL8+PHfO5V/KCkpKfTpl0q+6jB6sQ2TaKRYchKL1vCzSe3sDgcSJCgEJf0YgQdaKiigTJrP1p1bmDZtGq2trSx5fyl9SCNKiCNICCeZgajwYMLE8bS3tzNy+CgC/AIICghiYL9BnDx5slM/x48ew0OqpZoyTnAAA+2opGoyMzOpra3lP4//h2TDILqI8fgTjM4aiM1ho9q7mI5utUy7azLZR7L/svGUp02bxrrNBvYcOLOvyfzeyIbteqZOnfozNc+mvb2dTz/9lIULF1JQUHC+h/q3Qfinmnr36dNHPHjw4J89jPNGZWUlCTHd6W9K7yRUlYqnKRZyiRZ64OHwpFXRQJumgYOHDpyVgW3nzp1MHHc5weYotHYf2uVN1Ksqydy96zfFncnLy+Ptt1+lqPAkScn9mDPnbiIiIs7Xrf4kX3zxBW+9eguZa4Jcc2CxiCQMqeGrr7fRt2/fCz4GNxcGu93Oli1bePaF5zl4MBvPyAg6KiqZPHkyH7z33jndxURR5MSJE0y99lrqe8S7Yre1bN2OrbEJ/6lTsLW1Ufny60g9tXiPTKNj3wHMxSUgkSDz8Ubqq8NcUIRE44HDYCDkrjk0rV6HudRpqi719sLe2orczw+ZUsmzd9xJ5t697GpvxeuydNdY2rbtIKG1g8KCAmyR4Qhdu9CwYiXBt97sitFm79DT8tYC1n31lStr6sWKIAjZoij2+eWS/xz+LmuO3W7nmoxr2LpiFylC57/TQ/JdqAUPuls6/+rLxNPUU4lNY+HOu+/gvec+JFkY2KlMsXiS6FFhfPzJMlIuSUXRokFnDsQo6KlSF/Pm/NeZOXPmL47vphtuZsMXm4k29kSBihYaOO1xhDXfrWbYsGG/6h7XrVvH9df/i+4xKmx2kaJSG59+toKRI0f+qvoA27Zt4z9P3MeBgzlERQZz190PMXv2bTz88H18+MFiJqZrqW2A/YdMrFz1HYMHD/7Vbbv567Fx40amXTOd6NTpeHgFYbdZKDq2mo6mMiymdhIGTKfk2DokMgWiaEcilSNYGqmpqaJL1xgC4q7Ay6+Lqz2LqYNDm16k3/gnkUhlNNfmoTIdI/vgPvbs2cP48RPR6CKRyrXUVx5DdNjR+YcjkSlprivm9ddf5Zabb0YURex2O99++y25ubkkJCQwYcKEX+VibTQa+eqrrzh69Cjdu3cnIyMDrVZ7AWfx9+Fed87mYlp3HA6nECWR/LTtR15eHgMHDcEzMBGNLhpjWyWN5QdY/93aX/UOdTgcnDhxArlcTlxcHGazmcDAYOIH345Kc0YcaW8q4+TepTz5xKM88sjcs9oZNXosZc0+zqygrrbt7F/3H3peOpvS3A1odZFUF2Yik3ug1YXT1lCET1A8IV0HUZX7JYsXLcTHx4ePln3CNytXowvqjsPaQUdzGevXf8vhw4d54fVl6ML60lR9AkEiwz/8EpqqcrhiZBxvvvnGb5nePx2j0cgTjz3Bhx9+hNls4rKxlzHv9Xk/+304bsx4CraWE+WId10rlubSd/IlfL78M2eZy8aTuWE3A4TRnerWiZV4D5RTVl6KotqTcHsMAhKqhGIadBUUFhfg5eWFxWJB5+1Limk4KuGMSNsk1qGPqeM/Tz/B3FmPE9vRmw6xjUPsJIQu+BJIu9BMrbqMVWtXMmLEuQ1X/iqsX7+eGdMziI9R4nCIFJRY+fjjL0lPT//lyj+QmZnJ5MnjGZCqJsAX1m7q4Kabb+X551/5zUYyVVVVzH34blatXodMJmXq1Km88MKrrtBAFws/te647bz/JqjVamwOGw7srvg4AJ54ExERQb8hSRTkFzFq+ETuueduQkNDz2pjzq130MXQgyAhHATwswUh7ZDz4H0PsX7Td79qHFlZWVw56TJunaEm/V8ytmXl0bfPUnbu+p74+PhfbuB3oFKpOHnawPQ5tdxxkw9Go4NnX2/CapW7xbWLmNzcXEaPG4dJJkXm7QWCwMTBQ3j6yScJCws7Z50jR44wedo0GtvasFnMWOtq0fZNRZDJwO5wuYHKvLyI+M8jNK5cQ9OqteCw4zV8KNp+fZAH+NNx4CCmwmIEpQqZRkPt+x/gPXwowbOcCUJad2XRsmEzATOvo+mdd5kyZQqPPvE4AQ/f32k82sED2Tv3CWqqq1m0eDErVq7EGBnhEtfAmWFU1r8Pyz799KIX2Nz8fZFKpaSkpnBw1XHoHPIGuUWOSWk4q44ZE974ITcq2b5lO1K1BEydy1gFC3369uGVl19B0awlxprkTO8GeBv8mH3LrSQmJv7su7ylpYXPP/uMPuaRKARnwGIdAYQZYnjxuRd/tcA2YcIEyspq2bVrFxKJhKFDh6JUKn+54g/s3r2bazIu563nPBm3LIrjJ83c9vDjHMo+QFbmak5mBqPzcb6DvtsqY9rUKyguqb5gceXcXHjmvfoGgdFpeHgFASCVKYhOvoL93z6FIEjJ2bUQiUwFovOhkSs9sVk6yLjmGoYMHsiGratJHHwzMoUHDruN4uNr8I/ojUTq3M857DYQBB5//HGys7O55ZabiI6OxmQyMWLEAuLi4ti6dStGo5ERI0ag+yF0QmNjI0MuHUZLuxWlZziWjg954MGH2Z21i6CgoJ+9J7VafVEFUndzcVJfX8+cO+5i5cpvcDjspKdfxoL5b51lBABOr4RjRw/z5ltvs/9ANonDErjn7neIjY39xX527tzJtf+ejsFkxWwyYrWYsVpNCAidsoYCqDS+iA7bObPsVlRUUFiQR1VNM94B3VB66BBFB+UnNyFTqGlvKkVAwMMrCLWHBpvVgkrjR2T30disJoqOLMdsbOOO+57EampHLrXz4dLFlJeX4+fnx6RJk7DZbNxz7320NtUSmRSJp2+kq/86c5tLjLwYMJvNLF26lOWffenMiLx4IZMnT/5VgsyCRfMZ2H8QefoOlHoNJm0HEm8Hr73hTBJRWVnJ9m3bAWem4x+3acGEzS5gbXUQ60hw7SfC6YbB3Mbnn3/OrFmz0Ov1OBx2lKg69e2BluK6HLRaLTbBGce7iBNEEU+U4Azn4kcQHgZP5syeQ27+T8eS+ytw2WWXUVbu3NcADBs27DftaywWC9OmTmLZW56MSXN6BDU2aRl8+fuMGDGG0aNH/0ILZzAajaQNH8CkMSZOZQVjsYg8+8Yaxo45yJ69h39WZL9YcAtsfxN8fX0ZMngIxZn5dLF1RxAE7KKNCvVpBqcMwGQ0MXzkUG697dZzimtGo5FT+ScZxhWdrgeJ4WTt3vGrx3H/fbfy9vNapl7uCcCE0RAa1MITj9/P8i/X/q57/CU+XvYuzzyso6bWwc331qKQC0y9QkteoZlTp06RkJBwQft3c/5xOByMu/xyrIP64z3AGfhc2drGV/MX8a+MjHMKbAaDgZFjxiAdMwrf1N4gitTMX0TFcy/hOWgAjvoGOo4fxyd9JIJMRuPqdegPHkK02ZCqlKiiu6AIDMBSW0fT6nUE/Psa6j//EiwW1PFxeA8f6urLZ8RwDMdPUP/627zy8stERkaiUChxmM1IPT1d5USLBZlcjr+/P489+igJ8fHc9tyzZ9+wRIr1Igte6+afx6BBg5ineg1Hx5l4Kg7RgU1jwS61UWMuJ4hwBEGgXWyhihL6MBy7w0ZdbRl6aRtNYi2+gvMDXy+20aSuZsaM6Vw16Wr8LMGuzTCAp+CDxCpl+NA0vl654ifjz1RXV+Oh0KCwdN40euJDYcFvC3egVqsZM2bMb6rzX1568QmefVjD1ROd74ABqWqWL5LSd8znPPOwt0tcAxg3UkPgqIAFAAAgAElEQVRokJmsrCzS0tL+X/25+fOpqq5G5dc5RqBUpkCu1NAlaSJ+oYnkZC5GofYipvdVSGUKjB0NrN+wiMjwICyGZg5ufAGNdyj6lkrUnoH0vHQ24HQtq8jbgqGthvyCCtRewWzZOh+JBPb8yMPgXC6g9973AAaHH936TXR9fJbnfscdd97Nl8s/v8Cz4sbNz2O32xk6LA2Dw5/eo+ciSKScLN7NoMGXcjr/FBqN5qw64eHhvPLyS7+pn5qaGiZePomInlOICooHRGpLDlJ+ajNSmYKmqhP4hZ3x1GmoOEZ4eARzH3mUjGlTSU11xgnLyspixMh0HA7w8A7i8NbX0XgFYzI0o/LQ4ReWTEdzOe1NZeiCE/DTeTPvlZd45NEnOLL1NQICQ7BbjSSn3eOymKsrPcDd99xHSXGhS1gYculwyursGDvqaarOxTekBwDtzeXUlBzkgw+PozcYef+9RX9pMcJmszF6RDqFR4rxM4RhR8/svbexfdsO3pn/y+7mXbp04XRhPl988QW5J3JJviSZqVOn4uHhATgP4P1VgbRZ2iglnygxDkEQMIp6SiSnSEudSe3R5rPaletVLvdGHx8fgoNCaCqvw48zhw71QhWDBg0kPT0do6SDerGKZhqIo1entgIIZVdxNu3t7Xj+aN//V0SlUv0mi7Ufs3PnTrpESFziGoCfr5Q51yv47LOlv0lg+/LLL4mONPHCo2eE7Xdf9iE1vZytW7f+prb+qvx1n0o3v5mPP1uGR5yUo9pMCrRH2afcjIF2sjcdI3dlCV++sZqkxGT27NlzVl2FQoFCocSMsdN1IwZ0Pr/Op9xgMHDk6CmmjO/sQvCvyVq2bd/5/7+xX0lLcxNdIxQ8/ZAfR7dHcWBTJA/c7ktggJKWlpYL3r+b88+BAwdotVjQ9D9jtSLz9kIxZCAZM2aw7v/YO+/oKKr+Dz+zPbvp2fSEFAglCYRAJHSDCFJVbFhAERHsoLyKKLzYsBcQRUHBQhFUeu8C0iEBUggJJKT33rbO/P5Y3uAa8GcDAfc5h3PYm3vv3Lm7M3Pnc79l/foWbdasWYPc3w/nuC4IgoAgk+H35AS0/n5E1TYwcfAQHhv3KBUfzqHwg9lgtRI84yVC3nsTtyGDKF34LZVrN1C1bgPOcV1xjumIzwMjQRBQBbYUp53CQnnq8cd55nxw01GjRtG4dQfS+R1GSZJo2LKde+69t/kFZ8CAATRkZWMqLGruRzQasR49xv1/MB6CAwdXmj59+tAlPpYUp4OUSUWUSvkkqfYQEOrHxs0bqPTNZx+bOCLtJJE9tKMzOsGFOqGKdu3bsXL1CrJckznlcpjTLsc46bSPOXPn0K5dO3x8fTBgbwVnlaxYMBNqiOSJCU9eMothaGgoRtFIo2Qf16xKXsoN3a6c51haWhp94u3jAUWEq1CpbGELfo2TRobJZLpSw3NwGejfL4GaklS7ssbaEqwWE55+7bGYmmioKaR15zuQK1QAODnrCe04jNz8QgID/QAZjbUlyOQqGmoKObl7LpnHlpO49R3UWk8kCdp1H4OHX3vCu9yFQuPJsFtvu8hoLrBixY/4tr7RzrLDr/WNrF69ypEN1ME/zpYtW6isMRAUORSlWodCqSGwbX9kaj3Lly//zbYNDQ3Mnz+fMWPGMnPmTIqKii5Zd9GiRbj7RuLh1962LhRk+IV1w8lZj1dgJ84k/kh+xi5qyrPIO7WVcykbMAh6vl+fyE39b2HGK68iSRK3j7gTtU6P1WrC1FRLlwHPExw5kKhe44juM4HKolOU5R9Hq9Ui1iazedMG7rrrLjJOp2G1WhkwYAD+bfrZuaOqtV6UlVfRqXNXXp42nZ07d5KSmkZIxxG0ihxE5tHlJG59j+M7Z5G6dx4RXUfS8aYXWLdxB8uWLfvbvovLwdq1a8k4eYYOjd3wFYIIEEKIbujBNwu/+d3xu5ydnRk3bhwffvQhY8aMaRbXAMLDw6k2VxLFDZSQx362cEzazUG20SW+iy1Gm7Lc7l4nSRKNzjXExdnWBIIg8PGnsznjdIJ8sqiRKsiRpVOky+bNd95ErVazYdMG8tzTAQkDDXbjM2FAqVCg0dhbwF1vmM1mNOqWspFGI2A+Hxv795KScoK+8fZWmIIg0CdeSWpq6iVaXVs4BLbrCD8/P06knGDNllW8Nf81ht86DG9LEG2bYgkQQgk3RRFS34FxYx5tsbCSy+WMHTuWc05pWCSbBY1JMpKrTefpSb8vK4pKpUKtVlJabu83VFBswdPD9W85x9/i5oG38e0PJrtzO5lmJL/QTOfOnX+jpYOrlbq6OhQ6bQtTcpmzjjqlgvvHjWPOp5/a/a20tBTJ3T4rjiCTIQsJoXt8PK++8gqffvwxn82ahVwU0d93D3IXF2RKJW59e6Pr3AnzkWN41jcid7XtRuk6RuP94P00pqQ1C2cAkigiZJ2z2xF6e+ZM2mu0VL03i4bvV1L9/mxaGc3M+eij5jpubm7M/+wzqj77gtoVa6jeuJmqDz5mxKDB18XOjYPrD1EUSU5OJiMjg3fefofDhw9TY64kVThECkdQCEoq82oYMmgo3yz+mluGD0CultOVBHwJolwqJk+TSW1dLYMHDaGuvg7vUC+mvv082TnZ+Pn5sWLFCsZNeIRC7VmaJNsiVpREzpCMG17404qSkmLKysouOkYnJydeenkqp3XHqJCKaZIayOMMJU65TJsx7YrNVbt27ThwzN4HNjvXjMUq5/u1VozGC/eQxJMG0jIN9O3b99fdOLiGmDLleRorTnH2+GpqK7IpyTlCyt7PCYkahEyuxGxqQKlysssoCKDReWEVJc6dy0Emk+HsEURw+5vRB3XGUF+Kob6S9t1G0/aG+wE4vuMDyvOOU5S5B1NTFWUl5eTn519yXL92mwJAEMAhrjm4CsjIyEDjEtjiN6rQ+pOWduoSrWxupR07debVt+ay93g187/dRPsOURw5cuSi9QsKi5CpWmZL1Oi8UKmdaRf/AEVnfsJQ/BOFmXtxctZjbKzBydWftj2f4MMPZ7FhwwbqG5rQB3UGJHTuAZw+vBjRYsbYVE3qvgWYmmqI6xrHS1P/w9dfLbDLDC8IAtXV1chVFwSi0pyjZBxZin9EPySXriz6fid333MfTjovUvZ+TkHmbtx8IrCYG5FEETefCLwCOyJXqPFs1ZMvFnz1B2f8yrJ1yzZc6/V2369CUOIt92f37ksbXtTW1rJ69WrWr19PU1PTJeu1bt2avn37kq85Qwy9iKYbrnii1Trx1dcL6du3L+2j23Fak0itVEW9VEMaRymtL+KZJ5/h008/RZIkhg8fzpYdm4kYHERD21K639uFw0cP0alTJwAyMzOpr2vAgpl0kjBJNkHJKlnIdkrjwQcfRKFQcPr0aVJSUq4pF97fy4033sjJtEaOp1wQ0wwGkfmLzNx+x/1/qK8OHaLZf8xegpIkiQNHLdeNt5nDRfQ6QxAEevbsSc+ePZk86T+0MkfZudr4EMj+3JOUlZXh4+Nj1/a999+lrLSMdWvX4a7xpMpQwdiHHmby5Mm/69gKhYJRox7guRmr+WqWGxqNjJpaK1Ner2fco1N+s21jYyMymewv7QA8+eTT9F32LXeMrWTkbQpy8qx8vKCJDz+ae93vLFyvdO/enabCItTFJaj8bKbbkihSd/AIzvE3oAkPY9r06Tz6yCPN33Hfvn0xzJyJbtgQZCpbTCPJakU4lU6/J5/GarUy55NPeOf995H5+yH8yrxeHR5G3ekMnp80iRkfvI90Yx8EhQJdx2hqtu+i9OvFuA+0BTs3/LSXcF/fZlHMbDazfft2bh86lJFqNRqNhsjISHr16tViAfnA/ffTq2dPvvvuO+obGhg24zW6d+/+l7PpOnDwd7Nz505G3T8aY4MJg7EJi8VCpBSHXvCnQarlJAfxMvoRZGpNpVTKHbffSXZOFm+/+Tbz5s3DYDTSKjAYF4MzhYfK6WUZjIBAfupZpr08nekvT0dt1aJASbmphFsGDWTtmnVoJWeMNOGCO1F0w4wJEek3A61PeXEKAYEBvPfW+6SXpNOje3d+eOdbOnTocMXm6/kXXuG+e4fj5SFj8E06UtJNPPZCHc8+O5m01JPcMGgv994mp6RcxnerGpk3/5vfnQHPwdVJYGAgTz/1BK+9PpOKghMIMgVmUyMevraXBY3OC9Fqob66AJ1bAGZjHTKZgvKCE0hWCzr3QJzdAmgVNQjRasYvvAcevu3IPrn2fMD0YBQKNTH9n0XtZBMKKgqSyTi67KIvcyaTiTfemIkgyMk/vZPwmNub/1aStZfht97meNY4+MeJioqisXpWy/hZ9Xl06nTvJdu98sprmOV+hHW+YMGpdm3F2HHjST6RRENDAxUVFQQEBKBQKEi4sS9Ll69BkhIQzoc1sFpMVJWk4x/ek8a6EmI6xXDu3DncfNviFxaP2dhATsomzKZGJNHKlBengmTB0FCJV0BH1DoPNFoPCjJ3gyQiAU4uPhxLTKSgtIH3P5qLs1bJ1i2bmmPEjbh9ONNe/QDv4FgkUeRcygaieo9H5+YPgIdfe3KSV1N87hj64K6Ex9iuU9FqIW3/AkTLBUtnuVyFwfDHLIeuND6+3lhVJjDbl5vkBvR6/UXbLF26lAmPTsBD4Y2ESJ1Uww8rvr/k5vP3K5Yz8elJLF26BIvVQoe2HVg8b2OzuLl1xxZef+11vvj8C2pqavHCj14MwVDRwH9feAWFXMGExybQo0cP1m5Y06L/goICHhkzDr3oTwSdOEc6+9iERnJCVFkYOngYj054lKh2URQWFCGXyXFydmLJssW/O+7rtYBOp2PuZwsYOPJh7huhw8dLZNkaK506JzBixIg/1NfIkSN54/VpvP5hNc+Mc8Fkkpg5uw5R8LlujAwcWUSvY9qGt8MtOwB34cJNzCKZOaDaQmlZCa6uF7cqKywsJDs7m7Zt2+Lt7f2HjmlLOz2Sn37aSVQ7Z06k1nHvffcxZ8585HJ5i/oZGRk88/Qj7N5zEEEQGDL4ZuZ8sgB/f/8/drLnqa+vZ8GCBezZvRG9dwDjxz/VHDvBwbXJV199xdOTJ6OMj0Ph7k790URAwvexR5EplVS/N4s9mzYRHR3d3ObeUQ+w9dAhlH16ISjkmPYfopOfPzu3buWhRx5hw4EDyDp3pGrDZlq9Nr056QFA6bdLEErL+PK991n6/ffsSUpCHhcLJhPGfQfp1KED5/JyEQSB++8ZyX+nTcPZ2ZmCggJ6JyRQp5BDgD9iVjZhvn78tG3bVR+X4e/Gkc2tJdfqMyc/P5/IdpG0aYzB83x8knyyyCWDHtyCTJBRI1WQwhF6CbbYaBnOibzx6SvceeedLFiwgNU/rsFsNZGelElMU+/mvkXJyh7WE8UNeAs29+tGqZ5kp/08+vg4vpr7DW0MMbgJnlglK1maZHrfHs/i7xZf+Yn4g2zcuJH/Tp9MYtJpAgO8mPTs8zz77H8QBIHt27ezZctG3N09GTVq9EWDeTu4tjCbzfj6+uMTMRh9UAwAZ4+vpqbsDBFd78HJxYdzKRsoz01CqXHGbGpAEq0IMgWSaEWh0qLRedJQXYggk6F2ciMs5nZOHfgKldoFY1M1wR0GEtQ2we64SdveY+EXH6PX62ndujUKhYK1a9fyxZcLKSo34BXSk6zjq1GqtDZLmIZC1HID+/ftvWg83msZx3OnJVf7c0cURbrGdaO8ToVvm37IBDkl2T9DUw7pp1IuufEQGByCT7u70bn5NZdJksixTa/ywAP3s+y7ZSiUahQKGTPfeJ2RI+8hvntPqurBJ7QXotVMfsYuNDo9XoHRFJxaz5iHRrF85Q4iuo2xxbG2mjmbtILy/BPIlWqQQLKakBBo0/VuziatROcWgJs+jJryLExNNUiSSFTvCVQWpVBZmIrF3ISzk0BBfi4KhQKj0UhCv/5k51Wgcg6mLC+Rrre8aHduVSUZnDqwkG5DZqBQXTj/uqo8Mg4vpestU5Akkaxji5g6+VGeeeaZy/Pl/A1kZ2fTKSqG9k1xuAteSJJEiZBHiec58gvzUKlUdvXPnTtHx8iORDf1wFmwbSRUSWVk6JLIzc/5zQyTjY2NLFq0iDUr16LVOvHI+EcYNGhQs3AbERaB67kAPIULxiU1UiWFfqfJL7q0FfCUKVP46N1Z9GFYc8xZk2QkgxOEdgvkpz27CAkOxas8EH8pFIAKisnSJZOemf6n32evVrKzs1m8eBE1NVUMHjyMm2666U9t1uTm5vKfyU+wZu0W5HIZI++5g/fen3NJ4fVqxZFF9F/I+Mcf5YNXZuPS6I5cUCBJErnKDAb0v/mS4hpAQEDAn154abVavv9hHdnZ2WRlZREZGXnJm0ttbS39b+rFc+NlrJwXgtkC78w5ysABfTh+4vRFBbn/D2dnZyZOnMjEiRP/1PgdXH08/PDDxMbGMmzECMrlMlx6xOMcG4OgUCAaDDRVV+Pr60tOTg7zvviC7NxcbuzVm359+rLo++WYTWZGP/Y4jz76KOfOnWPlqlV4v/wCMrWaur37KFn4DZ63DkPmpKFu30EMZ7ORDAZSU1NZvmQJGzduZPnKlWjdPBm7ciV9+vQhPT2ddevWoVKpqKmpwdnZmUefeIK6NuG4Dra5i0qiyLnlP/Lyf//Lx79wD3Xg4Fri66++Rm8NxEu48CITTGtKpFwqKMabAFxwt4tLIrcqqKiooGd8L8qzqvBo9KOEPFRo7SyqKyhBi0uzuAagFZzxMQZz+OBhuvaMZd++/XhqvKgxVtP3xr58Nv+zK3Lef5UhQ4YwZMgQRFFsEYR6wIAB180urQMbu3btQqX1aBbXAMJjbiNt/0JSfp6PZDWj0eiQEGkVOQh9UCdEq4W89O0UZe3HYjbg4hlCZK9xyGRyKgpTSD/4LZIoog+KwVJ7GoWypdggU2oYNfpBfALaUFGSgyiKePi2obL4DDcMmY5MriT25ueoLEylKHMXQ27pw9dff/2Hssc5cHC5kMlk7Nq5nRdeeJHl33+G1Wrh1uG38cEHS37TqlejccJqsXfDF60WrFaRDVsPEJXwLCqNKw01hbzw4nQmT56Mh3drLOY6Mo8tQ6fToVXLqS0/TStfJSt/XM6cTz7D3b9Ts1iQdXwVotXMDYOnoVTrqK04x6kDX4Fo4mzijwgyBTKFChDwb92L8vyTuOnDOZv0IzK5kqD2/ZFEK3mntjF48FC2bdtCSkoKHh6epJ86hdlQhcXcgGi1NGcLBjA0VtrmRmEvPimUTlhMDRRk/ERjRToRrQMZP3783/RNXB7CwsJYunwJY0aPQSmpsYgWXDyc2b5+WwtxDWzWa97WwGZxDcBD8MYDPatXr2bMmDHN5ZIksWvXLo4cOUJwcDDzP/+CjMQzeDYEYMXMqG0PMu7xsbzzni0hRk5+Dr2JtjueKx4cLS686HP6f+Tn56PDtVlcA1AJanykQCrLK1m/fj0Kg4oAwprXN3r8qbGW8e233zJlym97cF1rhIWFMX36f/9yP61ateL7H9YjiuL5uIjXl0W1Q2C7jpn07CQSjyaybu169CpfasVqQsKDWfjNwj/dpyRJLF26lE9nz6W6upphtw3lhSkvtFCcw8LCCAsL+82+li5dSnwXgYnjbTdSDfDGVHd27a9k8+bNDB069E+P08H1RefOnVk4bx53jRqFOsC/WVyrX7WWwYMHk5qayvARI1B36QzeerbN+xwPk4nD+/bj4eHR3M+RI0dQ6r2oXLcBuZMWzztHULrga4pmfYIkimjCQpF7uCMI8M6nn/DWu+/iqdcz/pGxTH95GiqViukzZvDhxx/jFNMJwWJm6vTpfPrxx2zfspmA1y48dASZDKebEvhu4bcOgc3BNUlpaSnr129AYVTZCWMATrhgwvaCU0EJLth2lk2SkTKxkOrqasqzqmjfGIcgCCglJZmctHMFsmJBibLFceWikpMHUvBw0iOTyXjmpaeIjIyktraWrKwsfH19+fCDD/lpx26CgoN47vln6d27d4t+rgau5gxvDv4+amtrUartXZcFQcDFPQjRUIooWpHL5XgEROEdbIsJK1eoCIkaTEVhMlazgZCowc3Xhj6wEzWlZ6gpOwvWRm7s24sNW37GNyQOQWbbfGyqL6eptgS11pOwrg8TYjWTceQ7TCYzbt6tkclt15ZMpkAfFINoNWM0WR3imoOrCnd3d+bP/5z58z//3W3GjX2I2Z8txtl9NDK5zYCgIGM7INIq+g5UGpsRgc4tgMD2g8lN305o19EAWMwGzhz6gs/nzrJzbVu1eg3JWbbA+2ZjAxWFKcQNeqk5bqKrVyghkYMxVhyjrKyUgHYDyTu1BS//KDx821N4dh9l+cexGBuIHTC52RXV3SeCg7ve5+uvv+bpZ57Fp3UCYTc8Yss2mryWvFObCI4cgkwmx9BQSWHGbjQ6L8rzkvAJuWAYU557mI4do+jRPYz+/cdy6623olBc/a/xw4cPp6i0iKNHj6LRaIiNjb2kmFJXW4dgbmlcIbcqqKura/7c2NjILTcPIj35NK4GLxqUtVQYSomT+uEsuFImFSI0KPjo/VlknsnE1dkVVxc3CqvOEUyb5n6qKCMsJPw3n9P3338/y5cuxyyZUAoXRMEyCrltwGBKSkpQWVqKwXKDisKCwt81R/9mrtc10lVzZQqCMAiYDciBLyVJevtXf1cD3wJdgQpgpCRJ5wRBGAC8DagAE/C8JEk7r+jgr1IUCgVLly8lMzOTxMREQkND6dat219SiV/4zwt8Pe9bAhpao8OHH+as5vvlP3Ai+Thubi0DiP4WZ86cJq5Ty9ghXTvJOXv27J8eo4Prk4EDB/LBm2/ywtSp1KuUmOrqGDp0GAvnzyc6Nhbd3Xfg1KEdxpxcJD9fKg4f5a133uHdt223ErPZzAezZ9NYX4+LlxfW2jpKF36Dx5BbqD1wCEtZGYbsbLRRkTRlnsW1T09c4rsh1tfz6epVpJ5K56UXXmDW3E/R/2ci8vNun+o+vXji6adtMaNl9gsDQS7DarX++lQcOLjqWb58OWNGj8HJ4owVK62kiAvCmGShnELMGCmQzlFPDT4EkUsGZbp8nn76aQ7+fAiPRr/mNp74IkdJKkcIlyIREKhVVFJtLccgNaIRbIGfRUmkiHOESR3waQrEW6rg5anT0Gmc8ZDrqTCXYLaa8BdCcDf5cOp4NkO3D+OTz+cwevTof2y+HPy7ufHGG6kofhi/xmrUWpvY3FRXRuHZPect1mI4m7QKjYu9Rb8gCDi7BdJUX9ZibaZzt5VXFqUwadKHrFixmpO7P8WnVRxmUz3FWQcJ7TiMrBOraagpQufmT1jMbSRufRelWockic0v+QDG+iIiI6+fmEAO/r1MnjyZQ4ePsnPX+3j4RtBYU4S7qwa1RovKyd5DR+vmh/gLazeFUoNHUDxff7PITmB74vHHWLy4L676tsjkClQa1xZJSXTuAdQXH2Lup3OY9OzzeAd3pjhrP2eTViDIFShVOvzCuttddzK5Eg+/SN544038IgbgG9rNNi4XHwS5ipwTKynKPoyTszeG+nKC2t+Mmz6c1J/nU1eZjc69FcaabERjKeu2HyAwMPByTOllRaVS0bNnz/+33pChQ5g3Zz7WxrbIBZtEYZKMFJhy6N+/f3O9d95+h+ykPGIMfWz3TSvkSKc5TRKekg9F5BBCO0SsbFm9nUDCcJP5cJZU6qVa2hBNDRVka1P57K25vzmmmJgY3N09OFi9FXdJTyBhVFJGjboMN3c3Fn+zmCJzHqFSJHLB9g4gSRJ1zpUk9Ev485Pm4JrmqhDYBEGQA58CA4B84IggCGslSUr7RbVHgCpJktoIgnAv8A4wEigHhkuSVCgIQjSwBbj27j6XkYiICCIiImhqasJsNl/ULPfUqVOsXbsWhULBnXfeedGYMMXFxcz9dC5xxv6oBNsOqLtJT0Z5IvPnz+f555//Q+OKjY3jqy8W8/yTFywaRFFi1z4Tdz8Y8/+0dvBv5NFx43jowQfJysrC29sbLy8vsrKyqKyuRqeQk/fqTJvwJYpYGxpYWljcLLB99913ZJaXEThlcnPMNV3XWIrmfAZyGQoPD3Q3dKV25260naLxGHiz7aBurigefIAtb7yDh5srqriuzeIagMrfD5f27dCbzJT9vA+XmxKA86nAf/qZO++4o8V5VFVV8encuWzesYNAf38mPvnk71p8OHBwJViyZAkPjx5LaymKAMJIZDcnOUCQFI4VK3nKTESziAvuuOBOpaKYSnkJfYbH88STs0lISGDUfaM4JxQ19ykIAp2lXhxRbCdFcwBBgNtvH0Fo2APMen823oZgFKKCfLJwQoc3NrdRd8ELnehKSGNbfIRArNJxQKK10PG8VZ0vro2ePPvMc9x7770olS0t4hw4uNzk5uYSG9uZxD1z8Avvg0KlpTBzB37hPQho0wewBTCvLEzFP/zCvV60mqmpyEKyWrBaTMh/4RZWUXCChqpcFEoV/W++BUEmw9k9iPrqAhRKNZG9HkGhdEJAIGXvfJxc9ER0uQdJtKLRenI2aQUhUYORKzWU5SZRU5LC448tveJz48DB341KpWL1qhUkJydz7NgxQkND6dWrFwGBraivysfZI6i5bmVRGjr3YLv2gkyOydxEUlISxcXFxMXFER0dzVcLv2D8hMcRZCqMjZUYGirQ6Lx+0Vcq/fv3Y+zYscTExDB79sds3Z6LqUmNJMmQRAs1ZWcJbt/f7nhWYxUFpQV0bHdfc1lTfRmFGbuwWq3IZAqMDVW07nI3+sCOALTpOpLSzI0kdG9L9/jRjBkz5g8bMlxr9O7dGxcPFw41bidIaoOESD5nUQsaVq5cSWRkJACLvllMgCHMblMimAiyOEUtVfTkFmqowoKZ7tyMTJCDBH604pCwnUpVEeFhrVk4cwF3XGSN/j/S09iqeZMAACAASURBVNPp2b0X7k0+BBJBNRWcYD/RHaOpz9eybPZKXA1eqAQ1R9hJuBSJHDmlTnmEdQhh+PDhl33OHFydXBUCG9ANOCNJUhaAIAjLgNuAXwpstwGvnP//j8AngiAIkiQl/aJOKqARBEEtSdLVnVrlCpKamsqERyZw6Ohh5DIZw4fdymfz5za7db726mu89877eFsCQCYxY9orfDT7Qx4d/6hdP8eOHUOv8UVlsncvcG3yZte2XX9YYLvrrrt4683/8szL1Ux8VIfRJDFzVgO+/u3p27fvXztpB9ctKpXKLo2zVqvFYjBQ9u0SfB5+EKcIm/l3Y0oaxd8uoba2FldXVxYuXowi/ga7hAbqoECUXp7o4rpQu+dnzOXlIJc192HMy6d6+05M+QXIZDJSU1PB/cLuqGSx0JB0grr8Ajp36kTZ4WPU5eZj8fdDnn0OLwTenjnTbvwVFRV0ie9Gg7ceRcco0isq2XjrrXz83ns8/PDDl3PqHDj4fzEajTz52JNYJQsBhCETZMRKfcjnLGdJwyhrRKfT0rG6O/rzcdl8rIFkCal4eHiQkJAAwL0P3MvKlSMRTRKBhCFHQYksj8BWgZw+c9puYTx4yGAWfLGAHdt24pLrTiRxdn8XADO27GnVlNOeWLsxuwoeYIHMzMzmBbgDB1eKjz+ew7T/voJXUDc8AmIoyd6Hu7sr/r4+aHzaNtfzDo6l8Mxezhz7Af/WvbBYDOSd2obOLYD6yjxS9n5OaPRQ5EoNpecOUl+Vh39EAt7Bsai1HpTnJ5F1fBWdEiaidfWhvrqA5D2fo3ULpH38aMryE0nd9yU690Da93iIs0krObLpDeQyGbFd4li+Y9s1af3iwMGl6NixIx07dmz+/PbbM5n8n6n4RQxE6+ZPTclpctO2EN75gqWaaLVQlX+YtFKRhJtuQZApaKyrZODAASxfvoziogJSUlJYuPArFn7zBSHRt6Jx1lNRkExVwVEmLXqbpUuXcuzYMQ4cPITSJYyuNzyOTK6ktjyLtP0LKTjzMwGtewESpeeOYm6qIDg4hMbaYlQaFyTRStq+hfi37oV/654IgozqsjOcPrQIZ/dANDpPqkrSaWio54XnnyM2NvYiZ3/90dTURHFpEe2IpYISBGR0oCtyq4IvP/+SadOmAbbkGMKv41acxxUP1IIT5VIa/oTaxLXzOKHDS6Pn9tG3MmHCBLp06WLXtqioiNmzZrN/7wHato/gTOZZvOuCaCW1BQF8CMRFcqOoIBfXOm/CrVG2cimQDE5wRnWS9u3bM2n0Uzz55JPXhAuvg8vD1fLNBwJ5v/icD8Rfqo4kSRZBEGoAL2wWbP/jTiDpUuKaIAjjgfFgC653vWO1Wlm2bBnjxo7DzaSnOwOQWxUkbkjm5n43k3QyieTkZD5450Nim25ELdhMof2lcJ6d+CzDhg+zS1Dg7+9PnaW2RTptg6KR4NDOf3h8arWaXT8dZMaMqfS7cxVKpYJ7Rj7IghmvX3fBDh1cPvz8/PDz86PMw61ZGAPQRkeiCgslrnt33n3zTc6cOYPk5nzRPsS6egS5gqb0DCSzBWNOLkpvPcXzFuAxeCAeQwZhysvn5PqNSBYrzr1t2UmLPvkcmVqNtkc8ieUVGBobefqWQUhA7INjGDFiRAuL0Y9mz6bB1wfXkXc1l5ki2jBp8mTuu+8+NBoNDhz8U5w8eRKVoAHqsWJBhgq5oCCEdnhKvpzzSKaxsQmv8xlF/4e3OZDVq1ZzJuMMhw4fwmAw4K3wo5wiskhFq9HhF+DLxi0bW9zf4+PjiY+PZ9OmTYy++yGsDRYU52Oz1UpV1FFNA8m4SV6oUNNEI25csCqwShaaLE14eXnhwMGVpLy8nKkvvUyH3k+h0XkCIEYPIfPgPFq1CiK7NB/38yKbXKEisucjnNz1IWJTHlXV1chkSswmA61j78BqbiQ7eT0WcxMWYy1yhYbCM3spztqPUu1M68534ObdhpTdH4Mgx2o1o9F5IVpNJG57h8C2/QAJi6mRkz/NwWpq5J6772bBgi/R6XT/4Cw5cHBleGTsWHx9fHjz7ffISdtDfHw3Jk+YxeT/PE/RmT1IyMDaiEatwqJtjcGQiqs+gMDArvx8+BRh4W04eSKJ2NhY5syJJTAwgNfeeAuT0YiEhFyQ0y2+O3K5Eo3OE1G0YjEX4uYbibt3G9y8WxPYNoH80zsoOrMX0WrCzdWZXTu3cfToUZ57fhoqp/sxNlahUDkR0OZC7FB37zZ4B8dyLmUTcrmc2opzBLS9mfETnuDI4QP/4KxeOcxmMwIC3gTiK1ywOmyU6mhsamr+fO/9I1n68Q+4GDya1xMFZCEg0EQDkiQhR44Vc3Mbo2QgiZ8Rm6xs/nYH3y/+ge69urN63SrUajXZ2dnc0LUbro16XI2e7Dl8mLPWVHozxC4GrS/BpFUeJZTo5nJBEGgrxXBQVsz6zeuuu8yhDv44V4vAdjE1RfojdQRBiMLmNjrwUgeRJGk+MB9sqav/+DCvHQwGAzf3G0Ba4ikCTK1pop5DbCeGnoSZojhxbi979+5l69at6E0BzeIa2LK4ecsCWLNmDY899lhzeWxsLKGtW3EuLZ0QS1tkgpxqqZwSVQ5PPb3kT43T29ubuXO/ZO7cL//yOTv493LrsGF8m5bSolzhraewqYmHnnyCpopKpLpadLGdkTvbXjYajp/EXFGB9cRJfO6/l+L5XyIIMuoOHsaQnY370EE4x3VBUKlQ+fqg8HCnfvEyyt//CNHdHYWXJz5jRjc/4OXt2vDdjz+SnZFxSZF449atKLvau0CrAvxRuLmSkpJCXFyLbM8OHFwx3N3dMVoMeBNAFmm0lWIQBAFREsmSpTL6wQf4bO5nWLkgggFUUUplRSXndhdjwkQ8N6O1OIMANVIlKdJBDh45iKen5yWPPWjQIG6/51YWf70EPykECyZKKSCKbjTRwFlSCSScDE7gJnniJOgQJSvn1KdIuDEBX1/fS/btwMHlYOfOnXj6tm4W18CWVMDVtzM6rURF7m7UOj1eAdGYmmopPL2Rrl27kpqaRlDbfqi1npTmHqMwcxcd+z5JQJs+SJLI4Q2v4hvanaB2NyHI5FQWpZJ+6Bv0wV1xVTeRm5dPh55jcfe2bSrVlGeR9vOXaN0CsJqbCIkchCha2LF7P89MfJYFX87/p6bIgYMryrBhwxg2bFjz5w8/+gilygl9yA0o1S5UFhyjuiwHq6ycwLYJzS7cgRE3kn1yDVNenMo3X39FVVUV7773AUEdhuAdHGtLpJC+k/zMXUT2fARXvS2RW3WpzfKs68ApKFRatK6+uHi0wsWzFRW5+zl65CAhISFERUVRXlHBG2+8iclkwsmtpaGHk7M3VcXp+ITcQGjH4ciVGo5unEF9fT3OzhffIL6ecHNzo0O7DpSk5OFPSHN5sSKXYcMvJL57edrLrPhhBQezt+EjBVJPDdWUo1Ip0bk4k1uVga8YTDIH8ZdC0Aha0knEC1/aEI1gtK1pkn8+xttvvc2MV2bw8osv41HrS6jYwaY4iJBLJkYMqLjwjmzCiCDIMP/KlseKBatodWxmOADgakndkA/80kE+CPh16o3mOoIgKAA3oPL85yBgFfCgJEmO6PjYXBbOJuXQxZRAuNCBKOEGOhBHGscwYkBp0bBkyRIKfiPDya8FAkEQ2LhlI0HdvTmo3kqibhd5+nQWf7fIzkTbgYMrze233YaUdgrJYmkuE41GGpNTcet3I66PPozFakUdHkb+zHcoWfA1hbM+ofz7FXgOG0rwtBdpOpuFk5MTm9as4YelS7GUlFGzeSu5L79C/mtvUnfgEOrwMEwGA9vWb8DFZMbtxj5214k2OoqK6iqysrIuOVZvbz2W6hq7MslqxVhT+5vigwMHV4KIiAgi2kVgxkgh59jPZk5KB9jLetxDXZj55kwG3DyAc6p0RMmWpMYkGcmVZRIhdQIk/AlBK1x4GXATPPFW+rN27drfPLYgCHwy9xPMmJAhQ4sL8QzARwjEn1ZUUkKtUzlyJxlJmj2kuB7gsGY7rXu2YvF3iy7ntPwlzGYzll/cmxxcP2i1WqxmQ4ty0WqgVatg1q5ZhaLhJIfXTSNt72xuG9yLU6dOEd71QQLb9kMfFENkz7Ho3AMpytoHQE1ZFkq1M8EdBiCTKxAEAa+AaLwCY6jIP0FuXh4evu2bxTUAN304HgGR1FflEtl7HF6BHfEOjqVNt3H88MOPpKWltRijAwfXO1VVVUyfPoO2PSYQ0KYv3sGxtI0fi5OLL7UVWfiGdber79+mL2vW2J5TS5cuxck9BJ9WXREEGTKZHLlKg6d/VLO4BuDu0wY37wjKC5IBKM8/SXVJOg2lx/lp1w5CQmxCkSAI/GfyZEpLiti0cT3GugIsv7h3SJJEecEJgjsMILh9f5RqHaLFiEwm+1e5Gn7x1Rfku2SSpUqhQMomwykJo76WN958o7mOi4sLcrkCHwIACT3+9GIwEabOKBVKdFEKMrRJKNVK9rOFVNUhKigmjA7Na3aZICOgqTVfffkVADt37MTHGmQ3lkBac5okLJLt+S1KVnI0p+jZoycF2rNYJJuFnCRJ5KjSGXTLIFxd7ZNsXG2IoojR6Iiidbm5WgS2I0CEIAhhgiCogHuBX6/E1wIPnf//XcBOSZIkQRDcgQ3AVEmS9l2xEV/FJCcn88rLr+BvDLF7+ffEGxNGDrKVKkM5C+YvYPni5eSJZzFKF0xvG6Q6ysRCbrvtthZ9+/n58dPeXWRmZfDz4b0UFOdz6623XpHzcuDgUiQkJNCnWzdqPv+S+mNJ1B05RtHHc3Hq0M4WZ83TE12AP7LSMvwnPoEqwB9TUTHamGhkThqqv1+B9cAhEg8eYuDAgeQVFKBwd8Pv8fGEvv8WPmNGU719F7W796BUqejWrRv+Af6IRpP9QEQRq8n8m26eEx9/AtOu3ZgrKwGQRJG6Ldvp2DGa8PDwyzlNDhz8Ll55fQb1Qg09GEgUN6DHnwg6UlJSjNVq5atvvyKoqzfHtDs57XqUo+odyJQCXvgiYkV+EeN4mSjDYGgpRFRUVPDYhMfx9vLBz9ufqVOmolZrCCSMEKEtGsEJAANNqNVqHpvxCDl55yguLWLV5h9JPnWSbTu34uHh8bfPQ1FREZs3b/7T4kRubi53jBiEs7MWZ2cn7h15K0VFRf9/QwfXDAMGDMDYWEFl8anmMkNjFRV5R3j44YdISEggJfk4NTXV1NZUM+6Rh1Gpne2CsAP4tOpKdUkGAMbGSpxcfFpscmpdfZEAmUzWIlMigMbJHYVKi0Z74VqQK9R4+HVgzZo1TJs2nSFDb2Xq1JfIz8//G2fBgYOrk3379uHhHWJ3TQiCzJbJUwLJar/xIVrNzYlycnJyUWj0SJJEVclpMo8upzT3GKLVhHR+c+l/qNTONNYUkXViDfVVeUT1mYBMJlzUI0GlUnHjjTfywAP3c/bwAsoLTtr6P/wNhvoKPP2jAJtoU5i5nWHDhv+rQofExcWReiqFUS/cQ8zdETw78ylS01MJCAhoriNJEhlnThNGJK2FaAKFMBSCEi98KSwpZOOWDRxOPMiOPdvIOneWGbNfRi5XIPuV7KFAgdFkE5vc3T0wYHsXFiURq2QlgFAaZHUcVm/jtOsxDjttp1NCB+Z8+jHO3lr2sp49rGOfYiP+sXoWfH31emOVlJQwatR9eHm5oNM50SW2HZs3b/6nh3XdclUIbJIkWYCnsGUAPQV8L0lSqiAIrwmC8D/1ZgHgJQjCGeA54MXz5U8BbYDpgiAcP//P5wqfwlWDxWLhlpsHIbcoEbF/AJzmBB7o6c1QegtD6M5ABIscleTEfrZwSkokVTrCYXYw/ZXp+Pn5XfI4AQEBdOjQAfkvAsY7cHAlqK6uZsOGDfz888+Iou03LggCq77/gVnTpiPs2kPt7r249e+H/p47AVsyArG2jpu6dKXy03moikrQaDR4lVYQV1vPc0OGcSY9nXbt2iFJEjPffgv9Q6NQBdjiKKhDWqG/505qt+/iiccfR6FQMP6hMZh27UY0XYjxUL/nZ6Kjo38zkPSQIUN4+dnnqPhwDnWffUH5zHcJq61n1fLvL+OsOXDw+9myeSuthAg0ghZ3QU+AEEqAEIab3ItNmzbh6enJyjUruXfUSNwCnBkyZAghrUKppRo9/hST27yzC2CUmiixFjBkyBC745hMJnp1783mr3cSUdmFsPJOrJi3FjdnN7I1aVglKwAWyUye9jQvTZvKlClT8PLywsXFhe7du1804/VfRRRFnnvuKSIjW/P+2w8xcEA8Awf0pqqq6nf30dTURL+EHnSOSKQ0NYSik60I8z1I/5t6Yjab//8OHFwTqNVq1q9bQ0n6WrKOLCDn+FJO7f2Y116ZbvdyrdVqkcvluLu7Y2iqQxKtdv2YDHVYrWZKc45SkXeQ+opsrNYLvxNJkqgoSEbj5Ey/hATK849jtVywQrBaTJTmHkPnZi/cATTVl/LmW++w6MfdnC13ZemqfXTs1Jnk5OTLMCMOHFw9eHh4YGyyxY7+JWZjA3KFktxTW5v/JkkixZk7GD16FAA9e/agqeoMOakbyTqxBmePIPzCetBUX87pw0ua21ktRsryk6gqSUcQBDolPIkkinidTyR3KT7/7FM+ev91vFX5qA0nmfj4ffS/qS9pe2aRl/wD6Xtn4e1sZP68zy7DzFzdBAYG8uprr/Ld998xadKkFtlTBUHA1dmNOqrtyuuoRoWKFStW4O7uzrKlyxg8YAhLvllKcFAwxUKuXf1iZQ63j7gdgKeffYpcp3ROSgf4iTXsZg2Jwm4G3jKAUxlpzF82l6STibz7wbv07tEbIUdDD24hRuqJq8KdqOioq9ILRZIkXn99Bm1aB3Hm1GrcnE3c0FnN0w9X89CDd3HgwL8jvt+VRvj1TeffQlxcnHT06NF/ehh/GrPZTH19Pe7u7na7nNu3b2f0nQ/hXutHMbnE0ge5IMcimdnLenozFKVwIeh6qVRILhk0UEsAYajRYJIZiL4lgnUb1/0Tp+bAwSWZ88knTHnpJZxDQ7DU1eEsk7F53Xq7zIH79u1j0G234frwaNTBQYgmE/UbNtNRqWbX1q3k5OSQmppKeHi4XTbS/2E2m1FrNIR8+I7dtSUaDORPexVjUxNyuRyr1coDDz3I+k2b0XVoh6WkFJ0osXv7dsLCwlr0+2tqampISkrC19eXDh06/D0TdJUgCMIxSZIcweR+wbX0zBk/bjw/LTxECG3tyjOdk3jz89dISEiga+c4NHUuuBn0NAh1ZEunkKOgEz0oJpdyigkkFCtWCshCrpRzJPEw0dHRzf0tX76c58Y9T4f6bs3XmiRJnHD+mXYd23A86QQeai8qjeXcc889fLFg/hVxlZk3bx4L509lw2IPPD3kWCwSk6ZXU9nYk2XL1/yuPhYtWsTSbyazYbG7XXnCiCqefWE+I0aMuERLB9ciRqORbdu20dDQwE033YS3t/cl68Z370VpgwsBETchCDJMTbWc2vc5nh7O+Pj48vRTj7Nx0xa27jxIQER/5EoNRWf3UVmUBgJMf/lFPpo9B6MJAtv2QxAE8jN2IYkiZlMjkT3G4Obd2uZylp9ETso6AiP64/+LgOrFWfsJcq/lp13br8T0XBEcz52WXEvPncuBKIqEt45A4RGLb2g8giDQVF9O8u5PkQlWNBotVkmJqz6UpppcOrRrw9YtG9HpdFgsFmJiu3D6dCZdb5mKUqW19Wm1kLjtXbwCOuLk4kNB5i7kMgUd+01ELldiMtSTnfgtr8+YwmOPTQBsG8M//PADFRUV9OvXj27dul0yTm9KSgonT54kPDyc+Ph4R9K3SzB06DB+2riHTvTAWXClXqohmUNo5E5MnPEk8+bOQ1nhjN4cgJFGcjSnMUsmfGVBqJqcaNTVoNLLOHjkIN7e3hQUFBAR3ha9KYBwIpEhp4AsKtzzyczKxMPDg6qqKsJDWuNc50F74UIGUotk5rBmO2eyMq+6BAerVq1i6pQx7PjBC39fBaIo8doHlew73MSdw1zYdSSOH37c8E8P85rlUs+df49T93WC2WzmxRdeZP78+VgsFny8fflw9gfceafNUqempgYVGgIIpYoyDrAFveRPLVUIyOzENQAtOhqoRYkKX4JwFTywiGY2b93QIluoAwf/JAcOHOClV1/Ba9JTKPVeSJJE3cHDxMTFMfGpp/jvtGm4urrSq1cv5s6axcTnnqNBqcRUV0efvn1ZtsgWoykkJKQ5JsbFUCqVBIeFYThz1i4radPpTKJiYpqtNuVyOcsWLyElJYVDhw4RGBjIzTff/LsFADc3NxISEv78hDhwcJm46567WLlsNUEN4cgF2++5UaqnzFzMwIED+e+0/6KtdiPcYsui5Q244clx9nGC/YjYrHPKKMIVD0REQswRvPziy6xZf0GgSkpMQlPvavecEQQBV5MHd9x1B0u+W8KZM2fo0KGDnXvI/zAYDGzevJna2lr69+//m5ajf4SFCz7mtRec8PSwXesKhcCbL7kSEreVmpqaFrvpF+P06dPEx1pblHeLhYyMjL9lnA6uHtRqtV1g9d9ixY/LGTL0Vk7t+QgnnSclBZk4ObsjOYWRX5TPzDffZtfO7bRvH0l28npEqwmNs562cfeTk7aJ92fNwyuoB9XFaeSkrMfb25snxj9IUXEpx44e4+yxxWidPRBFC+6uOqwWE94hXe3G4B1yA3vXTXes8xxc18hkMtauWUXXuHgKM/ei1LjQWFNISNRgRKuRGyJdGffIw2RmZhITE0PPnj2brweFQsGjj4zl3Y+XNItrADK5Ap+QbhSe2YNKrUM0NxDdKYbkHW/j4u5LbVUxTzz+GBMmjAfg559/ZuiwW3HVt0ZQOPPOe7MYOPAmvluyGJmspSNZdHS03UaUg4vz5psz6bYlnmPW3UiSiAw5QYSTJ52huLgYRZWWNpaO51MkeuFm0HNMvYuHXxxFfm4e8T3iue+++9BqtVRXVxPbKRaZSU5bYpp/A62IwGhqYNGiRTzzzDPMnjUbU70ZL+w9vBSCEk+1nrS0tKtOYFvw5WymTXLC39e2lpPJBF6e5EmrLtlMfFRORkb6PzzC6xOHwHaN8cxTz7B28UY6N/ZFjRNVBWWMffARvLy8bHGo+vSh3FRCK4x0FOKplSqpopxaVSU6lY7q+grcBa/m/krIR40TBhpxxvbSYMWKQqG81BAcOPhH+PzLL1H36oFSb/v9CoKAS/du1P60l/kb1rFtxw6OHTqEQqFg9KhR3DtyJBkZGXh5ef2mu7PVaqWkpAQPDw+cnGzxnt56/XUmTJyIdPsw1KEhGDLPUvnDSp5+8cUW7R2LIQfXGwMGDGDI7YPZsHojno2+iAqRUkU+H330IXq9nq2bt6E3h9jl9vYQvJFJMmLogRYXFCiRCbaXhyqpDCdc2L/f5opQVVWFQqEgom0EZl0TNNof36CuJzw8/DfF8IMHDzJ08FCcRBcUopLHLU8w9aUXmTZ92l8+/+rqmubF6P9wcZahVsmoq6v7XQJbp06dmDtbxvTnJDvrvJ/2i7w+vNNfHqODa4c1a9Yw6bn/kJ+Xh0wmcPvtI9iyeQNFRUVMevY5BJU7oZ1sFo2SJJGXtp5Jz07GahWJHfRccz+lOUeRK9V07PMYgkxOUNsbaagp4szhBbz22mvN2essFguJiYmoVCpiYmLw9PLGbKxHoXRq7stsrEer1TnENQfXPRqNBhdXd4I73oXFbMDFMwSFUkNDdSFHjmxg+bKlDBgw4KJtvb29kUktXfrNxnr8w3titRgoy00k8dgx+t98M089+Ti9e/dudhW0Wq3cdfdIAqNG4OnX4XzZQHbt/pJly5Zx//33X74Tv85p164dMpkM0SriTygCMvLJQi1Xs3rFanyMYXZrFI3ghKdGT9++fVpsbn/55ZdY6iTc0WPFgiRJzQYpqkYthw8eJv+OfDat34xOcqWWKry5sOknSlYqDf/H3nlHR1W8Dfi525JsejaVdFIINRBC7x3p/KSLHUQFxUJRigKiCNgFBBFEOqKIKEGUJkUghF4DgYSQ3vtm63x/hC+whhIUEXCfc/aQnTszd2a4d2fmnbfkVMt65V5TkJ+Pt6flekaplHB3k7NrXzn167f4l1r2cHNf+GCzUj2KiopYvnw5oWWR2EpqJEnCTfLEtyyUWTPfB8DT05Opb03hlPoPrnCBUoopsc+nflRd5n3xOafkB7giLlIgckgQJ0klkXo0Q4aMMkoqFneq8wwaOOihW3gJIar4YbDy4JCXn4/0pzDlkiQhd3LErlVLUoqL2Lz5mpqzUqmkbt26txSuLV++HJ8Af8Lq1kXj6cmLL72EXq9n2NChfL1gASXf/8iV6e+R/+s27Bo3Yu4XC3hzyt/fwFuxcj8jSRLfrFjG9z+vp+dLnRkyvj+xhw/y3KjnOHXqFIWFhZXOgP8fozBixkwe2agkm0rhWrnQoqWUM8RhNpuIbtQEH68aeGg8WLV8NWWqIq5ICZiECaMwkiQ7h42rkp49e960fQaDgd49++BfEEHt4iaElTakcXl7Pnz/I/bs2fO3+9+pc3dWrLeU+m3dWYa7u0e1teT69etHXpELY6cUcPmKgUuXDYwaX4Bc5UvXrl3/dhutPBjMnPkuAwYOocTgSGTHV2nQcRx74q7QOLoptWvX5uCBA/jWuvY8SJKEd0g7fv7pJ+QKOeWleZXX8jLO4h3cHEl2zfetvbMPjq4+7Nt3LcaXQqGgadOmNGzYEEmSePbZZ0iP34r5qkN3s9lIevwvPPX00/dgBKxY+Xfx9vZGV16Krb07rl61UCgrAgaUFqYRHBx0y7J9+vQhJ+MC+ZnxlWklBalkJR8iL/0MBn0ZkR3HEtXtDU5dKuXxJ57CxsamMu+hQ4cwCUWlcA1ALlfi4tuMr79ZhavIywAAIABJREFUeTe7+Z9jz549uNm5E0krJGRIQENa4W8IJyszm1KK0QsdCeIUsWI7h8Vucsuyb6hhtnvnHhwMLmSRyh5+Zi8xxIldlIhCcqR0vv9+AxFhEVy4cAFHXEnhIpkiBSEEOlHOSWJp2rTJfRmorFOX3qz8zjJqaNyxcjKyjSz/Ts/4CW/9Sy17uLEK2B4gMjIysFWoUUk2FulOuJKQkFD5/Y033+DHLRuJHlyPoO5evDdvBlt+jaGwsBClSkkmV7jACUyYaEIHHCQnbFFzWn6QOLsdOIer+eSzj+919/4xcnJyePrpYTg42KJW2zBsaH9rBK0HkH49e2I+dgJhvha8w5Cbi/5KCrY1gzGHBHPo0KFq17d161ZGjxuHcshAvKZPwX3ia6zb8zujx44FKnx3qDRuBM6eid/E13F/tB8uo0fx6WefWZ+fhwRJkrpLkhQvSVKCJElV1BMlSbKRJGnd1esHJUkKupreRZKkw5Iknbz6b8d73fZ/GkmSaN++PZ98+gnvvvsutWvX5tChQ7Rs1gpFoS0JnEQnKqKCmoWZBE7ijBtXSOCKSEAnyikQORxnH4GE05h2FBYWUXbcTCtDD1oaHuHKH1k42Nvj1cKZvYqf+UMRQ0hHP3bv210Zye1G7Nq1C6XRBg/p2gmyjWSHp9afpV99/bf7PnnydNb/LGfEawVs2FzCjA8LeGpsER9/sqjaB08qlYrtO/7AoOhFsx55tO6Tj61Lf7b+utsaHOg/QnZ2NjNmvINcqSY8eii29hps7JypGdmXEp2CVatWIQCqPFMSAsHoF1/kyqkNlJdVBNcwm4wYDVUj8Rr15ZXa1zdi5jszaBJZk5M755B8bBWndsyhYR1f5syedfc6a6VaWOece4+TkxOPPfYYySe/R6ctRAhBUW4imQnbmPTmhFuWzc3NRZLgwuF1HN/5OSd3L+T0ni+RK2wxm/SERw+59l436ANKV1566aXK8hUm2FW32pIkgfXA/28hl8sRmHGW3AiT6hMq1cdJckUgUEm2JBFPLNsxoCOcSPyoicwo5+slVdcIwSHBZJKCHyG0pTft6IM3/sSxi1JRTHN9V5qVd8O+xJlU6SK1aMRl4tnJRvaxBcnNyM9bfv4XRuH2jB37GrHHHRj6fD7f/VzMrM/y6DIwFT+/UDbHbCcyMvLfbuJDidVE9AEiICAAg9BTJkpQS9c0efJl2URHW/rXaNu2LW3btgUqVJQ7te/MhSMXUWudkZCoJzWtzKsXOkooooYUQAmFODk5olKpiI2NJSMjgyZNmtx3NuXVxWQy0bVLG1pH53DxoC8KucQnX+6lQ/vmnDh54ZaLUiv3F8OHD2fR0qXEL/wKVZPGmIuLKfx9D649uyNX26HIvjP17Jlz5mDXvQs2gQEAKJyccBj0KKtmfcBHc+aweetWZA3qIV3nI0Pu4IBj7Qh27drF8OHD73ofrdw7JEmSA/OBLkAKcEiSpE1CiDPXZXsWyBdChEqSNASYDQwGcoDeQog0SZLqUREB++44ALuPGf/aBPzKwqhBEAmcZB8xOAhnyijBHica0opiCjgrHeaCOIEtagIIw5eaXCEBd3zwpeZVsw0ZQaYIThX+wRuTJ9KuXTtkMhm2tra3bYdWq0Vxg+WLTCgoKSn52/309fUl7vApFi5cwMoff8c/MJRdv4+1CKZSHTw8PFi06GsWLfr7Qj8rDx779u1DJlfi6lWrimDWzbs23367nrCwMM7+sQTf8I64+dRGkmRkXtpNv379mTlzBkII5i+YjxAgl8vITszCwy8SpU3FGjAn9QQKmYmWLVvetB22trb8+OMGzp8/z9mzZ4mIiKBWrVr/aN+tVMU659xbSkpKWLVqFSdOnKJB/bogBKtWfwJIODu7sPCLeXTq1OmWdezatQsP33r41fsfRTmXEGYTTu41OXdwBSo7pyrCM1evCH7e/Evl9yZNmoC5nPzMeFy9Kt45s8lAfspBprz09l3v83+J1q1bo5eVkyeycJM8gYpgA2nKSzganZCQY8JIbena/thVuPP555/z2rjX8PT0rEyvW68OKmwIkepWpvkRQq7IxAlXFFLFgV8EjSlS/kYCJ9DYuYPeTGh4CD/F/FRpon+/4ebmxv4Dx1i8+EtWb9qKl48/O39/iaioqNsXtvKXsQrYHgBOnjzJG+Pf5MCB/dja2HLacJCa+nrY40iOlE66XSLfT7u5qvGmTZs4HneCgPJaOODEUfYSL47hQyA6tCRwigBCCTXVRxgFZw7HUjOgJia9GXuZEzm6DF4c/SJzPpjzwJmN/vLLLyhl2Xw8w7Wy7TMmunL4ZEVEnyeeeOJfbqGV6mJjY8OeHTtYtmwZr0ycCG6ueDw+DNugQIr3/oFISWPw4MHVru/y5cuomjSySJM7OKC0V5OVlYWHmxukJFcpZyosui9DcVu5Y5oCCUKISwCSJK0F+gLXb3b6AtOu/v0dME+SJEkIcfS6PKcBW0mSbIQQlnr4DxmH4g4RTUckSSKMBqiFI/EcwxY7SiniD35BUsBjjw1nxcrltDB1q/zd1YpSnHCtUqfa6EhSUhKPPPJItdvRrl078gzZlIpi7CVHoEKLLt8+nYGDJ1bJL4Rg2bJlLPt6HkVFRXTt1ofx49/E3d39pvdwd3dn8uSpLFvmz1eLP+F//WNo174zkydPJyAgoNpttfLfxc3NrUJbJi+pSjCBwpyL7IxPxKdmc9xqBJB8eguXT8fg5OyGvY2JTz5ei1wu5/3332PGjGkUFBSg0Wh4++3pfPzJR2h8IjDqijGU57P1l5hqaUWGh4cTHh5+23xW/jGsc849Ijk5mRYtWyOp3FE6+PLjL39g0mZy5HAcrq6uuLu73zDAwJ9xdXXFqC9GJpPj4hlWmW42myjOSazyXhflJiEX16wsFAoF679dS+8+fSnOrAUKB0qyz9KubUur/7W/iUqlYv2G9fTr0x9X4Y7MoCBXkUHnrp3ZtnUbKq0aHyznapVki8bGi7i4OHr06FGZrtfr0ai84E/u9pzRoMdSa1ij9OLVWWOoV68enp6e1K1bl/sdZ2dnxo0bz7hx42+b12QyMX/+PFYsX0hJSSndH+nDpElv3zIy9s3Q6/XMm/c567/9GqPRRN9+Q3n11dfvW2Hk3cRqInqfEx8fT+uWbbj4ayp1Cpvjl1cLE0ZSNec57XSAwE5e/L5n102drB85coTHH3sCY7mJVC4Ry44KDQLgOPs4zSECCCWEivKSJFGqK8U+T0PDknaEF0cRrevEskXLWbdu3T3r993i3LlztIiWVREMtmxs5uzZ0/9Sq6z8VWxsbBg1ahSnjxwhKjCQvK+WkT51BsGpGezZuROHP/louxXNmjah/Fy8RZo+IwPJaMLf359nn3mG8tg4dKlpQMUmvTTuCLKiops6xL0V8fHxHDx4EJ3Ouh6+T/AFrlz3PYWqGgGVeYQQRqAQ0Pwpz6PA0RttdCRJek6SpDhJkuKys7PvWsP/LTw0Hmi5piHmKwUTRVvMKiOz5r7Hrzu3kpufy5KvvyLIP5hcMivzOuFKGokcEL+xQ2zgoNhOpkihQJZzRyepOp2OuXPmolSoOMg2YtlOgjjFKYc/aNy6UWVE7et57bUxzP/0dV4fmc6C93Tkpy+nTetoioqKbnmvKVMm8vnHrzFpdA7fLpLhZvMzrVo2JiMjo9rttfLfpXXr1jg62qMrKyDx5E8Y9GWYjDqunNtOUU4iwQ0fJaBeH/zCO9Cw06vYqR3p3b01h+NiOXjwIBs2bKiIDK9S4enpiVwuZ+bMGZw7e5qZU8ewcN5sUq5crvL+xMXFMXTYcJo1b824ceNJS0v7l0bAyp/4x+ccePjmnb/C2FdeQ+lcm6BGw/ANa0dQw6HYahrw+riJeHp6Vku4BtC9e3cM2jyyrxyr9OFckp+CoTQdg66YxBObKt/rlPgdFOclMXDgAJKSkli3bh27d++mTZs2JF66yKO9WuIoz6GGjxd169QmPz//nxyCB4bly5cTFhyGSmlD/ToNLHwp344OHTpw+UoSUz99kzGznmPP/t18/8N3DH9yOCWKAkoptsgvhKDEWGgRldxgMHDs6DEyDFcwXyccFUKQTRqOuFSmmYSJHHMGHTt2pEOHDg+EcO1Oee65J/luzXRmvVHMqnkS+sJ1tGkdTXFx8e0LX4cQgqFD+hHz43vMeL2AD6aUcOTAZzzSvT1Go/Efav39g/RfdfoeHR0t4uLi/u1m3JYnH3+K/WsOE2iOqEwrF2UctdtNRla6hUChpKQEk8lUGeHMYDDgV8Mfr5xgvCQ/AMpECXHsoiGtSHE4T5Y2g7amXsgkeWXdB9lGG3pVOqkGyBQpuLRQsfuP3+9Ft+8aW7Zs4a1JwzkQ42YhZHtkWAHDn/6Qxx9//F9snZW/S35+PkKIO9IoS0hIYPq777Jr924yMjOxa1AP547t0WdmUh6zlXfenMTLY8YAsGbtWp574QVsvTwxabXYy+Rs/vFHGjSoiAKo1+v56quvWL5uLTKZjGceG85TTz2FQnFNOTg5OZm+AwaQkHgJlaMTxsJC5n36KY8/xCamkiQdFkJE/9vtuBWSJA0EugkhRlz9/jjQVAjx0nV5Tl/Nk3L1+8WreXKvfq8LbAK6CiEu3up+D8qccys++/Qz3p38PuGlUdhKduiFjgvqYzwxZhjvz37fIu/mzZsZOmgYftpQHIUrl4knn2zq0hQXNOSTzWniiKhbi+Mnj1VbO7pPr74c3nEcf20YSlSkSYlkqJL56uvFDBo0qIomT0pKCg3qh3Nhvw+uLteuDXoun9YdJ/HKK6/e8D65ubmEhvpzdo83nu7X3ufRbxSg8XuWmTOt/qus3J6zZ88S3aQZBqPAaNCCECiUtiiUSqK6WQbMSTm/i+KMQ5SUlGJjo8beUUNxQRqLFn7BY49VT9tl48aNPPHkM3gEtcbW0YuSnPOU5cUTd+jgTSPyPizc7/POvZ5z4OGYd/4KtrZ2RHZ+A6XNNU0Zo0HL4S3voNfr7sga59ixY/Tq3RedARRKW8qKs/lq8SKEEAx//CmMRj0IgY2dC44OKno88gjfff89bl5haEuycXVW89zIZ3ln5vu4B7fBVq2hOPssprIUjh45ZGGq+F9j8ZeLmfjqmwSX1cUZN/LIIlF9mrXfrbkjrfY/I4Rg6dKljH5+DPWNzXGR3DELE5cV53Gqo+LwscOVz8CQQUP5/ae9lJdrUWJDMLWRISNNlUi2SEUj88ZbF4gRIxnqRNr3asuadavv1hDcVyQkJNCyRSQXD/pgr74mAxgwooCO3d9izNW9UXU4cOAAw4d149QuT1SqirE2mwWteucx6a2l9O3b9663/9/gZvOOVYPtPufQwUO4mCzVMm0lNfZKBy5dugRAeno6Pbr1wN3NHS8PL5o1bsbJkyfZsWMHcr2yUrgGoJYc8KMmFzmNXlVOdFQ0aVJS5XUDemRX7daTxDmOiX3EiV1c4jRxcXFMnDDxgTp16dq1K0LmzUuTCkjLMJKdY2TSuwUkpdgycODAf7t5Vv4mrq6udyRcu3DhAtHNm7MlKwPzo31x/V9fys+cpWjBl/iePMuSTz+rFK4BDB0yhKy0NNbOX0DMum+5fPEidevWZdu2bSxdupR2nTszdf48EsNDuVgziAkfzGXAkCGVJ51CCLr16kWKlwfukyfi/MpoHEY8xYtjx3L48OG7Ph5W7ogUwP+6737An1U9KvNIkqQAnIG8q9/9gB+AJ6qz0XkYeOnll3hm9JMcsd3FYfVODtlsp+/wnsx8d2aVvD179mTLrzEEd/UhL+gypXaF1Kc5GskLuaTAXfKhLtEY9IZqb3ZOnz7Nrh27iNBG4Si5YCupqUldPOQ+pKSk3NBMLi4ujpZNnSyEawB9uso5sH/HTe914sQJvNwVPD02kw79U5j9eR7FJWZ6dlESF7u7Wu21YqV27doU5Ocy7a03adWqNQMHDeHzzz7CTu1gEdU8P+McqfE7cPBsREijwdhrQsnLSSegwSBGPf8iiYmJt72X2Wxm9JixBEYOxie0La5etfCv2xt7j/q8PW3GP9lNK9XDOufcI5RKFWaTpb2f2WRAcYvgOTejYcOGJF9O5KeN61i9fCGZGWkMHDiQevXqYWOjwsHFFwe3IOwcPSguLmbjT79Qr8M4AiKHEN5yDAZlIJMmTaVm9JP41GyFq3cEAfX7I7f354MPPrxbXX7gEELw1pS3CS2LxE3yRC4p8JBqEFRWhylvTv1b9SYmJtKjRw9Wr1tFsuYMR+13cdD2N3ybuROzNaZyzXHp0iV+/ulnapdH04i2OOLCKWI5wm68G2g4c/4MT48fTklYJtQvZercSaxcveJuDcF9R1xcHG1bOFoI1wB6dJI4dPDGCjYGg4EvvviCzh2b0alDU+bPn4/BYODAgQN072BTKVwDkMkkeneR+OOPvf9oP+4HrAK2+5zQ8FCKpUKLNIPQU6IvxtfXF5PJRLs27Tm/I5kWhkdoZehJ8VET7du0Jy0tDRU2VepUYYNBXca2Hb+x9JslZLtc4ajYS5I4RzzHMKDnIL9RQhFmzJgxEUYk9QzNWPvZBpo3aUFZWdlt275nzx6iGzVBIVfg6e7FezPfw3xdBMh7gVwuZ+uvuzEoelCvfSYhzdNIzW/Lzl0HquVM28rDxbSZM1E0b4JTt87Y+PniEB2Fx6gRmEwmbG1tmTx9Oi+/+qqFCZidnR21a9cmLi6OadOmERwWxuBRz/HaBx8Qd/o0TiOewr5+Xewj6+M08ml27tvHwYMHATh8+DDpubk4dO5QGSzBxrcGNq1aMG/hwn9lDKxUcggIkyQpWJIkFTCECs2A69kEPHn17wHADiGEkCTJBdgMvCmE2HfPWvwvI0kSderVwdbW9upvuSArMwutVnvD/K1atWLzLz8TfzGeEm0xLlj6PHPFg4uJCTcseyNOnjyJRulVqXH9/9iXuXDowI21NHx9fTl/sRyz2VJbPz7BjK/fzYOirF61DJOpnCcHOzHpFVeOnNTReUAKR0/o8QuoWe023wuOHTvGkMF9CAutQdcurYiJifm3m2TlOpRKJZMmTWLP7l2sW7uKkSNH4qBWkZNyHKjYEF468SPhTR/DP6Izbj61CWn4PzwDo8lLO4nGN5LVq2+vMZGSkkJxcTFO7pbPp6tPJDt27PxH+mbljrDOOfeIIUOGkJGww+KwM/3CDgYNGvSXfEnLZDKaN29Ohw4dKvcO48ZPxDO4HQ3av0SDdi9Qp9UIAur1xWA0o1BWBFCTJAknj3BkSlvsnS2DxTl71Wfrr9v/Zk8fXMrKysjNz8FZsjwkd8Gd+PPxNyl1a3bt2kVwQE2i6jcmNDiMj+Z+zIFDB9h98HfiE87x+95deHt7V+Y/deoU7jYVwj25JKemVIeWUjfCaYi7mztBQUHMeGcGZ8+f4eiJI7z44osPdRTwgIAATp/TWRz+AJyOF/gHhlbJL4RgyOC+fLtqCi89dYWxz6SwdsWb+NZw5uOPZnHiTFUr9rMJMnx9/aukP2xYBWz3OW9OfoM0u4vkikyEEJQLLQl2xxk0aCAajYY1a9aQk5JHsKk2CkmBTJLhSzBOBg0pKSlk69IpF9eEYWZhJtcunS+XfklkZCS1a9fmYmICRgctlziLD4G44Ykb3tSkNiUU0Jh2uEveOEsawnSRlGXoWLBgARs3buTAgQNVXkSAo0eP0rN7L3THZLQ196FmbgM+mzWfca/d3sHi3Uaj0bB48TcUFJRSUlLOipXfWdjfW/nvsG//fmzqWkYC1J45h04uJyHYn+IuHVh97CiNmjTh/32XrFq9mrCICKavWc2n234lNSMDUac2UoAf9tGNkK6bbGVKJco6EezeXaHhkpWVhY3GrcqCTubmSlpG+j/cWyu34qp/mzFURGM7C3wrhDgtSdIMSZL6XM22BNBIkpQAvAa8cTV9DBAKTJUk6djVz0Nv5/H7778z5vmXCS1oSJPyTjTTdeXwLyd5bMitzZ1lMhm+3n4UVihiVFJALkEB1Y/8GxISQqEpr8qcU25bQp16tW9YJjo6Glc3f96aXUh5uRkhBNv3lLF4lZbnnht9wzKXL19mw4b1HIjxZ1AfR7q0s2ftIm+cnGTMXVDE6NGvWeQXQnDgwAE2bdrEvfZ5dPToUbp0bkPzegfZtEzF0wMu8cKoIaxYsfyetsNK9ZHJZGz84XtyE38j8fAyko6vw1BejIunZQACD/9GFGSdR1taVGmxcCucnZ0xGvSYjJZOuXVl+Wg0Nw/oYeXeYJ1z7h0ffDAHLxcz8fs+58rpjcTv+xx3Bx2ffPzRXbvH7t270fhZBspy922Atjib/KwLiKv+vJQ2jhj1WswmS79TurJ8PD3v3HH8w4JarcbFyYViUWCRXkguIcEhd1zf5cuX6dOrL64pvkSXdaK5rhtZhwrp1rk7ERER+PpWDbobEhJCviHPwvcagFZVTJ36N15TPMy0aNECR2dfJs8qpKzMjNks2LilhJXfaRk58vkq+ffu3cupk3+wZbUbvbs60KuLA9vWe+HiZGTsCDMnz5Qwb0kBRqPAbBas+aGYbbv1DH+IXeT8P1YB231OixYtWLl2Bfn+KexTbeao3S76PdWLhV8uZMWKFTz7zAhsdHbkiUzyRXblxkNZZkd6ajrT3pnOSfUfXJbOkyoSOWN/kPpN61o4gnZ2duad995BIVNQSiHllOFLMIXk44oHcuma/xlJknAodWPyxMmMffJ1enXpQ6B/EC2btSIkKJThw4Zz/vx53ntnFjXKg/GWApBLchwlF8LLoli0aNFtHUtbsfJPUaNGDQyZWZXfTWVaCrfvwOeV0Tg0aohtUCBO/XtjCA7kk88+Izs7m5HPP4/r6FE4Dn4UzZCB+E4aT9HuvQijEWNuXpV7yAoK8fLyAqBZs2YUJ13GWHhNC1UIgfnkaXp0vvNACVbuLkKIGCFEuBAiRAjx7tW0t4QQm67+XS6EGCiECBVCNP3/6G9CiJlCCHshRMPrPlm3utfDwNz3P8BXG4KTVBENVCEpqamry44d22/rSP3tGW9xSX2SApGLEIJ8kU2i+hTTZ06r9v2jo6OpVSeMi6qT6IUOszCTRhJ5ygyeG/XcDctIksSPm37j2Pk6+DVKI7hJJi+8YWb5ivXUqlXrhmX2799P+1aWZqWSJDGojyMtWjSlUaNrm6qkpCQaRtbimSd7sODT5wgLC+Cdd96udp/+LjPfmcRbr9nx8khnaoWqGNzXkbWLXJg6Zfw91xi3Un0aNWpEypXLfPrBNCa8/DgKhQyT4U+CMW0BRoMWnbaAtd9uoG27DhQUFNykxoq1XM9evUg9u6XSPE6vLSLr4jZee/Wlm5azcu+wzjn3BmdnZw7F7uf7b1fwxtjHWL/2G44cjsXVtWok6+qQkJDA/v37Lax3nJ1d0Gst30d9eTFIMhJPbOLIr3MoLUijvDQXpVJJavxWzGYTAOWleWQn/s4rY6vv0+phQ5IkJk+dTIL9CQpFxcFZnsgiSX2W6e9Ou+P6Fn+5GA+DL+6SD5IkIZNkBJjCKcwu4vffb2zeWLduXaKbRHHR5gR6UY5ZmEkXl8lWpTJ6zI0P4B5mJEli00/bOJsUiW+jVGpEpjH9YzXfb9h8Qx+ee/bsoU9XhYUZqFIp0fcRe84n6Nm9yY/pH+bj0yAF/6h05i50ZHPMtjty7fOgorh9Fiv/Nr1796ZXr14UFBRgb2+PSqUiJyeH5597AS+DP6kkoqUMMyZ0aJEJBTq0ZCxPQmcsx1Zli22EICQkgEFDX2fAgAGVTtjNZjMTJ0zki/lfoFLYkKpPQkKGnnJssKWU4iphqEsowNscRHhxA9JEEgklp3BK9cKDYGJTjtP052a4ubjibg6G6xR3bCRb7FUOXL58mfr169/rYbRihTdff53HRo5E5eONyseb8sREFG5uKFxcLPIp6kSwffduQoKDcagdgcrnmkq5wskJh2ZNMOv0aOPPU3ryNOp6FVpxpUePY7icXCnA1mg0vDFhAh9+sQBV+7bInRwxHDmGplzHs88+e+86bsXKXSAlOQW1cLb4XZdLCuxVjmRkZNxSM3jkyJEAzHh7BofTU/H3DeDT9z5h6NCh1bq32WwmNTWVtevXMmniJL7/YQMmk4nGjRqz48sdt7y3t7c3MVt2kZGRQXFxMSEhIbeMIufl5cWly4Yqc9+ly4KGjZpWfq8wj+hD/275qJQyDh0roVMrOZ9/OgdPzxqMGjWqWn37Oxw6FMecNyyjJzeLsqWkJIecnJz/tAPtO6WwsJD169eTkZFBq1ataN++/V8yJ6sutra2DBgwAICNP/7E2ZObqNnoUWQyBQZdCYknfiKgdjdqhLZGmE2cP/Y9Q4Y+xi9bbh5lb8lXXzJo8DD27piDo7MHRfkZvDJ27H9CY8CKleuRJIl27drRrl27Oy6bkZHBt99+S0ZGBpu3bOXSxUtIMgW6ci2hoSG8NXUSo198nk8XfENw1GMolHaYTAYunfgR75otqNmgD1nJRzi1dxE2KiVfL13M/AWLOL5jdkXwksIspk17i549e/4DPX9weHnsyyiUCt6d8R4ZWekEB9Zk4fsL6Nev3x3XdTnxMiq9rcX6RJIk1MKR1NTUm5bb+NNGXhr9Muu+XYfRaCSyfiS/LfqVoKCgv9CjG6PX60lPT8fT0xM7O7u7Vu+NEEIQExPD2jVLMRj0PNJjAB4eHpXvg1qtvmV5b29vftz0G3l5eWi1WmrUqHHTedDLy4vYG7hTu5hoYOc+LZ/M9GRof1fc/V/kySefJCgo6B+dU+8nrAK2BwRJknB1dUWr1TJ79mzmfzYfW509GSQTTftKjYIskcoZ4lCiwksbgC810Rt0XLkUjyFAX7mZEUKQn5/P/HnzWbFwNVHl7bGR7CinjKOK3VwSZ2hoag1AImcJEhFISOSQTjrJNKUzZmHzpVUHAAAgAElEQVTmIqdpSKvK+zuaXaBUotyxiCJZHs7impRaJ8op1Zc89JGsrNy/9O7dm/fffptJU6eCSom2sAghkxAmk4WppzErh0A/vwqN0BtMBpJMQqZS4vnMk2Qv+YYiW1tUSiUu9vZs2brVIrrvW1OmENWwIZ8vXEhu0hX69+3PmNGjLfJYsfIg0KZDa2IubMfVeM2spUyUUGYsvak22PWMHDmSkSNHYjKZ7siPyebNm3l+5AsUFhRiMBno0aMHKalXsLe3v6PFqre3t4X/lT179vDRhzO5ePECDRo0YsLEt2nQoAHt2rVDZ3Dik0VFvDzSCblcYu9BLUvXlLHvj2tCs3PnzpF8+RLLv9XRLMqW1HQjl1OM1KmlYuKE0eza+Qvvz/4ELy+vSr89mZmZTJ48jk0/bkKpVDB4yDCmT38PR0fHavfjegICfDl1LovggGvOu1PSDJiFrDKiuJXbc/jwYbp06Ya9ayCSyoWPP1tE40b1+PmnH1GpVP/ovT//fB5Hjh7DhC2HYt7Bxs6FsuIsNL718QlpBYAkkxNUrze/xcygsLDwpv+3Tk5O/LLlZ5KSkkhNTaVOnTp/WWvHipX/ApcuXWLSlKns2L4DFxdX2rdrzarVa9HUqEt22gVcvCMwSbaYDTrsXQMoETV4Ycw4+vfpTu9H2rF69Rxs7d0pKsjA1SuCwLoV0S89A6LITtrHR3OmMWTIEIYMGUJCQgKZmZk0aNDgL//mP0xIksTo0aMZPXr0Ha8L/kzbDm3ZuWkPorRmpRDHJIzkmDJo1qzZTcs5OjqybPnXfLV0MXq9/rYCqBuRn5+PEKKKZpYQgo8+/IiZM2YiTGAURl548QXenz3rH/Pl9uSTw/j1lw3Y2ZpRqSR++mkzocFKFAoZF5Pgm+VrqxXBszpaZl26dOHVV1/k201KBvau2NN8v7mEfbHl1A5V8uvvpZyOF7zUswHBwdV3B/IwIN3If1aVTJLUGGgNHBdC7PrTtTeEEO//M83753gQQ1cbjUbatGzLlVPpKLQqsklHgxfB1CaZ8+SRhRIVxRTihif1pGsn7WZh5pDdNg7E7Sc3N5dRz44i8XIiBr2RaNrjgDMF5FBIHgIzKYqLyOQyXFRu5JRkYRIm5MiRIUOGHIGgAc05zn7aSJYnMCWikCSPU5SWlhJYFoEnvpRSTJL6DENHDObjT++eDwQrVv4Ker2epKQkPDw86DtgAGfMJhx6dkemUqK7nEzB18v5btVqoqKiCA4LQ/Pyiyiv+sowlZSSOmsudnUiMCYlozQZeeO11+nRoweRkZH/mdOZW3GzsNV3WEdnoBawBigF3gLCgBghxLK/3ch7zIM45/yZlJQUGjZohEuxJxqjD1pKSbVP4I23JjB+QvX8ayYnJ7NixQry8/Lp/kh3OnXqdMt35ujRo7Rr3Z6wsoa44lER4drmDKEtg/htx6933IeysjJWrlzJt+tWcOxYLO9NciE60pYde7XMnqclZssOmjRpwqVLlxj+2P+4fPkiTg5KSsrkLPhiKb17966s6+DBg/Tv157uHVQUFJpQ28lY+okXCoVEebmZnsPTiDtmQKmyYeTI55gyZTpNm9TnkfalvPSsAzq94N1PSkjODGbX77GV41BUVMSePXtQq9W0adOmUuP8Rnz33Xe8OfFZvl/iQr0IG9IzjTz9ShENmwxnzpxP7nh8/osIIQgNi0ChaYKHX0MAzGYTlw5/w+TxL/DSS9U3r/yz1uPNOHLkCEuXLiMnN5eNG3+gTpsxZCcfJiv5CK7eEeSmnqRBu9HYOV4TZgth5sCmKaxetYLBgwffeUcfcqzzTlUehnnnblJQUMDSpV8Te+gwtSPC6du3D527dMPBqyEa30boy4tIPL4RO0dvAup04cTvX6CysUeusMErqCm6sgIyEvcTUKc7WRe3c/DAPlxcXHj88Sc5ny4nIKKTxf2Sj69h7rsTbvi+/v/+27pmvDuUlZXRKDKK8ismvHT+GDCQbn+Jrv06s3zlN7ctX1paytq1azl18hT1G9Rn8ODB2Nvb37LMxYsXeX7UExyMPQxAdONIvli4vPLAcdmyZYwbM4Hw0kbYS06UizIS1McZ8eozvDOzamRns9nM5s2b2bRpPTY2tjz22NO0aNGi8vqVK1dITk6+6cHJ999/zxOPD2TaeDeiI23p91Q6G5f50K5lhdAw9mg53QZncvZc4t/yRa7X63n11RdZtWo1ahsTxaUGnJ1k2KgkVEqJrz/zZu68PGxs5MQed+TM2UuVB1VCCI4ePUpKSgpRUVH4+fn95XbcD9x03hFC3PID9AXKgFgqJptVgOK660W3q+N+/DRu3Fg8aGzcuFF4OdQQnXhUtKW3kCMXwdQWahyELzVFNO1FfZoJW9TCE1/RWRpg8fFW+Ql3N3ehlFSiBkGiI/8TEpJoSx+hwUuocRQBhAk3PIUMuXBz1oilS5cKV0c3UYtGoiXdRSceFZ14VHjiK9Q4CDkK0ZbeFvepT3PRPLqF2L17t4hu1ETIZDLhqfEU777zrjAajf/2MFqxUonZbBYLFy4ULl5eQmajEkoXZyGplMLB00PYOTqIJ599VixctEjYOTkJTds2wq1jB6F2dRWhtWoJpb29cO3aWbj17ytcg4NF9169rM/3VYA48Td+n4GRQCaQARwH3gbmA4uAEuC5v1P/v/G53+ccvV4vYmJixJo1a0R6evpN8yUlJYkRz4wQIYGholWzVmLDhg23rdtoNIq4uDjx0UcfCQc7RxGkqiVCpLrC3cFD9OnV96bvzblz50REeLgIlepZzDEd+Z9wtHMSCQkJd9THgoIC0TCylujeSSMC/RRiy5oawpQeVvn5Yo6n6NWzg0WZ8+fPi6NHjwqDwVClvqysLOHsKBOuLpKwUUki9XiwRX3HdgQIB3tJnNjlLzq1cRO9e3UVXTu4W+QxpIaKuhEuYufOnUIIIZYuXSJcXNSiU1tP0ThSIwIDvERcXNwt+7VgwTzh4+0qavg4CBcXtXj99ZeEXq+/o7H5L3P27Fnh7OohWvafI1r9b27lp07LZ0XjJs2rVUdsbKxo3qK1kCSZcHZxFePHTxQ6ne6GeT//fJ5wdHYTQXW7i5qR/YTayUs4e4QJhcpeNO05TbT631zhFdRU+IZ3tGhPRPMnhcrOSSxbtuxudv+hwTrvPHjzzr3kypUrwsfHT/iFRIvQqIEiILy1sLWzF16BjSzes6a9pgu50k5EtHhKqOxchLNHmGjZf3bl9YadXhUKlb3wC20uFixYIIQQYs2aNcKzhmW+Jo9MFWq1Q5X5ND4+XnTp2l3IFQqhtncQzz33vCgqKvo3huS+pri4WOzfv18kJiZWu0xeXp6YOGGiCK8ZLhrWbyQWLFhQrXV5cnKy8PX2FX7qIBFKPeFj6y98vf1EcnLyTctotVoRFOgt5r7tKcqSQoT2cqj47F0v4efrLoqLi4UQQoSH1BJRtLVYv7Sku3BycK7SLrPZLIY/NkA0qOsqPp3pId6b5CH8fR3FrFnviJKSEjFwQC+hcVOLZo09hIuLnZgyZaIwm80WdTRqWEvMf99DmNLDxMK5nmJQXweL9YYpPUwMH+AoZs+efcvxiI+PF2PGPCe6dWkpXnvtpSr/B+PGvSy6d9KIrNM1hSk9TFw8GCjCayrE2+PchDEtVKQcCxZ2tpJo3SpKXLx4sbJcZmamaNWykagZ5CR6dPESri52YuzYF4TJZLrt/9H9ys3mneqYiE4BhgohfpQkyRv4DlgrSdIgUREixSp6v0fs2b0HhxJXJElChQ2+oiYpXESDN7WlqMp8LsKDP9iCXuhQSTbA1eih+kwc8lxQYUsumZzgAM5oiOcIEjKa0wWZVOGXJlmcJ6XwEosXLqaouIgoalqcsgSKcI6yFzscOM0h6ommKCUVpaKIFPV5lk5eQps2bTh0JPbeDpIVK3fAq+PHsey777Hp0Q2NJFGy/wAiLx/N62MRJjObVq/DXaPh9LFjrF+/Hp1OR8cZ79D1kUfwemVMpVabaN2Cg18sZsOGDQwcOPBf7tVDwVig89W/jwOvCCF2AkiSFEOFVsGX/1LbHjqOHj1K966PINcrUQkbsg3pTJ4ymUmTJ1XJGxgYyOIli6td944dOxg2eBglRaWU68sRCArJoyZ1CCwJ5+DOA6xfv54hQ4ZYlNu3bx/9+nbHXmnCVURZrDRkkgwnlQtXrlwhJKT60cY++mgudcNymD/LGZ/6eXRpZ2kK0re7PVPeP2SRFhYWdtP6xo8bQ/dO9iyc7YFnvUu4uViafHho5JjNsOdAOV9+4EidttupEyZn6PPlDOrjSL9H7JHJJNq1UHHixAnc3Nx4842x7NvkQURYxWnvdz8X069vdy5eSr2pqeILL4xmxIjnyMjIQKPR/CUTFys3pjoL3AsXLtCpc1e8QrvSvM9MdNoCVqzbTGpaGqtWWkZzzc3NZeIbb1K79Rhs7StMcLyCm3Ni52fYO/ugtKnQmPCP6MzJ3xegLy/AzbsOJQUpZCbFopBD27Zt73Y3rVRgnXceYiZOnITKJQK/2t0q01T23qRd+sMin1Klxt65BhIyzEY9PjVbIEnXfHbaO9fA1l6DtjgDd/eK6LyPPvooXyz8kvjYpTj5NMJk0JKbvJ9Jk960cEuQk5NDy1ZtcK7RlCY9pmHUa9m8/TfO9OzDnt07/+EReHCYO2cu06fNwFHlTImuiKbNmrB+w/rbmi26urry/uz3eX/2nRnWvTx6LDZZztQUdSp+9HWQkHGS4UMf5/e9u25YZuPGjYQFm3jteRfKysxMfT+PFd8WU1hspmP7Tny3YT3p6Wk0wnINYYc92nItWq3WwlXMb7/9xpG4bcRu0WBnV/G8PTHISP3273Hi+BFUHOBynA92djIyshzoNXwRgYGhjBgxorKOpMtX6NOtIshacYkZD01VM9QaXgrS0lIRQvDjjz9e9dWmo1//4QwdOpS4uDh69+rCC0/aMeZJJbv3X6BZ02/Ytn0v9evXx2AwsGTJEo7+5oHGraL+oAAV82d78fz4LJwd5Xz6VTmvj5vIO+/Msrj3yBGP0aJhCrPWeyKTSRQU2tN96FqWLGlU6af3YaE6UURDhRA/AgghMoCugAewQrr+F8fKP46vny8mOz1QITD7f1NNTyxDD9tItqhx5BJnMAkT5ULLUfZgwowrntShMYGEk08WTriRSyZB1EJCQie0GIUBP0LRo2N/7H5AILA0JTZhQoacph2iaN2rGYdstnHEfhdnHWOZPmvaX3JQacXKX6G4uJgFCxbw5IhnmT1nDtnZ2dUql5KSwpdfLsZ51LPYN2yAQ2R9vEaNQOXhTklsHHK1Hfb9erNo0SICAwOZMGECU6dOJTs7G/uawZXCNQBJoUAW1ZBvf/jhn+rmfw0/IcRJIcRJQAfsvu7aZuC/5czhH8RkMtGzey+8coKoW9ycsJJGNC7vwNxZH9408lZ1ycjIoF/vfshz1KCX0YjWtKEnNQjmBAcopgBNqS9rVq6pUnbC+NF8OtOBIQPsKFRZRijVi3Lydbl3HCznly0bGDHMDrWdDDs7iaQrRovrZy/o8fX1qlZdxcXFbPjhRxa874GTk5xWTexY8Z1lhOxla4sID1GSmm5kwju51AqR88ooV7q0UzP9g1zGTqmI/H3omInw8HCWL1/Kc8PtKoVrAAN6ORLkX7H4vhVKpRJ/f3+rcO0vUKtWLdw1buSkHK9MM5tN5F75gyceH3bb8h9+9DEavyZ4BTVBJldi5+BBUMMhbNy4kdTUVFJSUrhy5QoAu3btws2zZqVwDUAmk+MV3BzddREJbdSuRHZ8BW1JDkmnYsi+cgwHB2dGPDviP+fL5h5inXceYmK2xOAe2NQizSMwGm1xJiajvjLNbDJSVpSBnaMHto7uGPRlFmWEEBh0JRjLC+jVqxcACoWCLxd9waQJLxLuraVZXUc2bljH5D8dUi1ZshS1a018QtshV9hgo3YhsMGjnDp9FqspbwU//fQTs2bMpqG2DfWKWtC0vAuJ+1MZNvj2v8V/BSEEm7f8jL851CI9gHD27NtNaWnpDcslJSXRoHbF3rjP8Ey+W25LeGFHWpgfIfdICc2aNKd+vfrkkGFRLp9sfH18q5ifxsRs4vEBikrhGoCPl4LObR3ZtOlnPp7uVHnN21PBe5PULP7yY4s6/P18OJdQ8Sx3aadmw+YSCotMlddLy8wsX19Ev379GTv2BaZOeppOzQ7St+NxFn7+CoMH9WH8uBf5aLo908a70KOTPe9PcWHyWBumTnkdqDDFNRgM+NWw1NGqFaIiOxdOXe7KNyt+qiJcy8nJ4ffde5k2zgmZrOLoysVZztuv27Hs63k3HOMHmeposOkkSdIIIXIBhBBlkiT1ArYBS/7R1lmxYPjw4Ux/azpZIpU8siilCDc8KaXYIp8QgnLKKKOEFC4hR44NtoRRH3+p4gfEGQ1q4UA8x1BhQzEFnOUIesoxY0ZDxSZDJsmQoyBZXCCICptyszCRxDmQCWa9P4umTZtSUFBAVlYWgYGB2NjY3NuBsfKfJS0tjSYtW6J31yCCA4nZtJFZc+awZ+fO226+Y2NjcQwLRW5/bUMqSRLqyPpoz53HqU0rFG6ulJWUYDAYKp9rtVqNWautUp/Q6XDwsDqTvksYJUmSrqpfnxdCmK67JmEN0HPX2Lt3L+Zy8JL8K9NsJDu8yvxZvOirvxSB7f9ZuXIlGpMXqSTThI6opYrTWh8CMAkDScSjwauKZpZOp+NQ3CkGfBtM+5Ymlq5KIbFYiYcxkHLKSLVPYPQLo9FoNHfUHnt7B/ILC5DLJZ5/wplR4zNZOd8bT3cFickGXn2rhDFj36rML4Rg5cqVLFr4IdnZObRp24Fhw56mTp06GAwGbG1kODtVLHjnvu1Oj2FpnDyjo1ljO3buK2PL9lKcHeWo7WScOqfj2PbAynD2A3s7EtEqieISGXqTB126dOH771cTeIMtvKe7nMLCwjvqq5XqI0kS69auokuXbpTlnkVSOlOad57oqAbVigR74sRp1C6WWgpyhQ32Tu6069CJjPSKDVZgUCCjXxiF0VBepQ6jvgy9tpDCnEs4u9cEQF9eiLY4G0kSNIyMZML41yujjt4JJ06cYOa7szh27Di1atXihedHolAo8PPzo06dOndc30OMdd65jygqKuLgwYO4urrSuHHjv+2rzM5OjVFfBupr6zSTUQdAQWY8bjXqYtRruXxqE8Jk4PTeRQghSDr5M65eEdioKwKLZCTuR5jK2bFnD3Z2duzdu5cnn3qW7OwcTEYDDRs1ZP68T7G1tSU1NRVf32tKEMdPnkLlYOlzSpJkOGkCOXfuHNHRf8uF4EPBx3M/wbc0BDupQgAlk2QE6euwd++vpKen4+Pjc9fvKQSYMVumYUZCRkxMzA0tU6Kiohi/0sShY1qOHjMSpWteaQVWkzqcLzlKkxZNWXJqCWatCVfhSRF5XFGfZ+nHS6o8zxXrk6rPeE6eCaVShpurpU5TkL+S7Oxci7QxL01gzJuv8vNKJfVr29C7qz2NOiUz7kVXZDL4ZFEBfv618PDw4Nt1Kzm31wsnxwottEF9BE267+dMfCHb1lhaBoSHKHlrzg7CQmsQHh6Op4cr2/do6dz22v7px19K6dixA0uWrLzhGJeUlGCvVmBra9lHT3c5RUVFNyzzIFOdySIOeASoHDEhRLEkSd2pON2xHpfeIzw8PNjy6xaGDBpCWkoqrelBOWUcYy9uwhNnyQ2zMHFZGY/MLKORqQ2OuACwm5/wxPJHXYM35WixldmSYD5FPZrijg8mjCRwCoC+vfvyy9atJOrOkCVScMCFXDKQI0fjruHYsWOEhISg0WhwcXG552Ni5b/NxMmT0YWH4NSrR2Va8b79jBz9Igd277llWW9vb/TZOaiFpVNqQ3YO8qvRncpOniaiXj0LoXH79u2hsIiyU6dR16sLgLGwEMP+g4zYYNVgu0tcAGoCF4UQkX+61ghIvvdNejgpLS1FibJKulwoKSkqvkGJ6pORnoFZJyFDXilc+39c8eAy5zHbG3jq2XcsrimVStRqGzKyjPjVUBL7qy/T52SxZftliool5n02n6effvqO2/P4Ey8w67PX6dDKjrfHaZjwTjahzZJwdlJSrlcybtxERoy4ZqYwY8ZUNqyfz8w31FxJNTBt7ho2bVyD3qjA2ckBnU7H7/u1tG+pJqqBLYe2+vP4mAw2byulXUs14SEqjAZB3PFyhvRzrBSuATg6yOjWQc3JC378+ts25HI53br1Ye6szYx6QqBQVORNzzSyY28R8xd3vOP+Wqk+jRs3JinpEuvXrycjI4NWrd6iXbt21drUN2xYn5hd53H1jqhM02mLyM1KwcmrN5GdnwZJIjv5MFOmvo1MJiM37TSaGhXzh64sn4LUQ/yvf182/PAVdo6eSJKc0sI0XFxdWLL4S/r37/+X+hUbG0vnzt1wD2qNY40u7IvdSkxMPzy8a6ItzaVundr8tOmHOxZWP6RY5537hHnz5jPxjTdx0fhRXlaIu8aFmM2b7sglwJ959tmn+eqbH1BHDUMmUyCEmfTzv9GuXXtSUmM5cuJ7hNmMg6MTHn51cA9ojtlkIO38do7v+AAvvwjKSvJQyU1s/OE7Ll68SFpaGsMeexzfOn2p36AuQphIT9hD7Tr1EcKMXK4gMCiQFd98TVRUFI0iG7A39jvgWlRLIcwU5iRZhd1XyczMRI2HRZpckmOnVJOTk3PXBWySJBESHMKlhNNEiCgkSeL/2Dvv8CiqrwG/s33Te09IpffeQXqv0ntVBFRAig2xK6iggCJdQUCa9N5LQFoILYQASUhPSN0k23e+P+IvMV9AQenu+zx5eHZm7t0zl5k99557iiiK3CYKW5n9fT3Y2rRpg4tbGBPfvooDrsXGtf9hU+hA9t0sDh89xAfvzSLyYiQhoSHMm7WRNm3alOlv8OBhtGi+gBH9i+YOAIdOFHIpSo+Hh3sZg9avWwtp0aKkqMbOnTuZPm0iMqmZ2m3isbeTcDfLjEqpZMYnd1Eo5HTs1JufflrFokWL6Nbetti4BqBQCPTtKuWLeCkpaSYC/IrmhcdOaRn8WiqfvePKS00UnL5wncnhuQweL/DhVCN1qis5eFzP3MVa9u3/8r7jHBAQgJ2dE/uPFtKuZYn33spftbRrP+Cv/oueSx7EwPYxUCboWRTF7D+q7fz99p6VR0JcXBw/LFyErlCHSlCjQIkCJRXEWkQSjiAKmDAgGAVEQIIUQRAwiUakSLnKWQRRwAV3fAnGiAGJIFCzfk2STmcgAtFcRIYcf0LIEJKY8MYEOnfrzJjRY9BSQB7Z8EffdlkOfDZ5DlMmvcX6jb/SsWPHpzo+Vv577NixA7vXSsft2zWox/m3Z1JYWPiX4VKNGjXCw8GBrAOHsWvVAkEqRXcrFs3xcFx6dyfv8FF0R46zbvPmUu0UCgU7tmyhU7eumMN/R7BRkx8VzbvvvkOTJk0ey33+BxkGpN/nnBMw68mJ8mLTtGlTso2ZFIgabIUiw7JFtJBlm0Lvfq//q76bNW/GkoXLMOmN6MRCVELJ+5hLFmaJiQHD+9OpU6dS7SQSCcOHD2PSB+v56VsnAvzkfPOJC3HJ2bTv8hYjR478R/IMGzaM8+dPEdrwF15qas+NWxICAgJZ+P0yGjZsiFqtLr42JyeHefO+4fJhL3LzLIx6M421P3rRsrGan37NY8GyXOa858HAV1OZNt6ZqpWUbNmdz9UbEgIDQoi4asJghLt304iJk+F6j9QxCckWWrVqj4eHBwA9evRg5YofaNX7IiMGyMjNFZm/XM/06e+UyuNj5fHg4ODAqFGjHrrdlMmT+OWXesiUDrj710JfmEPMudXYOfnhFVxSAc6jXD202TcZ0q89i5csIyfxFDKFDVlpMbwydixLl60gqHoPctJjMBu1OLoHUqtq8D82rgFMnfY2nmFt8QysT3r8OQw6DXU7vINcaYdoMZMYtZvBQ4aze9f2f/wdLxBWvfMMcOLECd59fxYVm7yG2s4NURRJiz1Jp05duX796j/yZNNoNLi7uaKSarm4/3PcvMuTn51ESHA5Nm3cirOzM1lZWezZs4cp0z8iuPbA4u9xdA/hypGvef3VgdSqVYuly1bQp98AXDxCyUi5gZNHZVx9qgIgCDJ8yr9E2p0LBFbtjLNneTISImjdph23bt5g5MgRzJ7zFUkxh/Es1wCTUUdKzH5q1qhG7dq1/+oW/jO07dCWbXF7cDK6FR/TiDmYJebi6pyXL18mKSmJWrVq4en5YGkd/oqPP/uIwf2GkCtm4SS6kcNdBARMEj1t27a9ZxuJRMKOnYcYP34clyM3Efb/Nut16gIqV6tM3bp12blnx9/KUKlSJT7/Yi6NurxJk/p2FBaKXL1hYOPG7RQUFDBkRD+mvmagemUFOw9oWbPZwPETHwBFeUD79+tFvVpS9qwNwGgUSUg2cfaijk+/U3Ah4joqlQqJpMgI6OLiQnJaWRmSUiXUqVOPN2feYPUCJ+5mmRk2MQVBgO+W5JCTa2HKOGc8XKW8+YHAoTM1WLL2BjVqNuHI0ff/0kgskUiYv2AZgwf1ZuxgI5XKS9mx38y5S0pOhr/3t+PzvCEUeUL/93jeSlcnJydTo1pNHHPdcTF7coHjNKYDSkGFRTRzin244EEAYShRE88NkojFAWeySEOKjGAqo8SGNO6QTx52SnsGjetH1LXrnNx3ChHwwh8DOpKJR46C0GrBONo7EheeTBqJ2OGAEjUZpCBFSlM6kUsmN2wvkJKeYs3/YuWJ4uXvj2xgXxS+JeWmzYVaUj/8lLycnL8NV05ISKD3gP5cvXoVuY0tUrOJmtVrkJ6ZSeWKFXl76lRq1qx5z7Y6nY69e/ei0Who3br1Y3Fbf165b9nq/zDPss5ZtmwZkyZOxtMQgNQsJ7C9QbcAACAASURBVMcujUq1KrDv4F7k8rLebQ/CwYMH6ftyP0waMzqzDiUqqlIfG+zJJI1o+QUWLf2BoUOH3rO9Vqtl9KhB7N27lyoV7bh0TcOAAQOYP38xUmnZxL0PQ2xsLKdPn8bHx4dmzZoVTzr/THh4OJMmdufUTmcmz8zA3k7Ch9OKvHx6j0ymV2c7BvV24NxFHQtX5JCQZOLGbZH5C9fQs2dP1qz5hQkTxtK2hS1JyXouXNKwb70vjesVGfF27M9n+OtpqFRqFiz8mV69egFgNBr59ddf2bVzAza2DgwZMvpfhelaeTJERETwxptTOBV+Als7e/LzNXgGNiKoelegKNw4Pf4cCdf3I8FIs2bN6dK5Ax4eHrRq1Yo3J01h39HL5KTH4FGuLnKFDel3LmAyaLh2JZLQ0NC/keDe2NrZU7XlW8iVtlw+9gO+YS1w8S5ZBJlNBiIPfMad+LjihO3PK1a9U5ZnWe/cj4GDhvD71Ty8Q5oVHxNFkevH57Fn1xbq1av3UP3Fx8fTqHFTJCoPFHZ+FGbdRKtJZuWK5fTo0aOUUWTCxNfZceQ2fuVbluoj8coWpr85iPyCQr6at5TgOkOQyhTcjNiErYMX3iGlN1dvnF2Lo0conuWKZI2P3MCUCQOwiDBv3nekpaVhtphRKRUMHz6cL7/4vExOrv8qKSkp1K5ZB3WuA056D7RCPinqWOYtnEvnzp3p2qkr0dduYC93JFOXzqvjXuWrb776VyHEoijycq8+HNxzEIXOBoWgRKPK4u33ZzDj7Rl/27ZB3QZkXMklwFABKTJShFjSHROIjrn+0L+r2dnZHDhwAJVKRdu2bVGpVACcPn2awYN6osm7i5+PHJlURbbGln37j/P999+xddNCvvrQjc5tSp4jURQJaZDKyp+3o1KpCAsLw9XVlYKCAoKDfflxtg3d2hdFF5w6p6X7sGxO/36RD2fNYOfOXVjMBl4Zas/YoUXGtvc+z8TLQ8qKbz1RBdxGq9VRUFDAqlWruHnzOjVq1KF///5/aQuIjo7mxx8XkJR4m3r1WzJ69JjnOgLufnrnofIJCILQEBgO+AGJwE+iKJ56JBJaKUVMTAwREREEBgZSr149vp33Lfb5LgRZiiqc+IshRBJORbEmGnJRoqaSUKe4vZ8YTDJxaMhFQFIq/4276M1FTqKV5+Po5Mj16ChEROrRqtjF1UsM4CyHiL58AwM6lKipQI3iPD1G0cDvHCCNBLyEABykzuzfv5/u3bs/+cGy8p9lxNChLN69E/mQgQhSKaIoUrDvAF26dXugXID+/v6cOXGS+Ph4NBoNlSpVeuDFu0qlsj7vTwCr3nn8jBo1irp167Js6XKyMrPo3vNtevbsiUz2z1IOZWZm0rN7L8IKauIieCAiEsUFfucgCCIhQaH8Om8dXbt2vW8farWaX9Zs5s6dO9y6dYuKFSs+MiN2UFAQQUFBmM1m9u7dy6VLlwgJCaFbt27F+eD8/Py4HV+ITudIcpqJbjVLJq0SiYD5j+xMdWuqWPFtkXdZ7baZeHp6kpqayoQJYzm8yZXZC3LIytbzcldbugxKxttLilQioMm3sH2VD5p8C9NnTSs2sMnlcgYPHszgwYMfyb1aeTLUqlWLY0cPATB+/EQ27fqd7LTrBFo6IUikJN04QkbCBUJr90Ft587NlKu8+95MToWfwN3dnZiYW2SnRlG95URsHIo8MnxCm3Hx0DzWrVvHe+/9sx1+N3cPtPkZyJW2mAyFKFQOpc5LpHLkCjW5ubnPvYHtUWLVO0+Pu5mZyJWlQ5YFQUBl40R2dvZD9/fmm1NQOlfBt8L/wvKakXTjEEuXrSzjHerv54dFf75MHwZtJj4+PkyZOgPP0FZIZUV6wt4lgLsJEXgFNy428JjNRnLSY/CrUBLWL1W5svKnVSSna/AK64RHZUcyEyPISznH2zOmW41rf8Lb25uLlyKY+81cDu0/TCX/QBa/9S3NmjWjfZsOZETmUcfYCkEQMIh6Vi35hRq1atx3s+5BEASBDZvWs3PnTjau34SNjZphI4bRsGHDB2q77+A+Jo6fyIYNGzCZTTRr0pzNP675R7+pzs7O98z5dvjwQSqEGNm8LBC5vOhZm70gl7FjBuPp4YFaDWZzWacpnU5P924dqBBqT0xsAaNGjWb27Hls3bqH/v16MOurTJQKCXEJRlb+tI7Q0FBWrd7IO++8zZ0bS/j8vSL3+6AAOVtWehNcP469hwtwcFBx7Ngxhg3tR5N6EurXFNm0bgNffjGLo8fO3NfrvkKFCnzzzfyHHpfnjQf2YBMEYRjwA7AJiAMCgV7Aa6Io/vSY5HtsPKu7OiaTiaGDhrJ92w7cFJ7kmXMICiuHyWhGe1XEl2CkQpEh4Q4xxAnXsQhm/C2hhApFSd01Yg4RHMcNb+QoyCKdBkKRYhFFkSzSSeI2d0lBhgIjRRVHHHAijOo4CUU/CKfF/aixJY9spMhoRLtSOwRJYiyZpFJdaES0/XnmrfiqeJFgxcqTQKfT0bVXL34/fw51aCiGhET83d05tHfvI18smM1m7t69i5OTk7WQx9/wqDwJXiS986zqnMfBokWL+GLK14RpS3t/3lBGMPmLibzxxhtPSbIScnNz6dihJXrtHV5qLOH8JUhOV3PwUDh+fkX5Snv36oi94hxhQRYirxpYt7jIwLd+m4bZC7J5dZgj36/I4Xa8iZBAGUmpalJSM1m8eDEnD82kd2c5H36VSfgOf1QqCXq9hXW/aXj9vQxunwnE1UWGxSKi8LuFyWS6pyedleePQYOHcuqyhpy06wB4hzQh+uwv1Gw1qVT10OSYwzSo6szaNavp1as3B49fpFrzcaX6SrkdTs0QGZs2rv9Hsnw3fwEff/oNgbUGknTzGIgiwTVKNoZyM26RdWsnCQlxz/3zZ9U7ZXke9c78+fP5/OulBNUeXLzm0BVkEnViIclJCTg6Oj5UfyqVmhptZiBXlhixTEYd53d/hMGgL7WuSUtLo3yFSvhU7IqLT1UQLaTFnUabcZ642FsElAvGu+oAbOyLwvotZiOXjixAbe+OT2gzzEY98df2oLZzp3y9orxSoihy49QiNDmp1GwzHZmixLsn4eoO+nZrwJzZ989dZaWIjIwMyvkH0lDfDqlQsvmXISYjr2ngbMTZpyhdEWazGYvF8o89//+KGtVDWPipodgLHkCvt+BdI4kZMz5g3epPcLS3sGedD0pl0W/5ms15TJp5l5hT5XCwl3I300zPEdm8POBdJk2agtls5vTp0xiNRho1alRqbTNoQA/aNT7NkD4lmzI79uczblo6mVlmHB2k5BeKfDTNlUmvlHigTf0wmzxTR5Ys+fmRj8GzyP30zsNo0/eAbqIoDhFF8X1RFIcAXYGZf9POykMwb+48Du84Tj1da0I1NalW0JjoyBiuXL1CIrc4wU4SxFsIgoA/ISiVSt5+523uksr/jKU3iCSYKlQW6uJFAEYMiKKIRbQQSTg3iMQWB9zwwYyJqjTgJXrgTxiRhFMoFiW2NmMigDDc8UaAMu63UmRYsKARc8g2Zdw3Tt2KlceFSqVi/65dHNm9hy/HjGXr6tVEnjv3yIxrOTk5/PDDD3Ts1AlnNzeCypfH1cODqdOnYzab/74DK/8Wq955DsnOzkZiKOv9JjXK0Wj+XeGER8WsWe9SvlwiZ3a7MHumMwc3OtO/m443Xi/J6bjyp/WIipf47DsNO/YXMGR8KqfPa1HIIT7BxCdzs/hqljuxZwOZNsEFUTRw4MABliz+HkQ92/cVMHqQIypV0VRLqZQwrL8jjeupOf57USXJC5f0lAvweO6NG1ZK6NmjG/kZlylffzAO7sHEXd6BVKosZVwDcHAL4/z5CwC0avUSZlPZ6qIWkwEHB4cyxx+UiRPG8+qYIUSdmI8uO4b0+DPcPL+OzKTLJN84RHzkryxatND6/JXGqneeIqNGjcLdUUrshdXcTYwk5dYJbv6+jM8/+/ShjWsAcrkCi9lY6pjFZEB2DyOIp6cnu3ftQJcezpXDs4k88DkOkkSOHD6IXC6nc6eOZCaUGCwlUjneIU0Rdalokw8izT+Pn5c9ElFH7t3baLLuEBe5HgdbCa6egaWMawC2LsGEn/r9oe/pv0heXh4KqQIJpaNMlKjIzs55SlKVRiqVPhbjGoDRaEKpKL0Ol8kEJAL06dMHo8WD1AwLlZvFM+n9dNr1TWLslHRWfutRXMzAzVXKnA9sWfzjt8XyNmnShJYtW5ZxHAgKqciFyyWVVbftzee1aeks/MKD5EvBLJ/nia1awM2lSHfEJxg5El5Iv+5qtm3d9ljG4HniYeI/PIBD/+/YEcDqU/4I+fH7xfgVhhZb56M4j4PoSj1aIxWkFIgaIjiOXFSgUWbRpFkT9u8+gBkT17lAgBhGDnepRVHuAjscUaAkjuvIUWDGRAPaFIeCZoqpRHEBD3zwEvwpEHNJ4BZOohtGDDjhhgPOHGMHuWImjkKR27ZFtBBPNBbBzAXhKHKzgkC/IDp17cicr+ZYEzJbeaLUrl37kSeIvXjxIi+1bYsQ4I/o5YHewR5BKsWlfx+WbdmGIJEw+/PPH+l3WimDVe88h7Rt25bZn87BXFCxWJeZRRM5qvRnZiNm44Z17P/VrtTG0ZRxDnhWPUh6ejo7duzg9u3bXLoUiauLCm8POdv2ajhxTkVQYACCVMPWn1ypUaVoUtqvuz0Gg8iE8cOoGGJgz6ECOrW2RasrGyVQUGhBoRC4Gq1n5KQcprz1yRO7byv/jpycHERRxNnZ+b7X9OzZkyVLlxNxbgUOnjVw9atOUvRhjPqCUl40BblJ+Pv50bRZCy5ciECv15OTdgMnz/IAGHT5ZCedZcTCDWW+IyEhgS1btiCKIj169CAgIOCesgiCwMcff8iMGdOIj49HrVazatVqjhw7QVDVcrzxyxGqV6/+L0flhcOqd54iNjY2nDp1guXLl7Nl607c3V15bf4mmjVr9veN78GAAQPYdegg5ar3RBAkiKJIys2D9OzZi5ycnDLvcuPGjbl96wY3b95EoVBQrly54nMff/whu+s1JD7yV9ROIRgK0shOiWT3rh00btwYAIPBwNy581ixchVGk5Fh/V+mf7++NGnaAovZhERasvTWZCdwM/YM77//AR99NOtf5RF70QkKCsLGzobswgxc8Cg+nqFIomvXTn/R8sWge4++zF+2ghXfKoufk1UbNVSoEEZISAjHT5xjzpzP2bxpHdsPirRo0RbT6Z9p19KW5FQTW3bnYzSKNKqnIi0962+/b+zY16hb53vqVM+jfw97Pv46i+9ne9ClbVG6qY6tbVm32ItxU9PYeaCAwye0VAqTcynKgEymxGKx/OXGTXJyMjKZrLjI04vGw4SI/gzsFkVx7Z+O9QM6iaI47DHJ99h4Vt2mvT18CMqohq3ggF7UcYq9NKNzKXfYFDGeG0IkPXv35Nv58/D3C6CRuT1XOE0u2YhYaEYXFELRxF8nFhLBCXQUUJ4a+ArBpb7zlLiPKtTFQXAhQ0zmOhcwYcKChRZ0RSbIyRCTucY5PPFDhS1pJCBDTg6ZeOCHL4HkkUUc0Tg42XPt+rVHUtnFipWnRZVaNcmoXBG7BkVJakWLhYyff0Hu6Yl9g3pkzVtAVnp6cc4mKyU8wlCdF0bvPKs653ExdPAw9mzZi1tBUbhlpl0Sbbq0ZvWaVc/EIsLXx5XDm+wJDSp5fwsLLbhWisPB3obQIAnRNzVMGOnI+5NdkUoFbsYaaNs3i5q1m3Fg/240t0snnk9IMlKleTw3fw9k9UYNn83LQq0WOL8/AA+3Ih1+8HghPYYlI5GIWCwCffsNZvnyn56JMbFyf27fvs3wEaM4c6bI26RGjVr8tHIZFStWvOf1JpOJzZs389PPv1BYkI/BaOR2QjZ+lbujUDuSm3GTO5c24uzsiMS+PN6hLcnLjCf69E/YOHjh4ORGVmo0b701mQ9nfVCq7x9+WMTUadNx9amKCGQlXeHLLz+jatWqrF69BlEU6d+/L61bt/5PPVdWvVOW/5reuRe5ubm0bdeR27EJ2DqXIz8rDqOhEL1eiyAI1KpVm5UrlhVXqPwrzp8/z/nz57l+/Trxd5IICw1m3LhXSxnhRFHk4MGDrFu3HolEwqBBA2jevDlVqlYnPUcgpFavourBKdeIOb+eig2Gkhazj5nvTWHihPGPcyiee3bs2MHAfgPxMgSiMtmSp76LyVHH+YvnXvg1Z25uLm1aN0EtT6VTa7h8XcLB40b27D1832Js9epWplHNZFZv0tCtvS0KucD6bfmABCcnZ7p268UHH3xy36ifM2fOMKB/N5KT0zGZRLJuhGBrU2I0E0URu6BbdO9gy/J5nqhUErJzzLTtm0Rw+U6sX7+xjJEtIiKCV8YO5vbtWMxmkVq1qrNk6RpCQkIe2Vg9Se6ndx7GwLYa6AOcpiQnQUNgPaD933WiKI799+I+fp5VpTN65GgOrwon2FyFfDGXS5ymsdC+1DU5YiaakBSiYq5x5MgR2rVpRxNLJ/RoucBxXPBEgoRK1EYQBOLFG9ziKkpUGDHgggeVqYtMkCOKIqfYS1Ua4CA4EyWeJ4uM4u+SIiWMaihQcYcb3CUVD/xwwws3vLnGOexxIkAIAyBdTCaaCF5/awKz58x+omNnxcqjIikpifJVquAx612EPykHXWwc6StX4/fuNNI//oK4mJgXdvfl3/AIFzovjN55VnXO35GamsqiHxYRcf4iNWvXYNxr4x7IQ9lisfDbb7+xauVqRFFkyPDB9OrV65kJRZswYSxGzWa+/8K52Ajx2bc5zFmYQ/8earbtzUciEYg7F4RUWmKkWLgih69/yKWgwMTxbf6UDykx0G3aoWH05DTaNrdh5hQXEATefC+D85f0tG1uQ3aumYjLeob1s2fj9nzatbRh/zGR2V8tpn//AU98DKw8GHq9nuCQ8ihdq+MV1BgEgfS438lLPs3tWzHY2dmVaSOKIq+9NoGfV63GzbsChfkZGPUaDHo9FosFLy9vxo4ZyTff/kCFJq+XJEg3Gbh1fi01KnuzdMmSUgt3gLi4OKpWrUGFJuNQ2xUtinQFWVw+Mg+lyga3gIaICOSmXKB/n558//2Cxz9AzwhWvVOW51XvPGpEUeTEiRNERkbywayPcPCpj3dwUxAgPfY0mtQz3L4Vc99iAxqNhs5dunP58lUc3ALJvRtLrVo12LFtS5k248aN59eNW3D0ro2ASHbSOXp068SGjZuxcQ4hK+UqIqCycUZXkEWddtPRFWaRd2cPcbdvPoHReL65cuUKX83+mlMnTyGVSWnTrjVT3ppS5rfyRcRgMPDbb79x9uxpAgKCGDx4MC4upVMPiKLIsWPH2LZtM3Fxd9i1ayvn9gZQqXzRXCUpxUTtNvEs/caTvUeMHD/ryNlzV4qrlf5/Xn11BEFu21m9ScPcj91p1dSGu5lmlEqBS9f0tHk5kdhzQXh5lDgCFVUkTaFuvWa0bNmeBg0a0LJlS7Kzs6lcKYQv3lUxqLcdZjMsXJ7HD6tkXIuKfS4dFh5FFVEjsOZPn2//8QfweAKO/4N8/OnH1Ntdnxt5EdgUOmJAR76Yi51QkncgS55Cx3at6dW9F8cOHUduUXKWQ0iRo0BJHllIkHCS3chEBUb0NKQtNoIdZtFMNBFEcYFqNCCdJCxYUKAkVrxOKgnU4yXOcBBniTsWewNXcs8gIKBETUPaohRKEiwKYunFkjveXOE0+3bvZ/acJzZsVqw8UqRSKRaLBf7/BoTFAqKF1EVLcbCzxdXV9d4dWHlUWPXOUyQqKoqmjZriqHfHRufI5YPXmf/dAk6EH6dy5cp/2VYikdC7d2969+79hKR9OD766AtatzpGy153adVE5GyklNPndMikFlZv0iBaRMqHKEoZ1wD8fWQEB0hp28KeIeNTWTbPkyoVFBwJ1zJuWjo9Otjh5CihSddEPpruyoGNfkz/KJNDp31JTErAx9tEYoqZZfO8aNPchqPhhbw6Yxr9+vX/T3kbPU9s3boVpPb4hLYoPuYV3ARdXjzr169n5MiRZdqsXr2ajVt2U7XlJASJDEEiJy5yM5K8OOrVq8vgQf1RKBTY2HuU+n+XyhQ4elXGwZF7Lhg3b96Mi0+1YuMagMrWBSevqihtnPEJawmAZ2B9flk7n1GjRlCnTp0y/Vj5S6x65wVDEASaNWtGYmIiKjtPfP94TwC8Qpqiy4tjw4YNDB8+/J7tp7w1jdtJBVRuOQVBkOBnMXMjcgPTZ7zDgvnfFl937tw51qxbT6VmbyCTq9Brc9HrNKxesw61nTsBldsTWrsPZpMBBLgduYXMlKu4+VbnVnraYx6FFwNHR0f27tmLMt8OO60DO+MO8NPKn9m7f88DVf18nlEoFPTr149+/frd87woiowbN5KD+zcz9GUFBdk62re0oVJ5BVqthbtZZrw8ZAzv78j5S3rmf+ZCx4E5rF+//r5VWFu16sh3X29j6nhnRryRipODlDtJJsxmEaUCBEGCh1vpvHh+3jKkEjh54hgBHpGsWiniX6467dp3p1VTOUP72gMglcKkVx3Zvj+bnTt3lqnq+zzzwAY2URRHPE5BrBTh7e3N1etXWLZsGeHHTxGk8+Tk0VP4akOwwY5sRRoa+yxCwkLY+PNveBYEcourhFIVW+xJJ4kEbiFFigpbDOgoT3VshKIdVqkgpbxYk2Ns56x4BA1ZCAiEswcJUmrRDDV2iIBOWcCOLdvp060foZoaXOBYKVl1YiHpJBJEm+JjenQICPj6+T7JYbNi5ZHi5eVF5SpViD8ejkPLorwfotlMzoHDODRtQt7RY4ybPAWpVPo3PVn5N1j1ztPl9fFv4J7njz9hIAB6SNDf5I0Jb7L/0L6nLd6/wsXFhTNnL7N161YiIyNp3tqW0+c/YsW3HnRuY0tisokqzeOJuW0gLLhkV3X52jzatbRh6nhnZDKBDv2SSM80Y28nYf6n7gzsXZSQfvRgRxp0SOB2nMjGnRaOHd9E/fo1ObzJH1eXkt+N5o3UxN+JQ6fToVary8hp5ekTFxeHzMa9zHGJwo3Y2Nh7tvn+hyWIEnsu7J+DxWxEKlcjAH4V2xB7V86UGR8R6OdGyp1rJMe/h1xpi2dgQ3zCmlOYGU3rkfd2jrJYLHAPQ6xEIkUiKZnSy+RqHD2rsmPHDquB7SGx6p0Xl7i4OGTqslEHEqU7cXFx92xz+vRpVq78CbPFQlZaLN4hTfAKbox3+XasWrWolIFt586dOHpWQyZXUahJ58qxRbj6ViOk1stoMuO5dOQ7PAMbkZFwHqOhEAHhjwIMAvXqNXhMd/1i8fb0d7DNcibIUrloXmIEG4M9r4x+lcgrF5+2eE+VI0eOcOjAb5zf546drYQff87lxJlC3vn0LotX56JWCZjNUL2SgktRetZs1uDnI+XkyaMMGDCAs2fPIpVKqVu3bvH6pmfPnvzw/TcsX3eDPI3I5+8606+7PVqdyAezs1i1sZAtuwvo1bnEk3vtbxpeaqomT2OhU2sVCz6zpfeoq6xbl4+tXMOg17TUq6FixAAHHB2kVKkgkJCQ8LSG7bHwMB5sAAiCYA/Y//mYKIrJj0wiKzg6OjJ58mQmTy76fPDgQb6e/Q1JiUl0bdOBadOnMnjAENwL/LjORWrTDAehKEmnI64IooREbqEhGzkK1JR2X5YJMqSijELyUKBChS3lCOM2UejRkkcWUkFK/fr16NG5J/mF+ZzhIApUnOYAXqI/IiLp0kRkZjnSPyq6mEQj17mAXKpgyrTJT3TMrFh51Kz7+Wdq1KlDwaXLKPx80UZdR+bmhmOrFghp6YSGhv59J1YeCVa983Q4cuwwTcXORZPYP/AWAzl8bMfTE+oRIpfLefnll3n55ZeZOPEVJoywLU7g6+8r5/N33WjaNYGZU1zw95WzYm0eh44XkpNjpl93e3p0tGXe4mxCAmW8Ptqp2LgGUKWCkmqVFFy+VZnX3+jIxYsXKRfgQ8QVLW2al1SSi7phwNnJrkwFLyvPDrVr16bwm4WIogXhjwJRoihiyIulTp3X7tnm5q2bmCw21HjpDZQ2zuRm3OTG2bXY2Hvg6B6Cm38tIg7MwdWvJuUqd0CvzSE2ciuZSRF4uTvc15ugR48ezPrwEzyDW6C0cQJAr80lI/EiNVq+Xvpii+Ge4atWHgyr3nnxqFOnDoXf/ljmXdbnxVKnzutlro+MjKRtu46Uq9oVV58qaPMzuH1xC0ZDAT4hTdFpC0tdb2dnBxYDAHeu7cU3rDm+5VsC4OZbHYvZSHr8GSo2HIa9SwCFeWlEn1lNUtZt1h49/Hhv/gVhz549VDDXLTUv8cSfEzd2kJub+48qzb4obNu2ieF95djZFj3bXdvZMv3jDGpVVXHxYAB+PnKuRevpPCiZl5raUD5EwfFTWjZvWs/2bVvwdAejUaRQp2LJ0lVs3bqBtWvXoNcbcXFypE9Xewb2Kprn2NkKfDXLlTWb8xjxRiqXo5ypX0vFweOFrNms4cBGXzoPTCbQX45MJtC6qcB7X1xkzGAHalZVsvNAAYt+zuXgRl/2HTUweEy9pzl0j5wHNrAJgtAEWAH8OQudAIiA1Y3jMdK6dWtat25d5ng+eQhQbFz7H574kUYCLehGFOdJJQEHSmK088SiQggWzHgRQAWhKDlivphLrCQKUWnGVmrDzaOJhFGTQvK5xVWkyDCiJ1V6hwoVK7Dn1/Ms+G4hS5cuQWFRo6cQmVTO1/O+olWrVo91TKxYedyEhYXx9rRpzFn9MzJnJ9z690UZHAiiiCkp6YES4lr5d1j1ztPFRmWDoUCP7E9RUUb02Khs/qLV80lcbDQv9S4d/TV+pBMr1+Wy9jcNN2ON2NtKaNPcBq1OpFHnBGpUUTBuuCN3Ek3odGX71OpEomJ+J8g7msP7RBITtYyZIvLbNhCOcAAAIABJREFUCik1qyqJuW1g5CQNkyZPe2Zy01kpS6tWrQgNDiDu4q+4BzYDQeBufDheHg506dKlzPUajYbcnGxqthmDQlVkn3HyCKNclQ4k3zyOo3sIEokUz8AGGLR5yJW2yJW2VGo0ggv7PmPH9sP3NYyFhoYy8/13+eiTz3DxqQ4IZCVdRCoRMBlLHsKCnGSyUi7Tr9+6xzImLzJWvfPi0qZNG0KCfEu9yxlxJ/H1dKZTp7KVKD/97As8gpriGVi0+Ld3KUfFhsO4ePAbJIKEtu06lLq+X79+fDDrI1wD6pOTfoPgGqVD3jTZCYTW6Yu9S1HVXxsHTyrUH8TtcyuoW/dfpw/8T2Bva4cxWw+U/EaaMIIg/Oc3qhQKFYXaks8eblIEQWDZPE/8fIrmN5UrKFk0x4OBr6YilQjY2UkoLCyg/UsiG5f5ALB1Tz7du3ega1sHTu90xdZGoNvQFOrWdCj1fYIg0LS+iqByMr5bkkNYiJwWjdQc2OjLjz/lEhIop3plJaIosmB5LmsWeRZvYg7p48DEd9J5qXcqVao2e+HCex9mRrcE2ABUBYL/+Av6418rT5hhI4dyV56MGTNG0VDqXCH5mDFxhoPkkEkSsVwXL5AtZpAo3iaScCpQEx+CSCIWnVi0A5MnZNOhV1v69HkZ50IvKgg1cBLc8BECqUkTDOgRkGJrZ0vkpYtUqVKFH378nrSMNNZt+4Vde3eRk5/NeGsVHCsvCK++8gqyrBwEqRSFvx9mjYa8jb9RKSSUevVerN2WZxSr3nmKDB8xnDuqaCyiBQCLaCFedZ3hw5+rQnoPRFj5GmzbW1DqWHaOmagYI7F3TAzr64CPl4zuHe1wc5FSv7YNR8N1jB7kSP+e9ixckUPGXVNx231HCrgZayTmlC/L5jqyZ60TC7+ww2iS021YPq4VE2jeI5uefSYxdeqMJ327Vh4CiUTCgf17GNa/A1m3tnE35jcG9GzBsaOHkcnK7lOnpqZia+dYbFz7H3bOfugKMos/G7S5yBQlYcEyhRo3z3Kkpf11LqZp06Zy7swpxg5uy5hBrTl75hQb1q/j9vmfiLvwM3ERq4g5s4zly5bg5+f3L+/+P4lV77ygSCQSDh7Yx9B+7cm6tY3MmC0M7P0SR48eumfKj4sXI7F3LV3dUGnjhFSuIjflHPPmflXqnJ+fH8uWLibm92UIggSjPq/UeV3BXeycSr+TantPCgvy0d1rl8ZKGcaOG0uiTQxmsUjfiqJIvOI63bt2u2+i/v8KAwcOYdlaLQlJRgDyCyyYzSJBAaX1VLVKShQKgZ8XeLFlpQ+71/qy/2ghBYVFc73uHexoWFtBu5YyggLkeLjJGNbXnm178kv1o9NZOHlWx/B+jmxc7o1OJ7J8bR512yVw4nct65d4A3An0UhmtpnObUpH1I0a6IhWq2D9hu0vXA7ah6kimgs4iQ/a4Bnnea+sYzabaVi/IVcuROGECxWpjUyQUyBqOM9RpEhxwg0b7IgnBhCxwR4VNvgTgrPgTqaYShQX8MAPOQrSbeK5k3SHBnUa4njbF0ehdGWS4+IO1NihVxQSeeUiYWFhT+fmrVh5gkRFRTHu9dc5fvgwcoWCfgMG8N033/yn3dD/jkdYze2F0TvPo87RarX06t6b8JPhuMjcyTJl0KhxIzZv3YSNzYvlxRYXF0eVyiG8OdaRIX0cSEo18d7nmVSpoOD7Lz14+9O77DlcgEIuUDlMQaN6aj6Yo+Hobx5UrqDko68zWbAshw6tbIlLMHLhkp7BL9uxaE5JxVVRFKnRKpMfl26nYsWKODo63tNAY+X5RqfT4eHpRVjDV0sVI0i6cZSC3CTK1xtIfnYiV47/SI1WbxRfYzYZuHTwS6KvX/1HhrH8/Hz27t2LKIq0a9cOBweHv2/0AmHVO2V5HvXOs0S37r24dge8ghsXHzPo8ok88CXR0VEEBgbes11eXh6jR4/h8MlLhNYdglSmwGI2EbF/NgFVO+HuV7Pk2sxYsm7tJOFO7AtnZHgcGI1Ghgways7tO3FTeJJjzqJS1Yrs2rMTJyenpy3eU2fevK/56MP36dDKgfwCC0dOZrLtZx+aNyrZzFmyOpf5S3PYv8EXT/eiOUjr3omMG+HIy12KNoZenZZOxRA5b75SFCWnybdQuWkc3Ts68Npwe3LyLLz7WTYGo5mTO/yBojnOzVgD9Tukolbb0LienCrlzWzbZyHmVh7pV4OwsSnx7dp/tIChE7JITS98bp/9R1FFdD9QFzj7yKSy8o+RSqUcOHQAH08fDHoDJ9iFQlShoxAVNgQQShbpxHIdBUr0aCkkj0I0aMknVKxKPrlYMJNBEgb0dHqpE3Z2dri7u5F7Ox/HP4WVmkQTRowYyERqkLFx40YmTZr0n98tsPLiU6lSJY7s34/ZbEYikTy3SuA5xap3niJqtZrd+3Zx7do1oqKiqFSp0t9WD31eCQwMZNDgIaz5bR1LVudhEUVe7mLH+BFOfDIvi8Wrcnl/igtSicD8pTlci7FQv34Tpn18jk3L3Jg5xZWBvewZ/FoqWp2FsBAZLzUtvVsrCAIKhYjJZLJWIH6BUalUvD1jBl/N/R7vCp2wsfcgK+UqCdf34ejkzu0zS8nLSUEul5CfnYDKxhmDLo+kqJ106dL5H3ud2dnZPbNVe58zrHrHCgDvvjOdtu06Ilc54uJdCV1BJknXtjF27Nj7GtcAHBwc+OWX1QwdNoLt27/E2b0cOZmJVKtagajru0AUcXQPJT87geTrO5j/7dfWueUDIpfLWbd+LTdv3uTSpUsEBQVRq1atpy3WU0cURTZs2MD+fdsICwtCawmj28td6NlXYMiESXzxnok61ZXsO1rArNlZtGikom67Oxza5EdYsAIHBwkGQ9GeQkGhhc0789n3q09x//Z2EurWdOLKzRDa9b+OVColOKQWN66f5sTvWprUV5GZZeH9Lwvo2bMHI0eNZ9Kb4zlyMpZygQE4OBj5YE4mX77vhkQioMm38OFXWRhNItHR0VSsWPFpDd1j4WE82FyAXRQpnJQ/nxNF8bNHL9rj5UXZ1Tl06BC9e76MymKDRpeHjcmB6jTkBpFkkooSNWZMaCmgHOVxxYt8conhMmaMSJHTlE5YMHNdfZ5x08eg0+v4+vO51KE5toIDZtHEdSLIJxcdWipRm7s2SQRU8eXYyaPI5daq5VasWCnhEXoSvDB650XROc8aoiiSmJiISqXC3b1spce/4urVq8z+8kMuXjxPcHAIE1+fwe7dW/nxxx8xGQ2oVQImM6iUcHizPxXDiqqJpmWYCKkfx9Rp77NwwedIBAuN66k4e1GHTifSsLaKw+FaqlRQcGK7P3J50cLp9Hktbfsk06NHD1at3mDNu/YCI4oiK1asYPacb0hJSaZ+vfp8/PEsDAYDer2epk2bEhERwYSJbxIZeQG12oZRo0Yz+8vP//N5hP4pVr1TFqve+ffs27ePNye9RXT0NeztHZgwYQKzPpj5wN7HcXFxXLt2jdDQUMqXL8+hQ4d47/1ZXL1ymcDgEGbNfJeePXv+fUdW/tOcOnWKr7/6mJiYaKpWrcHUaTOpWbPEE3LGjCns2r6cGRNVuDpLWL7WwM077hw/cY7jx48zamQfsBTSsK6a6ROcqVNDxewFWVy4rOeTGa7UbHWHuR+7o1IKfLfUQEaWQMdWEj6cao+NWsL3K/L4dqkRk8lC2xZKfDyNLPopj56dbDnxu5aCQpH8Agv+/j588ulcxr06gg+n2tK6mZoLl/VMfCcDBzsBmUygcnkFJ89o6dPNjgPHBTb9dozq1as/xdH959xP7zyMgW028DoQCfy5bIooiuJzl9H+RVI6Op2OgwcPMm7MODxTQpAgJZJw6tOKU+zDGXeccKOcUL64Ta6YxQWOosQGD3wpR3l0FBIhOcb0d6fzxSdfIooiStTo0eKKJxWpTTh7qUtLbLDjqt3vfLN4NgMGDHiKd2/FipVnjUe40Hlh9M7zqnMMBgO7du0iKSmJBg0a/G0i5oSEBFasWMHe3fso0BTQoXN73pr6Fm5ubn/Z7p8QHh7OuFeHkpKSgsFooVHD+ixZ+ssDeQDt3r2b/v174OUmEhwop0ZlJT9vNLJg4U/s3PkbAS47GT3YkUpN4/lwqitvjC1dTKjrkCR+vyBh3Y+O+HjKuBqtJyxYwd0sM8MmpJJXYKZBLTVZ2Rb6drcjKdXEz+s1NK6nIv2ukndmLrF6G1kBit4xmUxmNbj+S6x6pyzPq955FjEYDMjlcqun2TOAxWLhzJkzFBQUEB0dzaoVqzEajQwY0p/x48f/q+gqURQJDw8nIiKCoKAg2rdv/9RTOezZs4fhw/owc7INDWorORqu54sFhWzbvp+GDRuSmJhI9WrliT7pjauLtPg+ugzJoUefTxg5ciQ2Nio0t4JRKEqe3/S7RZuFMilYRCm1a9fA1dWFvv1G4ufnx5Qpb3Dx4iUsFgudO7Xh6rVrfDzVRN9u9nw6N4vEFCM/zPbEYhFJSTNjoxYIaxSP2QyzZ7oyZnBJKp0Tv2vpMTyZ5XM9WLFOQ0qaCVsbCdGxNiQmpj+3+u9RhIi+AtQTRfHyoxPLyqNApVLRuXNnPDw9MaYY0JCLF/5YsCBFRj65hFGtVBtHwQWJKCWUqmSQwjmOUJMmmC1mvvtqARKJlArmmqixRYEKpVD0Y6UQlZgwIggCjvlu7Nm55y8NbGazmZ07d3Jg3wE8vT0ZOnQo/v7+j3U8rFix8sJg1TtPkZs3b9KyWUvEAglKow3Z0pk0b9mUjb9tLOO5bDAYGDF0BJs2bUJpsqGQfBxwYW3MJtasXsPFyxdxcXG5zzc9PElJSXTv1oHvv7ClZycfDAaR2Quj6NypFREXr//lZO3WrVv079edMYNs6dLOjqvRej6dl8WYwY688/abdOrUHREZJ89qESSQnGYq00f6XTNZ2YU0re+FQiEUe7cZjSKp6WYCA+TsXuvL7kMFHD6hxcNVxpKvPZj7Yw6vDJWzeeNqq4HNCgAKheJpi2ClNFa9Y6UM1vf02eDChQt079Idfb4Rg9ZIvikPP0Jwxp25MfP5beMWjp44cs+iFX+HVqulY7uOXI64iqPZDa1cg42rimMnjuLr6/sY7ubBePedN1n8lX1xBc5a1VQ4OQl8MPMt9u47wenTp2nWyKHYuAZFKSle7iLhyLG9jBkzBrVaQWa2GW/PEtNP+t0io5itrYQGte1o2GIQb775JlOnvsHkSSvo3VlNqL8Luw/l06lzb86fO0Wfrp4AXIvR07FVURoMiUTA17uo38Z1lZw4o6NT69IpMprUV1GoFRkyIZ1RAx2Y9IozV6P1fDK3gHXr1jJw4KDHOoZPmocxF+YBUY9LECt/T0pKCufOnUOj0dzz/KvjXyFRdRMBMGJEiRoRETkK8indRi/qEBFxxZPK1EGNLTe4hAuehGlrIFfKSBXuYIdjsXEtT8zGiB57iizSJrkBDy+P+8qr1+tp3bINYwa9yu6Fh1n28SoqV6zC3r17H82AWLFi5UXHqneeIv37DMAu3Z3K+Q0I0VejdkELzh6+wIIFC8pc++GsDzm87TiNTR2pL7SmGZ2RIkUwSJBkKZk/f/4jlW358qX07aamdxd7JBIBlUrC+5MdkZDJkSNHiq8TRZFNmzbRqWNzGjWsynvvvc2sD2YwcbQ9sz9wp3kjNeOGO/HrYm9WbcgjKTmN7j1e5sdVhWzcXkDtaip++lXDtWh9cZ+/7crn+g0DXp4OhJ/TlpLr5FktHh4OZOVI0OpEurS14+sP3Xl3kgsZmWYC/GSk3zVxMfIi1aoG0bpVAzZs2PBIx8aKFSv/CqvesWLlGUSv19O+bQecUnyprmlKPXMr6tCcZGKxwY6KhXWJuXKLXbt2/aP+P/7oY26di6dWQQtC9FWpmt8ISaKKUSNGP+I7eXAMBgOXLseUMVh1b2/LqdPnAfD09CQ23sDlKB3DJqZSvWU83YYmc+i4Hg8vPyQSCUOGDGbKrByMxqLIRa3WwoxP7tK4vgpbtYSbsTrW/LKCzz//nG1bfubyYQ++/cSJVQsc2bHKhbdnTMZktvC/wMeKoQpOnStd+dZoFIm4osffR8rlKH2pc3EJJpQKKa+NcOabj0rmXlt+cmX6tDcwmcpuZD7PPIyB7WvgnccliJX7U1hYSPeuPSjnH0jTBs1xdXSnV89eGI1GfvnlFzq170y3zt1wdHTkpU4tiOU6aSRQQB7BVEKHlhgiKRCLykUbRD1RnMebckgFGYIg4IEvWaThRTkccaVQW4BziD1RqnOkine4LV4jguOEUQOJICVPzCZNlsDoMff/0Vm2bBkxF25RLb8xgUJFQgzVqFBYm8EDh7xwL5IVK1YeC1a985RISkri+vUofC3BxcckghSvwiCWL1lR5vrFixZTTlsJqVC0iykVZIRRnWTicNJ5cGDPwUcq3507t6hcoXSKC0EQqFJBTkJCQvGxjz6aycx3RzG4ewyfT88lNW4pO3dsoV93u1Jtm9RXo9WJSCQSGjVqxHvvf87ew4XMmenGnA/caN4jkbZ9Eqnf4Q5DJ6QiCnKmTZ/FmCkajoYXYjaLHA0vZMyUPOZ8tYDOnTszZEIWH8zOpN+YZMo3iuOtWRlEXNbzydxsOr2kYeVcM+MGJTDz3TF8+eWnj3R8rFix8o+x6h0rVp5Bdu3ahdKoxkvwLw7VdRBc8KYcKcQjCAL2+S4cOXzkH/X/88pV+OpCS4UB+5vCOHzkMPn5+Y/iFh4auVyOs5MdN2ONAGRmmXn93XQqN4sH0ciUKa9TrVo1CvW2tOiRRNWKClZ/70XvLnbsPqTB17ccALNnz6PAWBv/Wndo2SMB35qxRF7VE3lFT5vmalLTjPh53ubLL2fSoJYFO9sSE1HDOmpqVbPB1taZlb8WOeyMHuTIlt35fLc0m4JCC/EJRga9lkqdGipmvO7KpJkZXP1jYzIx2cjoyXk4ONjRt1vpCvT1aqqQSozExcU9gdF8cjxMiOh4oJwgCJOB9D+fEEWx/L2bWHkUjBk1lr079+IieuJLECaM7N1yAH9vf0SdBPcCP0RExh+dSNc+nalbtw5R529wTjyCPY7IUaClgN85iEyUYcKIN4GlwkbzyUWNHTe4SCrxuLt6cPbCGUaNHMXWzdtQWFT8H3v3GR5F2TVw/D/bkmx63zQCSSihShCQDiJdioSiNJEOAoJSFEUEFBARUCmCjaYgvfcihN47CSSk955sNtvn/ZDH8ET0eUFDdX7XxQeGmdl7byBn9ux9nwMC0VwjSXEHbKx8883XVKny13/1637+FQ+df5kfVK6CJ4kmORcvXqRBgwaPctokEsmzT4o7T4jJZEImyBEoW29GjhydyXTf+QXaAmyxK3PMFjtMGClGS7WA8u0++tJLLdi0bg8jBoilMaa42MqhCC0fziiJLVlZWSxc+CU3jmrQeJU87ri5ytixL5e78SZqVL1XTD43z0J+gZVBgwegUql4++0xLFwwG5lMoH9PJ7p1cCDiTDFKOXR9M4XNG7fQsWNHPDw8ePvDqURGxVCtagU+mbGIfv364+fnT7euO3B2tKVJAzsysqzYqwWmTXBjwidZqO1EvDwU1K1lS73aNtRrN4tRo8bi6OhYrvMkkUgemhR3JJKnUE5ODkrr/fXVbLCjmCIALHZGfP187zvnQZjNZmR/WHskIEOgpOTRkyAIAm+PHsvIyUtY8bUTXQek0DDMlojt/pjNMOebX3i10wkqVw7m7TcNvDPUBYDa1W0IqqBk8HtfMm7ceOzt7dmx8yC3bt1iw4YNJGUsJyUlFcSSjqFanYiPl4Jp77qyblshr/RIYs9aP9TqkvmQyQTGjJ3AJ3NnsmlXHlWCRJRKW+Z/a2bi9FjsbJX4aWSc2+eLWi0jN89Cm57JGIwiYMPwESORqY5zNz6BurXu/R0WFFrIyzeWawmRp8HDrGD7FBgKvAN89odfkkekqKiIDRs24CA6U5MGuAleeAl+1KcVWdlZhBTVxkcIxFeoSI2iRmxcv4l58+fRvH1TBAHyyaGIAlxw50VaUo8W2GGPEhtAQBRFssV0UomnNi/RmHbo0NKuY1v0ej27du7mRWsrXhLa0JxXqUF99NZi9EYDI4ePJLhiCDt37vzTsSsVSqyU/YEkiiJm0SzVMpBIJA9CijtPSGBgIBofDRkklR4TRZF023h6v9HrvvObNWlOmpBQ5lgqCTjjRpo6nnfGjy3X8b3xxhskpbkwbEIe5y/rOXxcx6v9c2nbtiOhoaEAXLhwgXq1ndB4KRBFkUkzMmn/ejK1q6t49+MsEpJKEoVFOivDJ6Zjo5KxZfMGli1bCkB4jz7MX1aE1WrF0UFGx9b2REabadK4IcHBwbz33lh27VzPkKFjyMnJ4cbNWFq2bEV6ejrvjB3Kd/PdWfG1hrFDXTm82Y/a1W24eNXIlhW+fLk0lxdejqN1eMn8erlb+OKLLygoKKC4uPjP37RE8gCuXLlCu/YdcXJ2pVJQZb75ZhEP2tBMAkhxR/KYmEwmZsyYiZ9/IM4uboT36MXdu3ef9LCeWq1atSLLkoJJNJYes4pW0kjEDS8yxRRyZOn069fvb90/vEd3UlRxZX5epgpx1K0ThrOz8/+48tH66KNPCGvYh+rNUlDIBZZ87kVwRSXennKWz3NBWxDL+XMX6da+7DbSpg1tyc7OJScnB51Ox7fffsuM6ZPJyEhi48bteHo44+YqQ28QWf+dhkWzvRg33JWTOwNwc5WzdGU+ABev6rlwtYjBgwdzJzqR/oMWkmfoiMmsBCw4Oqho1Kg+ZtGdiTPyuXhVT+UgJUGBjnTo+BopqdnMmfMlI0dNZOrnxcQmlDx76XRWRk3OBMzMmTPjudrd9sAr2ERRXPkoByL5c/n5+QiigBdlV4IpBRXOojuF5KGm5BtvhaDA3azh3LlzWC1WNDYBBOqrocKGZOK4RAS+/1kBl0wMSUQjIKBASU0aoBZKtswEiaHE303gwIEDeCo1qA0lxwVBIE1MwMHiQnVLPVTYkpOQTni3HoSEBFOk05GWnkaAXwAffPQ+SSmJJJOKh+iDQigpiJ1GAs5uTtSpU+cxz6REInnWSHHnyREEgTVrV9P2lbYUmnNQFNtQ5JCHJsiLiZMm3nf+gq/n06xJc4x6PY4mV3LJJJlY1PZ2LFqyiEaNGpXr+NRqNb8dPcPnn3/GoPc2oVY70LffBN5+e3TpORqNhpi4YqxWRw4fL2b7viKuHw3E2UnG3EW5vNA6AQ83OemZZl5pribhUkVi4kz0GPI+Hh5etG//Kq/3XopNQDYO9jJ8NbZodWqmfTKEpk3qMbSvmo7NZOzYf4avFn6Bk5M9GRnp6PVmZDIL4Z0qlpnPkQOdGTU5gxmT3XGwl7HqG2+Wr8mn5WuJ5OZZWLpkNnPnzkIul9OpYxu+WfQD3t7e5TpvkudbVFQUzVu0wqNiC6o1HYO+KJsZsxaQmJTE3M/nPOnhPROkuCN5XPoPGMhvJy6jqfIavjYOXIi8QMOXGnPj+lW8vP66xvW/VVBQEMNGDGPld6vxKgpAjoJEIRqDoCPRLgp7J3t2/rrzb8fNGZ/O4MD+g0RmnMNO64xJXYxWlcvGlcfK+Z08GJPJxMyZ01i+bClZ2QUEVdJQt7aWX7dp+fjzbDKyLKiUUDXEFjs7B27eNhIYcK8BVUqaBQQZKSkpdOvaEVfnAkYMsCMtXeTlVqvReIr8+JUPfUak06bFveScTCYw4k1nxkzJ5NotI7sOmln+3SocHBwQRZHz506zYf1q3N3kaIusDOnrhEAkubneqN1f481x23B0dKX/wCmMHDmytOlUjx49iIuLIeyVaXi6W8nNs/ByMzWndvkxZspqpk5VMHv2vMc+z4+C8DDfagmCUB8YBAQAicCPoiiee0Rje6SeldbVVqsVF0dX3HQ+VBbubekURZET7CGEmjjhRjJ30VGEUalj5HvDWfLVUl4sbo1MKPlHbRD1nGY/jrjgiS/55JBFGnJkNKVTmeRdhpiCQ0OB9ya9y7i33qNqYUn3WaNo4CR7aUrH0oQZQIJ4hziiAJBTUnfnruoaClTYG53JJBkPfNCjI58cVv+y6n92HpVIJM+2v2pb/Tfv9VzEnWcl5vxRZmYma9asIT4unqbNmtK1a9f7Ooj+Lj4+nq8Wfs2l85eoFFyJ18K70bZtW2xsbP70/EdNFEWaNgmjRf1kMrIMVK+iYtxwVwBOnitm8Y95bN6l5fgOf+rVube9ddteLZM/k5GcnMKCmZ707e5IcpqZMVNy8fB5hbNnT7PoM0ofSFPTzVRvGs/y+V6Ed3IgMdlEnZcTybgRhEp1L7YeitAxdU42qxd5U79dAvZqGa2aqjl7UU9qhpkPxrry7gg3DEaRzxYWcOC4Gxcu3nxm29dLHr+Bbw3m6LkU/Kq2Lj1mLC7gxrGFpCQnPtFVGI+aFHfu96zGnX+Du3fvUrtOGLVenoRccW9XT8L1LQzu045p0z5+gqN7eomiyM6dO/lh+Y8U64rp1acnDRs2BKB69er/OF7q9Xo2bdrEubPnCKkcQr9+/XBxcSmPoT+0YcPeJD56JwtnOBLor2DdNi1jp2Tg4CBj/XIfmjSwJTbBTL9RaRjFEJIT79ClnQ2vv+ZIjSpK3hpfiNYQxNUrl2nZWEVegYXoWBNbV/jy0ZxsendzJC/fwqyFOaRdD0Imu/e8snmXlo8/z8JoUvHuxLmMGjUKURQZO3YM+3d/x86ffQiuqCIpxUTfkWm0a6Xmp1/NrN94mHr16v3p+4mJiaFf3+5ERV3nw3Gu9OriVNp9NCHJRFjbTNLScp6pXW5/FXceeAWbIAjdgLXAFuASEAQcFQShryiKW8ptpJIyZDIZH037kA8mT8FD1OAqeGIVrcQRhRUrSdyliCv4EoiGALJMqSz+ZjEuco/S5BrAXW7MKmq8AAAgAElEQVSgIZCqQsnKsQAgUYwhhhvkkIE7Jdl+q2glS53IsP6Tad++PfnWQeSKmbgKnujRYYNdmeQagBOuKFFShTokcIcYruNodMUeRyoJoQSIIeSRiTsaHFXOZGZmPrb5k0gkzy4p7jx5np6ejB8//oHODQwMZP6CLx/xiB6cIAhs2ryHAf17cO7sGWpOKHlo+25NPjPn5zC0rxNqtaxMcg1KapekJMczaqAzQ/qWJCRCKqnY+IMnfnW2oVTAjShXGr1oV7ISbX0BPbs60LNzyWrywAAV9V+w4culuXzwTkldEb3eyqyvcmjd3I72byRTq7oN+9b5YWsrQxRFps3NJuKMnvfHCqhUArM/dOZg+0wOHTpEmzZtHuOsSZ5lFy5ewtGj7GpRlZ0TDk7uxMTEEBYW9oRG9uyQ4o7kcbh+/TquXhXLJNcA7FwqcebchSc0qqefIAh07tyZzp07P5L729ra0rdvX/r27ftI7v+g0tLS2LBhA7FnfXBylAMwsLcTMbFGLlw10LRhyXNLUKCSX5drqNbkBgN6uaDxEhg4Jp0CLbR6uS137h4n6qQ/Xh4lKZ9NOwvpNTSVGtVU7Nyv5fxlPXK5wPLV+Yx4sySRqC2y8skX2bxQ04b8Qitnzpxi1KhRfPTRZH5e/S3bVpUk1wD8fZUsm+fNy+FJvFDLnZSUlPsSbKIoEhERQe9eXZgwUsWCeIHuHR1Lk2sAFfyVWC0m8vLynovVmw/T5GAaEC6KYmnvW0EQOgBzKAlCkkekRYsW2NvYc8VwErkox4IFNY5UpjZRXKYaL6ARKgDgjT+3dVdIlyVSWbSWJtmySKUeLcvc149K3OEK1ziNp+iLGgcKHbKpXjeUoUOHolKp2Lx1E927dsdZ5o5glVFcpEUvFmMr3PtAkk06LnjiLmhwE705xxFERLSU7N12EJxwwAmAXJtUNBrNY5g1iUTyHJDiznOooKCAhQsXsm3TdpycnBg1diQ9evQos5K6vGg0GvYfOM6qVav4bMZoenYxM2VWFid2BBBcUcmPawtYvjqfKzcMmEwiXdrbczfeiKuLnGaNyibe7NUyalZT0qaFmqMni1m7uZAjm/2JTzJTq1rZVXrfzfemYYcENu3SUr2Kir2HizAYRU6fL0bjpWDGJHdsbUvisyAITHnHDZ/asWTnWHB3kyMIAmG1lMTGxpb7nEieX9WqVuHi7SSc3CuVHjMbi9HmZ1GhQoUnOLJnihR3JI9ccHAwBdlJiFYLgkxeetxQmEKNFvWf4MieH/Hx8Xw++3NORpyiUnBFJr4/kcaNGz/pYT2Q6OhoQis7lCbXfte8kR2/nSxbpzXAT4mzk4yPxrvg56Ng0tuuNHo1G11RAe8MsSlNrgGEv+rIZwtzOHVOT4fW9nwz24vjp4uZNCOLVesLqRqiZM8hHbpiK2aLFaVcIOL0OvR6LQf278VktlKjatmkcJVgJdm5Fk5fKODHP0mujR49jM0bf8Hd1cz44V5EnNax+3ARI9+8tzLw9IVirFYzixcvZv++zURG3aV6aAgfTPmMV199tbym9bF5mHWUFYG9fzi2Dwgst9FI/lRgYCAWzDShA3VpRkNeoYHwMgahGCsWvPAvc34FsTIgctvuIjpRi1k0IQIWyhYPtGBGBORKGXI/C8rKVjqGt2fdhrWlyzNbt25NcloyX3w3m0+++ZAxY8YQZX+eHDEDvagjXrxNEncJpDJQ8kFBQwBWLGSRSoaYgiiKiKJICnEYbfR06dLlMcyaRCJ5DlREijvPlaKiIhq++BLfz16JeFVN1nEdo94azaQJk/7fazMzM1m8eDGzZs3i3Ln/f7dWfn4+n38+h44dmnFg/3ZCazajXps0Av2VVAlWIZcL1H/Bhmlzs6kYoKB2dRsmzchi6uwcmjey5cRZfdmx66xExRgZ9IYTm3/ywdtTzsr1BVy9aWDd1sIyhZE1nnIsZpFXmtvRvJEdBzb40bOzA64uMnTFIo4OZR+/VCoBlVJAbyi5h9ks8ttJvVSvVPJQJk+aQGZsBDmpNxFFKwZdLvFXN9CzZ088PDye9PCeFRWR4o7kEatRowb16oURf20LRr0Wq9VCRsIFclMu8/aokU96eM+86Oho6tYJY/+PR1HcdCZyZzwd2nRg48aNT3poDyQkJIRbd7TkF5RtFnjslB4bm7JfRl6PNCAI4OVRkoyzs5MxrJ+SxMRYHP7wrFFQaCG/0Iqnh5yBrzvxaht7Pv/Yk10/+xITZ6RhXVuMJisqpUC7lg68M9yVti1s2LtnO5WDlDQMs2XH/qIy99x3RIezo4KhQ4fh61u2g+vRo0c5sG8DMyc7EFqlJLfw4Tg3Ppmbw6If8rgdY2T99kLeGJ7GS/VsWLp4NpNHZnP7hIYJwzIZMfwNtm3bVi5z+jg9TIItHnjlD8daAwl/cq6kHGk0Grp160a03VUUKLFFTYaYTKx4CxAxYyxzvhE9np5e9BoRzk3H00TIdiFTCURzDatoBUoyynGySGrXrI2NjS3yHFuEO3b8tv4kNUJrEhUVVXo/BwcHevfuzVtvvcWCrxYw88vpxNhf5ST7iCeKejRHLTiWnq9Di05ZwOChg8nzS+ai/RHOqQ9hDSni8G+HsLW9v8WyRCKR/Akp7jxnVq5ciTalmCr6urgL3miEAKoXNWTJ4iUkJyf/5XX79u2jWrVKnD46nZyk+fQMb83QoQP+sjtifn4+TZvU4+KpLxn2egwNqh/jwrljdOrcm4wsGVarSGyCid9OFnPlSAUmvu3G6MEu7Frji1wOoliylXT56vySxFq0kd7DUunc1p4APyWCIPBGdye+WJzL+ct67sabGDw+nbOXSjqadu6fQmCAijMX9Xi6y1mwLI+IM3qObg0gOFDB19/nlRn7pl1abFQCumILV24YeH1ELlWr1aVBgwbl/ncgeTpotVreHj0GF1c31GoHuof3JD4+/h/d88UXX2TjhnVYcs5wbudUbh3/ht7d27B8+bflNOp/BSnuPCcMBgMTJ07G3cMLWzs1HTp2JjIy8kkPq9S2rZt4pVl1rh3+gnO7PsZRvMuB/XupWLHikx7aM+/jDz/GXetLJXN1XAVP/Ammsq4uY99+B6vV+qSH9//SaDT06tWLXsPyuHXbiE5n5ce1+Xy7Ss/l6/D9z/mkpJnZe7iIzv1S+Gi8G0rlvcSbwQAanyCW/KTFbC551rh0TU+VRvFUCVLRtb094z7K5NV+KRgMVpq9pMbOTsZvp3TIBIGlX3ixYKYng95wZv33vvTv4cidu0VMm+DOxOlZLP4xlxtRBn5cm0/fUem8+dZY5s5deN/72LJlA2/1VtKqqZojx3XkF1jw91UwqI8j3/+Sz0sdE5jzdQ6LP/ciIcnM6sWedGnngLubnK7tHfh2rhMzZ7z/2Oa9vDxwkwNBEMKBNcBG4C5QCQgH3hRF8dlIB/+XZ63wp8FgYOKESfz4w48YjAY0XhpMeVYKivNwwo0a1EcmyDCLZi4RQZvwVqxes5ruXcM5HnEcY7EJM2bkyHHFgwJyMWJALsgJEEOoJISWvlY8tzEHaFmzdjWNGjUq3baTmJjI999/z9xZczGaTShRYcVCRapRgcoIgkCOmMEVTjLpg0l89tmnANy6dQulUklISMgj2QIkkUieLuVVbPp5ijvPWsx5VLp37U7U9kR8hYpljt92vMiCn76ge/fu912j1+sJrKBhw3eOpXVHinRWmnbJZvqnP9GtW7f7rpk9+zOunF3IL0td771GjJHGnTMJqhRIr07ZONiLnLts4IcFJTVI128vZNTkDNq3ssfWVmDzLi3OjgIpaRZkchjSx4kvp3uVNi74YnEOW3Zrycu3UjlYRWiIkq17i3BQC/QNdyQyxsTPGwtpXN+Gl5vaM6y/M26ucqJiDNRvm0Tzxm50ai1w9RZs3lVMs+YtOXvmJLa2NrzRZyBTpkzFzs7uvvcmefaJokiz5i2JTSnGp3Jr5AobMuJOo8+5TlTkTZycnP7xaxQVFWFra4tcLv//T34OSHHnfv/2uNOtWzhnLkfjU6UdShsHMhPOkZd0mhvXr+Lj4/Okh1fKZDJhMplQq9VPeijPDT+NP4HpNbAX7v0sFUWRs3YHuHn7Bv7+/v/j6qeDyWRi1qwZLF+2hMysfFq2aMi48R9y4cIF9uzeSExMHIEV/Ii6E8eWn9xo2bjk309WtoVGr2ax7LtN9O3TFY2nmYG9HZn/bR6ffuBB/54lc2I2i3QZkELbFmqG9XfGp3YcdcMacPHCafLuBJdpenDtloHmXRL5dp43QYEKvlicx+XrenLyYNHilfTp04esrCwOHjzIuXPnSE6Ow8XFA7PZgJ/LLqZNcOXdjzPZvldLdp6VTm3U2NvJ2LBdy5ghznwy0R2FbzTGpBDkcoEinZXEZDMebjL86yZgNJr/dI6etH/c5EAUxU2CIKQAA4H6lHTVeUUUxVPlNkoJZrOZPXv2EBsbS1hYGE2aNEEQBGxsbPj6m69YsHA+er2e8+fP06NTT4wYMGPiBLtxEF0oIAdHXIm7G8/Uj6Zy7dhNPPT+FJJLbRqhJY9C8rFiJZNUrKIFf4LLjMFPDOK3hK20bNKKeg3D2LlrJxPfm8QvP/+C2WymApXxJwgTRqK5Tjy3SeA2iODs7sSun3fSrl270vtVr179cU+jRCJ5Dkhx5/nj5+/HNcVt+K9dD6IoorNq8fb2/tNrIiIiCKmkLE2uQUk9tJFvqti4YdWfJth+O7yLtweUbchTJVhF5UpqJrw/ndmzppKcnEDt0JIHyOwcCyMnZXBksz+1q5fUU5swyoXGHZNwc5VTo5qKtVu1FBWLLJ/nTXSsibmLc5n/iQfvTssiOVXHqXMCri5youNMzP46F3u1gLOTkpu3zSyYaY+bqxxRFPn6uyLCe/SkefM2nD1zDKWjPVM+rExBQQENGjShU6dO1KpV6773JHl+nDlzhpu37hDafBzCf2rl+lV9hfjLWaxatYrRo0f/49ewt7f/x/f4N5LizvPh9u3bHDpyhFqtJiGTl3zc9Q1pgcWQz5Kl3zJzxvQnPMJ7lErlX3bnlvw93l7eFKcXYc+9BJsJI2ar6Yl1BX1YSqWSadNmMm3aTAwGA/379yE8vCt1atgDCuzs7Pjhp1/JzMykV6+uNKlvwt0Vtu8rpH2HLpjNZnQ6M+OHu7L/tyIMRugbfm/HmUIhMH64C9Pn5RCfBEFBlZDLTZjNUKwXsVffS7Dl5llxdZEzdU42SkXJtfmFdny77Ht69erF/PlfMHPGx9QKlZGeaSI51Yy3p5yUNAsqlYKh/RyZ+q4rP60t4MgWf16oWfKcNfN9d15sk0Biioijg5zTF4rZ/1sxi3/Kw8NNTnqmBXd3BywWyzP1ZdHDNDngP8FFCjCPSFJSEi2atqA4x4Cd0ZF8ZTbVa4ey98Ce0m815HI59vb2NGvWDAc3B/KLCtBQgVRELJjxJxg5SrIyM1nx4woq68O4yHE88CaJGLwJwAY7kohBhQ1mTJgpWY32OzMm5CioRhgXz1zGy8MLB8EFPzGIYooIFmoAYIMdtcWXOM4eqhHGbdUlzl44S2CgVKZCIpGUDynuPF9GjBrByhUrcdF54SK4YxWtJMmjcfN2fejiw6LIX66KdvfwIiklpswxi0UkJU1PzZo1uXDxFhEREXTt0p7fTupISDLTqoldaXIN4NP5ufTu5sDiOV7IZAI6nZU2vZIJahBLbp6VgAoVGTctDRkyXFxg/69+VA1RkZtnYfD4dHy8FSya7cn3a/Jp3CmR17s5cvKcnqRUC8u/e41WrVqx4qcl3L59i6IiA13b2+PmqqBd2894c+BwZs+e9/ATLHkm3LhxA0f3iqXJtd+pHAO4dPnq/7z2zp07/PzzL+h0Orp27ULjxo2l3QHlTIo7z76bN2/i6hFYmlz7na1TBS5dulL6+8zMTD78cCqbt2xBoVDSv18fPvlk2kMlqK1WK4cOHWLfvv24u7vRr18/AgICyu29SB7ee5Pf5Z3h43EocsZWUGMWzcTZ3iS8ezgODg5PengPJSUlhcaN6uLlXsC4YY4cP11MgbaYCSNc6BHeiVuRcdy9m8yWLVvYvHkzZvM+rl/ZxWcxB7FYzGRmW5g+yZ2jp5Luu7coQlSMicjofFyc8lGrEvF0l/HRnGzmT/dAEEqefabMymL0YBfeGerC6QvF9Bicytp1u3jllVeIiIjgqwUzuXRQQwX/kkTxyl/zmfVVLld/q0DL15IJbZpM3Vq2NKxnW5pcA/DyUDC4rzM7Dmn4YEofeg/7FD8fkcuHKuDvqyQ13UyPwVl8/vkspkyZ+tjm/J964BpsgiDMFASh8R+ONRYE4en5CuAZN2jgYGRJampoGxFkrMkL2ubEXkxk5oxPmfv5XHy8fFAqVDSo15AzZ85w+OghRMFKArfxoQK+VCKdJBK5Q2pqGjm5udzmKmaMyJBTSD6n2c9lTuCBD83ohD9BRHO9tBaMKIrcoSTwGNETRjNAoJJYFR1aXPEsM2aZIMcFd3LJwsfHV+pSJZFIyo0Ud54/NWrUYOWalcS6XuOywzHO2x3CoaaS/Yf2/WWSoHnz5kTHmYg4fa9zlrbIytKVRnr0HPCn1wweMoa5i4uJiSupUWqxiMz+Kp8KgSGEhoYiCALNmzdnydIfeLVfKtPnZWM03SuZodNZ2b5Py+wPPUq3SajVMr6Y5oHFDMGVbBk1ahxRUXH4BwTy1aeeVA0p+aLK1UXOsi+8WLulkCKdyND+LtSsZoMgwPwZHqxb5sW0jycyeFAfXqgaj9Fo4MROf1Yv1vDVpx5cPezFul++48SJE+Uy55KnT9WqVclOi0YUy9YCysu8g4/mz1dyAnz3/ffUDavPT+uO8OvOS7zaJZxhw0b8ZS1CycOT4s7zoWrVquRlJWC1li0Sry9MonatkoUCer2eRo2bsvfoTQLDBuJT43V+2XSYtu06PvD/KbPZTNdu3Xm97yA27LnK0hW7Ca1ekx07dpT7e5I8uD59+vDOxDFcsjvGNccTnLU9wIvtX2DZd8ue9NAe2nvvjqJ3FzOndwfw2Qce/LbVn+aN7LhyQ49SruXs2bOo1Wp+XbeCgwd38stSdy4e8OHoFjeObfNjxpc56HQWvDwU/LypoPS+ZrPInG9yKdJZ8dMIzHzfnXHDXdF4K1i5Lp/AsFg69knGv24sIZWUjB3iglwu0KSBGl+NEpPJBMCKFct4Z4htaXINYEAvJ9R2AqnpFj6f6k5YWC2Cq3XHxub+OuxKhYzmLVrx/vtTABuWzPHC37fkXj7eCpZ/6criRffXd3uaPUyTg8HAH79WuwYMKb/h/HtptVqOHTtKgCWk9JggCPjqg1iyaAmzPp5DXmYBgkXg4sULtGzWigMHDqC2URNGCwwUE08kFsxYsOBnCUZAoIh8bFGTSQq+BBLKi+gopBIlHzCCqYEZE8fZzRXxJMfZTT45vEhL4ogqXc0Wy23UOFBATplxi6JIPtlkKBP4/qfvpG9RJRJJeZLiznPotddeIzU9hf1H93Lx2gUuXD7/P1c+29jYsHr1eroPzqX/6DwmfJJLrZYZvNSk6192pW7dujXvTZxBw46ZNOuaR8hL6eyN8OXX9WU/9OzYvp5xQ13xcJVx5HgxUdElCTm9QUQm475un57ucoqKrcQlWPH396d9u9bExsZSNbhs23pPDwVqO4HcvJIPdyGVlNSva0ubFva0bWlPVlYWx4+fIKyWnOYv2VEr9N43um6ucga/oWLDhrUPPqmSZ0r16tUxFBcSc2kzRn0hFrOB5Nu/UZB5l+SUlD+9Jisri3Hj3qVq4+EE1HiVgNC2VG0ymk1bdnDkyJHH/A6ea1LceQ6EhobSuHEj4q9swKDLw2oxkRZ7ivy0a4z6T5fOjRs3ojMqCajRGTsHT+ydNVR8oReRt2OIiIh4oNf59ddfOXP+OlWbvE1AtTZUqNmV4BffZMCAgRgMhkf5FiX/gyAITJ02ldT0FHYe2k5MbDSbtmx85urcWa1WtmzdxeTR97a1CoLAxFGubNqlxcVZQVFREevWrSP69jlaNbal/cv3Vl/WrWVD25ZqGrRPQcSOkZMzadc7mfc/zeSFlxOwWEQ83WWc2hXAG6850rOzIxHbAvBwlzN6sAstG9sRFKjgzl0jy1blk5llJvKOkTt3LTRr1gwAbWEu7m5ln5UEQcDDTU6B1krFACV5eTl06dKFiDM6bt2+15wxN8/CD2sNtGxZ0lcmJ6+IapXLPk9VDVaRmpb7TDSn+N3DbBFVA7o/HNMBz9Y6y6eUxVLyEC78IecpR462SIsCBTVpiCuemDByy3KRyRPex93oQxSXMKKnOvVRoiKJu8QRiR32WLHgiAtqHLnEcSpQGRkKZP/ZliAXFNSlKcniXWKJxB1v5ChwFFyoIFYmistYsaAlFxkCWvJxEF3wJRAzJm5zFZlSxpUbl6lcufJjnzeJRPJck+LOc0qpVFK3bt0HPr9t27ZERcWxfv168vPz2by1LfXq1fuf14wZM46BAwdz4cIFPDw8qFmz5n3n7Nq9j6gTGlIzjGTlWKjfLoF+PZxwdJAhlwts3Kmld9d7NUu+W5OPKMJLjRowasTrdHrFltQU2LZXS2gVt9Lzzl7So5AL+GoUFBRa2HdEx0fjS/48v8CKwWjB2UlV2jDhz0jfVz2/bt++jZtHSZH1C/vmIFrNuGqqUbFOV65du/mn1+zbtw8378rYOdzbSaBQ2uLsU5cNGzbx8ssvP5ax/wtIcec5sXnTeiZMnMTKlV+hLy6mSdPmbD56pLTA/fkLF1E5BZZZHCAIMhzdgrly5QrNmzf/f1/jl7XrcfF9EZns3kdqR7cK2Nq7c+LECen/5RPm6OjIiy/+494nTyVRhMjoYho1asTgQa/TMExW5pkiOtZIr6Gp5OZZqVVdTXSsni5denD9yl5aOMhZNMeTs5eKuRVlwmgS+T31qFIJvPGaE0U6kemT3BnxpjMVwmI5FFHEh7OysIoCs2fPL91q2659OKtWnKFvuFi64v/OXSMXrxlo2sCWKbOyuRtbxFfzRmC1WGnUKZm+4S442Ius+LUAg0Fk8KA3+LRSRWrXqsK2vdn06X6vdt72fUU0bFATmexh1oU9WQ+TYLsDtAP2/NexV4CYPz9d8jCcnZ2p+0IYKedjS5sOiKJIsvIuCrOcimIoboIXACpsqCHWJ6JwBzYqNbnGLJrQEblQUvyvCrUpFrUoUFGRKkRxmUxS8MKPQvKwYCJBvEMF4V5CLI8c3PAkk1Tq0eI/xzIREQmjGXbYk0YSWvKJJZJILiEA9cJeZN38VXy98GvS0zLo2LkDb7zxBjY2NkgkEsk/JMUdSSkPDw9GjRr1UNc4OjrSsmXLv/xzG5WS96ZlsmV3EQaDiJOjwI+/5OPlKadKkIIh49M5ea6YF+vYcuCojojTxXh62HDxwmlEq4UjJ4op1FqZ9VUOJrNIp1fsuR5pZNLMLPqFO7Bhh5ZPvsimXSs7KgepMBisTJheQLeunTl16hR2diLHThdz7ZahdBVbdo6FH9Ya+Xltn38yXZKnWGBgINqCLGq3Hkxw3XBARBBkpEQfpUrNkD+9RqlUIoqW+46LogWlSiqQXo6kuPOcUKvVLFm8iMWLvkEUxfs+oFepHIJlx7H7rtNrUwgODr7v+J9RqZT3bUMFsFrNUuMCyT8mk8no/tqrzF18nFlTSrqii6LI7K9zQZTz1VdLUavV2NrZ4+eiYPnqAnI+suDqIiN8UCqD+zgxZogLgiBwO8ZIy+47Calky5RxbqxaX8C8JXko5AJBDeJ4raMDX3/mib1aRnySiXq1S7ZzOjrI8PaUc/qCAa1OxMlRho+Pb+kY+/bty89rvqd1zyj6hStITTez6Id8BvZ2YsInWWzcoeX8vgAqB6nQ6Rzp9lY2N2OrcfPGNXp1tmfeJ+4olQLrtuYy5sNCxn8skJ0j0rShDacvGJgxX8cva1c/kfn/u4QH3WMuCEJ3YAWwFLgNVAZGAEOetbbV8HS2rr558ybNm7bAweCCUmeLzqEAtacN8XHx1BYb4SqUrX92QtyDSW7A1eJFnbLlIkgR48glEx8CucUF6vMyKqHk4T1HzOAyx/EnBCdcSCWBPLIAcMEdFzzwwJdzHKYpHVAJ9/ZLR4vXSRXisHOw5fDRw9y8eZORQ0fhbayA0mJDvn0GmspeRJw49swtw5VIJOXjr9pW/437PDdx52mMOf92oihSJcSPBi9omfuxBy5OMr77OZ8PZ2Wx5HMvcnKtTPsiixEDXEhKtVC3lg2D3nBi7EcZ3IoysXWlD/6+SuITTbzSKwkHtQxBAF9vBclpZhKTzVhF0BVbUSkgJEhFUqqMSpWC8PbyoqjIwNVrl2nZSMHBiCI6t7XHyVHG5t0mBg0exaxZXzzpKZI8Qr1f78PxM5H4hnZCZetIblokide3EHHsCC+88MJ95xcWFuLrF0BQvQE4upXUuzXqC4g6sYSDB/ZQv379x/0WnipS3LmfFHf+t/z8fEIqV8XZ9yW8KjbEarWQFnMUpSmRyFs3Hqhr4fbt2xk0ZDQhLw1FoSzpdJ2Teouc2L0kJcajUDxUP0GJ5D4pKSm0frkxGs8iGr5g5cAxA+lZKtb9up2mTZsCcOjQIYYN6U7H1gL7f9PRua092/YWEXmi7ArNeUvz+GxBLiMGOPDTukL2rPWlbi1b8vItvP1+BkqlQN9wR/qOTOP6sUC8PBR8tiCbXzYX8su3PtQKVXHwmI6B7+SyavVW2rZtC4DRaGTdunUc2LeV9Ixs0jPSUcqtxMQmsuUHd5o3vpcTuBtvIqxNGjWq2nNih1uZ9zp4fD7O3q+TnhbHzZvXqVatOu9NmEqDBg0ew0w/vL+KOw+cYPvPTToAo4GKQBywWBTF3eU0xsfqaQ06+fn5rFmzhpjou7xYvx7h4eHUD6tP/rFrk2cAACAASURBVE0DVYTapefpRR2n2I9cIUMwy2hKpzL/gaLEyyhQYsSAGgcChSplXueMeBB7LzsUgpyidCNF5GODHT4EUkQBqSRgix2NhfZlrssVM8n2T+B65DVkMhkaLx9CtfVxFEr2houiyEWOUaTIZ8iQoXzx5Vwp0SaR/MuU1wed/9zruYg7T2vM+Tc7f/48vXq0JuqEF3L5vfj55pg0alRV8Wobe157K5WokxXLXOdb+y771/tRs9q9ldpnLxXTqnsS9nYCRcWgUkL/Hk4smOlBdKyZPiNTSUiyIlPYU9FfZPxwNfkFVj5frMPPrwqurk7IFY7UrRtGz549qVGjxuOaBskTotfreffdCaxYuQKL2UJgxUosXvQVbdq0+ctrdu3aRe/X++DqXRlBpiI75QYfvD+Jjz768DGO/OkkxZ37SXHn/xcVFcWQoSM4c/okgiDwSpt2fP/dt/j4+DzQ9aIoMnrMWFat/hk3TXUsJi1FuYns3r2TRo0aPeLRS/4tjEYj27ZtIyoqiho1atC5c+f7krfTp09l4YJ51K5hS+TtIir4yzizp2zzwbVbCpk+XyAjPY35M70Y2PveVsyCQgt+dWIBkaH9nKlUQUlktJGV6wo4t78CoVXuPfP8uq2QJat9iDh+8U/He+PGDT6eOoHdu/cR4KdgxABnxg51wWAQKdZb8aweS59wJ1YvKtvUZ+GyXOKye/D110v/4Yw9HuWSYHuAF3lfFMU55XbDR+hZCjoxMTGEVq1OBUtlvPGnmCLucA0v/DA56FG4gZiqINBUDTkK0kniNpdpyCvc5SaOuBAglN1ycFE8hlyuQOkOxRkljQw0VMAGW1zwIJV4IrlEc15FIdxb4pwg3CGsR3XW/voLO3fuZFDvIdQpblbm3hliMolE42DrSO2Woezcs/OxzJNEInk6lOcHnQd4rWci7jxLMeffYuXKlWxeN5YtP5V9wPvhl3yOnSrmhwXeBDeM49flGl6qV7IywWoVUflHY0gMKU3KrdlYwNQ52aRnWbBVCQzr70SX9vZMmpFN4/olLenHTsnktU4OuLvK+XVrIV3bO7BgpgfZOVaqNU3lytUoAgICHvscSJ48k8lEcXExjo6OD9QoKjc3l23btlFcXEyHDh2oWLHiox/kM0CKO/eT4s6D0+l0yGQybG3v73L4IG7dusWhQ4dwdXWla9eupfWpJJJHLS4ujkWLFhB56zK+fsFUrVoDjUbD6LeHcvGAN4EBJZ/jRVGk84BcjhzPReMpY+0yHxrULfvvvUqjWPqGO/LFkjzatlDzQk0bftlUSIUABdtX+mJrW7LNOiHJRFibVHJy9feNJzY2lpcavsD7o23o3c2B+CQzY6dk/KdBlBlRBGcnGQgQd65Sad04URRp2zuPQcMX0rdv30c8a+Xjr+JOea9bnQI89QHnWRMcHEyfvn3YsmobycSiwpYKVMaHQGKsVxk7fhQRv0Wwa88uEAXkMjlqgyMy5HjiSzTX8RUrldZo04r5FJBLE0sHrhRGUEABMmQICBRThIhIHRohQ8ZVTlNdrIcNdmSSQqxwi9xDqVQJrkp8QjyCWYaIWOah0IQBFTZU1tfh2NFD3LlzR2qAIJFIHhUp7kj+ltjYWE6fL8JsFlEo7sWwfUd0XLqq5/jZYkYPcubVvim8N9KV0Coqtu4x4eKsZMf+Irp1cGDHfi0ff57NL99qeKmeLTFxJga9k45aLWPrCl8qN45FhsCx7f7UqFry7e8HY11p2CGRriftadVEzSstnDh69Cj9+vV7UlMheYKUSuVD1WpydXVl4MCBj25AkgchxZ3nzD/dbRMaGkpoaGg5jUYieTCXL1+mbZvmDOxtx5Beck6ei2TO7A307Pk6VquFhh0S+XC8Kz7eClZvNJGQ4oyrcwE1qynZub+oTIItKtpIeqaZRT8W8ONCb3p1KWnw9OE4N7oOSGHJinzeHVFSB+7oqWLkf9Fz4Kuv5vHW6za8M6xkd9vv3URf6+jAlHfcUMhh2ep8ps/Lof3rSXwy0QO1ncDin3TkFnrSo0ePRztpj0F5t2OQel49Im8NGojCXs5LtKWB8DK+QkUM6EkxJtChQwc2bd1ETm4OaRmpvDtxPKLMygn2cJ2zGCjmJHuJEW8SJV7mAkepRl2UggqlwRY5chrTnjpCYxryCr5U5BpnsWKlkFxOsZ/DbOYm57Gz2uOe7Ufi3STqm1uXdi39nUHUE89tfAhEJshxVblz+/btJzdxEonkeSfFHcnfcuHcbwQGKOg7Ko3bMUYys8zMnJ/N7kNFeHrIGT4hgy+/zcPZUcaPa/MZ9l4GHv59cXJ2Z9h76SxfncdnC3KY94knjV60QxAEQiqpWLlIw6If8nBylOHpJqdxA9vS5BqAs5OcIX2d2bxLC0BKmgU3N7e/GqZEInn6SHFHIpE8cR+8P5bpE+2Y85EzXdo5MOcjZxrVEzl36mcuHvRl3XINB37TMeaDbLz9u7Jk6U9YrXK8POT88Es+0+dlc+WGgfXbC2ndIwmzWQBEena+twJTLhcYN9yVNRsLKNRa2bizkInTM3FyLvvcsmPHDho2qMmqFcto1eTel0a7DxXh4SZn1hQPHOxl2NrKeGeoK62b2eHuJqfrmykMHC/gU2kgh4+cei4aJZZ3gq389ptKymjevDmdu7/KOflB4sRIYsQbnOEAgllGnRp1CK1SnVWrVuHs7Mxbb72F1cZEXZrigAt+VMIDHzJIQokN9XkZjVABi2gh15pFIFVKGyAIgkAFKqNHh0JQ0pSOtKQrLelGEzqgR0cGyVQiFDtBTS1eIpE7nBL3c1GM4BT70FABD8EHi2gh25ApfaMjkUgeJSnuSP4WhVLF0H7OODvKqNcmgeCGcdyINHJgvR/+vkrq1rIh7VoQ+zf4UagVKTbIePfdCWRn5zBsgBNfLs3l1h0j9WqXfRisVKHkwTIlzUxahgWj6f5/oiaTiNks8uaYNKKitVy8eI709PTH8r4lEsk/JsUdiUTyxB06fJJ+PRxLf28yiZw8V8zaZd5UqqCkZWM121f7sfxLD27dPE/Tpk2xtXNm654i3uzlREycid5DUxk/NRODETb/qMHWRuCPFcTMZpGEJDPeNWKYvzQXJ0c56RlZ/PTTD9y8eZMePbox8M1wmtdP5tW2as5durd1NDbeRFit+5Nm9Wrb4mAvw83Nkxs345gzZx4uLi6PbK4ep/JOsEkeEUEQGDtuDChAjw4DekDAl0rUs7REfceDaROmM/G9iQQFBbHs+2VEqs9j52BLIjHo0WHCgAUTAgIFYg6XOY4cBQ44YxQN3BGvckrcz3mOACLuojdyQYEgCMgFOUpBhSd+6NFhQ8mSUnvBkUa0oxKh5JFJBSoTQAhasYDbdhfp0LEDQUFBT3TuJBKJRCL5ozf6DGHpChPFeitjhrhQEBPCuuU+NHrRjlXfeLPviI7W4YnUb5uI2k7A0UHGjh3bATMnzuiZMs6d4IpKDkboytz30jU9NjYCIyelI5fJOHnWwLnL9x42M7PMfP19Hms2FpKbb2XmZCfioxZTp3ZVrly58phnQSKRSCQSyZMQGRlJzx6dcHNzICTYl1mzPsVsNj/w9W6uDqSk3Tu/oNCK2QJBgWXLDlSupCQy8i6HDx/Gw8MTswXWbCpg2x4taZlmcvMs/LbZj7at7NF4Kljxa0HptUajyOff5FCjmgqFQuDaLQON69tyZreGMWNG0qJ5fYI0x5g+0YUTZ/VEx5r4+vt8Nu0sxGIR8dXI2XVQh9V6L2sniiJ7jxRx8JiZ9z+Y9kD1R58lUoLtGXL69Gm8ZH5UE8JQokJDAMFCddSCI26CN9WK6rN06bdkZ2fTvn17Jr8/Gf+qPlSoGEAemZgwkUg0p9nPJeE4AP4EkcRdzvMbZszUoD5BVMcWNVoh/74xmDDggDOpxPN7gwxBEHDACVs7O5zr2HBCvpsop/MMeKcPP69d81jnSCKRSCSSB9GzZ08aNunG3iPFNK5fttCvra2M6lWUnDirx2K1orYTeG+EPe9PHk/VICUHN/rzZi8nFs/xYspnWfy0Lp+UNDO7DxXRuX8KWdkWTl/UYzBa6dvvLdr2yuC1gSkMHp9O5UbxmMwKBvRyZvsqX4b1d2bZFy5Mn2jDuHeGPqHZkEgkEolE8rgkJSXRskUjGtY8x42jXqxbquDQ3gWMGjX4ge8xaPBQ3vtEi05nBcBGVfK5/Ox/rSD7dVshjTolEVLJygcTexEZeZOtK3xYOtebqe+5YaMq2QZao5oNgiDw6QfuTJyeRYtuiYz9MIOaLeLxcFdwcIM/Cz/1RG0n49ipYl4fno7VYubgBg/mfOTBqLdcOLrVHxuVwJu9HZm7OBd1YDTDJuYjyN3p93Yu1yMN3I4x8tbYNC5eNdHr9WEMGjSk3Of2SZNqsD1DfH19MSiKASgkFw80Zf5cJdjgYuPGgQMHqFYllGWf/oT2ggV9nAUQsFc44unpyaatm/hx1Q+oHezwJwQtedhhT6gQhpPgirugoR4t0IlaMsWU0vvnipnkkEFl6qClgMscJ01MJEG4zTXbU6gUStJjswiwDcJkNJGXm/dQhXslEonkb5DijuRvEQSBpUt/5OXWndl7uOwqtPwCC9duGnB1kaG2k+PtqeDjz3Nxc7EwbIBTaQfRRi/asWWFL9PmZlOtSRwfzcpCV2ylf09HFs32on9PR35e8yMCUL2KilrVVJzc5c87Q+05cVbHf3dyf7OXE6fPXKKoqOhxToNEInl4UtyRSCT/yKJFC3m9m5J3R7jg7akgrLYtm390ZeOGDSQlJT3QPT755DPcNS9TsX4qbXrlE9QwjRo16vLGiDy27dUScVrHqMkZHN3qz6ldfpzZ48G65RpeH55Gq8Z2XLtlZPRgVzzc5Jy/rOf4mWIGjE6jz2sOnL+sx81FzspvvFn/nQalUqBfuBN5BVYiTwQyfrgLcnnJ6rjfyeUCg/uWbD1dNNsLX18vsrMLuXotmopVB9LtLQNNu+Swda+R2jVdiTiyhqBKvpw8efJRTfMT8cBdRAVB+FAUxc/+5PgHoijO/s9vO5TbyCT36dixI4L9aBKLorER1RSQh/t/JdksooV8Qy7fffsdLrneBIpVsWKhmJKHda05H0uWiYMHDzJv3jymfzyDu7obOFhd8cK3zGspBCUaW38iLRfJtk3GipUcfRYKQcENxSkEUaRB8zCsZhGNTyhHDufhkOKFLxUBCBRD2bhmMy1ataB3796PbY4kEsnzQ4o7kvJ29epVVv4fe3cdHcXVBnD4N7ubbNyJCwSCBIfg7k6LuxZvgaLtR0vxQoEWWrRAKRTX4hSHEtxdSogTd9tNdne+P0KTpoEWCkHvc07OSWZH7lzknbxz73tXryApKZ6mTdvSvn175s1bQGlfbwp7xNOjgxXhETrGTIpBqZLo08WKYX1tWLEuGQsLiTMXNew+kMaAHrl1QmpWMcXSXMEn/W04f0VDj45WjBmavdJWjw5WlPNVs3R1EjMmOOQcU2qUMeu2pnDhqhYTtcTshQlcuaHB2Ejm9OnTNGnS5JX3jSAIIu4IgvBq3LxxgQGd86ZiLC0UVCxryZ07d3B3d//XcxgbG7P6l80EBwdz584dLl68wL69m1GpzBk1SUdUdDxODgo6D4ygnK8xZqYKMjQyDnYKtu1L5fczGXw1xg5XZxXdhkSgUkks+saRjq0t2Xs4nY5tLEhLlxk1MRaN1kDNKqaojUGlkujb1Zrla5PZfTCNTm1z68AlJRvIzJTpNiSa/034DpVKhUqlYtasuQwbNoJKFX05tMWJKhWyZw7sOZRKuw9bEvAwDAsLi6fd6lvleUawffaU7eP+/EaWZf8Xa47wT4yNjTn2+zHMyihINI4miLvEypHIskymrCXA5Dr169fj1JlTuBqKAHCbS6SRTDUa05B2FJF9+XHxj4SFhXH63CkS1dEkEE0KiXmuJcsyGYpU9u7bw+K1C1i+YSkJSfH4nzrJyLEj+GHh92zZuoXfDu1nzLjRpCSm4iJ75RyvkoxwSvNi+dIVr7SPBEF4p4i4I7w0P/+8kqZNamLOBioWO8icWYNo1LAmc+fORKEwYtp38RSrHkSjjmE8CDHBYIDObS2p1iKU5BQDPTpY0bmtJUf9M/jtaGrOedduTSY8UkeDWqYcPJ5Ov65Wea7bv5sV9x5k5qk/IkkSzk4qTpzOoEmncCqVM2bjMhfmTXOgb5/2bNu27ZX1iyAIeYi4IwjCS6XX6zl9+jQnTpxAq9UCULRYaS5cyVtvTaMxcONOKkWLFn2u83t5ebF16zp+2z2Pr0bGs2ahEXWrZWGqlvl+hgM9O1py4nQGJX2MadvMHKdCKiZ9E4epCXw2LZbxU2MJDtMRGq6jfcvsJFefLlZ0GxJB5wEROBVSUrqEmpnfx1PYw5g/S6YVL2rE3sO5o+6jY3XMmB/P+SsaklOMGDx4aJ52rlnzC10+MMtJrgG0bmKBXwU1u3bteq57fpP96wg2SZL+HNqkkCTJhbzDon0AbUE0TMgmyzLXr18nPT2dypUr4+Pjw+VrlwgJCeHw4cNMmzyd+9GXMSDToV0Hli5bgpuLO7rMLPSyjjgiqU1LlFL2H7UrhUkzpNChXUf+98XneHt7k3lLyQNuYCc74oALBgw85BZObo40bNgQSZKQZZmBHw1ky6at2BucyVJqGT1yNAcOH0CSJIwUxvkKFCpRkZGe8Tq6TRCEt5iIO8LLlpKSwpgxw/HfWYiSPsYADOwpU73ldX4/eoOLB51xsFPy84YUvlmUyYYNv9K/bxsmfhPHV2PsGNo3e8Ra57aW+BQxovuQSMqUVBOfZCA0PIu61U1YvTkFSwsFsfF67GyVOdeOS9BjZCSRvfBg9l/l6Fgdl69ncutuFtM+t2NIn+zzly2lxstdxccTRtG+fft3rvCvILypRNwRBKEgnD9/nq5dPsDSPBMTtYLgMB0rflrDJ5+MomaNNZQqrqBzW0uiYvSMmZxM/foNn3uBwPv377N713YenHXB3Cx7/FSVCmra9MwkOEzP98sT+X2HB6WKZz//dG9vSfOuj/A/l0HFshJXj3giSVCyVjCpaQasLJX07mzFd0sTuONfGFfn7DzCwJ5WVGkWyqET6dSuasqhE+mkphmo2iyEwp5GHPVP55P+NpTzVbPwF9d8zzAJCXG4OBrytd/FERISEv5L976RnmUEWxgQCpj+5fvQx98fBr4vsNa9527fvk3xosVpWLsR7Zp3wNnRhZ07dwLg6elJ//79eRgcQGBIIHHxsaxdvwYLCwt69e5FiMk90kjBAuuc5NqfbHHgwY2HjBowlriEOKLMQihKGe5ymRPs4jg7iTN7xP++/ByDIfsfwdatW9m1eQ+V0htQVFuWkul+eKaUol7t+tjY2GBQ6UmUY3OuIcsysWbhdO7e6dV1mCAI7woRd4TnlpiY+NQHNH9/fyqUNs9JrkH2FIfhA2woWlhFEU8jLC0UjBhozYfNjTh69DCZWWoOnUinT+e8I9L6dbMiQysTGpFF6yZmmJjAtVtaVm9KxtpSwbgpsWRmZo9Wy8qSGf1VHLa2VvQensShE2ms25ZMww7xjBk7HqXKhLbN8k6JqF/TlPBHUSQnJyMIwisj4o4gCC9Veno6bds0Y85EiSuH7Tmz15ZtP1nQp3cX0tLS2LhpB0vXuWDhHUiZ+pE4e3Vk1epNz32d8+fP06C2ZU5yDbJHyrdpZsFvR9MoUdQ4J7n252eDe1tjbaVizSJnPNyMUCgkSvoY8dm0OAwGmRNnMmjV2DwnuQbZC0D16mTJwpWJNOkcTtP6ZvTrak1IuEwNPzVXj3jSrIEZY6ekMmbspHztbNasJRt36tFqc5NsiUl6dh9Me6dKYzxLgq0IUBRIAbz/8uUFWMqyPOtlNESSpOaSJN2TJOmBJEmfP+FztSRJmx5/fk6SpMJ/+ex/j7ffkySp2ctoz+uWlZVF4wZNMA6yoWJqfcqm1KJYUnl6du/FgwcPcvaTJAlHR0fMzMxytn0zexZFq3jywOQaySSgk/MOP00gBlsK4Z5aHDlWibOnI/e5hjWFMMIYE0yxyXBk3LDPKVXcl8jISFYu/5lCaZ6o/pKsK4QrUpaS+nUbsHL1T9wzu8RDo5uEyH9wy+IsHqVdGTRoUMF3liAI7xoRd4RnFhAQQLOmdfDwcMLLy4VGDatz7969PPuYmZmRmKzPd2x8gh5Li7yPQrWqKrh/7xo/LFiGkUoiOi7vcVExekzUCpJTZA4eS6eIhzEZWpjzlT1KpZKzl/S4lAukeddIvPzC0ch+XLx0G9+Kw/l6kROb9/kyfeZKJk+egYeHK7fvZ+Y5f3CYDiMjI8zNzV9SDwmC8AwKPO6ImCMI75ddu3ZRsawR7VrmvkgzGMDMJJM6tavw4Yet8PDwIigohPj4FH74YWme3+mflbu7O3fuZ+ZZOAngzn0t7i4qomP1+T6LitFhY61EkmDclBjKNQjGxlrJpp0peFYKZOFPCYRF5M0hAMTF67n7RyYDe1kz6wsHtu7V0aFTH2YtzKRM/Qh6j9AxbcZC2rRpk+/YRo0aUap0LRp0iGf15mR+/CWJ2m3j6dmrH8WLF3/u+35T/WuCTZblYFmWg2RZtnn8/Z9fobIsa/7t+GchSZISWER20VBfoJskSb5/2+0jIEGW5WLAPOCbx8f6Al2B0kBzYPHj873VDh06BBoFrhTOGV5pLdnjlOXOiuX/XNfM3NycY78f4/ipY1SrXo3bxudJlZPRyVmEyg8I4yERBHOHS0RmhnH/7n1KUwUTTLDBgZo0pySVKJNaA0OoiqGDhpGZmYnib39dJElCiZKMJA1qtZprN6/RY3wn6vavwvc/fcfvp05gampaYH0kCMK7ScQd4VlpNBqaNK5D4xr3ib7pQfRND9o2DKRJ4zp5VuOsXbs2iclqNu1MydkWEaVj9sIEun6QdwTZqfMGSpaqQPv27enStSsjvojNeduq0RgYOzmWLJ2BlfOduHzEi7P7PTmy1Z3PZ8RjalmM4NA4zpy9yeDhP3P4yHn27D2Kq6srX375FSd+v8zuvUdzpn8OH/E/Rk9K5UFgdpItKkbH4HHJDB48BJXqmdehEgThBRV03BExRxDeP/Hx8bg5506TDAzJon2/CL6d6kDC/cKEXnbDweI03bp+gELxPKXx86pbty4oHJg+Lwmt1oAsy+w6kMrqTSl88pE1luYSP6xIzEmyhT3KYs7idFLTlKzckMyJ0xn8caYwh7e4E3O7CPVrmqLVytz9I5MjJ3NXWX8QmMmPa5KpX9OCh0F6qjSPoV//YSxZsoyIiHhCQiL540E4vXr1fmI7FQoFGzftZMTohfzm78epa7WY891a5s794T/f+5vouZ7eJEmqAfgBln/dLsvy1y/YjqrAA1mWHz6+zkbgA+D2X/b5AJj8+PutwEIpO/P0AbBRlmUtEChJ0oPH5zvzgm16rWJjY1Eb8ienVFlqoiKjn+kclSpV4vjvx5g6ZSqLFy0hITEeMywxw5yK1MFYMiFT1nKN06SSRBShVKZeTkJPkiTcs4qxd/9e2rX/kItcxlF2QyFl/weQIMeQQRoOFCE0NJSmTZsyddrUl9cJgiC890TcEf7Jjh07KFZYx5ihuat6Dh9gzZFTiWzZsoW+ffsCoFQq2bZ9Lw3qV+e7JQm4u6o4dioDRwcFS1YnUbSIMYXss2uwbd+npWmz+9SrU4miPr7opEp4VDqHb3ElV29m/55dpoSaD5rnJubK+aoZ0MMWU7tWGBkZcevWLc6ePUVYWBguLi7Y29s/sf19+vQhNjaKWm1nYGWhID4xk759+zFt2ksZpCkIwn9QQHFHxBxBeM80aNCAqVPGk5RsgbWVkhVrk+jd2ZKOrbP/a7GyVDJvqjUlat3nypUrVKpU6T9dR6FQsHffUT7q3w23CpcwMVFibW1HxUpVqNHqEgqFgUmz41m0Mh3vwhZcuJrCgI8Gs3PXFqbPi2LRLEdsbbJz9kqlgmVznXAs/RCDrKR9vygqlbfGylLFybPJjBo9gaysLHQGA9t3dKJKlSoAqFQqbGxs/qmZj8+vpHv37nTv3v0/3evb4JkTbJIkTQYmAFeBtL98JAMv+ouOG9l1Dv4UBlR72j6yLOskSUoC7B9vP/u3Y91esD2vXZ06dYjRReAll8JIyp4zLcsyyRaxNGvR9JnOodfrOXDgANY21qxZ9wszpn7NxXMXc5JrAMaSGl/Zj4scRwKkv41SU6BAlg3cun4bBQrOcRgn2R0tGUQTDkCsHJnzj0sQBOFledvjjiRJg4BBkF03U3j5goKCKO8r59tevpSeoKCgPNsqVqzI0WNnaFC/FmERGhQKGaVC4sDxdI40eoRGq6dG9YpkZt7Gx+UYfT805vT5MHbvymDa9HmEhYUx+rMqPHr0CP8jkwG4eFXDrAXxXL2pxdREgcpkN0eO7EdJOK0awQV/BTO/nsTefUeoXLlyvnZKksTYsZ/xyScjCQsLw8nJCUtLy3z7CYLwahRg3Hklv+uIuCMIb45SpUrRpWsv6n64kZEDjTl1IYMBPazz7KNQSJQpZUpQUNB/TrBB9jTRAwdPEhUVRXp6Oh4eHrRs0YBqlS3p0d4IM1OY9l0GKRoPfH1lVq5cSJmSKm7dM+DkoCQ4NIsZ8+M5fjoDWxsFarUxly7fxsXFhUOHDqHRaFi9vjF2dnYv2i3vvOcZwTYEqC3L8vkCaMeTlsn6+xPz0/Z5lmOzT/AWBZ0iRYowYOAA1q1cj2OaFypUxJmF41nSnQ4dOvzr8TExMdStVY/EyCTMNFakmSRj7WhBFpmYkreuiynmZKHFlSKE8AclqJDzWbjiIfXrNiA8LBxvSiNjIJ4YTLGgGo05x2Fq1q5JuXLlXnofCILw3nur444sy8uAZQB+fn5PjEvCi6lUqRLj1+mZaZBRKLL/RFn+DAAAIABJREFUWGRZ5uAJ+GJS/gfVSpUqUbFiWSqUCOCbiXYYGUncD8ikebd4VqzczqyZE5k72YJ+XbMfgOvVMOX0xTTGjR1OvVoObFy/EFs7dwIDUzl43IheH0cxebwds7504MpNLcP/dw+9AYIvemFmlv02eN22ZAYN7MnFS7fR6/XcuHEDExMTSpYsmTNi3MTEhGLFir2iXhME4R8UVNx5Jb/riLgjCG+W+fMXs3NnMzasX0FCyj32HY6jZ8fcz9PSDZw+n8K8hRWefhIgODiY6OhofH19/7FGq5OTEwA7d+4kIfY2p/fYo1Rm/xeSkgrjp15h9GAbBnW1Z8OvKZiqJRauTODISQ19u1ix6xdXwiJ0jJoYy9Il3zN7zve0bdv2me83MTGR6OhoChcujLGx8b8f8A56nsm+EnCxgNoRBnj85Wd34NHT9pEkSQVYA/HPeCyQHXRkWfaTZdmvUKFCL6npBWfe99/x4y9L8Ghsj1V1FZ/NGsvxk8cwMjL612NHfDISbZBM6ZQaFM4qhUOKO1GBsViZW+eMPPtTNOGYGpmRZZ5OlBTGBfkYgfJd7ptdJsk+mqXLl9Cle2eiTUKxwwkfqSyFpRIkEYeNnQ179u0uqC4QBOH99tbHHaFgNW7cGBs7H7oPTeDydQ3XbmnpMyIBhZEHLVu2zLd/YGAgd+7cZtaX2ck1gOJFjZkw0pQFP3zD8RPn6NI2dwTZyg3JxMbrCbnsxe5frLh3ypEG1WNwcnKk1yfRTP+fPUP72FCsiDGd2ljy6yoXZIPM6s25td66tbMkLCyUtWvX4l3ElR5dG9GsSTX8Kvty9+7dgu8kQRCeR0HFHRFzBOE9JEkSH374IZs27+H3k+c5f82Ez6YlcPePTPzPZdCmVzxtP2iHt7f3E4+Pj4+nTetG+FX2ZfCAFnh6OrFgwfw8+1y/fp1du3YRHBycs+3EiSN0aCXlJNcyMgxMmBHLiR3ufDnanl6drNi7zpVSPsZs3ZVKi0ZmTP3MnpI+xjSua8ax7W4sX7GcmJiYZ7rPjIwMBgzoReHCLrRoVhUPd0eWLl0MZA/8uXnzJhkZGf+lC986zzOCbQXZxTeXF0A7LgA+kiQVAcLJLuT594m5u4A+ZNcb6AgclWVZliRpF7BekqTvAFfAByiI0Q6vnCRJtG/fnvbt2z/XcbIs8+uO7VTLakoWmVzmd4wwxsHgQkxaBPe4SqakQW/QEUcUWkU6U6dPpVy5cgQFBZGQkEBcbBwlS5Wka9euWFhYMHbcWHbv3MOtB2exSLUly1RLoiqaA/sOPFPCTxAE4T8QcUf4R3/WHZk5czo9PlmDLMt06NiPxT9NfOIiATExMbi5mGBsnHdASGEPIy5cOIeVhURgaBalS6gBWL0pmclj7bGxVj6+noSXOwQFhaBQQPMGeVf7ql7ZBJ1eZt/hNIb2za5FoteDVqtj1KdD2bLchno1bTAYZJatiadJ4zo8DHwk4qggvDkKKu6ImCMI7zlbW1tO+l9g+vSvaNVrD1ZWFvTpO5KRI0c99Zh+fbvg5XSdzZdcUKsVPAjMpHm3SRQrVoLq1avTqWMr/rh/kzKlzDh7MZmOnTqzePFPODg4sX+PlqP+4RgMMmVKGuNd2IiypdQ555YkiSF9bbhxN5M2TfOOinOwV+Jb3IwbN27QsGHDf723kSOHkBi9n4CzrtjaKLl9T0ub3p+zbet6Ll66jIujCTFxOiZ+NYURI55+v++C50mwVQPGSpI0Aoj46weyLD9bUbCneFxn4BPgAKAEVsqyfEuSpKnARVmWdwE/AWseF/aMJzsw8Xi/zWQXCdUBH8uyrH+R9rwLDAYDEhIB3MIGB0pQAUmSKEIp7svXCVc+xEhW4y4XQ2/Q8c3U2QwcNoBZs59cWNnc3JyzF86wc+dO/E+ewtPLg549e/I2jAQUBOGtJeKO8K/Mzc2ZPn0m06fP/Nd9y5QpQ0iYlrt/ZFLSJ3fqwop16WRlaRk+wIZPv4xh83IXbG2UJCbpcXTIXazv4PE05i5O4NxvHgwaE82Nu5l4uOUmx4JCs5e0t7HOnSCw+OcU7OzsaN04i3o1sxNyCoXEkD7WLF0dzNSpU5k2bdoL94MgCC9FgcQdEXMEQQBwc3NjyZKfnmnf8PBwTp06Tcjj5BpAsSLGfDXalKVLvmXdWmt8PB6w/xcnlEqJlFQL2vbezYIF33Pl8lkSk7KYONoOIyP4en48oeE6DH8pqQEQE6fH2Ejixu1MWjfJvXZmpsyde0mcPHkSPz8/rKysntrO5ORkNm3anJNcA/AtocbbS4el+jqB512wslRyPyCTNr0n4+FRmHbt2v2H3ns7SH8u1/qvO0rSpKd9JsvylJfWolfEz89PvnixoGYevX7t2rbnxr77hOoD8KM+ZlLuamdRcigB3KI6TXNWBM2UtVwyOcqtu7fw8vJ6Xc0WBOEdIEnSJVmW/V7Ced6ZuPOux5y3ydKli5k543P+N8IUby8jNu/Ssv8oFPaAY9tsGD0phnXbUijubcTte5l072DFktmOALTr+4gPWljQt4sVm3el8NU3cWxe7kI5XzWh4Vn0Hh7FjdtaTExM+LCFBXf+kAkOV1GzZi2qlDrB8AF5V9jqMTSCo6dVRETEoVA8T9UOQRD+SsSd/ETcEYS329WrV+nZrRHXj+Vdidz/XAZjp1tw524gIZfcsLbKfRF48mwGA8eBVpPE7d8dMTXNfrbIyjLgXDaQiaMdGDnQCkmSeBSpo3rLEExNJJKSZVYvcKJpfTOSkg2M+CKGa7e1FC9qzYWrcOz4GYoWLfrEdgYGBlKvTnmCLjrnbEtK1uNVOZDAC0Vykm4AW/eksGyDF4ePnH3Sqd4qT4s7zzyC7W0LKu+7BYt/oGa1mhge6ZH/Vgc1nmjc8M5JrkH2aqKFlK4cPXqUfv36vermCoIg5CPijlAQ2rXrgE5n4MDh3STsiaVuveYcn9SXqlXLExtvyQ8zHPnyU1tWbkwhJj6ZbXvSOH0hiJGDbLl5V8u4j20B6NzWkvgEPS27h5OeIZOZKaNQKpg8+Wvq1KnPuXPnaNzGndatW7Nt2zbmztrDx/2tc94cJ6foOXIyA53eiKioKFxcXF5ntwiCgIg7giC8OUqVKkVMnI6bd7WUKZk7tXPTzgyqV2/N/T+CsLTI+3LO0UFJbFwc3duZ5iTXAIyMFPTuZMncJZms3BCHm4uKU+cSsLGxISklA2cnGDwumpRUAxkZMlUqqDm50x0rSyWzFyYyZvRQduw8CIBer+f69esolUrKli2Lu7s7eoMRV29qqVAmu51xCQbMzRR5kmsAxb2NefTo3S4h+VyvSyVJ8pYkaYIkSQsf/1xckqTSBdM04UW4u7tz78E9GjZpQLDyLn8dqZghpZIp5S8ymKXMxMbGJt/2f6LVatmyZQuzZ8/myJEjPOuISEEQhGch4o7wMsiyjL+/P7VrV6doUU9W/zSZ4ydOUrFSdSZNmoqPjw8jR46iWdcEft2Xyhcz41m5PpnJY+34ZaEjRTyNmTgrDltrBb/uS80575A+Nuxf70ZWloGsLJlfftnM2LGfUa1aNUaMGEH79u0xNjamQ4cOhD6S+KD3I/YfSWPzrhQatg+nbTNzdHr+ceqFIAivlog7giC8CdRqNd179KVhh3CWrUnkqH86Q8ZFs3pTAh07dcO7iCc79qflOeaXzWlUqFCRhyF5z5WVJXPtjoxv6Uq0/mAQ/QcvIDDoEWHhsYSExjH80/lUr9EUrRb6dLHk6y8ccpJ3w/pZsW//UfR6PSdOnMCnmDvdujSk/Yd1Ke3rzY0bN5g2/Rva909g3bZkrt7UsmZLKimpMpeuafK049d96dSsVa9A++11e54pok2A7cAxoL4sy1aSJNUCvpRluUUBtrFAvMvDpnfs2MHkL6cQFBxI8eIlSElJIS4iHstMOzLUKSitJBLiEiijqY6llJ1Qi5bDCbe5T1hEGCYmJs90naCgIOrUrIOcqkCtMSdFHU/RUt4cPnboH5cPFgTh3fYSp+q8M3HnXY45b7r09HQ6dmjJjevnqFPNiBt3tJiZSqxe4MygsSm0aT+OceM+R5ZlNm7cyMIF33D12g0CzxfGwT77zassy7Tq8Yh6NU1ZtDKJbu0sadfSnD8eZvHZtFhK+hhRqawZG3ZoGfbxGCZOzD8IZunSpUyfOorCHmBlqaBDawsOndBjYd+CFSvWvOpuEYR3iog7+Ym4IwhvN1mWKVPam57tUrh8Q0tUtI5aVU1RKBQERtVhyNBRdOzQmv7dTCnnq+DgCT3HTkkcOnyS+vVq8M2XxnRvb0FSsp5abcIwNlLQvpU5V28puXhN5tDhk5QsWRLIrqPWtk1jAh5coXEdU85c1OBUSMWO1S7odOBZOZTAwBDKlinOqu8tadHIHFmW2bQzlbFTMvnjQQgnT55kwQ+zCA0NoUrVmpQsWZYf5k9n8jgzSpdQs/uAhpUbs/A/dfGp003fJk+LO8+TYLsEfCHL8m+SJCXIsmwrSZIpECTLstNLbm+Be1eDztq1axk+eARe6aWwwo4EogkyucNXUyeiVCopVqwYLVu2ZMuWLQweOAQrpQ06spDUsGvvTqpUqfLM16pfpwERZ+LxNBQHsv8TuG9ymR4juzBz1r8XmxYE4d30En/ReWfizrsac94Gn38+loA7q1i3yBaVSkKWZUZ/FUtsvJ5PB9nQbZiOBwG50xW2bdvG6hUfs+PnvKPKft6YxNGTGXw9wZ6xk2M4fFKDLMvMm+pAny7WAETF6KjUJJqDh85QtmzZPMfLssy0aV8xb953FC1sRmBwGs2bN2fJ0lWcPn2aoKAg/Pz88PN74X86gvDeEXEnPxF3BOHtFhcXh7e3G/F3PZCk3IUJAkOyqNcumbDwOAICAli6dAHBQfepWKkWgwYNwd7enqtXr9Kjezsy0uNJS9PSsI4xaxc55Zxn4U9J7DxShCNHs2uhDRs2gIyEnSz/1gaFQsJgkBkwKorgcB3OjmqMLZpQsVJNrp77mpXz8s54a9M7ke595tGjR49893DkyBEW/DCLsLAQqlarw9ixE/D29i7AXnt1XkaCLVGWZZvH38fLsmz39+/fJu9i0JFlGU83T5wjimEjOeRsj5RDMa0kc/7SuTz7p6en4+/vj6mpKTVr1kSpVP79lE+VnJyMo4MjNbNaopRyj0uWE4hw+YOQR8EvfkOCILyVXuIvOu9M3HkXY87bwsvTkb1rTPEtkVu/JCFRj0fFQALOFaZ4rQhSUnLLJpw8eZKPh3zAlcP2eR5oJ3wdy95DGXi4m3Lhio6u3fqQHr+Z5d9a57neZ9PiMS/0CZMnT35ie5KSkrh79y4eHh7IskyzpnUxUydRzlfFkZMZVKhYg42bdqJWq594vCAI+Ym4k5+IO4LwdtNoNDg52XHX3xmnQrml84/6pzN+hhmXr9z/x+NlWebWrVu0btWAnavMKFsq97kiM1OmUOkQQkOjsLGxwdbWnGtHHHF3zV0ZPexRFiVrBWNupqRe/WYULVYKM3klE0fnXXTh488TyKAVlStXpkaNGu/Ni8KnxZ3nqcEWKklSmb+dtDwQ9IJtE15AQkICM7+eSeMGTejbqy8RUZFYk/cvvR2O3Ll7O9+xZmZmNG3alDp16jxTck2j0bB+/XomTJjAhg0bkAEJKc8+EhJ6g1g5XBCEl0LEHeGFaTSZmJvlfdwxNZHQG2D6/DgK2VtQp1YFxo8fTUREBLVq1cKALfN/TEavz34Jef6KhkUrE4mM0XHhcgp6vYxCoeDyjVSqNQ+hYfswVm5IwmCQydJJ+WKqRqMhIyM7iWdtbU21atVwdXVlyODedGiRwtl9diyba8Vdf0e0aReYO3f2q+kcQRD+TsQdQRDeCCYmJvTo0Y2RXyaTlm4AIDJax+fT0xg8ZPS/Hi9JEmXKlEGtVqPT5R1UpdfLyDIoFApkWSYjI/+zkoW5AoMMwZe8iIs6Q0pKKtv3yeh0MkdOpvNh30eUqRfE2q1x3L6+g9uXptGxfUO6dG6LTqdDo9Ewf/58GjaoQvNmtVm1ahUGgyHPM9G76HkSbD8A2yVJ6gkoJUnqAKwF5hVIy4R/FRMTQ4WyFfhx+kpijqdxduNVJINEKH/k2S+FBDzcPV/oWhEREZQqXorxgyewaeZOpo+diRIljxSBOfvIskyEOoguXTu/0LUEQRAeE3FHeGGt27Rm8arUPNtWrEvCqZCSjTvSGP+xgiljYsmIX0u1quWJjIxk566DLN9ohkOpIAqVCqBxx1BKlzBGpTTg5a7Ar7yOlT8tpIS3gu+mFmLUEBuWr0nio1FRrN+eQefOnTEYDNy7d48P2jbB1tYKOztr2rRuSFBQEACJiYkcP+HP+I9zp6IaGUl8+akZG9avfJVdJAhCLhF3BEF4Y3z77UKMLepR2O8R1Vsm4Fs3kmatBjJo0OBnPkelSjWYMjcegyE3yTZvWSK1a1XD0tKSjz7qiZWlxMKViXmOW7IqidZNzDExUfD5cBOuXvbH3bMClZtE0Gd4JB+2sGDV986MGmxLcGgqIwaYsXaRFRfOHaJ161bUr1+DA3umM3rAIwZ0fsi8uSMpWcI955moVcv6PHz48KX11ZtC9e+7ZJNlebmUPVfiM0AJTAHmy7IsKvO+JrO/mY0ixoRiWeVAAgxghT1X8cdOdsRCsiFZjifI7DaLJi98oWt9OmIUighTSulLZ18rDe4prhKkvEuacRJGaSakWyZRyMOeSVMmvZT7EwTh/SbijvAyTJs2m3p1T3D/YSKNasOpC5nsO5wGSJzc5Uo53+wpE/VrmqFSJfDNN9OJjopAkhMYNdiK8Agd67enoFBIuDgZERCURdEiZtTwU7BuiXPONNJ6NUxxrxDIyE8/Y82alSxZsghNRjrjPrZj7XxPJOCHFbdo2KAmt+88RKfToVBIGBnljgQPCcsiMTn77a4gCK+eiDuCILwJdDodgYGB2NjYsHbdNh49ekRoaCjFixfH1tb2mc+TlZXFsWOHcXfRUbFRCI3rmnH1lparNzMZO64Z+/fv5/yZfRzd6kKrHo+4eSeTOtVN8T+XwdlLGo796g6AmakCjVbL1m17KezlxM7VrlStmL0wol8FE0zUEt2HRhAbb6BnB0syNOdZdTqZSWPtKOVjzKdfRvPgYQajBisZ/4knCgkW/Xwn55nIzMysQPrxdXjmGmzvmnehLoFv8dKY/+GYp94awFmjgyiMJbRaLTY2NkyfMY0BAwfkfK7X61mxYgXLl65Ak6GhY5cOjBk7BktLy6dey9TEjErauiSTiIyMPU5ISJxS7mfJ0sUEBQVRuXJl2rRpg0r1zHlbQRDeQS+rFs675F2IOW+z1NRU1q1bx7VrF/Dx8aVq1Wp81K8Nt3/PGz/PXMyg5ydZ2FimcXqPE2p19kD/C1c1tO7xiKCLhVn6SxKzfohnxgQHBvTIW3+t04AkUrPKYNBepWUjBXsPpXFws3uefVr2SKRX/+xiwDVrlGdA1yiqVFAzYFQUQaE6dDoZcwtrdu0+SoUKFQq2YwThHSHiTn4i7gjC22nLli2MGT0MpSKThKRMGjdqwLLla7Gze/4ykGfOnOHjIW248Jstx05lcOWGFi8PFXqdzNpdJXBzL0wp932MHGRLUrKez2fEsmF7Cp3aWDB3ciGsrZTIskznAZGU8RvJgAGDqVbVl7ArLnmus3V3CsM+i+aOf2Hs7bLLZISEZVG5SQhmphJ1qpvyKFLP0e15n4na9kmkU/c59OnT57932GvytLjzj5kQSZKeaV6hLMsh/7Vhwn9nZ2dLMnnfchtkPQaFntu372BlZYWlpSUKRd6ZwH179+XQzqO4pBXBBHNWzv6F7Vt/5cLl808tqmwwGDjPUWxwQELiHlcoSmmUSgUfffRRnkLQgiAI/5WIO0JBsLCwYPDgwUD2lIrIyEiiYzSkpxsw+0vNkYfBWSQmxvDFSIec5BpAlQomlCxmhP/5DEYMsGHK3DjuPcjMcw1Zlrn/MIvAEH8ennNn2Zok/Mqb5GuLXzkDAQEBACxavIrmzeqj1cbwzUR7+nezRpJg7dZUWjRvyL37QVhZWeU7hyAIL4+IO4IgvCkuXLjAiOH92faTDdUr25KWbuDz6Rfp2aM9+/Yff+7zGRsbk56RXR+9YW0zGtbOHim2ZksyarUaIyNjtJnZv8dbWylJSDQwtK8NP29IRpJiKeVjzK6DqVy/rWPE+CbY2tqSnKwlNk6Pg31uvdktu1Pp3906J7kG4OluRMvG5ly9qaWcrxoXp/x12v3K6Xnw4AFJSUnMmTOLvXu2YmJiQvcegxg6dOhbOXDn32qwBQGBz/AlvAbDRw3nkXkAWjk7ySbLMsFG96hapSoeHh5YW1vnS67duXOHnb/uwjetKg6SC7ZSIYprKhEXksiWLVueeJ3o6Ghkg0wl6lJBqkV5qSZVaMADbtK0SVORXBME4WUKQsQdoYA5OzvToEE9xk5JQqPJLhwcEJTJ+KmxFPFUkZmZf3S/NlNGpZJQKiXsbJQsX5vMweNpyLJMZqbM198nkaW3xNPNHAd7JeXLqDnqn85fZwrIsswRfyhfvjwAFStWZPKUWVSpaMnAnjYolRIKhUTvzpbUqqpi06ZNr6ZDBOH9FoSIO4IgvELx8fEEBQVhMBjybF+86FvGDjGjemVTAMzNFHw72ZorVy7mvJx7HhUrVgTJig2/5taiTU7RM2+Zlu49BtGpUw+W/qIhOlYHQHqGTOXyaq4e9aR4UWOCw3QM6mVDsSLWSJJEVFQUKpXMkPFRJCZlJ8zuB2Ry6Hg62kxDvuunZxjw9jSifGk1x/wznvBMJOHr60vDBjUIvr+CRTM0TB4Vz7aNk+nfr9tz3++b4N8SbB6A5+OvQcBpoBlQHGgO+AMDC7KBwtN17tyZwSMGcsnkGPesLnLJ/Ch2ZS3YtHXjU485c+YMDgpnlFJuNliSJCxS7Th+9PgTj9m+fTuuak+spNz53uaSFc6SB+Urln9p9yMIgoCIO8Ir8tPKDUQmVsSzcgQVG8dRuWk4CUkGrt3KZM6ihJwHR4DfjqbxKCp7+mbvTyKJjNbj5l6EjycYcK8QgkOpAOb/mEBCQhJhj9IIj9DRvIEZCoVE3xGRnL+s4e4fWgaNTUAnO9OqVauccycnJ1OulFG+9pUsqicsLOyV9IUgvOdE3BEE4ZVISEigS+c2FCniRq2aZSnu487u3btzPg8PC6akT95RW8bGEt5eZoSHhz/39RQKBRs37eTzGVk07ZLIR6OSKFErimo1PmD37u20bt2M6Jg0itcIod/IeELDJRauSMLRQcnYYbbMn16IksWMCArLpGrVqvz66690aGVFapqMZ6VAilYLpHbbULwLG7FqYxrBoVk5175xR8v+I+mERehoUs8MU1OJviOiuHM/k/sBmQweF0+aphDp6enYWsWw6nsbqlc2pUk9c/auteXw4f3cvHnzv3f2a/KPCTZZlsP//ALGAR1kWT4sy3KALMuHgM7A+FfRUCE/SZKY8fUMgkODWL5pKb+fOcH5S+dwdHR86jGurq5kKNLybdepM/Dw8njiMRqNBoVemW+7saTON0JOEAThRYi4I7wqNjY27Nh5kCtX7+LqXpYmdS0JOFeY7u0tKFnMCN86wQweF0XTzmF0HhiBlaWCoeOj8fZS0aOjDdFRkXgVLkrFsuac3edBzJ0i7FljhbExfNAnlhNn0ila2Iitu9Oo3y6Mmq3DScioxaHD/nmmPFSvXp19R7LQ6XLf6ur1MnuPyNSoUeN1dI0gvFdE3BEE4VXp3u1D7M3PEnrZjZBLziybo2DAR925evUqANVqNGDXwaw8x4RH6Lh9P5Vy5cr9p2tWqFCBBwFhDB2xhIo1vqBBwyb8smYNWzZvxNsTdqx2Zupntmzbm0qXHv9DVvnSqGMCS1cn8uXMRFp0j2fhwuWYmJig0Wg4dCKF1DQDIwbYUMrHGJUSihUxpWGjFlRuGkW/T5Po8XES9dvHsHTpz6RkFGLUVwks+cYRYyOJOh+EUa1FOGa2nTh85BSXLp2mbRMpz6w4U1MFjetacP78+f/e2a/J80xqdQbS/7Yt/fF24TVycHCgWbNmz7Rv48aNUVurCE17gJvBGwmJOCKJUUXw0UcfPfGYli1bMvF/X+Eh+2AsZdeTyZIziTeNpG3bti/tPgRBEP5GxB3hlbhw4QJBF1wwM1Pg6WaEo4OKb6c4cuRkOtUrmeDhpuL8ZS03T3hiYpL9Yumj7hk07niawIuFcbBTcv22lpQ0A1PGW7FsnR09hoVRo7KU8/meQ2kMGnuUsLAwbGxscq5dt25dvItV4oO+1xkzxASlAuYt02BfqBRNmzZ9XV0iCO8rEXcEQSgQ9+/f59q1y+xY7pyzgnj9mmZ8OjCLxYvnsWzZaoYP/5SqVVYyZnIC3T40JTgsi8lzMxg9elyeZweAxMRErly5grOzM6VKlfrHa5uYmNChQwfat2uOqeIiQRe8sLdTsutAGj2HRXFsuzvRsQpiYh5x5Ohptm7dyuHDe3BwcObE7wNzzh8VFY5fBWO2rHDJSYj9vCGJMZPjuHR5Hmq1mj179qBSqfhh6QcUKlSI5i1a8OWX42nc+VdUKiW9eg9i6tSZWFtnLxTl5laY2/fzt/nuHzp69Hd70W5/5Z4nwfY7sFqSpDFACOAFzAZOFkTDhIKhUqk4euIonTt04fzdQ6iUKqxsLNm9bhfu7nlX9UhISODHpT9y7MhxipcszpW7v+OU6QkyxJlH0KtPTypXrvya7kQQhPeAiDtCgQsMDKSkj3nOYgf9u1tTvUUoDWqb0auTJb9sTubg8XRqVTUlJdWQk2CrXtmUooWNOXQ8nR9WJBITp8fVWcWte5lYWBgwGGDdYmdMTbP3b9vMglt3dSxYMJcff1yVc31Jktj+634WLPiBL2avQpZl2ncYxsiRo8QdfLGFAAAgAElEQVQocUF49UTcEQShQISGhlLc2ywnufYn3xJKTl5+CICjoyOnz1xm9uwZDPrsAA4Ornw1ZRSdO3fOc8zMmdOYPXsmZUtZ8jA4HR8fXzZt3p1vJtuNGzdYs2YVaWkpVKpUjVOn/Am64JyzkNOHLSy4cUfL4lWJNKxtxpoddzA2NqZ79+5079493z0cP/Yby+fY5Rlt1ruzFWMmJ2BmZoaLiwtDhgzJc4yjoyPLlq1i2bJVT+yXfv0+ony5OTSpl8qHLczJyoL5y5JJSbegcePGz9a5b5DnSbANBNYDD4E/5zEcB/L3vPBG8/b25uKVC4SEhKDRaPDx8cm3UEF0dDR+laogxRtjneGARqlFr9JRsnlhPD096dKtC3Xq1HlNdyAIwntCxB2hwJUsWZLrt5MZ9pmWsAg95X2NWTirEP1HRpKeIVOziikTRtpx7rKG8g1D+G2jG+V8s1fczsySmTQ7jgE9rRn3sS0KhcQfDzOp0TKcEj5WOcm1P1Usa8SJlffytUGtVjN27DjGjh33Su5ZEISnEnFHEIQCUb58ea7dTiE61hxHh9w0zN7DOqpWq5/zs6urK/PnL3rqeXbs2MGqn+Zy7YgT7q5G6HRWfDkrkD69O7H/txM5+y1btpSvJo7lo26mFCkEM6aux8udPKukA1Qoo2birDiOntRgZRfLtWvXchZj+juVSkVWli7PNr0eJEmJUpm/pNSzcHV1ZcfO/Qwe1ItPJkSg1RqoWLEcvx3Y9J/P+To9c4JNluUooJEkSW6AG/BnrQLhLeXp+fRVyWd+PQtljAnFssqBBBjASmvPpYuX2bl7p3irLghCgRNxR3iSy5cvs2nLJmRZpnPHzvj5+eXbR5ZlVq1axeJFs4mIiKZWrZp8NWkWKpWKOXOmc/XKeYoUKcanoyYgSRIKScbaSkmzBuYcOp7OwFFRGAwSg3rbMXeyHQBD+8KyNYmMmhjDkW3u/HY0jdh4FSqlJie5BuDjbczoITbMWpBAXLxNniXrD/+eRYVK1V9JPwmC8PxE3Hm/aTQaNm/ezIVLF/Ap6kOvXr2wtbX99wMF4Rk4ODgwbNgntOi+nCnjTHF3MWL99nQOHFdweuYQZs36mjW/LCM1NY3mLVozadIMXF1d851nxfL5TBxtirtr9gJJKpXElHFWeFS6QFhYGO7u7gQGBjJmzEguH3KhaGFjADq0MqdMvRASEvXY2uQ+m+w7nIYkwfT/2XHnjwiaNqnN8hXrnlgKqnOXvsxa8B2//myCSpX93LPgpyQqViz3j3Xg/02tWrW4cTOA4OBgTExMcHZ+e2flP88INiC7ECggAs07bu+uvRTKdM9Orj1mKxUiIO0GAQEB+Pj4vL7GCYLwXhFxR/jTlGlTmL9oPl4ti4ACVrRZwdABQ5kxbUae/WbNms6Gtd8y5ytzfLyt2LHvHPXqVsMgw6iBZgyYbsKVGxfp2KE5dnb2LP7Gjq4fWgLwQXML3F1VzF6UwLB+lnnO27eLNSO/iKVNrwQuXM3kq0lfs2HN5Jzk2p9K+hjh7uZM2z4JzPrCHE83FRt+TWPDjizOXxhdsJ0kCMILE3Hn/RMbG0vNujXR2eqx87Pn0G9HmPb1NI4fOU7p0qVfd/OEd8T06d9QokQZ5vw4j/j4eBo0bMfpM5P4/LORRIYdY/kcM+xszPlp/R7q1D7I5Su3c2qV/SkuLhZ3l7yrj6vVCgrZmxAfH48kSVSvVolqFVU5yTUALw9jqlc2oXm3SL6bYoebi4o1W5LZtDOVmye8cHVW0Q6oXVVN/5GDadWqVb4RZL1792XunGkUr5FMqybmXL+t5dqtTAYP6fnCfSNJEoULF37h87xukizL/74XIEmSEzAV8APyPHHKslz85TetYPn5+ckXL1583c14Y1WtXA3tZRWOUm7WXC/rOac+yMPgAJycnF5j6wRBeJNJknRJluX8w4qe/zzvTNwRMefF3b9/H7+afjRf0xpTe1MANIkaDvTci/9Rf8qUKQNAWloaHh6OXDrgiJdH7gPo5DnxHPNP48TO3BWz9x5OpX2/SNICi+a8iYXsFbtK1grCf7cH5Uurc7YnJulxKx/MwkU/5tRD8fJy5vx+R7y9sq8lyzKdByVSo9541Go1y5d9T1xcAvXr12fS5FkUL/5W/dUVhLeCiDv5ibjzfIZ+MpTfo/zxG1c1Z9u9bXdRnJU5feL0a2yZ8K67d+8e9epWJuCsc57SEt2GJFKj/v/49NNRefafMGE8sWE/s3R27ujKy9c1tO2TSlBwJMOGfURC5C7iE7I4si1vjfWvv0/g0Gkf4uMiiY9PxGDIYuHXFrRrmfeFYpEqkRw5dplixYrl2T558leE3F9Cv64mXLiiwcNNRcWyaqo0jyYw8FG+hRjeZU+LO88zgm01YAH8BKS9rIYJb6bhn37C6KHjsEmzx1hSI8sywUZ3qVGjhkiuCYLwqoi4I+TYvXs3ng29cpJrACY2Jng08WLXrl05CbaAgABcHE3yJNcAWjQyY9eBlDzbmtYzQyFBbLweZ8fcR6JHUTqsLBVMnhPH5uUuGBlJyLLMlLlJVKxYFjc3N8zMzFAqlUyd+jWNOk5k3DBTXJ2VrP81i4eh9qwaPARLS0uGDx9RgL0iCMJLJuLOe2rHrh1Um1szz7ZibX3YumAjycnJWFlZvaaWCe+6K1euUKe6Zb66rU3qSfhfPg3kTbCNGjWOmjXW0+/TBNq1MCIgUM+3P6YzZ+4SjI2N2b9vLwc32tCoYzgHj6fRtL45kP3y8MdfNGzdPo9q1aoBUL+eH0rlozznT083kJySlW/kHMCZU4cZ3teYWlVNqVU1+3lMr5dxdTJm+vTpdOvW7b1fBPF5Emw1ADdZllMLqjHCm6Nnz55cu3KNJUuWYK92IkWXRLHiRVm/ad3rbpogCO8PEXeEHEZGRsiZ+UfdG7QGjI1zp0C4ubkRHplOYpINNta5Uxuu3NBiZ5N3qsO2vWmYmkpUbxlG+5ZmjB1mh6WFgv9Nj+XjftacvazBvUIgzRvZc/pCMvHxWbRopGDSFz0ZM9qK3w6c4JNPRlKmTHl+WrGA+JMxNGjYhp8fJ9eEd5ssy6xcuZJvFy4gLiaW+vXqMWPKlHxv/IW3iog77ymVygh9pj7PNkOWAeCtLLQuvD2KFCnCtVsZGAwWeUpOXLsl41WkRL79CxUqxLnz11m8eCHLNh7CydmdX3d8mpM0MzMzJUMjs3m5C50GRFDW1xgbKyV7D6dRq1Y9ypYtC0BqairOLkUYMu463y9PpG8XK7p8YMGX3yRTv35dChUqlO/aLq4e/BHwABpl//woUkeLbuHodRD/6Bc6tFtGxUo12bhpJ2q1Ot/x74PnqVQfBhj9617CO0GSJOZ+N5eAwACWrl/I8VNHuXD5/AsVLxQEQXhOIu4IAGRlZaFWqwk4/IDEhwk525NDkgg5EkSnTp1yttnb29O5c2f6jkwiIkqHLMsc9U9n0pxkQh4pCQ7NAmDBigRGTYxhziQH1ix0QpsJpesE4VXpIT7eRoz72JYyJc0pXcYPLXWxszEi/JoXaxfbcGavHV1apzJoYHbNkfr167Nm7Tb27vudsWPHieTae2LCxImMnT6dhBrVMO7bkyNJCVSpUYOQkJDX3TThvxNx5z3Vu0cv7vx8C4POkLPtzppbNGrSCHNz86cep9fr2bNnD2PHj+Xbb78lKirqVTRXeIdUrVoVRydvRk9KJClZj14vs25bMpt2ahg4cMgTj7Gzs+PLL79i3/6T/PzzhpzkGkCv3gOYNCeNqhVNeHi+MEN6WxOXaEBd2IvLiUk0adECjUZDk8a1yUo7xuoFhfi4nw1zFiXgViGE6/e9Wb7iyYNqhgwdxZwlGVy8qsn+eVwUrZuac9vfixXf2XDvlBOZaReYM+ebl99Rb4nnqcHWE+gMTAYi//qZLMuPnnTMm0zUJRAEQSgYL7EWzjsTd0TM+e9SUlKo26gucbp4FPYKwv3DcK7sgqmZKY/Oh/PDvB/o369/nmO0Wi3jx3/K6tWrkZBxcirE1zPnc/fuTebOnY2TgzHBYYmc2+9B6RK5b1hHfBHDmi2pNG9kz807WswsXNm95wgtmtdh/mQNdarnTk/VaAy4lA/j4cNw7O3tX1l/CG+G/7N333FVVn8Axz/PvcDlsqcsBQE3krhQceRCcSvmSDNHaZYrZ1maKy3NsvGrLPfeOdI0F47cW1FRUBQFRGRe9h3P7w8Mu2EpBuI479fLF3J4znm+54Z9n3vuGSkpKXh4euL0wShM/rJ0LH3LNnr51+DbOXNKMbqXj8g7hYm8UzTZ2dm069SOC1fDcanjStrVVCwMasJ2hj30JEfIzzWt2rUiKv4aZZq4kBufS9zB22zZuIUmTZo85R4Iz7OkpCSGDnmLX7duR6GQ8KtWiW++nU9gYOCjK/9NXl4eb/TuyoH9e6hTU8nZCANZKges+w9EoVaTOuc73u39BkcO/MzudfZIUv6sOU2GgQr14zh85Ny/Hmi4cuUKxowehlptIDY2ncTLPlhaPJi3dex0Dm+PUXDx0o0ix/48KY492Jbe/9oe+HNUTrr/dzFvVhAEQShuIu+8hNLS0vjw4w9ZvXo1Op2O8j7lybLNpunnLZAkiZyUbM78cIqss5lcv3r9oTOrVSoV33zzI7NmfY1Go8HR0fH+A2QoI0aMZseOHUwY/7bR4BpAz85W/HHSgY6vTWWYlxcNGzZEkiRyc/OwtDA+KdTUVMJEqSAvL68kXw7hGRUREYGFq6vR4BqAaeVKHDp2rJSiEoqByDsvKbVazZ7f93D06FHOnDmDz9s+BAcH/+vy0Llz5xKTc5vm84NRKBXkaXLRJKfTonUL1OZqOnbqyOzPZ+Pq6voUeyI8jxwdHVm1ehOZmZnk5eVhb2//6Er/wMzMjLXrfuXtgQNZdfwYtl2bYuvlWTCQpqzgy4EDu+jRVlFQBmBtpSD4VRsOHz78rwNsvXr1plu37hw/fpw2Ic1RmRk/H1lZSuTk5D5x/M+7oiwR9f7LH5/7f/78uyAIgiAUN5F3XjIGg4GWbVqyL2Y/zecHE7KiPYYqkHAlAX1u/t445vZq6n0YRJomDZ1O96/tqVQqnJycjB4gLS0tCQoKIiExl6wsg9H1UdFaPD3L07t3bxo1alRQr32HrvywOJu/zvpfvUmDt7cXTk5OaDTGhyf8XXx8PPv27eP27dtFej2EZ5eTkxPpcXEY/jbAqo2Lp4K3d4ncMyEhgTf69cPKzg5bRwcGDh5MampqidzrJSbyzktMkiQaNGjAe++9R0hIyCP3Xlu1YRU+XX1RKBXIBpk9I3ehsjOn46outF7ejvP6cIKaBJGdnf2UeiA8S2RZZsWKFTRu0Zw6QUF8MXs2WVlZ/3j93r17adyiBW4eHnhXrsT8BQt43NWGD1MvMBALU1PMy3sZPQdJCXdxd/fk2s3Cda7f1OHq6kpKSgr79+8nKirqoW2bmprSsGFD/P2rsmz9g2cgWZb5fmEWHTqGPnHcz7vHnsEmy/JD/hMIgiAIQskQeefFlJuby2+//UZCQgJNmjShWrVqBT8LCwvjdlIswXNCCh4G67wfSMq1ZG7uica3Xf4nqrJBxqA3YGJSlIn4D7i5udG8eVNGTznJV5NtUKsVXInKY+pX2Xz/45iC6/R6PYcPH6ZWrUCm/7aFkF6ptGsOFyIkNu/Iprp/BeztrdHr9fj4lKNqlepo0hOpUq0mw4ePxsvLi2HDBrFq1Sr8q1pz6UoG7du35+d5y17azX9fBFqtljf69UNSq7m3ci2O3bqgsLAg52okuQcOMvb3ncV+z9zcXOo3bkR6ubI4jBqGrDfwy54wjrVowdkTJ1AoivKZufBPRN4R/k1sbCzbt29HpVLRoUMHTE1NC/Zsiz8Zhy5HR9DHDz6cqTmsNgev72P9+vX06dOnNEMXSsGgd99l/a6dmL3aCEml4vOVy1m9fj1HDhwwOpwJ4ODBg3R87TUsOrXDNbQDubFxjJ48mfT0dEaNHPkPd/h3PXv2ZPzEiWj+OIxVg3rIBgOZBw8hpaQSEtKOsWN30D7YjOaNLNDrZf63MJWIyHRWr15Bjx6d8atsxfWb2QQE1GbFyo2kpKQQHh5OxYoVC57dvv9hMSGtm/LHMZka1Qzs2Ae379iwb/8Uo1gOHTrET3O/5m5CHI2atGbIkGH/aZbes+yxs7EkSUpJkiZIkhQpSVLa/bLWkiQ9fOc9QRAEQfgPRN558YSHh+Pl68Woz0fz3e/fE9QsiH5v98NgyH+DcvHiRZxqGM84A3Cr605yZHLB91fXRVAjIOA/Hbwzf8FKEtNr4Vk7joAWSTTulMTosZ/Spk0b8vLyOHv2LFUqezHsvc4s+GkEt2/H4e4ZQlRCF9JyG5GTk40m5STuZQy4u0Jc7E183P5geL8YrKT1NKhfk27durLpl+VkZOQQfjmJ3qFm3Ivfw8SJHz5x3ELp27x5M1GJibiOHYlkruLW1M+I+WgSdxcuZea0T6lT5z9vBVbIhg0byFCpsO3UHhM7O0wdHbDpFsrt1BR27dpV7Pd7WYm8I/yTr77+isp+Vfhy41dMW/Qp5bw9qVW9FlErrqDL0ZF6LRWXmq6F8pddDXvOXThXSlELpeXq1ausXLMa23fewjKgBhZVq2DzZm9upKWyYcOGQtdPmDoFddtWWNUMQGFujrmvD9Z9ejJtxoxHztb/J9bW1hwMC6N8bDzxE6YQN2EKJscOYmpIY8Xi8eTm6gjtn0D5OtF41Y5m9UYNPTur+WX9CjIycoi6nsLgN1V4uoRTL9CPBvVfYd4P79AquB7t2zUnIyODgIAAwi9G4Vd7DFEJXejZ5wtOnAzHycmpII5FixbSo3sItSsf4L0+0Vy98B3169UgKSnpiV/fZ1lRPvqdBrQEPgAW3i+LBD4H5hZzXIIgCIIg8s4LRJZlXnv9NXz7VaJCx/yZaDWya7Jr6G5WrFhBnz59qFSpEik/JyPLstGblLunE0i9koJSp0ATrUF/T8e+3fv+Uzx2dnb8snEHsbGxJCQkULVqVZKSkuga2oat23ZhYmLg20/L0P/1/AMMrt+0oGnoJqZM/ZqJE0ZwcmdZKvmaIcsyNVvE8OEwB97qZQtAmxagUiUx87tf+flLF7p1sCLujo73JyaiMtMxf/48Zs78qtAbMeH5sGffPqhWGaXaHOee3XAM7YQhJ4fs7bueeFblo5y/cAGdZzmjMkmSUJT3Ijw8nNatW5fIfV9CIu8IhZw/f56pM6YSsqwtli5WACSG32Xh6EW0ahXM9p6/Yu1jS3p8WqH8pbmcTtU3qpZW6EIpOXToEFZVq6AwNy8okxQKqFaFXWFhvP7660bXXwy/iDrI+MAmM1dXUnQ67t2798T7+FWtWpUThw6TnJzMgP6vU9bpNF9NccbEROJekhWNO92ie0cr+nSzIT5BT8934lk515XWzSyIvK5lwPsJmJqCm3M2Z3e5o1Yr0GqteXvUeUaPHsZPPy3CycmJMWPGPvT+OTk5fDBuJLvXOVC9Sv7M/fbB8PaoFL79dg5Tpnz6RP16lhVlPnkvoJMsy78Af25aEg2UL+6gBEEQBAGRd14oly9fJjHlHr7tKxSUmapNqdCrEguWLQAgODgYWxNbznxzipy0HLRZWi4uuYD+to5NazcxsNHbzPnoK65duYavr2+xxOXh4UGtWrVQKpW0aB6En/cpNi5yoUJ5U/q//mADex8vU4a/pebbbz5n+FtqKvnmL++QJInLkXn06mJt1G5svI4RA+14vYs1JiYSnmVNWfa9KweOZJOamlkwa094/ni4uaFITSv4XmFmln/YQUoqLi4uJXLPKpUrYxJrfIilLMvIt2OpVKlSidzzJSXyjlDIilUrKN/Ou2BwDcC5ehlcA9wI7RjKnm17GPnaCKxkK858ez9/ZWoJX3SerOuZ9OzZsxSjF0qDi4sL+uSUQuWKlDTKurkVKq9QsSK5N41XqGsT72EiScV2UnnYvgPM+MgWE5P8AWAnRyVfTnEm7I9sKnib8dXcFKZ+4EibFpYoFBKVK5ixdp4bJ87m8tlHjqjV+UNHpqYSsz6xYeXKVej1+n+9Z3h4OO6upgWDa3/q2VnFvr2/FUu/njVFGWCzBO7+rcwMyCm+cARBEAShgMg7L5C8vDxMVSZICuNZWyYqE3Jz80+bUiqV7Nu1Dz9lNTZ1XM+6Vqtwue3Mof2HaNGiBcOHD6dLly6F9i4pDps3b8bDJZvJY+3Q6mRcnAvPRHJ2UpCRkYq7q/HG1472SmJijZdwXL6aR8NAtVGZpYWCCt6mVPer+MjNs4VnV7++fck+e57sK1cBkA0GMo4cQ5meTps2bUrknt27d8ckKZmULdvQJqegz8pC8+tvOCiVJXbPl5TIO0IhOTk5KMwL/z9baa4kLy+PmjVr8v7773P62CmqSVXz81fIKtziXTi0/xCWlpalELVQmoKDgzHLzkHzxxHk+x+oZUdGkXPmLAP69y90/bSJE8neuoOsiCvIskxeXDzpy1Yy8O23MTU1LfL94+PjiYmJKTgkIT09HStLk0Inoru7mJCUkj9IFnldS71a5kY/93AzwcpS4u9HLTjYKcnN1aHVav81DkdHR+ITctBqjVu4FafF0cm5yP16HhRlgO0U8Pffhl7A8eILRxAEQRAKiLzzAvH390ehVRB3PLagzKA3EL3xGj269Cgoc3Z2ZvWyVWRnZpOTncO2zdvwLqZTGXU6HbNnz8LXxwNnJxuaN3+VyMhIAKKioqhTI/8BsFGgmhNnc4iOefDgaDDIzF2cRkJCKvOXpxud7NW9oxXvjruLJiP/IVqTYSDuLuw9ZPyePC1dz/lLeUyf8WWx9EcoHWXLlmXT+vUYNm8j5Ys5JM34AvsLl9i7c2eJDP4CHDt2DFMzMzKOHCV2+kxuT55OfUtr/gjbV2LLUl9SIu8IhYR2DuXW9hi0mQ9yQkZ8BrePxBgNcDs7O7Nm+er8/JWVw9ZNWylfvnwpRCyUNlNTU8J27sQp4ipJM74g5Yuv0f+yhfWrVz/0dyI4OJil8+ZhGXaAGyPHcfd/c8lKuMv3c+fiX7sWZ8+efaz7Xr9+nWZNA6nu50tg3WrUDKjMsWPH8PT0RK22IeyQ8Ym2i9doyM5RcORkNr7lTdh/2PiU0+s3tWRkyMz4OpmU1Aez1Vb8oqFB/QDMzY0H5P7O29sbf/9XmDw7DZ0u/7npxi0tn32bw8BB7z9Wn5430uMe/SpJUnVgH3AWaATsAuoAzWRZjiipAEtKnTp15JMnT5Z2GIIgCC8cSZJOybL8n3f5fpHyjsg5+fbs2UNo91DKNvPE3E3N3QN38LQvx54dex75kFYcevbozIH9v1HGUaJLOysuXslj264sKlWqSMLdRJzscziz2x1JkvhhUSozv0vhvQG2uJYxYd6yNJQK2LzEnRbdYrGzVfDOm7bcuatj+pxkzFTWZGXl4l/NhvDLGloGt2L/vjDGD1PRK9SaW3FaRkxIxss3hBUr15d4X4WSp9fruXDhAiqViipVqpTYnnrXrl0joE4dLLt1Qe1XDTkvj4zfd+OpyeTU0aNiLz9E3nkYkXeKjyzLDB4ymF+2/ULZEE8MOQZubLvOtMnTGD50eGmHJzzDZFnmypUr5OTk4O/v/8jZ61qtFu+KFckN8MeqSSNQKMg8eQrtjt1cu3oVBwcH9u/fz+wvphAREYGfnx/jPphCUFAQWq2WalV9GNQ7j+Fv26BUwvqtGQz/OIvwi5GsXbuW8R+OYMx7dvhXVbF5Rwa/bMukWfM2REVe4MaN2Pz9Z6eXoWNrSy5eyWPg6AS8PEwwN1ew73A2Hwyz516SguUbcvht+97HOtTnzp079OzRkaioy3iVVXM5MpMJEyYzatTD9217XvxT3nnsAbb7jTgDbwLewE1gqSzLCcUW5VMkko4gCELJKK43OvfbeiHyjsg5D8TGxrJk6RLi78TTvGlzOnTo8FRm4Fy8eJGGQbVoFGjCxsXuKJX5gxLrftXw/oREfl/tTud+d2hUz5wJIx1QKCTGTEnh2BmZnOxMpn3gwFu9bFCpFGRlGRjy4V0OHDelSZMW9B/wHk2bNiU2NpbIyEgqVaqEu7s7Fy5cYOKE0YTt+wNHBxsGDhrG2LEfiBlHwr/67bff+PCTT7h66RKe3t5U8PbmhDYH63YPZsrIBgPJs75i769bqV27dilG+2wQeacwkXeKlyzL/PHHH2zctBGVuYrer/emevXqpR2W8ILZtGkTb380HpvBbxuVa1auYWKvN6hYsSL9+3VjxkdWNKhtzoGj2XwyK5PlKzayfMUK1qxfAwYd9QMtmf2RDbVeMeetkan41R7LyRMHKef4B5nZBm7F6QgMMCeoroq+I3K5cfMO+/bto3u3DniVNXAlSouVpcSkMY4M7muLJEksW5fO+OmZ9O0/mHffHYanp2eR+hYREUFCQgI1a9bExsbm0RWecf+Ud4r0hCfLciIg1jUIgiAIT4XIOy8eDw8PPhr/0VO/78mTJ7G1lhk+0L5gcA3gtfZWDP8oETMzBSd3lqPTm/EEhsSjVlsQ2rUbmycPpFfPVrzX366gjoWFgmFv23E2wpQlS9cWlHt4eODh4VHwvb+/P5s273w6HRReCNu3b6d7nz5YhnbEtXsXNDdj2L18NXad2htdJykUmLu5ERMTIwbYipnIO8LDSJJE48aNady4cWmHIrzAYmJikMoU3ptM7+zMjZibLF3yIz/PtqF9cP6BG5UrmGFro6DfgDdJV1ng+O5gTBwdCD9zjuY9tnJ8qyvVKsncvn2TkydPMGmJDZUrGG9lYDCkc+fOHVq2bMmatVv4dNp4VKqzbFjoZrSXbK9Qa8ZO1fDee8MpV874VOvHUaVKFapUqVLkes+bouzBhiRJPSRJ2iFJUvj9r+JIFEEQBKHEiLwjFBdPT2N5IDMAACAASURBVE9y8yjYA+RPsgwGGZRKsLNV8t1nzpQt60b8nRS+/34eAQEBaDJkLl3JLahjMMgsWZNBdf9aT7sbwgtu/KRJWHbugKV/dRTm5qgrV8I8wJ+sc+eNrjPk5KCJiqJWLfE7WNxE3hEEobTUrVuXvKtRyH85nVOWZaTIKALr1OX0mSu0aW58aEb92ubEJ9zDYUBfVOXKorSwwKZhA8waNGLmXA1bd8nUr98IT89yhEfkGtWNT9CRnWPAwcEByN8Lbv+Bk1SoUPHhz0sGWRzS9AiPPcAmSdIHwLfACWDO/a9f3y8XBEEQhGIl8o5QnF599VVMzOz47Ntk8vIePDQuXJmOh4sSH6/8U7ouXM6lXLkHyx7MzMyYMvUzOvVLZc1mDT8sSsWjRjRrNqez/bethLRuQnx8/FPvj/B8iY2NJTo6mkdtzXL18mXMK/galdmFtCYr4ippm7aQFxtH9pVI0uYvpmePnnh5eZVk2C8dkXcEQShN9evXJ7BGDdKXLCfnejQ5N2NIWbwMJ6UJXbt2xcPdgYtX8ozq7NqfiZmDA0or44E30wqV2LIrj2ytG6Ghobw/cgIffJrJ2fD8QbY7d3W8PTqdvn37YmFhYVS3W/d+fP5dptHpn3OXpOHj4427u3sJ9f7FUJQlokOANrIsn/6zQJKkX4AtwMziDkwQBEF46Ym8IxQbhULBoUMneLVJHcrXiaZTSP4hB+cv5bJlqRuSJHHqXA4TPs/ip3nGS1gHD34PD49yzPx8EufOnWPjYjeaNVSTlycz/esIOnUM5tjxC2KzeaGQa9eu0aPPG1y6eAmFiQkuZcqwYtEi6tev/9Dry/v6knzjJhZ+VQvK9CkpWFtbYReXQOyP87Cytmbs0KF8+IEY8ykBIu8IglBqJEli66ZNzP7yS77/6SfuJiYiA5kS+AUE8Hqvfgwet5CVPyooX86UqOg8vpmfiyFdiyE7G4X6wZLO3Os3KOvuy+49BzAzM6Njx47cvTubDm+OB5LJyjbQr18/Zs6cUyiO117rxozpE6jaKIP2wZZcuprH+Ut5WFop0el0Yi/Zf1GUU0TvAa6yLOv+UmYC3JFl2amE4isxYuNPQRCEklGMp7m9MHlH5JxnhyzL7Ny5k8OHD+Pj48ORI/tYvXoNFmolSqWKT6fPpm/ffg+tO3r0cFS61Xw63s6ovWpN7rF0+Q7q1av3lHohPA+0Wi3elSqRW/MVrBo3BIWCrHPnyd60lcjLl3FxcSlUZ8OGDfR77z2senTF3NeHvNuxpK1cgzYtHetWLTFxLUPeuQtIkdc4feKEmMF2n8g7hYm8IwilR6PRkJCQQLly5VCpVEWuf+nSJfxr1sSxx2tY1goAWSb90BF0+w4wbPBA5v74PebmErl5MHr0OC5duca2Uyex6NwBE3s7Ms9fIHvzVg7vP4C/v79R2zqdjri4OJycnArNXPvT9OnTuHX1W3p3Nef46Rw83E3o2MqS5q+lMvnT5YSEhDzR6/IiKY5DDpYCI4Ev/lL2PrDkP8YmCIIgCA8j8o5Q7CRJonXr1rRu3RqAvn378uWX/yM5ORk3N7d//VQ2Pu4mrYOMd9eQJIlKviri4uJKNG7h+bNjxw5yzFXYNG1SUGYZUAND5DUWL1nCB+PGFarTtWtXcnJzGT9xIjE3b+Lk4oKUlYXDwP6YubiQtHYD2RERSCamVKvxCksXLKRr165Ps1svOpF3BEF4YlqtlvdHj2bR4sWYWlpAbh4TP/6YMaNHF6mdd4cMwbxqFazqPNhn07ZJI+JPnaFatVe4HZvI3bt3cXFxQaVSkZeXx0cTJ/LTtz+QlZFB9YAAvtu0udDgGoCJickjTwCNjb1B1YoSDQPVRgcdVK5gQmxsbJH68rIpyiEHrwDTJUm6IUnSfkmSbgDTgRqSJO3880+JRCkIgiC8jETeEZ4KS0tLypUr98glD/XqN2fLTr1RWWqankPH0qlT5z9PnhFeMLGxsSicC096Mjg6sHHzZnJzcx9SC3r36kXMtWvkZGdzMCwMhUqF2rs8ictXolCbU27KRDw/nYRtvz70HTiQEydOlHBPXioi7wiC8MTGffQRq8L24jxuFI7jx2Lz3iCmfT2H5cuXF6mdCxfDMfNwK1Ru6u7GuXPnMDc3x9PTs2B2nJmZGbNnziTl3j2++vJLtHodfd56i2Hvv09iYmKR+xEU1IwtOw1G+4ZmZRnYtT/zH7c4EPIVZYDtIPkJZhGw9/7XGffLD/3ljyAIgiAUB5F3hGfKgAEDuBxlxaAxKRw9lc2vOzNo1SOFvv36P9GR9cKLZ9u2bdQJCsLJzZUFS5aQeekyBq224OeyLJN5Ppzw27do37nzvx56YGpqioODA3mZWeTGxZN78xaOXTujuP+GytzHG/NXG/PlN9+UeL9eIiLvCILwRPLy8pj3889YvdYFpY01AKZlnFG3b8uM2bOL1JaLiytZ5y4gGwwFZbJOR1b4JRo3bkxYWBiNmjXDydWVoKZN2bNnDwADBg1kyg8/kBJUH12XDqw8c4o6DRqg0WiKdP9u3bqhyXbljSEp/HEsmx17M2nTK4VWrdrh5+dXpLZeNo+9RFSW5SklGYggCIIg/JXIO8+2mzdvMmnaZHbv2YW9gz1DBw1l0KBBL/RG/9bW1hz84yRffjmToRM2YmNjy9D3h9K3b9/SDk14BqxctYp3RgzHon0b1MHNuHE1krzz50n6cR5WrVoimZmSfvAQGAw4DR3M8Tn/48iRIwQFBf1jm05OTrQMDubA9t8xdXJE+tssSxPXMkRfvFLSXXtpiLzzfMvLy+PLr75k0fLF5ObkENoplIkfT8TBwaG0QxNeAhkZGej1epR2tkblZq4uxBdxG4mpn3xCr/79ubtoKbZNmyDr9aT+vht7KyuUSiUdXnsNi7atUb8aRNT1G3Tq3p2vZ85kwy8bcf54XMEHMaqyHqQvWcGSJUsYOnToY99fpVKxe89h5sz5klFT16BWm9Or7zsMGjSoSP14GRXp+AdJknyAnoC7LMtDJUmqBJjKsnyxRKITBEEQXmoi7zybEhISCAwKxK2VO7U/r0dWYiZTv5tKRGQEc2YXPo3qReLo6MjUqTNo1iyYlJQUGjdu/EIPKgqPR5Zlxo4fj/Xr3TH39QHAtEE9ZAl0O/dyb90GFObmWFT3w6nHayhUKkwrV+TEiRP/OsAGsGzhQjp27coflyPQpaVhYvvgzZvuUgTNGjUq0b69bETeeX517dmV8LsXqfJ+NUzMTdixYSfbX93O2RNnMTc3L+3whBecvb09Dk5O5Fy7jrqCb0F5VvhFAgMDH1onNzcXjUaDg4MDCsWDxYXdunUj/PIlZnz2GYnRN5H1erw8PDh06hQt27bFMrQjlv7VATB1cEBhbs6k6dOxqlShYHDtT1Lliuw/fKhIA2wANjY2TJo0hUmTnv7nDgaDgUOHDhEXF0dgYCDe3t5PPYYn9dhLRCVJCgbOAfWBN+8XOwNFm+8oCIIgCI9B5J1n13fff4dTgzLUeLcWdt52uAd60OirpsybP4+7d++Wdngl6uLFi1Sq6MmED19n5ZLhVKvmy6efTi7lqITSptFoSExIQOVj/CbAslo1cnNysPP1wWPsSOzbtEJx/42+dDfxsZYW29nZ0aNrV1Tm5sR/8z2ZF8LJvR1L2q+/YYi4QkpKKv0HDmTjxo3o9fpHtif8M5F3nl+nTp3i0LHDNJzZhDKvuOBQyZG6H9Yjz0bLmjVrSjs84SUgSRJzZs0iY9VaNMdPkhcXT3rYAXJ3h/H5tGlG12q1WkaMHoWDszPlvL0p6+3N6r/9nk75ZBJJCXfZtWULG1evZs/Onbi6unL5/HksqlYxulZdtTJxN2+SExePLMvo0tNJ3bWHe6vXkX36LGXd3Eu8/8Xl9u3b1KpZlffe6cTa5SOoW8ePIUPexvCX5bLPsqLswfY50E2W5Y7An9n7NFDrn6sIgiAIwhMTeecZ9cexQ7g0cDUqM7czp0xlF86fP19KUZU8g8FA19C2THjfwJFtDvyywIaL+11ZvHAOu3btKu3whFJ07tw59AYDusR7RuW5sXGUK18eXdR1Mo6fQDYYkHU6NPsOYJaRSfv27f+xzYSEBBITE1m2bBkfTf8U+8EDsW8bQtquvST88DO2N2+Rk5vLhuhrbElK5K0xowlp3x6dTlfS3X2RibzznDp16hRudd1RmioLyiRJwjHQmSPHj5RiZMLLpHv37mxavYbqd5NQbtjMq2bmHD5wgJo1axpdN2zkSJbt3InjmBG4fjoJOndg4NAhBXup/Wnrtm106daNvkOH4lezJvWbNKGMuzu5t41P8syLjcPFw4NyzmVIWb2O2JlfoU1KxqysBwZg7fr1JCQkFOSVZ1m/vt0JbZ3C2T2OrJtnQ9RRN04e/YXFixeXdmiPpSgDbL6yLO+4/3cZQJblbMC02KMSBEEQBJF3nlkVvH1Ji0o1KtNr9SRHJ+Hl5VVKUZW8EydOoEBD3+7WBWWuZUwY+Y45S5fMLcXIhNJ079492nXqhPqV6iSuWI32XhKQP7iWtXkrkz/6iLDduylz6QoJkz7lzqRP8UlMYv7cuQwZPpxXg4P5aMLH3LlzB4Dw8HACAutSvmJFPH28eWf4MCw6d8S8rAdWdWrhPmo4rsPf5cbNG9i/9w42bVtj27QxtkMHc+paFOvWrSuILT4+nujo6H89TEEwIvLOc8rLy4u0a6mFyjOvZ+Bb3vchNQShZLRo0YKwnTu5GRnJhjVr8Pf3N/q5RqNh6ZIlWPd8DRM7OyRJwtzXG/PWwUybObPgupMnTzJoyBCkoHrkOdhBOQ8uJOTniawNm8i7kwBAXsJdMjdsYvzYsezevh1D5DUcOrXHuWc3bBoF4freILJ9yuMXUKMgr9Rv0phr1649vRflMcXGxnL27FnGDbUt2H7DxlrJx++bs3TJD6Uc3eMpyh5styRJqi7LcvifBZIk1QBuFHtUgiAIgiDyzjNrxJARNGrWCPuqDrjX80Cbkce5789St3ZdKlasWNrhFTutVktubi4ZGRk42JsU2nPNwU5Bhia9lKITStuqVatQVamEVfeupO7cTdxX3wASGPS82fN1evXqBUD46TPExcVhYmLC+fPn6dKtG6qGDVCWL8vFgwf4ef4CJo4fz7gJE5CcHLEJ7YhFdT9iPp6Mc1kPo3uaurgg6/SYOj7YvF1SKlHWrsmajb8QFBREjz5vcP7cORQmppRxdmbZggU0bNjwab40zyORd55TLVu2RK1Xc2H+Oaq+4YfCVEH079e5cziOfvP7lXZ4glAgISEBMysrlNbWRuWmDvac+303rdq3p4J3eWLj4tHb25F56gw2rzZGUihI3buPO4n38Pb2JumnBej0ekyVSj4YN47hw4aRkpJCXnY2jrWNZ8xZBNUn/tRpPKdMBFnm2h+HadysGdGRkaj+tmdbacrMzMTSwgTTv32k4WCnJCOjaCehlpaiDLB9C/wiSdJUQClJUldgMjCrJAITBEEQXnoi7zyj/P39WbtiLe+OeI9jU46gz9PRvmN75i2aV9qhFavMzEzGjBnGihWr0On0VKvqS2RkBhevqPGrnP9AajDILFippXvvbqUcrVBaYuPi0NnaIikU2Ie0wq5lcwzZ2WTsDqO6n5/Rte7u7siyzKChQ7HsHoqFX7X8H/hXJ3XrdsZMnIhtuxAkSSJtzz6yL0Vg5lmW7IgrWP3lDVNO1DWU5uaFThWVc3OxtLbj1ZYtyKxWBZdJH4NSSeb5cNp06EBEeDju7s/PXjylQOSd55RSqSRs5176DezPxnbrkBQSFStVZNeOXTg7O5d2eIJQoFy5csi5ueQl3MXMpQwAurR07i5ahkXlipxzduD0tShS9+5DNjWl3CfjCw4usKxZg9hZX3FXqaBe3bqsXLIEBwcHTO+PSOV/lZF1OiTlg+XSck4OSkvLgjLrpk3QXI1iy5YtdOv27Dy/VKhQATOVNbsPZBH8qiWQf4jQ/BU5tGnbp5SjezyPvURUluV55G/w+QGgBKYA38iyvKyEYhMEQRBeYiLvPNtat27NtctRXA2/QkJcAmtXrMXW1vbRFYGoqCjGjBtD997d+d///kdGRkaJxHjixAnad+mAVwUvWoS0ICwsrEj1+77ZjdSELVw55EZapBdjB6eiUMg07ZLI5C9S+WlpGs27JmNQVKR3795ig/mXzPbt26kWEMDMmTNJ33+AtH0HkGUZycQEydwc7eUIGjduXKheYmIi8XFxqKtVNSq3DKyDbGKCTVB9rBvUw23EUHKib2BZw5+kdb+gOX4CXUoqmWfPk7F6PRZmZmRdeHCwpS49nbzDRwmoXh0NYN2iWX4skoRlDX9U/n4sWLiwpF+W55rIO8+3smXLsnv7LmJjYomOjObsibPUrl37sevLssyiRYuoVb8W3pW8GTh4ILdu3QLy/93O+GwG3Xp1Y/LUyQVLugWhqFQqFZ9MmIBmyQqyLl1Gm5xM4tIVWNasgdObvbGsWQObkGDUtWpiUb2a0amgkokJljVrYOLuxqHDh8jOziY3N5fBQ4ZgaWODvYMD1vYOpG3cUrA1gKzTkbz1N6zqGG8lKbuUISYm5qn23WAwkJeX948/VygU/PDjYt4Yks64qaksWJlGp36pnL5ox6hRY59ipE+uKDPYkGX5Z+DnEopFEARBEIyIvPNskyQJNze3ItXZvXs3XXt0pXx7H6x8rPjml2/5+vtvOPbHURwdHYsttkOHDtG2U1uqDvAjoGcdki4n0qVnKIt/WkTnzp0fWf/atWscOLCfmyfdUKnyP4/s1sGaixEGrie8SobswvFLiYT2qE/Y3t9wcLBDoZDo3Kktc76ei6ur6yPuIDzPwsLC6PbGG1h17UT5vr3Ii4sncdlK8uLisfD3Q3vwMM0bNSYwMLBQXUtLS2S9HkN2NkoLi4JyXVoaSssH3yvMTLGsGYBek4nayhL3K1Hc2hWGj68vUxYvpkyZMoS0b4/myDEkS0syIq7w4bhxODo6YnJ/VsRfGZwcuXF/sED4ZyLvPP/s7e2fqN4HH33A8s3LqTqwOmVdvDj++0nqNqjLxnUb6RjaCed6ZXCo4cDl81f4rsZ37N+zn+rVqxdz9MLLYPSoUbi5ujJj9mzi42KRcnOxCu1kdI25txcZJ08XqqtLS8esjDNYWRIXF0f/QYM4n5aK46jhKCwtyDh8DM2OnRhibmNeriyaiCsYAJtBbxW0Iev16K5GUndS3ZLuKpC/ImDcuPdZtmw52dl5NGpYm9lf/vjQAfDg4GCOHjvL/PlzOXTuJu06N+PNN9/E0tLyqcT6X/3rAJskSZ6P04gsy0936FMQBEF4IYm882IzGAy8Nfgt6k6qj0f9sgBU6FCJE58dZeYXM5n1efGtwvpw4of4D6mBb7v8PeHsvO1QO1ow9qOxdOrUqdA+an93/fp1qlexKhhc+1PtGkpOr0lg+fK1ZGVl4VfNl7d66lk2xwudTubz7w4T3LIRZ85GYGJSpM8xhefIJ9OmoW7bGovq+UtAVeXK4vJ2f+Jnf01VE1PeHjWaAQMGPLSupaUlHTt1Yu/W7ViHdkIyMUGfmUXyxi1YB9U3ulaflob+dhx1/F9h/+7dhX5v42Ji+P3330lPT6d58+a4u7tz8eJFMseORZ2nRWGWv2xIlmWkK5G82im0BF6N55vIOwLkH1byw48/0HZ1R9QOagDsKzhwMvM4/Qb2w6trefzevL9ZfTu44m3FiDEj2LNjz7+0Kgj/rFevXgV7dPrXrk1iugb+st2mukplktb9Qlb4JSyq528nkHPtOlnnL2AzeCAp23ZgMBg4de4sjh+OKVj+adOsCVJiIp2rVadxo0ZUr16dAe+8w621GzBv3BBZrydn30FqVK7y0FnWJdLX1ztjaXqWSwfccHJQsuKXm7QJacaJkxceejiWr68vn332xVOJrbg9aonoDSD6Mf4IgiAIQnG4gcg7z6Xff/+dukF1sbSxxC/Aj1WrVhW6Jjo6Gk2mBvd6xhu2l+/gw+Ztm5/ovseOHaNZq2ZY21lToWoF5v40F1mWOXPqDB6Nyhld6xboTnTUDXJzcx/Zrp+fH2fDNaSlGy/73HNQxys16gGwdu1a/Crr+eh9O6wsFdjZKvnsY1usLVL57bffnqg/wvPhypUrmHuXL/helmWQJEzNzNi8bj2DBg166ACrLMscO3aMVs2bU0FSkjh9Jhk/L+T2lE/RJiZi4uRUcG329WgyT58lpF49Fv3880MHhVUqFR07duSNN94o2FvNz8+Ptq1bkz5/MdkRV8m5cRPN6nWUUSjp3r17sb8WL4AbiLzzVFy6dIn2ndtjY2+Dp68nM2fNfGaW1p8/fx7nimUKBtf+5Brkys2Ym/h2Mj7Ax7dDRfbt3vfMxC88f7Kzs7ly5QoajYZh77xD7q496LOyAJANBjL27sPX15d7S1dwe9oMbn8+m4SFS7BuGMTdxcuQFArm/vQT6vJeRvutAcjlynL7zh0aNmxIzZo1WbN8Oc28ymNY+wvm23fxfmhXft+69ZEfNhaHiIgITpw4ysI5dri7mmBmJtG/py1vdDXnxx+/K/H7P22P+mj1r0+mIUA/8vciiAZ8gAnAkhKJTBAEQXgZibzzHNq5cyc9+vQgYFRtOkztQtKlewz7cDjZOdkM6J8/iyczM5N169aRlZXF8S+OULFzZRwq5S8JzU3Lxfpvp2k9jrNnz9KqbSv83n2FtmM7khadypQ5U0m8l4ibhxup11JwrfVgCWt6TDo2ttaYmZk9sm13d3d6vv46nftt5PMJVni4KlmxIZN1v2o5eWoEAFeuRFAvwGBUT5Ik6tVSEBkZWeT+CM+PKlWqcPl6NKZOjuTcuMm9VWsxZGUj67S0bNOGdStXUq1aNaM6ycnJtGrXjqiYGFTlPMiKuo63pydRkZGYODlh37Ed91asxsTeFoNWhy4pGQt7Ow5FX8e/Zk369+vH/7755rHeEK1cupS5c+fy0+JF5GTn0K9LZz4YOw5zc/OSekmeZyLvPAU3btyg0auNqPBGJUIGtyczIZPvv/uB6Jho5v5vbmmHR7ly5Ui5mYxeq0dp+mCwIjkyGb3eQGZcBua2D/795GnyMFebo1AUnq9iMBjYvHkzq9evRmmipE/PPoSEhDyVwQzh2SfLMtOmT2fW7NmYWFqQp8mgX9++9Axpw+Lps7D2Lk/KjZsgG1BWqoTSzBQyNWh1BpT2DuRG38C+Q1tUXl5s+OpblGZmWOj1BYNsubFxpG3/nTBZJqBePUyUCrIzMrGtVJGcvDzc3d15d/Dgp5YPIiMjCahuiZmZ8e9/YC0l63eE/0Ot55f05+Z3j7xQkiKAJrIs3/1LmQuwX5blKiUUX4mpU6eOfPLkydIOQxAE4YUjSdIpWZbrFEM7L0zeedFzTmDDQNTtrSjfwrugLPHCXc5NO83t6NtoNBoaNAkixzYH9+YepMdquLr+MoFj6uNevywHR+5j0tBPGDhwYJHu27VHV265x1L19QcnNWriNOwesIPPPv2Mad98SoPpDbHxtCUzIZPjk48woFN/Jn8y+bHa1+v1zJnzJQvm/4/k5DSaN2/G1GlfULFi/kyGVatWsWDucHauebDfjyzL1A1J5vMvVtGqVasi9Ud4fuzbt4/2oaGo27YmefOvOL0WikXAKyDLZB49DgcOEXP9utEbmG69XicsNhbrLh2QFApknY47P81He/ceTt26YFHdD1mnI+d6NCm//Y7KsxwOnfOv1Wdlkz5vIbM/+pi33nrrXyJ7OYm8U9izlnfeH/U+YUn7CRjyYKP1PE0uv4Zu4trVa7i4uJRidPnqNapHkn0KdUfWw9TSlDun4jk4YR/2vo7kpecRsrAtSlMlBp2B49OP0qz8q8z93nhwUJZlevftzb4T+/Dq5I1BbyB6w3V6durBt3O+LaWeCc+Sn37+mQ9mzMC6by9MHR3Rp2vQrFrLwE6dGTF0KB1DQ4mSZOx7dkOSJAx5Wu79vABddjbuY0catZW2cQt28Qmk2lhj0SYYSakkduaXOHTuiFXd/P3NMk+fJXnTr5Sd8AGSmRmabTuoZWbOzm3bnkp/r1+/Tr1Af26ccEOtfjAgPeTDVFzKv8PkydOeShzF7Z/yzmOfIgq4All/K8u6Xy4IgiAIxU3knedExKUIXGsbH3bgVN2ZxDuJJCYmMvvL2WjLaGk4qwk+bSoQ8HZNWnzdiiMzDvFr6EbaNWz7RIMG5y6cw6W28a+Dtbs1KisVVatUZcRbwwkbvJutnTfx+5vb6NmqBxM/nvjY7SuVSsaMGcfliBgS7qaxavWmgsE1gNDQUOITrRn5SQoxt7Vcv6ll4OhUVOpytGzZssj9EZ4fTZs2ZcOqVZju/wNzHx8sa9ZAkiQkhQKroPrIjg5s2bKl4Prc3Fy2bNyEZUgw0v0ZL5KJCQ6dOiDn5aJNSiJ19140x06gtLUjL/4O9u3bFlyrtFCjatmc737+qVT6+xIReaeEnDx3EudaxodvmFmrcK7gTERERKnElJiYyM2bNwtOW+zXux9J5xPZ0HEN69ut5uhnhwma0AivFl5Y6M3Z1nUzxz4+zLbXNlNW587smbMLtfnHH3+w++Bumv0UTKXQKlTpVo0W84JZumIp58+f5969e2JZ6Utu1ldfoe7YFtP7Bzspbayx7NqZH378EQsLC8IvnMcu9MFesQozU2zatkavMT5xXZecQk5sLL6enrSr5kfad3OJnfoZai8vrOvVRVIo8nNSnVqofMqTeeZc/vetW3LwwH7u3bv3VPrr4+NDSEgbXhuYwoXLuSQk6vji+1Q2/65j8OAhTyWGp6kou+8eAJZIkjQaiAG8gFnAwZIITBAEQXjpibzznCjv6829i4mUbfhgpVXC6XhMzE3w8vZCq9Ni42VLSmRywbJQxypO2LnY8fOXPz/WqZ4PU7FCIvhO2gAAIABJREFURe5dulfQJkB2UhYpCSl06d4FJ2dn1q5cS6VKlXBxcUGtVv9La0WnUqkI23eUjz8eQ902m1AqFHTr3oMdP8566LIh4cXSunVr3ujVi3nh5wv9THZyJC4uruB7nU6HwWBAYa4yuk6hViPrDaTu3ItV7ZrkxcaT/Os2JBMTJNP8x3RdejqyVovCypL0tPSS7ZQg8k4JqVapGqcuncajQdmCMl2OjnvR9/Dx8XmqscTFxdGnfx+OHjmKicoEZ6cyLPxpAQEBAZgqzAjd2BZttg7LMpZIComTM47x3sD36NC+AxcvXqRy5crUqFHjoW3v+H0Hbs08MDF/8Dbb1MoMc3c1QY2DQAK1Ws0nEz5h2JBhT6vLQgnRaDRs3rwZjUZD69atH+t3OeHOHRz/dtKziaMDOVlZpKWlgaRAMjU1+rnCQo0hNwdtcjKmDg5ojhwjectW1FWrcCQpkdzDhxg3ajSWajWz9+4udE/TMmXQpaUBIJmaojRTkZGRgdNf9v0sSQsWrmTGjGl06vczaekZtApuzr79X76QJ64X5elvIGAHXAe0QBTgALxdAnEJgiAIQonkHUmSHCRJ2iVJUuT9r/b/cF3f+9dESpLU936ZhSRJ2yRJipAk6aIkSZ//l1heFJPGf8LZr06TcPYOsiyTFHGP/R+G4duhIl22deP1sD5U7laV3SN2kpOSDYBBb0CbqaNq1apPfN+Px33M5XnhxB65jSzLpN9KZ//4MCqFVqbTtq54ve1Nt9e7ART74NqfypQpw7x5S0lMTOdOQirfffcTtra2JXIv4dnTqGFDpCtXkQ0P9uKTdTrSTp8l5tatgpkxlpaW1KhVi4wTp4zqaw4dRjIzo9wn43EM7USZvr0pM6Avcl4emafOEP/9T8R+9gXxX3/P3fmLqOnv/1T79xIq9rwjck6+kcNHErU+kuhd1zHoDGQmZHJsyhFCWodQrly5RzdQTGRZJrhtMMnlUumy7TU6be2K51vl6dClA25ubnh7lOfCT+cwMTfBoNVzZd1l7hy5w1sD3sLPz4/u3bv/4+AagK2NLbo0rVHZ5dUXydXk0HJ+CF139qDB7EZM++pTFi1eVNLdFUpQWFgYHl5ejPrqSyatWIZ/rVqMnzDhkfXq1K1L5oWLRmXZEVcp5+2Np6cnPhV8yTx7zvjnR09Qr24gyV9/T8qqdSRt3IJ9x/bk3ogh+3o0eoOBGV98wblz59BHXEX+yyxJWa8nK/wS5uXL57d15Sr2trZ4ehofoBwZGUlIhw6YqlRY29kxZPgwMjMzn/DVMWZmZsbkydO4cTOBlJRM1qz9lUqVKhVL28+ax96DraCCJHmQf4BsrCzLsSUS1VPwrO1LIAiC8KIorr1w/tJeseYdSZJmAcmyLH8uSdKHgL0syx/87RoH4CRQB5CBU0BtIBeoJ8tymCRJZsAeYIYsy9v/7Z4vQ85ZtnwZEyZPIDYmDmsbK5S2JrRd2cFoU+dDUw9i52NHtd7VubziIvpjOk4fO/UvrT7atm3bGPXBKK5dvYaklKjWuzqvDAhAYZL/GeKZb07R1iuEz2c8t+9LhWeYXq8n6NVXuaJJQ924IbLeQNqeMJAkzHJzGTd4MB9/OB6AM2fO0OjVV9GamaFNS0OhUmHIzcU2JBiH4BZG7cZM+wyDJgPb5k2xa9kMlEqywi+Rue4XLl+48FQHJJ4Hz3LeKY2cA89m3jl48CDDRw8n/Fw4KnMV/fr1Y/bM2U/18I0DBw7Q4+2eBC8zPnTgzNen6ODbjjGjxjB81HDWrVmHXqcnqEkQP3zzA35+fv/S6gO3b9+mqn81mnzdDKeqTsiyzLq2qwj+NgT7ig4F1905FU/0/6K4evFqsfdRKHk5OTm4lvVA3bMb6kr5W0foMzJI+fZHtqxeTdOmTf+x7okTJ2gWHIyiWlX0OdkYsrKR4u+wZvlyOnTowNGjR2nVti2m/tXJSU0hJ/Iacl4e9Rs14sNRo5g/fz5h0dfJunGDMv36YF7BF1mrI2Xrb2iOHqdB/XpcTkpC1bghSJC2ay+6pGRs24cg371H7rHjrF+1mtatWxfEdO/ePSr7+SE1CMSqQT302dlkbd+Jv40d+3btKumX87lUHHuwASDLcqwsy8ef58E1QRAE4flRAnmnEw9OhFsCPGx9YmtglyzLybIspwC7gBBZlrNkWQ67H1cecBoo+5D6L50+b/ThRuQNMtI1zPpsFi7+LoVOTHOo4si1TVHs7P0bmrA0flmz4T/ft127dlwJv8LC+QvxaeRLwKBaBYNrAFbe1ty4deM/30cQHkapVLJv1y7ss3JIWr+R1J27sXilOq6D38bmjdeZNesL8vLygPyTBVEosGvbGq8ZU3B95y1MnZ3Q3owp3LDBgImtLXatW+YvF5UkLP39UNcKYN6CBU+5ly+fYs47Iufc17hxY84cP4MmTUNachr/++Z/T/1k21u3bmHrbVcoP1l5W3Ej5gb29vYsW7SMTE0mmRmZ7N+9/7EH1wDKli3L0oVL+GPUPg4MDWPf4D3kpORgV8F44qJDZUdu37xdLH0Snr69e/diWqZMweAagNLKCrMGgSxevvxf69apU4cmTZqQFxWFuZcn5j7eSEolFy9fBqB+/fpcOn+ecplZkJWN2/D38Jw+mcgyjrzRrx81a9ZEm5yMTaOGqCtWQJIkFGam+YfimJlSp0YAEwa8hfOJUzgdO8n4N/syafRo6qZl0rNSFU4cPmI0uAYwb/58FBV8sWneFIVajamDAzY9u3H6/HnOnDlT7K/fi+yx92C7f4LOVPI/WbH+689kWX4x5/cJgiAIpaYE846LLMvx99uJlySpzEOu8QBu/eX72/fL/hqfHdAB+OZhN5EkaRAwCCg0Df9FJUkS5ubm1KpViztT4jHoDEaDXUnHE+ndsRe9e/emfv36hd7g/BcNGzYkfmQc2iwtphYP9i5JPJxA7649i+0+gvB3arWarOxsXAYNwPQv+9mYlnFGT/7MAHd3d6bMmIFFcHOs6uSfoqjy8sR10FvcnjELXUYGJlZWAORcj8aQkYG5f/VC/0ZkJ0eib958an172ZRQ3nkqOef+Nc9F3nnag2p/FRgYSNyI22iztZiqH+SKu4cS6NOjd8H3SqUSpVL5RPfo0qULrVu3Zv/+/SiVSt4d8S53TsbjVte94Jq4Y7H41aj+5B0RSpVWqy20TxoAJibk5ub+a929e/dy+MxpXMeNQmFmBoCufiBTP/2UN3r1omzZsiiVSq5evUqZCR+guP/vxbpREHJaOtExMehS0zBzNT55V1IoMHN2Ji0tjVEjRzJq5MhC9/4nZ8PDwdN47F5SKlF7e3H58mVq1qz52G297IpyyMESwApYABTPYlxBEARB+GdPnHckSdrNw099+/hxm3hIWcGeCpIkmQCrgG9lWb7+sAZkWf4Z+Bnyl+o85n1fCLVr1yawZiCHxx+k6gA/TCxMidpwFRJkZs2ahYWFRbHf09fXl66hXdk9cjdV+vuhslVxfXMUhjgDffv2Lfb7CS+nq1evMmzUKMJ270alVtP3zTeZ9dlnVK5cmcvXbxgNsGnvJqIk/4CDIcOHs2PnTiR7OzAzwyqwDpIkYeJgj8LCgv+zd97hUVTfH35nd7NJNj2kkYSSQCAJARJaEnrvvYQqoCBSVECKwhcUBQURBUVAQZQiXXrvvUNogUASWnovm7qb3Z3fH+G3EEEMGBBh3ufhgb1721xm58ycOfdz4md/h0WtAPRZavKuhWHXrTNZu/dh0GqND2CiKMKtCJqNLvlDk8Qz81x251WwOfBm252S4uXlRbcu3Tg09jDeb/uitDbl7tYohGSBt956q9TGUalUtGvXDoCvp3/Nu++/S83RATj4OZEUmsC1H6/wx5o/Sm08iZdLs2bNyL13H2V8AkrXoizqBm0h+guh9Jn3lz5wALZs24bMv4bx2g6gsLXBspoPe/fuZciQIURERGDp7mZ0rhnreVYk4kYEjYODOXvpChYBD/UA9bm5aGJiWblqFbkaDfPnzi1xEoGa1apxaOd2CA40lokGA/l37/8jrdw3kWdxsAUDbqIo5vxtTQkJCQkJiX/Oc9sdURRb/tV3giAkCYJQ9kEkQVkg+QnVYoGmj3x2B4488nkxECmK4rxnndubwpY/tjDz65ksm7GMgoICunbuyhfHv3ghzrX/55effuGnn39iybIl5OTk0KVDFyYtnoTlg8igf4parebMmTPY2NhQr169Uo3Ak3j1SUlJIahhQ2T1A3H9fAr6vDzW7N7HzR49+GLqVDp2747M3ByVrzfa+ARy/9jCqFEjCWrUCK1nRRyHD0WvVpOxay+FScnYd+6ALisLQ0E+SqUp3nkFhD1ImCBTKDDzqkTioiXYtm6JzNyM7GMncCnUU7duXfLy8l7ob+kN5rnsjmRz/lv8uvhXFi1axJLlS8jNzaNrhy5MWlJ6tuLP9OzZEwsLCz6f+TlHvj9ANb9qbNmw5ak6XRKvNtbW1ixetIhhI0diXjsA0dwM/ZVrtG7UmE6dOnHt2jVCQ0Px9PSkYcOGxe4XLCwskGm0j/Up5hegVqvR6XRUrlyZnLh4VBoNMtOH2ad192Oo4evL1199RflKlUhd9wdWwYHo1dlk7NqDua83urR0dpw9w/lGDbkVdh1TU9PHxvoz7w4dyrfz5qE+fBTL4EAMefnk7tlHQPXqBAQEoNVqOXnyJIIgUL9+fZSPOAclilPiJAeCIFwHGj7QBfjP8yoKf0pISEi8DpSW2PSLsjuCIHwDpD0iOG0viuLEP9Wxp0hkutaDolCgtiiK6YIgzAB8gF6iKBooAZLNefHk5OSwevVqwm6EUb1adfr27VuqD0s//bSQSZMmUNPXguRUHYLclk2bd1O1atVSG0Pi1ebLr75i3u6dWPXqbiwT9XpSv/qGkwcPEh8fz7hJkwi/ehUnV1dGjxrFrt27uZSjxmnQAGMbfW4usdNn4fTuYLK376a6qxs/LVhAXl4e7Tt1osDSAsHKkvyIKEzsbBENImJ+Pi5lypCUlIRgaopYUEDv3r1Z8dtvyGQll1QWRZHU1FSsrKz+1W16pc2rbHf+DZsDkt15HhITE1mxYgXxCfE0btSYzp07o1A8SzyKxJvG7du3+X3VKjKzsujcsSP169enV7++HD52DJWXF9q4ONzsy3Bo716cnIp2h9+4cYN6DRtgM3QwJmXKIDM3Jz/qNkk/LcHS1halXMH3337L9l272Bd2DYvOHVDY2pATehnNrr1cOHOGqKgopk6fztUrVxAVChRODlgF1cOybh0MefnETp+JTblyLJg2jb59+5boWP4/QvvAnj0oTEyoWbMm0z79FLlczuBBfangLsdgEIlNEPl91QaaN29e4nW6c+cO33z3LRcuX6GatzcTxo59Jm3DV5G/sjvP4mAbAIQA04DER78TRTG+FOb4UpGMjoSEhMSLoRQfdF6I3REEoQywHigPRFP00JIuCEIdYLgoikMf1HsHmPyg2ZeiKP4mCII7RTo5NynK7gbwoyiKvzxtTMnmvFju379P/cb1UVWywMbPlqxrmeTfzeP08dOlkm3xzJkz9OjeikN/lMHLU4koivy8Ipsfl5kTdv32Mzk4JP679OjTh2NysAqsW6w8b9Va5o0dR58+RVp/oihSWFhIQL16RCXEY9uhHRb+NYq1ifv2e5RZaiZOGM/4j8YxacoUfvhxPk6DBmBezZfUtRvIuxaG3MYGsbAQXXo6gpU17mPfR2Friy4jk6TFS+nSsBHr160r0fy3bt3K+2PHkpqaCgYD/QcMYP7cuZibm5fOAv2LvMp259+wOSDZnWfl2LFjdO7WGbfG7pi5m5N8LAl3GzcO7jkoRYtKlJjpM2Ywd/06bAYPQFAoEEWR7B27CbSwYueWLQBERUXRplMn7kRGFiUoUJmjLyjAaWB/LKr7obkfTeKixVT38SUnP5/Yu3fRaDTUCQrix7lziYiIYNS4cZi1b0P22XNYBwUW2yoKkLhoMTILC95t1IS5c+eWeP4XL16kZZs2KDwqorezQRcWjkGdwvYVzjSpX/Q7OHg8j77Ds4iIvI+9vf3TOwSuXbtGgyZNUNarg4mnB7qYWApOnmLX1m00atSo5Iv7ilEaDrY/vzERKdILEEVRfD4FyH8RyehISEhIvBhK8UHntbE7ks35Z1y/fp2169ZSWFhI927dqVevXrHvu/bqSrR9LNWHPLzBvLrkMp7qimwshUylw4YNorLLbsaPtDWWiaJIzeZpLF66g/r16//jMSRefabPmMEPe3c/HsE2cw4n9u+nZs2H59+6desYOe0zCh3KILe2wq5Nq4dtDAZSv/qG04cO4efnR58BA9h56hSFogHXsR+Qc+UaaRs2obC2wqpBMKJej/rIcfS5uVT4chrCg4gaTWwciT8sJC8rC1NTUwwGA7m5uVhaWj62ffn06dO06tABq34hmHlVxpCdQ86WbbTy9mXt32S8+y8g2Z3HeZPtTnR0NL///jtpGWm0adWGli1bPvVFiMFgoKJXRbxGVcW9YVFyCNEgcvLjY7zXcRgTJ0z8y7YSEo9SoXJldF06YFrhYZIRQ0EBCdO+JD0lBUEQ8PDywhBYB8uGRfcOWUePoz5+EvfJHyNTmpB76Qqp6zdi3ag+CkdHDNeu42QQOXfyJBYWFriWL48spDtmFSuQtnELMpUKu3atjeOJBgOx02ciU6mw1euJvR+NyZMSMvwJURSp7ONDdmAdLGsXJTXIOnKM5vrDrPu5uJZbvxFZNGv7Be+9997f9tuqQ3sumZti3bihsSzn0mXKXgvnyn/4GvVXdudZXrl6/OmP5yN/S0hISEhIlDaS3ZFg7vdzqd+kPtvu72BP8j7adWvHRxM+Mn4viiK7tu+iaoh3sXZVQ3zYuW0nJX2R+DQyM1JxcSp+yyQIAi7OJmRkvBbKGRIl4L1hw9DfikR95BgGjQZdegbqtX9Qx9+/mHMN4My5c4iVK2HdIBj1sRPkR0YhiiIGrZbMrTuoVrUqfn5+xMXFsW3bNswbBSN7EEmWfeIUMqUJZcd8gHWDYGwaN8R1/GgAci6EGscwcXbCoNUSFhbGjJlfYe/kRBknJ9wqVmTFihXF5jPr228xb9EU8ypeCIKA3NoKq5AebN26leTkJ0mCvbFIducFIopiqVyTn8a2bdvw8/dj9eW1HMo+wsBRg+jasys6ne4v29y8eZM8bT5uDR5GPAsyAc+elVm/ef0Lna/E60V+fj7Cn7bf/3+2Ua1Wy8aNGzE4OmDVtDGCQoGgUGDbohlKZ2fyrl5D1OlI27gFlxHvYte+LVZ1a2P99lskm5ow/8cfSUtLI0utxqxiBQCs6gehPnGS/FuRRhuTvnUHyGSIWi06Kyt27NhRornfunWLlPR0LGr5G8sMGg3l3R7fJl3W2VDi+5+Tx44X6xPAokZ1wi5f/tuMq/9F/nZTuSAIk/+uDvBVKcxFQkJCQkJCsjtvGJGRkURERODr64uHhwdQlHVx7969hIWF8fmMz2m3qhOWLkV6at59fVk2cBl9Q/pSt27RVj0TExP0Wn2xfvUaHYX6QqztrBk0aBCzZz5/9tIWLTvz+9qz9O8hGiOD7scUcvFKthS99gbh5OTEqWPH+OCjsRye/BlmKhUDBgzg7YEDOXfuHLVq1TLqNXlUqID85AmUrmVx7Neb1LUbEAt1GPLy8A8IYMfOnUCRfo+lmyvmPj6kbdhMYXIKenU2FnVqI1M+jDiQq1RY1PBDExOLVVBRBGde2HXk5masWbeWpZs2YTnsHeycndDcu8/7EyZgbW1N165di8a5cweTxsXPVZmZGSoHB+Li4ozaQG8qkt15sSQnJ/PBRx+ydeMWDKKBDp07MP+7+bi7u5eofXh4OCdOnMDFxYW2bdv+ZTROQUEBg94ZRMM5TXD0Kzqnq71VnaOjDrJu3Tr69+//xHYmJiboC3UP4xUfoNfoX4iYuyiKXLp0icTEROrWrYujo2OpjyHx79C5U0c2nz6LsmsnY1nOxUt4+/piZ2fH3bt30Ts/fr01cXNFl56BNi4euZUlpuUfcfYKAiZ1arFpxw7GjxuHXCZDl56Bwt4OZVkXHPv1IWX1WkStFrGwEGQylO7lcOwfQt6ps9y6datEc39S4ibzKl6sXneEz8cbUKmKXjTm5hnYtFPDpi2tHqv/JOzKlEGXnoH8EV1cfZYaM5WqRJF1/zVKEsHW6m/+/GXWHAkJCQkJiedAsjv/MVJSUsjMzHymNrGxsVSrWY0adWsw6MPB1Khdg5D+IYSHh1OpaiVGThnFr8d+w6AQufzTRQz6op1bptamlGtbgU2bNwFFN4QhfUK4/ss1Y2SEKIpcXhyKZ7vKtF7Rnr3h++nVt9dzH9+gQYPI1ZSnw4AM1m7J5oclWTTtnsa0aTOws7N77n4l/nt4e3uzf9duCrVazpw8yf6DB2ndtSttQ0JwcXdnz549AAwYMADd7TvknDmHuXdV3D4eh3WdWriUdeHsiRM4ODgAUKVKFbJj4xAEsO/SkYQfFoIABrX6sbF1WVkY8vPRxsWTdfwkaWv/oFpVb35Z+isWvXuidHFGEATMPCpi3rkD07566A8KqlsX7a3I4v1lZFKQlkblypVf3IL9d5DszgtCp9PRuEVjwsWbdNnWgx47Q7hnHU2DJg3Iz89/aluDwcDgoYMJbhLMvB3f88HnH+Lh5fGXDoNTp05h5W5tdK4ByE3kVOjqwdqNa41l8fHxfDH9C9565y0WLlyIi4sLbq7uRG2LeDjvAh2Rq28xuN/gYmPk5uaSkJCAwVDifBPFiI+Pp3Zgbdp0a8uHM4qOZ8qnU154ZJ/Ey+HLz7/A4n4M2ctXoT5xiuyNW9Du3sevP/8MQO3ateH2HcRHzh/RYCDvWhgGrRZdVhY6dXax7wH0ObnY2tigVCoZPmwYORs2osvMAkBhZ4tSYYJSpULh7IzMXIWoKSD+u/lowq6XOJlAlSpVcCpThtzQy8YyZTl38vRm1O+YxG9rs1i6OotGXdJo3bZr0bGUgPdHjCB/xx70uXlAUVRc7tYdDBk69LXUsP3bCDZRFJu9jIlISEhISEiAZHf+S1y8eJF33nuHqIgoDAYDDRs3YtmS33Bzc3tqu8jISALqBuBYzwn/9rVIvpJE/Nkcjl09Tst2LXHvVh7vvr4A1CkI5MDovURuuUXVHj4AiIVisaiC72Z/R4u2Ldg/cA82PjYkXIrH1MaMFnNbobQyJfCzYHZ038LNmzfx9vZ+4pyehpmZGQcOnmT58uX8sWcTNnZlWLlqBI0bN37mviReD7RaLc1bt4ZmjbGvVwdBEMiPuk3PPn24fuUKFSpU4MiBA7w15B0itu1Er9Ph4urKkp8XF3tj7+LiQp8+fdi6YjWqju1wGjKQ9G07ybkQilXD+pi6F/2W8iMi0dyLRlm+HAkLF4Neh5+vLxvXrcPP3x/7P0VEmJZ3597mbcbPkyZOZEO9eqiVJpjXrEFhaioFu/Yxftw4rKysXs6ivcJIdufFsWvXLvIU+dT7sL4xQqbGMH9OhB9l48aNdOjQgYiICCpUqICLS3Gdp+XLl3Pg/EHab+iMiXnR7+bWxpv07NuLa6FXHxvrSdHMAHqtAaXSFIDz58/Tul1r3JqVw6qyFWc3nuObud+w8reVhPQLIeFgPCo3CxJOx9GmZRuGDBkCFDnWRn04ivXr1yNXKrCzteWHb38wRomWlJD+vRFrCLQb2hFBJpCfls+SD37Bv4Y/PXv2fKa+JF49nJ2duXHlCitXruTUuXNUbV2Loes2GM/ttm3bUsHOnui1GzBr0ghEkcz9B4tsSEQE6hMnAcg6eASbls0QBAF9djaFR47x/vwfAZj11VfoDAaWfPs9MhMFJjI5M6dOZeLkyVjWD8KmWRMEmQxNbBxJP/6Eq6trsTmKosi9e/eQy+WUL/9QK04QBNavWkWLNm3Ivh6O3s4Gw80I6gYEMXTwYLZsXoUgyPj080F069atxGsycfx47kVHs3LmbCxdXcmJT6BTp058M3PmP13uV5ISJzl4YRMoSku9DqgI3ANCnpQaWxCEQcCUBx9niKK4XBAEFbABqAToge2iKH5SknHfZOFPCQkJiRdJaYlNv068jjYnOTkZ72re+I6qjkcbTwyFBsJXhpF7Opfwqzee+layXed2JJVPpfrAh5kVry27wvVVYYg6A+2WdsTW82FkWNypGK4tu0rbxR3IScjhwJA9nDl+Bh8fH2Mdg8HAkSNHGP3RaIRacvzfq1Vsu8Ppj0/wzZjZdOnSpZRXQuJNZMuWLbz7v8lYvTekWLl683beb9qMaZ99hiiKjHj/fVZt2ICihh8ymQzNhVC+mDqVj8aONbbR6XR8OXMmC35aRFZ6BvUbN6KimxvLf1+FiYszok6HLjUNDAYsrCxpWL8B33z9NX5+fhgMBsqWL4eiT69iW4qyz1+kamwCJw4fNpaFh4fzv88+49jx4zg5OzNh9GgGDx78xG1B/zUku/M4r4rdmT17Nr9fXU3Ah8WjXS4vCUUVbsa1sGvYlbMnIyadzl068+vPv2L2QMOqYfOGmLQ1pXzTisZ2Br2BHd23cu7YWby8vIr1qdPpKOdRDt+xfsZkBdocLYeG7eeXuUvo1KkTNevUxLqzHZ5tKxnbnf36FIXXtSz/ZTnJyckkJibSoEGDYtqKPXr3JEwdhv9HtTG1NiUpNJGzn51i7/a9BAYGlmgt7t+/T/Xa1emyrQcyxUMbeXffHeTHBQ7vPVSyRZV4aVy/fp07d+5Qo0YNKlSoUCp9qtVqvpgxg9Xr16PX6TAzMyMpIQFtYSGCUolFQE3yrl1HkMtQ2Nuji41l/LjxfDV9erHrdX5+PmlpaTg7O3PhwgXa9eqF3YQxxeqo9x2ke7kKLF60CIDQ0FD6DhxIXEI8okHE08ODdb//jq+vb7FlJ9wIAAAgAElEQVT5bdiwwfg7aNKkSanYiZSUFG7duoWnp+djTr//In9ld/42gu0l8AlwUBTFWYIgfPLg88ePVnjghPsMqEPR7viLgiBsoyhd9RxRFA8LgqAEDgqC0E4Uxd0v9xAkJCReN44dO8YvS38jOzuHHt270Lt379dSJ0BC4nn5bdlvlG3oSqX2RdvLZHIZfkNrcuj0fg4ePEirVk/W5hBFkQN7DtBrb99i5VV7+nBl6WVqf1CXwxMO0GXdwwcQhbkJOfE5nPviDDEn7vPl9C+LOdcAZDIZzZs3p1vXbmy6vqXYzaBeqyfpWmKxG0gJiX9CSkoKgq3tY+WirTWJyUkAnDx5kjWbNlFm/GhkDxwGuvpBTPnsM3qHhBgjPRUKBZ9NncpnU6cCEBYWRlCjRjgOGYRgMCCKItrI22SfPYeqQnlOX7lMz7592btjBxUqVGDGtM8ZN3Uq+i4dMC3nTv6tSPJ37uGrLVuKzc3Hx4dN6yXBdomXS7Vq1Uj/PQ1RFItdl2MPxGCiMqH92s6Y25tTmFvIuRmnGf/xeH78vihSp0CjwdzMslh/gkzAxFRBQUHBY2MpFAo2rd9Eh84duO97D1N7M2JPRDOw/0A6duxIQkICkRGR9GjVu1i7qr182H90Dx26dWTDqvWMHDmy2Pfx8fHs27eXTlu6GSPpXGqXpepbPsyZN4cNazaUaC2ysrJQ2aiKOdcAzB3MScpMKFEfEi+HrKwsOnXvzqWrV1C5u5N95y49unfntyVLjFqbz4u1tTVzZs9mzuzZxrLbt2/jU7MGLh+PQ2FjjdizG/nht0j+bQVLFi40RlI+irm5uVHHMCUlBaVDmcccYTI7W+KTimxSZmYmLVq3xqR9GxxrDQIg6cw5mrZsyf3btzF/kGjH2tr6ieP9UxwdHd8IvcFXYdNrF2D5g38vB54UZ9sG2C+KYvqD6Lb9QFtRFPNEUTwMIIqiFggFSqaWKSEhIfEXzJw5i85de3Hichph9wXGffwFbdt1eGoGKgmJNwFRFFm6dCm1g2sza84sLDz/9OAjCNhUtuHevXt/2YcgCJiYmqDN0RYr12ZrUZgp8AnxxcRCScKFeOOYkRsiMNEruLUrHESIiYlBq9U+qXtGvDeChGPx3FgdhkatIet+FqennqB58+aPRTtISDwvjRs3JvdGOIZHHvJFgwEx7AatmrcAYNOWzSgCahqdawAKezvklTxo2rIFq1ateqLu0g8LFmBWPwgLH29U1Xyx8KuGbZeOYGaOok0r7CaMJc2jAl17FekKvjt0KL98/z32Zy6Q8e33eN6LYefmzdIWZolXgrZt22KnsOXit+fJTcolLzWPS/MvkpeRR8CY2pjbFz3Um1iYEDC2NsuWLTPeb/Xq0pO7W24jGh7+TuLPxqEUlH+pKxUcHEzMvRi+eO9zRrYcztnjZ+kb0pc6wXVwdXVFU6BBrym+jbQwtxBTWzNqTazD2IljH+szNjYWW1dbo3Pt/7H1suPO/TslXgsfHx/0eXpSwopn7o3efZ+ObTqUuB+JF8/w90dxQ5OPw+SJWLz9Fk5TPmbn2TN8+913pTqOKIps3bqVdh07YlatGgoba6DoXknl641towbExMT8bT9BQUFk376D7hH9TlEU0V+7TvuWRRKSa9euRVHJA8s6tRBkMgSZDMv6QYiODmz50wsZiefnVXCwOYuimADw4O8npTFyAx49s2IflBkRBMEW6AQc/KuBBEEYJgjCBUEQLqSkpPzjiUtISLx+JCYmMmPGl3gFDcO1cmOcK9ajcr0hhN24IxkfiTeeMePG8Oncz1A2NcXExYTow/eLOQj0hXoSzsUbs3v+Ff4BAVycf96YuMCgN3Dpp4tUale0ZUflqCJ85XVurAnj8MgDxJ6Jptr71el/YhCtl7dn05nNvDvi3Sf2XbZsWU4ePYHjXQe2dP6D4+8fpkdgd9auXPvE+v+EnJwcNm7cyJo1a0hPTy/1/iVeXapWrUr/Pn3IWrSEnAuh5F67TtbS5fi4uhm3IZuamsETXswYdHqSHMrw/qdTeXf4cHbs2EGDpk1xr1iRzl27cj70IjInh2JtBJkMpbMj+swsBEHAsnkTou7eMYq9h4SEcOPyZdTpGZw5dowmTZq8+EWQkCgBcrmcoweOUs+mLvsG7mJXn21Ul1VDKVdi6Vpc/8/cQUWhttCY/OCD9z/AXmPHkZEHubE6jItzznP+8zOsWLriqTIEFhYW9OvXj1GjRgHQpn0bIhOiUDlZYOlmxZVfLhltl16r5/KSS3i2q0S5RuW5df3WYy9wvL29yYjLIC85t1h54ukEgusGl3gtTExMWDR/ESc/PkbYsqvcO3CH01NPoL2l4aMxH5W4H4kXS0FBAZs3bcaiQ1sEuRwAmakpZm1bsWjJklId67PPP2fQqFEkWFti0BUay/W5eeSEXqYwMekv28bFxXH06FESEhJwcnJi4vjxpP+wiJQ168ncf4isFatxNogMGlQUrRYbG4vO/vHETIW21owZN473Ro586gtSiZLxUhxsgiAcEAQh7Al/SiqE8qRNv8Y7ekEQFMAa4AdRFP/yNYIoiotFUawjimKdNyE8UUJC4tk5cuQIZcpWwdTcxlgmyORYOtVgy9bt/+LMJCT+XeLj41n661IqdvPg8s+XcKrpTE5CNqdmnCAjMp3kq0mc/PgYDYMb4u/v/9S+hgx6h5TLyWzutoEjHx9kS88/KMgowH94bbTZGjLC0unbtA91CmtR0aoC1d6qTuUOVZApZFi5WhE4rT4bN24kKenJN57e3t7s2rqTgrwC0pLSmD1rNqampqW6Hnv27KFixbIsXjCStSvHUKmSO7/++kupjiHxahIWFsb4CRMQDQaGhfTGLzkVz4jbfPHecA7u3WvcPtS/b180F0IpfMT5qomOIf/2beRWVhTa2/HbsmV0DQnh9OnTpFuYs/fCea5cukz2iTPFxtTn5KK5H4OyXNH7ZUEmQ2llRVZW1ss7cAmJ58Te3p7flvyKOkNNrjqXVctX0bhxI+4fuFusXuzJGDy9PLG0LIqOVqlUnDxykjmffEMdXS361Azh+pXrNG/evMRjT/h4AhqdBtd6rtQc6o+FsyVR2yPY1G0Dx/53mE3d1mNqY4pvXz+yY9VY2lg+JglibW3NuLHjODHuKHGnYlBHZ3Ht1yvE7olmwkcTnmktevbsybEDx6gl+qM6a8Z7rYdx6Vwo9vb2z9SPxIsjNjYWnU6H7MGWyf9HbmWJ+gkZnp+XlJQU5nz3LdbDh2DfqQP5N2+hjYsn+8w5YqfPJOfCRQpzc5kzbx779u0zttNqtfQZMAAvX196jRhOpapVGfD2YMLDLqIyZNHCLhzbawewTI6haePGDB0xgkWLFhEQEIAQEVU8g6leT+71cPQNg9l4O5KAunW5fft2qR3jm8hL0WATRfEvU1sLgpAkCEJZURQTBEEoCyQ/oVos0PSRz+7AkUc+LwYiRVGcVwrTlZCQeIOxtramUJv7WLm+MBd7u/JPaCEh8WZw6dIlnKu5ELrgAi3mtaaMtwPVBtbg2m9X2DdqN7bWtoweOZpxH43727769u3LpCmTcGrlQvThe6icLfDt40vs8WgiVt3i7UFvM+ebOQDUbVgXx+rFg9uVlkosHCyZMHECHh4e9O3T97mygz4vWVlZ9O/fk63L7Khft+gGPOK2OY26jKZhw8ZUqVLlpc1F4uWyeMkSPvp4ImZ16yKam2LYu5fGtWtzYNfuxyJq/Pz8mDFtGpOnTMGksieF+QXkR0YBkHMxFLm1NQZBQKZQ4D5pgnFrUO7lq6SsXkfK2g1YBdVDn51NxvZdWNUPQmFdVEcTG4c+S11MhF1C4r/EzOkzadS0EYXqQpzqOJN+M52IVeH8seaPYjpSJiYmhISEEBIS8sxjiKLI4WOHaTitCeUaF93DeXWpyskvjxtfDHm2rYQoQvj66ySfTGLUiFFPFHSf9uk0PCp4MG/hPG4kX6dp4yasO7HmuYTva9asyZJFpRsJJVE6XL58maYtW4K5GWmbtyHm5yOYmGBZtzbaW5G0adO6RP1cvHiRT6dP59LlS1TyrMSnkyY9pk177tw5LD08jNf1MiE9iP9+AQjgNm4MJk5FAUEFt+/So3dv4u7fx9ramslTp7Lv2lWcpnyMzNQUVUEBm+bMJaBiLvculMPMTIYoinw8PZWlm1cjb9SC/UsWY5WTg6eTM3eXr0LZMBgMIpkHD6EsWxarBsEIgoBaLuez6dP5fdmyUl3XN4lXYYvoNmDQg38PArY+oc5eoLUgCHaCINgBrR+UIQjCDMAGGPMS5iohIfGa07JlS/SaLFLjHqZ/z89OIS32PEOGvP0vzkxC4t/F3d2d1MgUVM4WlPEu2r5mZmNG3TGBBE9ugI+PD5M+mYRSqfzbvlQqFYcPHEYIExEKBLJvqzn75RkK9ubz/efz+GHuD8a6tWrUIuXSw0g1URQ5Pesk6vQsrirC2By1lXoNA1mwcEHpH/RfsHXrVhoHWRidawBVKil5q6cFq1f//tLmIfFyycjIYMy4cdiNfA/rDm2wad4U2w9HcOxSKNu2bQPg1q1bdOzcGY+qVWnbvj2tW7YkMjwcRVwChZkZyMzMMKvkiW3L5phX8kAQwNy7qtG5BmDhXwMTRwdETQEpS5ehPHSUMgoT5Gnp5FwIRb3/EFm/LGPB/PmlHpkpIfGy8PPz48LZCwSa1SV9VQpemZ4c2X/kLxPkPA/R0dEYMODeqFyx8qrdvCnMK0SXryP1eipmtmbEn44j43Y6bw968r2eIAgMHjyYy+cuE38vjtUrVku6nq8hQ4YPR9GyGSYODhRERmHq6YHCoQzJv64g/9QZZn4x/W/7OHv2LE1atuSsiQxZ/z7cci9L9359WfenJDNOTk5oU9OM25UtA/yxahCMVWA9o3MNwKySB6YeFdm8eTOiKPLz4sVYdOmA7MH1X2ZmhlyjppKHKQM/ymDe4kzU2QY+G1+G/PQsLPxrYj14AJmODtTy9+ejXiFYHDpGyvLfUfl44/T2W0anslkNP44eP15Kq/lm8ipkEZ0FrBcEYQgQDfQCEAShDjBcFMWhoiimC4IwHTj/oM0XD8rcgf8BN4HQByfGj6IoSns0JCQkngulUsme3Tvp0LEzGdEnUSjNyUyNZt6876RIAYk3mpo1a1LerTx34u8+lg1Oo9biYPm4rsfTqFatGtdCr3Hnzh30ej2VK1d+YtTA+LHjqRtcF6W9KRVaehBz9D6xx6LpvK47ptamCIJA5R5efPz2x/To3gMXF5d/fKx/R15eHo/4Q4xYWxnIy3s8Albi9eDQoUNYVvIs9uAjKBTIawfw46JFfPn111y8eBHLoHqY1vbn2OWrVK9Vi88mT0anUGBZqyaa23dxfm+I8VxXVfcjceFiRJ0O4ZHMdDJzc3TpmegLNKSmp2NtYUnPeoFEJybi6urO+wcPEhAQ8NLXQEKiNKlUqRI/LfjphfVvbm4OegGDVo/c9OHvS6vWUpijpXInL+qMDgTAb2ANwpZdZcz4MezYsuOFzUmn0yGXy59o7yT+XbKysgi7egUbnyoYtFrcJow1arBZ1q5FyjdzjZk2n8bHU6Zg3rYVVsFF55bS2Qm5jTXjP/mEkF69jP/3derUwdXBgZQDh7Fs3gRBLkefnY2JQxkKk1PIOnacwoRETJyc0OXnM2bcOBwdHclVq3F4JIt1fkQkufmwM7kasrLuHNl+nW+X3OH0VmfkgmjUAlU1CGbZwsXE37vH+6NG4eLmhmVg3WK2pzAllfIv4T7qdeZfd7CJopgGtHhC+QVg6COffwV+/VOdWJ6szyYhISHx3NSqVYuY6HscP36c3NxcGjVqhI2Nzd83lJB4zTm49yCVfb2I3HyLKt2LtmQWZBZwe00Ek+Y937stT0/Pp37v5eXFkQNHGD9pPDsWbgGZgNJeyYZ2a1CYKvBsX5lao+rgHlyeXbt28c477zzXPJ6Ftm3b8r/JH5GYbIGLU9GtVE6ugVWbCln6W0nlZSX+a5iZmSFqNAAYNBpyLoSijYlFcz+aIxmZiIKA46ABWFQvym5oFVSPlDXr+XLWLKyCA8m9FYlN8ybFHqxNy7kjU6nQRMdg5ukBgDYpGc29+1jUqYXLyGEISiUFUbdZtWodp44coUaNGk+d59WrV/l+wQLuRUfTonFjRgwfjp3dsznAJSReB5ycnAgKCuT68jCqv1sTQRAozC8kdOEFCrML8e1fvVj9qr182NBmDQaD4alJFJ6HQ4cOMXbiWMIuhWFtZ82okaOY9uk0o2ajxL9PkfaeQP6NcKzq1TE61wAUtjZYeVfl0KFD9O3b96n9hF68iO3YD4qVmVWuRHxiAtnZ2VhbP8wUunfHDrqGhHBrxtcorSzRJCWTr1CgPn4S64b1sWjTioK798m5cBHTZk3o0rMn1vb25IRewqpeUUKp9K07cOjXG8taD/Rvg+qRtWUzg8ZeRWYiRxMXR97eG+hzczHIBD6fMYP58+bRtVs39m3ejlXPrshMTSlMTaNg734mzpVUt/4J0i9aQkJC4gkoFAqaNWv2xO9EUeTcuXMcPXoUJycnevTogZWV1RPrSki8Tjg5OXH2+BlatWtF9I77WLpYEnchlvdHvU/Hjh2N9W7evEl0dDT+/v44OT0pOfiz4e/vz4HdB4iLi8PLxwvv3r5U7uCFRq3l4o/nOTblCBamqseEqV8UFStWZNz4Twhs9w3DBphjbi6ydHUhTZt3pVGjRi9lDhIvn5YtW6JPTSUn9DKZe/Zh4uiIuU9VRJ2enLQ0BEGGys+3WBvrhvVJvHIVQ0IiUJQZ7lFEgwFDQQGp6zdiVT8IvVqN+vgpkMtx6NXd+IBn7lWZwgbBzJ0/n98eZLH7cyQpFG1f7v/225g1CEJe1okr27awcPFiQs+eLZXfooTEf42Vv62kdYfW7D+2BxsPW+IuxFA7oDYXEy9iKDQUq6vX6V9IdNnFixfpFtKNgAl16Dd/IDlx2fw+ZxUZmRks+OHlyRtIPB2VSkWrNm04ePkS8ie8lBBzcozOsafh6u5OVkIiChtrDDod+TdvoctSY6I0RaVSFatbrlw5Lp4+TVRUFFevXmXAO+9QqJBj06IZ1g2KMtSaV/HCpIw96pOnsWhUn/ybEag3bEafmobCxYXC5BQs/Iu/eDEPqs+x784jWNug2bIdq8C6yC1UFEREsXLV78yfN49ffvqJfgMHsufT6ShU5oiFOqZNnUqvXr3+wSpKvAoabBISEhL/GfR6PT179aZt+y4s+HUXU6b/QIUKHly4cOHfnpqExEvBx8eHe1H3WDb3Nz4fOo2bYTeZ9eUsLl26xNSpU/Hy9iKwcSAjPh2Bp5cnH034yKgv8k/QaDQMe28Y5VqWp2p3H+SmClSOKhpMbUT6rTRizkfTqVOnf36AJWTy5E/5Y9MB0jQh3Enuwg8LNrB48TJp289rjKmpKds2bSbrj02YVa6E87tvY92wPo4D+mDu5QUGA2KhrlgbQ14eogiZt++giYkhY+ce9NnZQJGDLOvwUTAYUNjbk3XgEFlHjiMTRUysLItFTwDInZ24e/8+Bw4coHrt2sgVCpzcXJk9Zw4GgwG9Xs+7I0di/VZfrFu1wMK/BtZ9Q8gv786s2bNf2jpJSLxKuLm5sWbFGmr71qbgXh46jY7I+EhQClz+6aLRPomiyPWlV+neq3upX8dnzZlF1YE+VGhWEZlchnV5GwK/qM/yFcvJyMgo1bEk/hlLf/qJsiZKso8dpzA5xVieezUMQ3pGiTQCJ48fT972naRt2U705M/I2LqDnDPnKMjPZ9ny5U9sU7lyZbKysrDy9UafnY1FQPFs7BYBNdHcvYeJsxMKeztcRgwj+9hJXMNvIQNErbZYfUNeHqIgQ9AbcB03BpvmTbFr3xa3CWPJVmeTkJDA2bNn2b1nD4V6PXnpGWi0WqJjYp55zSSKI0WwSUhISDwDy5cv58TpS/g0Go1MXhQtkxp7hR69enPvTpT0cC3xRqBQKIw3maIoMnzUcNZvWo9LE1d05Q0UJGioGFKJOtWDWDtmHb5VfRk6dOjf9PrX6HQ6WndozaXwy9R8r7julEwhw6aiDQObv4XtI5okL4PAwEACAwNf6pgSL5abN2+SmJiIv7//E8+nhg0bYmdnj6Jxg2LlKj9ftLGxZO47gF2HtgiCgEGjIX3bzqJsodnZKMu5o8vPI+bzr1C6lqUwLR0EUHpUQBsbh23L5ljWD0IbHUPS0mVkn7+IVd3axjH04Tep5FONriEhWHTrTIUBvdEmJDLzp0VkqdUM7N8fjV6PZaXi265Nawewfc9uvpsz58UsmoTEK8y+ffvo1a8XlUOqUKlxFcxOmRN9LJoWc1tzeMIBNnffQNl6bqRcTSYvKZfm7z5598I/4catcCq08ihWZmZrhrWzNdHR0dIW7lcIZ2dnom7eZMLEifz43Q9YVfIAjRYhO4d1q1axbds2zM3Nadmy5V8mmRk4cCAnT51iya+/4vhWPyxqFm1F1iYmMXL0aIKDgqhWrdpj7ZycnNAmJCJTqdClpyNXuRm/02UUJcnJDbuBeYXymHlWxN7Pl4mjx7Bq/XrO7j2AVaf2CDIZBm0h6dt2Iup0WDUIRqZ8GN2vsLPFyteHXbt2MeLDD9DLZCjs7TBxdqIg8jYLf/6ZRg0a0Lt371Je2TcHycEmISHxRpCQkEBaWhpVq1b9R9vIli3/HbtywUbnGkAZtxqE3znI1atXpUQIEm8cu3fvZvPeLbRd3RETi6LfRcq1ZA6N20+Pbb3xHebHgiULjA62nJwcCgoKcHBwKPEYW7Zs4U7qXTw7ViIpNAHPtpUAyEvO5cba62RGZXC/yn3Cw8Px8fEp/YOUeO1JTk6mc48eXL8ZjrmjIzmxcUye9AlTJk1+rK65uTm5iUlknzyDNi4ehYMDFrVros/JJffKVfKuXkNRpgyau3dR+dfEIaQHok5H0s+/YF2nDupTp9HGx2NasSL67Gw0kVGU6dXdqKdj5umBQ0hP0jdsQm5ujtzWBs3FS5hEx3LHwgqz1i2MD2ym7m7IBvTh+3k/MPTttynMy8OgLSz2QKXPUmNvZ/9yFlJC4hVCFEVGjh5J3SmBuNUvyiTq3rAcprZmXF95FW22hjqj66HL11G+WQXsq5Th9yGr6Ne7H0FBQcZ+8vPz2bBhA39s20hBQT49O/dk8ODBJcqaDVCzeg0iL93G0e/hNu281DzUSWo8PDye0lLi30Amk/HtnDlMnTKFo0ePYmFhwa2ICDp3745lJU9EjQZ9airbN2+hQYMGT+zj9NmzKN3djNdqAKWLM6qguvy0eDHzv/++WP3Lly8zevx4slNSMRgMpK7/A5fh7yJXqYpkBNZsQJTJyA+7gZiTS971cITMLBQKBcuWLKFV+/bcmzMPU1dXUq9dA0GGqmZ1DA90Qx9FaTAQGhqKzmDAulFD7Nq1LnopVFBAwvxFjBk3TnKw/QOkLaISEhKvNenp6bRp24HKXt40ad4Wl7JurFz5+3P3ZzAYEITHL52CIMNgMDyhxT8nKSmJtwYOxtrGDlu7MgwfMZLMzMwXMpaExLOyZsMaKnbzMDrXAByrO2FbyY7ECwmoHFVkpGeQlpZG115dcXB2wLW8K9aO1vTo1YPbt28b2925c4fw8PDHfkt7DuyhbHNXqnTzJvZULGErrpISlsyOgVvRF+ipP7UhERZRBDUM4ujRoy/t2CVeH3r160eUmRKHyROxHD4Uh3Gj+ebHBWzduvWxup3atSNt9XoEUyW2bVth4uRA8m8rAdCp1eiyc8i/eQuXD0fi2KcXgkyGTKnEtl0bso4ew5Cbi/uUSZR9fzjukybg0DeEtI1bER85703Ll8NMLsf16nVMtuwgxNeP0HPniLp9GzOPisXmY2Jvj9zMFFEUCa5fn5y9+4196XNy0Bw8zOgRI17Y2klI/BuIokhUVBS3bt36SxmClJQUEhMScQ12L1bu2bYS8WficKldFq/OVfHpXQ23IHfM7c2p2NGDtevXAqDVavlw7IfYOtox8pNRpHqno6lfyFdLZ9KmQxt0Ot2Thn2MyRMmE7H6JpHbItBma0i9kcLpSScYOWJkiTS9JP4dbG1t6dKlC05OTnw8ZQplxozC8u23sBo+FGWPrnTs2oX8/Pwnto2Lj0du/bg+s9zahvjExGJlOTk5NG/dCnWdAMp9OY3yX05DbmFJzKdfEPvlbKI/m46JowO2LZsht7DAsnYANq2aIyvvzoTJk1EoFFw6d469Gzfxw7jxKOUKZCoVdi2akXP6HIVpacax8iOjKIiJLUquYRCxa93CuPtGZmaGXfu2pKmzSnEV3zwkB5uEhMRrTY+evbl5L4caLT/Bp9EYytXox/sfjOHkyZPP1d+A/n3IiDmLwaA3lmUkhmOmlL2Q6LWCggKC6zfk6Ll7VK0/isqB77HzwGWaNm/5whx6EhKlyb09d2nVohXtOrUjSn6bbtt70ftgfwLG1mb7nu0E1Alg69at+NcNoFZQLRq1boRHFY9ijjInByc0KQWY25vTZmE70m6mcuDDvXj39iVwYjDuDctTfWhNAibW4f2x7xcbPyoqigkTJ9CrXy/mz59P9gP9KwmJ/ycmJoYLFy5g1a61UfdMYWeLaYumzF3wuAD52YsXsGnXBvuO7TGv4oVty+Y49uuD3NqKsqOG49g/BJmpKUoXl2Lt5CoVhvwCbFo0Q2H7MDO1Za0A5FaW5Jw9byzLvxVB7Tp1WLl0KZvXrWP+vHnY2tri4uREzoXQYs64wrR0DBoNZcuWZc2KFXjk5pM2cw65vywjZdYchvXt97dZ7yQk/ktcu3aNav5+1G1Yl/rN6+Pl68XZs2cBCA0NZeQHI+ndvzfbtm3DoDegVRfXp8pNykWmlKMreNxB9qiz7sOPPmTziS0ICui4ogtenatQsbJNTTkAACAASURBVKUnjeY1JTIpiu3bt5dovn5+fuzbtQ+TMzK2dN7ItemXGTNoNLO+nPUPVkHiZfHb8uWYBdbB5JHIe5WPNwoXF/bu3fvENnXq1CH/ZgQ6tdpYJur1ZJ86Te8ePYrV3bhxI/Jy7ljWrY0gCMjkclzeG4LKywtBaYJN0ybosrPJ3L2Psh+OxDKoHnIrK6yCA8m2teHHBQsQBIHAwEB69+5Nl86dMeTmYuLshG2blsR/M4+kX5eT8OMikhf/St1atYiJjUVQKOBPWp8yCxXKl5Qw6nVFcrBJSEi8tty5c4cLFy7g5tMO+YMtnZZ27jhUbMjcefOf2jYsLIwFCxawfv36Ym+nhgwZgn91T64f+ZYrh77n0v7Z3Aldy69Ll5R6SneATZs2UaAzpXy1jpiqbDGzsKd89W7EJaRx4MCBUh9PQuJZ6durL/c236Uwt9BYlnItmYzIdO7vukv0znu4l3Xnbtxdao2pi9JSiUwuo2JLTyp3qoKVjzV9B/bFrKk5nbZ2o/0fnak8qiqdu3chLi4OgHcGv8PtHbdJvZGCdXkbGn/ZDEEuo1L7ysXmUq5xeSJvRqJ+cEN74MABagfWZl/SARK8kpi/9Uf86waQmpr68hZI4pUnIyMDU2urooeNR5Db2jx2rnw3dy7nz53HslZxAWqVny/6zCwyNm0l68gJEEXyrl0vVif79FkEuRy5hcVjc5CrVORH3UanVpN97gI5O3cTFRFBcPPmNO/cGXtHRxycnYlKSSb3Yigxn39FQXQMmphYclatZezoMZiYmGBnZ8cvixaxeulSls/+hntRt5k9c6akDyrxWiCKIpmZmbRo0xK7TmXotKUbHTZ1wX1gedp1bMf3339P87bNOVN4jpiKcUz/aQbWdtZcmR+KXlv0YrQgq4CL889j0BtIuZZC5p2HSQYKMguI2HiTPiF9UKvVrFz5O2Ubu+Ia7I6p9UO9LZlcRtkWruzZv+dv56zVatm5cyd37txh7cq15OfmE307mvEfjX8h940SpY86OxvRzPyxcpm5OTk5OU9s8/WXX2KikBP/7fdkHj5K9plzxH/7PRXty9ClSxfi4+MpKCgAimRsDHZ2GAoK0MTEGhPhKNzKUpiSSmFSEko3N0ycnBAEgfjvfiB56TIy9uwj8/oNfl2xAoDw8HAGDx3KjchIZDIZqev/wKpBMO5TPsbcqzLamDgwMSHURMbBrAxEvZ78m7eKzTv7+En69OxZmsv3xiFpsElISLy2JCQkYGntgExW/FJnZunIgYNbUavVj4XmGwwGhgwdxsaNm7Fz8UGnyWLkqA/Yv28PAQEBmJiYENKrJydOnMLRox6mKnuyk8L44MMxnD93BhsbG0qTK1euYGJZrliZIAiobCsQFhZG69atS3U8CYlnpV27dnRt3YUN/Tbg1rwc2kwt9w7fwa6MPbFnYqgQXJGfN/yMOkNN5t1M7Co9FHO297In5lg0Or2OsN+vkh2fTY0h/rg3KEdi03gm/28yn0/7HCcnJwQDHBi9Fyt3awpzCxFFkbzkPCycLY39aTI1yOQyzMzMEEWRoSOGUvfTINwebA+q1MGL87POMmv2LObMlgTfJYrw9vZGzC9AExuHqftDUenCy1dp90jGuPT0dKZ89hlyO1t06ekobB7aD71aDSYmaGLjsA4OxMLPl9Q168iPiMS0nDu5V66huXsPQ0EB2SdOFUUqPHi4LkxOQRsXj5u5irhZ36IXRfQ6HQkpKdi0ao65rw+JPyzEZdR7mLq7YSuK5Jy7QOIPC3F0cuLdAQM4evIESlNTUCgwtbJCLhqo5OHJ5vXrcXJ6qPskIfFfIDs7m1OnTmFlZUVQUBCiKDLti2n8uPBHstLVmNmaYe5kjiArchxXaOFB4rEEJn4ykXYrOpF1L5Prv19DHaNGLpejuqlie9fN2HuUIfFmAmVdy5KenkaDaY3Z895OyjetiIm5grv776LP1xEUFERkZCQKczkWLpZEH7n/2Bw1yRocKzk+9TguXrxI+07tMXdVYWprStzwd5k8eTKTP35c21Hi1aVrp05s+vBDxEb1jS9idJlZZN+8SYsWLZ7Yxt/fnxOHjzBsxAiu7z+EqZkZg3v0oJqfH2XLlUOr0yHq9YwcPpz2bduS+/UsMk+dQWFvhy49A1X1amjv3sO0QnmcBr+FNjGJ7DNnSVq2Eovqfti0bIYgk1GYlkb89wtZuHAhH//vf5g1CEYRVAcbZ0cyDhwiPvwWFq6uZEbdRjAzw/1/E5GrVECRhmfy0uVYBQeidHMl79IV7Ao0zJ4pRVb+EyQHm4SExGtL9erVUWcmUZCXgZnq4UN9Wtw1RMGUD0ePYdlvvxZrs27dOnbsPki1ph8hVxS9rUyJuUT3Hr24czuSgoICxo79CK/AIVjYFG3/cXCrwb3L61iwYAGTJz9+05SWlsaRI0ewsrKiWbNmz5RkwdvbG/2G4uHnoiiiyY6jSpUqJe5HQuJFIQgCPy/8mfeGvseePXuwtrbGvr89Y/43hi4bu2NmV/TWN2p7BEcnHaLLuu7GaJroI/cxtTWlxdzWiAaRsBVXOThmH20Xd0BVzoJtm7azadsm/Kr54VLHlcDPg0m9noLcTEFSaCLnvj1Dq/ltUFqZotfouDI/lL79+qFUKrlz5w5Z2Vm4BrkVm69HJ0+2fbtNcrBJGFEqlcyfN48Roz/ErHFD5A5l0F0Pxyw+gYkbxxvrnTx5EkuPiugre5L2x2ZcRryL3NISg0ZD6rqNyC1UKF2csWnTErmlJaoafmTu2U/Glu2UsbPD08uLDLWaxMT/Y+8846Oq8j7+nZ6ZzEx6T0hIgZAECIGQEELvvSNIbzaKoqBYEFRQEVCxoiIoSu+9915DaKGEkN77JJPJ1OfFuMNmo7vus3bn+yo5c+495/4/c+fe8zv/kk/ukg9RJcRj0mioOH4KiUxGYWEBZrEI5/59ULVqiaGwiIKvv6H66jVUCXE28U8gEKCKi8VyJYll89/gmRkzsMQ0RyCX4zlxLPLQECxmM7knz9C5R3ce3LmL6F/CgOzY+aOy4usVzJw1E/cwD3TlOmQWGe3aJnLy1ik6ft4Flb+a7DNZnJl/kk6Lu+LR1CogOwTIETmKKL1TzNXPLtP6hTa4R7qTfzmPi0su8OXHXxAQEEBUVBTu7u44uTrh1dyL/msGkX4kHZPeSPxLbUj5+DYADRo0QFuhRemnQpOt4eGBBwR1D0YgEFB8u4j0/Q+ZcHHCT16H0Wik78C+NJkRRWDnIMBa2GDpE0tJbJNI+/btf3Vb2vll6NOnD4mrVnL6ky8QtYzGoqtFf/4i8+a+jo+Pz08e16pVK+a+8grLPv+ckpIS8goKWLdrJ+oJY3Dy9UF7K4XPv/+e8+fPg4Mcv+dnIHZywqzTUfjNd1i0NagH9qPq0hUsWMM3TWXlNnENQOLmhqpbZ2bMno3LwH6o4qzFcuRhoQic1Xin3GfKuHHMfuUV5PGtbeIagDImmuqr19BevEzHPr3pPm0648aNQ6lU/tjl2PmZ2AU2O3bs/GVRq9XMfe1V5r/5LoFRfZApnCnOTqa88B5N2kxi/fpPWfHVl9ZEnz/w9cpvcQ1IsIlrAO7+0dx5eJxr166h0+mQK11t4to/cPJuzo5de5kzZ04dl/9lyz7i5Vdexc0rBINei8VYxd49u2jZsuXPuobhw4fz6muvk3PvCF4N24LFTF7qcdSOYnr16vU/WsiOnV+OmJgYYmJiABg0fDAhIxvZxDWAkL5hJK9IInXnPTybe3Fv+13yr+QxePswZGoHANq+3o4943aScy6bzBMZNH2iOf7tAjg5+xjGaiMiqQivFtZ7z7WRK+lHHrK57wacgpzRF9bSoUMHPnrfWplLqVSirzFg1psQyR7d47UVOlSq+omH7fy9GT1qFGGhoXzw8cdkp6bTrUcvpk+bhqvro+qbTk5OmDQa1O3aUnU1iaw330bq7YU+rwAAWcNABGIJ2QsW4TqwH6r41ng8/hgZN25Roq2mWuSB0+D+eOh0lG/dQemuvSASgsWCsncP5GGh1GZkUrZjD0KZA8aSEozlFQjlcsTOzvXmLFKr2bFjB6KwUAwmM6q4WOSh1gq7AqEQZYdEKpOvc+LECTp37vzbGNKOnf+Bq1evMuvlWXT5ojtOQc5YLBbubb3DumXrGbxtGHI36zMloF0Dqie34Pa6m3Ro2hmzyUz64YcIxEKSVySROL+D7VnRsEcIApGAT778lIunL9jGmjJ5Cts/3EHcGwlEjIxEX6Xn3CuneeZJa0EQmUwGFjj58lEiR0eRtPwK1768ikAkpDqvig1rNxASEvKT13Lq1CnEzmKbuAagcFcQPDSUlatX2gW2PxFCoZDtmzazc+dONm3fhtLdi4m75tapNPtjvPHWW3zw5ZfIunZE1CSMu9+vx23YYEROavKWfYpJU4XEy5Mz58/j0CgM0Q/vJkIHB9xHDif7jbcpWr0WeWPrhrqxuBSJq4tNXPsHImdnzGYzji3qpi5wjI7m9vrNhISEIFEqMevr5iIEEEgkOPj40D6hLVOnTv1fzGTnB+wCmx07dv5SWCwWjh8/zvXr1wkNDWX27Fm88eabFKRfwGTQofYIplmHaYhlCkxGI0ajsY7Aptfr64WUWhOOijEYDLi6uqKtKif/4QWqyrKQOqjxDGxFUVYSD0vuIRKJCAltzKJ3FxIQEMDr898kot10HByti7TinOv07tOP7KyMn+XJ5ujoyNkzp3j6mekc3vcmAqGQfv3689mn6+weCXZ+E/Lz89mwYQMajYZevXr9LHG4qlqDVCWt0yYQCJA5OXD9m2QEFnBwlRPar5FNXPsHziEuXFx8Dgc3OQ06BSKSiIh5thX7n9yDyWBCJPnhe28BY7WetvPakbrxPjOenc7rr79uO4+npyfx8XHc+uYmTZ9ojkAgQF+l586qFF6fOvd/N4ydvxxxcXGsj4v7yc8TExNxFAiovngZtyGDKPhyJarEREq3breGbwZYQ5ENhUXkfvgJDqHBiJRKLEYDIldnPMaNtnlvymfPJHP+AjBbcBs2GGWs9b6SenkiUqko2bQVi9mE/5xZ6B4+pPLkGVRt29gWVqaqajR37lIb1BCLnw+mzGxkgfXTCYjd3cj/l4p1duz8Uflq5VcEDwpFX6Wn6EYhbk3c8YrxQeYks4lr/8CjqSd31t8i90IOt9bcQO6uwJhbSVVuFZ7RXnX6+sT6sXvR9jptby94m5zJuewauA33EA+KUgsZPnw4r8x5FIkQnxBPoXMR6YceYjaZUfs6oQpQo8p1ZMi/JKr/V6qrq5EqZfXaJUopmnx7sZ0/GyKRiEGDBjFo0KCf1b+0tJT3lizBffZziH9IH2MxGZH6+VC8YQuyoEBc+/dBIBRirq0l//Ov0Jw+i7p9orWv2QJCIb7PTUPqa/WS02VmkrfsMwyFRUg8reHJFouF6itXQQDG0pI6xXWMpaU4ubrSunVrDBoNxktXcGqfiMTDWqyhNjuHmjt3cOrSiZspKXXmX1FRwYsvv8yGDRswmc0MGDCApYsW4eVV996yUx+7wPY3JzMzk0VLFnHy7En8ff15YcYLdO3a9feelh07/y80Gg3duvckNS0LpUtDdJpcVI4iOnfuwq10A/6NH+VJKEi/REzLWBwc6i7uR44Yxhtvf4yrTwQCoXUhX16UisCiJyYmhqqqKoxGA8XZSbj5NaNGU0TSkfeRylQ0ipuI0tmPiqJUJk5+ioT4WFz942ziGljDScuzz3Ps2LGfnT8tKCiIfXt3YTQaEQgEdmHNzm/Grl27GDV2FP7tAxCrxXzw+QcMHTCU5Z8u/7dJ04f0G8K73y4isFOQLUdO6b0SqguqGbpzOCKZmDubbpNxNN12jCankpOvHENbpEXm7IAmq5L0Q2mE9A5D7i7HYrRwbMZhwkc1AQTcXncTVYATDToFoS2uITsvu948vv/me3r07cGBx/fiHORMblIOI0eMZPLkyb+soez8LRAKhezftZue/fpSZTIjVyopXr8RRWQTm7gGIPH0QNmyBVWXrmIsK0fs5oaqZUyde0YgFqOIaEL11WvII5vUGUce3giTphLn3j0RuzjjqG6G5txF8j//ClVCHOYaHeUHDjG4Tx/axsdzau0aHEIaUnX1GqqEeNs4Jm0Nmjv3SEhI+G0MZMfO/8idu3dJuXqbh0fSQACGKj3xc9qir6yluqCqTs7NvEu5GDVGrrx9EddW7sS/2IaKrEr2T95N+YMyXEIfvXuV3CkmsGFgnbFkMhnrv1tHdnY2qampNG7cuF6435J3ltC9d3fCRjTGI9qT4htF3Ft7h6+37f6P19K+fXsKRhdQkVGBU6BVYDEbzWTtyWDqrKf+FzPZ+RNw+vRpxGo12lspyBs3QuLmitTfn6pr16m5e48Gb71u2zARymS49O5B6c49NoGt4uBhFE2jbOIagEODBkj9/cj94GOce3RF7OJC1aUrGEtLUSe2pWTLDjwnjEGkUGDSatHu3MPUp5/Gw8ODl2bPZtH7S8lZtBR5VASYzOjup+I+YhjmG7do1aO3bRyz2UyHrl3JkkpQTX0SgUjEvpOnONMukTs3blq9O+38JHaB7W9AdnY2byx4gwOHDuDs4szUKVOZMmUKWVlZtIpvhW93f/yfCqQyo4LhY4ezeMFiJk2c9HtP246d/5rXXnudrEIDjdtOQyCwPrSyU/ZRW6unuvAamfoKHJyCqK3KpSL/BhuOHKp3jkmTJrFp81ZunF+Oo1sTzIZKyvJusnXLJsRiMe+9txgX73CCmg9DIBBgsZgpykoiPH6cLWzU2bMRpsa9uXT5IM4BbeuNIZEp0Gj++91Lsdj+k23nt0Or1TJ6/Gjavd8R90jrTmnUxOZsn7KDgfsH/tsQ5fHjxzNn7hz2TtxFSN8wtAXV3Nl0m6BuwRh1JsrSysk+lIU2s5rb390kbGhjjr5wmLD+jWgyIhKBUEDZgzIOT9+Pc0MX8q/k06NXDxr6N+SL179EqpLg2dyL1rOsYkLl7XIiukfUm4ePjw/Jl5M5f/48OTk5tGrViqCgoF/LZHb+BkRERJB+P5Vz585RWVnJ6dOn+fzYkXr9BBIJ5UePoQgPRxkTTW1WfQHYUFiESK3CkJePKCS4TrtALEH0Qx4cgUiE95OT0Fy8TOm2XSAU4NgimnsPHvDl55/zzuLFGJydMFdVUbhqNeqENphratCfOMWEcePs33k7fwrKy8u5dOkiCa+3xT+xAQA557M5NfcEQqGQI88epM2riagDncg6mcmt766jdlPTqnErct3yEcnEmGtNIBJw6vUTtF/YCeeGzhSnFHPh7bMsX7r8R8f19/fH39//Rz8LDQ1l6pNT2bV3F3cO3SYurjUrjnxJ8+bNf7R/cnIyDx48oHnz5oSEhLDs/Q954ZkXaDggBKmLlJz9WTQJaMJjjz32yxjNzh+S48eP8/jYMZg8PDCnPaRs917UHdrh0rMbeZ99gUAoRCCt6+UvUioxVVSge/CQ2uxsqi5fQdmqfsSAQ4MAKtMzqM3OQXP+IkK5HJ8ZzyCQSCjZtoPsN99BpFYhrKpi1KjRzJtr9dh/c/58YqKjGTdlCrriYhxbROPStye6q8lI8gsYM2aMbYwjR46QWVKM07NTbRs2TgP6UfnVKjZv3syoUaN+Rev9+bGv1v7iFBUVEdsmFs/O3rRY2AptkZa3Pn2LW3duUVtbi28Pf6KfsebM8WzmhWtjN56b/hxDBg/B+Ufyfdix80fkzJkzvPPuexw8eJCoDtNt4hqAd2hHTu5fwMOHaaxa9Q2XLl8lMqItTz/9HQEBAfXOJZVKOXRwP/v27ePI0WN4engwduwG/PysyaW3btuBW0DHRx4CxlrMZkO9nGwqt0DSrlUgKkjGKzDW5g2nqy6ltCCNjh07/krWsGPnl+Ho0aO4hbnbxDUAiaOEwIENWbtxLb169aK8vByJRIKjo2OdY5OSkpAqpTQeGUH+lTxkahkJr7fj2mdX2dZ/E16+Xjz39LMMGjiIx0Y9xoYv1iByEOPZwsvm8eYS4kLjYRGce/sMuvwacpydOLD/AFKVjICOgVRla9g9ZgfBPUMpTSph3JpxAJSVlVFSUkJQUBBisRiBQECbNm1+O8PZ+VNRXV3N5s2bSU9PJyYmht69e/9HL2GhUEjbttbNk8aNG7P0o49Q9u6B+Ieq1CZtDVWXr+I5bgyOURFo796j/OARqi5fxTEmGsxmKk6cwlRVhVOXThRv2obXxLFIPD0wlpZR8v06LHo9mlNnULZsYV2MicXIw0Ip27kHRVQE+tw87uXk4uzszIUzZ3j+xRfZV16BpaISU0kZYSEhTF2wkJEjR/7qNrRj55dg8+bN+LX2t4lrAH7x/njHeBNg9OdW2i3OvHUKbVE1HlGedF7SjcrMCmov1pK+Ow1loJKcczlET2mBxWjh0NR9GGoMyNQyjBVGunTpwqFDh7hx4wbe3t7sO7iPffv3IRAIGDZ0GLNmzsLX19cW2XDhwgV69e2FV2tvHOLkGM6UkZPz4wWmysvL6TeoH7fvp+DeyJ3c5ByaRzUnKqopY0aMQavTYioz8eL8WQwYMMC+YfoXRqfTMXDoEFSjRyJvFAaASaMh9/2PEKlUyCRSEArQ3ryFY9Mo23Gas+cRKhSU7tyNSKVEIJdTdfUaLn16IVJa37FM1dVUXb6KQOkIFgtiJyd0GZlUHD2Bc6/uuA7oB0IhitSHJD9IqxPOaTKZEAgEjBg6lOs3bpBy+hxlx07Sq09vPjh7FrX6UVXsGzduIAoKqhepYA5swLXkZLvA9h+w391/cT79/FNcWroSPdUqojkHu+AW7s7KoSvx9vWm8ZzIOv1dG7lhlphpGdeSKxeu2EU2O394tm/fzthxk/AM6YgF0Y/kTxNhAdzc3HjttVd/1jmFQiH+/v706N6NVq1a4e7ubvtMoVBQa9DZ/heJZYglcqrKc1A6P6pWWFn8EIsFQhv6kHpxBSrPZpiMNZRkXeSdtxfi5uZGeXk5Z86cQa1Wk5CQYA/9tPPHw2Kp1ySwWEWs2IRYbiTfQICALt278vXyFbaXubS0NNzC3QnuEUJwj0dJoA0aPVnrM0hNSUUqlfLcC89xP+M+UeObYzaYODz9ACKZiKbjm9N4aBOU3o5YKiy4hbnRdFo0Cg9H0valkrL+Fn2+6U/qnvvk7Mri9InTSCQSRowZwa6du3BQyRGZhSx9byljRo+pdw127ADcu3ePxI4dsXh7YfRwR/DdagLfeouTR4787EIYa9atwyIUkPPe+6jaxCMQidCcPouptpbarGxqH6ShuXAJp57dKNm+k+KNW8BsRurvh/fTUxC7umKprSX3g48BkEvENAoNJcPFhdrqavKWfYIqPg6TporKU2dw6d8HVVwsma+/RdAPGz+BgYFs2bDhR+dXVlbGpk2bKCsro1u3brZCJHbs/NEoKSlB6lE/9EzdwIlGokakl2XQZWXd1BoVGRVIRBI6d+rM3qV7MZlNCAQQP6ctTUZGYqwxIlFIODz+AJ27d6ZMX47MW0bOxWz82zeg3ScdQSDg4KpDrGi6ApFAxPDHhvPJh58wavwomj0fTWCXhgCYx5s5M+cUM5+fSY/uPWjbti2entYKpk9Nf5pS1zJ6b+qH2WDm8IwDpOTfQRetR5erI+toBts2bbMXG/mDYrFYqKysRKFQ/Kz8yP+OI0eOIPHysolrACKVClXbNpTv2MWyJUuJioqi78CBmNMzwdsLU8oddHfuYtDVIpTJ0OflI/XzpTY3j+y330Od2AYQUHnmLIhECCVijKVlqNu1RREVQfnBw1QcOwFCIRJXF9q0iKkjrtXW1tKtVy9uZmZAZBNEYiFGk4mtmzbRo0ePetfQqFEjzNk5WCyWOiKbKDeXiCHD/if7/B0Q/ucudv7MnLl4Fs82dT1rZE4yvCK9UcgVaDIr6nxmqDZg1BkRBApZ8v6SnzyvxWLB8iMLLzt2fkssFgvPPvcCDZoNxbthG9z8mpKbeqpOn8L087Rv36FerrV/pra21haymZubS0RkU9oktGP4iLEEBDRg7uvzbN/3J5+YRHH6CUzGf1TiEeDo5Medc99QUZyGyainJPcWadd34uzRkAH9+zJhzBC8HIvp0NKbI4f2MWPGdD799DP8/Bvw5NQ5DBk+hqCGIdy6detXsZMdO/8fOnfuTOmDUopuFNra9FV60rakcvLkKaSd5Qw7NJJBu4eRpc6mc4/OmM1mAKKjo8lPysOkN9U5Z+6FHLQWLcs+Wsbly5dZvW41fdb0J3pyC2KebkX/9YMx6U3c236XpOVXyNiTQU21lrbvdcA9wgOFh4Kosc0I7NKQu1tSaDIikvLicoKCghg7cSzXyq7Tf9tg+m4dQOw7bZgx+1mOHz/+W5rNzp+IsZMnYUmIQzV+NC59euI07SkyBfDWwoU/6/iCggLeWfQuXrNm4v3kZDAaMddoEalVOIQEo72WDCIRvs9Nw6VrZzxGj0SoUhIWFoZcKkVz5jy5739E9bXrSGRSpk6eTGRUU65fS6bydgoCuQPmGh1VV5MwVlbgNWUC6gSriCdxdebxYf9+oXPs2DEaBAfz6tdf8d7BfXTo2ZNxkybZ39/s/CHp2LEjeSdzMOqMtjaT3kTByTzGjBlDbUktuRdzbJ8ZagykbUrl5q2b3OU+vb7tR59v+mOxwJHnDyIQCJAqpdQUaynJKsbgayBuYQLZl7JRBahInN8edQMn1AFqEua2wznEmZgXYjmff5F+g/tTWlFGg3+qACoUCQkZFsrqjd/x4ocvEdwomAVvL0Cn07Fj63aaPhWNUCTk7pYUpGoZfb7tT+SoprScHUvreW0YO3Gs7Rlp54/D7t27CQ4Px9PHG2c3N6bPfA79j1Tb/LnU1tYi+BGRTiiVIvb04J0lS4iLiyP5yhVGRERhOHgYh/ohAwAAIABJREFUXXomsqhIEArxnDSOwLffwPfZqTR49SUsJhOeGdlUnTyN22PDUCfEI1Kp8Jn+NMqYaNTt2uI7a6a1IMLMabgOGUhefj7l5eW8Oncu4c2bEdoknGu5OThNewrnLp1QDR6AauzjjBo3DqPRWG+uPXv2xE0sRrNrLyatFnNtLZWHjiIuKmH48OH/b9v8XbB7sP3FCQkM5lLaZej0qM1sNFP6sJQX5j7P3Hfm4tbEHXUDJww1Bi4uPY9fgj9hQxqz7bNtLHhzQZ3zlZaWMnP2TDZt2ITRaKRX3158tPQjAgMDsWPntyYrK4u83GyEqlzEEjkNmvTg5qnl3Dz1Bc6eYRhrCjBU5/HFlpM/enx5eTlPPzONbdu2YjabadIkkpLiQvILi/EIaIlIJKYw6ypL319Gi+jmDB48mClTpnD23Hk2b16Eo0sgmvI8jPoa5Ep3HiRtpba6BIWTL6ExQ6nMv8Gbb76FysUPsVTOtWubadkyBrPZzCuvvk5422eQK63ecYWZl+nRszcZ6Wl2TzY7fwgUCgVrV69lxOgR+LXxR+wkIftoJuGh4VS4awjtb92dFYqFNH+mBYfHH+D48eN07tyZyMhI4mPjOfzcAVpOb41UKSVl/S3yLufh3cKbTz7/hPKycgJ6BCJVPfJYULgraNApCKWPkhvfXMdZ5YRPpC9SZd1cJT6xvtzbfheLySoUFBQUsH//fgbuGopEbn2xdW/iTpPxESxZtsQekm2nHmVlZSRdvoLvgnm2NoFQiEOHRNZu3MB7774LWL0xN27ciF6vZ8CAAXVyL50+fRpVaChiJzViJ7Wt0IHm3AW0d+9RW1aGa19rrkJ9QSHV165DtZbX5sxh5ksvUVNQiOuAvlj0eqoOHuHLlStR9exG0HsLsRiNlB86ij4zG2mwG+5DB9vGNVVr0ecVMHXq1J+8PoPBwJDHHkP5+HDkja0hbeae3dn56Zds27aNwYMH/+Sxduz8HrRu3ZquHbpyYtpRgoeFgEDAw80PiIuO58zZM7h7uXP61RO4NnTFJcKNvJM5RIRGkKXNpuWsWJunTbs3O7Bz5FYeHkxD7i7n5ifJSCQSIic1I3XnPVxCXfBs7lW36IhAgHcrX6rzqgjs05DjLx1GKBJy5aNLRIyMROFpDdGzGM2oGqhIWNwObbGWZU8vI7JJJBaLBYmjBH2VntRd92n1XGtbugMAnzhfkgVJ3Lx5k2bNmv22hrXzk5w7d44RY8eiHDEU38aNMFVUsHbrDqqmTmXVV1/9v84ZFRVF2b37lL7+FkKZFMdWLVG3a4vm3AWce/ek9sIltm7dyuOPP47ZYkEYEoxTXCwVBw/j2CwKeegjr3+RWoWqTRwuNbU4GQ0om0VRdP0G6jZxtgIJAGInNfLQEAz5BZhy8ohr1ZL4xESKlApkHdtTun0nTokJdY6Rh4ZQI5Ewb9483N3dUalUBAQE0LlzZyQSCaeOHePp6dPZPX8hFrOZzt2788WpU/VSgtipj11g+4szY+oM2rRvg0uEG77xfhiqDVz//BrNo5rxzDPPUFJawhuj30Dpq6KmRItvnB9tXk6kICm/3g1kNpvp3KMzhiATfTcNRCQVcnfjHRLaJ3D31l2USuVPzMKOnV+ey5cv0617TxTOAei0peSdP42TRyjNO00nK+UwmvwrvPP2W4wcOfInQ3369R9Eer6e5l1eQixxIC/tHHn5N2jR9QUcHN0AcPWJ4vbZr3niqWeorq5m+PDhtI6NZcvmbRhNJpw9w6gofkh1eS5OnqFIHZSo3YMRix3Iy7hGSPRgPANbAeBVXcqrc+fRuVMH3ALibOIagGeDVtzPucipU6fsYoCdPwy9e/fmwd0HbNq0icrKSlpPbs2KVSt44P2wTj+BQIBLIxcePnzU/vEHH9M0uimnXz9BraYWs95Eg45BOAU5kZ7zkG+//xaXBNd/HRJjjREHZwccvRxRipWUpBZj0psQSR8Jz8W3i1D7q7ix6hpKZyVbtmxBqBTZxLV/oG7oRNaRrF/YKnb+CvxkFdx/Con58quvmDl7Fg7RzbGIxSz+6COemjSJxYsWAeDi4oKxsrLeKYwVFQilMvjB2790+y6qLl9FHt4Imb8fT02bitjVFc/J421jOYSGkjV/AbKQYARiMQKxGJe+vai5e4+a6zcpdXRE2boVpvIKSnbtwWKx0LptW4QiEeNGjWLOiy8il8ttczhz5gxCJ7VNXANrpTpxm9as+v57u8Bm5w+HQCBgzbdrWLduHavXr8ZisTD3mddY9tky7mrvEjipIR7lntxaeRO3fBdWbfuaLVu3cKDsUF2xTCjAJ9aPq4sv0SA4kHnPzWPOK3Mw1ZqozKzAJdiFkpTieuMX3SjEKciZ0/OO0+LJljgHu5B5MoO9E3fR86u+yN3k3Pz+BkFdrSGjCncFoSMb8f3672kS1YSUDbdIWX8bgUiASfcvXkEWMOoM/zaaws5vz9uLF+PQpSOK8MYAiJ2dUY4Yxoa332PpokW4utZ/R/l3VFVV0bVXL5StW6FMTMCs01G2Zx/ZJ08hD2+MIrIJFVnZ3Lt3D4B1Gzag9/NFs3oNYk9PMP+Id7HZTFxcHLdXf4s+Nw/EYoxl5fW6GcvL0aXcRXD/AaGdu7Lt3FnUI4cjEAgQqVVY/sUrr/L8RSoLCvhk3x6MBiM19+7j6OqKXCDgwJ49tGjRgq0bN2IymbBYLPa8gf8F9hDRvzgRERFsWruJtM9T2d5nMzsGbKGxIIxtG7cBMPe1ubRs1QrfWD/6rxtM+wVWV7ebXyUzsPfAOuc6evQohVVFtJwVi9xNjlQlo+mk5iiCHVm/fv1vfm12/r6YzWYGDxmGV1gvoto9RUj0IFp0m41WU0D+wwvoKtJYsvhdnnjiiZ8U15KTk7lx8xYNogYgkTkiEIoQisS4eDexiWvFOde5c+EbvIPb4OzXltmvvE18m7bMmv0i4YlPE9FmAiHRg/FpGI9QLMXFOxy/Rp3QVZVw++wKlCpXm7gG4ODoipt/a27evI1IWl+QljioqKioqNdux87viYeHB927d2f7nu30G9SPrVu3knUis04fs9FM3uU8WrRoYWsLCQkhsGEg7lHuCAQQ2LUhsc/HETW2GX1W90fkK+bBnlQqsx4JFKX3Ssg9n413rC81xVoQQvv27bm08Dw1JVrMJjMPD6VxZ+Nt8q/lk302G7FCwsL3FqKvrEWTXVfsyDyWQZvYhF/XQHb+lDg7O9OydSxVp8/a2ixmM7oTpxg9YgQFBQU898ILuE5/BqfBA3Du3wfXF2awfNUqLl26BECHDh2QGYxUnj1vC7vU5+dTefospqpqBGIxufMWoL1+E/9XX8JzzON4TXsK5fChVBUXwz+FiwmlEuRNGqNLz7C1CQQCpH6+WLBQcewEuR98TMHKbzGWlCJvFIppcH8M/XrxyY5t9OjTp07op8ViAcGPvOYLBFiwh4ja+WMiEokYPXo0B3cfZNuGbSRdS6JKUU38m23xjfOjYY8Qun7ZgytXr+Dr60tYaBhV9+pXZdc+qGbNd2tISb7NqMdH4ebpzt7Ju8m7lIsmR0N1XjXJK5IwaA0Yagwkr0hCk11J5skMOi7qQuNhTWz5pxx9lBx59gBbB23CwcmBRoPCbePInB0oryxn+cfLubXqBk1GRNB8cgturr6BocZg63d/+z18ffwICwurN1c7vx/3H6QiDahbQVakUODg4kpOTk6ddqPRyJsLFuDp54tEJqNtp462Z8E/+P7779E6qXEZPACJpwcSL08UTaOwGIxIfX2wmM0I0zNo2rQpAIbaWvS5uXhOHIdQJkObkvJD2oBk65gVFeiTknliyhQ+/uBDyr74Gm3yDSpPnUaflw/8kD/u7HlMxSV0D2zIpXPnSL51C8Ib24Rnx5YtqDh2ArPOmkPaUFpK6bad+L34PG7jx+A1ZQK+s55DW1mBqW08vfv3x2SypvgQiUR2ce2/xG6tvwHdu3fnQUoqubm5KJVKnJyc6ny+ae1GuvbqytFph1D4KihMLkDlq+adxe/g4+vDhPETAEhJScGtqVu9XV91lDM3b938za7Hjp3k5GSqtXoC/B652YvEUnzD2vMweTtzX53D+PHj/+050tLSULv616k4av3buvAwm4ykXdtGRMJklC7Wh6+lYRz3L36L1EFtE+FMRj2ZKQdp2mEqCpU12a2LV2PSkjZRVV7fc0YodsDTyZ20zOt4Bra0ja/TllFW+JB27dr9v+1ix86vgV6vp2PXjvgNDmDwouEYdQZ2Pr6d8++eocmISAw1RlJW3iS+ZVydBOqZmZmUlpRaN2PGNacgKZ8t/Tfg4OqAV7Q3AT0C0TyoZO+YnXi08EQgElB4rYCYqa24/OEFVL5qBvUbxII3FzB24li2DNgIWBNeB/cKwTfOH78Ef64uusTtXbdoObUVR2YepMVTLVEFqMk4ms69bXf4YMfS38t0dv7grF7xNe06dULz4CFmTw8sqQ8I8fHltVdeZcOGDSgjmiDxeORpLHJ0RNoymg2bNhIbG4tIJGL5xx8z6LHHKD9wCKFCgbGkBKGDHLNOiyohHs2Zc7j074tI8ci7zLFpJGU7FdSmZ+IQ0tDWrs/KxqLXU30lCbGbK6q2bahJuYvIyQmLTIdLrx7IGvhTfTUZzbnziBwdEbu6IB07iutLl3Hy5Ek6dOgAQEJCAqbSUmpSH9hCjsx6A8bzFxm36L3fyMJ27Pz/2Lp1K+Mnj0egEBI1sVmdtYeDkwO+Lfw4f/48jz32GK/Nf43b39+k0dBwLCYLKWtuIa4W06dPHwDGThyLqKGIYR8/hkAkZPeY7biEuVKQlM+Nb5KxmC2IFRJU/iqqc6twj/Tg3MLTFN0oJLhXKJ7Nvbi39Q4Ci4Cmk6IRioWUp5WReTyDjP3pTBs7lejoaIy1RhoPaYJIKqLoegHbh2zGN96PsvtlOOhkHDlw5Kc9Z+38LrRqEcP+e6k4BD1KdWQsK6e2vJyGDRvW6Tv12WfZdOwoitEj8XN3415SMp27d+fSuXOEh1tF13OXLsEPv+mGwiLyPv0CWQN/nLp0Qpt8A82J0zTw9qJfv37cunULZ1cXNCHB5C9fgVPH9rj07oGhsIiSrTsoP34KCouYN/c1IiMjiYyMJPn6dVYcOYQsKpK8jz5D4uWJuboaU0Ulyz/+mLMXLzJi3DhM+lrM0kce/Y4totE9SCNr/kKco5uhe5iOY7OmSDwfVYmXenmiaNYUTCb0Mqk9ouZ/wC6w/U0QCAT4+fn96GcNGjTgq8++ov+w/vi3D6DVzDjUAWoqMiqYPmU6/fv1x83NjcjISEo+La5XUaTyRjlNxzT9rS7Fjh2MRiNCkajei4pQICI2thWzZ89i27ZtVFRU0KVLFxo0aFDvHM2aNaO0MA0/ox6R2JrfycU7grTkHWgr8zEadEjlTjZxDawCnFtALA+SttratJX5yOQuNnHtH7j6Nqc45ya12jJkChcAzGYjmoJk3ln2Lh8u+4QHl1ah9mqO0VBNaeYFXp7zElJp3VxTduz83uzatQuJl5TwEREASJUy+nzTn8PPHKDg1FGcnZ0YP2Y8L7/0si0XmkQiYd2mdfj3a0DTSdacVU1GRHJ95TUKkvJR+qq4+P55BIDcS0Hh9UJMOiNmi5nLH11C7a1CJVDxypxXcHBw4MKFCzTsHoKuooYuSx9VkTMbzeRfyUOqkOLXNgClv5q7W1LQldTgHOwCFuz5buz8JKGhoaTdu8e2bdvIyMggZtaLdOvWDaFQiFAorONhZsNsQSh8FK7crl07RIBZKkMZ2xKBUIjU3w+HkGByFi1F7On5owmvEQqpSU1FFhwEZjMV+w5iLC1D3iQcRWITarOzyf/0CxAA2mok3t6UbtuBIioSt+FDsBgMVBw/idvgAQiEQsRhoVy+fNkmsMlkMjasXcvg4cMxRjTBpFRgunmbnp06MWTIkF/Fnnbs/BLk5OQwftJ42i/rxMMDD6jKqeuhZrFY0ORo8PLyQqlUcvr4aUZPGMPGL9YC0KlLJ3Yf2YlEIiEvL4+DBw/Sf8dgWwqBXiv7cfr1E2hSNQjFQoL7hKIrqaEqrwqT3sSFxWcpulFEn28HIHawLpUbDWzM3rG7OTH9CKowNSV3imnYIwTPlp588MmHOLs6IxSKMBvNiB3EtHklkfK0MjKOplN8roiHebn297s/IK/NmcPOhAQqHWQomjXFUFREze59PD9zZp3UR8XFxaxevRrPV15E5KgAQBXfGkulhneXLOGbFSsAaBwayt69e6zHbN6GU6f2OHVsD4Bz9y6UrN1AeUYmTh4eIBaBSETt6TMooiJx7matMCv19kLq7UXOkg9xcXLilZfm2OaRnp2NLDICVetWODZvSm1GJkKZDM2uPUx99llUnTogbdEMQ9pDyo8eR+Drg7pdWzCbkbm44uTlyStjxnHmzBn25f6IE4BEgsVkQqxQUFVV9esY/W+AXWCzA8DmrZsJGRpGo4GP3J6dAp3wi/Vn7969jB49GplMhrhWzIlZR2k1Kw6xXMy9DSnoMmoYMWLE7zh7O383YmJiEGKirOAuLl7WvAlms4mynIsMHD0QP/8GiKVOaGuqqdVOI8Dfj4AGAVy/fh1nZxemTXuG556dQd8+fTh+eg1eoV2RyBzJT7+AQCji+onPULsGYtBp6gnKRn0NZpOBsvw7uHiHI5E5otdVYDab6iy6dNoyvLw8uXF8Ge4BMcgU7mgKkmkVE8mQIUMYMGAAa9euZeu2nZiMFlI0aha+/Q4LFi6ke/eerPz6S9zd3etdux07vzVZWVkog+qGNMtd5QT1bEgXVScWL1oMwGeff8aLL7+If1wAJr2ZtNOpDN1b99kQPjyC6yuv0eXD7qQfSkMkExMxKgqz3sT1Vcl4KjyIataUuBatGTNmDC4uLnzyySfUmHUkTGvP/il7uPLxJRoPCcegNXD2zVPoqnRYTBbOvX2Gzu93I7BTELWVtRybdZjgkGB8fHx+K1PZ+RMil8t5/PHH67X37duXZ2bMQJqbh9TX+h0yVlSiv5LE4z9858Gah+2xESNYs24t8saNkPn5WvtWVmIsKcFt6GA0p8+ibNEcwQ9hNrUZmRjLyqk8dwHNqbOY9XpUKhUuPbri1K2LdV6NwzCWlqJ7kI7P1CcQqVSYdTqK1qynbNdeFM2iKNuz3zYPQUFhvYJT3bt3J+3ePdavX09ZWRnd31hAfHy83YvGzh+aDRs24N+xAW7h7oikIg4+sw+/BH88mnpiNpm5s+42aqmKhIQEzGYz7yx+h1u3buLoraQyt4Ijh4/SpWcXvvnqGyQSCU4+zjZxzWKxgAUiHo/iysKL+HbwJfNoBhGPRxHaN4zM4xmk7X1As8nRNnENQOWvxj/WnwhVEw6fPEz/dYOQu1mFlqoxGuZNmEfnrp24teoG0dNiEAgEOAU5o83SMnHCRLu49gclPDyc08eP8+Krr3Ju2ad4ensz/+VXeGLKlDr9Hjx4gKO3l01c+weShoFcu3jV9v+kiRN5b8kSNKc8qX34EO8nJto+EwgEqDq2J+/DT3AdPABVfGsEAgE191MpXPktxtIyxK7WDXmJpwcitYrSoiIMBgOSHzZpwoKDOXXpAmDNqSlvFIbFbKY6JxfXIQNRxbYErM8PnNSU79pL+f5DWIwGpDIZ73/yKWPGjKFDhw5sT0zE1KUToh9S6ZgqNVQlJeMxegSaYyd/MqImOzubPXv2IJFI6N+/v32t8iPYBba/GRkZGdy5c4ewsDCCg4Nt7SKRCHT1+1uMFoxGIx27dSTlQQoe0V7kJeWwe9R2BGYBffv344NV7zNv/jzyivLo3qk7I0aMQCaT1T+ZHTu/ECKRiA3r19B/wCA0heEIxCqqS+4QEx3JylXf4uSXQPbdI3g1jMdR7cODpM0YHUIJaf0ktTXlvLvkMx6kPuC71d/w3nuL+eKrFeTm5CBXeeEbmohc5UVu6ilMxlryH57HJ7gNAIbaanLuH8diMXPv0locnX0RSxSYTUYybu4hMKoPQqGImqoiMm/vR+3iiYd/UwqzrtIwKJDPPl7EoEGDEIlEiEQiJkyYQNeuXYmMaoZP4z7ERDfDZNRz7e5huvfozZXLF+wLITu/O61bt+btZW9jNpox1hgQiIWIHcQUny0kfm48mZmZpKenM2fuy3Rf1QuVnxpduY70gWkYa4zwT1kJjDojIomI3AvW3Ca9VvRFKLaGSTfoGMT2QZtRO6nZv2cf89+aj0gmxtFFgcBRwM4RW4l+uiWlKcXsm7wbk8GESCSi49IuuDVx58BTe9jcdz2O3kqq86vwC/DnzNkzv4fJ7PwFcHd3Z8UXXzDlqSdxjIzEIhGhTb7JnBdnEx0dXafv1198QUF+PoeXfYq6XVvEbq5ozpwFiwXH6GZob94mZ8kylDHRGMvLqbp4GYvZhEVjQurvh9zPl5qkZLxa1D2vLjUN98eG2hZAQgcH3IYMIufdxYhcXRA7OWExGqk6dQZpVTX9+/evdx2enp7MmDHj1zOUHTu/MBqNBpHKumHpHOxC/JwEjr98FLFUhFlrJrxROAd2H0AoFPL999+z99Q+5IEKXIJd6PV0H8QKCRlH0unZtydnT56lPLeMG98moyutIedcDtoiLRajGYFIQO25Wjq+2xnP5l4A+Cc2oPReCUatsf68Sis5euMoQT0b2sQ1k96ExWzBN8GfxPhE1mxcw9HJh3AJd6EoqZAQvxDenP/mb2c8O/81zZo1Y/+uXf+2T3BwMNqCAhy1NXXC/Y0ZmTSLjLD97+XlxbHDhxk/ZQrFJjMWk8m2sQKgu/8AiacH6jZxtjZ5WCiOLaLRXLqCS4+uAJi0NZg0VfgGBNjENYBBAwbwwUcfUXbpMkJHRxxjojFWajDX1KBs0RyLxYK5RodQKkEZE03J5m34zpyOUOmIIb+Qp2fMoGXLlkRERDDjmWdYsmgpitaxAGguXELq403Vhi28v2RJvZRSAB98+CGvvv46yqhIMBqZPnMm3379NUOHDv0vrf7XRvDPCVH/TrRq1cpy+fLl33sa/zO1tbWcOXMGi8VCYmIiMpkMjUbDvDfmsW7jOswmM4MGDmLea/N4/qUX2L17F57hXhTdLaRrl66sXb0WBwcHLl26RI/+Pei6sidyN+sPR8mdYk48e4yxY8Zw6N5h4uYlIBQJsVgsJH14hQhROI8NfozxU8YT3D8UuZecvKO5uAldOXX0FAqF4j/M3o6d/43CwkLWrl1LQUEhnTt3QiQSMXLME5gESlSuAfiFdSD95h4sZhMNmz1aeBj1Wq4ceBsHBwfc3T2YPGk8899YgEzhisotkNL8FMxGPXKVF7qqYmQKZ2RyZyqKUvEOTkCrKUIoFOLu3xxDrZaSnBtUlaVjAWQOamqqS/EMbEVoiyE/jFfD/Qtf8O3K5fTt27fONbz66mt8v+U0AZGP2i0WMymnlrFv91bi4uL4syEQCK5YLJZW/7nn34c/8zPHYrGQ0D6B63euU1tlrULl6K7AXeGOWCImPz+fWl0tErWE2FltqC3XcfnDCzi4yXELdydxXnsEQgEWi4Xz75xBIBQgcZQiUUpoNqGuoHD6jZMYtUbavdUBi9nCnY23ubf9LgPWD6YivZxD0/bTe2U/HH2UbBuwiZYzWxPU5VGelMKbBRybdpgTx078Ke8dO3888vPz2bp1K3q9nn79+hESEvKTfa9evcryr75i+65d1Hi4Y6yuRhERjrpje2pS7lC2/xD67BwQCBA5OeE2oC+mykpK9x/CYjTiPXk88kaPkqCnv/Qa/q/MRvxPCx2L2UzG7FcQSCSIsSAQimgZ24rvvl5ZZ+P0XzGZTKxevZqvVn+LQW9g1LBhPPXUU3+Zqob25059/qzPnUuXLtFzUE96fNcHiaNVXNCV1bB35C7Wf7fellsNoGP3jmgaVXNv2x0GbRmGQPhoU/Lqh5cJqPTj6PGjOIe7UnqnmPYLOuLbxp/ach07Rm5DJBEydFddT+sH+1K5tPQ8/dYMwtHLEYCCpHyOv3SERkPCMWqNxM6M486m21z/+hpiBzG6Mh1t2iRwYM9+Tpw4QWpqKs2aNaNdu3b2jdK/CBOfeILtZ8+gGNAXiZsr1deuU7NrL+dPnyYyMrJe/w7dunJLKkbdoxtg/e3O/eBjJO7ueI4bVadvxbET1KZn4jlhDKaqKorWbMCYmcWKTz9l1KhRVFRUYDabaRoTg75RKIr41piqqyndvgtjZSWW2lpcB/an8vhJDMUlAMgjwtGlpRP45lzbOJX7D+GZnYtYKqWmupqcygrEYaGYysqwmMxYNBriwhpx/PDhetdz69Yt4tol4jpjqs3TrjY7h/LlK8h8+BA3N7dfzNZ/Fn7quWP3YPsTc/jwYUaMGoHCx/rjX51bxZrVa5i/cD5lqnJav9cGoVjIqfWnadayGcpgFf22DUIil2DUGbnwxllefu1lPljyAbGxsTz7zLMsHb2UgI6BmLRGcs5ns3rlap6Y+gRtP2yPUGT1MhAIBERObMq2fps4fOgw7ZZ0xD3SmiQxbFBjzr50iuXLl/P888//brax8/fA09OT5557zvb//v37EYullBc+JKip9QWsujwX39C6bs5iqQIHpSd+YR2RytW898EXODi60azTs2AxU5p7C6VLA4RCEXLvJnj4N0enLcPVJxKF2ouii2uQOqhQqLy5eW05cpUHPqHtKcu7jb62CgdHN0JbDLFW9ilOo7woFYHElc+Xf1lPYLt3PxWp0qtOm0AgROXsQ3p6ul0ksPO7U1hYyN27d4l+KobgXqGYak0kf5VE6s57xL2SQPMWLTn9xklKbhdxaek5akpqaDohmvBhTTgy8yBbBmzEu6U3hckFOLjI6bqs+w8V2+q7TVfnV9FoYGNEUqv3QtTYZuRdyiXzRAYNuwXTsEcIFz84j7BaiFlvxrVR3Rcr784+AAAgAElEQVQ6zygvHJQOBAQE/Ca2sfPXx9vbm8TERFJSUqiurv7RPkajEbFYTExMDO8uXMjq777D5/npGMsryP/sS7S372DW1mDBgshJjUAsxqKrpWj9RgQODlh+qOxWuHoN3k9OQRbgh7FSAxYLVVev4dypg20s7a0UBBIx67/9lo4dOyIUCn/WwmbUuLEcuHABaftEBGIxb638ms07dnDi8GFrFIMdO38QYmNjGdxvMDun7CJwQBAWM2RsT2Pi+Il1xDWAGp0OQ7UelzDXOuIagIOXA0d2HKHXN/24teYGvq198UuwPhscXOQ0HdecpM8vY9QZ64SDSuRiJEop24dvISixIVWlGsoflNFuQUfkbnIOPr0PdQM1dzbepvvnvXFu6ExNaQ2X3jrPS6+8xEcffPTrG8nOb84Xn36K9xtv8Nnyz6ksKyemdWs+2rPnR8U1gO9XriKxU0cq0zIwe3tSdfM2AoWcmvv3Met0CH/Y3LCYzVRdSUKfX0DGy3OxGE2IXJwRms1cvnKFZ194AV1NjbWqdONGuPa33gMSPPCe+iRZ8xfiEBZGyeZteIx5HEVkE8zV1RRv3IpY6VhnTiJvL1KTriF0VKDPykHs4kztlau49u2Nqk0c5poazr3xNlqttp6jzLr165G1jLGJawAyfz8cmzRm586dTJgw4Zc0958au8D2J6WkpIQhw4cQv7At3i2tuUEKkvIZPGwwKi8VPRb3sT1oWs5uzfou35Mwvb0tB4HYQUzzGTF8Pf5r3l/8PgKBgHlz5zFq5Cj27NmDXC5n0OpBlJWVUV5Wjlhe96sikokwmUzIXB1s4hpYxbfA/kFs2b3VLrDZ+c1JTEyksiwXkUSOrqoEB4ULDo5uVJVn4+L9KL+g2WRAV12K0jUAB4UL4fGTuHLwXYx6LSZjLQiE+IYmknp1E2aTEYvZSGl+CkpnX3RVJRgNOsxGAzdOfoJvaAf8G3cCICC8Kw+StlBWcPeHMNJ1VJfn4ObXDKFYyqGDhzhw4AA9evSwzSWhTTznr6yBwFhbm8lkoLTgAS1atPjtjGfHzk+wctVKfNr6EtqvEQBC8f+xd56BUVXp///cqZnJZNJ7SCUNCBBC770XpQo2VBSwYlsrWECxY9lVRAElVCGA9B56b4EE0nsjvUyml/+LcYfNor/9u7viovN5l3PvPffMwwznnO95ioikZ7pRerwYhZeCY28cxjvWh8EfD0UsFVOfW8fBefvwT/QndnI8WRuv49POl4oz5dTn17P9/h+x6MxYzBbajo3GPzEAm81GcWoRddl1tBnQOo+UV4w3mnJ7kmulnxJrupk3X3+T5PXJVJwtR91G7bi3PqcOnVZHUVERQUFBt89ITv6QaLVaxk2cyNkLF1BGhKMtLKJbYiLbN2/G1dWVtevW8cqC+ZTk5eMXFMT8V19l8qRJdo8VQUDi7YX/7EfQZlynftceRDIpfg/ejyLWnjen6ehx6nfvI2yxPYSs4UAqFV/8DbGHB5aGRkRKBY0HUrFqtShiojGWlNKw/xAhQcFMmTLlX45fr9cjlUq5evUqO/fuw/ul5xD9lAvKFh/LtS+WsmvXLsaNG/dbmtGJk1/Nsi+XMXnfPtb+sBZBEFj8zSKGDBlyy33T7prKp+s/oyq36hahrHhvIeFDI3EPc6e5uInwwa2rQsZNiyftm4uc+/QMPV6wOyVoa7RcXnaJLnOT0DcZqN5Sib5Zx8QtUyk/XcqJt44ikoq5+OV5+r01AI8ID8Cel7Trqz1Yee9KPlj8wS2eoTk5OSxfuZyqmipGDBnBxIkTW4X+OfnfRyqV8u6iRby7aBEWiwWDwYBCofjF+48cPYrVaqM2Kwu3qiokRiPKwQMwlpVT8cVXuA8ZhEguo+noCawGAy4x0fhMuguxyhWRXE7Nhk0sXbsGv0dm4hkUSOWy5UjjY1u9QySTIQ8NwdzQgHpgf1wT7GKf2M0N3wdmUPLGQkx1dUi9vABouZoOgoA8KIiAuY8hkkoxVlZSufRbJF5euLS1e0EbjcZbBDajyWQvzPDPiMUYjcb/wLJ/PJwC2x3KDz/8QGDPYIe4BuCfGIBfD3/0tbpWpziCIGAxWlD6tv6hKLwVtDS1tEri3rZtW5555hnHPaPGj8IrxovMjddJevKmAJCzNYuk7klkF2Rjs9pavc/QZEStcvuvf2YnTv4VKpWKpV99ySOPzKLgylba9XmUwKjeXD26FKWbP15B7TEZWshP24q7b1tcfqruKZW7onDzo6m2kNryq5gMGlSebQiI7E3xtb00VOeQOOQ55EoPbDYbpVkHKcs+jMVsJLBtX8f7BUEgOHoA1SWXKMk8hL6lls5DnkUkti+iGmvyGTN2PC+//BfOnD3PkdRDKJSuWK02uLoN3/CemI1aqvIOMXr0KGJiYn4XOzpx8o9k52Wjila3ahMEAa84H6qvVtFY0MDQT0c4cql5tvWiw4MdydmSRWCPYJS+SuKmtqMotZDYSXF4x/ngGqCi4mwZR19LRaKUYjVbsRotKH0ViOU3F3A2q43SEyW0v7cDFpOF8v1lLP/kW0aPHk1MTAyDhw9GEEFw7xDqc+o59+kZ2gwKZdS40Vy9dMXpyebkP+Ivr7zM5boafF59EUEsRmmxkLZuI3955WWGDBzEnHnzcJ06kbC2URiLS3jtvcVYrVZiYmMp2r0Xbfp1rC0abCYzCAKqpC725NOAIBLhPrA/zafOoM8vRBkfi9eYkehzchEpXJAF+KPPziXgqbloTp+lYfc+JD7euPXugVejhgsXLpCUlPSz4z5x4gRzn36aa1evIpPL6NIlCXlstENc+/v7iY/l0OHDToHNyf8cgiAwYsSIVgeSP8fcuXP5YcsPNMjqOThvH12e6Ircw4W87Tloy7R4tPXEarHiHulByfFignoGO56tOFOGxEVCY0EDP4xci0eUJ/W59bSb3p7w4ZE0FjZyY2s5UpGUkqNFnP/sLIM/HoZPe182jV2P+0/i2t9R+ioRxAKNjY2tBLbNmzcz89GHiBgTidRTyo8vbePl115m04ZNv/gbdvK/y1dLl/LGwrepr6nB08eHN1+fz+Nz57a6Z8OGDTz+/PO4Tp1IeFQkhqJimjekID5xGpvBgNhspmnLNhQKFwRvbwSZDI+B/ZB6ezn60GXn4nv/DEeRHVlwEMaSUuh28ztjs1oxlJZhM5ux1NYhC/BH1cWeekMklSLx8KDl0hWUcTE0nzmHLjsXLBa87hrnyA0nCwjAY/hQmk6ewtzURHz79nh4tP5uA0y6+26WrliBZUA/xD+Jb6a6OjTp126JzvmzI/q9B+Dk36OhoQGp560nH6pAFc3lzbe0S1Uy8nbmtGrL35NH9z7d7aXof4bS0lKys7Pp+/ZAilOLOPTCAa6vz+Doa6lc/voSVdVV6Fp0ZG267nhG36gnd00Wj8589Gf7dOLkt+bee2dw+fJFOidEk3bwQ66f/g6r2Uh+2lZOb3ud83vexahrJDppquMZi9mIrukGBVd+RCZX4R3UgZzzP2DUNSIWS3HzDMVmswL2RV9I7GDEEjkIIqxmQ6v322xWxBI55TlHCIzs7RDXANx9IpEpvVi8+H1yKyR0GTmftj0eQ+UVhshYRvnVtbSUHeC5p2ayZvWq22MwJ07+BT2SelB3rqZVm8VkofJcOS5eClz9VQ5x7e+4BbtRm11LxYVyyk6X0VzaRNjgcHJ+zMY1wH5/cO82dJ3XHW1VC+oId4w6E9pqLcdeP0x9bh112bUcfuUQLTc0nPnoFFsnptAlNpGRI0cCkJSUxBdLviBt6SV2PbydKysvkzinC33m96fNsFCWLlt622zk5I/J96uSUY4agfBTCKUgFqMcPZxVq5J5/e23Ud41DkV0WwRBQB4Wiuu0ySxc/C4fLV5M05FjeI4cRpu3FxD6zpvIgwKR+vne8g6pvx+W5ibH3/I2IQBYtTokLi407tyDx7AhBDw1F1VSF5pPnKJIr2PQ6NEMHTUKnU7Xqr+srCxGjh1LZUI72ry/CJ8XnyO9uRFNZvYt7xY3NhLsrLLr5A5GoVBw7NAxvl7yNWEuoZydf4qjTxxCf06L2WKm8HABm+/eiEe4O3k7c7iy4jLNZU1Unq/g7MencWujZthfR4IAbcdGM3HzFDrNSkQQBMpPlVJbW8uIoSM4+9EZYqfEO6J2fDv6UXKsuNVYqq9WoVQq8fW9+Ts3GAzMmj2Lfh8NIKh/MBnJV1GGKpG0lzFg+ABmPz7bnk6kqYm//vWvzJoziyVLllBfX39b7ejk/49vv/2WlxctQjpjGm0+XIx0xjReeecdvv3221b3zV+4EOXE8SjaRiEIAi7hYajvmYwgCJw7dozTR46gra/nzNFj2IpLMNfWYTO3Lqxhrq11zAcAbr16oDl/Ec3Fy9isVqw6HbWbtiD18SFs8UL8Zs2kbss29AWFAFhaWjBVV9Ny6TJV3yXTknYFt769kHi4tyq8ACD19cFUUoZx116+/eqrn/3sPXr04KH776d+yRc07tpL47ad1H/+Je8uWkRwcPDPPvNnxenBdocyfPhwPvzrRyQ82gmp0r6BN+vNFB0qRBAJXPrqAh0e7IggEshIvoJJY+TKyjQ0FRr8EwOovlpF9uZMHn3wl4Uwi8WCIBJw9XdlbPIECvblU59bh4u3AolEjN+YADr17sKh5w+QuyMHF08X6jPqeGLuE9x99923yxROnNxCXFwcJ44fIyUlhcfmPktC/yeRyl2xmA3oNDWkH1tKee4xJDIlUrmKhoo0JGIxCpUPYR3GYLEYubjvA7RN5QTHDMSobyYt9TOiEifhE9wRQRAhdVEjEssovLKN6G4zALu4VpJ5AJmLCxajFbPp1hxTJkMzPiGJBEfbc+pIpC5EJN5D+qEPOHvmJHFxcbc848TJ78l9993H+x+/z8Ul54iaGIOpxcj15RnIpXJqzt2gsbABTXkzqqCbnst5u/MQy0R4x/pQnVbFjvt/JHpcLLoaLVsmbyJ8WARNxU3cuFSJzWZDLBIxMWUKNRnVnHj7KDXXqhFEIsKGhBPcK4TLX19E16hj+pTpiEQirFYr9fX17Nu/D5mbnOB+IcTcHYs61J4M3j3WnezsWwUFJ05+DfqWFsSurb3/xUolupYWCvNy8b1nUqtrspBgblTXcOr0aby6d8O1c8efHhKj6tmdhgOHQCxGERuD1NsLq16PPjcfr3H2nDo2qxVdZjZoWxjYrz8PvvEmqceOsvb9j+3hOTIZPjOm4doxAZvFwqXkdby1cCHvvfuuYwwff/op8l49HF4MEg93PGbcQ8nrb9J48DDqwfa5R3c9E336Ne7bmPJbmc+Jk9uCVCpl+vTpTJ8+HYB7Z97L2fLzjP90Ii7uLlSnV5H6wgG8YrxJT75Cxpp0ZCq753Tt9RpMGiOdH+tCevJVXLwUeER5Unq8hKvfpWG1WDmccQS5XI6mUkNzWRNuwWo6PtSZ/U/twWqyEtwrhPqcOs4tOUN4cDjr1q1j2rRpSCQSzp8/j9LPFa9Yb7ZM2kjv1/sS0jcUAFOLiW1zt9NlWRfeeuct3OLUeHTy5Pj+Eyz+8D1OHDlOdHT0//XRndxm3lq8GNfJdzmEL3mbEGyT7+KtxYuZNWuW476ivDwCH5je6llZaBuKysuJiopyhAcHBQUhiES4dU2k8WAqLtFtEf10TeLthS4zC+VPVUolnp64du5E/YZN1K/fiNlkQtkpAf9HH3KIeO5DB9F48DAM6k/TjzuQBwcROO8pwF4ltPHQESyNjZiqqlsd+OguptE1Pp6N69f/n2LZZx9/zL3TppGyeTNyuZx7Pv8r7dq1+8X7/6w4q4jewTz06MNs3b+FuBntEQTI3HQd71hvOs5KZPesHRgbDSCAe4QHMpWMPgv6kbUpk4aCetSh7qiC3GjaW8/dY+9m9KjR9OnTB0GwuzZXVlYSFhZGl+5d8J7iR+QIe9Usm9VG6jMHaCpuYsLWifb7CxrITLlOfXYdiSGd2bNjz+9sGSdO7KxYsYK33vuGNgk3N0Fmk57LBz8Bmw0373CaawtxV7vSvl0cp86lodfUIpbIkSnc6Tx4HiKx/RxC01BGxvFldB35GvqWOtKPLUWh8kIhMSGSeyBTBlB/IxOLqQWz2YzC1YPmxhr8wroS2XECgkhMfWUmWefWEtX5bnzbtM6vVnhpNV98/MYfQpx2VnO7lTt9zrlx4wbz35zP9p3bcXFxYeb9M5k7ey5LPlvC8u+W02LSkji3C64BKvJ25lJxtoyxa+7Cxd0Fm83GsVeP4NXoQcdOHUnZnILRZkQd7o72hhZ9nY5J26fh4uHCibeP4RnjRbt7WicN3n7vFrzjfbDlWOmY0JEdP+7AbDGjDlYTNy2eliotuduy6bdwIIHdgjjz1ikeHjiTv7z4l9/JYk7+CAwfM4aLMgnqQf0dbQ179xNWXYtWq6OhZzdcO3ZwXNMXFtGyai0dO3Tgmpc77gPtz+kLCrnx7XdI/XwQq9Xos3JwiYvFVF6OSCLB58H7wGymfs8+DDm5vPqXl3j7zTcd/TY1NeHj54ffyy8gEgmI1WoEkQhjeQWm1es5nprK+x99xPlLlygvL8fSsyvu/VsX92n66htkLVo0BgMiiQSlWMy65GQGDBjAHwHnvHMrd/q88+9QW1tLWGQY47bcjUx1MyQ6Z1s2ad9eov+igTQVNdJyowXveB/Sl6dhajbTYVYCDfkN5O7IxqQx4Z8UQOfHulCcWojVbKNwfz5ihQRDg4HoCTEkzk3ixsVKUl88gFQpxWKyEDowHN8OvhTvKCI+KJ7d23aRlpbGyEmj6PJKV85+fJpxyXe1Gm/u9myK1xbiM9iPjo/erKp9bU063nmezj3V/xgisZiwjxY7vJoBbBYLRS+8gtVicbS1T0yktlsXlB1uik/6vALE23dRkp/vaNuwYQNPLn4H1YP3Ub16PfqCApTt4jGWV2AoKUXkIsd70t3IgoKo+m4VNr0edXwcxsIi9E3NBL32EmLlzTxwuqxsapPXEhIUzN1jx7IseRUejz2MSKlEpFRSv2M3jYePIlYq8Bw7GqmPN4a0q0hz87l8/jwBAQGOvqqqqkhJSUGn0zFmzBhiY1vnf/u1nDt3jg8++YScvDx6de/GSy+8SHh4+H/U5++Ns4roH5AVy5YjmiWwKTkFr3bedHy4M6EDwmipasHYaGDUinGo26hpLmvm4LP7UPgo6fLEze/Apa8vUG2oYWfFbr659xuGDRiGwkXB+g3rcfVwxagxcs/Ue1j53kqKDxXiFedN4b4CZHopHoH22OyLX54nd1s2bfqHInOTkZqaSmpqKoMGDfq9zOLEiYOePXtSd+MFguKNiCX2hVZRxm7U3hFEd52GIIiw2awUXdnCsRMniUqcjFdge66d+AbfNl0c4hqAyiMYhcqX/MtbqavMwNM/Dl1DHjkFxRw4cID8/HxycmLZvP0AEZ1nIFOoMRlauH5qJVeOfIlcoaa+KhtX92CaagtbCWxWq5n6qkKn95qT/1n8/f1Z9tWyW9oXv7OYxe8sZufOnbzz/jtkV16nrKycuzZNwsXdnoOmNrOW+sI6yipLuHrtKi4+CkZ/Ng63YDU116vZ/+Redj+yHQBBKkIsF3FlxWXcwz1o0z8UkUSETC3HO96HS4cv4NrTjYGfDEFTqaHmahWZGzMZu3oCfp38OfPBScIHRdB0tYFZybNuGa8TJ7+GLz75hF79+tFcU4MtNATdidPoyiuwhYWiq6rGXFgIgoAipi2GomKqk9ehCPTnfGEB1gIb6gH9wGKhauUqfGdMQ9k+HgCLRkPZB58gkcroGtuWzBWrsFgs9ElMZMna9bdUpTMYDFiA8vc+QiSTIchkeE0YiywkGK1GQ1KPHsh6dkfasyuWomIadu1FFhCAIsbu/WLV6WgpLeNKVhYNDQ2YTCYSEhJ+MUWIEyd3KtnZ2SCFHQ/8aC+8NiSchJmd8IzyRLCBX0d//DraK7c3lTRhqDfSJTaR4nXFlJaXYTGYkbrJqMuspehgIRKlBGOtjrDB4eTuyCHpqW6kr7qCzWKl+EgxbQaFUXK4mLt+mIjC2+7tGjmqLamP7Wf9+vUoFArEZhElR4sQS2/9vYmkYqqrq+k1qbUgHj0xlh+GrsVqtTp/p/9DtI2Loyk7B2X8zfW6LjuHtv+0fn/v7beZ8bC9qqZLdBSGwiJaNv/IF++93+q+4uJitGYLbmIxfg/ei6GkFH1BIVa9HmlwEK4J7Wk8cAhjaRmKdvH43jcdQSTCZrNRs3YDtZs24/fAvY7+TNcyeWr2HD7+8EPOnTvHiuRkyj5YAtg94uQWKw8++CCHU1Mp27YDQSzBZjBw/3334e/v7+hny5Yt3DdzJq7t4rHKZMxf+DZPP/Ekixct+rfstnPnTqbdfz+Kgf2R9OzKxqxs1nXtypkTJ/5j4e5/EafAdgcjCAKff/45Z/qewWA2IogEcrZmkbMmi0GDBnHypaNE3BWFIBVhM1g5/8kZEp/oikQhoeJcOdkpmYxYOhqPSE/aP5jA9ilb8In1Yewmu9dBY1Eja55ei3+XAPy7BKCt0RI7JY6sVZlocjXk7cyh6GAh4zdMdGykKs6XM3naZMpLypHL5b+zhZz82WnXrh3jx45l/+Hv8Anvh1gip6roPF2GvYgg2BcsgiAiMGYoFYUX8Qn+KZwHAavFfEt/ZpOO5voifEISqSu/yojhg1Gr1UycOBGAkDbhBMVOQKawJ4SXyl2JTprG5UNLUHm2wTekC4IgUFt2BaWbH35h3TAZWyhI20qnTgnEx8ffFrs4cfLfpLS0lNfefI3SylJUAW5Yiyzkbs8mYWYn9PU6Dj27j67P9iBiWCRWs5Vr69I5OG8fY1ffxdmPThPUI4iOD3fG0GDg6PxUatKrCeolJ/OHa6R9c5EeL/WmPreOqLFtEUlE3EirpOBAHp7R3lSl3UAkFVGcWkj4sEiOvp6Ke7Gae+ZO48qVKwwYMMBRxMeJk19LbGwsmenpLPvmG3bs3s1ljQZpoD/NN6oQZFJsJhNNG1Oo0+mxSSR4jB2Fuk8vbGYzZR9+StWKVbhERSBWqx3iGoBYpcJ98CC0Gddw8/CgpqLi/xzH9PvvRxEfh/e0SYgUCvR5+VR/vxrXuBjcPDwwdk1E3d9ecEfRNgqJjw816zcSOO9JLA2N6HbtZcaMGQQFBTmr6zq5o6mpqWHRu4vYtms7rq5KHn3wUZ544gnEYjFms5k5T83FN9GPhIc6YbPaSE++ysFn9xGYFIRVbyVvRw4Ro6K4tjad9O+vEDY4nBuSakrOluAa6MrwL0cjd5dTc72Gg/P2YdIYCR8RiabBQPRdsWRuuk67GR24vvIahhY9+TtyCeoV4hDXwF5pWxos5+FHH6ZNUigSHynZKVnYrDaq0m7g18kuZFiMFgo35yO2iTHrTMBNTySz1oxUJnXOX/9jvLdwIQ/Ono3trrG4REagzy9Au3U7X37d+gBy3LhxrFm+gpcXLCB31RrCo6L45JMljjDmv7Pn4EF0uXmY6+qReHkibxOC1N+PpiPH8JkyCUVcDMq4WIpeWYDn2FH24jTYNQDPcaMpffMdNAkdfvJEu4KQmc3za9aRn5/PwKFDcZ0wlrAunbFZLDQdTMUlI5Oq6mo0oSGEPDUHQSTC0qJly7cr6b18ObNmzaKxsZH7Z87E47GHHaGwriOG8LfP/sb4MWPo1avXr7KZzWbj8XnzcLtnCoo4e/E2RdsomuQyXl2wgJQNG/7df47/WZwC2x2Oq6srp4+dZtmyZfy4ZxtBngEsXPkWQ4cO5cSJEySvTcagMfLi18+RvH41W8dvQiwVY7KY6fvWADwi7VUUBUFAr9HT7dVeDrHMPcydbs/3IG3FJQwNBjTlGiRyCZGT22I6rufS5xdo/3CC436AwK5BuLVRk5qa6khE7cTJ7cRqtbJ//34uXLhAREQEy5Z9RXJyMt98uxJ9ox5BsCGSyFo9I5bIsFkt2Gw2KgtOo22qRK+tw6dNZ6Qy+6KpvjITi0lP0shXEYnEhLUbwcFDH/PUU08RHBzMpEmTqKmpIiTRp1XfLipvbFYzXopmcnMysVgFQtuPpr7yOgVXtiESS/Hy9GL/vrO3zUZOnPw3uXvqRMRJUkbPHI8gEmi5oWHPozvxivWmsaCB4N4hjjQDYpmYhAc7UXqshPTvr2AxWuj/ziAEQeDE20cJHxZJt2d7ODYV55ac5tALB2h/bwcuf3UJqUqKR5Qnw78chbZai65Wy/nPz5K3Mxf/LoEIgojMwizqztXz2crPCfIM5OCeg3h6ev6eJnJyB+Pn58frr73GvkOHMJvNuCcloe7fBwQBXWYWVSu+Z/zYcRwz6VH3sW88BImEoGefpOyjz9AXFiHxvLUim0guw6bXE/gPXgP/iM1mo6CggNlPPMGh1FRC33nTUQVU0TYK9yGD0B06Qo1Bj+jiJTSX03Dt2BF1314oE9pT/f1qaj/8FA8vL16YPZuXXnzxtzOSEye3AY1GQ4++PXHp4EK71xIwNhv4aPlHnL98nlUrVrFz507qTHUMWjTUMYf0e2sA22ZsIW9jDuuT17Ng4QJSlmzAZDUzYf1EXP1dAYi9N46dM7dh0pmQu8vxifch6aluXFp6gaKDBSAS6PV6HzJ/uIZEIcFsNTPsy5Foq7VkrL7aapwN+fWUnypl9KpxjrygZadKOf7qEVKfPUDEsCjkvnIqU8vp2aknwf2DOfDNQbrP74VIbPdOSv/mCtOmT3MKbLcBy0+hneXl5ZhMJiIiIn7R7hMnTkQqlfLaW2+RtyGFqJgY3lmx8mcrMY8fP57x48cDcODAAT74dAkL33+fAX378MpfXiI0NJTjR47gMWwI5Uu+wK1XDwS5jOYTpxAplbjE3sy/ZzObEclaO66IZDIEIDwnn+qTZxgzeDDzl39H6uHDPPTII0D19ugAACAASURBVMg7tEfVtQtgrxrtMXI4Ddm5HNi7l6CFCxxindhViXz4ED5fupRZs2axZ88elFERrQosiFUqpN26snrdul8tsNXU1FBVWUlAbOt8gorEThxZtuJX9XWn4BTY/gCoVCqee+45nnvuuVbtffr0oU+fPo6/p06dSl1dHdu2bWP+pwuovlpF+qoruHi4EDooDJFUjMJb0bpzARoLGvFL8Ce0fyg3Lt+g6FABsW3j6NunL01SzS3jEctEmEym3+SzOnHyf6HRaBgydAT5ReUoPSIw66p5/oW/cOzoYebMmQPA+AkTuZp3iuDYIY7nKvJOoHQPxGo1U3xtLx36z6W6+AKX9n+AZ0A7DNp6muuKaN/3UUQie96FyoLTGA1Gtuy5jEh0hUXvvEdQUAi1Zen4h3dz9F1XnoHcxZVDB/fh7+/PwYMHmfXoHMy6WuRyF/r1H0DyqpW4urreXmM5cfJfICsri9yCXMZ+PAFBZF+QuvqrSHikM0fnH0YsFRHYPQiz3ozE5eaSwyPSgxuXKwnuGeJYyBbuL2Dij1NbLWwTZnYic1MmeRtymHr3FFYlryJ+WjwHn91H7fUa5O5yjBoTNquVwy8cpE2fNvR5qz+CSMBms3Hho3M88/wzrFrhrMrr5D+juLgYsdod94E3Q7mU8XGokrqQnZMDEaGt7he5uCD180GZ0IG6LT9iLK9AFmSv2Gkzm2k6cQpRfQNPzJ7d6jmbzcY7ixez8N13MWq1SP19kfr5OsS1vyMLDsIsk2Hz8sR9+BAQRDQdPoIuKwvvyRNRKJU01dUh/odcQU6c3Ml8//33iIJEdP1LD0ebT3tftk7aSk5ODhcuXMCrq3erOUQQCQT3CmFU4AiH4PHaa6/xY/52h7gG4BasJnRgOCVHioifZg/R9ojyRKqU4NfRj/JTZVxfm4F7hAfX12bQ9q5ovON98IiycPqDkxSlFiBzk1OXWUv5mVKixkY7xDWA4F4huEd7oKvQ0XyxkRGTJjNu6TgGDx5MS0sLoyeMZu/0nfh28qMmvYYw/1A+XfHpbbDqn5eSkhJmP/kk+3btwmqzIpa7IJPL8ffzY83KlT8rJBkMBg4dOUJBbi66lhbkclmr0MqfY8WKFTzz8su4DB2EdFA/NmZc44du3bh49ixyhQLXLp1QxMfScuESVq0WVa8eNOw/iLGsHHlIMDarFWmAv70y9Zibzistx08yfPRodm/b5mjLzc1l9hOPI2sXh+wfBLK/Y3RXYy4uRvin+USsVjsq11qtVhB+JixZJNiv/UpUKhXYbFg1GsRuN4thmWvq8PH1+9X93Qk4BbY/GV5eXgwbNozHnngMeRsXEmZ2oqVSw/nPz2IxmqlOr8K3w80v+8Uvz5P0VDfiJttDGyJGROEW7IYmtYnHH32cx195nKgx0Y6NU112LdWZ1c4cbE5+FxYteofSKgMxveY6QkBLsw/Tp+8A9u7ZSadOnfj8s0/o1bsvhZerkKnaYGoppbYiC4PBQHnOUaRyFa5qf1w7jMY/vBsNVbnIFR5om6tRe0cAoG26QXnuURKHvuAIB/WP7MuFfe8jCIWYDM24+7alua6I0qyDePhG8dLLr/LdyuUMGTKE/LxsiouLUalUeHt7/272cuLkP6W+vh5XL1dE4puLMYvJQv6uXCRyMW0GhNGQV8/WqSkM/WwEHhEeWEwWSo6VIJKJHBuhuuxabNafKbokCEjEYqorqmlqamJV8ipOLDyOf2IAgz4cilgmpvpqFfuf3ktjQQP93h3oEPoEQaD9Iwn8MPEHvl/+vdMTwMl/RIe4OGrKSm5plwYEEGowUXb+ItbePREp7AeVxvIKDPmFiGRyJL4+VPz1K1TduyJ2c6P5xCnQ6vj6q69ISkpq1d9nn3/Owk8/xWfuo1SvWY/XhHFUf78ac0MDEo+bnnDGa5noDQaCXn4eQWJfgyli2lL2wRIaVq/jkVmznOKakz8Ux08fx7d3azFDqpASnBTC+fPniYqKouXIrQf/+gIt3cbbDz4zMjK4du0aNvnPzDc2G/xDc9mJEvwTA+n1Sh8OPb+fzI3XUXu50VTbxMgH7SlFxDIx/RYN5PALB5C5yQju0wZDk5HCffnET2uPKlDl6E/pp6TtuGjqM+ppaGpgyBD7Qa9KpeLIgSOcOXOGjIwMYl+MdRSec/LboNfr6dWvH/p2cYS88ybYbDQcTEV7JR1Nz26MGDOG3MxM/PxaC0D3P/QQB65n4PHM4/i4u1N48RJDR47kwpkzP1vx1Wg08vxLL6F++AHkwfbwfJeIcBoRWLR4Mfffdy/r9xxAPX2KQ0xr+iGFfr37cPzTL5D6+2PVahHkcprPnsdYeQOXqEhEpaUIpeX87fjxVu/7ftUqXJISEQL80Zy/hHpAX8f3yGY2o88rQOTqij4rxxGuCaA/f5EpP0WejRw5Es3s2cgqK5H9VPTAotVhPn+Re57/9YWjFAoF02fM4Met23GbOgmRXI65sQndrr28/eqrv7q/OwGnwHYHo9frOXv2LAqFgqSkpP/vJJhff/M1EYOj6Dm/N82lTVxbl46xyYjVYuXgvH0kPNSJwG5BlBwtprGggehxrf/DaDs+hq3fbmL8+PFsSNnA/gf3EDQsGEujmaL9hXz79bd2tdqJk9vM2nUb8I0a7xDXAIKi+nLm+j769O3HIw8/xKHUY4hEYvzcoW20gpCQASz9OpfY7vdRknUIg7YOi9leFEGh8kWh8qUi7yRmo5aL+z9CIlUgU3rgE9LZIa4ByJWe+IUm0VRTSEnmQUqzUhFL5IS1H427b1t+/HEZsBywb/zDwsJut3mcOPmv06lTJzSVzdTn1eMZZQ/DzNqUCcDErVMRS+0b/KzNmRx55RAdH+lM5g/XEAkChno9tRoj6auvICCgDlOTkXyVrs90d/R/9bs0omOjkcvl+Pr6Etk2kvLKchLnJDmENN8EPzo80JGMlVdaHfY0FjTgGqjCZDSRkpLChAkTkEqlt9M8Tv4AaLVaNm3aRGBAANp9+7DodIh/EtFsNhvm9AzuW/AGERERrPnkc6QdE7BqtTSeu4DY0xPtteuELlyApbEJzfmLmCpvgCAglcn47MsvUbi4MG3aNGw2GykpKbz42qsIajWaCxftia69vVAPGkDl0uV4jRuFxNsbzYWLGM9dQNGxg0NcAxDEYpQd2hFWU8eHixf/XiZz4uQ3ITI8koy8663abDYb9fn1BAUFodFoqLxcwaWlF+j4cGdsVhvX12fQUtzCuHHjuPfBe9m5Zyce0Z6UXyqj3X3tUfrZvdiay5sp3F+AdzsfGvLrKT5SRFZKJiOXjQEgakw0ddfqWP3Naua9OI+qtBsEdQ8GoOJ0GQHdAhnwzmDHvJT27SVOv3+SoZ8OB0Bbo6X8TBldn+5OcO82bJi8gZXfrHSIH4Ig0LNnT3r27HlbbPlnJyUlBYPaDfXIYY42r7GjMeQXIojFyNvFsWrVKl544QXH9ZKSEnbs3Inf6y8h+inPuFv3bthq6/n40095fPZsNm3axMVLl6jXaIgMD2fcqFHYpFKHuPZ3XDp2YPW3K5k5fQayikoqFryNKjoaU0UF7aNj2Pnjj3Tr3ZuqiFAUcbFIAwPAZKJm42ZkFy7y+l9e4v7770etVrfqt7GpCatCgTqxM02pR6lZvxF1vz7YDAbqd+/DJSIMVc/uVCWvQd2nF7KgIKxZ2ciKS1mQvAYAT09Pln31FY/OnYNLxwRwkWNOS+eB6dPp378//w5/++wzmh56iF2L3kfp64u2qopnnn6aWbP+mMWonALbHUpKSgqPznkUVZAKfbMBdDbun3E/48ePp3///pjNZj76+CO+WfkNTY1N+Pj6UFZShslgQuXlRtyseMx6M/ue3EPc5HgGvmc/Rbm2Lp2rK9NIX3UFVbAbEoUUfYMeV/+bgpm+Xo9KrUIkErF21VqOHj3Kjl07UIeq6XBPB3x8fDAajcj+yf3UiZPfGpvNBj934ieIkCgDWf79RuRKLxqrb1DfqONy2pWfKonaqC1PxzekMxVGLXmXNxPVeSJiiYzmumKKMnbj4deWgIieGPVNFF/bi1iquOU1VosZkVhK0vCXkMpdqSm7Qn7aj8R0vce5sXfyh0ShULDk4yXMnTOXDg92RBXkxrW1V+k9v59DXAOInhDDxb+e4/TiE0gUUnq/0Rffdr7se2oPedtzaC5rxivGi/LTpezNrMGvkz9VaTdoKmzkhSduLnCfmvMUC79e6NjEAFjNVsRSEZ4+nmSuu0Zdbi0N+fX4dPCj6nIlUjcZz737PC+99hJHDx0lODj4ttrIyZ1LTk4OfQcOxOrni9nPFxdfH8oWvofnpLuRqFUYTp4m3E3N1KlTue+++3hk5kx27NiBq6sraZFtSTl9ErGrEpFcjsjPF9fuXSn/aAmCIEKn13M1N4eHHp9LXmEBWVnZrN+5A4/xY0EspvHQYaxaLU0nT+M1YSxSL08a9h/CXF+PSirjzddf58MN624Zs6ShkcfnzHEWmnLyh+OxWY/xt6S/4d3ZmzYDwrAYLGR8dxW11I0HH3kQk9yEOs6d6+szuLY+A2w23MM8wAjLly/n8MXDKMNcKbtYig0bWyZvImJEJCKpmKIDBUSMjCR91VUu/u08oQPCGfn1aNRt7AJGc3kziR06M3r0aLRaLY8+9RiJLyTh29GPvF25DP5oaKt5qf19Cawfuppra9Oxmq1kpVynw/0dUfq5YmoxYTbdWkjLye0jKysL808h+/+IPCwUU1U1eHtRWNLaYzk3NxdVSLBDXPs7krA2bN+zm9Xr1qE3m5FHhKPq2oWs2ho2z56NyWDAQ69H5HIzZ7mpugaruzvfbvwBaUAA8pAgmtOu8tnHHzN79mwEQeCFZ55hzjPPUL9zD4JYjCw4CEldPdsOHKBbt278HGNHjyZ51maEQQMIeHIujQcPUfXdaizNzaj79sJz9EgEsZjAJ+dSt20novRrzJszl8fnznVE1NhsNk6dOYMgiDCWV4BeDwYD90yZ8m97VSoUCjatX09FRQUlJSXExsbi7u7+rx+8Q3EKbHcgOTk5PPTYw/T7ZCByNxn7n9qDa6CKncW7WP3IGtpFxOPn58fpvDO0+0sHLnx2DmOQmeHvjEaqlJK18ToXvjiH2WDGI8KD9vclOPru+FBnblysxL9LAHk7chCJBc4tOUP/RYMQSURYjBYuf3GBwYMGM/2BGRiNBqZNnMbEuyYyZfoULHIrYqkYXbWO5JWrGD169O9oKSd/Nu6ZNoW1mw/j2unmJFBZcApXdQAt9aX4R/RA01BK0shXkcqUmAwarp1cgba5isaqHMCGSCSmtiyd2rIryFzUGPXNqH0iiO/1kKNPD/9YLu77gIqC02jqitE23UCmUFNfmdkqbNS3TSJNtcXkX/mRR2ZO/6Vh34JWq+X48eNIpVL69u3rFOec/E/z0MyHOHDwALt37kbmIcesM7cKGQX76bxEIWHE0tE0FTVxfMFRRq8cR98F/dnz2E4GfjSUEwuO0PXZHohlYhoLGvDr5I82v4XHH3/c0c/06dN5Zf4r6Gp1KLwVlB4v4fQHJxEEAZveSkPKdQK6B3F3yhREEhFWs5Xjbx5B4a1E7ipnzpNz2L5l++02kZM7lAceeQRrj264/ZR3zTZqOPWr1yNJPYK3rw9TJtzN88895zhQ7Nq1K127dgXg66+/ZlfaZRrz8rDq9Viamqn8ahmCVIprYmc8RgzFVFFJdfI63nrzLWwSCUHzX8ZYUYn2ajrK+Fiaz16g+dQZLM3NKONikYe2wVxRyc4d9pQH7334IZpzF3BNSgRBoOVyGuaCAqZNm/a72cyJk9+KsLAwtm/ZzsNzHuHCB+cwG8307tOHElELAXcHEzslDgB9o569j+0i4aGORI5sy7FnDrPkiyU065oJTQzHLcSNwgMFKLwVFOzJxyvOm1ErxqEOUXNx6XlyU3JwDXRFFWzPF9WQX8+1VemsXp5MSUkJkydPRiaTsWDRG5xbeBqrzYLwz3OeSEAilnBjewV6pYF+bw90VA/N3pTJiNEjWokVNpuNNWvW8PXKr9G0tHDX6Ak8O+/ZWzyUnPx3SEhIQLzxB2w2280QSpsNfV4e7sOHYj56gv73PtDqmdjYWDQlpSj/WSzLK6C+uhpFj24omprxvfcexzV5TDQ1Xy6jeet23O4ej0gux1RVTf2uPXjfPR5pUCBlH3yC+oH7MLdoefbFF+nbty9+fn68+MoreIwegapnd2wGAw3bdxHq6YVGo+HuqVOpqq5mzPDhPPH44w6xatiwYQzo3p0jf12KuFsSErUaF0HAIBahbN+O2k1bsOp0uMREowwM4N4RI5n/+uutPueuXbtYs2ULfq++6Eh5oL2exV2TJ1NZWvof7UkCAwMJDLxV2PyjIdhsPxOD/iega9eutvPnz//ew/i3ePX1V9lZvJvOT3Zh3xO7CenThnYzOgD2k/wjzx6i+noVE3dMpS67lpMLjzFhw6RWJyuHnt+PUWMkoEsgnWd3adX/hS/OAZC9NYvYyXE05jdQc60a73gfqtOrwWxD5elGm1FtMLaYqT5zg+byJnou6E3owHAAblyu5OTLx7l2JYOQkFuTLDpx8lvQ3NzMgIGDycotwSuwAy2NFbQ0lhMSM5C6ykxaGkpJ6P84CjdfxzOahjIyji2j+9g3HN5sBVe2caPoAiJBQCJTEBDZC23TDXTNVSjc/Alq24+ss6sxaOsIiR2Cu28UzbWFFGceoF2vh3D3jcJiNpJ7aRP1FdeRyBRIRRYWvDGfF//B3fzn2LRpEw8/8igq9wAsFhM2cwtbt6TQu3fv39p8/zUEQbhgs9m6/t7j+F/iTp5zfom6nxKou7u7k5GRQY++PdDr9XjFeCNXyxn04c0T/YK9eaQnX2Vs8gQEQeD8Z2cQyyV0eLAj6wevJjw6HJlURl1tHcgFu/ebzsaa79cwePDgVu99fcHrfLvuW0LHhZG2PI1BHwzBPzEAq8XKhqFrGLfmLlRBNxPpaio07HjgRyZtnUrKqA00NTY5vXuc/EsaGhrwDwoiaNEbrcIwtVk5NK1Zj1mvx2a1MnLsWL76/PNb1jrNzc1ExsTQrHDBqjdgaWxE1bM78pBgtNeuYygoIvCZxzEUl1Cz7gdcIiOQ+vnScikNVfeu2KxWmk+cxqrX4TlqBMbySsQe7miOHker0SCXy7l8+TJTZsygsroaQSTg4+HJD2vWOES+PxPOeedW/ojzDtiFkLKyMhQKBRUVFQwcNZDRG8e32ufk7cqh+HARgz4Yyvn3zlJ8sBCb0kbkqLbUXKuh/8KByN3l6Gp1HHx2H36d/JHIJRTvLGTH1h08Me8J8gvzcfFwQVetw8vLi0ZNIzYbREZEsOa7NXToYN97zXtuHnvz9tHt1Z4OsSbrh+uIzwusW7WOXv164RqtwqOjJ40ZDTRmNHDy6EkiIyMd43362afZtDeFmAfikKvlFG7PR1Ih4dzJsyiVyttr4D8BRqOR9p07Uefvh+uAfthsVhr2HcRQWIQqOJhQBM6dOnWLmPTAww+x4+xZlGNHIfbwoOXCRZp370XRozv6oiI8RwxH8U/VMhs++oyOMTEcO34Msbs7lhYtnqOG20M3bTZKFixEkEpQ9eiGVavDdPEyQwcN4lRNFW5TJzn6sVmtVL37IZhNKIYMQuLpiTntCu6NTVw8c9YhsuXn5zN52jTSrl5FAPr360tpWTl5xcW4Dxpgn0fOnMNUWsaV8+dp165dq/FOuucejlhNqPu23nc0ffEVG5d948yz/g/80rzj9GC7A6mqqULuI0ffoKc2s5YhP8X3A4gkInySfDHZTEhcJDQWNuKb4N9q0gEI6hnMxb+dx6gx0umxxJvqvdVGxbly1GHuiGUiIoZF4tnWi4b8eppKmkick8SuWTsQe0u4tu4aHhEeNJTVI/OQE9L3ZgUt/84BtBkcyurVq3n55Zdvj2Gc/Olxc3Pj3NnTzJ4zlzVr1iOSuWEx6SjJPITNZsVsbEHu6tXqGRdXbywWoyNvmyAIhMYPozL/JDG9Hybz9CpKMg8QEjMIv7CuNNcWkn5sKTablchOd+Efbs8XpfYOR+7qRWH6TjoNepr8y1sQgG6jX0cskaPT1LD4vU+IjIhg0qRJ/zx0AAoKCpj50CzadpuJytO+WauruM6YseMoLSl2Vhp18rtTVVXFW2+/xYYtG2iqb0JAoE/fPpSUlOAaqiIsIYLOj3Xh0HP72TlzG236h1KfU0dV2g0GLxnumGvcwz2oSquicH8BqkA37p12L/Oensfy5ctJS0ujbdu2PP/88z97er/wrYV0SujE8y8/T9sx0fgn2pPwisQiLGYrMnVr8UzmJsOsMyGIBWzY+LMeLDr5z7FZLNRu2oyyUwK+I4cjiAROHTlGz379yLl2DYXiZuoANzc3Th49ysOzZ3Pi5En8HrgXZQf7RkaVlEjtlm00HkjFfdhgbEYT5vp6DCWlBL/0POKfNtTqvr0pXfQ+ioQOeAwbgkWrRXfilCPnbufOncnOyCAnJwer1UpsbKwzMbqTPzRarZbvv/+e/Yf3E+gfSO8evZG7udyyz5Gr7d7UJq2JkmNF6LQ6/OL9yd6cyegV45C72+cJhbeCnq/0Yd/ju5k6aQrbzm8lIiKCKxeukJWVRWlpKdPuvYfQ+yKIHBMFQN6OXAYMGUj2tSy8vb154bkXSO6azI4HfiRsYDjVV6toydFw6tgpQkNDyUzPZOXKlWzcvBFqbbRv3578/HyHwFZUVMTK71YydtMEZG72cfknBXDihSOsXr2axx577DZa+M+BTCbj5JGjvPjKK2z+/G+YTGaUKlcCvLyZMW48Lz7//M96ai3/ehmL3n2HL7/+mqb6Bnr374ffuPEc0DQiVioxNzW1ut9msWBsaWHFsmXMfepJzpoMuA8fhkhm71ubcR1EAsEvPe8IPTX168Pujz/FfdyYVn0JIhH4+yGPDEfdr4+9sUM7Gtes529ffsmrr7yCRqOhz4ABmDol0GbKfGxmC2m799KQl0fgC/OQ+duLNqi6dqHhm5UcPnz4FoHNbDYhyG6ViASJBJPJ9O8Z/E/G/19WfCf/U4wcOpKKQ+VYTRYEgVsWU8oAFQ259VgtVtzD3KlOr7qlOlvF2XJiJseB1caJt4/RUNBAQ349x944gr5OR9mJEmTucprLmgHwiLQnr97/5B6kCglimYhJ26YyctkYJm2fhtJXScbqq63eIfeVU11b/RtawomTWxGLxTz37DxsNguBET1JGvEKcT0fBGzIlZ7Ull/FYjZi0DVis1mpLbuKm2doqz4EkQSbzUpF/kkEkZjITncREjsYd59IQmIHE9FxHFazEe+ghFbPeQd1QFNfSkNVDrXlV4nsdDdiyU+LOJUPfm2H8uHHv1x2PTl5Nd7BnRziGoBXYDyu7iFs3+4Ma3Py+1JYWEiHzh3Yk7+PDk92JHZqPIJcIEebS2XzDcxGM2GDw5G4SOjyZFeaS5soSi2k7HQZo78bj0+8z82+DhRQlX6Di389R+zUOL5L/o6AkAAWf/0eG7dtYsk3nxIVG0VmZuYt4xAEgSlTptCvbz/UYa0FuOCeweRsyWrVlvNjFsG9Q8j64ToDBg/A5R9CO5w4+SU8PDzo2qM7muMnHW3ajGuIpFK8Jk6w51ZTKFCPHI7eTUVKSsotfURHR7M+ORlBEFC0j291za1HN3SZWehz8xDkckwVN1B1TXKIawASd3eUHTugz87BZrPRsv8g4/6pWIcgCMTExBAXF+cU15zcUZSVlbFy5Uo2bNiARnNr9c9/prm5me59uvPRuo+piq/hlP4Mc5+eS31pHTXXbu43bDYbWZszUXgpOPLkQTrGd8ItSE11ejVGjRHXwNaF2NyC3bCaLBw8dJC8vDxHe2xsLMXFxXjGe9J2fDQisQiRWET0hBhkoXJCQkN4bf5rzHlqDj5dfImb2g6zwYxbmBqL1YJerwdAKpWyInkFOY25+E0NpDGumbGTxzLlnikAnD59mqCkEIe4Bvbftf+AIA4ePfgf2djJL+Pr68t3335LU109uuZmaisqycnI4K033vjFYn1SqZS33niT6vIKDDodqXv38fSTT2I6dwHXxE407N2PuaERsHucNe8/SId27YiMjGT+K69ivngZY1kZAJYWLfXbd6Lu16dVXjepjzdyHx8suXmt3m2zWDAUFqGIjWnVLumUwM59+wBYv349Zj8f1MOHIHJxQaxyRZrQHomfr0NcA/v3S9qtC5t33Lq3mDFlKuYz57H+g5hmKPp/7J1nYFTF3oefsy3JbnrvPaGEhBAIvSm9NxFUiqJSBGk27A0rNhRFiigWEOlFivQqJJAQQktI771syvY974fFxVywvVe9ln2+YGZn5syMyc7M7/xLAbryCnr16vVblvhfi82C7W/I6NGjeX/5ByS/fAYHLyVZOzOJHmOJOyCKIkXH8jEZTJx+/RQJczph72bPqcXH6TCzIzKlnGtbMqhJq0bl4cjglcO4sOY8B+buw6gxIJfJmffQfJwdnfjsy884914yblEWi5/vXznBbW/359DC/XRb1AO5g+WAp3BU0OXRbhx+7CCx97YHLK6qRfsLiH0m9taTsGHjD+TNJW/h5hdLU30J6pp83H3bENNjBheOfsC1s98AIJXKMZtNmM0mPALaWduKosjlU2uQSBVgNmMyaPEMiGvRv0dAHNmpW9A2VeOouCGGaZuqsXdQUnltJ4JEikzRMhGCg6MnZdmn+ClqamoQZDe7AkgVjtTV1VFdXU16ejpBQUFERET8v9bGho3/L0899xT+QwNpP70DACH9wnBv5cH5j8/hGuaKKEJDoRqvdt6c+yCZTvO7EDUymtOvn+T4s0eImxaPwklBxuarqAvV+CT4UnKqiLKzpdTr1YzeOA6ltwqTzsiZt09Tl11L7/69+erTCd19SAAAIABJREFUrxgwYMBN4/Fy8+LA3oNEjb5htRM7rT37Zu6hKb8R9/YelCaXUnyqEJ9WvpTsKOKbI1//qWtm4+/N2lWr6dm3Lw3ZuZi9vdCcS8U+LuYmIcsU6M+VK1du2YdKpUIiioh6PcKPLlGmhkZAoHrjVhTubug0Gswa7U3tRb0eQ1o69edS8XNxZcWGTb/rHG3Y+F/wxltv8vLilwjqFoyhycCM2TPYunHrz7qfLftwGXovAz1e7m39G/TrEcC+6d9yYO4+ose0xjHAibzdOajz1SiVDgQFBBHTpi056hzMmNA36Ck8WkDI7aHWfgsO5+HbyY+Ye2IZd+c4rly8gr+/JetjUVERDiE3n8s82nrg3sqdNZvXUFdcz7hd45Ha3bhWX/JQ8e4H77L2k7V89tlnlJnKGfjxEOu4g/uGsPWurezevRuVSkV1TmWLeGAAzUVNBPkH/VfrbOOPp0ePHsyYei/LV69C4eZG0StvIPf2QqbREhUWxpbt2wHo2bMnn3y0nLmPLKS0oRFdUxOiRIJZp7+pT3tnF4x5Baj37kfZrQtmjYamffsRRBHFfyRnMNbW4eNtEc8uXbmC6T8ylkodHDA3N9/0+2VuaMTd1e2mZ99xxx1s2LyJQ+8tQ9IuBklzM9q0dL5au7aFlbaNn8ZmwfY3RCaTsX/3dzx53yLaBLTm/LIUDi3YT9rqVPY8sIvmimaGfz6KsrMlbB6xgeqrVZSeLWXruE1sGPgVmRuuEh4eTv3ZWs489z327koC4wNxcXTl+MHjvPLyYhYtWsTVi1d5av5THJi2lwPT9xLaPwzPNl4YmgzWtNY/oPJxRFPdzLUdmZxdeobNIzdQX65mzoI5DB89nKampv/Ratn4N/Ldd/upKb2CncoDZ49Qiq8dpfDqPqRSBRKJBN+wrkR0GIt3cAISiUB1cToXj39M8bWjpO5/i6b6YqRye5rqS5DI5Gibalr0r2uqRhAkZKVsRK+1WHkadE3knN/MgvnzKS4qwNnJkZKsEzTWFlld0qqLL+Du5kpsXAcSOnbmww8/xGi8kUlqyJDBNFZewmy+UWbUN1NdeonU1PMEh4Ry95SZxCck0n/AYOrr6/+E1bRhw8L+/fsJHx7Zoiy4bwhNFc2UpZQSOSKK8ytTqLlWTeWFCsKHWETgLo93J2JIJOdXpnBg3ncovZQMXzuKns/1pt297Sk/X06n+Z2t+4rUTkanuZ2pz6unpqaGCVMn8MZbb940nuS0s2iqNRxddIiSpGLyDuZy4oVjCAJM6HgngTn+dPXozKxps3hp9otcu3KtRcwbGzZ+iqSkJGbNmc1Lr77CB+++y7uPPc4jt/Vj0fz5yIpKb3IzlhYUWeMxmUwmUlNTSU9PRxRFXF1dGTh4MPW79iCazQCYNRqqt+3AbDTg3LMb+opKvGfPoOl8GoaqKmu/uuISzDm5PDdjJps+WUN6Sgqenp78VkRR5LPPPqNtfDyefn6MvuMOLl++/F+skA0b/3+Sk5N5/e3XGfzFcDq/2I0eb/Wmy0vdGXvnWJqbm3+y3fY9OwgeFtpCJPBs44lzsDNdn+yOaBYpOVNMxeVyPKM8iZkbh/1AFZv3bKY6qwqdWod7Gw9Ovnyci1+mU5FWTtrqVFI+PEv8jI74JfoTeJslvM0PdOnSharTFZhNZmuZ2WSm8Eg+OXuyqMiqAKlITWbLc6JrlBvZuRYLpPWb17d4EQTgFOCMR2tPFr+2mNnzZtNc38zFzy9gNlqeU5ZSSu7ObGY8OOO/W2wbfwpL3niDM8eO8/z0Gbz64ousef0NZkydSr1aTXxiIlOmTaOoqIg777yT4rx8Mi5c4MXnnsNOKqXhxEmr1RuANjcPXVERp44do6+zKzVvvYf208+5v98A2rZuTcOBQ9a9xFBRif7YCebOmmXZl8xmDNeyWoxNHhSIWaNFfeKUde8y1tSiP36Kh27hfiyVStm84Ru2fv4FD7bvwKNDhnElPZ1Ro0b9gSv4z8KW5OAfQHp6Op27dyZyXDSeMV4E9ghCIpNQdq6UY08fJrRXOJWp5TTXNxM+PJLQQWE0lTVy6eN0enfsTWBQIGWlZRw+dpja6lrcvTx49slneGjWQwiCQFNTE/c9MI0cr1xiJsWyd8a3RI9uRfiQGxetq99cRnukmdy8XCROEsKHRKIuqKfoZCHerX3oH9uPNSvX/A9Xyca/hbKyMoKCQ4nv/xh2DpaAn2azibRDS9E21xAWOwLfsC7W+sWZRynNOYlPaBcKrx5AEATC4y3iG0BG0lfomuto230acjsVBl0TGUlfoHQJpCz3FBJBgp3SHW1TFbf17cvevbt56623eeHFF5Hbe2DQNSKR2eHmHUFF4TnsHdxwcPZD5RJAU00mPbvGsWXzxuvjNDNq9FjOnL2Ii19HzCYDdcVn6NQxjnPnrxDecSoKeyfMZiOFl3aRGOtnbftX4q8ebFoQBHdgAxAK5AF3iqJYe4t6U4Ef0istFkVx7X98vgMIF0Wx3X+2/U/+CXtOROsIWj3WFq/YG24G2notm4Z9jdJXhZ1KgWecNzl7sjBpTYzbPgEHjxtvO2uv1XDo0QOM236ntczQbGB9vy8Y9tlIPFq1FA42jfgafYOewauGcXj2AQpyCnB3vxFDMSw6DMIkVF2qxM5JgdzJDkd/R3L3ZrNn555bWr3ZsPFLvLlkCS+/+QZ2XTsjKhSYU9Lo26kTmzdsQBRF4hISKHNxRtW/L0gkNB05jnNBIVfTL3L69GnGTriTJqMRs9GESqFgy4YNxMXFMWTkSK5mZSH19KA+Kxs7lQo7lRK9ugFFl064Dx+K+tRpand8i0ObVpg1WsSCQj7/9FPGjx//X83pxZdf5t3Vq7AfNhi5lyeatHQMx09x9vRpoqKifrmDvwG2fedm/qr7zsPzHuak7ntip7VvUX583hHefvwtxowZc8t2A4cPQpOobXH/MJvMbBn1DQM+HIJLiOXMt+eBXbSbEkdQb0v4D22dlu1jNiPIJEjsBIx6E6LJjCAR8Enwo8PMjriGuQKQ/lkat6n68PaSty39m820jWuLWtVA3LR4RFHkwprz1GTUMGDZIJyDXCg4nMfZpUkMXD4UtwiLRVDKe2cZHDiQJW8uYdCwQVRH1hJzzw2vHlEU2T5hCypRiWtHd9pMjeHEC0dRF6iROcjQ1WrZtH4TI0eO/J1W3cafyaR772V30hnsB/ZD6uhIc9JZ5JevcvnChRbnmKamJp565hlWrl6NU2wM6PQ0Z+cwbcoUktPOYzKbmT71Xu677z6kUinFxcUMHzOG7Lw87NxcaS4r541XX2X2Qw8x6d572XXwIE0NahwTO+HStzei0UjNt3vQXMlAonRAkMmQOjmhy8nljdde+8XEazZ+HluSg38wLi4uKOwUxM9IQPLjNNEi+Hn78fCg2Zx0OkmaMZ2O8xIB8GjtiUcbT/ZO3s3ri19j/Y71JL7aFY82nlRfreKll15CoVDw4AMPolKpuHvCXcx5Zg5tJsbQcU4ihx49gLpQjVesN5UpFRR8m8d9U+7ja8kG+i0daB1HwdF8zr2fxPr09Xy87GNrKnsbNv4oDh06hHdgG6u4BiCRSHH1aUXJtaN4B3dsUd87pBP5l/dQmn0SlUsAMrkdPiE3vitbJd5N6oF3OLtnMfaOnug09XgHd0QiSHDzbkVteQaiSUNISDCRUZE89thjfLp2PbF9F2KndEUUzRRdPURF7nFEMzh5RiCVO1CacwpX7ygOHjpCSkoKCQkJSCQStm3dzMaNG1n/9Ubs7Oy577XVPPnUs3hH9ENh73R9PjICWg9mz57Xqaurw9XV9c9Z3H8Oi4CDoii+LgjCous/P/HjCtcvQ88DnQAROCcIwo4fLkSCIIwFfjlozD+ImQ/M5IPly+i5pA9ylRyz0Uzy26fx6xzAbUv6cW17Jlk7M0EEO1d7kt89Tc8X+iCRSTDpjCS/e4aAHoGcX5FC/qFczCYR91buCILAxc/S6LX4NuveUZFWjtloxqOtJ+5RHvi08eHMmTMMGTLEOp727eP5dvcuxm67E3uXG3HVlF5Kvtpwa7dSGzZ+jtLSUl54+SU8H52P7Pr3qrl7V458sJy9e/fSr18/Oicm8uW6ddR+fxqA7j16sPn4Cerq6hg0bBiukybi37aNJWbauVT6DxlM3rUskk6e5Pz58xQUFNCuXTvKysqQy+U889JLpLpZYgk6d++Ksl1bNJevojlkCXA+evTo/2pOjY2NvPnWW3gseBiZu+XyL7+9L2q9gVfffJNPV636r/q38aux7TvX0Wg1SJXSm8plSrk1btmtmHX/TGY+NhO/LgE4uDtYQnqsu4jSR2UV1wD0jXoUTjfuG/au9oR0C6VnSA8+/+pzvDv64BPvy+UNl+j5Qm+qL1Xx7UvHaCxuQJAIDJze39q2pKSEwsIiQoeHcfa9MyAI+Hb0pfpqNQpHBXKlnIhhUTRXNpOyLJnEBV3I3ZdDwb48ZiXPAuDR+Y8yYvwIgvuG4BTgjCiKZG69iq5eh4PKnuDBITj6OTJ4xTAaShowNhs4/fRJm8X135Tc3Fy2btuG19OPW2OruQwfQkNjIytWruTJHyX/U6lULH33XR575BH27t2LnZ0daz7/nJXr16FvaESQCMxMSWHFJ5+QdOoUAQEBpCYlcfnyZaqqqkhISMDR0ZGjR4/y7cEDuM2fg4tGQ+3O3RQufh3MJhziYlHGtMGk0+HatzeG6lrMBYW/WVwzm82Ulpbi7OyMk5PTLzf4F2MT2P4BBAcHExISSs63WUSOtAQ+NBvNXP3yMg9Nm8VDDz3E2q/X4j8hoEU7lY8jbkFuvLrkNRKeScTjegBqj9aeJCxKZN6j83lx8YskJiSy9L2lRAdEc2z+YUJHh9FmYluubcyg5kg1o4ePYmHyFsbdNY6YSbEtRL6g3sEkv3sGk9ES7NMmsNn4o3FyckI03iKOjWhGkEgw6BqxU94QpAy6RgSJDKlMgV5Th7NHfIt2gkSKu38MxZlHkModCAjsQGNtAc3qUtr1fohrZzfQUJNPvSaAfSeLqK+4ikarRZBYDo+CIMEnrAtFGQdp328BSieL9U9AVB/SDr2Hk5svp06dIiHBYjEnlUqZOHEiEydOtI5h5qw5uHu0FNGkMjvkcgVqtdomsP12RgF9r//3WuAI/3HRAQYB+0VRrAEQBGE/MBhYLwiCI7AQmA588yeM9y/BwgULuZJ5hW/GfIMq1JG63FokMikmvZG0VanEz0ig1djWJL93hsytV2ksaWTL2I24hrtRfbGS4KBgio8X4dHOkx7P9ebi5xcoTSolqFcwtdl1bBy6noTZiRga9VxYcx5BKqHbIksae3Wp+ibXuInjJnD4zKEW4hqAXyd/LnzWMumODRu/hgMHDuDYurVVXAOQyOVI4uPYtmMHG7duZce5ZPyefAyps8UKIO2rDVy5coXTp08jaxWFsq0lmYEgCDh2SqDhdBJz581j65YtxMfHEx8fT3V1NSaTibCwMO6+4w6SX30FsUN7BKkUmbMzCj9f9AY9gwcP/q/nlJ2djb2bq1Vc+wFFqyjOHD7+X/dv41dj23euM3bUWL6d/y3RY1ojs7dcRRuK1BSfLWLAhp9+MTJ69GjOppxl6YSl+Mf7U1tYS31FPbe/M9BaJ3t3Frp6LV5xNyytK9LKyT2dS21eLR4hnlSklGNuNKNyV7JlzEaMzQb8Ovtj52xH5cVKln/2MX4Bfsx7eB6bN28muG8wneZ1bjEWo9ZE/qE82k22xOj17ejHpa8usnvaLpwCnXAOdmHAkAGcPHqSqKgoQgJC2DFxKx5tPdHWatHX6/D39sM/wJ/myhtusU7+Tpj0JjT1GtvZ7m/K+fPncYoIt4prZq0Wk7oBQkM4lZx8yzaBgYE88MADHDlyhFPJSciCgwicNw6pkxPa7BxSVn/GypUrmTHD4jL8n5k/d+zaiSQuFolCgUShwGvSXXgBlV99jV1IMI6JHSl8fjHyO8ehz7jGkOHDf9Octm3bxuz586mrr8ek1zNm7FhWLV/+k8kg/u3YBLZ/COvWfkWffn3I2ZuNW7Q7eQdzMWmMvJn3JrW1tXh7eFORW4Vf4o3AhyadkZqCajQNGm5v23JD82zrhUbdTL1SwuHUw0S0iuDb7d9SUFDAhq0bCLIP4PnVzzJq1CgEQUAURfIL8nEzerQcmAgmnYmQ8BCcnVtme7Nh449g4MCB6Jrvp7rkEh7+MQBoGquoyEvCXuVBTto2WnWZhEQiw2QykJO2DaWTNz5hXanIP0d1yQVC2g1Bcl0gE80mqorOY+/khSBI0GvrcfNpRXTiXUhldmgbKwmJGYx/pCWzTkBUb3LStlFweS+RCRa3nvrKLJw8Qq3iGoBMbo9PaBdKso5ag+n+FP37386BU2moXG4ENq2vysbZ2ZnAwMCfaWnjJ/ARRbEUQBTFUkEQvG9RJwAo/NHPRdfLAF4G3gZ+OlgMIAjCdCyXIYKDg3+u6t8CqVTKmpVrSEtLo0xSzsCPhuIe5Y6mWsOBeftwCXEhfEgkEpkElZuKsEHhVJ6tpCqtgs3rNyMIAnfPvJvei/uStSMTTY2GO3ZOsF6w0temkfzuacxGM54xXrSbFIujvxOXv7qIukpNUnISiYmJ1vH069cPQ50RnVqHIBHI2pFJxYUKtDUaOocm/tQ0bNj4SZRKJeItLGgEnQ65TMYXX32F91OPI1VZgp7bR4RjGHA7r761BFeVI3Jfn5vayr29OHPdTa+srIxRY8eSmpqKvZMTCqmU95YsITEyiqT3P0KIjUHS2IQ25TxffPrp75LxNiAgAE11DU4aDZIfBag2FJcQYbOQ+TOx7TvXGTx4MH279OXAtH0EDg7C1GQkd2cOb72x5GdjDAqCwCsvv8LDsx9m3bp1PPfCczi4ObD/4b14tPJAV6/DzqhAapJSm1mDRxtPCo7mc/KlY7i38iByRBRhAyOoOF/OwYXfYWdvh2g0M3L9GJwCLHeUirRyDj2ynxdeeIERw0bw5ltvooxX3TwWmYBouhFmqSKtHCc/R4Z9fiNOVeqyc9z3wH18f/p7QgaH0qpjWwr256JvMjB/1jyeeeYZ9u3bx+xFs/Hp4IvSU4nZZCZ9VRqJnRJt57u/KWFhYWiKi7E3GKjduZvGpGQkKhWmhkbqunalrKyMFStXkpqeTvt27Zg1Ywa+vr4A7N69G4NWi+/dE5EqLd/XDpERuA0fwrsfLrMKbP+JSqlCotPdVG7WaBHs7JDY2SHY26H+agMODY18cPLkT45fFEWSkpLIzs4mPj6epqYmJk2bhtM9E/COjMDcrGH/jl3cNXkyO7du/R1W7J+HTWD7hxATE4OXlxdiMOjqdZh1JmImx+IW4ca249up+r4Sw3EDHm088Yr1xtBk4PTikxhNRhwDHCk7W0pAtxtf5KXJJTgHu9BpbmcurDmPT0cnxt81noKcAh544IGbnn/69Gm0Wh3J7yVxdeMVBEEg+PZQzEYzJp2RVR/ZXBBs/DnY2dmxZ/cuhg0fSU3BcTRaI83qMnxCOlNddpn6ymySdr2I0tmXZnUpEqkC79BEakou0lRXiEQi59KJlQS2uh2DtoGCy9+h1zUiCBKMumZad5mE3M7yxkbTUIFOq8Y3rGuLMfhH9ibt0FKrwKbXqBF/lLjgB8xmE2aj4Rczgr7w/HPs7NSZgos6HD2j0TaUU5V/iq++XItEYstVcysEQTgA+N7io6d/bRe3KBMFQYgHIkVRXCAIQujPdSCK4kpgJVhi4fzK5/6lqaqq4kLaBcbvu8uaSdrBw4H46QlcXn8R/+6BFO8v4uH7H6a0opRm/2bEIJFDhw9x9OhRfLv6I5FKyNmbTdx97a3imklvwj3aA9EsonC2w9HPieR3k9DWHcPRz5G+S/rxxJNPcM/d91jf6nt5eXHPPXezd9E+6svrcG/tSUi/UOrz6ji65Shbtmxh7Nix/7O1svH3Y8iQIRhmTEdzNROH1haPAENVNdozZ+k/fRbrtm2zims/oAgM4NqO3ZQUFGB2VOHa/3YEqeUFjVlvoDn9Es5ubkyfMYPVn36Kws8XWVgITXkFSHv3YNb8+ezeupWGhgZ2792Lp4cH9675jNDQ0N9lTp6enowZN5a932xGNWakxSLiWhbag0d4cufO3+UZNizY9p1fh0QiYd3n6zhw4ADbd21H5ati8pHJ1kQhv4Svry8fLP8AvVlPULtgXLRulCWX4NHakxjPGMrLy9g741ukdlKkcinx0xNQOCrI2HKVzC0ZDFg2mND+4dTl1uIT72MV1wC82/vgHe9L7cUaxowfg1tPd7L2XqO5osmaiEdTrSHn2yx6vNAbs9FM/uE80lancvs7LY0VWt/Vhi2jN9L1ye5EDLXEOuw0J5GLn10gOz8HJycnxo0bR/qldN666218WvlQX1xHVHgUX2+2Zbz+uxIfH0+bqGgufLAc0c6OwKefQBRF6r47wOnUVILCw3Fs0xpZ29acPHSA95ct4+TRo7Rt2xa5XI7U0dEqrv2AIjCA+qRzP/nMyZMm8fbSpdh37YzCx6Lda7Nz0Gbn4HXPBHSFRcgNRl6ZPYcpU6b8pOVZTU0NA4YOJbuwELugAJquZePi7IRd7544RFliH0pVShzHjebQy69TVFRkE4JvgU1g+4eQl5dHWUUZI1aOYfuELfR+5TartVpgz2DOf5iCZ5k7Kc8nYxANaBu1eHl7EXtve5xCnPn+lRN0fqwb3u19qEgrJ+mt7+n8SFcCewbhk+DL1rEbkcgkePl40alTJx6Y9gATJ05EqbQcNFNSUpA7y5EpZURdd1NN//wCDUVqBt4+kL59+/6vlsbGv5DOnTtTUlzIypUrefzxpxERqC67gsmgxSyakClUNNQU4ObXmjZd77VmdirJOkF1SToe/u3IPr8Vg7YB7+COyBRKqorOI1MoST3wDl7BHTCbTVQWnEMAzGYjEqnc+nyzSY8omshK2YiuuQ5tYwlGg4GGmgKc3C1vlPXaBsrzzuDhF83x48dp3779raYCQFBQEBfSUnn//Q84dvwU4R1CWbD2IB06dPhD1/HvjCiK/X/qM0EQygVB8LtuReAHVNyiWhE33HkAArG49HQDOgqCkIdlD/UWBOGIKIp9+ReQlZWF1E5qFdd+QOmtpKFQzXeT9zB92oMsWrSInrf1pF6qxqePL2l56VxLz8DDaLFOMOlMyJSWPkrOFHPihWM4BTjiFOCMprqZsIHh9HiuF0lLvseoM+Hb0Q/fdn4cO3asRdDn5R8sp89tfShrp6Dni32s5f5dAnho7kOMHDkSmcx21LHx61AqlezYspVRY8di8vUBOzsaM6/x1ptvMnjwYIxNjRiqqpD/yMpGdzUDQ2MDZmcnpM5OlH28Gpc+PRGNJur2H8RsMFBdU8PqtWvxmT4Nh2jLRVtfXkHp+x/i3L0bb7//Pts2bmTo0KF/yLw++XgF8xYu5Is33kEEPL28+Hz1arp37/6HPO/fim3f+fUIgsCAAQP+X7Eyk5KSKC4tZuT6Mah8LEJB1eVK9s/ZyxHjYRIXdMFD8KLmShWjNozDwd0iVoQNimDn5G1sGrnBmhBO4WR3U/8yBxn6Zh15BXmM/GAs9t4O7Jq6g/DBESBAzs4suiV2I+31FI5UHaRD5w4IJgHX8JZu2KJJRBRFwga2fIkaPiyS76bstq7Di8+/yNw5c0lJScHPz+9XC402/rrs3LIF/6AgfBc9glmvp3TpRyhjY/CYMA5dYRHqE6fw7pqIw7jRqL1O8PAjCzm4Zy8zZ87ktSVvYqiuQe5xIxmC5tJleiX89Jk/KiqKD997j9lz56IMD6Ohrg59WTmug/rTeDYF3ZHjrPjoI6ZMnvyz435w1izy7BW4PTYfQSJBaTRSseITJGVlLepJFAqUPt4UFhbaBLZbYDt1/kOQSCSYTWaSl55BW6vBt5Nfi89DBoWS9nwqxfnF5Obm4u7uTu8BffCM9cLR35HER7pw6ct0Tjx/FKW3iq5PdCewp0UIkCvl+Hb0oyy1DKdQJ7Rxel5c9RLPvfQcS99eSmNjI9euXcOgMTD8y1FIFZY3t4G9gtl2xyYiwyNvGq8NG380p0+f5oMPl6PRNgICRl0DIgISQYJMpsAskxPcZmCLtOlewQnkX/wWV59WGHSNtL9tLkpni8tPYKvbSDu0FAdHd8pyToMoEh4/hrz0XRReOUBo7PDr7tJmCq58hyiKmAwaVK7+iEY17u4yLh5fgZtva6Qye2pKL+If2QuTpgxXV1eSk5MpLy+nc+fOeHvf7Dni6+vLq6++8mct3z+dHcBU4PXr/26/RZ19wKuCIPxwYh4IPHk9Ns5ygOuWBLv+zpec30p0dDRGvYmLn1/Ar7M/7q08EASB7N1ZoINDRyzC76uvvUqTazO9Fve1/o0Fdg/kyFOHuPj5Bfy7BpCx+SouoS4cf/YIPZ7vhUQqRe4ox2QwceTxQ4zaMJb2D3Zg86hv6P5MT3Rq3U1vXWUyGWpNA1GTWrUo947zQZSLZGRkEBMT86etj42/P71796a0qIj9+/ej0Wjo168fHh6W8BfPPPU0r73/PvbDBiH39kaTfgn9ydM0NTXhO/chFH6+NHx/hvqjJxANBvRl5cgcVQju7tjb21vFNQCFjzeOnTthqK0lv77hD52Tvb09Kz76iKXvvENDQwOenp4t9j4bfwq2fed34puN3xA9trVVXANLaBvPdl44eChROClormgkoEegVVwDkMgkRI9uRcmZEvIP5RF3f3syt2TQ5q4Y60uj5oomCo/mExsTS25RLmmfpOLo70TvxX0pTy1DXagmMjKSIwePAJbA7xKJhImT7+Ly2kvEz02whs65/PklZHKZJZnBjzJqa2o0ODm3DBLv4eFhS8zzD0KhUCCRSJC5uVG1/hucunbGbeggAJTtYrALCqJ6604Cnljh2REnAAAgAElEQVSIY5dEjjz5nCXerFqNTGFH+ao1uI8ajtzLi+YL6aiPn8Rl/J0/+8x7772X0aNHs3//fhobGzl/4QLHv/+eoMBAHt2yhV69ev1se61Wy64dO/B9/imE694xgkyG68hhlK/4pEVdY309TWXlN8WCs2HBJrD9QwgJCcFR5UjF+TJEs4ihyYDC8UZCgeaKJkwmI1KplMhIi+ClkMo59OgBJDIBo8aIwlGBWyt33MLdreIaWHyx63Lq0DfqkNlLiR7TGnG0yO77djBt3v0ExAeSezSb8JGRVnENQKqQEtwv1BYA0cafTmZmJsOGj8K/zXC6jZqCUd9M7oWd6DRqHJw8qC3LBAQQb3hPqKtyuXrmc1SuATTVFYMoUl1y0SqwSWV2+IR1Qa7LwqBR4B6YSMHlfQgSKTVlV6ivzMbRLZD6ymxEswlX72hadZkCgNk8iMzvVyKTSbFXeaDXqnFyC6a+Mht9YwmLX3mdyqpaHBw9qK3IZcHCBbz80ou2C9Afx+vAN4Ig3A8UAOMBBEHoBMwURfEBURRrBEF4GfghIu1LPwSe/reSlJTE5GmTQRQpPJrP1Y2XkTsqcIt0p/hkEc8/+ZzVqnLzjs2E3hOOtkZrOTTm11N6rhSJTELewRzqcuuQSCRUXqzA0d+RE88fwy3KHW2NFgTwjvch70AukcOjEE0ieQdyMdUZ6d27903jcnN1RVOjaVFm0ptorm/GxcXlpvo2bPwS9vb2jBgx4qbyxx99lEB/f15/5x1KS0ro1q0brx49SlxcHIoAfwSJBOdePXDu1QOz3kD+E08jNYvIggIxNzXd1J/EQYkuM4tis0h0bDvuGDWKJx57/Bd/b/Pz87l06RKRkZFER0f/pnn9HnHdbPy/sO07vxMmkwmZw81XWKlcinOIC0UniwjoGkhdTt1NdTTVGtwi3NDWaam6VIlJa2TLmI1EjYzGqDOSvfMacqWCQm0RzU3NZG6+ilOgE3W5dUSPboUcGXeOuSF0/BCm49lFz9Cnfx+KkwvxSfCj5kI1Hgp37rjjDs59mELiU12RyCQYtUYuLb/Ag9Me/OMWyMbvgtlsZs2aNXz0yWoaGhoZM3w4ix5/HDc3N86cOUNdXR3dunW75fe1s7Mzvv7+Fnf8a1n4zpre4nOHtq0xfbkec1MTZr0eB5UKQRDIzc3FNSIcMa4ddXu+w1ivxj48FNdBAyivqf7FMbu6ujJ+/Pj/13wNBgOiKFqTM/yAxMEBUa+nfu93OMS3x1hdg3bffhbMn287Y/0ENoHtH4Ioimi1Wnq+0ZcDc/dy7v0kujzeHYlMgrZWQ8pH59BX6axvWr788kvyywsYsmoYruFuqIvUHH70AA0FamoyagjqHYx/1wDMRjPnP06hqbwRQRRoLm9m7/RdOAY6EdgrmNAB4RQezcetrTsNReqbxmWo0BPc568ZZNXGP5el73+Ae2AnPAMs2Z3kdo4ERPflwpEPcHQLJKrjnRRlHKLg6n6C2w6iJPMo1SUXad11Cm4+FksYvVbNhSPLcPYMw8XTEgjabDbR2NDIrJnT+XjFKlzcA2ioL0fXXIubTytMRh1SmR2axioiE+6wjkcikeEV2gsv9Tlycs4gd3DDP7IXZpOR4swayqo0xPSajyAI+GsbWP7xJ3RM6MCYMWP+/MX7FyCKYjXQ7xblZ4EHfvTzGmDNz/STB/wrfDkOHDjAyDEjUXjZMW7HBOxd7RHNIueWJXNtWwYTxk/gySeftNY3Gc2cfS+JpvJGEEHuqCBqZDShA8LJ259L54VdKdiVR2NBE42aJoZ+OhLnIGdEUSRzawYXVqfi0dqDKxsuoXRXkrn8Crt37L6lu+fsB2cz/7n5+Cb4Yu/mgGgWufRpOh06JNhcF2z8rgiCwD333MM999zTotw7MBDNlQyUMW2sZZorV1GoVHTv2pVzBi3NFy9T8PxiZK4uOPfqgTIulsbTZzCpGxAnjKPR05MVBw+yZdt2UpOTcXBw+M/HYzAYuO/BB9mydStOYaE0FRbSo1t3tmzYgEp1cyB2G38dbPvO78eY0WP4YtIXtJkQYzUmaCxpoDS5BP9ugcjsZTh4qyg8VkD+wVxC+oUBUJtdS9aOTKLHtEadX493rBeuYW5c25bB1U1XEATw6ehH39dv5/hzR/Fs60niAoswplPr+G7WbuRNch5e/3CL8dTU1DBkxBC8e/ji4OdAbVYNujotYx4Yw6LHFzF2wlh2jd2GVytvyi6WMmzoMJ5a9NSfvm42fhszZ89m4/7vsOvXF4lSyZoTx1j/zQZkMjl1Wg1yZ2eaCgp547XXmDN7dou2giDw3pIlTHnwAZBIMNbXI/f2sn5u1mgRzWaQSmne/R333jsVsMRva8zLx/ueCTgldrTWb/hmMz0HDfnd5nbq1CmefuEFLl68SGRUFC8+/TQDBw6kXfv2FJ5NwanLjURRzaeTGDliOCqVIwe/+hpvL28efellJv+Cu+m/GUEU/5LxL/9wOnXqJJ69ntXpn4DJZEIulzPp1L18PeBLPNt6UZddi3OIC7XXaoge25qr6y9TX1uPUqmkXUIsvvf6E9A1kIq0co4+eQinQGcEqUDVxUrMZjMye5lVkGs1rg2xU9sjkQlkbLlK6vJzRI6MpvBYAZHDozA068nckkHvV24jsGcQAEXHC0l9/Sy5Wbm2VNM2/lT6DxhMcYMPHgGx1rKM5HUonX0JanU7ACajnvMH30WnqcfDPwZdcy1xfee06Kco4zC65hoiOozDoGskZf9biCbLG574Du25c7xFRMvPz+fwkWPU1tXRrAW9XkfHgY+3sECrKr6AvCmN0oo6orvPQiKxCAVGvYaU/W/Srvcsa5bRioJzBLvWcmD/3j90nf4oBEE4J4pip//1OP5K/N32HLPZzP79+zl67Ci+Pr58/MnHlOsqiLs/nuA+IdZ6Jr2JbcM3kXk505oNt7m5Gd9AX9rcH4PSS8X5lSkMXTPCmtCgNruWPffvRKV0JCwsFElXGe0mx1n7FEWRLWM2onCU01DUyCsvLGbBggXI5XJKS0vJyckhOjoaLy8va/1FTy/iw48+xDfGj/rCOoJ8g/h2+7f4+bUMl2DDxh/B9u3bGT9pEq5jRmIXFoo2J5fazdv46tNPUavVzJgzB9fBA1C1j8VQXkn1lu2YtRowmvBdMAe76xnkRFGk4ZO1vDl/AdOmTbvpOS8tXsx7X6/Heeo9SOzsEI1G1Bs2Mzq+A5+sWPEnz/qvhW3fuZm/277zaxFFkVlzZrFp52aCBgdj1BjJ253DlLunsG7jOqInt+biF+l0W9SdU6+cRO4gw8FTSW12DfHTE0j9OIXhX4zCyd/ipqlv1LNr8jaiRrfm8lfpDFg2mH0zdnPHronIVTfijZacLqZsbTHp59JbjGfxK4v56vQ6Oj/bzVqmqW5m9107yc/Ox8PDg8uXL5OVlUW7du0It2Xv/cuTl5dH2/bt8X76cSTXrX5Fs5nCZ1/EbcggHHt0QxAEDFVV1C9fzd7t228Z0/Lo0aPMeOgh8urr8Jk9E6lKiWg0UrluA6aiYmQmE10TO7N90yZrXPP7Z8xgy5Ej2A/qh8zZmebkc0jTL3EpLc167vlvOHr0KMPGjMFh8ADsoyLQ5Rei+XYPn328grCwMG4bMABFbAz4+SJm5yIvKyf51CnbC8tb8FP7js2C7R+CVCqlTVwbik8V4dHGk4hhUXi29aSpogm3SHfqsmtpPNVAVVUVu3fvJudaDuFeUZh0Ro4sOkSPZ3sS0D0IXb2O488foTylDIlMilSQIndUkPDQjd+dtne1I/9wHvkHchm5YSz2LpYvHt+O/hx/9ghuPm5IJBLkZjnf7vjWJq7Z+NPp0rkTX24+1kJgU1dmE9J2sPVnQSJBRESQSKguuYij280bh1RuR11FFpnJ66gtz8A3vDse/u3IOPMFqSmppKdfRBAkuHiF4uoTS2PJMfwie1N09SA1pZfw8Le8ZDabjJRmHUUwNuAS0MUqrgHIFA64+balviLLKrAp7Jyorcv9o5bHho2fRa/XM3TUUC7lXsa7lw+6NB1ZVzNxDHBqEc8GLKEAHJwdUKvVVoFt8+bNeLfzofX4tpx65QTRY1pZxTUAtwg33CLd0dRoyMzLJGF4y7OJIAg4eDhYMsDZa3jltVeYOnUqCx5fwI7tO/AI9aQ6r4qpU6by/rvvI5VKeePVN1g4byFnz57Fz8+PDh062FysbfwuGI1Gln34IZ988Tkmk4m7xt3BwgULWliMjRo1it1bt/LEs89w7du9hEdE8PXOnZhMJt55/31c+9+Ga7/bAJB7eiL38aLkjXdwi4u1imtg+d2ndTRHjh+/pcD28apVOEwYZ3XhEWQyVMOHsO6Nt1n50UdIpdKb2tiw8XdHrVazceNGysrK6NGjB3369GH5suVMumsSW7dvxd7bnruP3U1MTAy9evZi0TOLMNTrObLoEF5x3tRkVmM0mOgwsyMVFyrw6eBjFdcAFI4KIoZFoavXEj40kqyd15DaSZEpW16THTwdyM7JYcTYEcyfPZ9+/SwGiYdPHMb3dv+WdT2UeLfyITU1lf79+9O2bVtbvKq/EcnJyThFR1rFNQBdfgGCg4NVXAPL97miZzeWr1p1S4GtT58+XE5PZ+6CBax59U0cQ4JpKimhXUwMs99cQmxsLEVFRXz55Zf06NGDmJgYVn70EbHLlrFsxQpqa2pQqVTUaTQkdO1CZFg4JeXlOLs48/D0GUyePPk3n3UefeoplMOH4NgpwTIHDw+kKhWPPPkkuRkZXL14kRWrVnElM5Oud9/DtPvus7mC/kZsAts/iCWvLuGuqXcTNCSY5HdOkzAnEb9OfpSdLeHCB2mMGDSctnFtCe4dileCF3sf3EX02Na4hrsS0N1idXb8+SM4BTjT57XbkdnJuPLNJVKXnyNjyxWix7S2/hHL7GSEDY6wimsAQb2CCb49FP96X5YuXUp8fDzl5eWsXr0auVzOiBEjcHd3v+XYbdj4PXn44TmsWLmK4oyDuHi3oqb0MkaDjmZ1OfYqy+9gbtoO7Bxcie01E4lUwbl9r9LcUGEVucwmI+W5SRgNzUjl9sT1fRgHR0vmuFZdJnPl+8/oOGgR1cXp5F7YRkjsWLRNNTTWFBCdOJEr339KZWEqdg6uVBalolCoULqGo9fcHBNEr6lD5m2JjSiKInVl55k+5eb4PzZs/BmsXLmSrLps+q8ZhERmiS/jf1sAp14+TtauTLxibyThKE8tQ4acqKgbwdsLCgpQhlnEB4lMgklnuukZJoMJt0h3GorVZGy9StjgCOv+0ljaiDqvHgcvB6RyKQbRSFBYEF7tfRi5dSxylRxdvY6di3YS8k4Ijz/2OAA+Pj4MGzbsD1sXG/8+tFotbdu3p0SnxXXIIAS5jHc2b2Tbrl2cOXECmUyG0WjkwIEDVFRUsGndesLCwigpKaFP/37U6PWoq6vxvv/eFv3KPT2RqJSoc3NxEsWWF6TKakLa3NoDUF1fj7tTy+DoUkcVBr0eg8FgE9hs/OM4d+4cA4cMxCPOE3t/B95f8z4d2iawY/N2evbsSc+ePVvUnzhhIhPunEBVVRXRbaLxautFqzvacOXry6StPo/KV9Ui4cAPmA0mJDIJzsEulJ0tQeFsR8npYgK63Xj5mrXrGk7hzlS3qeXOqXey+JnFzJo5i6CAIC4VXGnZn9FMXUGt9cXTrTCZTGzatIn1m9ajkCuYcvcUhg0bZns59BfA398ffVkFyh99P5s1GqSOjjf9/5E4OVFZ/dPx0SQSCcuWLmX82LE8NHcuNY1NnD97jq+cN5D21FMYnRyReHqgeeopRgwdyheffsr8efMYN3YscQkJNMe0wTm2LWUrPqFOXYdT/77UNTYy+5ln+D4pieXLlv2muV26kIbX8MEtyuyjIylc+Ql6vR4/Pz9eeO6539SnjZZI/tcDsPH7MXToUHZu3oFflQ92MjvOvZ/EzknbOPtOEoZmPVt3bmXwF8NIfKYLfZf0Y9DHQ8nYdAWJneVApi6opzazhsQFXTDpTOyetpPsb7MIGxjBxbUX+GbQOjK3ZVhcGArVGJsNN41BNIlcybxCQkICHy3/iKjWUby1+W1e/fI1QiJC2LRp05+9LDb+hfj6+nLm9Ck8lbWkH/uIhtp8HF39yUj6gor8sxj0zVQWptK66xTslK7I7ZSEtx9N+pFl5F7YSVHmEc4fehcHJ0/MJiMhbYdYxTUAlYs/Bq0aRBGvoHg8AuIoyzmFIJFRVZxG3sU9RHW6Bye3YCoLzuLuF0P7fgsJbjuIquILNNQUWPuqKb2MujoXbVMllYWp5J1fh0rWyLx5c/8XS2fDBus2rSNifKRVXAMI7BmERCah5EwJx545TO7+HM6vTOH4E0dYsezjFhf7zp07U3WmArPJTOiAMDI2X0Fbp7V+XnaulKayJnq/3Idha0agb9Czb+Zucvdlc3n9RfY8sBNBJoBEoOcLvWk3NQ6TyUTXJ7tb3XXsXOyIfTie9z96/7+aq9FopLy8HIPh5v3Mho0Ro0dTUFqK39yHULZphUNkBK5TJ5FdVcmOHTvIyMggJCKCSfPm8tjyD4mJj2f23LlMfeABakOCcZn7EIqgIPTFJS36NTU3Y9JoMTVraDhwGNFoRBRFmi9dRnc+jQfvv/+W4+nXrx/NyedalDWlnCeuQwdb8gIb/zhEUWTi5InEzI2j26s96TCnIwO/GMrVyqusXLmyRd2Ghgaqr4scgiBw4cIFnIOc6fBQJ2qv1VCfV0eP53rRf+kgKtLKqb5SZW3bVN5E1s5rhPYPI+9ALtpaLcG3hXDs6cOkrjhH/qE8jj93hNy92ajz6pAp5fR6py9PPv0kGo2GuQ/N5drXGVSmVwBg1Bq58FEqbaLb/KTVmiiK3Hn3nTyy+BEqW1dTGFzM/fMfYN7CeX/Qatr4LXTv3h1fNzca9h2wfj+bDQb0hUUYfiSmiaKI6fwFxvzCy73q6mrGjB9PRXQEQa+/jO/zT3G6oY5qnRanmQ/gOH4sHoseYc/p7/nkE0vGzneXLkUa1w7n/rehuZqJIigQr0l3YR8Wiiq2He4PPciKVSv55ptvftPc/AKD0Je03JMM5eU4ubqiUCh+opWN34LNgu0fhlQq5VL6JbQ6S+Y2qZ2UNvfEUJNRjYOHskVKa/doD/wS/Ck6U0hTeSPNVc04BjghkUk4934SXrHeJC7sYkk3bRY5+dIxUpefJW9/NoZmA7n7coiZFItzsMVstDa7luKThTg5OLF582YeeeIRhn15I8ZBTWY190y5h2nTpyGTyblz/Hhef+V1mwupjZsoKCjg5Zdf4eDhI/j4+PDownmMGzfuN/dz5coV2t8+32qV1lBTSPqxj7DPOIRUbodcobTW9Q7phCCRkZW6CalUgcmgwSswjmZ1OfWVWS3dTatzsVN5IEgsooKDozdFmYdxdA0gLG4U2qZqMs6sRRBEJBIZQa1uRxAE7JVuBLcZxKUTq1A4uKB0sEMmMfLZp59w4sQpCotLGDzpPqZNm2bLvmvjf4ZUKsVsujk+q1Qixag2Up1SRWlSKTGt2nL6+GliY2Nb1OvXrx/hfuF8//QJou9pjW8nf7aO3UhQr2CaqzVUX67Et5MfqR+nEDownKFrRrBx2NeUrC+moCAfQSoQ2COIHs/1RpAIeMV6c/a9JJReyhbPcfRzpLy0/P81R1EUeee9d3j19VcxGA1IBSmPPfoYTz7xpM16wAYApaWlHD1yBGXHDgg/Sq4hSCRI2rTm+MkTPPX88+i7JuLcwxJ7yUGj4avlq2gsKSXwlRcAcO7Tk8ov1iH39sYuPBRzQyNV32zCMSEeiUSK8spVyo+dQKZQ4OrszNdbtxIcfOvkUEtee42uPXvSoFYjiQjHXFSELjmF5Xv2/OHrYcPGn01GRgY16lq6DehlLZPIJERMiOKLDV8wZ84cKisruX/m/ezftx9BIhAVHcWqj1ZhNpsRJAI6tY6rGy6jcFKg8nXEztmO7s/0Yv/cvXi390FqJ6P0TDGRI6PJ3HoVdUE9/l0DUOeriRgRRdaua9i7FBJyeyiJC7vSUKjm2DOHGbNlPEovFZcvX6Zjx46sXr6a2fNmI8pEmuub6da9O+s2ffWTczt06BAnzp1kwGeDkSosZ8nQAWGsnbiWWdNn0aZNm59sa+OPRxAEDuzZw8TJkzj34ivI7OxxVqmYOX06Xy5fjaJndyTOjphS0gixd2DKlCk/299na9cijQzHqVcPAKQyGe7jxqB54220Wdk4REUiUSiw69uLlWs/Y/r06Zw+exZZa4t3iy4vH1W7mBZ9SpVK7CPCmTptGsOGDfvViW6efvxxFjz3LNJJd6Hw88VQVU3Txq08snCB7fzzO2ET2P7mHD16lE+/+BSNRkO/Pv1Y+NhCDBhpNzWO4L4hqAvqObPkexwDnHAMcLqpvcpFRe+evdk1aTtRY1tRm1VLU3kTeQdyGbdzgvUPTZAItH+wA0Uni6jNqmPYF6PYcecWdk3dQWD3QESzSGlyCb4JfnT2S2Ty1MlEjIxqEePAPdoDn86+eMV6E3J7KEfXHqfvgL6knEmxprm2YaOoqIiOnTqj9GyHW8hQapuqeXDmXLKysnniicd/dT+rV3+Ck1eMVVwDcHIPwt2vLXZKV8rzktE112KndLN+rmmsRCaVMn78aPQ6PQcPH0Ei6sk89zXRgItXBA01BWSf30Jw20EIgoBeq6Yw4xBmgwZ1dS6i2YTC3hnPwPZUFKQAItrrzynKPELJ/7F3noFRVXkffu70mUx67wnpEEoIvYP03pGOKIgKSxG7iwUQkSYi0kRsCEiR3nvvnVQIIb33NvW+H4YNmze4666K6M7zhcy955y598/MnHt+518Sj+Pi0whdRSHlpaks+OQTRo8eba3GY+WpYcyzY/hwxWy8W3gjVVoeE+4fTMLDxYNLZy+Rnp6Ov7//z4rAEomEg3sOMnfeXL796DsEASY+NxGtjZaFSxaidFThUs8Vk97E0ZmHCO4dgkwpZcsPmxkweACZeZlEjmmAILHMP1KFFOdwZ1KOPyDgYTU4gPuHkpCp5Ny+fZvIyP+sqN7qNatZsGIBbZa2t1TSTinm8/eWo1KpmDFtxn9pOSt/JZKTk1E5OWLIzat1zpCZibxuJBk5OTg//2hhJVGrUbRrg7jlp2pRTh0SjPOAfuR8tx5zRSWCREDbtAlO/XpTtu47Fsz9iLZt21JRUUFQkCVUWhRFzpw5w8WLF/H19aVv374olUpCQ0O5c+MGy5Z/zoWrV4ms14CpK1Zbk6Zb+UvyrwrxiaJIVlYW3Xp1QwwXGLBrCFKVlOTD9+nasxuXz1+iOKWY5ENJ2Ac6YO9vT/LhJBpNaIxfe3/cG3lw65sbxGy4jUwt5+7uRDCLdP+yNw4Blo3/3Ns5JO25S/dNvZBrLN7TKgcVokmkNK2UstzS6qTz3bp1Y/7c+SQkJNC5c2c6der0L+9t/8H9eHXyrhbXABS2Snza+XH48GGrwPYU4O3tzamjx8jMzKS8vJzAwEAuXLiAVCLh2u3bqHUGBr38CmPHjn1s1ed/JjY+HrNXzaJLgiCg9PXFmJcPIRYhTVAo0Ol0AISHhpKYlgZ1I5Da2aHPzqnRXxRFjPkF2Hh6sG/fPgYPHvyL7uu5ceMoLi7mw7lzKTIZkQDT/jaVt9948xdaxsq/wyqw/QnQ6/V8/MnHfPn1WirKyunRowcfffgRy1csZ+W6VQQNDkbhpuTvS/6OSWoifFAEkWMsFdns/OyxD3Bg56jtlCQXU29EJApbS3LcsoxSUs+kcPjOIQYOHcidPTFI5BL2TdyN2WhGKq+Zy0OqlCGaRQzletQOKlxCXMmOy0JXqkPrZYtnMy/Sz6Yh6dMclae6RlLrfyDXyJFr5Nh629H0reYcGX+QgwcP0r1791ptrfxvsmDhIjRO4fhGWD4TWgdvtA4+zJ4zl1deefkXe3YdOHAAqbx2Uk6ZXIVK44R7QDNun15NcNRgVFoXCjJuU5R+kSOHDzB06HBkdnXwrjcIXUURybd2k3BlE4hmJFI5MoUNKo0TpYVpxJ5di6tPI3zCOloqDMUdoijH4vEmSKTYOvuTfGsPgfV7k5F4goadpqNUW66rqjyfN958i/79+1mr81h5ahg/fjwHjx5k/4g9eLbxpjKjgqK4Qg7tP4SDg8Mv8jres2cPy1csx8HfEUOlgY1bNuHi6IzcVkG/DQORaWTEbowBk0j85ljMRjM/7fiJk8dOElwvhNL0UhzqPBK/649ryMl3j1OSUoxLPVeyr2aRuD0etyB37t+//x8LbB8v/Jio15pUv4ednz2N32zKgrcXWAU2KwCEhoZiKC3FUFVFyakz2LZuCYJAxY1b6GPj6TJvPl9u2ojw/zYIJWoVao2asktXsG3RDABNowZUxMVhyMjGbdLzSORyyo6dRFFaRv/+/VE+LFoAoNPp6NWvH5dv30IWGoKQk8vfZszg5NGjhISE4OnpyUdz5j5RW1ix8kcQHh6Oo60DyYfvE9jFIiKbjWbufHkLSZlAndA66HV6fBx9MRlMyG3k1OkWRN71XFatXsX6b9Yz9NmhGDDQ8p02HJq8H0OZAe9WPhTeLSBhexxytWVdYh/oQO7tHPa/sBu/jgFUFVaRdSmTiOF1q8U1AF2JDkOlgYSNcTRv1hw/Pz/Onz9Pzz49cY50Qemi5IuvVjC43yDWrFzzsx5BTg5O6JP0tY7rC3TWyJ6nDE9PT0vxp759OX/tGvLwUIT8fCQJBXy+ePG/FdcAmkRFsWPNamj3KGegaDJRmXgXuzYWD2jRbEZ/7iLPDrIIZa9OncqPbdogcXdD26IZmZ9+jjosBHVIMKLRSNHBwwgqFTJHByoqKn7x/QiCwPRp05jy0APU2dnZGhr6G2MV2P4EDB89gqvpV2nw90Yo7JVc381Jde8AACAASURBVHKD8Prh6Cp1qJzUxG6KIWpSNF2+7MHO4T8ht6n5JbH1sUPtpMZYamDfqD34dffHUGng3q5ENGoNJ06eYNH8RXTt1Y0mU5tiNpi5seYasRvv0GB8o+px4n6MwT3KnawrmaRfSCc3IZeWb7el5H4RZRmlOIU5493Kh8OrDuPe0YOkfXepN/KRoFeeXU7qqRQaTYoGLF9w5ygXbt68aRXYrFRz8uQZ7NyiaxxT2ThhY+tMXFwcTZrUqob8WJIfpFJWFo9PWCdkcktuGn1VKfkZd3Dzb0pJbhwqmZm4C98gmk2EhIRy8sQxNm36EZltAH71HhYZcAZbJ3+uH1mMIFUQ2nQ4uSlXSbz0HSq1Aq29G3Ua9qt+36Cowdw8vgx7lyBcfRpx58wa3HyjuX16NR6BLarFNct9OePsVY/t27czefLkX2k5K1Z+G6RSKZs3bObSpUucPHkSd3d3BgwY8IvDD+7evcvzLz5Pu6WdcA5zBiDleDKnZp0gYng95DZyEncmcHdnPF1X9MQh0IHS9BLWvv8VKrWaWW/8nfmL5+MY7ITWU4uhwkDS/nuoXdSUZ5WTdSkThyBHOi/rzvEph2uFqP4SMlIzaBnatsYxpxAnstOzMZvNVq9qKzg7OzPhhQl8/dM2Ss6ep3D/QRAEBIORTd9/T4cOHZBU6ahKuo+qjsWzUjSbMVy8zIvjnmPt119T+iCFKlFEFxuPqbISuVxG+ux5IIKtVsvrr9f2yl68ZAnXMjNwfHUqwsPchqUnTzN87Bgunz33RG1gxcofiSAIbPxuI916diPreCYqLxWZx9MpySuh5aw2+LX3x1hp5Prqqxx//QjdVvVEEAQcwx1ZvvwLOnXsROydWLr16kbsd7fpsqw793YncG3FFUpSi9F6aPGI9qLJtGZIpBKqiqrY/+IeKnLLyb+Zx4plX/DOx+9Q1rcUrZcthgoD5z8+g0SQ4FXuwcb1GzGZTAwaNohGb0Tj284S2t3glSj2TNrL1q1bf9araOTIkXz0yTwCegXiUtfiBZd+Lo28W7n079//idnYyi9j6bJlXEp5gNNr06p/l8tOn2XIyBFMe/kV9hw8iIebG5MmTHjsM8moUaOYM38+xbv2omndAlGnp/zAYQRdFbpLV6hKug+x8fjb2TNtqiUPn5ubG716dGfH1p8w6A0Iej3ZX65DqtFgrtKh9PPFZfBACtespWvXroAlNc5bs2Zx+vQpXFzdmPm3v/H8888/VuiVyWR4enrWOm7l12MV2J5y4uLiOHLsML239a92I64oqMClsRut3mmNwlZJfnw+x147jMZNQ9jAcNLOplFvxKPdfH2pjsq8CoYOGYZep+PwkSN4t/Wmx9re6Ev1TJ4xmTr+QTR8uRHBvUMB8Gzmxd7xu8m5mY1nEy+yrmZRdK8AiVyKdysfLi+8iCBAcM/gGtdbVVjJhfnnkcXJ8X8mkF2jdxDUKxiT3kTC1jiC+4ai9XjkgVQcW0To4NAnYEkrfxb8/Hy48yAbe9eg6mMmk4Gykrz/aCLQarVU6kWuH1mMR2BLzGYDmffOIIpm7pxeDQgIEikegS2QSOXcu3+O6TNmUl5eia1rzaS0Khsn1LZuOHnUJS3uCJHtJnFl3/uMHzeBzftu12grCAJ2LoFUlGbh5BmBysYFJ696CFIZZtPjEqlb8x1YeTpp2rQpTZs2/ZdtqqqqOHv2LHK5nJYtWyKRSHjnnXeQu8q5uzMBU7c6uDVwx69DAI4htyi6VwhA7IbbNH+9FQ6Blp16W287Gr/ZlIXTFjB18lQUZgU7h/+EVCnFUGlAkACiRaiTyCQoHZRcX3SZAf0HEBAQ8B/fW72GkWScS8e/06O+GefTCIsMs4prVqr5dNEiAgMCWLLsM/JKy2jStCnLP/0UV1dXUlNTWbdmDcPHjEEfHQUO9ogxcQTY2TP7ww956803mT5jBj/u2IFd9y4UHTiEsmEDnKKjMOblU7hnH+8vWczGLVs4ffx4tRfE1+vXo+zUrnoRB6Bt3ZI7780hKysLDw+PP8ocVqw8UURRpKysjN69e3MvKYkg6lC3TQSxQiz+HQMAkNvIaTK1GduHbCE/Lh+XCBfSz6Xj0tCFfkP6o1aoeO/d91jw6QL2HNqBQqtAIpfiHOFC7s0cen7VBInU8puvclAR/UpTrq26gkqj5u8f/h2jwcieUTtx8namJLuY5s2bs/f8nuriBRs3bqS4vJhzH53m6nIlIf3CCB9Wl6BhwXzzwzc/K7D5+fnx3bpvGffCOBz8HTDpTejy9ezavgtb29opfaz8saz7/juUHdrW+F1WN44iZtdeZi5eiLRBfcS7CXzTvj2rly9nxPDhNfprtVounT3L62+/zc5lK1GqVEwYPZoXN29h46ZNpKan0fHZkQwcOBC5XE5CQgLtO3dGH+CP03NjMBWXoDt8DA97ezLy85A2bYJUIqHkm++Z/f4HeHh4kJSURIs2bZC3bYV64niK8/KZOXcO91NSmPvhh0/aZP/TWAW2p5wbN27g0cizWlyrKqwk7XQqA7cPRaG1eKo5hznTaGJj4n6Mxc7PjrzbOeTczMatgTuVBZWcnX2K8PBwQuoE88miT+izZQBqp0furHVfrM/lxReIaFSPysJKRIMZGw8tA7cNYWPX78m9lYOhzICNp5Z6IyNROqpQZMpJKk4i60omNh422HhokUgl5NzMQaFSUJ5Vhq2PLQ2fb0TmpQzy7uQimkWUtkoM5QZEs5nY72KQV8jp3bv3H2JbK08nM1+dTu8+A7Bx8MXWyRejoYr02L106NARb2/vXzzO+OfG8vnqHyjOTycv7ToKtQOO7uEUZN5BREAiCEQ9MwOlxrLA9wpuy5mD83F1cULl6gaEVY9lNhvRVRTi5BVJavxhjPpKBAQiIyPZuPVgjfcVRZHS/Ad4h3a0VBcyViGRynF0jyD23Fq8QztUe7FVluWRn3Hbultp5U/Jzp07Gff8OGx9bDHqTJhKjNSNqMv1uzcIHhSKsdLAyXePEz7YkrbAxs2G9PNplKSWUJZVhmOwY43xHOo4UJBbwCfLP6H++IZ4NPYkcVsCOSey0Wg0SAOkRD7fAIlcyp3vb1EcV8GKZSv+q2ufP/tjhowYgrHKiHuUB7k3s7n5+XW+XfPtb2AZK38VJBIJ06dOZfpDj4L09HRL0uvLV5AqFTjZO7By2TLuxMaQnpVFt3feZciQISgUCtRqNSfPncVpzAgqY+PQNGyA86CHv/UB/igD/MhY9Bn3nctZu3ZttRezyWSCfxJ5RVGk6kEKRoOBhYsWMenFFwkODq51rVas/BUoKipi5aqVHD11lKzMLFIzUgkaEooQJbB/1wG0Chs8h9Z8FhQkAvYBDuTeyOb+gXvk3szGbDKjcdMgkQq88e6bKJRyBu0cirHShI27DaXppeyfsBupsmY6HIWtnLKMMoK7hxA2LBxjpZGYr27jiQdbT2ytIXCnpqYyafIkQoeFU6d7MBW55VxZdomyzDJcI10xGP91der+/fuT2S2T06dPI5PJaNOmDXK5/F/2sfLHYDKZaqUDKL1wEYW/H/YTxld7iCkj6/LS5FcYOGBArcrOnp6efLduXa2x33n77eq/8/LyGDF2LMeOHEEZHobb4EfrA1WdQO7PW0DXzp3Jzs4msn59Xjkwl+hoS9TPvE8+Qd6sCXadOgAgd3ZG7u7OkoWf8sbMmdjZ2f0WprDyC7AKbE85derUIT8+D9EsIkgEqgqrUDurq8W1f2AfYE9ZZim5N7Ox87Pn8N8OIEgETAYTMpkMSajAxps/glKoIa4BOIU6IdXIuLsrgZvrriNXy5HIJdQdUR+JREL3NZaEn4LEknj3+GtH6NuxD1+mfsmR6QdR2ikRZBLq9Aji7s4EzCYzUr0cmUrOnfW3kcgleLf25cHe+7imObO5+wYEQaBX3158cfQLZDLrx9DKI9q2bcsXyz9j2vRXMZpEdFWWvIPrvvryPxrnrbfe5PyFS5w9l48gk1JZkoFaJUOjUVNRUYmTZ71qcQ0sudk8AluQlngCac4BbJ0C0Dp4YzIZSL65Ext7L8wmA0q1AxnxB+g/YADDhw/nvfc/JC3uIB512iKKZlLjj2Ay6nDyCCc35Spmk4HK8nyyEo9QNyKc2FPLcPJqAKKZgoxbLFq4wJp/zcqfjtTUVEaNG0Wbhe1xjbQUEkk7ncLJd44zcPsQVI6WeSaoVwg7h2/Du7Uv6efSCOoTwt7ndqKwVZJ+Lp3Aro+Ss2deyEDrZUv40AhufnUDs8FM9LSmHI49SGlRKb1m960ufNDizVacmnqcnTt3Mvz/7RT/Erp06cKOLTt4b+77nFpznNCwULas30Lnzp1/A+tY+StiNpvp1LUr+QG+uL//DkilVMbE8tKUKdy6dq2WJ6VOpyM9+QG+wUEU7j2AY89uNc7LXVyQOTlCgD9bdu6oFtieHTyYFfv2ovT3A0GgYOt2ym/dxrZta76+cokVTVazbPESxo8f/6Ru3YqVJ0J+fj5NWzZFHqTAs703slQFVRt1aNw1BHapQ0jfULYP3IrknIygniHV/QyVBrKuZlEQn49HUy9MBjOdP+2KSz1L6GXa6RROvHMcqVKGysEyN2m9tIiiSPbVLDyiH0VHXFt5DZcIF5q90aL6WOt57dg3bBdpaWk1BLaly5bi19Wf+mMbAmDjbkOnhZ3ZNmAzxXeK+Pj1ef/2ntVqNV26dPl1hrPyuzNyyFCW7vgJZWBAtdBWfvkaDt071wi/VPp4o3N05MqVK7Ru3fo/fp+e/fqRpFYgDw7CpnGjGuekdrYIri4cz0xHpVQSs3kzw4cOrT5//vJlFK2b1+gjc7BH4+JCYmJitRBn5ffHqmw85TRp0oRg/2CuLr5E5MSG2LjbUJFXSfGDYuz9H+VySjnxgPLMMiLHNST2h9vUH9/Q4sGWX8mVZZfISc7B080bQ4WhVt/0c2mY9CZsAx3o8WVv1M4a8mPzODL9IFofWw5PPUD9MQ3QuNmQtO8uxbHFXJdex7edH01fbYHZZObkO8eJ+zEW0SwiU0kxVhlJPfQA/3YBmKpMpB1I4Ydvf6B///4YjUYAq7Bm5WcZOXIEw4YN5f79+zg7O+Pk5PQfj6FUKtm/bzdXrlzh+vXrBAQE4ObmRodO3ZGbJJiMulp9KsvykUhk+EZ0JebMWmRyFXpdGYhmHNzCSbyyCX1VKYI+i1dnfEZ5eTlnz5xi8uSp7N0756HngQw750BunvicipIcJBIpqXd2o3XwITuvDDc3F0Y/2xF7e3sGDVqPv7//b2EyK1aeKN9//z1+nQOqxTUAnzZ+uDZ0I+NiBnW6WUK8NS4aPJp4cWjyPjybe5G09x4+rX0ozSzj3LwzGKuMeER7kHs7lyvLLtH8tZb4tffHt60fe8bupE6PYOROMrSBLtXiGlhCsR0bO3HtxrX/SmADaN++PcfbH/t1hrDyP8Pp06fJLS/DvuujBZWmXl2M0UmsWrOaeXM/qtFeqVRi7+SEITMLmZ0thuwc1CGPPM/MBgPGwiJEARzsH2329O7Zk9VfrSVn8WcIXp7oEhLxees1JA+9IdStWjB52jT69euHs7PzE7hzK1aeDIuWLEJZV02ztx+JW57NvDn22mH8OwZYihj0qEP6oTSuLr1MnT5BVBVVcXPFNWxcbejzQ3/ufH8LmVpWLa6BZW5yiXAh9cQD6nS3fAdvrr2OscrE0ZmHqTcqEocABx4cS6YwIZ9GLzaucV0SmQT3aE+uXbtWIw/wpeuXce3uXqOtwlaJ1ssWfwc/RowY8TtYycofwaszZrBz717uL1+FOTQYWX4hYlEh5vKaxQVEsxlDefl/FeZ769Yt4u4m4vzWa+i3/IQhN7fW2MaSElyGDUbh7YWsUQP6DRrExbNniYyMJCQoiKz0DFRBjzYuzVVVVOTlWTfynzBWheMpRxAE9u7Yy6QpL7Gj31bMZjOeXh6cnHGMyEkNsPe358HRZO7uSKDbql7EbbpD+LC61B/TsHoMrZeWgy/vI/tqJlpPGw5N2U+LN1phH+hA2qkUbq69jslgot2cjqidLTs7zhEuNH21Bec/PoNcIyf1ZApmg4mSeyUsXbiUmW/PpM/2AehL9ewa+RMylZx2czpgH+hA6okHXF95lV5de9GlcxeUSiV9N/WtFkmswpqVX4JMJiMkJOTfN/w3REdHV+/aZGVlUVVZimdwZx7c2k1pYSq2jr4AVJUXUJgVg2dQG7yC2+BRpwWVpXnIFRruXt9KfuYtVFpXJFIlGekZtG3/DAImOnXqzLfffIWdnR0+vgHYerVGEARkCg35GZb8bMGNhyAIFg/QtJg9xMUnsmnjD7/63qxY+aPIL8xH7lQ7lEXjokFfUlO81hVVEdw3lKhJ0ZRnlXNkxkEkMgk+rXyIWXOby59ewNbXjtaz2uLVzBL6Y+tth2OIE3m3czGUGShJLan1XrnXcwh57tf/Rlix8ktIT09H7u5eK1m04OpK0oOUWu0FQeC1V19l/upVqFs2p3D3XpQB/ih9vDHrdBRs34XCy5OKE6e54elJx27dqBsSwjc//ICyWTTS4hIqbt7GrlP7anENQO7mijY0hP379zNy5Mjf/b6tWHlS7D20D7/nam46ukS4oLCRU5RUiFOoM6IeJk+aTG5BLrvf3oNWq2X66OkcPXGU3YN2YJKZqNMzqNbYGncbknbdw6e1LxV5FcRuisE+wJ7gPqEU3y8iKf4erpFuaL1tybmZTcSz9ar7iqJIUUIhgZMDa4wZHhzGpbgr+LTxrT5m0hnRZVexfu9663rnL4SNjQ0XTp9m9+7dnD13Dj9fX5ydnZk081VMdSOQ2tlacgaeOYeni+t/VHypqqqKz5cvZ+VXX6EzGCi7cAlti2Zkr1qLKjgIVWAAZoOBwr0HkDk5ovD2AkAdEky+Wk3Tli359quvePPVVznUvTsydzdUoSGYSksp376LPn364O7u/q8vwspvivWb/yfA0dGRTd9vRKfTodfrsbW1ZefOnSxYupA76TdJT0un25qeOAY5kR+bR9jgiBr94zfH4d8xgJbvtEEilXBvbyLnPjqN2WjGvZEHahc1uhJ9tbj2DxyCHDGbzLjUdSXtbBqIIr179cbb2xtBLnB+3lmKkgsxVhjpvqoXdn4Wr7iIYfUw6kyc3X2WD97/gLmfzGX+kvkEBwXz1sy3aNWq1ZMynRUrNfDw8KBNm7bEJefj4hvFrRNfYOcSiEQqpyT3HlpHv2rXb4lEho29R/XfiGaMVaUo1HaYTUoEiYSQ6GHcTLjOwEFDWbJ4AQYTuAc8SgqfeGUTjTpNr16QCYKAR3BHtv80D1EUf7Z8uxUrTyu5ubnk5eXRvm17vv7b19QbXR+p3JLDRl+mJ+XEAwK6PFqEZFxMpyA+n/YfdUQQBLSeWnzb+ZEfk0fB1XxWfr6S5yaNp073oGpxDSwLmsq8CnJuZpN9Iwu1i4ZrK68QOboBglQgfmssWdcy6baxW61rtGLl96BZs2aUxSeg1umQKC3V0UVRRIxLoOOLkx7b543XXkOv17NoyWIkOh1ZS5cjUastFUW1NhjLyrFtHEVVkyjuFJdwav332EQ1wr6npbJ6vlKJ+NDrvwYmkzVXk5W/HE6OTlTm1vQIMhlM6Ip1KOyUFCTkk3IkmQmLJ+Dn50dhYSErVq7g4LGDeHt688Xi5Xz99dec3X2WyDENasxNuRezadmsJdt6b8ZgMGDvZ0/RvUIuLTqPZ3Mvoic3xTHYibKsUnYM3Ubi9niCeodg0puI+eY2djJbOnXqVOPapk2ZRos2LbALtMO3gz+6oiquLLpEdHQ0gYE1xTgrf36kUin9+vWjX79+gOX3/3ZMDIvnL8I2NARjYSFaiYRd+/b/4ud7k8lEp65diS8pQt6uFQ5GI8VHjiN3ccZl6CByvv4eRBGxqgqZmwseE1+o7iuKIgig7d+HCZMmkZ2RwYZvv+WVadPI/GY9AjBy1CiWLVnye5jDyr/AWirrT4RSqax2Oe3bty+njpwkKS4JF1cXYn64g0lnxMZTS+Hdwuo+JoOJB0fvEz21WXWVnKCeITR/vRVShZTW77ej7sj6mPUmChMLqvuJosiF+WdR2ChwCnem7vB6yDVyjp07zuDhQ9D42ODW0A3nMBdEoDK/ssa1erfwpryinFbtWpFge5c6M0LJCy2gZ7+e7N69+/c3lhUrP8OGH76jjpeCisJEHJw9KM69R2lBCnUaDcQvogvZ9y9g1D/6PFeW5VGYFYdEpqR++5eI6vwqjbu+jndIBxIurcc7ogdXr14jLS0N0WyyTHgPEc3mWklRBYkEs9lco50VK087JSUlDBg6gMDgQNr3aM+Q4UMoLypn/4Td3NubSML2ePaN202zxs04/vpRDk3Zz4FJezn19xM4hTtz7qMzgGVOSt6fRIhNMBu/38ic+XMQJAK3vr5JaZrFS00URWI33KEit4LYjXfQqDU0md6M4uRifuzxA5u6rifjfDoSJLi4uPyRZrHyP0RQUBBDBg+meM06KmLjqEp+QMnmbThUVjF69OjH9hEEgVnvvkteVjbpD1IoKyriysmTbNmwgQHduuPQuBFOw4egDglG26QxXtOnUHrmHOW37yCKIjaNG1F65jzGkkcenLoHKVTcT6ZHjx5P6tatWHkivDLhZW6tuUlFnkVkM5vMXF91FalMyo1PrnJ8ylG+XPklfn5+5OXl0bhZY749/R2mjhBjE8dLU19izNgx1Ausx/7xj+amIxMOMG70OA7uO0hpcSn1GtTDLsCBAVuHMOL4aHzb+nFoygESfopn9+idaFw0XFtxlQ0dvmNbzx9xzXambau2RDaOpE2nNmzatAlRFImIiGDXT7vI/TGbH9p/y9Z+mylOLuJO3B06de1EeXn5H2xRK78ngiAw58MPSUpM5Iu332Hbuq+5n5D4H0Xf7N69m7iMDOzGjUYTEY5N/Ug8Xn6Ritg4dKmp2DWIxEmjYf6cOWhkcgTloxzsFTduIZrMaKOjkDo6sHbtWk6dPs0LY8dy+vhxCvPy+HLlyuoK1VaeHFYPtj85N2/epLyiHEmxlC19f0ShVXD5xgXs/e1xre9GRXY5ZoMZhY3lC1lVWMmpWScoTCxAYatga98fcY9yRzSLHJ5+kGavtsAxyJGYjTGUpJYwYPNg5DaWXdKwQRFsH7oVn9Y+tP/IsosT0g+8mntxfv5Z+m4YAEDenVzuH0wCEZTeKmK3xJB89D6hA8OJfrcZYyeMZe/2vTRv3vzxN2XFyu+Ik5MTx44e4ujRo8TExBAWFsarM18jOeksddtMROvkx+UD8/AIbIHZqCcn5QoiIj7B7dHYWTzaBEHAPaApmfdOk5F4ErnKBpVKhYO9LXlp13D1teTvcPKsS3rCcQIb9K1+/6yk0/To2QuJxLq/YeXPw8hxI7lrTqLvjoHINXIKEvI58uoh3KM9eXAkGYlcgrHEQHhYBAVOhbg1c0eqlOLZ1AtBKmFLn43EbLhD9slM2rdoz86tO6nbsC72XRwZMuxZErbFsXvsTrReWvSleuQ2crqt6omNh5Y9o3dwa+V1uq3thSCA2SRyc8V1Wvi3YP/+/dy9e5eGDRvSpUsX6/fKyu/KV6tXs3r1alZ89RXlZWWM7NOHt954Axsbm3/ZTy6X4+pqyQnVoEEDGjRowJLly5FF1qvRTubggNzFmbyNm1GHheI68lkUvj5kfrQAh+goBJ2e8vgENq1f/1/l+LFi5WkmvyAfk97IjmHbcA5zpjSjFNFgpm2ztkx8fiJdunSp/twvXLwQdX0NTd98lK/NPsSRiZMmorXToivTkb4hlch6kbz96VoiIyNZunQpOTk5pKSm0PfzgUhklvkibFAE2deyuPzZRbqt6IFzuAuiKJL4UzxJ390lNiaWTG02AVOCqMitYOq7U7kdc5vZH8ymXbt2NG7UGHOASPTMZkjlUswmMxfeP8us92exaMGiP8SWVp4cHh4eDBo06L/qe/zkSYgIrbEZL1HI0dSrR+mZc/j7+nHq0iU8PT25FRvLhtnzUEVGYiwuRp+ahvuE5xCBstw83vjgA+SNGyKp0vPxokWs/PxzRo8a9RvdpZX/hD9cYBMEwQnYBAQAycBQURQLH9NuLPDuw5dzRFH85v+d3wnUEUUx8ne94KeM69ev49XEh6bvNac8u4zKvEpybmZzeOoBAMwGM1KVlPsH7xHUM4RT753EMcSJZ5Z0RSKTUJJawv6Ju1HaKWkyvTlxP8ZQnl2ORCYhdEBYtbgGluo43i28q0NB/4FvO3/OzD5F6ulUbq65hqFcj8pJTXlpOTZ1tHT9ojtlGWVc+ewSfh38KS4opnvf7kyeNJnZH8x+ovay8tcgMzOTVatWcycmlqZNonnhhef/ZSEEURQ5cuQIly5dwsnJiQ0bN3Pl6lVs7d0oyE2hXr1IHG0FLu+bjYAAopmspLOYzWbkKls0ajsU6pqf+5wHl6ksy6UoOx6DroqRo8awZPFCpk6dTlnubWRKByqLH1ApGkm8mIvKzp+inETKCtOI8OtCQUHBf1W8wYqVJ01GRgbHjx2n746ByFSWxwaHOo44BjkSvyUOuUaORCrgEOLIxasXcOnniv8zNcNjnINdqDxWxntTZjF27FhLwvjiPKL6NEUQBMIGRRDYLYhLSy+gL9bRYf4z1SEW9cc34toXl9nWZzP+zfzJT8jDx82Hq0VXuXr/KnZh9iz9eime9p4cPXDUWoreyu9CRUUFmzZt4sr164waOpRxY8dWi2b/DT5eXsTk5dU4JppMGEtLkTk5YcjKpvT8RWS5eaxbt468vDzUajX9+/e3zh1W/pIs+fxTWsxqjWOIEwWx+aid1SjsFBwYs49d23fVCIved3g/fs8HAFCYWMD5T85SlFSEWW9CZaum1bttST+eRuyNOGLiYhgxdiR+Hfww6k1UlFdwi20VpQAAIABJREFU/8A9gno98jQy6UyEDgjDOdziFS0IAqEDw7m/KwlBKyF65qP0H64N3Fg8fAnT/jYNBwcHNm/aTL/tg5DKpehLdeiKdUQ8V49vp39rFdj+BxBFkVOnTrF561YUcjmjRo4kKirqF/X19vREevF8rePGwkKcBw+k6Mx5Tp48yfDhw/lm7VqiGzbkjVmzsOnaGbdxo5AolRRs24Eok+E8c2p1+gJVy6ZMevll+vTujYODQ63xrfy+/OECG/AmcEQUxY8FQXjz4es3/rnBQxHuPaAJIAJXBEHY+Q8hThCEgUDZk73sp4OgoCDyYnMsoQTuWmzctbjUc6X8QTlhQgj7juwn6m/RXJh/jozzaRTE5dFpUefqXRs7XzuiXmpC/JYYAp4JJODhoujayisYK2rn/TBUGDCbzDWOmfQmzHozp2cdp+7wSBpOiEIQBKoKKzn48j4K4wvwfyYQh8UO7Bj+ExKlhM7ruvHZmM8YNWIUYWFhv7+hrPxluHHjBu07dMLerS4KWy/OX9vKosVLuHD+LAEBAbXaV1ZW0rVbD2Ljk9A4BVNemEZJQRqR7SZhY++FT1UJt06sQFdVjHdwO+zdgrF19CM7+SIZd0/g6tuY9LsnEE1G3AOaIggSyouzSL61m4adpqGxtVRRzE+/xdRpM0hMjGf//v3k5OTQrt1SbGxsaNQoCqNJgptfE0KbjuBO0gm69+jNhfNnrHnYrDz1ZGdnY+tuVy2uAVxdfgnRJDJgy2A0rhry4/M5OuMQvsE+FNwoILDboyTTJr2J0qQSjpw+TGhoKB8v+Ji5c+dilpvZ1u9HgvuE0viVJii0CryaePHg2IMa3wu5Ro6trx3l98t4degMGjVqxAdzP4CGEhpMtJSxF0WRi3PO8e6sd/ns08+enHGs/E+Ql5dHs9atKVEpMXp5YNi3l3fff585773HtGnT/qt8aNMmT+bHjh1RhQSj9PFGNBop3HsAuasr+tQ0nPr2pnjXXt7/+7sMGzbssWPo9Xp27txJQkIC9evXp2fPnkil0l97u1as/CFkZ2YR6dcAlb0KrxaWnJyiKGLQ66moqMDe/tFGp7OTMxW5FehKdByeeoBGk6IJ6hmMaDITs/EO5z46Q7+NAzn2ymE+nPshPb7rjY27FoCIsfXY9/wuPJt5o3HVAFCeUYZnM69a16R0VqLxrumhqnHR4B7mxvXr12nXrh0mowmAM7NPkXL8AQpbBSa9CaqsqUD+6oiiyKRXXmHj9p+QRUchGE2s6tyZd994gzdff/3f9h89ejQfzJ2LNCIcdb0IEEXKLlzCkJOLpkEk5SYTb86axZ3YWMaPG8eUKVNIy8zk8+XLkSQnYy4uwZCdg23H9tXiGoDCwwOboDocOnSIIUOG/Op7vHjxIseOHcPZ2ZkhQ4ZYRbt/w9MQS9EP+Ic32jdA/8e06QYcEkWx4KGodgjoDiAIghaYAcx5Atf6VGE0Gvl0+VKKc4u5uPA8+lIdZqOZuzsTyTqVgburOwgiVxZfRJBJSDubjsJWUZ308x9oPS0hOf9MYNc6JO6MpzSjtPpY3p1ccm7mkHE+HWOVRXwTRZEba68hkUlQKJQ0GN+oemGkclRTf1xD7u5OBEDjZoPaSYVfW380Ljb4dvJn165dv6eJrPwFmfTSZFzrdMI3sh/u/k3xbzAYtXN9Xn/jrce2X7BgIfdSighrPRm/uj2JaD0R37rdSLq+HQC5UotUrkIiSCjKSeDBrT1cPTgfjb0HKhsXlBp7BAR0lUXEnFlLbtp1km/twi2gWbW4BuDsXR+F2onTp08zfPhwpk6dSlRUFOvWfY2rf1MiWj6He0BTlGp7fOv2JvHufa5cufJEbGbFyq8hLCyM8twySlKKATBWGbm7K5HW77WrXpw4hznTbEZzSqtKeXD4Pne+v4WuREfxg2LO/f00Hdp3ICwsjLVfrWXp2s/ouq4HQ/YOp9+mgRQk5HNz7XVEUSRhRzy2vo9C38xGM7Eb7+DZzAv3cHfCwsJo0KABh/YfImLko/A6QRAIH1OPjT9ufLLGsfI/wawP3qfY3Q1Zq+aUnjqLLMAfbZdnmPXZUtp07EhlZeW/H+SfqKysJCYmBimQtWINafMWkPLebPTp6biOfBYA0WSkZ/fuvPPm4+e29PR0QuvVZdJ7s1h0/AjjXp1Bg8aNKSysFQRixcqfguYtWpB6omZF3sxLGXj5etfyTJ488RXi1sUQvzUO92hPQvqGIpFJkCpl1B/bELWzmrQzqZiVZvy7B1aLawD2/vZ4tfAhYXscuhIdMd/fRp9rIONQWg0ngqriKrKuZiFX1RTQzUYzhSlFeHl5IZfLadOxLcdmHsakMzJo+xAGbR9K50+7IlFJOXTo0O9gKStPC+fOnWPDtm04TpuMfZdnsOvRFaepr/DhnDmkpNSuLv3/cXd354dvv6Vs8zZSZ31I6qzZFJ88jcekF5DI5WAykaXXsfLMKRpER7N9+3Y+mTeP+Dt3+HTaDNZ/tozhw4aByVRrbNFo/NXFcEwmE8NGjqRrv34sOHyQt9eswj+oDmfOnPlV4/7VeRo82NxFUcwEEEUxUxAEt8e08QZS/+l12sNjALOBRUDF/+/0V2fxksVcTLpEnx/6c+Xzy2zuvQnRZMbB2YFD+w/RqVsnQvqF0WB8I6QKKff23+XCx2cpul+EQ+Aj5Tlp310qCyrJi8nFpa4l3KH4QTGiWWTns9vwaumDWW8i+1oWIKKwVbC55wbcGrpTklqCqcqIBAkqO1W1Z9w/UDmpMZQbADCUG6jIq6TRJEt+KnOVCdU/lZ63YuXfUVVVxeVLF2ja+8Max139m3Fg/+eP7fPd+g24BHRCEB59Nj0CW5Aac4DsB1dIidmPUV9ORKvxOLgGA1CUk0j8he9w8qxHzoPL2Dr7IwgSnL0iyU25RmlBCo4eEbXeSyJVsWXLFn7avoP6kZGMGzeW+IS7KG08arQTBAm2jt4kJyfTpEmTX2sWK1Z+VzQaDR+89wFzX51L+AuWgjeCREDjoqnRzjHEibOJpwloH8i9XYlcW3EFjVbDy5Ne5sP3Ld/ZhZ8upOHUKGx9LIsltbOGlm+3ZveYnZQkFlMQm09BQgGiSUTjasPdnQmUZZdh1BmpzKng6LFjNG7cGBERQVrT+1MiFTCba3pYW7HyW7Btx05Uw4eQvXotbs+NRh1imSvs2rch8atvWbVqFdOmTftFY5WUlNCiTRtyMCML8EMmleHQvQsyGxtkTo4U7t2PKiQY0+WrTFq95mfHmTR5MmVBdbDraamkK4oimZu3MWrsWDZv3IhGo/nZvlasPI3M+/Aj2j/THmOlEY+mnhTE5ROz9jbfrPmmlrf/gAEDuHXnFnPnfUTkc/VrjWUfaM+lpReoyq/EoY5jrfNyuYy7GxOIXx9L525dWHd6LZOmTOLUjOP49w3EUKbn3sZEBvQbwN5de/Bp44trfTeMVUZurbpB3fC6REREUFFRQV5OLgXx+TzzaVcUWkvOa6dQZ6JeacyCTxfQpUuX38dgVv5wftqxA1lUAyT/tJ6VOdijrV+PvXv3MmnS4ytMg0W82rRpE5OmTEYZHorM3g5dShr6jAwEuRxzVRXFJ07h2Ks7NvUjUTZqwHMvvEDPnj3x9fVlxIgRANjY2PDjoEGYWjRFqrUIyVVJ96lKS6dr166/6v42bNjAoYsXcZw5DYnCItZV3I5h0LPPkp6cbPWY/hmeiMAmCMJhwOMxp975pUM85pgoCEIjIFgUxemCIAT8guuYCEwE8PPz+4Vv/XRSVlbGok8Xo4m0Ie1MGs7hzhjK9SidVaQdSiE9PR2JVkrUS9HVk1JwzxAuLjjH4Sn7qT++EbZetiQfuU/2tSxEs8iBl/dh72+PaDRjqDCgdFQRNbExZqOIRC6h7ewOxP0YQ/r5NGRqGX4dA7DztcOtkTtF9wrZ9/xucm/n4Bpp0UhFUSRxVwKezb2oLKjkwidn8evgj427lsK7BaSeTGHw6sF/oBWt/NmQyWRIZTJMhiokyke7kUZ9BWrN45NMi6JY68FMAMxmE0nXf0IqkyORKshNuYpS7YBa64KDWwgObqHkpd9EqbLDrCvDJ6Q9gkSKXGkDmCjOuo5nnZYIEsvkUpqfQmZqDEdOSVDa+bH/6HfMnj2XF14Yz6Ubx8D/kZBmMhkozLlHw4YNf3MbWbHyezDtb9MICgxi8edLyMhMRYqMgoR8nEKdq9uknU7FPdqTlu+1AaAss4yD4/by8qSXUT4MXcjMyKRBYOMaY2u9bDFVGbErs2Pumq+ZPG0yCT/FIYogkUnwbuFN3eGRGCoNrF33JXfib9O+Uwfif4yl3hjLwkoUReI3xDFo4H+XaNiKlX+FUqGgIj0DiUpVLa6BpSq0okUzNmzd+osENpPJxOy5c8nWqLAbPhStXk/2mnXkfbseZVAd9KlpmIpLUEgkjH5uHN27d3/sOEajkf179+I9e9ajaxEEbJ7pwP75i3D39ubLlSt/NrTUipWnkUaNGnHu1Dnmzp/L1cVXCaoTxO5tu2nTpk2ttoIg8N7f38PX25dZy95DHPPoWS8/Pp/kQ/eRKqQo7VUk7kjAo7Envu0sa7+yjFIyz2YQeye2xnrwyP4jfPXVV2zdtRU7lSOKgAh27tqBQq3g0JQDaOw1mCqNtG7dmvVb1mMymRg0ZBB3U+6htFdWi2v/wD7QgaTtib+jxaz80aiUSgRD7ZRK6A3/0onk0qVL9B04kPzSErQd2mHfqUP1ucIDh8he9SWmigq0jaPQPCyGo/T3Q+fkyIULF2jXrh1ms5mSkhJatmzJlBdf5NNPlqBpEIlQVUVFwl22btr0qzda1q1fj7x1i2pxDUATWZeig4e5fPmytWDhz/BEBDZRFDv/3DlBELIFQfB86L3mCeQ8plka0OGfXvsAx4GWQLQgCMlY7sVNEITjoih24DGIorgaWA3QpEmTP21g/P3792nToQ0yHxlOIU6WwgRZZchtFBjK9SAI7NixA9dw19rCgkRCk2nNSTmezIPD93GLcqf7mt5sG7AZz2ae2HrbAQIPjiRRkV3B7W9v0vD5qOqE1YHdgyzHXogipG9o9bhmoxmJXMKhKfup+2wkdv72pBxMJvN6JumnUrn99U0EqYBrfTeOTD1I4Z0C1q5Zi4fH43RXK1Yej0wmY/CgIZy4cBC/+v0RBAlms5GsxMM8P37cY/uMHD6MNd/uROvoW+3FlpV8EUGQIFNoqNOwHyobZ/LSb3DrxBc07DgFpcYRudIWRDOVZbnIFDbcv7UbUTSjVDsgkWkoLsji1onPcQ9shdlYRXrCUXzC2uMb/o/dotakxR9jzZfrUCrlpMbuw8W3CUZ9Bdl3j9CzZ4//qJS3FSt/NH369KFPnz4ArPlyDW+99RaRrzTEMdiR9LNp3PjyGt1W9qxur/XU4tfBnx07djBo0CDOnDlDcEgwaadTCOn3KPdm5qUMFPZKkrKSOHP+DLmZuaxfv55pr05D4ial3dyO1XOZe0N3dg3azg/rfmDiyxMpulWINsyWomsFqHVqPlr50ZM1ipX/CcaPHcvi779D1OtrbdqY9TrU6toLKb1ez/nz55HJZDRr1oz5CxewYOEiSisqcJ/wHIIgICiVeLzyIlV371H49XcMGzCQqKgounfvTkREbS/pGoiPeYwVBJDLsZvwHM9PepGoqChCQ0Nrt7Ni5Smlbt26rP9m/S9uP2rUKD5d/ikX55wneGgohjI9x147TNPpzS1FDARIO5XKyXePEdQzGLlCQcqhZObOnoufnx+iKHL27FnS09Np2rQpL730Ei+99BLjJ44nrjSBftsHodAqKEou4tSMYyz4ZDETJ04EYOTYkVxOvkLLd1pz5oNTFCcXYR/wKEIo41Q6rVu0/s1tZOXpYeSIESxZtgxDqxbIXSwbjroHKZQnJNKvX7/H9qmsrKRbr17IevfA8M332LVuWeO8XZvWFB84jH23zjh2e+T9KIoiJp0OlUrF2q++4u1ZsyguLESlUjF92jTWrV7NmTNnqFevHkOHDv1N8qSJomiZV2ohWM5ZeSxPQ4joTmAs8PHDf3c8ps0B4CNBEP7h49sVeEsUxQJgBcBDD7bdPyeu/ZWYPG0yHr28iBzXgPzYPGI23KHz0m64NXTHUGng6rJLbNy6EblKgUlnRKp89N+stFdSdL+QdnM6Vh+7uzsR10hXPKI8ufPdLZQOKjrM74xzmDOZlzM4O/s0EoUU37Z+lGeWIZFJLMk7H1KRV8GRaQdpMrUZjqHOJGyL48GxZMqzyqg7KhJ9sZ6k/XepO7weGlcbcm/mUH63nK5dfp3bqpX/TZYv/4wePfsQc2Ixdk6+FOYk0b59W2bN+vtj27/++mscOHiIxHMrUDkEY9blk50WA0D9dpNQaiw/K352XTEb9aTfPYV/3e7kp11DLldg4x5GZUk2UrmK0KYjSU84RllROsFR43kQs5f0uP306d2TtHgjHoE1H6Q8g1rxIGY/EokMZell8lMu4+LqyrRXXmDmzJm/r6GsWPkdmfDCBNxc3Zi3aB4XUuJwtHfAr41/DY82ALNZZM++Pbw96228o30oyC6gaHEh+jIDXs29yIvJ4/qqKzSb0ZzzH59l3bp1LPpkEWPGjGHmWzPx71qnhpghVcpwbuxKRkYGibGJbN68mYSEBBq93oj+/fv/6nwjVqw8jjdff52z589zJDWN0vMXsWtp2bU3V1VhOHmGiXPm1mi/b98+RowejdTRAdFkQl9YhGBvh93E8eg2b8VcWVXdVhAEVHUCkUplzJ07F19f3397PTKZjC49enDx+CnsulsWYKIoUnz0ODYNG6D08UbVJJp133zDvLlz/81oVqz8eVEoFJw6eoo5H81h84ebKS8rxzHYieA+j4Rl33Z++HUMIPVgCu+89Q5DZw8lJCSEjIwMuvbqSl5pHlpfWzImpDOg3wBWfL6CTRs30XtL/2qvNIcABxpObcyX337JxIkTiY2NZc++PfTa0g+ZSkajFxtz9NVDRL0UjZ2fPQ+OJpO66wFbL2z+gyxj5UkQHh7OgnnzePX119FGhIHRSMXdJDZ+/z2OjrVDkwH27t2L1MMdm4b1yXsYCvrPBQrMlZWoNRrEW3cwtW2N9KEXWvm162ilMpKTk5n+ztvYjhiGl78f+uwcPlqxAqlOh8bZCeP67/H09KzeEP0/9u47rurqf+D463Mvl8veS5AtywEqiIoLcKNmoubOSk3TsuFoWDnLzLJluUvTco+cuMW9GIqKyFKGgIAge9x7P78/6Ifdr5paqKmf53+ce875nPN5AOd+3p8z/o3hgwbx7mez0DRpVLMnHFAWn4BOdTUtWrS4T+nn138hwPYFsE4QhBFAGtAfQBCEAGCMKIojRVG8KQjCTODMn2Vm/Blce+6o1Wr27NpD/z2DAEjYdJlGQxpj42cLgEJfQYv3WpG6J4UAnwD2jd9D0zHNURgquLLpMoIMkrZeoejqLRzaOJJ7PoeUXcmYuJgSuyQaRIFO33XA3KPmCHj7QAcCJ7biwq/nsW5sTewP0egZ6hG/9hIevb3Qt9QnaesVnIKdawez1h+2QV2tZlP4epTGShoP9aXhoEZsf/kPeq/rS4NenpyefoJff/31gfcskUj+n6mpKceORhIdHU1iYiK+vr40bNjwnvkNDQ05fuwIu3fv5vTp0zg6OjL/x4UkJKXXBtf+n7mdD8mxmynMvoyOrh5+HScik8kRRZGrcdtIuxSBZ8BAzu6ejSCT0ajNSFJj19OwoQ8Ru3ejVlX+uYS0hlpViUymgyiKuPsPJSf5AC1a+PHBBx88svsjkTwuvXv3rn1Dm5CQQIs2gZTmlNRuJl2cUcTV/Snk2eTSY+0L6JnrAxA1/wwXVp4nadsVjOub0G5mMHbN63FuSQxVeVUUFxejVCrJy87DNPXOL6g3r+Tj4OCAgYEBw4cPf3wdljy3lEolu3fsYP369YwcM4aCqBgU1laUXrrM4AEDGDRoUG3ezMxM+g8ahMnwoei5uyJqNKR9PJ16A/uja2eLUYA/hXv3o+fhXvtQVRJ5hIaNGj5QcO3/LZo/n9bt23Mz9So4OVKRlIxYWYnduNEAiEZG5Obn1el9kEj+i0xNTZk7Zy5z58xl9uzZ/Hxy+Z15nE2pvlzJlCm3dycaPHwwCn8lXUaFIQgC1aXV7By1nT59+6DQ10XPTO+OOpKuJwBw+vRp7AMdak/X9u7ng4G1AbGLoynPK8fEwJizJ8/i5ub26Dou+U94Y8wY+oaHs2vXLhQKBT169NA68fZ/FRQUIBgbIQgCRgHNKdi+C6tBLyHIZIgaDWW79/HqK68g09Fh2RdfY9jQB7GoCDEvn627djFsxAgMXuiB0rlmebOurQ3Wrw4j+4cF2I59ncq0dAYNG8bFc+dwdnb+V30bOnQom7Zu5dC875E38kFeXELF5Sts37JF2n/tbzzxAJsoivlAx7uknwVG/uXnn4Gf/6aeq0DjR9DE/xRBEJDJZair1ShQUJZbilMH7f3kZDoyDG2NGPfGOLb8sYVN729C10SJYzsnui3uQeziaG7E3kCQCxjZG+MY4kLRtUJ6rw7njwGbaoNr/8+6sQ0FiTfZMWArQ4cOY8Xy5ahRsXXQJhzbO5FzLofGw3xr8+cn5BP54QF0lDqk7knh/LJYAie0wi7AnqzT13Hr5o5hAyOSU5Mfxy2TPIMEQcDf3x9/f/+7fq5Sqdi7dy9ZWVkEBQXh7e1N9+7d6d69OwClpaW88+5E1Koq5Dq398woLcqiqvwWGo2KJh3GIftzfzVBEHD06cyZnTMRRQ0GxrZUlhVgaGqHibU3kUeOMWjQIDZs24FX4BAEQYYoaki7tBtrx2bkZZzDwNgG94CXiYj4ksTERGl5qOSZ4uXlxZT3P2L6kOnY+tdD31SPtENpePp4YtTdtDa4BtB8bAApu5JpPysY8wY1401hSgEVBRXY2NhgZWWFIAhYWFuQdvAaDq3q4xTijKgWubTmAuU3yv71xr0SyYMQRZGzZ8+SlpaGv78//fv3p3fv3kRERHDjxg3at29/xxLMVatWoefXGD33mq01RJUKsbISRb2aLTGMWragMi2d9Bmz0XNxQq+sHBOZnPUPedqgo6MjSfHxLF68mAmTJmHWrw9GAc0R5HJEtRox7gI9h79aNzdCInlK6OjokH4kTWsFj0atIWVXMm8PH1+bLzs7m7NnzvLi1H61s6QVhgqajwvg+Iyj6Cv0tPaVBkg/lEarwFYcPHiQ6upqilJvaS0Zd+rgTObxDLIOZnJ4/2Hc3d0fY88lT5KNjc0Dv/ALCQmhdOJE9EvLsHihBzlLl5Px2Rx07evB9Sz8ff2YM3s2hoaGvD1uHIcOHcLS0pLu3bujVCpJu3oVs3Dt2WkKG2vUlZWURMWga2ONsqkvv65cyScff/yv+iWXy9myYQNHjx7l4MGDWFlZMWDAACwtLe9f+Dn2xANskocjk8l4sW8fLv1ygWZv+2PVyJq0w2nUb3s7yFaWV0ZJRjGdOnWif//+fDDlA7777jtyYrJJ3pGInrke7T8Pwdy95sFGVaFidehK9C0N0NFXkH85D0tvq9r6cmKz8fLyInJfJJaWltha2zD327k4tHfE3MMCVaWarNOZeLzgibpazcGJ+/B/qwWuXWre2hQk3mTvWxEYOZog162ZDXTzdB4tx0kbI0rqXlJSEiGhnanWKFAaWnIzayLh4b355edlyGQ1e7CFhIQgk8lJjtmIm19v5Ap9ivOvknZpN04Nu5J55SA6Cu03lzJ5zdTo6spSSgrSMTSzp6L0JumX93Kl+AZHDh9EodDjbMRszKzdKb6ZhkLPGBunAEoLM2tntpnbuBEXFycF2CTPlF27djH367mYOZhTlHqLW2UFrFm1mjnffonCRKmVV5AJ6OjrcP6Xc3j386EovYjYhVGoK9XMmTUHURTZsWMH7u7uJGYmErsoitNfn0BdpUauo0NY5zD27NlD586dpSWhkkcmNzeXLj16kJqRgdK+HsWJSQx46SWWLlzICy+8cM9yefn5aIxuH8IjKBTIzc2oTElFz90NQSbDakA/dGxtMIu7xJLFS/4ck2T3rPNe9PT0GD9+PJnZ2SxcsYLi6mpkenqoTp+lqZt7nSwRkkieJqs3rsbM1YyIMTvxfa0pMoWMCyvOU5FfrjV7rbS0FLmuHJlC++9OaapEx0COj4cPJ6Ycw2dEI8zdzck6nknC2stc5hJnEs9SnF1EZXklMfOj8BvdDJlCRvrhNDIPpBN7NhZXV1c2bdpExN4I9JR6uDi54O3tLY1bEtzd3RkzahRLf1yIok1rjAIDqDx8DEdR4OftO7QODnB3d78jUNvE15fEhESMWtRMMhA1Gm4sX4kgQGnseQqzcwCRa1732cfzAQmCQLt27WjXrl2d1Pc8kAJsT6H53/xAcOdgDozci7GbCVf3pSJXyHDv6UlpdjHRP5xl7NixWFjUBNDmfD6HoJZBDHl5CPo2Bpg4mrB79E58RzSl4aDGVJVUIdORceD9fVSVVnJo8n7aTGuPpY8VWaevEzsvivW/rcfS0pLk5GTKSstwdXYleX8y6YfTMK9vTl5yLjE/nsWwvjGGdoa1wTUAcw8L3Ht6kLAhHgNbA87OOYVuiS79+kkniErqXv+XBqK08MPZvebUKXvvKnbt+Znly5fz2muvAbB3715snZtSXa3ibMRsZHIFMrkCU+sGVFeVYm7nQ3bKCVx9bz+c3Lh2Fn0jG+JPLseyvh9yHT2i936JnWtrHDzaIYoa0i/tJufqGUqLsrGs74equpyrF3bg07rmrZYoaii6mSG91ZQ8UzIzMxkwZCBBs9ti28wOURRJO3SN4a8NZ9KESSzdvoz67Rxvn/AWn0dVcRX6lnpEzT9DWU4pCmMlco2coKAg+vTvw5mLZ6jXxQHdMiW5l25gaGIHzSAsAAAgAElEQVSIplqDRq3mUkk8b3w8lqrRlURsj5BO45U8EsNee410EyPMJ7+LIJOhX1HBH8tW4L9gAW+++eY9y3Xp3Jmla9YgdgxB0NFBEATMOoZw4+dfsRzYH6WTIxWJSVQdOsLSDRsIDQ3912394rPPCG7XjiXLl1NWWMzADz5kyJAh0hIeyXPnaspVQpZ25vrxDC79dgF1pQqnji7culJIeXl57YnWrq6u6Cv1uX4yE4fW9WvLJ269gpm7OZaWlmz6fSNffvMlKduTcKznyFUTPYLnd8TY3hiNWsPFX86TsiWF1G3J6OjqYG1lze4du3F2dqZT904k5SSDCeTE5GDjawOlIurX1URsj6Bp06ZP6hZJ/gO++vJLOoaEsGT5csqLShk8axaDBg16oODr7BkzCHvxRURA39ODwt17UeXl4zTjU2R6eogaDTe3bCM6NvbRd0RyV1KA7SlkbW3N+ajz7N27l4SEBOwG27F913a2TthKeVk5qko1u3bvomNwR3r16kVFRQWvjnqV1rPaYt/SAYDSnFJ2jdiGdWMbLv4Wh8JAQd75XHSNlFSVVHFs2mHKb5YjV8oRq0WGDh9KWWkZ1Zpq3Ht5YNbTAqsDReTG3cCwyoANew+xaNkiNs/fjFmTO/fMMbA2QE9Pj7iZsYT3Dmfq0ql/e3yxRPJPpKamkpSUgm+nl2rT5Dq6WDq3Y/GSn2sDbMbGxghiNR7+A3D1fQF1dQW6+iYkx25GrqOknk9r4g7/VBMos29E8c008jPPI5PrYmKkx83MGAqyzmFo4oCTz+1Dkq0cm5F99TSiWsXN6xeoLCtEz8gKI7P6VFeWkhG/i8aNfKSAgOSZsnLlShxDnbBtVrMEThAEnENcyNiRhp2tHaYVJhx55xD1Qu0pziwmaesVWk5ujUtHV25du8X2oVuo19Ke/JP5nDhxgqgrUYQu64JcIafxUF/yE/LYOzoCIwsjOi7pir5lzXLT1N0p9OrTi6tJV//R7B+J5F4KCgo4dOAAdtOmIPz5uyXT00PZKZSfli5lwIABbNq0iYqKCsLCwrRmJHfs2JGgZs04sWgZOi1bIKpUqE6cIrRNG3Ji47i66Q8aNm7M5xs3EhIScq8mPBRBELS2QZBInldNfJuQE52NZ7g3nuHeAORdyuX6lkxMTExq88lkMpYuWEqf/n3w7OuNqYsZGUfSKEovwtDYkH4j+xEQEIB9PQciD0SSnJhEwDuBGNsb15SXy2j0qi+p21LZvWM39evXx8nJCUEQWLx4MVeLruE9siGn556gz4Z+fxm3knkh/AVSE1OlAPhzTBAEwsLCCAsLu3/m/9G+fXt2btnCh59+ysVdeyivrMDq5SHI/nyuFmQyzHt049L0z7l582bthJv/pVar2bt3LxcuXMDLy4vu3bujoyOFhuqCdBefUnK5nG7dutGtWzcAYuNiMbQ3JHhKJ0ydTbl+KpOhI4byx7o/KCoqwsTZpDa4BmBoa4hHHy/2vBWBIAj4jWyGz4CGyHRkXD+dSeQHB/Ad0RRBEMiOziLvUh5KYyXt3g/GoVXNmx6PFzw5PusIhQkFrPx9Jb/+/Cvp09PxaeJDRUF57Z47GpWG63szWb5kOU2aNOHDTz7Ew8cDcwtzxo0ex9vj35YejiR1oqKiAh2FLqB9pLRcoaS8qLz25/DwcN59byLmeamYWLmio9CjpDCT/MzzNA19F119E2ycAsjNiCU/Mw4QcPN7kYqyfF7pF8TEiROZMmUK2w4k1tYpihqunFmNZ4vBWNrXbAepUVdz7uAPnPhjCgqFLv3692fBT/Mfx62QSB6bvJt56Frr3pGuZ61HSUkJxw4dY/Xq1UTsj+DM6TPoGxtQnltG9E9nSdp6Bb9Rzcg4mo57Aze++f4bjLyNtU4OtfSyQt9CnwaDvWofUgBcuriStCqBkydPEhQU9Fj6Knk+lJWVIddVIOhq/17LjAy5ceMGLg0aYNDQG3QVfDRtGhPefpsZ06bV5JHJ+GPjRlavXs3KtWtRKHQYMe8b+vTpo/V7LZFI6t6sqbPoGd4TQYB6gQ7kX87j3DfRzJk2545njZ49ezJ71mw+mfYJhg5GGDkYYaBngI+9N4MGDaJ7r+5k6GTSc31vjnwaiYG1gVZ5mVyGkVXNZvV/3Ux+w9YNOPd2IXV3Cj4DG/3PuOVG0m+JnDx5kjZttE+el0geVPv27Tl26BAATg0aoDY01Ppc0NVFrlBQWlp61wBbYWEh7UJDybxViMzFGXHJYizen8zRg4ewtbV9HF14pklRjWdAeXk53377La1ntcPM1QxBJuDQuj5N3vBj2ufTKS8vRy3X3FFO10gXRBGjekY0GtIYmU7Nr4N9oAPuPRqQujuZxD+uUJhUgJGdIeoqtVaQDsDjRS9UKhWr16wGajbdfWf8OxwYvY/LG+JJiUjm8NsH8azngb+/P63bteaqVTohSzvhMcGbeSvmMf7d8Xe0TSL5J7y8vDA0UFKYk1CbJooiBRln6N+vT22ahYUFG9avJe38as4f+p64wwuJO/Qj+kbW3My+RPzJFaQn7Ke6spjKskIMjK3JuXqGnJST+Pr6YmpqStu2bakqSUcURQBKC68jCHIs6jWqvY5MrsDRuyNm5laoNSr27NnLvHnfoFKpHt9NkUgesU6hncg+mIVGdXucqS6tJuNIOqGhoejp6fHqq6+ydtVaEuMT8XL0JO3gNUSNSOcfu9P4ZV+C53YkNiaWbJ0c8i7msaXfBgpTCmrrU6s0NWPWXwiCgNJYSWlp6WPrq+T5YG9vj62NLeUXL2mlV5w+S1FhIWavv4bxoJcw7tsHq4lv881PP3Hq1KnafDo6OgwbNow927ezY/MWwsPDpeCaRPIYtGvXjq0btiIcFtk7bBd5v99gwdcLGPHaiLvmnzhhItGno3m19yt0bNCR+bN+IGJbBAkJCUSfi6bFR63QtzSgXgt7UnanaJUtTC0kJznnjoNO9PX0qS5Toa5QSeOW5JHrFRZG5ZkorbTyi/HY2thQv379u5aZ9MEHXDfUx3T8WEx698Rk7OsU2Ndj7HjpmbwuSAG2Z0BCQgIauYiRnZFWulUja+LOn6djx45kxVynOLOo9jN1pYrL6+JxD/PAzP3OJZ0mzmbY+Nri2N4JZAKqcjWqChWaau1AXeWtSnQMFKiqbwcMZs2YxW+LV+GS6YhJtCHTx00jYlsE83+aj0MnRxoPb4KhrRE2vra0+bIDy5cvJycnp47viuR5JJPJ+HXFL6Rf2Ejaxa1cTzpK8pmfsTaFd955Rytv165dybqeiaujFYam9WjedTJWjk25lZvMrdxkbJya06BZPywdmpCXeQ6XJj2xsG/E/gMHAejTpw9GehrSL26joqyAirICRFF150OUIFAt6hLYYwZOTYey6Od1vDH23vv3SCRPmy5dutDU04/Itw6QuieF5B2JHHxjHwP6DaBhw4ZaeeVyOUVlxTR/KwD/N1tg/uf4o2eqh5G9MX6jm9Fj+Qs0ec2Pwx8fQhRFMo6lQ7lI2raraNS3x6CCpJvkp+RLs9ckdU4QBH5etIjS9Zsp3r6L4jNRFK1aA/GXMXF3Q+l4+6FFbmyMbqA/q1avfoItlkgk/69Dhw4c3n+YgrwCzp2JpX///n+b38fHh7lz5rJs0VLCw8PR0dHhypUrWPvY1E4+8OrrTcGVfCI/PEBa5DXi115k3/gIzN3MmT1ntlZ9I14eQfKaK9g0syNx6xXtcSu5gPzkPGn2mqTOTP34Y/SvpVG0ak3NWLV9F6XrN7Fs4cJ7vthZu24dBh2Daz8XBAHDTiFs++MPNJo7J+VIHo4UYHsGpKWloalWU5R2Sys9OyoLhVKBlZUVxibG7BqxnZiFUVz8LY6tQ7egY6CDz8BGZJ+5TnVpdW25mg2qr2LT1Bavfj6oK1QIMrBuZE3c8nO1M3aqSqo4vywWPRM9QkJD2LhxI2+/8zYejTwZM/4NXJxcWP3ral555RV0dXU5HXMa6wAbrTYqTZVYe9oQHx//6G+U5LkQGhrKxQvnGTGoEyEtbPj6i485feoERkZGd+TV19dn3tdzKcm9xK3cZCztfdFoVDh4BtOgeX8sHZrg0jgMlya9uHZhBw6eIWzYsBEApVLJ8WNH6NjGk6QTC8i5sgO5oKYg+3Jt/RqNiuuJkdRzC0Kuo4uBiR0uTQfx+2+/cePGjcd2TySSR0kmk7F141amvzkNvZMKzM6b8MOs71n448K75m/axI8b0dovVcpyyyjPK8Poz/1tGvTypKq4kv2j9hAz+yw7tu3A1cyFQ2/s5/L6S5xbGEPk+AP8+P2PGP7P0giJpC4EBwcTe/YsL/s1I6iimg8HDuKLmbOQKZV3ZhZkqNXqh75GTk4OM2bOJHzAAGbOmiWNCxLJf0Tjxo3JjstCXVkzgUDXWEm3JT0pyS4hdnE0+ZfzaTczmNaftmHlbyu1yvbq1YshfYZwaVkcZVll7Bi+lcvrLxG7MJrI8fuZ/918adyS1BkbGxsuxMTy0aDBBFVUM9yvGbFnz96xx2dKSgqT3n+fvgMHUllejlitvZpGkMkQNZra53zJPyftwfYMcHBwQGmgJPLDAwRObI15A3MyjqYTsyCKziGdAXj37XdZuG4RlUWVXFp9AYeg+pg6m2HqbIpzqAt7xu2iySu+KIx0ubI5gerSahzbOlGQUoBGLRI4qTUmTqbsHRdB8vZETF3NyL2Qi6GFATczyjgkHCLyZCTGziY0fa85go6MLWv/YE+nPSxbuIxdu3ZRUVzBzbOF1G/jWNt2daWK/NQ8XFxcntDdkzyLHB0dmTr10wfKm5KaikZdTdrFXVRXbUQURRo07auVx6p+U5Ki16NWVWu9DbK2tuaXn5fyy89LATh8+DC9evWm+IYn6BiTmx6Nrr4FNk7+tWV0dPUxsahHYmIiubm5FBUV0axZM+nQD8lTKykpia+//ZpzF8/RxKcJ7739Hl5eXvfM/9HkjwhqH4SuqS6Owc4UpxVx6qsTePXzQWFYc4KWIAgYGhvy5qBxvPPOO+jr67N35142b97Mjt07sLSwZETkSho1anTP60gk/5a7uztfz51b+3N+fj5vT5iAbs4NdG1rXhhqystRRUUzYOLkh6o7Pj6eNh06IPfyBOf6HNkTwTfff8+JI0f+9u9HIpE8WjExMXzzwzcolUoiJx+k2fgA9Mz0SPwjgbIbpfRc+SL6FjX7qpXlllFRXqFVXhAE5s2dx1tj32L//v0kJiZy/cZ1rC2tGXFolTRuSeqcqakp7737Lu+9++5dPz9w4AC9+/ZFL6A52Fij28Cd7B8W4PDBRORGNcHeksijdO7eXTp8ow4Iz2uUMiAgQDx79uyTbkadEEWRBt4NuJ5/HVW5Gk21Gn1LAzRlajp37ExJeQlBgUHEX45n247taEQ1LSe2JmZBFD1WvICeuT4pu5KIWRSNIBNw7epGSWYxGUfT0ag06Ch10KhqItpm7ma4dHIj41g6ipsKGns34nJRAh4DPTn11Ule+L1P7XRqURTZGr4ZdaUKl25uqCvUJO5IwL2XB4HvtaKioIJz30fjbejFHxv+eMJ3UfI82r9/P+H9BuHmPwxD03qoVVVERXxOw7ajMDK7vd9gVXkR0Xu/xNbJj/CwVvzww3f3rDM/P581a9aQl5fHyVOnib+mpr737ZNGVdXlxO79AldXV7Kyc1HqG1JZWsiPP85nyJDBj7S/j4sgCFGiKAY86Xb8lzxLY85fxcTEENI5BNfe7lj5WZMfl0fypkT27NxDy5Yt71nuzJkzTJ4ymdMnT2NgZIBGXyRsVS9k8prxIzfuBqc+OkFW+nV0de88QEEURY4cOcLevXuxtLRk0KBB0sa8ksdixYoVjH37bfSa+iLqKqiOjePlgQOZ/913D7XPWuew7sToKTEJblebVnTwMP4qDbu3bXsUTX+mSePOnZ7Vcaeu5ebmsnr1am7cuIGhoSFfzJuD5yAvjF1MuLgijoKkm+jq6GJoaoRdp3o0HdO8tuz5xbF4VXiwZtWaJ9gDieTeRFHExcODyo4dMGh0e9uOvNXrqE5ORa+FPzqZ11EUFHLi8GGtAzskf+9e444UYHsGpKSk0KxFM5q81RTXLm5UFFZweu4Jss5cp8nLfpi4mnLjeDY3z+YjiiI2XexI3Z2MbVM70o+mYeFliapCRWFiIcYmxpRXluEY6kzzsQEoDBSk7k7m7Pen6bakJ6ZOpoiiyIkPj/LWi28y4/MZtP0hmMxj6ZRklRA4oVVtu/Iu5nJg0j5eWN0HPdOa2TlFabfYPuwPZIIMuVzO4CGD+e7rmmDF1/O+Zu2mtSgUCl4Z/Arjxo1DoVA8kXsqeT5079GLpGx9bF0Ca9PSLu2hMDeRRm1GIdfRRaNRceXMaspupePp4Ubkwf2Ympo+UP2XL18msGVr7Dy6YlXfj4qyAjIvbaeiJAcrl3bYuQUhCDJKCjNJObuCI4cP4ufn96i6+9hIDzp3epbGnL8K6RJChX8Vnn28a9OSdySiPljNicMnHqiOiooKQruGklGciV2oPZXZ5VzdlcqvP/9K796978ivVqsZMGQAh08doV6IPdU3q8k8nM76Nevp0qVLnfVNIrmX1NRU1qxZQ1l5Ob1feIGAgIf7dyeKIgpdXep/Pl1ryammooLMT2ZQXVlZ101+5knjzp2e1XGnLkVGRtI7vDf1guxRWOtyZcNl2n0WrHWo2/klsTSq9mHK+1NoF9Iem0AbTHxMKYi5SUlCMSePnsTR0fFvriKRPDlXr16lib8/Vp9+qPUSqDItneo1Gxjx8st4e3nRv39/DAwM/qYmyf+617gj7cH2DPjhxx9w7emOe1gDZDoyDKwMaDcrGLmuHKdQZ5w6OBPwYUssgqzIy82j6ejm+I8P5EZcDuoKNaJKRFSJGBoYMPPTGRgYG9BqchBKEyUyHRnuPTxw6uBMzE9nuX4qk1PTjyPPlfPaa69RUlSCnrkehnZGFCYXaLXr2qGrePT2rA2uAZg4meLeoQHz5s6jML+QpQuXolQqCe4czMrDq3Ac44LN8Hp8u+Y7+g7s+79dlUjqVEZGJvpG1lpp9b07oqoo4Ny+2VyNXkHsntlYGav57ddlRJ89/cDBNQBvb2/27onAQpHBqW2fcDXqF7p2DERXaYidWxsEoeZfsJGZA5aOLVm4aHGd9k8iedSOHzmOaxd3rTSXLm6cPnb6gTfK1dPTI3JfJHPf/5ImxY3o4RJG1KmouwbXANasWcPJS6fo8ms3mo5pTouPWtJ6dlsGDxtMVVXVv+6TRHI3mZmZTJw8mdYdOjB15kzCwsKYOWPGXYNrJ06cYPDwl+kY1p3vvvuOkpISrc8FQUDPwAD1/5wkqC4tRU96wJFIHgu1Ws3AoQMJmNqSwE9a493fB2RQL9BeK59zF1cOHDqIj48PCRcv82r7V/C56cWbvcZx6fwlKbgmeWQ0Gg2rVq2iY/fuhHbrxvLly1GpVPcv+BeGhoZUV1ZQsGsPOUt+IX/DZqqyslGXlmFrZ8fszz9n+PDhUnCtDkl7sD0D4hPjMQvSPglUrpBj4WVJUXoRJk41AQHXHm4kbkvgVmoh5u7mVBVX03Nlb0xdzICaQxEmTZqEU5Azgkx7mYN1ExuSVlwhfclVwnv14YPVH2BkZERwxxCSdyTh1c+bqPlnuLgqDu+XGiLIBAqTCjD3sLizwZqaP/b/X/azdetWsstyCJnXqfa6Nk1t2TVwO2fOnKFFixZ1fcskEgBCOrTnj73nMLFyrU2rLL2Jjlzg7JkokpOTadCgAR4eHv/4Gi1btuTkiaOIooggCGzZsoWDR2LvWEqk0DMlK0s6TVfydDGzMKM0pwQzt9tjUGl2KcbmxshkD/4OT6FQMGDAAAYMGHDfvL9vWI1LuBty5e2vMLbN7NC30efEiRN06NDh4TohkdxHSkoKLVq3Rmjkg05DT5Iys9gUHMyG1avp1q2bVt5FixczccpHKNu2QW5rzbkVv7Bo2TJOHTuGsbFxbb7hw19mzc49mAzqjyCXI6rVlO3cwyuvvPKYeyeRPJ+io6NBX8ChVc2pwDr6CjTVGqqKqlCa3p5ZWppVgpWVJQCWlpZMmjjpibRX8nwRRZFBw4ay99RpdNq0AkHgvdmfs3HrH2zduOmBtySoqqpCREB98yZGgQFUZWWRNX8B+iYmTPvkwfarljwcaQbbM8DKzIrrJzO00qrLq8m7lKf10FOeX46NrQ1nZ50mfu1F3MMa1AbXAOz862HtY0NGVDrqKu3TsNKPpFFSXEK1oYrv5//Ajwt+BOCbL+eR8nsi576LxmdgQxI3J7Cm4yo2dluLcZERaTuvUp5fXltPYUoBGafT6dmzZ23asRPHsA6y0QrqyRVy6rWy5+TJk3VzkySSu3j//UmU37xM+qWdFN+8xo20KFKiVjBr5gw8PT3p1KlTne1F8P8DYevWrbmZk0xVRXHtZ6IoUpJ3ke7dOtfJtSSSx2XsmLGc+zaGqpKamWPVpdWc+zaaMa+PeWTXlMtkiOo7Z8eJGlHanFfySEyZ+imCfzNMXuyFgY83xp1CMBrYjzHjx2uduFZSUsKEyZMxfX0EJiHtMWzmh/HwodzQ1WHxkiVadX45+wuaWliS9/lcylatIe/zL2lmZc2czz573N2TSJ5LMpmsdo9pAIWBAqdQF07PO1l7emj5zXIuLopj/JjxT7KpkufQmTNn2LV/PyZjRmLk3wyj5k0xHT2CI6dOc/jw4QeuZ9rMmRi1CsR66CAM/Zpg3q0L1sMGQ3kFo0aNeoQ9eH5JAbannCiKHDt5jLTIa1z49Tzl+WXkJ+Rz4L29yHVlGFjXTPesKKwgfskFZnwyg3HDxpIWcQ1d4zs3jja0M8S5vjP73tlDfnwexZlFRP1whpyYHKpV1diG2hH2W0++WfgtO3fuxMfHh7iYOHp7v4B1siVvDHuDqNNRXE26SnxcPO+99R4Rw7Zzdu5pzsw6yYExe1n00yKsrKxqr+no4Eh5evkdbSlNK8HBweGOdImkrjg4OBAddYYeoQ2pzDlEfZN8Vv26jP79+/FC73AMDY0wNDSiU+eupKSk1Mk1bW1tmTBxAkmnl5Jz9Qw3sy6RGvM7VqY6DBs2rE6uIZE8LlM+nEJHv1C29dlM5Jj9bO2zibYebZgxbQYACQkJLF68mC1btlBZR/tKvTzoZVI3JFNdVl2blnk8nerCalq1avU3JSWSf+bAwUPoN2+qlabv7UVOdja5ubm1aVFRUejb2daeMAo1L1fkTf3YsnOHVnlDQ0P2R0Rw/MABvp84ieMHDrJv1y5pmY5E8hclJSWsWbOGZcuWkZ6eXqd1N2vWDKWgS9qha7VpzccFcCMqm029NnBo9H52DtzKsN5DGTFiRJ1eWyK5n0OHDqHbqCEy3dv7kQs6Osga+XDw4MEHridizx70A5prpel7eQJw/fr1ummsRIu0RPQpl5OTQ25uHt0W9+Dc4hgurDyPrrGS+m0cuXkln/VhqzGtb0ppeiljxozh1VdfRRAEWjRvwZDRQ2g4uDE6ejpUFVcSvSCK1IPJKBS6yAwEdo/diUJfgUNbR3qtehF1lZqdr23FoY0jHkO9+GnJT4SFhWFvb8+sGbPu2r6pn0xl0IBBbNu2DaVSSd9FfalXr55WnqFDhzJ91nRS96bg0tEVUSOSuDmBquxKrZluEsmjUL9+fX76cX7tzyqVCm+fRqgUTjTv9gmCICMl9Tht2rYnKTEBQ0PDf33NGdOnEdgigJ8WLKbwVjavjRvKmDGjpQcryVNHR0eHZYuW8dn0z0hMTMTd3R17e3tEUWTUG6NYt2Ed9YMcKcsqY8ybY9gXsY/GjRv/q2v27duXnXt2sWXQZhyCHanKqyQnJpttm7ehoyN9rZHUPXMLC24VFKKwub1np6asDDRqjIyMbuczN6eqsBBRo0H4yxJpTVER1pZW3E2TJk1o0qTJo2u8RPKUOnjwIH3698G6kQ06Rjq8PeFtPnz/Q6Z8OKVO6pfJZGxYvYHuPbtzfXcGSls9rh/JoFfXXnw+43MyMjJo2LAhlpaWdXI9ieRhWFpaIhQV35EuLy7RmqhyP2bm5uTeKkLX/vbzt1hZiaqyUmvbAkndkb6JPuUMDAzQqNToWxrQ/rOQ2vTss1nkns8h6NN2HP/wCAvmL2DgwIH8/vvvXL58GT8/P0Jbh3Jg1B4cujtyeV08Nr62dFvUA41aw7mlsdy6WsiL6/tqrfF2CHIk43AahnaG5BfcfKA2enp6MmHChHt+bmVlxe6duxk24mXOfx+DWqXBy9OTg3sP1u7TJpE8Ljt37qSkXKSBb9faNHuPYK6WZLJmzZo73mKq1Wr2799PRkYGgYGBDxw86NmzpxRAljwTRFEkJSWFmJgY8vPz6dGjBxs2bGBH5E56rOuNwrDm7Wvy9kTCB4STcCHhgfcOuRtBEPh58TLGx77Fvn37sLCwoO+Gvg91AIlE8jDeHjuWj+Z+ia5DPeRGRmiqqyndtpM+fftqvRhp0qQJ9e3qcSPyCEbB7REEger8m1RGHuXN1aufYA8kkqdLeXk54S+F03JGEHYBNYGBxnl+fD3ya0KDQwkMDCQiIoLk5GR8fX3p0KHDPxpXAgMDuZp8lU2bNpGbm0vwhODag0tcXV3vU1oieXT69evHe5MnUXbhIgaNGwFQdjmBisuXGThw4APXM37MGCZ/MRulkyNyQwNEtZqSnbvp3LUrZmZm969A8tCkANtTRhRFDh06RGxsLO7u7oSFhdG1e1fiFp2j2Tv+yOQyqkqqiFkUhXtPD8zdLXDs7syGTRsYPW40ciN5zf5qGjBQGDBr+izWrF+Dobkhbae3rx2cgueEsqX/RnJisrFrrj3jTBQgbVcar3YbXmf9CgwM5PL5eFJTU1EoFNKJPJI6cePGDSZMnMyWzZsRZDJe6t+fL7/8AguLuxy+8dK60PwAACAASURBVKekpCSUxvZ3pMv17UhIuKKVdu3aNUJCO1FaIaJnZE1BzmS6d+3Cb7/9Ks2kkTwXKisr6RXei5iLsdgG2lGSWszbE97G0dmRBoM8aoNrAG49GnD5l0vExsbSrFmzf33tpk2b0rRp0/tnlEj+pTGjR3MlOZlFX3yFkYMDpdk5tG/XjkXzf9TKJwgCO7ZsoVuvXmSfjkLX3IyStHRmTptGaGjoE2q9RPL02bt3L2Zu5rXBNQADKwNcX3Rn0dJFvDLqVcrkZZh5mZE7Pxe3eq7s2bFHa0bp36moqODWrVtYW1tjbGzM8OF190wjkdQFU1NTdm3bTviAARRE7EOQydCpqmLb5i0PNYNt5MiRxMVfYunnX2Ls6kJZVhZ+jZuwYunSR9f455z0BPgUKS0tpUuPLiRfT8Ha34ailbd4d9K7bNmwhTfeeoOtL25Cv74BBUkFuHZxw6uvDwDFCbfYffoiId92wsbXFlEjkrDpMnG/xPLdj98T2iGEW57FWm9+ZHIZ9i3tyY66HWC7de0WGUfSEIs16BUpGTd2XJ32TxAE3Nzc6rROyfOrsrKS1kFtUenY491uPIgadh+O5FRwKLExUffcDN3X15eygu8RRQ2CULPERxRFqkvSaNbsZa28g4cMA0NPPJrWzB6196nm0LEV/PTTT4wfL22IK3n2fT3va5KKk+n2ew9kOjV/L5dWXiB+Yzx+Ydp7fgiCQKW6kuCOwUz9dCrvvv3uv5rJJpE8LoIg8M3cuUx5/30uXbqEk5MTLi4ud83r4uJC/PnzREdHk5+fT2BgoDRLQCJ5SJWVlejo3fmYKteXc2jfIcyCLGg1tg1Qc8DNyenH+XTap8z7at59631v0nusWLECQS5gZmbG1198zUsvvfRI+iGR/BtBQUFkXr1KVFQUoiji7+//0C/wBUHg+3nf8NHk9zl37hyOjo40bNjwEbVYAlKA7akybcY0cvXy6PJr99oTN+OWxDLpo8kcPXSUM2fO0LlbZ5oM96Ph4EYg1Jz+mXk6E/cXPLDxtQVAkAl49/PhysZ4rlxOICUlBZtmNndcL+9iHreu3aL8RikalUh6ZBrent681u81Ro4c+cBviSSSJ2HLli2UVeng7nd7GaZT494knVrE7t27CQsLu2u50NBQnBxtuXZ+I7ZuwQgyOTdSj2KgqyI8PLw2X3Z2NrExsfh1+ag2TS5XYO3aniVLl0sBNslzYflvK/B6x6c2uAbgNcCHc0tjSN2cjEOb+sjkNZ9lR2ehUYsE/xDCnGlfYmRoxOujXn9STZdIHpqVlRXt27e/bz5BEPD3938MLZJInk2dOnXi1VGvUpR2CxOnmuX/qgoV6duvkXc1j9YL29XmFWQCPq804rcJv983wDZ2/FgiEw4TtqYXehb63DiXw+jxo7GxsSE4OPhRdkki+UfkcjmBgYH/uh47Ozvs7OzqoEWS+5ECbE+R39f+jv/ngbXBNQDvIY3Y2H0tZWVltGjRgqORR3lp8EtsX78FuUKOodKQDsHBFDoV3VGfcX0TfAY1xinUmS19N3J53SU8+nghqkUS1sSjX6HHzK9ncO3aNezt7em7qC/169d/nF2WSP6xuLg4FEbav6+CIKBn4siFCxfuGWCTyWTsidhJv379ORb5A6Io0rx5MzZu2I9SqazNV1lZiVxHB0HQngkn19GjrKKi7jskkfwHqVQq5ArtvwFBLqDQVWAr2HBozH5sO9hRfL2Ya/tSaTu9AxYeljSb5M8XX30hBdgkEolEcgdzc3O+/fpbJoyZgHOYKwojBRl70mnfoh1brm7ReqkDINeVoaquvkdtNQoKClizZg29NvRBaVrzfc62qR0+IxszZ94cKcAmkUjqhOz+WST/FWq1Gtn/PMjI5DXBNo1GA0Djxo25eO4iJyNPcmjXIVISUhgyYDBpu68iimJtucqiSnJic6jXwh6lkZKuC8OIX3uJdZ1+Z2P3dZgmG3Ms8hhjx47lk08+QRRFRo4dyfARwzl9+vR921pVVcWsz2bh5uVGPad6jBoziuzs7Dq8GxLJ3/P29kZdlnVHelXJdby8vO5ZThRFXnl1BPFJWTQIGIRn4FDSsooZOmx47d8ZgJOTEzY2Nty8fkGrbH76KfqG967bzkgk/zEFBQXM/mI2CHB8xhHy4nNrP0vdlYyHpwdHDx3lm0/mEbMwCgMrA3r82huH1jVBbwsPS66nS8fDSyQSieTuRo4Yyamjp+jpFEYb3db8tnAV635fR7vg9iRuTtDKm7g2gT4v9vnb+rKysjCyNKoNrmVHZ3F0+mFSdiURHRVNaWnpI+uLRCJ5fgh/Dbo8TwICAsSzZ88+6WY8lLFvjSXy+mH8JwfW7ltzec0llOcUHN5/+J7lKisrCWofRI7sBl4v+VBVUsW5JTE4tnciYPztKadJ264Qv/QSG3/fQEhIzZ5SRUVFtGzbEpW1GvuODpRll5G49grfzJnHq6+8es9rvtj/Rc5lnafhiMYojHRJ3pxI8elbxMXESUcCSx6L8vJyPD190DH1wtatLYgiWUmHUKgyuRx/8Z57GJw4cYKwXuH4tH0bmbwmj6hRc+XEAlYuX0i3bt1q8x4/fpzuYT0xs22EXN+SioIkzIwEjh878lzvuSMIQpQoigFPuh3/JU/jmHMveXl5tGjdAqWnHvWCHSi6dosLv57HvrUDSrmS3KhcDuzZj5+fHwBejb1wfN0Fh1a3Z5Re3Z9K2bZizhw/86S6IZH8pyQlJbF582YAwsPDcXd3f8IterpI486dnqVx568SExNpG9wW04ZmGHuZUBB9E1mBjBOHj2NtbX3PcuXl5dg52NFxaRcyjmdw6bc4Gg1tgr6FPslbk7CoNufE4RNaJwNLJP81mZmZrF+/nvLycnr06IGvr++TbtJz617jjjSD7Skyc9pMNIlqDr91kLjl5zgx5RhX16aw5Kclf1uuqKiIBT8sYEyP0SQtuMLlhRepuFGO70jt09cyjqVj3sycPv3DycjIAOCnBT+httPQ+vO2uHRyo+HQxnT4LoR3J7xLeXn5Xa934cIFIo9E0uaL9lg1ssbU2ZTm7wSgcFaycuXKurkZEsl96Ovrc/z4ERq7GRC1aybRuz+jRWNrjh6J/NsNQo8dO4aJtVdtcA1AkMnRt/DgyJGjWnmDgoKIv3SBUcO6EhJgw+wZk4iOOvNcB9ckz765X89Fv4kBLacG4dTBmcYv+9Lp+67knrrBmC6jSYy/UhtcA5gzaw5Rn58mdXcyJdeLSd6RSOy8KGbPmP0EeyGR/Hd8PW8efgEBfLFjG19s34qvvz/ffPvtk26WRPKf5OHhQdLlJCb2n0AHvXbMGDudCzFxfxtcg5rvhR99NIUjEw4RuzCKrgvC8O7fEOeOroR824kSg1J+/vnnx9QLieThrV23Ds+GPny2YR1f7dtNm9BQ3p00ied1wtR/lRRge4pYWlpy7uw5vnhvNh2NQ5jY/z2SLifdc7lbSUkJ/Qb2x7WBK93DuzP98xlUyCswczdHkAlEDN9O9tksbl7J59RXJyhMLiBwYmscOzmxaMkiALbt3o5jN2etk97M3MwxtjchJibmrteNjo6mnr8Dcl3t5axWLaw4GXWyju6GRHJ/jo6ObNu6mcrKCioqytmwfu19N/i0s7NDXVFwR7pYdQt7+3p3pNvb2/Pxxx+zbOlihg8fjp6eXp21XyL5L4rYF4FTVxetNKuG1hhaGNGxY0csLCy0PnvxxRdZt3Id4kE1R9+MRPekDts2bqNTp06PsdUSyYO7cuUKvfv2xcTCAgdXVz7/4gvUavUd+aKjoxk8/GVatW/P5A8+ICvrzm0J7icpKYlPZ8zA8p03MQ3vjWnfF7F4ZxwfT5tKSkpKXXRHInnmGBsb8/rrrzPvq3kMHTr0gb97TZ4widdeeg0zZ3OM7G+vqBEEAYeujuzYu+NRNVkiASAyMpJW7dphZGaGj58fq1evfqByhYWFvDZqFOZjRmH8Ul9Me/fCYsLbLFu5kqNHayYAXLlyhdffeIOW7dsz9q03SU5OfpRdkdyDFGB7yujq6jJw4EDmzpnL66+//rfLLV97/TUulFyg56YXqdRU0XpKG7qt6EHQV+3oufpFqoqriJxykMMfH0KmI6Proh7oGuli4mnKleQrAFiaW1CeX6ZVr0atoSSvmN27d/PKiFf47PPPtL5Uurq6UpCYf0c0vTipCE83z7q7GRLJA5LJZMhkD/bvrk+fPlSUZHMj7SyiqEEURfIyz1Ocn8ygQYMecUslkv8+c3NzynK1xwV1lZqywlLMzc3vWqZz584cOXCEnIwcDuw+8EAnMUokT0JmZiYt27ThWHUlZu++CeEv8NWvKxg5ZoxWvq1bt9K+Uyf2FhVytZEXP586gW/z5ly7du2hrrdp0yb0mvqiY3H7b0dhYYG+n2/tklGJRFI3BEGgb9++COXc8ZxSnluGteXfz4KTSP6Nw4cP06NPH1JcnbCc/C4FQS0ZPeE9Fi1efN+yERERGLq7oetgX5smNzRAEejP72vXcOrUKQJatWLTtVSuNfJmfeIVmrVocc8JMZJHRwqwPaPy8/PZsWMHzd4L4OblfPTM9XDt7Fb7uVE9I7wHN0TQQK+VvWnxTkv0LfRryp7JpWXzlgCMHTWWKysTKM0pAUDUiMSvukhVRRW/H17NZetEVkevoWGThvz/Pg9t27bFxsSG2B+iqS6tRqPSkLwzkczITEaOGPmY74RE8nAMDQ05sH8vspILXDg4l0uHvqIq9yS7I3beMTNHInkevTX6LRKWX6IsrybIplFruLD0PP7+ATg4OFBYWEhVVdVjb5coihw5coRly5Zx6tQpacmE5B/57ocfkDdphEmnEHRMTVE6O2HyylDWrltHZmYmUHOw1Ji33sJ4yACMQzpg4OONSZ8X0Pg2ZtrMmQ91vb+uEJBIJI/GhQsX+Pnnn9mzZw/NmzfH3NCchHWXa8eJovQiktYmMmbkmPvUdG8ajYaCgoK7znaVSAA+mjoV/R7dMApojtzICAMfL4yHDOTjaVO1DlK7m3uOFSKAwJvvvYcyrCsm3TrX1BvWFd1OIbwzeVKd90Py9+69EZHkqZaXl4ehmSG6RrpUl1WjZ3rn1GmlqRIbWxuOvX+EhqMaozRVkvxHEsWXinht9WsAdOvWjdHDX+erAV9h4mpCWW4ZMpUM+yAHgqa2q63LrLEFo8aOIuZ0DIIgsG/XPka+MZLNPdeDAD6NfNgXsfe+y/Mkkv8CX19f4i/FkZiYiEajwcvLq84fglQqFT/99BNLly2nqqqK/v37MnnSROkQEMl/Xnh4OHEX4/hq8FfYeNpyK7OQBq4ejB3/Bt5NvEm7moZMJmPosKF8+9W36OvrP/I2FRQU0DmsMxm5GVg2suLGjBwaejRk5x87MTQ0fOTXlzw7TkVFIXd300qT6elh7OzIxYsXcXBwIDMzk6KSYqwbaB9EoN/Mj33rNj3U9cLDw5n22SwMgtuh+PMlTnX+TcrPnSd8+a//rjMSyXNOpVIxePgQ9u7fg32gA7dSb6GsVrJ8yS+MfnM0EZt2YGhpQF5yHl/O/pKgoKB/dJ0FCxcwfdZ0ioqK0NPTZ9LEiXww6QMpgC7RcvHCBYxD2mmlKR3rc7OomMLCwr99kd+tWzdKX38dRUYmyvoOAKhLy1CdiWLQpPdZtGABzn1f0CpjFNCcE58+3Esfyb8nBdiecqIo3vWft5ubG+oKNQWJN7FtasfxmUcovl6M8Z/7DWjUGjIi0pn18UzSM9JZOnsppSWlhIWF8dnxzzAzMyMuLo6Fixaycs1KTFxNcAxxxsDKgKTtiZTd1F4e5NrFjQ1fryU/Px9LS0usra35Y8MflJaWUlVVdc9lQxLJf5UgCHh6ProlzS8NGMTxU3FYubZHV67Lz6t2sHXrNs6cPomuru4ju65E8m8JgsC0T6fx1ri3avbcrFcPlUpFcOdg/D9sQcugNlQUlHPgm0MMHzGcdb+ve+RtGv/eeModKujybRiCIKBRazg1/Tgff/ox33z9zSO/vuTZ0cjbi4tJidCkUW2aqFJRkp5Ze7KniYkJqopKxIoKhL8EkFUFBdhaWj7U9dzd3Zk1bTofT5uKvl/NaXDl587z+cxZuLq61kGPJJLn148//sipK6fosf4F5Mqax96Ly+P4aOoULsZeJDo6moKCAlq2bPmPX3CuXLmSqXOmEvh5ayy9rShMLeSHGfNR6CiY+N7EuuyO5Cnn4ubG9bR0dMxMa9Oqb+Siq1RiYmLyt2VNTU1ZvnQpr4wcgUGTxvxfe/cdX2V9/n/8dUEgDNlhBkgICjJEiwwVtSogKFURXMh0t3X0B9KigiLVnyh1dDgqjjraWqWCiKAIKFSxVgKigEyREXbYJAxJPt8/zg2ehACB++zzfj4e9yPn3Pfn3Pd1cR/OlVznHoXly7P/m2+54+ZbuOCCC6hctSoHd+ygXFra4dcc3LadqvobPOIsWU+hiPdbV8+ePZvBw4Yw97/ZVE+rzp2/upOHRjxU5O6IL7/yMr97aBgtbmnFjpXb+X7yClpc35IKNSuy7qO1NK2VxcdTPqZcuXJF1r1p0yZ6XtuTuXPnUr5aKgfzfyStdR1yF23h4jGdqdUyjfE936HLH7tR4zTv29b8H5nwi3Fs3rBZR+CIHMf8+fP5+cVdafXzIZQpG/j/55zj+zmv8MyYkXF/rbej3bY6mcV7zTme/jf1Z0mVZbTs1/rwvB/3/siknhNYumgpDRo0OMar/SksLKTSKZW4akIvKtT4qdmxa81OPrtrJrkbc8O2bUk8y5Yt4+yOHal4VQ8qn9mGgrw88iZNoWO9BkyZOPHwuN7XX8+s9TlUufpKLCWFg7t2sevl1/nTqFEMHDjwhLe7cuVKxo8fj5nRq1cvNddOkOrOkRK97pRGm3ZtqHdTOvXb/1SDCg4UMKHHOFYuW0ndunV9b6NFmxY0uiOzyDa2r9jGl0Nns2ndJh3FJodNnDiR/rffzik3XEtqViY/bt5C3tv/ZvCgm3hoxIhSrWPDhg2MGzeOvXv30qNHD1q3DvzeNXTYMP429UOq9L2BMqmpFO7bx643/snd117LqJEPhzGr5HW0uqMj2OLQggULuPyqHrT5zVn0eaI/u3N288bTb7AldwsvPPvC4XG33nIrGY0zeOrPT7Fj3TYu73wZFfMrcnD3Qe4e+muuvfbaI5prAFf2upL8rH1cN/pGypYrS+7iXD69dxqtbmzFnKe/5PLXrqT2GXXJXZxLjdNq4pxj0d8W0LlLZzXXRErhf//7H9XrNDvcXIPAUUEVa5zG559/EfcNNkk+y75fRo3ri57aUK5iOWpm1GT16tVhbbA55zj440FSKhatZ+Uql2P/vv1h264kpmbNmvHRBx/wq3vuYfFb40gpV44b+/blz08/XWTcq2PHck2fPnzxyONUrleXPevW85t77mHAgAEntd2srCyGDtXRLiKhtG/fPspVKlobyqSUIaV8Cvv3h6Y+rPlhDWedfnaRedWb1mBb7nYOHDhAampqSLYj8e+qq67i+T17GDZ8OOs2bqTSKafw26H3cv/vhpV6HfXr1+eee+45Yv5jjzzC+o0beO/RJzglvQF7ctZx/fXX8+Dw0jXuJHTUYItDY54ew2k3NCOrW+BUhepNqnPOo+fz5rVv8uioR6kVdHpC165d6dq1a6nXvXDhQlasWsHlT15JmbKBe2CktUijRZ/W7Fqzk105u9m3fR87l29n2/xcdny9je3Lt5N2Si1e+fCV0CYqkqAaNGjAgfwjj6op2L+Nxo0vKOEVIrGt/c/a8/mcL4p8g7932162rtpK8+bNw7rtsmXLclGXi1g+YSkt+vx0Wt/yd5dxWY/Lw7ptSUydOnXi27lzyc/Pp3z58kXODjikWrVqTJsyhZUrV5KTk0Pr1q11IxyRGHP1FVczcfwkarVMO3wk2ZqZq6lXtx6NGjUKyTZatWnF+q/Wk9n5p6NON329kcaZjXTJDzlCv7596XvjjeTn51OxYkXKlAnNPSfLly/PP19/g3Xr1rFixQqaNWtG/fr1Q7JuOTFqsMWhhYsXUvemokcDpFZLpXp6DX744YciDbYTtXHjRqo1rH64uXZI1cZV2Zi9HldQyKK/LSCjbgZvvvom8+fPJzMzkwsuuECHQIuUUvfu3Umxe9jw/WfUbXIeZmXYun4BOzctZtCgE7tAtpw4M6sJvA1kAquA65xz20sYNxA49NXfo86517355YFngYuAQmC4c+7dsAcew4YOHso/O7QlpUoKGV2bkLdhDwue+4Y7br8jIk2H5/74HOdfdAG7l+2iastqbJ+/jbxle3j/8/fCvm1JXJUqVTrumKysLLKyso47TpKXak703D/sfib9fBKfDZ5J7fPqkr8qj5yZa5ny/uSQ/d3y2KjHuKbPNRQeLKRe2/rkfreFb56Zx/PPPK+/jaREZha2GzClp6eTnp4elnVL6YSmZSoR1aZVG3K/3VJk3r4d+9ixbrvvX/Latm3L5qWbyN9S9CYGqz9ZxYE9ByhTpgynFmQxbco02rRpw4ABA7jwwgtVQCSpbdmyhdGjR3NDn36MGfMHtm7deszx5cqVY9bMGaRV2MI30x5jwYzHKdg2h48+nByS64HIcd0HzHDOnQbM8J4X4f1BNBLoCHQARprZoSvFDgc2O+eaAS2BWRGJOoZlZmYye9ZsGm1KZ+Zt0/nhLyt44I77efKJJyOy/ebNm7N00RJu73IbZ+xuxW963sPiBYtDdoSCiIgPqjlRUr16deb9bx4P3zGSNnta0aft9Sxe8N1J3y20JF26dGHCOxNwnxYw46ap7J6wk9dffJ0brr8hZNsQkfihmxzEoUWLFnHehedxxl1n0viSTPbk7Gb+H+dx5XlX8OyfnvW9/lGPjOK5157n9EEtqFSnMismLWPNzDW0atGSie9OpHHjxiHIQiSydu3axYsvjmXKRx9Tt05t7r7r13Tq1Mn3epcsWUKn8y+kcs1TSa3SkP2717Jv5yq+mP0Zp5566nFfv27dOg4cOEBmZmbCNKpj/WLTZrYUuMg5t8HM6gMznXPNi43p4425w3v+ojfuLTNbC5zunMsr7TbjueZEknOO6dOnM2nyJKpVrUb/fv3DejdfEUkMsVx3olFzQHXnRC1evJg3//Em+Xn5XHnFlVx88cUJ83uZiITe0eqOjmCLQ61ateLjKR/DfwoZd+lbfDXsv9x+9W386ek/+V53QUEBZcuWZf/2fXz5xBfMHvEZ6XkN+HDiFOZ9NU/NNYlLO3fupF37jvzxhbfYmFefOYvzuLzHVbw4dqzvdd9192+o3vBcGp/Ri7qZHWh8Rm8q123L/xtcuotVp6en06RJE/0SF1l1nXMbALyfdUoYkw6sDXqeA6SbWXXv+SNmNs/MxplZiYcdmtntZpZtZtlbtmwpaYgEKSws5Lobr6P/r/sz+8B/ef+HSbQ7tx2vv/F6tEMTEfEjIjUHVHdO1ksvv8Q5F5zD5LUf8p/9n3PDrX3of1N/kvVAFBE5eboGW5zq2LEjn3/6ecjXO+S3Q5jwn/f4+XOdqdqoKms+XcX8P35NWlqaGgASt55//nnyD55Ck59df3hetTrNGDr0d/Tv169U19kpiXOOmZ/OoH2P3xeZXyejI9OnjfYVs/hjZtOBeiUsGl7aVZQwzxGomw2B2c65IWY2BHgS6H/EYOfGAmMhcCRBKbebtN5//31mz59Nl1e7UTY18OtJ5i+acucdd9Hzqp5Uq1YtyhGKiJQsFmoOqO6cjK1btzJ46GC6vtydqo0DdabFDa2YfvNUPvroIy677LIoRygi8URHsCWBtWvX8uyzz/Lcc8+Rk5Nz1HE7duzglVdf4ZxHO1GjaQ3Kli9Lk25NadbvdEY/qWaBxK8Ppkylat0zisyrVKUOp1Stzbx583ytOzW1Igd/3Ftk3sED+VSoWNHXesUf51wX51zrEqaJwCbvNB28n5tLWEUOEHwBr4bAemArkA9M8OaPA9qGLZEkMu69cTS6IvNwcw0Cd8mu17oen3zySRQjExE5NtWc+DVt2jQatE0/3FwDSKmQQqNfZPDue7qXhIicGDXYEtzzLzxPyzYteWH6X3nu4xdocUYLxr5U8mlxq1evpmrdqlSsWbQxUPvMOiz8blEkwhUJi9pptTiwd2eRec4Vsjdvp6+77poZffv2ZcOyj3GuMLDewgI2Lp9O//4DfMUsYfU+MNB7PBCYWMKYqcClZlbDu9D0pcBUFzhfZBKBu7kBdAa+C2+4yaFiakUK9hUcMf/gvoOkpqZGISIRkZBQzYlhqampJdaegn0FVKhQIQoRiUg8U4Mtga1cuZJhw++j698uo90DHWk/vCNdX+nOvb+7l9WrVx8xPjMzk12bdrF3W9GjcbZ8s5nWLVtHKmyRkLvrzl+Ru/pz9uVtAwLNtQ3LZ5KVlUmLFi18rfupp/5AVnplvpv1NGsXjGPRrKc4PasWTzz+WChCl/B4HOhqZsuBrt5zzKydmb0M4JzbBjwCzPGm33vzAIYBD5vZtwRO07k3wvEnpAF9B/DD+BVFatCGOevZvWYXnTt3jmJkIiK+qObEsG7durF1WS6bvt54eF5+bj6rJq6k/40lnokrInJUugZbAhs/fjyNO2dQpUGVw/OqNKxK44szGD9+PIMHDy4yvlq1atx6y62MHz6Bs4a0pUqjqqyZuZplf1/Cy5+U/mLwBQUFfPnll+zfv59zzz2XijpVTqKsS5cuPDTiPh58aCTVaqWzd882GjdqyMT33vO97ipVqvCfWZ8wd+5clixZQqtWrTjrrLNCELWEi3NuK4GjAIrPzwZuDXr+KvBqCeNWAxeGM8ZkdOGFF3LXbXfxdJ+nadSpMQd2HWDrd7m89+57OoJNROKWak5sq1SpEv/+17/pfX1v6rSuS0qVcuTMXsP9991PKNfARwAAFalJREFUx44dox2eiMQZNdgSWEFBAVb2yGumWkoZCgqOPBQa4KkxT1F7TG3+Muwv5G7K5eyOZzN54mTOPPPMUm0zOzubntf0xFV0pFRIYefanbzy4iv07t3bVy4ifg0ZMphbb72F7Oxs0tLSOOOMM0J6446zzz6bs88+O2TrE0lGo0aO4uZBN/Pxxx9TpUoVrrjiCipXrhztsEREJIF16dKFnFU5fPDBB+Tl5dHthW40atTo+C8UESnGkvX2w+3atXPZ2dnRDiOsli5dSodOHbj0jcuplBa4S2L+5jymDpzCvP/N49RTTw3p9vbu3UujzEa0HnImGRdnArB1cS7/GTKT+XO+JisrK6TbE5HYZGZznXPtoh1HLEmGmiMiEi2qO0dS3RERCZ+j1R0dwZbAmjdvzrDfDuOJgWNofGkGAGumrmL4/SNC3lwDmDx5MtWaVj/cXAOo1SKNjG6ZjH58NAfdQTZt2UT3S7pzyy236KgEEREREREREUkIuslBgntg2AP8d9YXXNu8N9edfg1ffvYlw4b+Lizb2r59O6lpR95tp3ytVP7+r7+zsOJ37Gm/lz9P+AsdOnVg9+7dYYlDRERERERERCSS1GBLAi1btuShhx7iwQcf9H3HxGO55JJLyJm9hv079x+eV3iwkBXvL6XNL8+iZb/WNOmaxXmPX8CPtQ/ywl9fCFssIiIiIiIiIiKRogabhEzTpk257Zbb+PSX01g2YQkrP/qeT349jYN5BTS7+vTD48yMRpc1ZtLUD6IYrYiIiIiIiIhIaKjBJiH15BNP8uqfX6XBD/WpOq8yd173a1LLlz/ibo35uXupWb1GlKIUEZFEtnDhQnpd14v0Jul0OL8D7777brRDEhGRKNizZw8PjHiArOZZND29KSMeGkFeXl60wxKRBKWbHEhImRk9evSgR48eADjneGfCOyz+xyJa9GuFmZG3KY8V/1jKw2P/HuVoRUQk0SxatIjzLzqf0/o1p8MfzmXHDzv45b2/ZP3G9dx9593RDk9ERCKkoKCAS7pdwo4qO2n5wBk453j7H+/wyeWf8Pmnn1OmjI41EZHQUoNNwsrMeG/ce/To2YOpkydzSt0qbFq8keEPjKBbt27RDk9ERBLM70f/nlP7NKPlja0BqNq4GlUbVWXk3SO547Y7KF++fJQjFBGRSPjwww9Zt3M9nZ+6FCsTOJum1iNpTB/0ETNmzKBr165RjlBEEo0abBJ2mZmZLPx6IdnZ2eTm5tKxY0dq1qwZ7bBERCQBfTVnDmeMPLPIvOpZNSiTWoa1a9fStGnTKEUmIiKRlJ2dTVqH2oebawBWxkjrUIc5c+aowSYiIacGm0SEmdG+fftohyEiIgkuIyOD7d9vp8apP32Rs2/7Xvbt3kedOnWiGJmIiERSRkYG+bOOvN5a3so9ZHTLiEJEIpLodOK5iIiIJIz7hgxj0V8XkPvdFgD2bs0n+7Gv6NuvL1WqVIlydCIiEinXXXcdu5btZOm4xRQeLKTgxwIWv/Ude9fk06tXr2iHJyIJSEewiYiISMLo3r07z4x+mmHD72PvvnwKDhQwcOBAnnnymWiHJiIiEVS5cmVmzZjFoNsG8e6LbwPws7Y/Y9aMWVSsWDHK0YlIIlKDTURERBLKwAED6de3Hxs3bqRGjRpUqlQp2iGJiEgUnH766Xz52Zfk5uZiZtSqVSvaIYlIAlODTURERBJO2bJlSU9Pj3YYIiISA9LS0qIdgogkAV2DTURERERERERExAc12ERERERERERERHxQg01ERERERERERMQHNdhERERERERERER8UINNRERERERERETEBzXYREREREREREREfFCDTURERERERERExAc12ERERERERERERHxQg01ERERERERERMQHNdhERERERERERER8UINNRERERERERETEBzXYREREREREREREfFCDTURERERERERExAc12ERERERERERERHyIeoPNzGqa2TQzW+79rHGUcQO9McvNbGDQ/PJmNtbMlpnZEjPrHbnoRUREREREREQk2UW9wQbcB8xwzp0GzPCeF2FmNYGRQEegAzAyqBE3HNjsnGsGtARmRSRqERERERERERERYqPBdhXwuvf4daBnCWO6AdOcc9ucc9uBaUB3b9nNwGgA51yhcy43zPGKiIiIiIiIiIgcFgsNtrrOuQ0A3s86JYxJB9YGPc8B0s2suvf8ETObZ2bjzKzu0TZkZrebWbaZZW/ZsiVU8YuIiIiIiIiISBKLSIPNzKab2cISpqtKu4oS5jkgBWgIzHbOtQX+Czx5tJU458Y659o559rVrl37hPMQEREREREREREpLiUSG3HOdTnaMjPbZGb1nXMbzKw+sLmEYTnARUHPGwIzga1APjDBmz8OuCUUMYuIiIiIiIiIiJRGLJwi+j5w6K6gA4GJJYyZClxqZjW8mxtcCkx1zjlgEj813zoD34U3XBERERERERERkZ/EQoPtcaCrmS0HunrPMbN2ZvYygHNuG/AIMMebfu/NAxgGPGxm3wL9gXsjHL+IiIiIiIiIiCSxiJwieizOua0EjjwrPj8buDXo+avAqyWMWw1cGM4YRUREREREREREjiYWjmATERERERERERGJW2qwiYiIiIiIiIiI+KAGm4iIiIiIiIiIiA9qsImIiIiIiIiIiPigBpuIiIiIiIiIiIgParCJiIiIiIiIiIj4oAabiIiIiIiIiIiID2qwiYiIiIiIiIiI+KAGm4iIiIiIiIiIiA9qsImIiIiIiIiIiPigBpuIiIiIiIiIiIgParCJiIiIiIiIiIj4oAabiIiIiIiIiIiID2qwiYiIiIiIiIiI+GDOuWjHEBVmtgVYHe04SiENyI12EBGQDHkmQ46QHHkmQ45w8nlmOOdqhzqYeBZHNQeS4/2dDDlCcuSZDDlCcuTpJ0fVnWLCUHcS7T2ofGJbIuWTSLmA8jmkxLqTtA22eGFm2c65dtGOI9ySIc9kyBGSI89kyBGSJ08pKhn2ezLkCMmRZzLkCMmRZzLkGM8Sbf8on9iWSPkkUi6gfI5Hp4iKiIiIiIiIiIj4oAabiIiIiIiIiIiID2qwxb6x0Q4gQpIhz2TIEZIjz2TIEZInTykqGfZ7MuQIyZFnMuQIyZFnMuQYzxJt/yif2JZI+SRSLqB8jknXYBMREREREREREfFBR7CJiIiIiIiIiIj4oAZbDDCzmmY2zcyWez9rHGXcQG/McjMbWMLy981sYfgjPnF+cjSzSmY22cyWmNkiM3s8stEfn5l1N7OlZrbCzO4rYXmqmb3tLf+fmWUGLbvfm7/UzLpFMu4TcbI5mllXM5trZgu8n5dEOvYT4Wdfessbm9keMxsaqZhPlM/3axsz+6/3f3GBmVWIZOwSGqo7RcbFXd1JhpoDyVF3kqHmgOpOvPBbG8ysvJmNNbNl3udn78hFX2KcCVXrEqGuJVr9SrQ6lUg1KWp1xzmnKcoTMAa4z3t8H/BECWNqAiu9nzW8xzWClvcC/gksjHY+oc4RqARc7I0pD3wGXBbtnILiLgt8D2R58X0DtCw25tfAX73HNwBve49beuNTgSbeespGO6cQ5/gzoIH3uDWwLtr5hCPPoOXvAuOAodHOJwz7MgX4FjjTe14rFt+vmkr1PlDdOUaOsVx3kqHmhCDPuKg7yVBzQrAvVXciu6981QZgFPCo97gMkBbP+XjLY6bW+cmHGKhrPj8LYq5++cwn5uqUn3yClsdETfK5b3zVHR3BFhuuAl73Hr8O9CxhTDdgmnNum3NuOzAN6A5gZqcAQ4BHIxDryTrpHJ1z+c65TwGccweAeUDDCMRcWh2AFc65lV58/yKQb7Dg/P8NdDYz8+b/yzm33zn3A7DCW1+sOekcnXNfO+fWe/MXARXMLDUiUZ84P/sSM+tJ4BeZRRGK92T4yfFS4Fvn3DcAzrmtzrmCCMUtoaW6ExCPdScZag4kR91JhpoDqjvxxFdtAG4GRgM45wqdc7lhjvd4Eq3WxXtdS7T6lWh1KpFqUtTqjhpssaGuc24DgPezTglj0oG1Qc9zvHkAjwBPAfnhDNInvzkCYGbVgSuAGWGK82QcN+7gMc65g8BOAt3w0rw2FvjJMVhv4Gvn3P4wxenXSedpZpWBYQS+vY1lfvZlM8CZ2VQzm2dmv4tAvBIeqjsB8Vh3kqHmQHLUnWSoOaC6E09O+nPT+6wEeMTbV+PMrG54wz2uRKt18V7XEq1+JVqdSqSaFLW6k3LSIcsJMbPpQL0SFg0v7SpKmOfM7CzgVOfc4OLnQEdauHIMWn8K8BbwZ+fcyhOPMGyOGfdxxpTmtbHAT46BhWatgCcIfCsQq/zkOQp4xjm3x/siJ1b5yTEFOB9oT+CXzRlmNtc5FyuNBwmiulO6VZQwL9brTjLUHEiOupMMNQdUd2JKGD83UwgcETXbOTfEzIYATwL9TyrQ0gaTYLUuwetaotWvRKtTiVSTolZ31GCLEOdcl6MtM7NNZlbfObfBzOoDm0sYlgNcFPS8ITATOBc428xWEdifdcxspnPuIiIsjDkeMhZY7pz7YwjCDaUcoFHQ84bA+qOMyfEKWzVgWylfGwv85IiZNQQmAAOcc9+HP9yT5ifPjsA1ZjYGqA4Umtk+59yz4Q/7hPh9v846dMqHmU0B2hI7R/ZIENWdhK07yVBzIDnqTjLUHFDdiSlh/NzcSuCP0Qne/HHALaGI+VgSrdYleF1LtPqVaHUqkWpS9OqOi/LF9DQ5gD9Q9IKVY0oYUxP4gcBFKmt4j2sWG5NJDFyAMxw5Erj2wbtAmWjnUkLcKQTON2/CTxdRbFVszJ0UvYjiO97jVhS9YOdKYvDivT5zrO6N7x3tPMKZZ7ExDxOjF5z2uS9rELhmRyVvPdOBHtHOSdNJvQ9Ud46TY6zWnWSoOSHIMy7qTjLUnBDsS9WdyO4rv5+b/wIu8R4PAsbFcz5BY2Ki1sV7XUu0+pVodSqRalI0607Ud6QmB4FzfWcAy72fhz4E2wEvB427mcAFHVcAN5Wwnpj48A91jgQ6zg5YDMz3plujnVOx/C4HlhG4W8lwb97vgSu9xxUIfJO3AvgKyAp67XDvdUuJkbvUhTJHYASQF7Tv5gN1op1POPZl0DqiXljC+H7tR+DipQsp4Rc7TfExqe7Ed91JhprjJ894qjvJUHNC8J5V3YncfvJVG4AM4D8E7sA3A2gcz/kELc8kBmqdn3yIkbrm87Mg5urXyeZDjNYpP/snaB0PEwM1yed77aTrjnkrEBERERERERERkZOgu4iKiIiIiIiIiIj4oAabiIiIiIiIiIiID2qwiYiIiIiIiIiI+KAGm4iIiIiIiIiIiA9qsImIiIiIiIiIiPigBpskLDNraGbOzDKjHcvRxEOMIiJSOvHwmR4PMYqISOnEw2d6PMQoEipqsElMM7OZZjYi2nHECzPL9ApYw2jHcjLMrKKZjTOz5WZWqH0vIpGmunNiVHdERPxR3TkxCVB3zjGzyWa2ycx2mtlcM+sZ7bgkNNRgE5FY4oAvgNuBr6Ici4iIJD7VHRERiaSawNtAa6AG8Ajwlpm1j2pUEhJqsElcCPqmor+ZfWdmu83sYzOrHzSmnpm9730TsAzoXsJ6bjOzhd6Yr83s0qBlD5vZDDN7xsy2mlmOmd1X7PWtzWyqmeWa2RozG21m5aIQ42NmttmbRgW9/Bvv51Iz22NmD5bi37aXmWV729toZv8/aFlvM/vGW/aNmV0dtGyQma0ws8Hev9VuM3vSzGqZ2btmtsvMlpjZ+UGvec3M/mFmb3rLvzezQYeWO+f2Oeeecc59Cuw7XuwiIuGiunNEjKo7IiJhpLpzRIyJWnemOOfecM5tcc4VOufeAxYCh9chccw5p0lTzE7ATGAEkEngW+YPgDSgKjAbeClo7AxgAlANqAd87r0m01t+O7ACOJNAc/lyYA9wqrf8YeBH4D6gPHA2sBno4y2vA2wF7vCWpwPZwEPe8kjG+EsgBejoPe9ULIaGpfz3vQzYDfzCW19V4Hxv2bkE/ti4zFvWw3ve0Vs+yNv2KO/f40xgP4EjAM4BygKPAcuDtvea95p+3jq7AnuB846276P9HtSkSVNyTao7qjvRfg9q0qQpuSbVneStO974ekA+0Dna70VNIfj/HO0ANGk61lRCwWkftOxO4Gvvcbq3vGnQ8q7FPswXAgOKrX8S3i/T3of5GsCClj8KfOw9Hgp8Uuz1vYEV3uNIxbio2PI5wG+KxVDagjMF+MNRlo0F/lFs3lvAi97jQcAuoEzQ8q+A54Ket/TiqeY9fw34rNg6/w6MPdq+j/Z7UJMmTck1qe6o7kT7PahJk6bkmlR3krruVCbQoPxXtN+HmkIz6RRRiTcbgh7nAVW8x4cucrk6aPkPxV7bBHjOzHYcmoCLCRSCQ1Y779POsypo3U2ATsVe/yqBbx0iGeOGYq8J3saJygSWHWVZI2BlsXnfe/MP2eycKwx6nl8svnzvZ3B8q4qtcxU//duIiMQa1R3VHRGRSFLdSYK6Y2ZVgA8JHEE44CjxSZxJiXYAIiGyzvuZQeBDEQIf3sFWAyOdc+OOsZ4MM7OgopMJ5AS9frpzrkeUYzyWwuMPKWIVcNpRlq3lyPiyvPl+ZJbwPOfIYSIiMU11J0B1R0QkMlR3AuK+7phZTeAjAs29fs65gz63JzFCR7BJQnDO5RA4vHqMmVU1s7pA8QtePgM8bGZnWUBFMzvfzE4PGlMf+K2ZlTOznwG3Aa97y94A2pnZzWZWwczKmFmWmR1x4c4wx3gsWwgUnaMVkeKeA35pZpeZWYoXVydv2WtAbzPrZmZlzewyoBfwt1Ku+2jOMbM+3jovIXDY+RuHFppZqplVIPD5lOL9W5fzuU0RkZBS3TlMdUdEJAJUdw6L67pjZvWAWcBioK+aa4lFDTZJJDcCqQS+cfiMoF+eAZxzLwFjCHxgbidw/YEHgeBfoj8jUHQ2Erh455+Af3qv30jg8OWeBL4J2U7gAp5ZEY7xqJxze73xb1ngkOvhxxk/GbiVwMU5twFL8e7045z7AhgIPOnFMobANyxfliaWY3iHwMVMtwOvAHc65z4PWr6UwIVALwBGeo9f8rlNEZFwUN1R3RERiSTVnfivO3cArYFrgJ0WuBPqHjN7wOc2JQZY0dOvRZKXmT1M4I4yXaIdS6Iys9eAg865W6Mdi4hItKnuhJ/qjojIT1R3wk91J7npCDYREREREREREREf1GATSWBmdkHQYcfFJx2GLCIiIaW6IyIikaS6I7FEp4iKiIiIiIiIiIj4oCPYREREREREREREfFCDTURERERERERExAc12ERERERERERERHxQg01ERERERERERMQHNdhERERERERERER8UINNRERERERERETEh/8DTFQ0b9SHjlQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1512x1440 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,20))\n",
+    "for i in range(1,num_ica_combi+1):\n",
+    "    plt.subplot(int(num_ica_combi/3)+1,3,i)\n",
+    "    dim1=col_ica_combi[i-1][0]\n",
+    "    dim2=col_ica_combi[i-1][1]\n",
+    "    plt.scatter(df_ica[dim1],df_ica[dim2],c=preds_km_ica,edgecolor='k')\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Random Projection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.random_projection import GaussianRandomProjection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_random_comp = 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "random_proj = GaussianRandomProjection(n_components=n_random_comp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_random_proj = random_proj.fit_transform(X_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_random_proj=pd.DataFrame(data=X_random_proj,columns=['Random_projection'+str(i) for i in range(1,n_random_comp+1)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running k-means on random projections"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for number of cluster(s) 2: -108.72933492548688\n",
+      "Silhouette score for number of cluster(s) 2: 0.6150460763079117\n",
+      "V-measure score for number of cluster(s) 2: 0.589727521756156\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 3: -65.28896711446734\n",
+      "Silhouette score for number of cluster(s) 3: 0.5728431670873194\n",
+      "V-measure score for number of cluster(s) 3: 0.7918756684685213\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 4: -41.42257743853478\n",
+      "Silhouette score for number of cluster(s) 4: 0.6240342024423224\n",
+      "V-measure score for number of cluster(s) 4: 0.8881172546211675\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 5: -23.538253745624566\n",
+      "Silhouette score for number of cluster(s) 5: 0.5811199537643463\n",
+      "V-measure score for number of cluster(s) 5: 0.9314416032602839\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 6: -21.264783676295664\n",
+      "Silhouette score for number of cluster(s) 6: 0.5257514935945146\n",
+      "V-measure score for number of cluster(s) 6: 0.9100508939391156\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 7: -19.023556713322368\n",
+      "Silhouette score for number of cluster(s) 7: 0.4695645555338544\n",
+      "V-measure score for number of cluster(s) 7: 0.874473160570811\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 8: -16.925317364159135\n",
+      "Silhouette score for number of cluster(s) 8: 0.41093262965302096\n",
+      "V-measure score for number of cluster(s) 8: 0.8429663898641941\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 9: -15.131602479754328\n",
+      "Silhouette score for number of cluster(s) 9: 0.3739744237637264\n",
+      "V-measure score for number of cluster(s) 9: 0.8188920806872699\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 10: -13.662472546445393\n",
+      "Silhouette score for number of cluster(s) 10: 0.3372378029895933\n",
+      "V-measure score for number of cluster(s) 10: 0.7943547949740137\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 11: -13.10225896187362\n",
+      "Silhouette score for number of cluster(s) 11: 0.32339036378117963\n",
+      "V-measure score for number of cluster(s) 11: 0.7802621691868225\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "km_scores= []\n",
+    "km_silhouette = []\n",
+    "vmeasure_score = []\n",
+    "for i in range(2,12):\n",
+    "    km = KMeans(n_clusters=i, random_state=0).fit(X_random_proj)\n",
+    "    preds = km.predict(X_random_proj)\n",
+    "    print(\"Score for number of cluster(s) {}: {}\".format(i,km.score(X_random_proj)))\n",
+    "    km_scores.append(-km.score(X_random_proj))\n",
+    "    silhouette = silhouette_score(X_random_proj,preds)\n",
+    "    km_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for number of cluster(s) {}: {}\".format(i,silhouette))\n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    vmeasure_score.append(v_measure)\n",
+    "    print(\"V-measure score for number of cluster(s) {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=km_scores)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=vmeasure_score)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### K-means fitting with random-projected data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km_random_proj = KMeans(n_clusters=5,n_init=10,max_iter=500).fit(X=X_random_proj)\n",
+    "preds_km_random_proj = km_random_proj.predict(X_random_proj)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualizing the clusters after running k-means on random-projected features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "col_random_proj_combi=list(combinations(df_random_proj.columns,2))\n",
+    "num_random_proj_combi = len(col_random_proj_combi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x1440 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(21,20))\n",
+    "for i in range(1,num_random_proj_combi+1):\n",
+    "    plt.subplot(int(num_random_proj_combi/3)+1,3,i)\n",
+    "    dim1=col_random_proj_combi[i-1][0]\n",
+    "    dim2=col_random_proj_combi[i-1][1]\n",
+    "    plt.scatter(df_random_proj[dim1],df_random_proj[dim2],c=preds_km_random_proj,edgecolor='k')\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_cluster_rp(df_rp,preds_rp):\n",
+    "    \"\"\"\n",
+    "    Plots clusters after running random projection\n",
+    "    \"\"\"\n",
+    "    plt.figure(figsize=(21,12))\n",
+    "    for i in range(1,num_random_proj_combi+1):\n",
+    "        plt.subplot(int(num_random_proj_combi/3)+1,3,i)\n",
+    "        dim1=col_random_proj_combi[i-1][0]\n",
+    "        dim2=col_random_proj_combi[i-1][1]\n",
+    "        plt.scatter(df_rp[dim1],df_rp[dim2],c=preds_rp,edgecolor='k')\n",
+    "        plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "        plt.ylabel(f\"{dim2}\",fontsize=13)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running the random projections many times"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 0: -51.804005150954964\n",
+      "Silhouette score for iteration 0: 0.4225296646215942\n",
+      "V-measure score for iteration 0: 0.7589350467978031\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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I8eo8PDzo0qWLqcMQQgiRySmKQsWKFalYsaKpQxEfgIyQZGsMVH368+/Afv6VZFNV9dr//fxIUZQAwBWQJJsQ75irqyvf9u3LzN/mYV69Klo7WxJOn8UuPJzu3boBSVOBDAYDZs/bBfQFWrRowaAff8T847JY5E5KnsXdvUfktWvY16qBbfWqyXXDt++ib//+rFuV9gGt9by9ic+Vk5zffIlGryfy9Bn8fptHtj5fc37pijS3I4QQH5KYmBjWrFnD1atX8fT0xMfHB3Nzc1OHJYQQIp2oqsqRI0fYtWsXDg4OtGnTBnd3d1OHJcR7IyNsfJBVVdXHAE//m+W/KiuKUg4wB26+g9iEEM8xcvhwpo0eQ8EHj3E5dpKeNWvhe+w4Op2OL3r1wtrODgu9nnIVK5LWdULc3NxYsWQJ4fN/J3LeIiLnLeLJvEUY4+KxqfhJirrWlT5h+7ataY73zJkzXLp2FZc2LdFaW6NotdiW88KmdCme7NmHUxbXV7p+IYT4ENy9e5diRfOxckk/zBNm89uMXpQpXYTAwEBThyaEECIdGI1GOnVsTeeODTCE/8rF0+MoVjQ/27ZtM3VoQrw33slINkVRdgNuz3nph1dsxx1YAnRUVTX13u/P6vUAegCvNJ1MCPFyGzZsoE///vg9eoSZmRnde/Rg2JAh6HQ6Gvn4cPTBPVz690FrY8Pt02eoXrs2506fJk+ePC9t29vbG7+HD9mzZw8A1apVw8nFBTU+HiwskusZ4+IwN7d4UTOp3Lx5E33OnMnryCUEBhHjewqC/Yi568eA779/xbsghBCZX5/ePejUIoEf+joA8KOq0mdIGD/80J85cxaZNjghhBBv3bp16/j73J+c3e2KpWXS5+bOrS1o2rEN9+77y9qZQqTBOxnJpqpqTVVViz3nzybA/2ny7J8kWsDz2lAUxQ7YCvyoqurxl5xvjqqqXqqqerm6ygiVd01VVfbu3Uuvr76mf//+nD9/3tQhibfk4MGDtO/Wjfg6Nck29iecv/2GxTt38FXv3ty4cYO9+/dj16YlZg4OKGZm2JYvi4VXaabOmJHmc1hbW+Pt7Y23tzffDRiAxsqSkK07+GcnZNVoJHrXHtq1a5fmNj09PYm6eQtjQgJRZ88RNn0SbXKe4cdmYeR1S+Tksf0kJia+8v0QQojMKjExkW3b99K7x7Od1xRF4dvPbdiwYb0JIxNCCJFeNqxfSs+OuuQEG0CFspbk/8icQ4cOmTAyId4fGWG66Gag49OfOwKb/l1BURRzYAOwWFXVNe8wNvGKVFWlc8cutPBuxc5Z+9kweRuVPq7MtKnTTB2aeAtG/zwBy9o1sCyYH0VRMHNyxLZNS5YuWcK5c+ewyZUD5V/rsGly5uD8pYuvfK6rV6+ybOVKsvTuRYKfPw/H/ULg8lXcHzEa16hoxo8Zk+a2ChQoQJ1atXiyYDERa1exf01Wpv7kzHdfOHJubw5CAk6zcuXKV45RCCEyM0UBg0FNUWYwglaTET4+CiGEeNs0ihaDIXW5wQBarfbdByTEeygjfEoaB9RSFOU6UOvp7yiK4qUoyryndVoCnwKdFEU5+/RPSdOEK/7L3r172bJ+C55RlfCgEHmMRfCMqcj3gwbj5+dn6vDEG7px4ybmOXOkKNPaWGNhb4eDgwMRd+5hjEu5Q6jx9h3Kliz1yuc6cOAA1kULo3NyxO2bL3Fu1gQLj9xYFS9GtSpVsbGxeaX2Vi5dinfZcuTPpaFU8WdD3XU6he6f6di0cfkrxyiEEJmVmZkZTRrXZ/z0iOQyVVUZOy2C5i1amjAyIYQQ6aVl607MWBBPeMSzTNueQ9Hce2ikUqVKJoxMiPeHyXcXVVU1GKjxnHJfoNvTn5cCS99xaOI1rF+3Hsdod8yUZ/+0LBVrXM3c2bFjB506dTJdcCIVVVW5efMmOp2O3Llzv7R+mVKl2HvtOhY5sieXJQQFkxgVRYUKFfBu1Ihdi5dj1aAuWjs7ok6dJvH833yzZNkrx+bi4oIxNIzwQ0d4snc/iaFh6LK4YuHshFuW/9wf5bl0Oh3dunal95ktqV6LjDai11u+cptCCJGZTZ4ym5o1KnLEN5RyJRUOHDOgNc/Ozl0TTB2aEEKIdNCoUSN27WpB0SoraFrfEr9AhX1HolmzZrPsLC1EGmWEkWwiE7G0tELVpB5jbFQMslBmBnP06FE+KliQ0p98QpGSJShRtizXr1//z2OGDh5M3IHDhB86QmLYE2KuXifi96UMGjgQS0tLlixcSK9mzYhfspyAMRMoazBy7NAh3Nzc+P7777HPkgWdjTXObm7MmjUreZ2156levToRd+4QfugIWbp0xGPyBJxbNCXm3n2yveY24hUqVCAkzIwN2yKTy4JDDEybF0+7z7q/VptCCJFZubu7c/bcVb4bOJesefoxatwyjh0/i4ODw38eFxcXx9KlS/nqq+6MGTOKR48evaOIhRBCvAlFUZgxYw7bdxzBo/BA6nqP4caN+1SrVs3UoaUbVVU5ePAgffv2on//vvj6+po6JPGeM/lINpG5tO/wGXNmzcE9xgO9YgVAmBpEmDGYBg0amDg68Q9/f3/qNmyIpY83zp7FwGjk0ZFjVKlZk7s3bqDT6Z57XLFixTi4dy+DhgzhxLRfyeruzuhhw+ncuTMAwcHBPLh3A0NsBPbWZhTIk5Ps2bPTsEkT9p49g2NTb6wtLAg/eISv+/UjJCyMH56zs6eqqjRo0oREo4pbx8+wyJ4NAMv8+XBp04pps2fTvfvzk2L+/v78PHEiO3bvxsnRgUHf9aN+/fpA0loSa9b+gXejOsxanIh7Fg3b90TQvccX1KlTJ1VbYWFhzP7tN3YfPEDu7Dn45quvKFGixGvdcyGEeB/pdDqaNGmS5vrh4eHUqF4BW0s/vGsrXLmqUMJzAhs2bnvuVKPExESuXLmCnZ2d7AgvhBAZhKenJ56enqYO453o0+dLtv6xnM6tzIlPgMbec2nVuitffNGLfPnyoSiKqUMU7xnlv0aSZAZeXl6qZKPfrcmTp/Dj4B/IYpYdg5JImDGINevWPDeJ8TyhoaGcPXsWNzc3ChcunM7Rfpgm/PwzP2/ehG0LnxTlEbPnMW/sOBo3bvzKbcbExFCqZCEa1Yzm6642xCfAqMmRnL/myt/X75Ft2A9ong4zV1UVv+mz4LEfocHBqUY57t27l6YdOxLu74fHL+NSvGaIiiJ43EQinzxJFYO/vz8lypThiVZLXIA/Gp05xrg4mjVuzPBhw5gzfz6BQUHUqVEDvV5PREQENWrUIE+ePKnaCgoKolS5ckQ5O6ErXgRDYDCxR46xeN48mjZt+sr3JzNSFOW0qqpepo4jI5E+R3zohg37kWsXZrN0pmPyg8nG7ZH8OMGci5dup3hY2bRpE72+6oalPpGwJ/EUL+7J4iVryZ49+4uaFx846XdSk35HiNd3/PhxWreszZndrtjbaTnmG0Pn3v6EPjFirtOT1S0Hvy9eQ/HixU0dqjCB1+1zZCSbeOv69u1D69at2LFjB3q9noYNG2Jra5umY38a8RPjx03A0cKZiIRwihYtzKatm3B1dU3nqD8s9x48wOCUerqP4uLyStN6VFXl8OHDXL16lbt375I7ezTjhzgmvz5vkgO5ve5ini9/coINkoaiW3kWJzIgkIcPH5I3b94U7Z44cQJNwfxoo6OIu3sPi9zPRjfEXr9JgRckX3+ZNIknZlqwsCDH4IGY2dsR7+fH+mkz+WPHDmwqfgK2NuwcOwYPewfGjx79wmlPvfv2JczVGdd2rZPLzPN9xOe9vsLb2xszM3n7FEJ8eCIjIzl69ChWVlZ88sknqXab27plDZOGWqZIpjWua803P/px69at5Pf7v//+m+7d2rF+gSMVylqSkKAydtpN6tWtwpy5SyldurSs/yOEECLNIiIiOHr0KFFRUbi6ulK8ePGXLm/wxx+baNfUHHs7LUHBBnw6PWbWhCw0qWeNqsLvq8OoX686167fw9JS1m8WaSNrsol04e7uTufOnWnTpk2aE2zr169n6s/TKR1blcLh5fCKro7/2TBaNW/98oPFK6lSqRLK1esp1kQzJiQQc/kKn3zySZraCA0NpczHH+Pdti0/LFrIL7N+5eqdaCKjjMl1NBqFUsV0JAYEpDo+ISAAY3w8WbNmTfVarly50AYF41CnFgGLlxNz9TrG2Fiizv9N+PqNjBk+/Lkx7dyzhzj/AFzbtMTM3g4AMycnMILLlz2wq1cbu0oVsOvZjYsB/vi0/4zsuXIxZNiwFPciJiaG1RvWY/tJ+RTt6/N4EGc0cu3atTTdIyGEyEyWLFlM7txujB7+GV/1bEyB/Dk5e/Zsijp6Cz1R0cYUZYmJEBubcm3WuXN/5ctOVlQom/TQotMpDPnWnpDgu3RoV4fcubKyfv369L8oIYQQ77358+eSK1dWunVpTKeOLejZrRYeud0ZPvyH/1wDWq+3JComKSWyYkMEdapZ4VPfBkVR0GgUOre2o2hBhU2bNr2rSxGZgCTZRIYxddI0skXlRa8kfeDWKBpyJxTi5MmTPHz40MTRZS5NmjQhl5094UtWEHPjJtGXrxA+bxG1qlejZMmSaWrjm2+/5a6FDod+vbFu2RS3HwcR4pCP78eGJddRVRW/AA36+ATC9uxDNRhQVZXovy8S6Xuadu3aYWNjk6ptHx8flIBA1NhYbMqWIWjdBu79MJyQlWtYOn8BdevWfW5Mri7OoKpoHZ99axV35y66rFkwz/ZsswRFo8GuSiWMrq64DOjL9EULWblyZfLrO3fuRDE3xxAekaJ9NTGRmPCIl34rJoQQmc3Fixfp992X7FvnzL71DpzZ7czIASrejWqTkJCQXK9Nux6MnRZDTMyzRNu0eeEUK1YsxTRQv8d3yZcn5cdQRVHwLGLO+CHWbFhoS8/PO3DlypX0vzghhBDvrb/++osff/iWahU0VK9kzuPzebhwIBcXD7qzce2v/P777y88tnXrNixbF8X1W/H4BSSSP0/qdanzecDjx4/T8QpEZiNJNpFhBAcFoyflMFytokWvsyQ0NNREUWVOOp2OQ3v30rtxExwPHcXtr3OM7PU1q5ctT9PxqqqyeuVKbOrUTJ4SpGg02Desz4KV4URGGQkJNdBvxBMMZOHU0aM4XrvBvcFDuTd4GAGLl1G2VGnKli7N3bt3U7VvaWlJ2zZtCN26g8gTJzGEhGLv5MjRffto1qzZC+Ma+O13KIpC3O07yWWKuTmGqKhU32IZo2NQzM0xs7fHolYNJs2YnvxaZGQklo5OhO7YhSEiKdGmGo2Ebt2BaxZXsmXLlqb7dPv2bSZNmsTEiRO5detWmo4RQoiMaNGieXRvZ0WxQhbJZa2b2JIru8qff/6ZXNazZ08+KlCL/BX86NwnnAoNQ5i3woKFi1alaK9Cxdqs35ZyxFtQsIFjvrGUK6WnXCk9XdtYsWDBnPS9MCGEEO+1hQt/o2trC3YfjGHSCFcsLZNSHO5ZzRj1vRVzfpv0wmPz58/P2HGT+bhBAAdPGFm5MRKD4dkzQ1yckW174qhYsWK6X4fIPCTJJjKMug3qEGSecj2wcDUEtCoFCxY0UVTPl5CQwOLFi2nQpAkt2rZN8YDxvrCxsWHokCFcOnOWsydO8tVXX6V5nTFVVUlMSED513o5GnMLEhLApfAdcpa+T1Dkp+zcdZD8+fNz8/IVbl+9xtTx47HSW3I7IZ4Ry5dR2NOTkaNHp2hn5cqVLFq9mmyD+pFz2A/kGjUMTe5cTJ/163/GVbt2bTq0aYP/vIVEnj5DvH8AsbfvYAyPIOrU6eR6hvAInuw7iE3ZMgCYOToQFBSc/HqNGjWI9/fHskB+Howez+OZv/Fg5FiiTvoyfuSoNN2jqdOnU6xUScZs2sDYzZsoXroUk6dMSdOxQgiR0YSGBuGWJXW5WxZtii/CtFoti35fxa4/j1O55iiGjVzCxUu3Um0w06VLF67dtqVz7xAOHI1mzR8R1GzxgJ4d7HHPmtQX5c6pEBgooweEEEK82JOwYGxtwVKv4GCfMr3hkcOMwMCg/zy+W7ceXLt2l+5fTMHcyoPGHUPYtT+KrbujqNc2lLLlqlCuXLn0vASRyXa+Nl0AACAASURBVEiSTWQYAwYOINE5musW5whUH3FPuc4VK1+mzZyKTpd66K6pGAwG6jZsSN8xozlpY8m+hFiad+zI4CFDTB3aO6PRaKhaqyaRR46lKI88cgzvxk2Ijo4lMjKGJUvXkiXLs6cyJycnvh8yBLvO7bHp0BabVs1w6d+HEWPHYu/sTLuOHbl79y7jp0xGX682OmenpPPp9dj4eLNm9RoiIyP/M7aFCxawYfkKsl+5RuKS5VRUzFi5ZAma/YcIn/Eb/rPmcn/0eGzKlcGqcFLyNvbMOerUrJHchru7O8OGDsV48TL2lSuiy+KKpd6SOjVr0K5du5fen9u3bzN4yI849emFXbMm2DVrjHOfr/lx+DBu3ryZ5vsshBAZRZ063ixbb0jxDb9/YCJ7D4VTrVq1VPWLFStGt27dqFev3nO/wLG1teXQYV88CvWk/2hrvhgQSK8uDoz63hlI+jJnzR8GqlZ9/vIAb2LXrl3UrVOZ/Pmy0bxZfU6fPv3yg4QQQmRItWo3ZtseFTsbDQeOxaR4bdXmaD6tUv2lbbi6utKpUyeOHz9HjXrfM3qGKxPnutOy3UiWLX/++qAJCQlMmDCeUiXzU6RwbgYM+FZmXwlAkmziHTAYDIwZPQY3V3fMdeZULF+R48ePp6qXJUsWzl44S+dB7bCvoKNsy2L8ue9P2rZta4KoX2zz5s2cuXkDu8+7YlvOC7vKFXHo9TlTpk3j/v37pg7vncmRxYknO3cRtngR4QcP4z9nHmF793Hi8G769u1FWFhYivonT56kVavmKFlc0efxAJIeouLvP0Dr6EC0Vsum0754ffwxfo8fY+bqkuJ4jZUVWnPzVO0+j7u7OzozHYGPHrN3958cOHyI65cvs2z6dHrUrYfewgKtuTnRly4Tvm4j6rkLRERE0qJtW5YvX05CQgKDBgxg1+bNNMuTjwYeH7Fo+nQ2rV2HRvPyt80NGzZgWcITnZNTcpmZkyOWJUrIQt5CiPeSj48P9k7FqNUyhKVrw5m5IIxK3sH0/bZ/mqfQ/5ujoyMjRozC9/RVPu/Zh2nz41m6NoItf0bi0zmUmISctG79djc/Wr16FV06N+OzxtfZvMicamVPU7dOFU6cOPFWzyOEEOLdaNWqFVqLAlhZ6WnZ/TETZ4Ww+2A0vX8MZsEKIz/+ODLNben1er77rh+HDp9l/wFfvvzyyxfO9GnXtim7t09gyvBYFk9VCXqwhGpVPyY2NvZtXZp4T6VtbpgQb6Bv776sWbgej+hiFMaGgJMPqF2jDsdOHqVo0aIp6jo7OzNs2DCGDRtmomhf7o/t21E8i6NotcllWhsbbAsXYt++fXTo0MGE0b0bN2/eZNvWTVw76M7GHX78MucGOR1Vpq3JirOjlunz11Gt6h5O+f6NhYUFY8eO5NcZE/i4tILG3C25ndCtO4g+dx67alXQ6C2IOHqcJ4kJFMiaFb/zFzCv9Wx0WdztO9hYW//nw5y/vz+jxozhtwULMPPIRbbv+5MYEsrv27Zy7foNdm3bRp06dWjXrh0Tp07l9uXr2Flac9RoZGdYMFhZsWfEcGbPn8+eHTv45JNP0rzb6v9LWv9NSV2u8J87HAkhREZlZmbG5j/+ZNmyZfyxdTXW1nb8Nrc7NWvWfCvtjxnzM+XKVWTx77OIjAinfsOW9OjxORYWFi8/OI1UVWXIj/1YMt2eKhWsACiYzxydDn4aMZCt2/a/tXMJIYR4N8zNzdm+Yz9Lly5l+bJ5LFz9CCsrPdVrtOTkqe9SbLrztpw5c4YTxw9w9UhWzM2TPvPPnWhBnTYhrF69+oN4HhQvJkk2ka5CQ0OZP38BXrHVMVeSPihnw4PEuHjGjhrL0hVLTRzhq3N2dES5k3oRe2NEyl0nY2JiWLNmDRcvXqBIkWK0bNkSS0vLVMe9jw4ePEjtqrbkzmlO6eIGbC2ecHJ7brTapE5mxlgddVqHsXbtWry8vPj557Fc2OeGuU4hd/k7JAQEglZLxNFj5PhhIFprawCsS5bg0cSpGAyJJB47SXhCIuaFCpDw6DGxe/cz/9dZqUaSGQwGQkJCCAwMpFLVqhjzfYRDs8bE3rjFw4lT0Oh0mGfLxu49e2jWqiWrl6/Ay8uLFUuWEBoaSvbcuXHu2wud89MpSh+X4+LseaxevTpNU0Ofx8fHh6Ejf8Kq2qeYOTkCkBgaRuzZ8zSdt+B1b7sQQphMZGQk0dHRdOrUic6dO7/19hVFwcfHBx8fn7fe9j/Cw8N5+CiATz/JlaK8QU1rhow/k27nFUII8fpUVSUoKAhLS0tsbGyeW8fCwoKuXbvStWvXdxLTqVOnqFHZMjnBBkn9WIPqcOrUEUmyfeBkuqhIV7dv38bW3C45wfYPO4MT586eT1MbwcHB9Ondl9w5PCiYtxATJkwgISEhPcJNk66dOxN76jTxj54txhx19hxqUDB16tQB4OHDh5TwLMCKxf2w0yxk1dL+FC+WnwcPHpgq7LfK1dWVew8NAJz9O47qla2SE2yQ1MnU+lTll4kTKF6iBDUqaXHPaoazk5apPzkROmMqIavXoM+XNznBBkk7lNqU9UKjNePMqVM0zZMXxwNHKJ+osn3jJlq2bJkijlmzZ+Pi5kbOPB54li5NrLMTji2bYVO6FGqiAauiRck5/EfcvuhOrpFD2X32LL9MnJh8/MGDB7H5KE9ygu2fGDSlSrBu8+ZU13358mVatm1L7vz5qVyjBjt27Hju/fnoo48YNXwEwVOmE75uE0/WbyJ48nRGDBlCvnz5XuueCyGEKYSFhdH+s+Zky+ZCwQK5KVWyAPv37zd1WGkWFRXF0qVLmTRpElevXkWvN+f2vcQUdf6+EkfOnO4milAIIZ4vMTGRgIAAkz73vGtnzpxh0qRJLFmyhMjISI4cOYJXmcLkz58Ld3cX2rRuQkhIiKnDJFeuXFy8akhVfuGKQs6cH5kgIpGRSJJNvJLQ0FAGDRxEwbwFKVm8FLNmzcJgSP0G8w8PDw8i4sOJV+NSlIdrQinmWeyl54uJieHjsp+wcfZW3B/mx/aWG1OGz6Bl81ZvfC2vq1ChQvw2cyZhs+cRMXseT6bMQPPnPnZu25Y8rWXggG9oVi+WrUsd+L63E1uWONCmcTz9+/UyWdz/duDAAbp370DHDi1Yu3btf/49/ludOnW4/0jL/OXheOQy48yFuFR1jp1O5FpgMHYN6xEW82zQbNc2dvhuzUqOhHskBqfuJBNDQqj0ySfkyZOHObNmcfHMGbasX0+lSpVS1Js/fz69BwwgPCoK1dERVaMhITCQsN17URMTiTp7Dmcf7+RpvRq9HusGdfl1zpzkNmxtbTFERqWKQY2Oxt7OLkXZxYsXKV+xInsjwzE09eZqdjdaduzAokWLnnuP+vbpw/nTfzGwYSMG1m/IOV9f+n333YtvqninFEVZoChKgKIof7/g9XaKopx/+ueooigl3nWMQmQErVo2wkp7gDunshN4KQfD+kbRskUjrl27ZurQXsrX15d8eXOycsm33Lo4juZNa5I7dy66fxfOg0dJD62Xr8XT47sAdJaOhIeHmzhikZlJvyPSSlVVpk6filsONz4qmJcs7lkYM25Mpl5yxGg00qVLOxo3qsKti+NYvew78nhkw7tRbQZ++YSgSzm4/1d2nK2P0NSnrsnvRa1atYiMsWP05DBiY40YDCrL1oWzdXccnTq9/dHe4v2imPofaHrz8vJSfX19TR1GphAdHU3pEmWIuZ9I1ricJJLAI+tb1PGpxe9LFr3wuC8+/4JNS7fgEV0ES2wI4CF3rS5z6OhBSpT4788PCxYsYFjvnygY6YWiJI2UMqoGfK32cujYQTw9Pd/mJb6SqKgojhw5gqWlJRUqVED7f2u02djouXk8G64uz5JLIaEGcpa+T3R0XPK1mMpPPw1l4fyp9OpsgZWVwoIVCeTJV4mVqzamaWF/gEuXLtG6VWMiwv0JexJNzw52fN/bCZ0ZzF0WwaBRQTgP+B6tpZ6A0aPYudSViuWSpstevxVPxUYBGDTW6OrXwbp0SRRFIe7+A0J+m885X18KFCjwn+e3d3XF4JELl1bN0Zibkxgaht+sOSSGPSHnsMHcHz6K3ONHo/zf9SQEhxA1ay4hAQFA0jeEOTw8MNashk3pkkl1QkIImzmHXZs3p1iPzadlSw7Fx2BXvWpyWdy9+8QvX4Xf/Qcp/v4/FIqinFZV1cvUcbwORVE+BSKBxaqqpsr4K4pSAbisqmqooij1gOGqqpZ/WbvS54jM5OLFi9St/Qk3T2TFzOxZvzVkXBjRSksmT56RLueNj4/H398fV1dX9Hr9a7VhNBopXMiDEf0SaOltC0B0tJHqzYOxcyrOkcOHsbYzI8GokL9VMaIexpIjLht/bv/zbV6KeMuk30lN+p3MZ/6C+QwePZjyoyrimNeR8HtPODHsGN927Uu/b/uZOrx0sXTpUqZN+oa9a52wskr67N686yNyZNMxZaRrcj2jUaVgxQDWrNtH6dKlX+tcqqry6NEjbGxssLe3f+2Y79+/T4/un3H02AnMtBo++siDWbMX4+X1Xr5Fied43T5HRrKJNFu+fDmRj2PIH1cCe8UZZ8WNIlHlWL9u/X9+oz195nS6fduZK/a+7FM2YF4ika07trw0wQZw+OARrCMdUySlNIoWZyUrp06deivX9bqsra2pXbs2lStXTpVg0Wo1JKScjUJCooqZmdbkCbZ79+4xdcovHN3iTN+eDnzewZ6DG524evkwO3fufO4x+/fvp/THH6MzN8c9Vy4mTppE4cKFOXf+Gpu3HGHJ0o1cvF0Gd8/7uBS5x6o/3DGzc0Hn5IjG0hK7dh2o81kglZv5U6fVI8rXD2D06F8oV7YswavW8mDkWB6M/ZmgX+fw+7x5L0ywBQUF0b5zZ6xsbAgPC8OluQ8ac3MAzBwdcGxUHzQKipkZuqxZiTqXckpyzKnT1KpVK/l3MzMzdmzZgmb3PsJnzCZq4RKCJ05jxA8/pNrw4MSJE+iLFklRZpErJzFx8Tx+/BjxflFV9SDwwvkGqqoeVVX1n33YjwM53klgQmQgd+7coWhhqxQJNgDPolru3Xn7I9lUVWXixAnkzJGFj8sXIXt2F4YO/R6j0fjKbZ07dw7UCFo0erZ+j5WVhr6f67l15zYFW5ek6nwfGm1qQ9GOJfEaUI5Tf53i6tWrb/OS3jmDwfBa90ukP+l3PkxGo/GVZosAjPtlHCX7l8Exb9K6vna57PEaXI4Jv0ww+Qiu9LJ65QL69LBITrABmOsUypZMueSQRqNQrLAld+7cea3z/PnnnxQtkodSJQuQM2dWWrdq/NrTT3PmzMn2HQe4deshf1+8ySnfS5JgE4Ak2cQr2LNrD7ZRTimSRFrFDEdcOXHixAuPMzMz46eRPxESFozBYOD0WV8qV66cpnPmy5+XeH1MijJVVYnWRJA7d+7Xu5B3oGXL5oyeEpHcEaqqyugpEbRo0dTEkcHu3bupW92OrK7PRtlZWGho11TL9u2p1yE7efIkDX18eFAoP9nH/ISmVTNG/TqTH4cNQ1EUQkJCGDP6B7Zu24OlpTlfffUV23YcwBgbR0JQMABWhQuSZchQzsd8RAxluHnzPucvXcH38SNyDP8B1w7tcKxfF0u3rDzy83tu3ImJiVSqWpXtt2/h0KMLGgtzNP/aSELn7AwqxCxfjfZJOKEr1xK+dTtRZ88RsXYD/HWWcaNGpTimZMmSPLhzh5W/zmLWkKHcv3OHb/v0SXX+bNmzk+Dnn6LMEB6BMT4eR0fHtN188b7qCmw3dRBCpMW5c+dYuHAhBw4ceOOHsRIlSnDydDhPwlM+IO7ab6BUmUovOOr1zZ8/j0Xzx7B/vQP3/3LHd4cre3b8xrhxo1+5LYPBgJlWSfXFls5MITouFscijlhntUGre7qkgJkGl7wu3L59+61cy7t29+5dGvo0Qm+lx9LakhZtW+Dv7//yA0VGJf3Oey4wMJBWn7XG0toSvaWeBo0bpPn95cHdBzgVcE5R5pDPkWD/4FdO2L0vEg2J6P61JWOZEno27Ui5rEtUtJGjJyMoWbLkK5/j8uXLtGvblJ9/TODx+WzcO50dB8sjtGzR6E1Cx9nZGXd3WddTPCNJNpFmfv5+RPIkRZmqqgTHBqT5jeVVR3F16dqFEDM//NR7qKqKQTVwV3sVO1dbqlev/kptvUvjx0/B9++slK8XQt+hYXxcP4TjZ7Pw88/TTB0adnZ2BIWkfvAKDFaws3NIVT5izBj0T6dTasx1WOTMge1nbZg6bRrHjx+nRfOG9O4SQMzdvBzZ7MyZk4sZPPg7fhj8PRELlxB98TIJQUFEHjmGcucuC+bOxd7enoULF2Lt0witlRV6j9xYlyiOlXcDpsyY/iymwECGjRhBzQb1adKsKX6REdj6NMIiV04UMzNib99JEWvk6TNoUOndoiWnjx/n8oULtC1SHM+AYL6oXpNL58+TJ0+eVNdoZmZGzZo1adq0Kc7OzqleBxjcrx+x23cR/zQJaIiMInLdRtq3b4/1/23eIDIXRVGqkfSwM/A/6vRQFMVXURTfwMDAdxecEP8nPj6e5s0a0KhBZfbtGMzXX/pQrmwxAp5Oj38dOXLkoE3btjRqH8rBYzFcuxnPj2ND2X1I4fPPv3iL0SeZOmUs00bZUDBf0gjl3Dl1zPnFjmlTJ71ywrBUqVJERuvYue/ZA1pCgsrMhXF4lSxPwMmU9yU+Mh6/S34ULFiQXbt2sXHjRsLCwt78ot6B6OhoKlapyOOsfrTY0QafP1pwVXudT2tUITEx8eUNiAxF+p33n8FgoErNKlxWL+OzuQUtdrXBL3sAFatUJDIy8qXHFytRjEcnHqYoe3zyER8V/AgzM7MXHPV+a+LzGTMXxpOQ8Oy9Pk8uM3bui2HAyFCuXI/n8IkYGrUPoXGTpnz0UdLmAkajkQMHDrB+/fqXfrEwa9ZUPu9gSb0a1iiKgp2tlmmjHDl39iQHDhxI1+sTHxZJsok0C/QPxI/7BKqPUFUVo2rkDldIIB4XF5d0Oaebmxu79uzCWDCKYxY7OGa+nZwVs7Dv4N40rx1mCk5OTpw4eZ5R45aRu9AgfhqzlBMnz78wgfMu1a9fn7MX49i+59mDx6Wrcfy+Opr27Tulqv/3xYvo86bcJcfMyRGN3oLB339H5fLg5KBFo4H8H5mzYpYDy5cvp3uXrswcN44sp88SN38xlXR6jh8+TIECBYiNjSUhPh7tvzYXMHNyJCQoCEj6Vr6Ipye/7v6TC1ldORoTTYR/ALE3b6FoNDj7NMZ//iKeHDhEzPUbBK3bSMTxEzg0bsSsefMoVKgQ+fLlY9rkyfy5ZSs/DR9OlixZXvu+NW3alFE//EDkbwsIHvMzgWN/pkm58kybPPm12xQZm6IonsA8oLGqqsEvqqeq6hxVVb1UVfVydXV9UTUh0tWECeOIDj/OtaNZWTTVljO7nalaPpCvvnyzBZinTfuNlu2G0XeEnnrtYgiKacDhI76kx7/1e/f9KF445dSgQvl1hIRGEBeXeoOd/6LVavl98Sra9wqnS98wfpoYgledIGwdSzN71myCjgVwfs5Zwu+Hc2//HXa1W098dAzFiuZl4HdNmTWtB3nyZGf+/Llv8xLTxerVq9HnsqRYF0901jos7Cwo2as0MWbRbN8ug6HeJ9LvZA67du0i3BhByW/KYGFvgc5KR7FOnljntWHlypUvPX7cyHGcnXSam9uuE+kXyZ3dt/AdfYJxI8e9g+hNo3Pnzji4eOFVJ4ifJobQtW8YPQdEMm/+MqKMjWjQPoavh5jj3Wwwv/22CIDr169TpHAe+nzdlIVzvqRQoTyMHDnshee4d+cGnoVTLvFjZqZQuICO7wd9+1auIyEhgaFDB5PN3QkLCx1161Tmr7/+eitti/dH5kyFizcWGBjI9u3b0Wq1NGjQAAcHB5ycnMhJfq5zgSv8hQEDdjhiYW6Bra1tusVSrlw5/r58AX9/f8zNzXFyckq3c71NGo2GunXrUrduXVOHkoKVlRXr12+lRXNvPHLGY22twfdsJFOn/krBggVT1S9SuBC+t+9gnu3ZaMX4wECIDuHqlVPUqmJJ/xGBaDUKW5dnI4uLGR45rbh79y7t2rWjXbt2qdq0trbmowL5Cbt4Ceviz9b+jT5zjoqVkqYSDx46FLVEcezq10l6saQnupw5CNmwmWz9+mBdqgRaB3sCfl+KRq/HsmABsvfri9bBnpB9B7l69SqFChV6q/fu66++oka1avQbOJATp05x5NgxFv3+Oz26dzf5Wnvi7VIUJRewHmivqmrG30ZRfPCWLZ3H71OsMTdPei9SFIUf+9qRveRuoqKiXnvErVar5ZtvevPNN73fZrjP5VXGk+1779Cu2bMvYHYfjKZggVzJu3enhcFgYO7cucxfMh/XnDnxC8uFc7YiTJxSl5o1a6LRaDhx5ARDRgxh5zc7iYsMo0trW1ZsiOO3X7LSqHbSOm7XblpRxacv5cp9TPHixd/69b4tV65ewbZIyi+tFEXBvojje7ELrEgi/Y7p+fv7M27COHbu2YmTkxPf9PyGFi1avPJnvGvXruFYxDHVcbZF7Lh89fJLj69Rowab125m2OjhHJqzj3wF8rNi0YoM90zxNul0OtZv2M6ePXvYt28vnuWyMG5KW7JmzUqrVq1S1VdVlRbNG/B15zh6dkxazsgvwIoqPlPw8vqYevXqpTrGq9ynbNx+kmYNnz23hoYZ+PtyHLHxF4iIiHjjZ9ovvujC/Vvb+HOVHblyOLF8/TXq1qnKseNnyJs37xu1Ld4fkmQTqcyfN59vvu6Nq5k7KiqfG3ry+5JFfP7V5/Q9/x1lo6qRQDxatARoHmJZQEn3Nw1FUXBzc0vXc3xIKlasyJ27j9m/fz+xsbFUrVoVu3+NKvvH0O8HU6tBAzQ2NlgVK0KCnz9PFi6kWgUr1s7LgpmZgqqqDBwZRO8fA5k6ypXb96KTh3E/j6IozJw8hSYtWmAMDMIsZw4Sbtwk4eRpfn46XHvXrl1YduuU4jir4kUJXLqChMAgtDbWRF+4CED2fn1Qng6fV41GDAkJr/RAllb379+nYpUqaMuXxap7Z56EhDJo/Dhu3LzJz+PHv/XzifSjKMoKoCrgoijKA2AYoANQVXU2MBRwBn59+iE58X3d0U58GGJiYrG1sUpRZqlXUJSkqaTvw7T24SN+plnTekRFq1StYMnJM7EMGh3FzF8Xv9JDbseuHTlw/iAF2hfC2SoLtzbc4PGBx4wZMzZ5FLxGo8HB3gE7ezuiNVG4Z9VQpIB5coINoEBec7q1tWTJkoVMmDDprV/v21K8WHFWz1idokxVVULPBVOsY6pNLIWJSL+TsQUHB+P1sRf25Rzx+Dov0YHRfN7vc/oO/JYqn35K/z79KVWqVJraKlq0KMGzglBVNcV715NzYZTo8fKN3wCqVKnC/ir7Xuta3lcajYZatWql2KTsRc6dO0dkRAA9O7om32O3LGb0+0LPooW/PjfJ1rPnl+Tx+IkBPwXSoaUdj/0TGTYhhM+a27JodSzx8fFvFP+jR49Yv24dt09lw9Ymqa/p/pk9dx/AtGkTmTr11zdqX7w/JMkmUrh58ya9v+lDydhKWClJmfxwNZSO7Ttx685NWrRvxu+LFuOqcyOGKCwd9WzbuNvEUYvXYW5uTu3atV/4+qVLl1i1aiUJCfGMHzmS2QsWcHHhYpzdsmKtJPLTAMfkHecUReGHPk5kL3Gb+w/N6Nat2ws3A4iKiiIiIoIaNWpwZP9+xk38hSsn/6JcmTIMnDk7OTln5+BATHgEOtdnU5GNMbEoqkrAL5MBhaKexbnt4IhqVPnnI0zkkWPkyJ6dR48e4eTk9EZbc//bL5Mnoy1RDLvaNQDQubpg7u7GzAmT+H7gwPdmlKUAVVXbvOT1bkC3dxSOEG+sQcPGzF68kck/mSeXLVkbQQnPIu/N5iyVK1fmjy17GDd2KL/MPk++fPnp+603wcHB/PXXX5QuXfqlbVy6dIkt27fQYE1jzPRJH3OzlMzKwW/2sXbtWtq1a8eNGzcoX/FjctTJSd5eBQi94czwyaepU1mfqj0XJ7j6KDRV+cvExMTw+PFjsmXLhl6fut23qVmzZgwdOYy/pvpSqE1hjIlGLv1+EVdr1zQ9rIp3Q/qdjG3GrzOwLWFHme/KJpe5emZhU8t1XNZfo2qtqqxdsTZN/09Vr16dbI7ZODXmBIU7F0Wr03J11WWM/gZatGiR5pgCAwOJjY0lR44cMmPiXyIiInB21KW6Ly5OWiIinr+epouLC81btGbv4XVs3hmFo72GTq3tsTCHon/neuNlfa5du0axwrbJCbZ/VCxrxrRFZ1943K1bt9i/fz9OTk7Uq1cvXQYKiHcr4y5qJUxi5cqVZDFkT06wAdgpjrho3Ni4cSMzZ83kwqXzjJ49guUbl/I/9s46PKqj7cP3WYu7e4AECQ6BIMGKa3AvXija4u7uWoI7FHeHQLHgTiBoEkhICHHbze5mz/dH+iVvGihSaMv77n1dvS46e+aZOWezZ2aeeeb3PA979qcRS3q+TRYvXkCtmhXJiAtEyFjL7JmjaVy3JllZWbx9HY1UKsPEOO+gZmggoNVC4+aDmTNnUT6baWlp9OzZGScnW4r7FMSnmCeRkZH8umkzt69eZeXy5Xn+lvr17o3qxCl0KhUAYlYWaUeO06p1azKVKjKVSm5cvkKDKpWJnz2PtF17SV62gtSTp3n56hXNu3fHyc2NqdM/PSvd+7h09SrywoXzlEnNzTBxcuTRow+H/+vRo0fP12LChGmcOGdMi+5JBG5Ios/wZMbMULF02bp/umufhJ+fH/v2n+Dipdu8efOWbZtncSloHC2b16R5QP0ParNduXIF54ouOQ42yN4Isvd34NzF7EjpiVMn4tHCVlFgQgAAIABJREFUkzIDyuHo60Sx9iWoMKY6J37L4HVMbqIAtVpk8+4sGjVq8dH91+l0jBk/BntneypWr4iDswNTpk35y5le/wxDQ0OCz12ijKIUJ74/yplep6ju5M/Zk2f/1fq1evT8mzh78Tcc/Z3zlBnbGmNd2Aa70naUH1WRn4Z93LF5iURC0PEgarpV52yvU5zofIRSkhIEnw/GyMjog/WjoqKoVe87PAt5UqJsCYqUKMKlS5c+677+W/H19eXFy0zuPcwdE0RRZP0ONfUbtH5vvdmzF6BUO1DE24Iubc25/QBGz1Cx7Jf1f7lP3t7ehISmkpauy1N++YaGIsVK5bteFEVGjBiMX8WSnDk2hiXze1OooAu3b9/+y33R88+ij2TTkweVSoWgzT8hE7Ui+/btZ9Xy1VhZWzHw5wH/6uye/82IosiFCxc4duwI5uaWdOzYEQ8Pjz+tExkZya5du1CpVDRp0iRHWyY1NZWwsDBcXV1zorBevXrFlMnjuXnSHndXOQCD+2RRts4qWrfugK+vL02aBrB8w2HmT8qNmFj3ayrVq/sxduyEnLKIiAhmzJ7NheBgEhPjKO6ZyvMrzlhbSTh9PoMu3dtz7Pi5nOiER48eMWrkIE6eOoeRoYxMnZSX46dg6OoCiYlUKFee1YGBObtWUqmU7Vu2cv/+fS5dusTaTZsIc3TErHkTBJkMo8Qk5q8IpGjhwp+0c/g+CnsVIiI6GormOtp0ag3pMW9wd3f/y/b16NGj53NxcHDgxs0QtmzZwu3bVyhUvDD35vXEwcHhn+7an/Lo0SMiIiIoU6ZMHlmI/v26U79aAtPHZGvtaDRmtO51k9mzZzJhwqT32nN2dibtVf7sfRmvMnAr5QbAb+fPUWFOpTyfe3znyY0ZEio3fsWAHhZYmEtZt12DZyE/Gjdu/NH3M2vubDYf2ky9jY0wdTQl9XUqK8auxMrSioEDBn60nU/FwcGBzes3w19fJ+rR8z+Jh6s7D189zlOm0+pIiUzB2NYYc3cLLo0//9G6XRYWFgQuCyRwWeAn9UOn01GnYR2M/IxpMb41EoWUV+ciaNSsMSF3H+Dq6vpJ9v5bMTIyYtGi5TTo0Je+XY1wdRbYvj+L9Ew3fvjhh/fWs7e358bNELZu3crNm8EUKObNvbm9vshY6eLiQrOAANr/eJIFk8xwc5bx6/5UVm1REXx5WL7rDx06xJGDGwi96IiVZXZChu37U2nbpimPn7zUb5J8wwhfc2ftozshCNbADsATCAfaiqL4zth8QRDMgUfAPlEUB3zItq+vr3jjxo0v19lvCLVazdKlS1m/ZgMajYYOndozbPgwTE1N31vnxo0b1KlRlzIZ1ZEL2Q6UdDGV60IQTnJ3bNUuqFERbRLGz8MHMX7i+L/rdvSQPfD27NGJSxeP0aG5jLgECdv3p7Ni5Yb3OpG2bN1K7759MS5dElEuJ/Puffr+8AMmhlIWL16Ei6MhkdEZdOjQgcWLV7B27VrOnpiApZmafUfTkUqhbTMzZDIJRja9mT59Jm/evKF6tQp4F1BSxx9u3hcIuqDl1OkLFC9eHMgOffatVAlJ2VIofIqhiXmD6tRRfplsSuffRa3nByZz73l1uvfoi0wmo13bAEb0k9OtvRlxCVn0HR3PlecmCC4eZIU+ZtPqNbRu/e7dqbi4ONwKeOIwYQyS/wizTr9zjwLPwrhy/vxHPeOQkBAiIiIoXbo0Li4ueT67ffs21WrXxrRda4yKFkaXnkHawcNUdXbl4N69H2X/vwlBEG7q9WLy8r885uj53yI1NZWYmBjc3d+dlCApKYmoqCg8PT3fqQeXmJhI+3bNCAm5Q1FvE27dTaF7j57MnbsYpVKJg4M1r++6YWqSu8i4cUdFl59EQh+/em+/tFot3sW8sWvsQJG2xRCkApEXX3FzxnUe3gvBxcWFMhXLYNvJAZfKuYtVVbKK3Y23I5dI8PZyw8enOK3bdKFly5ZIpdL3tvdH7JzsqLygGlaFco/ovn0QS8iMe0Q8i/hoO3rejX7cyY9+3Pky3Lx5k9oNalNlVjXsStqjVWm5veImic8SqLesIelv0jne+TBJ8UnIZF8vTuXs2bN06teZOhvq5zkKeWv+dVr6tGDyxMlfre1vkXv37rF27Qri30bzXZ2mdOzY8b1H9OPi4khJScHT0zOPAysuLo7Y2FgKFiz4l4/3nzx5kvbtAlCr1ShVOizN5UyZtpD+/fvnu7Z9u6bU9rtGz4650jaiKFKqVjzrNh7Dz8/vL/VFz1/nc8ecf4t7dBQQJIqiNxD0+/+/j6nAub+lV98woijSMqAV8ycsxiDUGvPnTqyds4ka/jXRarXvrefr60uXHl24Z3KRcCGUMOERt2TnsJU5UURTDhvBASfBg+LpfsyaNZv4+PdmF9fzFTh06BC3bhzn1klbJg6zZukMS07ttOXHH7uTlpZ/5z4+Pp7effti3b8P5m1aYtG8KTbDfmLZqlVs37KEu0H23Dtrw7PLzjy6v4+qVcszbep4zl5MxMhQwvUTblw46Epquo69R1JJTk5h4cKF7N27l+MnztG8zUyex7akXOXRPAh5luNgA5g8fTqS8mUxb9wQwwKemFX2w7xbL4ZMSUarzXbul/KRcfTIPiaP60DzgLo0qi3yU29LLMyl/Hogg+AbmWglClTPXqBRKBg+ejTLly+nYJEimFlZUadhw5y02AkJCShMTPM42ABk1la8jXv7wWebmJiIf61aVKpZk+6jR+FdrBh9+vdHp8sN+S5btiy7tm7F8PRZYsZNJnbGbBr7FGfTunVkZWV9zleqR48ePd8UarWagQN74+bmQP26FXBztWfx4tykABqNhoEDe+Pp6UzrltVwc7NnypTx+Y5L/tinK2ju0rSulCrlNZzYbsuFs1tZvXo1Go0GAIPfM6XuOpRKjYBXtOoRTVzcW+7du/fe/slkMoJOBMF1Hfub7uFwiwOErXzGoX0HczZOfu73MyHL75ERmw6AVqXlzsJbdOzcCaVSzf0HL9ix8xBt2rT5JAebTqcj/k08Fp55tUAtC1oRExXz0XY+laysLJ48eUJsbOxXa0OPnv92ypcvz+rlq7k54RoHAvaws8E2ksOSqD6tFpp0DXcW3qRbt25f1cEG2SdKLAtY5tMaMy1gRtjLsE+2l5mZyePHj0lM/HRtyS/N1atXGTJkEIMHD/hLx1/j4+MZMmQg3l7OdOwQgL29E2vXb6dHjx7vdJLFx8fTskUDvLzcqFGtDN5erhw+fJj09HS+79waLy83WgRUxd3NgeXLl352vxISEujYoRXbV9qQ8rwQ6kgvdq+1Z8KEkbx9m38tolIq82wkQba8gamJFNXvcjl6vk3+LU62AGDj7//eCDR/10WCIJQHHICTf1O/vlmuXbtG8IVgimVUwFqwx1KwpYiqHK+fx3DgwAHS09PzOA/+k8VLFnHw+AEa9fuOgJ8aUKZMGew0eSN6DAQjbAzsuH79+t9xO3rIXrgsXDCD3t/LMTbO/emWKWFA2ZImnD2bPwPR0aNHMS3ijcIp9wiO1MQEw0oVKO4jwdU5+zhohlLHk2ep1KgQSZfWWRTykLFwqh3urnIKeSpYs8AeuRzWrV3FwiUTGDx8MIVLFCckJISlS1cyePDgfKL/v50/j2GpvFnNDNzdUIsyIiKzF1CHTqTTNsCUs3stqFNNQa2q2QPj0aB05m9QYzt8FM5DfsJ13EhMK/oS8fIlY+fNRdWgDtZDf+KumTE1atfm4cOHFCxYELkgoArPGymgunOPeh9xtLlHnz6E6rTYjhmOSc+u2I0Zwc5TJwkMzBvm37BhQ8KePOHlixdcu3yF19Ex2NrZYWRiQpuOHYiLi/tgW3r06NHzrTJ69FCePdrL44uOPLtiz7l9VgQum8z27dsBmDhxDI8f7OHJJSdCztly66Q9+3cvY+XKFTk23r59y7FjR0lMUuNdQE56ho5GHV/T8DtYv24pMpmMAgXcmb44geXrkxg/K56h/aw4s9eF0YPMqP1dVR48eJCnX6Io8uTJE8LCwihYsCDXLl3j4Z0Qrp67wovHL6hevXrOtV27duWHDj9wrPNhzvQ4ycGAvRQ3LcaKpYF/SVxcIpFQvExxoi5F5imPvPiK0uXLfLbdP2Pfvn04u7jhV6kangUK0aBhE/0GqB49n0mbNm2IiogiOCiYXt17kfwoieChFzjYYi8V3Sowb/a8r96HihUrEnU9Eq0qNyhCFEXeBsfi7+f/SbaWLw/EwdGZylVr4eLqTufvu6JUKr90lz+KiRPH0LZ1XSxlv2JjsIPvOzVixIjBH6yXlZXF5cuXuXTpEhqNBqVSSa2alUiL287u1XJWzdFy6bdFdGj/TvcBAG3bNMHd/haRt1wIv+HA6nkSevboQKeOLclSniP8ujOPLthxdo8V8+eO4/Dhwx99X4mJiTx48ID09HR2795N7WpG1KmenelbEARqVDGmcR1jduzYka9uk2btWb1FkxN8AHD9joqwl2oqVaqU73o93w7/Fk02B1EUowFEUYwWBMH+jxcIgiAB5gPfA7X/5v59c1y9ehUrrT0SIdcZIwgCYpqUXt1/IF2ZhrGRCT8P/onxE8bn2akVBAF/f3/8/bNf5N26dOfyrVvwH5vQoiiSpk396lovCQkJbN68mRfPX+BXyY9WrVr9T2ZcycrKonlAfcLD7qJW59eB0KjFd+6svXexoBOxssz921i0Kol2zc2YM8GOMdPjaFI375FiQRCoU92YVVvTyPCtg33x4qhjYli2YQMOjo6MGjkyXxOOjo6Ev41D4ZIrIpuVoSQzLZPEJB2T5saz/UAqt05la5kVK6zg8nUVHVuas2yzEkWt+sgsLXLat6xdi5Qz5zBs1ADDQtkJEsz8q4BKxdRZM/l102aWLlxI7wH9UVevhszRHtW9BxD6hNHrNvzp801NTeXYkSM4ThyD8PtvQWpshGG92ixduTJfiLcgCCgUCmrXr4/o54vrzCmIGi1nTwVRo3Zt7t++rddR0KNHz38dKpWKdevWcf+sA3a22WNOES8FcyeaMnPxDNq0acPKlSu4dswWW5vsd6m7q5yFU0wZMG4uP/7YF4B169ZRvIic8wdckUqzx6k2zcxo2jkKqVyHh4cj3gUMWLkxibR0kavH3PApkj32D+6jQKtNYsqUMWzevAsDAwMuX75Mzx4dSEtNQKPV4e5egA0bd1KsWLF33ocgCEyZNIWhg4cSGhqKq6trPnmAz2XujLm0+74d6bFpmLmYk/oqhdANDzm45+AXsf+f3L59my7delKgTAfMbQuQpVXz6MlJmgW04NLFj5NI0KPn30J0dDQ6ne6L/RY/F5lMho+PD4G/BDJj2gyePn2Ku7t7Hs3Ir0nRokVp0qgJF4b8RtHuPihMFbzY/wxJvITOnTt/tJ2DBw8ydvxkCvr2wNjcAa1aydlL++nzYz82bfx7xRtDQ0NZEbiEe2fsc8aOvt2yKF17DR07dqVMmfybEBqNhrFjx7J61WJsbSQYGihITJbTqXNPnOySCJydG+23b50hRape4ubNm5QvXz6PnZCQEJ48fsDxzY45403NKsb0aK9i6dozvLrtjrlZ9nhVrLCCKSOM+WXZbJo0afKn96RWqxk8uB9bt27D2cGQmLeZ+PlVpoh7/iAWJ3sdCQkJ+cq7dOnCnt1b8G92n3bNJETFCGzencHKVZv+J9e7/038batAQRBOC4Lw4B3/BXykiX7AUVEU3y/EkdtWb0EQbgiCcONdoZn/C7i4uJCpyMhTliC+IYEYCqaWoLq2GcVT/VgxbzVjRo/9U1sDBvUnxjCclN9l8nSijgjZY9wLuL7zpfiluHfvHt4FvVk4ZhlHl55leJ9RlClZ9l8R7vx3c/jwYWKj7xI424bl65NJSMw9mvhbcAahz9XUqlUrX71GjRqR/vgp6tfROWVZaemkX76ClWmuA+7qLRUB9bMda96F5ATfyLvLJYoiF69nYlS+HObV/JFZW2HsUwyHvj8wdcZ01Gp1vrZHDh6M6sQpNG+zI7t0mZkk796FqamEdn2iWbw6kdnjbHOi6X7obMGeI2ksXZtIXKIO6R9EZQWJBKmJMYI815mo02jIAs6eOUt4eDgd2rdnwshRJB07QfzOPWTGvgVjI3r07p1z/OhdpKenI5FJEf4woEnMzIiOisKrWDGMzcyoXL06Fy5cAGDLli2Irs6Y1aqBRKFAamKMWUATolNTCAoKem9bevTo0fOtkpKSglQi4uSQ9wilT2EFkZHRqFQqMjJUeLjm3fQp4iUnPCKSyMjsCK+LF07wcx/LnAUPQMWyhpibSdBqMrh4wJbgwzacP+CGpbkkx8H2/zSsbcSJ40dwcLCid+/uBDSrz5RhasKuO/DyphPdWr+lQf2a78xE+vDhQ9avX8+JEycwNTXFz8/viy7q69WrR7PGzbi97CaXJl/gTuAt2rVpnyeS7kuxeMlS7DyqYG5bAACpTIFr0YY8ePBQn/FazzdDaGgoFapUwNunMEVLFqW0b+k/PRL+d2JlZUXFihX/Ngfb/7Np3SaGdRlKzPooHs0KoZFXQ65cuIyxsfFH25g9dwEOXnUxNs8OiJApjHAtHsDu3btJTk7+Wl1/J0eOHKF1E+McBxuAlaWU9gEGHDp0KN/1Op2Opk3qsvyX+Wz+xZbHl9y4e8aBDYsNWRG4kAY18wYSyOUCtasZ8S5twqioKIp4GecZbwCcHCSYm0mwMM87nhUpJOfhw4d5yjIzM9m2bRvDhw8hMDCQ5ORkxo0byYvH+3l22YkH52y5fcqe16+us3lXGukZuY42pVLH7sMa6tatm69vCoWCw0eCGD1+DWFxLTC1782Vq3dp1KgR+/btY+PGjbx69UHXh55/IX9bJJsoinXe95kgCG8EQXD6PYrNCXiXqERloJogCP0AU0AhCEKaKIr59NtEUVwFrIJsMdAvcwdfnuTkZGJjY/Hw8EChUHy4wifQtGlTBhn/xKv0Z7joCiIg8JT7FKY01kL2y9YYM7wzyrD8l1+YNHnie1NK+/r68svKXxjUfxByDFBqMijmU4y9B/Z88FhFRkYGjx49wtHR8ZMnsd2/745jSkGc8QQBxDSRZy/vMXXyVBYsWvDB+t8qZ86cYeOGFaSmJFG/YSu6du3K6dPHaBcgoV5NY1o1NqV49QgCGpgQFa3l0nUde/YefqcGgbW1NWtWraJX794YlSwBCjmqu/fp3KYtG3buwMI8idrVDdFo4eGTTKpXNiIxWeTcZRXTFibwc29LtFqRqYuTCXupxaJ/tTz2FY4OaBG4detWvrDmli1b8iIsjAmTJpGp0yEg4mIvMGaEGePmK0lVZtJnZDzr96hYP8+KQp4KFk6xZcDoRJJStRhmXMHIp2jO35g66jXapOQcXZ/MiJe8WbMBuZ0tWjtbfEqXpmXz5hzavw0jhUCWKhVjhQVG7Ttza9c+Nm/eTI8ePd75zB0cHHB0ciYj5BHGJXxyypP2H0Ink5JepyZ2zk48fxjKd/Xrs27lSh4+fozO2SmPHUEQkLm58vTp03cOpnr06NHzLWNra4uFhQWXb6ioUiF3znDoRAZ+fhUxNjamsLcHJ85m0LB2brKDfUfTcXUU8KtYmuDLtzAyMiY1Le9uvyiKJKeIjBpkRRGv7DmRo72MdKXI2zhtnsXZ3ZBMTE0Erh5zpG7bnXxXVUrLxtkbRVIp9Olizvb9cYwaNYqUlFgsLW3p0qUHixfP4djRA9SpbsqT51p+GmTCseO/UaBAgS/2jGbOnslv987RbEdLTBxMSH2dyuGxh/ll+S8M6P/BfF2fRHjEKwxM8s6tBIkUU0sHoqKi3hvJp0fPx5KcnMzKVSs5fe40zo7ODPhxAL6+Xy7vhFKppGadmnh2LEiLea1BgBdHnlO7Xm2eP3mOubn5F2vrW0IqlTJo0CAGDRr02TaioqKwKlguT5lcYYzCwIi4uDgsLCzeU/PLY2hoSGp6/vLUdAmO71h/njx5kpAH12nwnRGN/mMs+c7fGK8Ccm7dz6+DfO9hFu265n+XlylThpv3UomLN82JsAa4fldElSnl3sNMSvnkbuTsPZpGfHwS3bt3RybLQhBknD8XhItDBnWqiZw5LmHa1HFkZCi5fdoBa6tsm24uchZOMaNzf5HqzeMZ0EOBRCLwyzo1/tUavPf4p1QqpUWLFrRo0QKAK1eu4F/Vl+JF5NjaSBj8cwpDho5g3LhJ7364ev6V/FvOMx0Euv7+767AgT9eIIpiJ1EU3UVR9ASGAZve5WD7FlCpVHTv2h1nB2f8ylbCwc6R5cuXf9E2FAoFv104i2kpGVcNTxAsP0YGaZiTVzfLUDBGiuydYoz/SefOnYl5G8ORoEPcvn+LqzeufNBptnjRYhxsHajjXw+vAl7UqVWXpKSkj+p/XFwcD0Mf4Si655QJgoBjpge/btvO3bt3/zSBw7fKnDkz6Nm9Bb5Ff6NV/fvs2jaWBvVroNNBVIyAIAjMGGvLb/tcKV7EgGfhMHjIKL77E82xDu3b8zQ0lAnt2jOiYWOuXbzI2tWrGT1mMht3S2jVI46EZDsmzk3l+Jk0Js5Pwrx7b5acsMa6yHMcSkWw5YYTWU4eaF7nFW7WpqSgUamoXb8ex44dA+D69ev06tOH5m3boFGrURgYYOFXAdvvO5JStCp9x6aQWagkHrOn4TpzGo9sqlGxSQyzliQyZFI6vwRuJCE+ATcR4tdsIO3WbZJOnSEmcDVGxYoQu2INGc+e82b9JmzatMRpUD9su3+P3cih7Diwn37dzEh85EF8iDsDG6eSsm4V0grl2bpr13ufkSAIrFm+nLRde0k9fpL0O3dJ2b4L1YswbHp2w8jbC6mJCaYVymPRrDHdf+xDyP37KB+F5rEj6nSoX4RRokSJdzekR48ePd8wEomE6TMW0P7HJDbtTOHew0zm/pLM9MUZjBs/A0EQmDlrCT2HJLN8fRI37qiYsyyBCbPj2bTMga5tpEyZMo6mzdqxcGUmiUm5C6Vf96Yik8lxccpdBJmZSujSxpwOP8YQ/SZ7zL96S8WQiXHExIvY2Uiwt9FRyif/RmVBjyz27VlBOe9TGIu/4l+1AsEX9tGqkQxPVw0bFpvSs72Kbl3bfrHnI4oiCxcvpNwIX0wcsheGZs5mlBlSjrmLvryWU60a1UiLe5ynTK1KJSnu5Vc9aaDnf4OEhATK+ZVnbdA61P5ZhBg/ok6jOmzdtvWLtbFv3z5MPE0p0roYEpkEiVSCVzNvrEpav1PDSs/H41+lCkkxeSNa05KikErA3d39PbW+Dq1ateLwqXTuhuRGFz98nMnuQ+m0bZv/HXz2bBA+3uDiKM/3mX9FBYdOKtmwIwWtViQjQ8ekuUmoNJbUrp1fUcre3p4+ffrSoEMCh06msm5bMn4NIzlyOoOyZf2o2yaSjTtTuHZbxbiZcaz/NYUhP1py5PBmSnoe58HtX6lSPomTOywZOdCaHSst+amXBKVShZvLH6K2CynQagXGTVzDyeAKHLtQnhFjVrB+w68fpfd56tQp6tWtxsq5RpzcYcm25eaEnHdk7eqFnDunz/v4LSH8MdvTP9IJQbABdgLuwEugjSiKCYIg+AI/iqLY6w/XdwN8RVH84JbgvzGtdc/uvTi5I4iCypIoBAPSxGQeG99k/bZ1BAR87OnZj+fBgwdU8K2IcaYZ9rjgKhTK+SxdTOGh2TVi49580Wi6I0eO0L5FB0ppqmAsmJElZhHKLVzK2nH91oeTJSQlJeFo70QVTUOkQvaEWyVmcJfLqIQ0LEytQCaycs0KWrZs+cX6/U8SGxtLkSKe3DvjiItT9ktbpxOp0jiSu08kyFFydq8r5UsbIooiuw+n8cPgWJwczZAprNmz9yhFixb9qLaGDh1I0MktjOhvyIWrKtbuyEAnlaNTZSIxNsJt4lgQBCLGTMRl+BDkttZkhD4m7ted2HftjEEBTzRv43izZgO69DQsGzVAd+Yc0yZPZtSECRhU8UMwNSXlxGlMqlTCsm6uEzD97n2STgXhMuzn3HtfFoivsz1z5y6mQoUKALx+/RrPQgWRFSyAzNISs8p+GLi7kbj/EKmXLiNYmOM2Lq+fPeX8Rb4Tz7H9F9ucshJ1YoiyK0tVC0uO7s/nv89DaGgoS35ZxpMXLyjjU5zAtWtxmJT3OLXmbRyvFyzGwNkZdUICJmXLYFHdH1GjIf1UEN4yBVcuXEAQBJRKJdHR0Tg5Ob03UvRb5nPTWv83828cc/To+dKcPn2aRQunEx4eRrlyFRgxcmKezYVdu3bR98dOuDtLKOmjYGhfK0oUNeDOg0y+axWJTpRhZWlGWlo6DWtbEBWt41m4SM1a9Yl7fZjDW+xyFiSHT6XRoV8sCAIKuYDEUEaxnuW5s+o2nepJCbqQgYW5lKvH3JBIsutkZurwKB/Owqm2dGhhjk4n4lEuDDMzCV3bmhOfmMXGHanMHm/DyGlp3Lodip2dHWlpadjY2Hx28oOsrCzkcjmdLnVFIs3dx9aka9jbeCeqDFWea1NSUrCwsPhsDc/4+HhKlS6L1MQTK+eyqJVJvA07S++eXZgxY9pn2fy3ox938vO1xp3xE8ez+/YeKo6rnFMWHxrH5eEXiX4V/VnrBlEU+e2337h27Rqurq68ePGCXY/3UHZQXh2tO6tuEeDclClTpny07aysLBISErCysvrqGUD/DXzoHfL06VMq+lXG0tkXC/uiZKS+IfZZEPPmzaRXz55/e3937dpFnz7dqFbJFKkEzl5KY+nSFXTu/H2+a+fMmUPwbzO5fS+NkPMeOQnfMjN1lKgRw+hxi1i3dikhDx+j00Gtmv4Ertj43gAQURTZvHkzkyYOR5mRQJ8u5qgyRdZsSSElNYv6tYx5HZNFxXKGDOtnhbGRgI9/ONNG2zJ+Vjw71zjxnX/uUV2VKgvHkuH9WQkBAAAgAElEQVTsWOVI/Vq5kXa/rEti+2EXLgXf/uTnc/fuXWpUr4SXp8i1E3mdoItWJvEosgGrV2/6ZLt6/hqfO+b8K95AoijG845kBqIo3gB6vaN8A7Dhq3fsK5Camsr27b/iq6qNQsgOTTUVLHDNKMzs6XO+ipPt7t27OCicsc/04A6XkIhSbHEijWSeyu4yftzYL35cdcqEKXhoimIsZOtqSQUpRcWynLt9iNDQ0A86gywtLalcqTKRwc/w0BVBFEXuEowtThQQiyFJk5AsxtPt++54e3tTsmTJL9r/f4ILFy5QtaJ5joMNQCIR+OF7c8bucgRvH2q03E0hDzlpaVp0OpGgPS6UK2XA6i2pBDSrx6PQ8A9O1sPDw9m4YR1Pgh0JupDB1qM6rLt2wcjbC51SSezGrSQcOIxNq+aYVfYjYd9+7L7viHHRIljUrkXMijWIOh2CKKJwdUFqakLi3gMYmJoyZNgwbPr0wrCABwAJh49iWiFvqLpxyeK83bINnUqF5PcjrgpPD+rW+C7HwQYQGRmJuYsL5n3yvgIMixfDKuo1qdK8GgoAgoEBGX8IlixVTEb4mQf8sGbNB7+DokWLsnzpMiBbf2HF6tVo4hOQ2+RGgKbfewAI2P/YC12GksQjx4iaPR90OqpWqsTR37UlJkyaxIJFi5AaGpClymTQwIFMmzxZnxBBjx493zx16tShTp28KiBPnz7l4sWL2NvbU6NGDbRZUs7sdc4RlAZ4EaGhTAkDTu10YdveVIZOklG+ykhauLuzdcsaLl04iFqtpEknDb06W/D6jZYx0+Nwqe1FhaGV0aSrMbA0RCKVkBqVxt7LL0mJA2VmFq16RDOwlyWZmSJzfklAoxUpVzJ7jDl4Ih0zMwm3TrljaJj9Du7WzpxqAZGYGBszdMRQjhw5AoCDsyNL5y+hcePG+e47JSWFmbNnsnPvLuRyGV07dmXI4CE5AtVSqZRipYoRFRyJW7XcRdKrCy8p61sWyF7szZ43h7lz56BUKTEzM2PiuIn069vvk78HGxsbbt64xowZszh2/CTW1taMXziLDh06fLItPXr+yNFTx3Dr7JGnzKaoLQoLAx48eEC5cuXeU/PdqFQqGjZtyKPwR9hXciTjSDoJj+KRmsko3a8sEln2b1PUicRfeYvfbL+PsiuKIkt/WcqUaVNQZWYil8oYOmQoY0eP/UvZgr8EOp2OwMBAVq5fSWpKKo0bNmb8mPF/KXGcKIrMmjuLufPmofr9HTJp/CT6/p5Y5v/x9vbm+rUrTJ02nUuXjuPm5saSXzfRoEGDv3pbn0WbNm2oW7cuBw8e5N69e9Ss506FChXfeW3nzp2ZM3sqFcsqqNkikoG9LJFKYc6yJMr51qVnz5706tWLuLg45HL5B4++CoJAsWLFyNIqCTnvjqVF9rg0oIclRaqEM6K/FVX9cp1oE2bHodbAtdsqGnxnQtte0UwdZUPfbpYAaLME1BoJHfvGMnWkFRXKGnL6fDrzA5OAVLZs2UK9evWwt8+Xy/G9LFo0i+YNDYiMzq9zbWoqoFK+47ytnn8t/won2/8S8fHxyCWKHAfb/2OCGZFRj99T668hk8kQEbEQrCktVuYFj3jCXWTIqVq9CsOGD3tnvfPnzzNt8nSePnlKmbJlmDB5PGXLlv2oNsPCwvAg75E5qSBDIRqwb98+Ro8e/UEbG7dsoEa1moQkXkFQS1FnZlIQn5wB00KwwUHtzvJlgQSu/LLHbf8JrKysiHmT/whsVIwO0dAEM19fjHx8eDZlKl1am7Bspm2OiOcPnc1YsSmBixcvflBcOTg4mFr+ZhgbSRg8KQFNmg7tvi3EpOswqlwV284diJw2E5mtDUbeXqQmJvJy3GRktjZo4xOQ2lijS07BoVe3nCyfmZFRRC9ahoFUS9KaFRi5OWPcugNSExO0iUmIWVmkXrqCNj4ema0NIgLC77uMok4Hz8Mo2L0g3Xv1Yu++vQiChCaNG5Me+xZTtRrJfziBtdExlChRkjNBQRhEvc7JXipmZZF2/gLtRuVem5mp41RQCo3rtaZ58/en9n4XBgYGVK1Shd/WbsCua2fk9naonjwj6cQpDL0KIZHLkVjIsevYDoDUy1dxlhlgamrKwkWLWLp5E1Y/9UduY402IZHArb9iYW7OyOHDP6kfevTo0fNvRhRFBg7sw84dW6lX04ywl1qiYxVU86/G4Am3WTrdHCMjCS8jtYyfFcekETZIpQLftzHn4jUdKlUGr1+/Jjn+Gg/PO6DWiKzblsyMRQk8D9dQtoSC8Lh0ZIYyZIa509aM+Aw86hSiUFNvDrXfg72NhPGz4pHLwM1VRsQrDYULZR81OngijYG9LHMcbAA+RQwoV9KA63c13Hp7m8Y7AjC0NiT66ms6dO3ImeNBebSnNBoN1b6rhspBTdGRPug0OlZvWsO5S+c5dvBoztxk/qz5tP++PaoEJXYl7XlzK4ZH60I4tDd7A2bBogUs2bAE/6U1kRlIib0fy4TZEzE1MaVLly6f/PwdHR1ZsmTRZ313evT8GdZW1ijf5k2iptPqyEhIx8rK6pPtLVi4gJfqV9Td2DDHoRa6+xGPNzwkePQFvDsWQZAKPN3+BFcr1492Bq3fsJ7pi6ZTZUE1rLysSXmZzPKJgRgaGjJsSP41jiiKf5vzrXe/3py4epKiPX3wsDTkt8PnOVSlIvdu3ftsTbR5C+axdOMyqi2tiWUBS+JD45g4cSJmpmb5so96eXmxccOXyySqVCp59OgR9vb2uLq6fnL9t2/fMmXyGOxtMnnjKWX6tDG0aNmG5cvX5tmEdnZ25tfte+nWtT0yaSYjpyYCUvoNGMPYsbnOU1tb2/e0lJ/9+/fSqaUix8EG4Owoo2VjU/qOesvFg66Ym0m580DFwpVJ3DzlTuFC2WuK8Fca/Bq8pE51Y7wLKpi3PIVaNatwKfgKZy9lsGF7CiV9FHRta8babSlMntCbgQOhWdMmBK7Y8FEJK549ecTIvsZ0GZjKoydqihXOblutFlm1OZPho7+ctIGer48+pOJvxtXVFZlClpOp8/+Jl8RQuUrl99T6dFJTUxk+bDiuTm4MHjSEGGUUCWIsloIt5YRqVKY+BsYKZsyc/s6B5uDBgzRt2JTIM/E4Rnrx6HAY/lWqUaxwMaRSKfY29owbM44zZ87w+HF+56CLqwtvyJsNJU1MRosGa2vrfNe/C3d3d54+f8KqbYE06VofWxO7fH010BoT+SryE57Mv5caNWqQlGrA+u0pOeL+oU/VLFqbiqJCtlimxMgIhaEMM1NIS88VjRYEAUd7+UdlXrW3tycsQsOoaXF4e0qZM9YS1GpKFBKQ3zlHyoJZ2JmL1BPPYB60GcnTB9TwkyNPjUMhB6mREUaFvXIcbAAGri6Y+ZZl3M/WJIR4MLJNBkkrl2PqV4G47Tt5PX8JiDqMS5ckKykFQQDlk6eoo14Tt2kLJiKMnTSJ/Q8fYN7/R8z69ebY86coDAxI2bWXrPQMRFFE+ew5qrPnGTN8OKsCA4kPXEX83gMkn/mN1/MXo01K5MjpdG7cUXEuOIOGHd9SuXINdm3f/qcTKrVaTXBwMDdv3kSny32u4a9eoXBzJWZpIOFDRxG/dz/m1f1RR0ZmOwf/k+gYinh5ATBnwQKMWzTLiYCTWVth3DKAeQv/exN26NGj53+Tbdu2cfnCbp4EO7JpqTkXDlgzvK+OsLDnnL1mgEWRcBTuzylaM5JWTUxp0zQ3c3RpH4iIeMbOHWsZ1tcQhULA1ETCoB+suHrcDQMDget3M4m5/Yao4Nw5RezdN7w8G0GB+oUwtDCkSNsSbDuopGQxBQYGEoLOK8nKEoiJ1aJU6lDIBTLSdfn6Hp+oQ6XWUXFcZYxsjBAEAedKLhTuXIT2XdrnGQ/27dtHkpiE34TK2PrYYV/agaqzq3Pz3g2uXr2ac12DBg04vO8w5vdMuTfhNnbPbDl19BTVq1fPjmKbO5vCXYsSNCiIA20Pcn3WPZJjUhk5ZuTX+YL06PlMBvTuz+ONoWT87mgTdSIh6+9RokSJz0oWsmXHFrw7FslxsAEUbl4EjVpLmyqteRkYRtiSZ3xfvRNBx4OQvuPEwruYMXcGZYaVx8ore85l7m6B75iKzJ47m/+URdq0eRMFixRCKpXiVcyLLVu3fPI9fArh4eHs2LmDagtq4lzRBevCNpQfUgFDLyPWrVv3WTZFUWTOvDn4jq2IZYHsqCqboraUGVae6XOmf7G+q1QqJk6chIdnIZyc3ejffyBz5s7D0dGZBo1bUqRocerWa0hCQsIn2e3cqSU/9dRy8aAVG5eY8/SyI7euHWDz5s35rq1bty4RL9+wY9dpjhwL5nVMGhMmTEAqlaLVapk1awbeXi7Y2prRrm3Td65H/xMDA0MyVPnXAhqNiKW5BI/y4RStEk6lRpE0rWeS42AD8HST06qJGZ37xVC1aTy7j5rQr/8winiZs2uNM9dOuPOdvzGnzim5e8aDx8GuhF93Rpl8hsGDPy5KuUSp8ly/o2XBZDtqtYxkzPQ4Fq5IpFStCJxcfWnVqtVH2flaiKKIUqnk3yA19i2gj2T7m5HJZMyZN5uhg4bhmuGNCeYkSN8Qa/yKyVN3fpE2srKyqFmtFnGhSbhmZh/LlMifcU+4jLORO1KdlLe8ZtjwYVSsmD9MVxRFhvw0lEIZpbARslNWm2KBRCUl8ulzahLAs4QHzJw5i8D5q9DK1BQvUZz9h/blhMVOnDKR1i3agAj2uJBBGi94iEQm+aSIIplMRpMmTfD19WXLxi2oxcycKEBRFEkxfku9hp0/YOXbQCqVcvDQKVq2aMiCFfGYGGu5H5qBWctWGLi6oImPJ3X9akwUan4L1rF2WziThtkwsJclka81XL2VwpaqVdFoNFy/fh25XE758uXzHU+sVasWyWlGrN32mp2rnejx8xvO7HWlRFEDpi6I5/INFQc2OiOXC4iiyNiZ8YQ+VRP3wIN9x9LpPiIaiWP+MHepmRlpGSIKhcCwvpbsOfGGZ3I5Wcmp2LRpiWn57ChI03JlkR+xJOXXrVhaSKjsLRASZ0F4VCSSmGhSQx5hWa825m1akrxkOaXMzLk6fTZShQIzU1M2rFpFpUqVqFSpEpOmTSMqJQVEEatG9VF4enLiwD5OtA/B1taG4iVqMm3an086jhw5Qudu3ZCYm6FTqzGTKxg9fDiOjo7Ex8Vh2bwbtu1aI2qzEOQyRFEk9cJFUg4cxrR+XSQGCtJu3kZ9P4Q+27YD8DY6Gtc/pHtXODoQHfPmb91B1aNHj56vzdYtKxne3yDPsdBu7UwZPOUl3gHFaL28OkgE7q+/y7ZDzxk3OHucADhxDho09eXqlQvIZHnfi4KQnSnU0ECgdjVDzk49wy2phExBjlalxX9SDYztsqMDpDIJJUqW42jQfSYPN+PARid+GPoGH/8IMlQiMqmAuZmEzm3McbDLnvqeOpdOZLQM+4JWyI3zimvbFLXl0dYQNmzYkJOV+sq1K9hUyrvZJ5FJcPBz4vr163kyx/n7+3Pc/3i+Z6XRaHgb85bgSZexd6+Me5V6SCRS0hIjeXBhJdevX88jm6BHzz9JQEAAd+/fZU6nOdgXcSDldTIezh7s2vf+RFJ/hiiKCJI/zH8EkEolDBwwkFkzZ32W3ZcvXlKhcN5ABUsvK+Jj49FqtcjlcjZt3sSQcUMpP7oCVUtVJ/buG34a9TMSQULHjh0/q90PcfPmTZzLuCA3yft+savswIWrFxnM4E+2mZmZSWJ8EpaF8kYSWhex4VL4+b/U3/9HFEWaBbTgfuhr7As1QSpVsHP/MVISXlK82o8Ym9mjy9LwJPQ47Tt05uSJox9l99mzZ0RGhvNj19z5samJhJEDDFm5ZQVdu3bNV0cmk70zK+eAAT/wJOQAW5eZ4uJkx5bdV6lZoxJ79h5hz57tPH18H58S5WnWrCUZGRkULVqUdu3aU7XybPp3N6GQZ7YD7fZ9FSd+y+BOkDsteyTStMXPGBgY8PjunHxtGigEnkUo2LRpAw0bNiQ9PZ1nYem8jjHD2VHGio3JzBpvi4db9vdtZiph2QwLvKvsoGfPfuza9SspKYnUr9+MgICAfE7kwYNH4l91FxOHGrF3nRNrtiWzbV8G5SvUZ8+eA/+Y3IwoiixcOI/582YRF5+Mh7sjEybOfKeWnp5c9JFs/wA9evZg2+6tWFc1ItbtBRXalOTq9SsfLVr/IU6cOEHU89d4Z5bBTLDETLCkqKY8CtEQrDX0HNeFOw/uMHHSxHfWV6lURLyKwAp74sRowsXHxInR2OKEknTieUMc0VShPuU0NfDNqM2b24m0bdUux0ZAQACdu3QiRvKKB1zjOSFoUPNjvz6fpUPg6OjIgIEDeGhylRjxFQliLE8N72DoKKd79+6f/az+bfj4+PDwURhrNxxlyIhVGJtao3z4mKT1q0leMp/RXUVe3S7AtePu3DzlztzlCfw8LpYaLRIYO3YiN2/exNPDkQF9m9Ht+/oU9nbjxo0bZGVl8erVK9LS0pBKpWzYuAOpVMKhk+kM7GlJiaLZjsvt+1KZPMIGuTx7EiQIAmN+sub0+Qwio7Vs3peBWpVF+u27ZKXnHiHQZWaivXudRrVzw6HLFZOQfOAwQpYWk7Kl89ynSSU/DOQikddcSEsXSJDIcB09AvepE3Hs+wMp5y+SfusOQgFPGtWrT2x0NKH37hEVHp5nJ+dleDh27Vpj06o5xiWKIzM1wbJjJ5JStCRauXApMQG/atUYOWbMO593REQE7Tp1wqhTOyx+6o9R21ZEvY3l56lT6DNlMsmJiSTuP4ggkSBRyBEEAdXjpzg7u1DdzoGYKTN4PXYirk+ec+bkSZyds4+ulixXjoyQkDxtZYQ8wqdMGb2DTY8ePf9VqFRKzEzyTicPn0rH1M2csoPKY2hlhKGFIRV+9iPd0JS5yxMIeZzJwDGJ3LqnY9LEUYSHRzBrSQJZWbk75LsPp6FU6fAprOBNbBaLptgyc4QVjkZqjA3AtaobAOo0NRGHwpk1fRbtOvRkxNRU6rVP4FhQBjtWO6F66cXtIHfMTOUUrRpJl4HJNO6cxPcD0ti0eSeJUQk5kTr/z+srUVgXs2H1xtVA9iJDk6nh5YlwHmy6R/qbXG2ctLBU3NzcPupZKRQKrKytQCfFw6c+Ekn2IsvUyhXXIrUYO24CCxYsoIJ/RarUrMLKlSvJysr6gNVs4uLiWLx4MSNHjeTw4cMfXU+Pnj9jwrgJRDyPYMXUQIIOB3Hjyo2cuc6n0qF1B55uf4Koy/2dvzjynIIFC75XsP5jkBvJeX01Kk9Z9PXXyIxkOb+DSdMmU350BRzLOSGRSXAs70T50RWYOO3da6FPITU1lekzplO+cnmq16nO1q1bEUURd3d3El8k5LlfgORnibyNjuXZs2ef3JaBgQFunq68uR2Tpzz6WhTFS31eZvvMzEy2b9/O8OEjWL16NefOneP6jTsUKNcRMys3jM0d0CHg7tMAY7PsYAqJVI5L0QYEBwfz6tWrD7SQjUqlwthImiN18/+YmUpQKpUf3d+oqCh27dzBvvXW+JYxxMlBxvD+llSvBI0a1kKm3k63Vo9Ji11H3Tr+jB3ZjhIlvKjmXw6ZHErXeklAl2gatIuievNIqlYwoUaLeEqUrs+ECRNo3749h0+peRWlyWnzzVstG3emsn37Lpo2bYpMJsPCwoJBg36maZdETp1LJypai5fnHzZsrCXIpCKNGtbEQLsFH7ejzJr2A80D6qPV5pUIKly4MCdPnefEpRI06RLP5Vvm/Dxk2j/qYANYsGAuWzbM4MgWUzLCC7BmnsC4Mf3Zt2/fP9anbwF9JNs/RMOGDWnYsOFXsX3r1i1MMizzLOYFQcBOdCb1dSKbN2z5U000AwMDDA0NuZp+GilSLLHlBZFo0WKAIVGEUQAfDIVsh4pEkOCpKcrVG6d49eoVbm5uLFy4iD279yLqdEiQ4YYXWWgJXLICmUTG/IXzP/m+Zs2ZhW9FX35ZvJykpCS6t+rMz4N/xtTU9NMf0r8YiUSSE6l14vhBTp3cg4MtvFZkMbSvVc736ukmZ8QAawI3GbBuwyYKFy5M6VJF2L3GiuqVjRBFkb1H0qhbpyZmZkZotSoylFm0a9eW+fOXYWFhzfPwdCqVN8xpO1MtYmqc90VuoBDQaqFknRgMfCti09iclBOneD17HmY1qyPIZKSdO0eb2lKqVMi2pdWKnDqnZdeOHbTv1AmdUonUJDf7ji4tDTMzGWcupHPllgqXUR2RWWfvyimcnbBuGUDi0ROYGRtTsGBBgoODiYiIoEKFCkRFRTFm0iSePQ4FmQxV+EuMixXJsa2OjEJqboZZ5/YIgoBx/bqsWLKcJg0bUq1atTz3tn7DBgzLlsGwYAFErZbYdRuxbdsak9LZiTQM4uJ5PW8RCZt/xdC3HNroaDLPX2LXtm00aNAApVKJWq3Op6uxYNYsmrZsiZiegYFXQTJfhKM8GcQWfTp6PXr0/JfRuEk7VmyaRf1axjnZPY+fycDR1yPfpoJDRRcWrLjPwpWp1K7TGFE8xYAeBuw/qiY5RUeJGhF0bGnG42cagi5kkJQsolTC5aOuOZs/rZuY4ukbRvC4Cxg5GBF5+hWd2nWiZs2a1KpVi59+Gk6b1o2ZN1lBvZrZ407hQgrO7nWiRM1oKtecgI2NDbubNsXExITOnb5ne//t+A2vjKmLGRFBYTw79JQKQ/yI2/mGSZMnsWrNWlJSVFg5lyXqWDL31x+gyoQqpL9OR0zQvTNJwvvwKlSY0GcxCELesdbQ1JbLVw7xLP0JBdt6odPomLZyOqd/O82uX/88cujy5cs0atoIx8pOGLoYsWXUVgouKMCpo6cw/D3BkEajQSaT6Td69HwyNjY21KtX7y/bGTZ0GMdPHyeo50lsK9mhfKkk8X48QSeD/pJdGTKuzrlMVqYWh3JOxIW85cbCq4hqEa1WiyiKhD8No2qpvJrF9qUcOPP01Ee1odVq2bVrFzv37cTQ0IjunbtRr149VCoVVWv6o7JR4dm5IOpUNcNnjODytcssXbQUN0c37v5yi+K9SiEzlBF16RWP94fiWbMA5fzKMX/2fH7o9cNH36sgCMyYMoP+Q/pTenA5bH3siLkVzf0ld9izfc8nPTfI1gqvXMWfVKWAwsyDrD2nSYkPw8ymYM4mAIBGlYqhiU2euhKpHGNTS2JjYz9qo6FYsWJk6Yw4fT6DOtWz15CiKLJik4rGTdp9oHYuISEhlC1pjplp3nfok+cZLJhiRbd25gA0b2hKQU8pF64oObnDlebdXvOdvxE9OzowZX4C2/ZmMWXKXERRZOKMGjlRxAUKFGDc+ClUaDCBji2NkAoiW/YqGTp0DPXr18/T5qRJ03F3L8T4efNJy0hg9+G0/2PvLAOjuPY+/MzuJtlk4+7EkABBEjR4grsEK7Q4tFAoWigORVtoi7fQQmlxLxJIcU+ABA2BKHF3z8q8H/bepGmo3t5befN8gtmZc/47s5lzzu/8hYXvVaVFuhVShlKp5M5ZRxrW1zo0vD1GpMuQhxw5cqSGF2WzZs04feY/+3v4I9FoNGzcsI6gQ8Y0+pf97Vvrs2WNhjXrlzJo0KA/2cK/LsI/Pa72v1XW+q/M/v37WfD2YhoUV682+1C8hQ1OZBklsmvfF3Tp0gUjI6PXttGkURNynhfTgOYIgjZs8AUPKaYAEQ0eeGEmWFW75pHhDS7d/J4XL14wdcK72BTXIYEoWuGPVNC+qMvFUu4K3/MqMa7GrpUoipw7d46dO3ZSWFDE0JEBjB8/vnKC+P+NsLAwundrh1SipF93BU8jyrkbWL2k88nAIvYcr8vZc9dZv349sc83smO9aeXnV26VMHJKGqe/tae1t5ysbDVTP8jH2LI7Xbr05L0Zk/FpIuHCIQcEQWDm4kyUKpFt66qq4Xy5P5/NuxUklYqYTptC5qoV3DlhRUaWhk92FXL1TilmCjUd2+oz+21zlEqRtZuL0Eibci7wCh26dOFpWQkWI4YiSKVoystJ274TIT0RQdRQppJRZ8PaahN/VX4+yWs+xsHOFqlMhwJRg9TWhqLnL1CWl2E2LAD9eh7kX75KUcgDrMaORu7uRkViEhlf78PErxPG7X0r28u/dJUh9o7s/Pzzavdv6vTpHE58hYlfZ0oiXpAXdAn7me9WOyc/6BKOaRnIFQrqurkxd+ZMmjVr9ovPLzg4mOVrVhMe/hxPzwYsX7gIX1/fX7zu78TvLWv9T+b/45hTy/9vSkpK6NmjE6IyjoC+EmITYPfBAozdLPHf2b3au/361DOsnSTlnfl59O7VkxYNbnP8XCEL3zOnWyd9ug5NJj5RRU8/A/zaGzBpdjqLZ1swd2r10KgRU9IQdXvg5eVF3759a1Q5bFDfiWM7JZWLmn/j2jKdazceVcsnpVarsbK1QmOoQVmiwrqZDU3GN+Xp9sdkPs3ExN2E/Dg1Xu2nI5FqvRQKcxJ4dvNzWvu2YP/e/bi6unLnzh1Wr1pIaOgjXF2dmD1nKUOHDq1xvz766CM+WLgEn+7z0dU3rjweEbyX8op4Bp0egkSqXTyqy1WcH3mWoFNB1Yow/BBRFHFv4E6dCa44d3YBQKPWcHv+Dab2f4emTZsyc9ZcIp4/w8TElOnT32XZsqW/Ot/VX43acacmf6dxR61WExQUREhICE5OTgwfPvwn1yK/ljETxnAr6Q5lBaXkxeRi7GyCWV1zjJMMCb4ZDIC7pzseM+pj62NXeV3q/RRebY8hMjzyZ9vXaDT0H9KfR7GPqdPfBVWZmtij0UwYNZ76HvVZuetDOnzaufJdV1FUwdmAUzwJfYJCoWDsxLFcvXIVNWoMrAxoPc8X2xZ2FCQWcHHCeeKi4rCysvpZG37MmTNnWLF2JbHRMTRs3IgPl6ykS5cuv1O1AekAACAASURBVPHOwZQp7xB47SnOjQZU2p8ceY2UqOu07FPl5ffqWSBqZSnuzauiSUoKM4gJ2UVaWgr6+vq/qr9Lly4xcsQgRgzUx8MFTgRqUIpOXLx0C8UPNuN/jpiYGHzbNuXVfVv09P71rlSLyJ2jKY7zqExHAJCdo8atVRz50R48Di9n8LgUYu5p3/+DxuUxaPhHjB079rX9vHjxgqNHj6LRaBg8eDBeXl4/a1dkZCQdO7Riwkhdevrp8SSigpUbC7Gx0uHR5epRXLsP5nP2alPMLCz5PugCxsaGjBn7NnPmzENHR+cnevjfU1hYiK2tBYUxLtWOZ2SpaNwpk6zswj/HsP8hv3fMqQ0X/QcyePBg1AYVxPMStahGLaqJFyMppgAbHJEU6zBk8BAszC2xsbCllU9rNmzYQFFRUWUb0THR1Sp5CoKAGw0pIBcTLEkjoVqfBWIuaokKExMT1q5ah1NxPYrIxw7nSoGtQiznFS9BBC9PLxbMX0BJSQlxcXE8ePCAeXPmMWbEOKIDU8i+Vcrqeevp0tGPioqapYx/SHl5OTdv3uT+/fvVkhT/3Tl//jyCoOTgF7Z8stKKqDglUbFV90IURfYdV+LfdQAA2dmZONlV//4fb8th7WILWntrhUpLCyk7PzbhxImT9O7dhw8Wfsi9h+X0GpnCqfNFODvK2H+ikM4BqWzelcvId7OYuSSLHj0HoVvHGVV2NqbGErw85fh3MODcNzbcOWVHE089zl8uoeeIZAIm5tC20yxOnrrA3LkzKMh8hBj5lKSlK0jdvI2EJSsRVSrU5rZUyBQIurqUx76qZnfp8xcA2NrZU1jPHZPp72A4dDA2i95HZmtL5r6DpG7ahszCAkUrH7K/2kv87Pnk7NoNUglG7X5UREQioFTVrNza3d8f8dlzRI0Gsay8mrfdvxEUBjRs2JCQGzfY9/XXv0pgA2jTpg0XTp8hMSaG78+e+8cJbLXUUkstAAYGBhw6/B3tOk/kzhNfzOynEBb2FEO1Ifc3BlOaXUJpdilhm4IpiM9nz/FiSstUpKUl41pHRnaOGkd7GTKZhEtHHZk/3YzIWCXTFmTh4OhOfKKyRp8ZWVKGDx/O0qVLawhsAF5eTbh2pwzND8K0ouMqKCkTq4W6qdVqBEHg6KGjiAUi7v4e2DS35cmmR+S/zMNjSF2kCj1s63SoFNgAjMydsbJ1YeXSlbi6uhIcHMzAAd0Z3D2CB0HmLHw3h9mzxuHboS3N2zRn7MSxREREADB58mT09HR5emM7GQlh5GVGE/ngIAWZUbj1dasU2ACkejLsfR24devWT97/ly9fkl9cgFOnOpXHJFIJ7kPrsnvfboYEDEdj1Jy2A9fi2nICX+w+zKzXVFys5f8foihy/vx5Rrw5gsHDh3D48OH/epixVCqld+/erFixgtGjR7N7927adGpLB/8O7N69+3f1v/bDtVRElqEwNKTJhGaYO1uQdjmVz7dUbayuWLyCB2vukfYgFXWFmtT7KYSuu8fKJSt/sf0LFy4QFhFG5+3+ePSrR4Ohnvjt7Ma2Hds4HXga24521TYTdA11cWjpxN27d7G2tibwdCBj3hpD3YH16X9oMLYttEKfsZMxjq2dCAz8dTnNfki/fv14cOc+ORk53Lpy83cJbBqNhhMnT2Lt0q6a/bbu7VBWlPDq2TnUqgo0GjU6eoZkJj4k4dlp8jNjSH91j9gHe1mzZvWvFtgAunbtSmhYOJZO7/AiuS9vT9/CteshPyuwqdXqaus7d3d3OnbsxLiZeaSmq1CpRA5/V4iOTCA9s/pcPzVDhbmpdh3qaCcjO7eqHbc6IhkZGT/Zb4MGDViyZAnLli3Dy8sLtVrNrVu3uHTpEiUlJTXOr1evHnfuhpGnHMC81cbcCG3FosXrkOvVFM1SUtXcuHkTB9OL3Dhlwp5P4dL5jUyeVDPPmSiKJCYmkpeX95O2/rcwNDTE2sqcew/Lqh2/ersUL68/Js3VP5Vake0fiL6+Pjfv3EBwq+A633GD02STjjcdEYAcTSbN1R1pr+qDYY4lT8KesmnpNtq0bEtxsTbPiEbUIPCjJMQIIIgkClGkC0lESEPJFFNIJIpwvRAkgkBjTy+ePXuGAiOkyFChnRyrRTVh3EBEQ0u6UK/Qh282HcTB1pEmjZrSu0tfPv30MyyLHXAQXLERHPEsaUl8RCLHjh37ye964sQJbK1tGd53JL39+uBax43Hjx//1+7t/xKlUokAdGqrj6FCwpqFlnQdmsynX+Ry9Ewhg8fnkZBqxaRJkwHw8+vK0bMazgQV4eKbgtQhmuCwcrw8q+/km5pIsbGSk56ejo+PD571zOntb8DkeZmsO2WG/vAxRDj3ZvUVDy6r2yHoGdOmTRuUMbFIDAzIzVFWq2zarLEeowKMkUgE+vZ7gxcvk1m8eCnp6el8s3cPc6bIaewu0KmlDB1DAxzmz8Zh3iwc5s3CyKcZglpJxtffUhT2CGVmFvm37pBzNhD05YQ9eIBh506VfQkyGWZ9eqFjaYHlsCEU3ryNRF8fZUkJe7/+GrVSiaawEGVqVa4KTVkZ+ddvEh8fX+Me9+vXj8Z1XCjYtQdNeTmlUdGocqoqtIpqNZqwxwzu3/+Peqy11FJLLf8oPvxwGQ0auHPk8DYuXPmer3bvoqioiJtXbmAQr8/JgUc4PeQwUWeisO/mTlknHxw6OPPwWRTfHC3Hr4MB+49rd8NlMoG3x5iy8D1zzC1sOH0mkP0nygh9XDXBP3GuiMhYCX379iUvL4+FCxfSb2A/li5bSnx8PKIoYufozqwPc9BxjKZB5yTWbc5mwJhM5s1bgJ6eHvHx8QQM6Y2BgRyFQs7ur7Zx6cIl+nv0pX6mB8smL0UQBFz7uCNIBUTxNQt/UYNMps26snrVQlZ/oGDcCBPsbWUYG0rIK6qgzEuJzTh7nuqE06Z9G+7fv4+pqSkP7ofgZG9J3JNTvAz5BoU0n1kzZ6DMrikolqSUYPujQjo/RCqVolFr4EeBKRqlhszMLKzcOmFh3xhBkGBgZE2dpsP56quvKCgo+B1Pu5Z/EnPen8OYaWOJs0sgrW4Gc1bNIWBEwH+1emBBQQGfffYZg4YOol6jenx6+DMUA42Q9dBl2eZlvDnutydTt7e3J/xxONP7T6NuhjujWo4k4unzapuio0eNZvP6TcRujeJQl3282h7Dto+3MWLEiF9sPzAoELtuDkh1qrw/5aZynHydKSspoySluuAiiiKFiQXV/m4NFYbo6uvWCNdWVag4dvwYU6dP5cKFC/8TZ4GTJ09Sv3F9ZDIZeXn5iD/qU9SoEQQJaXHBhAV9SNiFFZjrpfN9UCABfVshKbiPu3UJRw/vY9q0X1c584c4OzuzbNkKduzYzciRI9HV1X3teZGRkfTr64dcrouRkT7jxr1RWc107zdHsbAfiGeHVIzc49j+rQ2DBg9izopCysq036e4RMO8FVmMf0PrMbzveAF+7bWCYFmZhtNBFXTs2PG1ff+Y0NBQ6no48e47A1i+eCR2dpbMmzeXrKysaue5ubmxbdsugkPCOXzkDFOnTiU9S8qJc1WOLKnpKjZ/WUTfbgpWzjfD1VmHVs3lnNpjxrlzZ4iJiak8NygoiAb1nWnZwpM6dewYNrTfb67o+p8gCAJLlq5i9LR8gq4Wk5Or5sjpQmYtLWTxkt9XqOT/C7Ui2z8Ud3d3Hj4Jw9m5DvY6LtSjCRWU8ZBbmGGJiWCOVJDiJnhigCFmpbbkJRSxZ88eAPr26UeyLKZam8myGAYNHIxGoyH00QM6DWuLtEkZrl3tENHgnNeQNmU9sMCGDFKwxYkUXlEiFpJBMrroUZ/mKARjjARTyspLMS60pFVpN5oWd6AVfsQTSa6YCWj/sI2LrDh/rmaFLtC6C495cyx1C7xpVNiWpkUdMU62oZt/91/0fvurkp2dzfbt2/nwww9xd3ensFhDSal2sjP5TRMO7LAl6Goxc5cX49dzMddv3KvMSde9e3cMDF0YMjWPiq7DsJv9HqKZNacvFFXrIyq2goSkfCZNm4ZKpSIqrpQu7fWxtdFBmZxM1p6v0QRfQ1rXE7lnA0qLi7l68wZm+vrkHD+FvpsLU+ZnVwptEZEVzFuZhdqxHkHPw6nj7sbt27e5ffs2XdobEfKwnGH9Fdy4U4zZ8GHoWGhzOgiCgFFXfzRqDQrvZhTeDSFtx07KXkZiO3kCUn05oiAgyKqHtAh6uqBWI3d3w3rCGPKDLiExMmTMxImopVIshg0hdcsOso4cJ+dMIEnrNiCqVNx79IiHDx9Wa0sqlXLp/HlWT5+BZ2Y2dd3dydq8nYJLVyi4fZf8Hbvw9vCozTlQSy21/K1JTExk2rRJNGpYh86dWnDw4ME/ZCF96tQp9nz5CTJdNQY+9jSZ0QqFtzFtO7QhOzub4FvBBAzqDxIp7Vd1wa6tM2lXotFk5aNjJvD9jVLiEkS+PVrApNnpnA4qYvVnuYyels+nn31B3bp12b3nAH1G59OuXy7Nu2bz/io4fSaI48ePY+tkw84TX5DmmsHhp0do1LQRY8eP5dCFw/Tc2Yc374zDaUp7Vm4tIjtXhZGRKenp6bRq6UUjlxAywuuQ9NAJO7NbjB83kuVLl7P3q72MHTsWY2NjynJKcevtQlrCDVTKqsTcuekvUVUU0q5dOwAePXpC1w5VhX9mr86l+dx2eI1tik1zWxqPa0Kjd5ow9wOtB1nDhg2JjHxBZnoK2ZlpxMVGM2/ePFJvJ5NwXSsUihqR6DNRFMUWMmDAgJ98Bh4eHtjb2BFztiqJurpCTdSBlwhKCUZmdaqdrys3Qt/AmKSkpP/4+dfy9yUyMpKv9nyF385uNAjwpG7/enTe0ZW7j+5y+fIflxOqpKSENWvX4OXjRaNmjXCr78b2wB1E6kRRKBTRYWNnHNs54dzZhY6b/bhw6QKPHj36zf0YGxszffp0vvnqGxZ+sPC1RdZGvTGKqOdRqJQqIsMjf5XABmBqYooyt6YAXp5bTu+evXl1Lpa00FRAG6r94uBz5Go9OnWq2iQeOWIkr87EUpJVJchlv8ji1d044hSvCOE+42aMY+jIof9VoS0oKIjx74zHabILo++MxbmrEwkRQYhiVZ/Jkdcws22AlbUjgefOkpqSzPlzZygpKWHE8GE8enifC+fP0q1bN0RR5JtvvqFjB28aN3LhvfemkpKS8h/ZqFar2bJlC75tGxMbdZvVC8x4fsMOPc1F+vX1RxRFDAwM2LbtS3JyCsnLK+TO3cfs3r0PqdwXl5ap+AfkYOcVR3aOhsYNdHlvcRZL1+fg10Gfk4FF9BiRS6vWfrRu3foX7SkvL6d/vx6sWyRy+AsjcnMLcLBVcfvaNjzcnfjoozU/ea1MJuP4iXO8t6SCLoPzGDa5gMad03BxdaF75+qp8Q0MJLRpYcSTJ08Abe65N0cHsGmlhuRHdiSEOmBlFMzwYf3+o/v7Wxk/fiIfrv6cJRuM8Gibxo59Dny77yT+/v7/Uzv+btTmZPuLkJmZybfffktCfALtO7RnwIABf0hMdlZWFiuWr+Dk8VOUlpRCgZRmtEfyg4S7L8VHyDFADzlO3SwI/D6QlJQUfFv7os4D3SIF5YbFyEzh5p2bLF+6gkMHD6InGFCiLsLYyBjjPCtcRU8AisR8QrmBE+5o0JBINDro4og7LoI2QX2xWEgo12lP72q2JIrR5JNDY6EVAHHS5wyc0YsNGzfU+G6LFi7i0IaTuKkaVTv+3DCEHfu20v9v5n10/fp1Bg/uQxdfGa7OAgdOFFFeIWVwbz22rrVGJhPIzFLRdWgm9Rp2xdBARiOvFkyYMBGLfwlXrdq3J869DsRFoo54SruWcq7eKOD9aWYE9DXiZUwF7y3NpaSRL4KFFaWBQUybNJkvvtiEoYGajr4GWFlIcbKTsmZrAQVqfYx826B8+ozS3Hz0G9SjNDIafU0JGpUaM1MJOXkihr36YPQvj7OS8AjUp89x4JtvWDBvBD07i5RXiGzeXYjdsqXVQjJVBQWkrV6NwtYSk2kzkehqf/Ol0TFkfLUXA7kc/d49MGzpA2h3B7MOHUVqYID5gL4AJCxejrx+XaRGxhSF3Mdh3ixERIofPkYsr0AEyhMSUNjYsKj/QGbN+vmS6SEhIXy5Zw/5hYUM6d+fIUOGVHor1FKd2tw4Nfm7jDm1/L2pqKjgzJkzJCcn06pVK1q3bv2TCe3T0tJo1bIJIwaIjBhoQHySkiXrSxj+xnssWbLiP7KjXx8/4pND0Pf3osHwqrH4+YGnGDzT5/ql6yQmJtKoeSMaT2xE3L6HfDjHBLc6Ohw4UcihkyWUVUjR05NiZWGMvb0VTZr6MHXqLJo0aVLZXllZGXfu3EFPT482bdpo22xcH6umlnTc2APhXwUXUkKSuTrvMv0PDMTIsSrfWez5aIpPh1JabE5xObg5ZHPlWFVeWFEU8e2Xw7wFXxAQEADA+o/Ws/3YDnzXd+DhtofEBb3CzKohqvIiKopS+WDB+zx9EkJZWQnPnr2kc9s8roQoSUoso7xMZPStsUhkVfObiqIKTvQ5QmpyKvfu3cPS0hIfH59qz+327duMGjuK4vJi1CoNNpbWHNl/5BdzAT179gz/Hv4oXAzRs5WTfCuJls1aYGJozuPocuw8qrw1ykvyiLi1hbTU5L9l4ajacacmv2fc2bFjB1u/306LD1pVO/5k9yP8jDqz8ePfXqDsx6jVajr6dyRdkoHH8Hq8PB6BTF8H30XtCd1yH10jXbzGVq8+H/rxfSZ3mMiMGTP+4/5/SGlpKfn5+VhbW1er1JiXl8eCRQu0obIaDYMGDeTjtR9jbV2Vmzg6Ohrv1t502uSHeT3tfDvxZgKP14eRFJ/EtWvXGD95PBodDeXF5Xi4enDkwBHc3Nyq2bBm3RrWfrQWp451qCgsJ+5mLD4zWuI5TPvuVJeruDL5ItvXbmfgwIF/6Pf/N76dfNHpoYdLV61tyhIlQVOCKE5SYm7XkKK8ZFQVJdRvNZrIuzuJj49j85atbNywEXMbV0oKs7GxtiDowjmcnJxYuHAe589+yYp5+jjYyth/vIyTF6Tcf/AUS0vL19oQHR3Ntm2fERv9HK+mrZg6dUZlGL8oivTq5UdGSgiLZpqipyewbXceSpVI4H57mnfN5vNdp2sUMvshsbGxREVFoa+vz4kTh4mKfIpnw+aYmVkTdP44WTn5tGjRjtWrV/+qgg3fffcdmzZM4uIRE7y7JjBxlAlTx5kgCALJqSo6D87mi13H6dq1a2UI9v5vd1FaWky/ASMZNWoUoihy8eJF8vPz8fPzY8uWTynL+ZoNy6vyaKvVIh5t0jl99iZNmzbl3XcnY2VwiiWzq85RqUTcW6cTdDGYhg0b/qpnXst/xu8dc2pXjn8B7t27R4+uPTBVWSMr1ePI7mOscVvLjdvX/+MJkKWlJVu2bmHL1i0cO3aMGeNmIRRVTehEUSSHDOrTjEJJHjZ2Wtdme3t7XkS94Pjx4zx79oxGjRoREBDAtq3bOHHgJBUVSozRxwBj0nMSKaIEV0ErshkKJrQQO/FEdhcTC2MaWTaiQl1OXlQu/GujREk5cgyqCWwA+ijIRLsDUiDmkqGTyMRJE1/73TIzMpEpdflRVCu6GjnZ2dn/0X37X6NSqXhz9FD2bTWhRxetCLVingVt+yRy7GwZp4OS8XCT8zSiBIkAvi1v0cpbwvW712m+ZSPXb4Tg6upK1MuXSGwssct9wd0QRxQGEl5GmzJlbjobtuehY2mBzH8oRk29KAmPQMfegm/370WplpBbKiWoqAUUS1CeDKZzKzm3nkkx7dGNlOcvsBw2pLLqJkB5YhKpW3Zg1K4NmqJC8i8EYeDtjUEjT/IvXUVHR4eSMiNEsYi9h3Pp6GvIoyuXMe6nFT9FUaT4ymWG9DNGra4gaMNaJI29UebmUfriJXKFguXzF7ByzRrEuFdorK0oeRqOpqQE23ff0d63vHw0ZeVUJKdi9UZHJLq6pO/5BqtRwzHp0onSl5FkHTiM1VujUN26S0ZGBiEhIbRs2fIny2G3bt36V+1s1VJLLbX8GURFRdGjeydcHFV41hXY/FkZTZr6cujwd68Nu9m8+RP6dYN1i7XFA5o11qNFUzlN/D5m+vRZmJqa1rjmh2RnZxMYGIgoivTu3bvawik3N5vn4aUM+6xetWs8+tfn2PZDACgUCpTlSp7uDOXeaXvqe2ht7OxrgCBkEXS/MaWFaeTmJTJn7nymT59Zwwa5XI6fn1/l//ft+xYzSynuQxpVCmwApm5mSHQk1QQ2ACsva6J2qcjLSkXf3AA/36qCSglJSqYszCH0SREj3xjJrq+/ZNnCpVRUKDEsNeJU/2M4NHNEV1dAVRyrTashhWUfLqV/V30G9zTg0eMCDl6W0m5pF1p4mHFy0FGKUgoxdq6qPF2UUoi+oT5Ors7YeNpQlFaItZk1gd8F4uysLWrUrl07Yl/GEhERgUwmo169er+qGmjjxo3ZvXM3AUOHomdgib7CnQf3nuDv15n02BtIdPSxsGtMaVEmKS/OMWP69L+lwFbLH4eJiQkVOeU1jqtylZg5mr3mit/OhQsXeJUZj/9X3REkAvc23KXtovYAyM3l5L/Kr3FN6S+ER/9WysrKmDF7Bvv37Ucik2BqasqnH31KQEAAGo2GLt27UOZQgd+X3RCkEsIOPcK3UzvCHz1DT0+bbsXDw4Mvtn3BlKlTsPCwRFWqpCKngnOnz6Gvr0+vXr1IepVEeHg4CoUCd3f319qycMFCDOQGvL/wfdRq7YIo+kwUJnVMsW/tgFRPhlPfOhz/7vh/TWSLioyi09yqd2lZXhlOnR158tUjCnMSsXPzRd/QipSIs4wbN47bt2+zbfuXNOo8C125MaIokhp1jUGDh3I+8Aw7dmzjxU1brCy1kkJzLzl5BXls376VpUuX1+j/zp07DBzQk4mj9HlrkJSrt5/Rwmcn12+E4OjoSLt2HUh49Yj4UBf09bXz9B6dDWjbO5HzV0po1VyPly9f/qzI5ubmVilw/jAcdM+er3gW/pLeXQ3RlAbRtMlxPt7wGRMm/Hx119zcXGysJTx8Wk5JqVgpsAE42MmY/bacPbu30bVrVxYtep8Tx3Yxc5IeRoYSdn0ZytEj33D6zEX69tU6B8THx2NiYsGOHUV4N5EwrL8RBYUaFq4toF59L5o21QrPifHRdB5YXaqRyQTq19UnMTGxVmT7i1Mrsv3JiKLI6JFv4lhYH1vBCQQQi0QiI8P4+KOPWbHyP9tl/iEDBgxgueMKomMfY1fhiohIHC/QRQ8ddEmXxzP13S8rz5fL5YwaNapaG9u2bKeoohBvOmAsaEsUu4uNuMv3ZIsZWAjanR8ZuiiFCnx8fDAxNWbo8KG8MWIUCaXROOKKHAXFFFAiFmEgVE300oREymTFhOvfpUQs5ssvv6RBg9cnVuzRqwenD59DLPKofNkpxQoy1anVXLT/Djx48AAjRTk9ulQtduRyCfOnm7NgVQ6z5qymSZMmrFi+gJH9EpjylnbiPm4EfPhJHksWz2Xf/uPUrV+fmEfBLFlgiMJAOzjV99Dl0jEH9JxicPlwHgCF+77GojiBd96Q8zKmgp2H1Di8vwCZiXZhou7YgSsfr0ddUYop2mqfuo7/2mXSaCh+/ITix8/Qk6rRfx7MxJEK8ovg663XMejdH0EmRRRFzp67zKg3BqHWFHPnbiFqSTBFL2OQ16+HMioSO51cPt1sg5WFlODQMpasD+FWJEg0ItMmTGT27Nm8+eabbNm6lTUff4wIWI0eicRAn4r0DLIOHkHQ1UVmaooyIxPTnt0QNRpSNmxCVKnQtbfDYlgAmuJissOfs6u4mM/378dIR8bZk6eqeUr8kVy9epWv9u6lpLSU4YMHExAQ8Let5FZLLbX8tZgwfgQzxquZMUk7XiiVxvR76x6bN29i7tx5Nc6/F3yduZOre8Y72Mlo4GHIs2fPaN++/U/2dejQQd55ZyJd2hkikcB7773Npk07aN1a603Wtl1X7j8KpzyvDB2Dqj7K88vQleuSnp6OjY0N3t7epCeFVgps/2bkIAPOXYvBqeEbxD3YwtKli3jrrXGYmJj82JRq5OfnItcDZWn1EC49Ez1ElYb8+HxM6lS1kf4wDSsLKTpSU3Q8FQTdyWDxbG1eno4BqVj1bMiwRY2192vdXTp26oKDWyuQ2aMvz8VCacXA8QM4EHiQDtu7YOxkTP6rPG4tukSXdhpyC1T4b++FiYv2mTQY1pC76+7QeZ0fesZ6lOWVEbrhPkq1kl77+qKwMUQURZ5/G87AgIGE3QurtFUikdCoUXUP/V+ivLycN98cg0eLMZhYaRf4KmUZN27tZNnSRZz67iyhl85gbW3DogWzeG/G9N/Ufi3/PPr378+096aRfDcJh7aOgDZ8Mf7iK0avH/2H9BEcHIxlW6tKIVxmoEN5nja/oltPD06/cZKkzok4+Gr7jw2MoSiu8A+NRJn0ziSCE0Loc2QAcjM5GY/SmThtEra2thQXF5NRlIH/gh6V6wjv91pwY8ZVTpw4wciRIyvbGTliJP379efGjRvI5XI6dOhQLcpBKpX+4pwyOjqaBUs/wMbHltbv+2JgZUDS7URuLbuO/2fdsWhgibpUjb781xcS+K14NvQk/WE6bj0NibsYS/CaECztm+FYz5+shFDinpzE0tKKWTPeZd68ufTs1RcLlw7oyrXrA0EQsPPoyNOrH3Pu3DmaNzaqFNj+Td9uMvYcu/ba/ufOeYdPVyoYOUhbUXZQb3CwzWPZ0nk08PQh5lUqg3uaVApsAFKpwKDehty4W8qteyJvz/x5z97XkZCQwNw5M7hz1op67tpxKDpOn7Z9ZtK1a3fq1KlT4xpRFLl9+zZ5eXmcv5THsL7mWFlIq218iKJIUZGa2JhYwsPD+eLzC1JfEgAAIABJREFUbby4ZYeFuXbOP7SfSPv+T1izZg2GhoaEhYZw/vwZ2rc2wNBAZPKcDCbOzkImkxEwZABHj31R2XbL1p0JvPyMwX2qbMrJVRP6uLBSiKvlr8uvEtkEQfAB2gOPRVG89qPPFoiiWJv57ncSHx9PWmoarah6YQiCgE1ZHQ4fPPKbRbaioiKOHz9Oeno6HTt2rBZCoqOjw627N1m2dDmHDhwiPy8fQRAw0TflueYem7Z8RsuWLX+2/azsLEwwrxTYAHQFPZxED2J4ilxsSSnFvJCEYYCC6MAkNIKGc98F0qZNa25fv0u05ikABhgSxk1cxQboY0C2Xho6lnB673eoVCqcnZ1ruFr/kAEDBrCpyWaeP76HZbEDKpRkKBKYNGHiz173Z1FRUcF3331HZGQkjRs3pk+fPpUDtCAIqF5TUUkUwdQY0tPTOXnyMHfuPCBoX/UdsomjDGni9z0Aq5YuZfjwPhjoW1c7RyaTINXTQZmahjIrG8uSBB5esEFPT8KmnbmYtaxfKbABSBUKdJu3oOyxNoeZzMKCkucvMG7vS+Y3B1BmZyN3d8PQVMLz644YGWoHw3fHGtGs+yl0dA3x9fVFT0+P4JAnREVFkZOTQ35+Prdv32b3VzvJyEjjeJAz1v8anD3r6vI8Uomx3JSbN27g6an1jLS2tmblihV8c+AABfXcyT13gYw93yDR10fH1gZ5g3oY+TQn+/h36Do5Yt63F3oudcjcdwChooLSc+cpzsnFYkQARi180KjVFIc+pGPnzjT18SE7O5ueXbvy/ty51cIDfkhCQgKr163j6s0b2Nna8f7MmfTp0+e15y5ZtozNO3ei07Y1gp4u1xYtYu/+/Zw9deonvedq+e0IgtAVqA8cBIqBpUBdIFAUxa//RNNqqeW/RkpKCuHhEVw8UBXqqKMjMP9dfT5Yt+e1IpujkwsRka/o3rnqWHm5htj4EhwcHGqc/29SU1OZOnUi105YVhbQCQnTpdfICejr69HAw5BHzwrQ19PhwSfBdFznj0QmQa1U8+DTEJwdoEEDV+bM+YDoiHBKSiooL9egp1f1Hox5pUSqY46O3IjSUhVenhLWrl3LunU/P63s2bMPB/Z9QfS+Rzj6OqEqV1GYVEDG43RMTE24/cENWixohZmHOSl3k3i0JQQdpAwfMYAbqbeIjhJ4b2kW9VykSG1MaTy+OaAN10q8nUyj9lMwMtd6l2nqdiH63pc8/3Innbf4YeykHStNXExp/n4H1qy6hAahUmADaDK+GXc+vMmxvoexdbchMzYbtUqNWq3i6uxrtJjlg20LOzxHNeTcie94/vz5f+SVcPPmTfQU5pUCG4BMR46pfUtC7j3g9q3rv7vtWqr4J407hoaGnDl5hsHDhhBpFYFUV0ZObDZ7du3BxcXlD+nDwcGBsntVuQw9+tbl0a4wLBpZoW+hT6c1Xbix6CoyXRm6Mj0sTS24eOEicrn8Z1r99WRlZXHixAn6nxyMrqFWWLFpbovnuEas/+QjOvl2xKK5VQ1vUdNmZmzasokhQ4ZU8w5WKBT06tXrd9uzdftW1CoV7Vd0qrTHqYMzhW814cWR53hPa0HsyRg2Hfn0d/fxSyxftJxBwwcDIiHrQ2jUZioKU+0mukO9LkQHf8GO7Z9VetLl5uWhq1c9pFKQSNHR1UehUBAZW4JKZYxMVnUPIyJVODi51ui7pKSEsIfPGXrUpdrx0QGGeHe/wv2wSExsGxMVG1Lj2phXSh6Fq3BxbUarVq1qfP5LHD9+nMF9FJUCG4CHqy4B/RQcO3aMgIAAPvvsYx4/CsbVrQGjR09g/vvTKS5MoUkjPXR0RCbPzaKiQkVEZAWe9XSJeVXB0AmpZOVqsLNR4tvWB896upUCG2g9z0YOlPDx9jW0aSEn+EExS2eb8uEnObwx2BhDhT5f7i8gYOhotm3fVe23+PbbU2nhs533V+YyOsCA1HQVyz4uZcKEiX+ot+cfiSiKREREUFhYSPPmzX+yqMX/B35RZBMEYQDaweQZsEYQhFPAGFEU/10jdyFQK7L9TnR0dNCIGkTEatU8Nah/c0620NBQuvt3x1BtirRcl3W66+ns34kjx49UijmmpqZs2vwZmzZ/hiiKPHv2jLy8PHx8fDAw0Cbt1Wg0REdHY2BggKOjY7U+mjT1IuJOdI2+JQjYulsRXxSOjo4O8kx9vMs7IRG0LxqbYidu37pEhaYCF+rhiAcyZLzgEXGy5zRo0IBR/YYyfcZ01qxaw+6vdqMr1UONio6dO1KQW4ipuSnTpk+le/fugDaZ5MUr3/P1119z5OBRDAwMWDtlyV8yF1tKSgr+fr7YWhbTurnIulOwcoU131+8iYWFBS1atKCgUIdzl4rp01UbLlpaqmHzrlw06HL1yjnq2KcglwvkF2qw/sEiJSdPjaFCu+vVvXt3AgLeYuOOQ/TsYoBUqv1NXb5ZgrFCTvGxk0jNFUwbrV+50NHVFRDUNQtFqMoqEOzrUBT2kPJX8aiSElBlZFCRkoL97Blk791LAzcpu/blU9dVh9Y+cuq66dKxpS6NvcdXutkD1K1bt/Lf3bt3Z/ny5SxZspjOgzYyfKACY0ORrw8X4dWkLSdPnsXYuHqojyAIfL5lC8NGjcK4gy9SaytU0bGUPAhDWlyCul4R8noepG78DJnCEKGsDFd7C5IS0yjVaDCys0DHwpz0r76mJDwCQRCQKBRE2Fkja1iPPcF3ONiqFU9CQyvz24E2zGD37t3M++AD5C19kHf3JyIzi5ETJrB6yRKmT5tWzc74+Hg2fvopVvNnIzXS7tKJLX24u2UH58+f/0lhrpbfhiAIk4BVaOvpTQZOAKZALrBVEARdURR3/okm1lLLfwWVSqXdNPmRY6yeroBSWTMxN8DUaXMY0D+QFs10addKn8IiDfNW5tO6dRtcXWsuhP7N8ePH6d9DUa1C9Wc78xjaT8HWtdbo6AhkZRvSc2Q2aXFKjvU+hGldMwqisjEyEkhNq0AiFVi1diUbFpuy6hOBWUuz+GSFJXK5hBdRFSxZX4BlvQFkJdyncztDImLL2LF7B97e3gwbNoxvvvmGrVs+pry8lL79hrNixQpkMhlGRkaYmtmSnJLAyT77AHB10uFVgpLuPXoglRkQND+IspIydHRkNK5Xn7fGTKZTp04c7nKYhu805cqzVL74Jo56w6q8xjKeZKBvaFEpsAFIpDJM7VuQ/fgkZh5VG4wAZvXMSU+pQGEopTC5ACMH7dglkUmwb+uITbE11ha2BBe8xLFRf/QMzMhJCefa+8fotqMbFvUtUFgYkpuby48pLy/n+++/p6CgAD8/P+zs7H7yWYmiiPC6WmaChH946uX/Gf/Ecad9+/Ykxydx8+ZNlEolHTp0qFwL/BGMGDGCRUsXEXs+GscOzmS/yCI3Oo8jPQ5gZGOETCKjvlt9Nq7fiJ2dHZ6enr8qPPrXkpKSgrG1caWg9W/M6poRdzGOyeMmkbc/l+zIbKJOvaQkowSrxlakhaWiylfx1oQxHPr24B9mT2JiIoZ2hjXssfC0JOLwcwJHnmH+vPmVBVVAu8m+bcc27oXdo757faZPm46Hh8fvtsHPz48j+w4zdfpU9PSsKwU2AKlUB2M7Hw4eOlopsg3o14fNO49iYl238tkU5SaRn5NB8+bNcXZ2Z+aSRNYvMcNAX+D63VI2f1XK9xdrhv3r6uqiqysjK0eNrXWVBJGarsLM1BiNRsTExo0nj2+z52ABY4YbIQhw/koJh74r5K23xrNx46bX/kaSkpLYuXMHMVHhNGnWmokTJ1ebz8fGxiKVqmpcp6crkpKSQutWTXlrqC4L3tHl4dNEBg44TPfOCg6d1oqwZWUK+r2VRVyigo4DU5g12ZgvD+QzY6Ip700yRRAEImMqaN8vieDQUtr4VHkjxierGDfCgPRMNW+/Zcyyj3MIDnSqFPzmTTPDu9shbtx4s1oklqWlJbfvhLJ27QpGvHMeMzNzJr0zg4kTtWmUnjx5wrff7qGwMI9evQbSt2/fPzVqJiYmhhHD+5ORnoi5mS6p6Sq2bN3F0KFD/zSb/kx+jVvFYmCkKIqtAHegDnBIECqTaf1xb8P/hzg4ONCgQQOSJbGVxzSimlSDOMZPGver2xFFkYBBQ7HPr0u9Ym/cVY1pXtyJu5fvVVYM/TGCIODl5VVtUL1y5Qr2tg40bdQM9zoeuDi7sH37dm7evIlGo2H7ju3kkUWRWJVHQSUqyZQns2PnDpLTkujbvy+W5faVAhtovd2MlRbY4UI+OdwmkOucIVfIZOyEMTx8GsbqNavZuOETju05iXdZF5oVd0RTLHD33H3y7lQQeTaREYNHsmZ1VRUXPT09pkyZwuVrlzgTeJoBAwb8oQP0b+X27dt06tgCmUyKg70Fq1atQK1WM3vW2wzqUcLlY2asWWTOrdNmtGqSyaJFWq8DqVTKocOnGDE5jUFjU5izPJPGneJRqgQKiwxISnzFt1vMGTHQiIVrslGrtbPmigqRxeuKefOt8ZU2bNmyDaleU9r3z2HD9lymzs9j5Nt5HD50nAGdu1D0LIKcvCqvuUG9DSl5FkFFSmrlMWVGJiVhDzHMzsHjVRL13WxZONUI04Qw9Bt5krNpI+7SJMJjYeGnZYxcoYNrmyTmr8lFKjX4xV0mQRBYtWo1D0LDMbObjNRoCucv3OXy5Rs1BLZ/06tXL25euUIvcytcI2MZ36oNxw4domf7dpg/fkIjqYzNGz/h5vnzONubU9c5n8WzTLh2woEJfdWk79iFrpMjTksXIujIsJ/5LoYtvJG7u2ESMIhSOxs2b91a2V9UVBSudesyZ/kyZN7NMOnfB706zhi28MZ4whgWLVlMWVlZNRuvXLmCYSPPSoENQJDJkDT14kzguV/6+dTy63kP6Ap0A7yAG6IoThNFcQowCpjyZxpXSy3/LZycnHBwcOTQqcLKY6IosvnLUgYOeuO117Rq1Yqt277mzekVuLRIo06LZAor2vHtvuM/21dZWRkKfQh7UsZHW3PYtDOX85eL2bDcCh0d7ThraSHlw/kKXJ2smTB6As2MClHog0O/Rgz9fjQDT4/Apac763YU4t1Ej6QUJU7ecbi3iqNFjyQkhl4UZjwmN+EizRtLKJfp0XJxG5atWkbAkP7MmzOeob1SmTKqgBNHNuDZwImP1q9h0EB/hvYtYPFMU+yspAzupeDpNWcibtfhyo0rPEgPxWdOS5pN8AZB4MnzSJauX0bL1i3p0L4DGcfTSAnORirTJeVOcmWlVYlMgkZT06tco1EhSARSgqtX5Ey5k4RMX8bw/gquzbtMXmwuoiiSHJzE022PmDtzLhe/v4hLs+HIFRYIggQLBy/s3fx4/u1z8mJzKUwpwNvbu1q79+/fx8HRmSnvzueDZZ/iUbc+q1dXr2BXVlbGh6s+pF7j+rw9/W1ycxLITY+s/FytqiA3KQQzUyP27t1LQUHBzz7vWn6Rf+S4o6Ojg5+fHz169PhDBTbQbuxfCrpE9oksTg48Snl+OYNPDOWNa2/hObox6jINgacD8ff3p2HDhq+dv0dHRzN67Gic3Z1p2a7lb6qMLJfLyUrKojClsNrxtOAUWvu0olevXqizVVyceh4DSwM8+nqQF5dHVngmbZe349zZsyQkJADaAgl79+7l888/Jz4+/nfdj4DBARQmF1KaXVrtePLdJBq7N+bFsxcsWbSk8nhsbCyNm3lx/OlJynyVXM+7iU9rH27fvv27+v83PXr0YNvmbRgZKmp8JmpU1byPevToTl56JC+C95KZ+JDEF5d5fucrTG086NqtB88ikjlyVsS6USw2jV8xaa6ar3YffG04o0wmY9SokcxdUUhFhfYZFhZpmLsin8ZeLejXtxfZiSG4tZjE/LVqHJol4eSdyOipWZw/f5XPP/8ShaKmzaGhofh4NyI3ZRfd2gYTHvYpzZt5Vj6n5csXcezIHo6cyicto0poS89Ucfi7Ul5EPGLWZF3WLTala0cD5k0z4dttVryMrnpOcrmEeVMVlJWX4uLiws79IhUVAqVlGjbuyCMuQUk9d13mTjVl2UfZlb/Rh0/L2He0gLeGGVNeIRKXqMKvvX41jzoTYykT3pBz8uTRGt/NwcGBrVt38uJlIneDnzJp0iRiYmIYNmwo7XxbUp67l/r2Z1mxZBzDhvZD/ZqoqP8FGo2Gfn27MmpANjEhNoR+b87pvca8O20c4eHhf4pNfza/WF1UEIRcURTNfvB/A+A8kAS8CeSLomj0U9f/2fwdKr1FR0fTqUNnKJaip9QnV5pJh07tOH7q+K/2Znv69Cmd2nbBu7hztUEqQ0zGsLWE28G3frGNV69e4VnfE3WFBkc8KCKfbNIwxgwdQykKcwOCLl7g8uXLzJoxC0uNPTqiLjnyNN54cyTbP9+OIAgsXryYgx+dqFH1M1S8hgPu2ApOqETtjnsBuagbFfDo2UNUKhVmJuY0LWmPvqAgSYwhk1Sa0a7yO5WJpYTJr5GQFF9th+KvwJMnT/D38+WTFYYM6WNITLySGYuK8PIeys6dX5H6xBkT4yrhMT5RSave2WRmVk18X758yZi3RhIa9hhBEBg8qA/+Xfty5sQSTu0xJr9AzdCJqcTGK2nSUI9b9yro1Kkr+w+cqOZer1KpOHPmDNevX8ba2o4xY8bi4OBA61aN6e+fyqc78wj93hknB+3va8GqLDbsLETu4Y6uIKE0No4Vy5ezYP58AKZOnYCDyXeo1PDpQZHJAwXuPlISYeCNUa/eCBIJ6qIicrdvRZNXSGpqJkZGP/9a+Pbbb5mzYD4lpWVolEp69+mDa506ZGdn06lDB0aNGvWTVT1FUWT27Hc5cexb3hikS1GJwMGTJWzYuJWEhERWrlmFmZcHosKYsidPae4pISzPHpspkymNjiH37HnsZ75brc2S8Oe4vozh7rVrALT0bcsrOxsKQ8MwHzQAqZERJc/CESQSDJp6UfTl11w7cxaNRkNCQgI+Pj4EBwfz9orlGE0cW63tgrOBTGzRmnVrfrrM99+RP6vKmyAIeaIomv7r36WAoSiK6n/9XwZkiKJo/nNt/Lf4O4w5tfy9CQ0NpU9vf/w76NKwroZzl0GQORH0/c3KZPYhISGsXDGfe/fDcHay472Zixg1ahTx8fGYmppibv7Lfx4vXrygbZsmGCpEhvQxJDVdxZnvi/nuGzv8O1QtdJ48L2fkVJFhw8cSfOMT4gQz2q7rXvm5KIqcHXmct/tLWbXAksRkJbdCSpk0JwOlRhdrKxCkoNLTo+2abhhYKzjS7QC6UjXRIS7YWGnHgfJyDfV948krEAi/4YiDnfZ4SYmGlj0S2LLWmuCwcvaGKmi70q9y3pATmU3Q5LPMHG9EeKyGazeKeeedmUx9ZyoymYx+g/tRYa+k/psNETUaAseep673G5jbalMWqJSlPLm6CWVZLgpTHbymt8GqiTUZD9N4siWEimIlhkYKevTqT9DFIHKzcvFo4MH6Vetxdname69BNGhfPQdaQXYcsREHkAGfrv+EcWOrNlWVSiWOTnUwd+2Ohb02T1xFaQGRwV9w+tRROnbsiCiK+PfwJ74igfpveiJIBV4eiCDxdgLW9s0RZAZkJz1CpSzHxrkZorqUguw4Tp08QZcuXX7rT+4vRe24U5O/+rjz+PFjOvfsTN/jA6tV3A1ec4eiRwX4+/kzb9a8GlV04+Pj8W7lTZ2Brjh1caYwuZDwHU95b+IMFi5Y+Iv9NvFuQmJeIhq1hpazWmPkZEL81VdEH3hJ2L0wJBIJPq19aL3KF5vmVeF39zbeRSKTUBpdys7VX6BUKhk+ajh23vZIDWQk3oxn9szZqNVqjp06hp6eHuNGjWPatGk/u25Tq9XUbViPPE0urea1xcjRmFf/x955hkdVrW//t6fPZNJ7SKOkQui9Q0B6L6IURUBpAiJWigVEqSpIUZEuSFGkiJTQi/TQQwqB9N6TaZmZ/X4Yz8QR2zkej+e8f+7ryofZZZW9d9az1r2e536OpnLni1vcvHbzEQ+1J0eNIFmbQsxzNYTVg6OplH9bwvXL13+3/78Fo9GIv38tAuoPxc3HVm+1sYrkC5+ya8cWYmNjAdi3bx+Tp89G4VqX8sIHyJVO+Ia2Ql9ZQMbdwzTpNgtBIsVkqCDj7gG6dYhhy+aNDnXdv3+fuXNf4dChwygVclxcnCkrKyGinoIr8aWotV6oXWtTmHUHd3d3jNUCGo9wTFXZGCvzOH3qxG/q3XXs0Ixnh2bx7JM1m/RvLykhvbArb7z5Lh3aN+XWCV/Wby9nxbpSRg11xmqFrV8beXHaq6z65GN+OOBGcGDNu7NaRdzD75N2tTZurlKqdFZa9UonKkzJpGddee+jIq7fMvHMky6YqkV27q3gvTe90DpJmPlWKb7eGpy1UuJvFvHBHA+mjnNn1/4K3lhQSP0IBXs3O0o1vLOshCpxJEuXfvSb723x4oUsWfwe/brb7N+3hypZ/o43IwY603FgMa++WZMh+z+J06dPM23KIK4e8XDgId5aXEoVT7J8+cr/eJv+Xfgrs4saBUHwFEWxCEAURZ0gCH2BOOCLf7bCx3gU9erV40FaKgcPHiQzM5PWrVvTvPk/9y6tVusv7gAJCFh/zGDze1i9ajXVJjMt6IIRA7mk0Y6eKAU1YqVItu4BfXv1JTElkT59+rBjxw4qKyvp16+fQ3ufeeYZPl6+Ap/qQLSCTXi4UMyljBIa4guATLANZCbRgLenbU5SWVlJdXU1Kmw7ablkUIs6Dv1SCWo8Fd6cP3+e8vJyPl39GboqHcOeGsrUqVN/cYfjP4UPly9k1iQnRg6xDfL1I5Ts+FRGeLtNtlCOn70eQeCR3biIiAguXLyG1Wp7ZxKJhMTERObNrcRo1OLqIuXIzkCu3TTw8tuFqNVubNy04xH9CplMxqBBgxg0aJD9mMVi4fKVu5zdU5dVG0pp2CWd2A5qSsus3E0ysfkjT6a8noybm4qOnVxYsugdMtKTWbnyM0aOfI4+vTey63Nf5i/P4ZnhwXyyOQ/ft3oi/KgzJtVqUT/RG4+r8b9LsMXFxTF55kxcxjyNT0gwlooKDm79CuPBg4jV1WzesYNJ06axa9s2e4jl3bt32bx1Kzqdjjqhoez7divXj3nbicvJzzrRpu9kjBYZ3uOfQx1uC1HV9u7HlWXLkNW2fYtSZ2fMxcWIFgvCT9yqq/ML8f5x4ZmXl8ft23fwGzYIXfJ9yk6dwZCUjFOjhohmMyUHDyMVRcY89xwPsjJR+flRcT+VUSNHYs7OQXf7LpoGNn0dU04uhsvXGLty9W8+k8f4p2AWBEEQbf9ASf9Y6PwIgcdJfR7jfwBWq5X169fz5da1GAwGevcZxowZM393/GzWrBl37t7nyy+/JDMznVmvt6V///72TYmrV6/St08sC9904vMPvLh9r4oZc6dRUlLI9Okz/3D7EhIS8PORc/F7f7ROtnH+2BkdIyflkhFf2+7Ntu0bHV26DmDQoMEs/2gx4WMcwxoFQcC7oS+372UBEFRLzr2UckYNdebQWSM+Axri29gPzygvBEEg+2IWrp6udG5mtBNsAEqlhBaNlVis2Ak2AI1GwuhhLhw4UsWF2xZCnmzqMG/wCPfEO1jLoN7OfNBUxaad5bz89icsWbwEQRA4FXeKOW/NYdeMXRQXF+PfKoD7V7eTnxmMXOFCcc5dzAYjT48YRFXJUXIOXeXYx0ZcXaTU9pcQXKc7O3d+i1qtRhRFqqur7Z4gZ8+epaQoG5OhAoWq5r2W5afg5+bDti1bHvH8Pn36NILMyU6wASjULngEteSL9Rvo2LEjZ86c4c79OzyxpbedtPCc78XxCUd5okV9zGYze7JvEtZ+EmZjBSonT1wDihkyZBg5OVkOcg6P8Yfx2O78i0hKSsK3vp8DwQbg3diHitxy7mru0b5Le/Z9vc8hXG7R0kUE9QohZpyNZHKr4457PQ/ef/Z9pk2d9psZcmfPmU1CQgIh3WtTmVnO6XmnkMqlOAc607x5c3Z9s4sFCxZglYsOBBtAnd5hnJ9/BnNxNQEBAbTp0Ib2SzrhHWPT7Y3KieaDUYsIbhtM2PQIzAYzH23+iFPnT7Nn5ze/2iapVMq9WwmMGz+OvW/uw2Qw0qhxIy6cvfCLIaBxR4/S+bNuDsdCuoay670fKC8v/9XIjz8CpVLJ11/vYsDAwZR5hiKRayjKucPggQORyWQYDAZUKhX169entCiDmEZPE1C3JklOzv2zuPqEI0hs82iFypmg6H7s2rWYTRvX2zWI8/Ly6NC+Bc+PEnj/qA+5BRamzy6kpETBxasG6rV8HjfvepQV3Kc07xbO6jyc1UqyMs4yfsJE5s+fj7OzM+fOneOjDxfy4EEKjZu05JVX5hAREYFOp+PS5Zsc3Rbq0L9xT2tp2esQDRu1YmhfJ7y9ZLz2oge9Yp345rtK4k7rGTL0WebMeZudO7aQlmlyINnyCy2IImh+TMCwZVc5gf5yvvrUlzUby4m/ZeS5p1yZ+Iwr9WoreOkFN1r1yqBJjAvz5i2habNm6PV6duzYwr2UA4iiyODeWrZ/U8GRkzqu3jDQrJFt7Zabb2b9NiPffOuYbPDnuH37NsuXLSQ+zpcAP9twM2uyO+36ZfBEZw3PPinlwP5dfwvJlp+fT3Cg/BEuIiRI4NSVrP94e/4b8EcMwhWgF7D1HwdEUawQBKEncBr49/oW/x+FQqH4U+maY2Ji0DirKazMwRtbfL1VtJKvSWfO2Df+UBkXLlxEhpwSCigmjxDCUQq2mHJBEAiw1uZ6/ini4+Np2rQpr7zyqMAy2PS31n6+honPT8RN5okFMyapkWj/aLKS7hNijkQQBIyinkx1MhTWwkmpRS6TIZVKKKzORSmqqKQMAzqHskVRRG/VsX7des4du4BfVSgyVHyStJad23cLlYbHAAAgAElEQVTxw6Xzf5vIYkLCLcYNcazby1NKaJATvv7RLFtzj3detQkji6LIktWVDBnyywPhTwXyIyIi6NChC0PGnWT5O554e0o5eV5PcqqJ1s3NvPPOHJYu/fh32yeRSPD0cCI5tZou7ZyoGyonvK4crZOEJzpp6Dsqm3FPu7B4nhcSiUB5hZZOg75EqdqMT0AABqua/s8VIgDlFVYUGiXCzzzNpC7OWK2/78b/9sL3UPXohjLEpnsjdXbGe8xIMt5eQOC8N5BqtRhS7jP0qae4dvEip06fZtYbr6Nq3hSrQolp0zpef0GFq4sUk0nEaBKJqKegQaSK6znOdoINQKJS4dSpC2XHTgCg8PVB7utL8f7v8OjbG0Emw5iZRenhI0z+Zg9gIyQFQQBBQB0dSfHeAwS+8QoyNxtRZ8rNI3vpR6SrlXi89jKCRIJKp2fXug28MH486zZupPzkaSRKJVXpGaxdtYqIiIjffS6P8YeRDNQB7oui+POYhCZA+u8VIAjCeqAvNu+DBr9wXgA+BnoDOuBZURSv/fy6x3iMfxUvvPAst68f4PUXVThrJazdtJJusV9z+szl3yVBPD09mTZt2i+e++D9ebz1shPjnraNV34+Mnavk9F16LtMmjSVpKQkNm36gvLyUnr27E///v1/Ucdl186NvPSC1k6wAcR20ODpLmXyawX066HhuzgzR05JOHf+bQIDA+nauRuXfrhGg9Ex6PKruLf5OgVXszCWGHhYaWbtphKeGe7KmQt63pjuTuMYJa99cJ3MfQrkGjlOEb7knMulU6uO3Lh1iC4jcpFJBcYMVDNyiDM6vZWSciufbSlDoxbo38MJF2cp5RVWnDQC7q4C5T8LxbJarOhKDLi72uzv6KHOvDS3gBs3buDv74+XlxddOnahICedPQcOYTZYqNOvNlpfLRKZhAbB7bj09gWWf7iG9u1akJWVwaDeTjSNUfL1dzoePkihtLSUe/fuUVhYSFBQEBEREQiCwGtzXsensS+JVzcQGjUQldaLoqybZCad4NTJ4zRq1Ii4uDgAOnTogFKpRKfTIZM/KvwulamprLTNiS5fvoxPS0fSQhAEvNv44OPpw8OHGUgUrtw5vRqNawD6ilxcveuhUHtw8uRJevTo8Zvf12P8Ih7bnX8R9evXJ/dWDpZqC1J5zViTF5+LX1N/6o+JwamWlumzpjt4aJ27eB7/8Y4eP1p/LS5+riQlJdGkiS1hyc8X9snJyXy86mP6fzUYrb+NiCvPKOfAM3txruVMalIqi5YtInbtExyeeBCzwYxMVTOf1eVXUV1hol/f/ty5cwfvaB87wQZQcDMfl1AX2rzb3l63TyNfDg7fR3x8vL1dvwSFQsGWzVuwWCwkJibi5OT0i5ktAVxcXdAX6ex9ADCVG5FIJCiVSqqqqoiPj+fcuXOcOHcCZydnpk2eRocOHX61frCtQYqLiyksLGTYsMGcPncaxEpUSgUHDx3jyPFz6CuL+OzTNTz55JP07NGDc5e24RfWA7lSS0H6ZQozb9Cws2NEiFSuxFxtwmq12tcxa9Z8Qs8uVua97EN+oZnvj+lxc1NReqscZ896uHnXw2zSk3p1PW+97Ex6lhlBgIi6at5aso7XX3+dY8eOMWniaObN1NBknJK4U4fp0H4vx46fw93dHUEQGTU5l0b1lYwb6YKvt033zdnZCZVKRV6hhZfmFhB3Woeri4RnR7gQE6Wxa5I+/8IMXp3/Fvs2yfH2klGls/Li7DLkchkz3yqnYTR8+FkFr011Ydj4XJJSq3lzuie5+Wba9sngkw98GN7fme4dNVy8oWHsc8/ZQ68bNWpE1y7n6D68hNj2IlV6JVKZke7DsnB1lRIYoORWgolnnx33u8kHd+7cwZhhajvBBhAZpqB3rBN7D1VRUQlqzd/jbNK2bVsmTCinoFBjzzYriiK79lsY9nTvv6VNfzf+iCbbfKDo5wdFUSzBpk3wz6W/fIy/BBKJhB27v+Kh9g7J6uukcoeb2rM0aBNtF0j8LWzevJmLFy7iigfllFBMAWXYhHjNYjVpYiLxnEVv0BMXF8fDhw8ZMmQoblp3pBIpwQHBfP7553bPrJEjR5Kdm82aLz9h0+4NZOdmcSTuMM7RSq46neCey2UuK4+jM+lIuZtKsCmcIF0kcoOaO1wikev4EUgGKXb9N1EUSScZpVbBoUOHqVVVF3e88RT8iNA3Iyclj127Ho1n/08hKroh5y45JhAoKDSTlqlj2fLV7Niv5IkRJcxbVEznwSWcveLOe+8teaSc3NxcUlNTHbzcPl+3lZPndHQZnElw0wecv6zn2O5AFrzmws4d2361TWlpacya9RKNGoYTGuKFqdrIM9PzGT/ShTUby8gvtNAgUsnuAxVcuGpg/mueSH5Mte7iLOWD2R44O1lQy/MRzDpkDZvgHBbC7u+qkIsmDKkPHOqr+OEiWvVvpx5ftWoVP1y4gCLA0dtB6qSxkXQ6PYIgoA6rh7Jlc156+WVmzJyJEBmBqUqHsnYoysaNqNJbGf9qEe7RD/Fu8JDo2ByKS6qR/YKrviCVYtHpKd5/EEt5Be79eqO7eYe0N98i873F5H6yloh69ejZsycAAQEB1Klbh6pLV7CUleHcppWdYANQ+PmijoxA8PGu8eTTqFF278rBuDhyMjLYsWYt69//gNzMTEaPGvWbz+Qx/mk8A+T/yjk34O0/UMZGoOdvnO+FLWtcGDaR6zV/vHmP8Ri/jcTERPbv+4YjOzzo94SWzm01bF/rjpMy+0/bsevX44nt4DgOR4YpkMutfPLJCmK7tkZp/pLooO9Y+O44Bg3sidn8qCC0KIr8UkJkjZOa/PLWrNsZRq26E7l85ZY9SdL27TsR8uHS0gvETdhLV498vv/Mg60rfagTKmfhRyX41E/lyg0jCUkmNn1VTu+OSr5e4c7Gd5zwSE/Dz8WVzJxMStWuCL1aUN21KW9+amLQ+HyO/2Dg6h0LHx53YsFuGSEt09m8s4zPtpZRy1+GWmLh+tqr6Ap09j7c3XyTusEyuwaOKNr+WrdrTZ3wOtSq5cHcN5/l4JHvqd2jNuEDwpFIJNzedBP3MA9Sv0llwrgJeHt74+LixOpF3mxa6cf059059W0AzWNKqBcWQqv2rej3ZH8aNmmCi7snU6ZM4dKli7R+sw3hIwJITdjCtbj30EkvI8hEtm7dip9/AKPHTmH02Cn4+Qdw5MgROnbsSElBGrqKmiHOarVQnhvP0CG2zdjg4GCqHlQ+8m4KbuezbOmHHDlyFKvVSrOebxDTcSLNe85GFKGqsvQX3/Vj/CE8tjv/IqKjo+nQrgMX5p6jLK0MQ6mBW5tukPVDJvX6hwMQ3DmE29dvYzLVzKNrh9SmLLXUoaxqXTWl2SW8+dabKNVKtC5anh3/LMXFxfZrvv76a0J71LGTU1azlRufX0OmtBF8OoUOY7URqUKKbxM/4tdcxWq2RZAYSvRcW3mZLq26sGndRkwmE1KF4yZE4d1CQrqGOpB7UoUU/9a1uHixJjOmyWTik08+YfDgwcyePZuqqioADh8+THDdYNp3a090o2hatmv5izpvkyZM4s7aW1RXVdv7cfOT6wx7chir167GL9CP7v2eYNm25VQ1N/DAJ40n+j/BxEkTKSqyLd0zMjIYPHwwSrUSjbOGsKhwFEo13j5+jJs4i207viW7KB/nWFf0EgNavwbUa/UCtZs9w/gJE0lISGDbl1sYN3og2be3cefUMiryrqFx8SP34SVSb+zlztnPSb25j8x7x2jcpDn79u2jY4emhAR7s2njGiLqykh5YKJBp2zW7w3hQUVvvIJbUVr4gMqSTIqybxHoL/DZlnKCAmQE+MpYtqaE0CCRbdu28fpr09jyiSsvjHGlZRMVb85w440XVcx6eSpNm0Tz5AAtfbo7kZ5VTbPu6dy4Y2DOoirGPDOBrl27cvh4KSCyZZUfc2d68NnmMr76tozhw4cDMHnyFDrFjiGifS5t+5YS2jwblXMnLl+5i1/tSVy+143QOq3Yf0RPfqGF+LhgZk12Z+nb3hzdFciU1/PR6awIEjkvvfSqg7ahWq3m3flL6NB1Mpmlg4m/ZWT6BHdO7Alk6VuepGUYCAqQ8+03W3mie3tKS0sf+Q7+AVEUkQiPOjJIpVBaZmHVBgOjR//+mv+vQEBAAFOnTqPLkGI27Sznu7gqho4vobQygJEjf9tD7/9X/K4m2/86/tt1Cv7dKC4uZvv27eTm5tK5c2e6du36i2GkP0Vubi71atejoaEdToLN9dgg6rjAEZrQkXtcQ40T/oRgwkCWKhV9dRVYBCJpggueGKjivvImY54fzYL3FvxquIsoily6dIkTJ05w4vgJ4o4eox29UAoq+/mLxFGJjViTo0BERIOWakxYJGYCAgPITM/ECReqKCeAUMJoSCb3aT26ERt/pgXwn8KtW7eI7dqWJfOcGNpXS8rDaqbPqaRJyxF8+OEqjEYje/bsITExkZiYGPr164dcLrc/k/j4eLZ9+QW3b99Bo5Gi1bqzavUGYmNjMRgMuLk5U5QQglpds+pJTaumw4BScnJrMpNZrVYmT57M5q+2YdQbkMokdG4h4b03vKiotDLu5QJy88y4uCvQV1aDVIpoNqNWKci5GejwvVy9YWDs9Dxungzh2k0DnQdlougzCPOZ43irqsgskKDp2BGFrx9VN25izMhErjeQkpTE+fPn0Wq1REREEBAQgFKp5OHDh9SLikJwc0XbtAnuPWrc4E15+eSsWEXwO3PtHnKVV65RtHsPglSCtnVLrAYjlZeuIHV1QaKrwCkyDO3AwUi1WnS37pC/ZRtOGg0uz41BFWrbGbSaqslevAyn5k0xFxZRdeuObYUlCKiCA5FVVOLv5s6JuDgCAmqyLN24cYMu3bphUChQREXg0d8xM2j+hs0ow+rh2r6t/ZgxMwvZnv2kJSf/m76q/278Xdo4/y4IghAKHPgVj4JPgZOiKG7/8Xci0FkUxZyfX/tT/F+zOY/xr2HDhg0c//4NNq1wDPdZtb6UO+l9WLv2lxMW/RH07NGBkf2T7dIFAFk5Zhp2zQVR4Nx+byLDbIRTdbVIlyHFTJ2xkqeffpq8vDzmzXud/fv2UlVlwN/XzJXDwWg0Nrtz5oKe3k9nUatWIHv3HSYqKuqR+rOzs+ndpwf166SxZVVNGFZhkYWIdg/ZvtaPIePyEYDGDWSc+rbG7hiNVkKap1ElKBj87XC7p5bZYGZX7+0IUoH+2wej8bItYvKu5xI37TBBPpBXaEUhFzBUg9ki4B7mgb5Qh9RczbWD/tQOtvV53ZdlzHq3CK82IRTeK0RWXoW3rwLnbvWpP7pG9ydlfxJXP75M39792LpxC2VlZURF1ibvdi175m6A67eNdB6cScATEaTFZRNQuysKlQu5Dy5QXvgAjwgP2r3VFtdQmyedrkDHN4N2IpeqCGv5DK5edQAoK0zlYfw2Uu8ns2/fPma8NAvPoBZIZBoq82/SpFEk3x3Yh0wmw2g0UjeiLrUGBRE21OY1l3IgmWsrbxDdeiK3T68mut14nN2D7O006su4evh9SkuK/1SY2d+Nx3bnUfwv2B2DwcDct+ayYdMGSopL8G3qR6tZbXAJtm1gVmZXcHTsIUqLSu1eUOfOnaPP4L60ea8dPg19MZYZubb8CjkXswgbFkHE8EgsJgt3vriFIl3O1QtXkUgkLFy4kO13dtB0uu0zubfrLmnHH9LtoyeQKm3zy4Qdd3gY94AuS7px+s0TlGeU4+Sjofx+OS1atMBUbSLxXiJ6vR5BLtD2rQ4EdbBFX9zccJ2yB6V0eLezQx9PTjzGJ++spF+/fuTn5xPVMIqKigp8GvtS9qAUc6WZd+a8w5y35qDyVmMsNaD20qAv0OHm4kZORo5DJIvZbGbCpAns3r0b3/p+FCYX0LJZS8Y/O54pr0whqE8IuVdz6PZxD4QfN8grsyv49smvkclkRNePJjcnF/+eAYQPj8JqtnBu/lkKrpXSqMt0lBo3RFEkJ/UcxWVn6bYilr3D99I09g3kSifS7xykf/cGfLJyhUM/O3WO5X62hZzU8/jXaYeLdx3KC1LJST3HkEH9uHoljiXznGgYreTgsSrmflBEkxgNaeXtqRUeay8n7+Flch/8gCCAWpJNwtkQ3FxthGZRsYXI9g/pP2AM33yzneJ7QQ7rkwtX9PQemc28mR7MeMEuHc+yNcW8v6KMnj37snHTDpYvX8rNy0vZusrLfk1JqYU6LTNJuPfAYd5fVFREYmIiISEh1Krl6EGZkJBA+3YNWfKWp4P2G0CXQZmMGurMawsquZtwHz8/m91bsmQx7y2YjdFoQRBAoZAyYbQri+bUSDemPDDRtk8GKRdDeXV+OUa6sGnzTvv5pKQkXnv1RQ5+fxylUoZSbuXmyVp2KYX7D000ic1AKlMwe/ZcXn3197UK/yqIosi+ffvYtHEV5WVl9Ow9lIkTJ/1mWPf/Av5KTbafVhIENAYcGBRRFH/dleYx/qPw8PBg0KBBnD1rS3RgtVp/M53vpUuXmDxxClYjZPGAYDEMlaBBJWjwE0OI5wyueBJDa/vg5mnw4weO4IIbd7mKgIAKDYHGuqxeuYZ1n3/BewsXMOOlR9M379y5kwnjnsdZ6kppRQkSJBjRo+RHkg0RBUoEBJxxR40T+WShQUsAtbkpXsCUY6UDfZEKUkyikRucI4P7mBVGAoMC/4Kn+scQExPDt3sPM2f2S4yfeQU/X3cmTZ7Ba6/ZBjylUsmIESMc7iksLGRA/+7k56VSUaFn7FNaDm8NQKEQOHRcx4gnB3Lx0g3q1KlD1y7tWLMpgZkTbRMSURT56LNKBg4a7FBmz57dOHHhEh7DhuIVFIg+KZnzB/ei04t0bqch4XQwgS0yEHsMwyM6EktFJfnLPibQ04tDx3X0iq1xNd6wvZyeXTVYrSLffFeJIIDLhX3klVrJFkXkjZphTMvE8CAdqdYJ9wH9KNm0kfrR9WjVTEnqwypy8y1IZWqmTZvO0biTCFonfMeOIWflagSZFE2D+pjy8ij6ajfqyHDMpaXIvWzGsOrGLaxWK54D+yGIIuqIcFw7dyTzg6UIUgkuI0YiUdg815waxeCe0wX/jGwerNuIon4UODtjvHYdXxcXqvIL8Bg6GO9RT2HKzaP08w2M79WHQYMG0bFjx0fI6EaNGpGanMySJUtY+slKLF07If3RUFQXFqG/ew91A8c5svHyVQb26vVnP6XH+CfwF9qlWkDGT35n/njskcWOIAjPY/M6IDg4+E9W+xj/F+Dv709y6qMeRUmpEBD8y6FDvweLxcK2bduorKxk5rwibiUYmf+aJxnZFsbPLKdbtx6UFJy3E2wAcrnAc0/J+G7/TgYOHEjnTq3o0amKU3tc6DasnDohShp1TWdYPy05+Wa+/b6KyDAFL4w2MXBADy5cvMGWLVu4desKYWH1GTv2Oby8vFDKrQzp6zix9vKU0jTGFgY7YqAzuw5KGNBTcBh7lUoJPbpqOJHl4hAKKVPJ0NZyJrhziJ1gA/Bt7IdPtCcellLO7g/G31fGD1f09B2ZhX/LAGq1C+Le+qt0H5nHgFg1NxJMXLtnoensTpx75zRytZw6QxpyZ+stBvWpkRkAqN2zLhc/+IHtW7Yhl8vR6XSYLVZMJhG1uqbNVTorco2c1IOpNOz0MiqNO2aTjmpjJUZdKaY8Dd+N/Y6Q2GDM+eWUpFcgU8vQOte1E2wArl51cPONYNeuXUyePJlWrVqxfv0GSkrL6N9vmUNYr1Kp5NSxU4x+bgy7P/sKi2hF4+pHdKvncXKxad8qVa4O/VEotUgE4Q8n1HqMX8dju/PPQ6VSsWTREtvf0iWs2LYShYttPDBVmohffpXhw4Zz584doqOjkUqltGvXjs9WfsqMV2ag0+uoNlTTuHFjLA3Mdp02gGavtCTumUOcOHGC2NhYBg0axKIPFxM5MhqNl4YHR1JpOK6xnWADiBgSxc31NzAbzDyxuheZ5zM48/pJlGol+e6FaAO1SItluGs9CeoQxJk5J6n7RBhqXzXpBx+iK9PxMC6VkK61Ea0iiTsTEEutGAwG5syZw45dO7BqRYZsexKFVoEoilz/9Bpz5s9F7avBr7k/Laa3RKqUUZJSzJEph1iwYAFNmzYlICCAJk2aIJPJ2PD5Bt6Z+w537tyhdu3aREZGEtszlshx9ck4k06dXvXsBBuANsAZrygv1F4aKlSVYBWImdDYfl6hUREY2Q2lxkb6C4KAf5125J08g6HEgGeENxUl6Xj4RSFXubF16zbeX/ieg/PE2GdHM3HydOo0GohvqE1T0sMvCqXGjUOH93PyG38aN7C926nPuWG1iMxbXExkB8dwSO/gJqTE7yK8toxe3bR2gg3A00PKkD5aLBIJgiAhJ8/iECY58dU8qqqsjB/lOM5NGOXKmwuL2bbdJv9y+eIphvVylF9wd5PSookz165dcyDZPD09adu2Lb8Eg8GAq4s7H31aQmKKianPudm1QQuLLcx8u5QVK9bYCbZz584x/903mDXJjZcnuSOTCTTqksaAHo5e5vVqK/DzkfEg3cz7b7oQ2mIfa3Q6NBoNBQUFdOnchhkTpGxYEkxJqZUh4/KI7pDBs0+6YjQJbN9TwYinxjB//kL8/f0fafd/EoIgMGDAAAYMGPDIOZ1Ox9atWzl39ii+fkGMG/fC//cyOn+YZPtxMP8EKAWqfnJKBB6TbP9mGAwGSkpK8PHx+U2S7KcQRZHZb87m449W4C33w4AehbOUI8eOEBkZ+cj1+/btY9RTo/HX1yZKbEYhOVziOM3FzmgELVKkSKUy/C0hP0s+oAER1DjRkDbIkFNADglcxYqVGEMb3pnzLg1iGtCtW42nUlJSEuPHTqC+vhXOgm1wzyOTG5yjndgLM2aucgoJAiFEUE4xFZTQnC7Ecwa9qgKhWqRudQxS4UehTUFJPTGGu1xFJhMYN37cn3nsfxpt27bl+ImLv38htgVRzx5dKC9NQq2yqeYueN3T/qx7xToxZlg169atZeHCxaxYuY6uXdpy/kopzRtaOX5eILfAhRMnP7CXmZ6ezvEz5/F5fjyqujatAefWLUEq5Y0lBzn7tRqFQqBHZw2Hq6qw6g0UbtmKQqmkSbP2PDVxJ+NGOdM4WsHXBypJvG/i9LeBrFpfxvGzer7fXouUB9VonQRWrCvnenkJGj9fdFcu07aVluS4OxjVErq0k3D+cgUKuUDbFipSHhhZuHgJUg8v1OFhKPx88Zs6iaKduyk7eszmAi1XYKmoJHvZCpR1QpGo1egT7iFIpehu3ESi0VC87ztcu3REGRSI1Wi0E2z/gCI4iOQLlzEbDJCTi1BVhTI4kLKH6bSrH83J9xahcnXBqtez8J13mTbVUU/i53Bzc+O9994DqZSPl61A2bgRgsWC/voNpkycyIYtmxELC5H4+iDeS0KZm8fc7Tv+iS/mMf4M/mK79EsuwL/o+i2K4mfAZ2DzKPiT9T7G/wF0796d6dM0fPRpGVPHuSCVwqHjOr76Vs+1+F+3Y1arla1bt7J1yxr0Oj19+g1n8uSp3Lhxg7fmvUZVeQLTJ6iQSLxYtLKUNZseolComDp1Gu3bd2H2a2ceKbO0zEpuXgGbN2+mdpCO5e+4U15hoajYyr7N/lyKN3LkpI6mMSpenuhOt2FZjBvpzIovComOqkeHVlI6t4XL8Yeov3QhHj7+FJZkcStBycCf7DmYzSKJ96sJCpBTy8+A2WTi2s1H/81uJ1VjlVseOV5daUKufpQgEqVSnn/KDX9f25S2TXM1H873Ye6GLFxru9FgUktMFSYOHEohPy2f6PGNOTP3JCp3Nf22DuT+gWQkCimHJhwgqFMIDZ5piMpVhbHEgFKttM/BPDw8aN+uNUvX3GXuTNscxmQSmbu4GJmPM04yLSqNO6V5SSRe/hJX7zCcPUMpyr4GgpWqjDIMeZVoJBYMxmqUvm6P9EWQauzhQg0aNGD58mW/+i3UrVuX86fOMWz4CC7frSAwoiZrqKt3PfIzrhEY3tl+rDD7FvUbNET9O5IOj/HbeGx3/jxenvkyGVkZrB++Hrda7hSk5qPSqNh1dxf74/YjqZawbu06+vTpw/DhwxkyZAjZ2dm4ubkxZ94czpp/cChPEAQ8Y7xISEggNjaWqKgoXpw0leVPfYhvcz90+bpHQj4FqQBWkbtbbyOXy3nw/X3UWg2t3m2Df3Mb8RI9sgHHXjqKRCYhakg0Tg81tItox4DtA5DL5Twz/hlufBSPudpCVFQkGo2GSa9MwmSpxlRhxGoVKbpbgH/LWgiCQMPnGnN3+x0MJXpazGhlb5NbXXc8Iz2Z//4CajWqRWFqAZhhUP9BLHhnASEhIQ5Eam5+HiG1aqPQKtAXP6pdrcvXoS/W4xrqhnu4Y8JbU0U1zirHaCNBEJCrnDBVmqjKq8Q30glRtFKQcRWpTMvnn69j5syX7NePGjWKsWOfwzvIUXvOzSecwvv77ATbP9Ar1om5i4qpNlWiUNd4gZlNOuQyCd07aSgueTRJX3GpFYOYx9ixY5n02g42fuyKu5uUE2d1ZOVYcXaWUFRscdANLSqxIpNBSUkJ7u7uBAbX5W5ivEO5FovIrbulvPnmLCZPGkt2TjEtWzRg/oLl9qyqWVlZLF++iPPnjiNIFCTdS2DWZC0No734/ngVrXunc+rbIG4lGCkoVnLr1k1CQ0Nt7S4u5plnRlInRMacmZ72eqMjFNxNMtG2Rc0YXFllJTvPjJ+PFBdnCYJg4wA0Gg1ffPE5T3SS8vIkm61wcZZy4WAtQptnUy0fQWjdYK7NG2bXlvtvRXl5OZ07tcLXs5DBvSWkpom0b/cZGzZ+Rd++ff/u5v1l+Gc82eYCT4qiuOevasxj2FK3z5o5iy+++AJBlKDRali05AOefSw2/BEAACAASURBVPbZ3733u+++49OVn9Pc0BWF0TbAZVc+oH+f/iSmJDoQZVarlSkTpxCma4yH4AMCeOCDTJTzgHuEiTHkkI7ZUo1JYnAw8ZViOQICkTRFItgGNh8CqBBLyCAFLa7462qz4sOVDiTbhvUb8DEH2gk2AF8hkHQxmUJyKCIPd7yIoIm9rffF26STSCC1CWsfzOlTp1FYHAdvNU5UCwa++Xr/f/1A81OMfHoIFlMyS97y5IcrBm7eNT7iTRUVLnDmmk33rF69ety5e5+vvvqK5ORExk5owtChQx0Ess+fP49oNqOsE+pQjiYynFv7v7b/vnGjitIHeynasxdVeDjqbt347sAelAorn26twinMm/K7Bdw+EUji/WqWrCqiVTM1g8fm0K2jhuRUEyVlVnQZ96llySLxchCuLlJEUWT+8mK27i7n/HdB6PUi85cXUVRiRRXTGKdmzSg5cNCWgS3hDgFCPj4N5SSrG+AyYBCCRILVZCL3k7X46+6TIQPPZ8egjrRpdljKK8ha9hEStRpzYREWnQ7pT7QP9InJoFLi2rYV7k/UfHsV5y9Qmp1HVloa+fn51K5d+xFh8bS0NHJzc2nQoIE9S215eTlms5n33n2XEcOGsWfPHhQKBUPXfUG9evWYMnkyK1ev5v7Dh3QePITnJ0zA3d2dx/iP4a+0S5lA0E9+BwLZf0E9j/F/EFKplO8PnWTM6KEsWpWERi1FJndm5659BAUF/ep9U6dO4PIPe2qSJWxexpLF7+KilWM0GUj+oUZSYEAPJxrFFvDp59/SpUsXzGYzuQUS9hysZFBvm5dZbr6Zjz4tIbDWHebOmcXzo2xebk4aCRq1hPsPzbRupqZ1M9ui4PCJKkICZQiCgIu2mgYRUrattS0iJj4DK9eVMG9xMm7R3ixfV0zbFiq6tldTpRN5c2EhUWEKagfL2LHXzOhRT7Fjx2Z27K1gWD8tZjN8/EUp6YUCleVFZF/MIqBVLURRJO3YA0zFOhJ23CFsUISdbCtPL6PgVj5DNtd4/1VUWvlkcwWF6VZkp9O5tuoKHuEeuNfzQOWh4vLSC6g91YT1j+DSsgvoi3R0WRyLTCMn6ZsEjkw8SI/P+nBx6Q/4+PpgNBrtxNSnn22hc6c2bPsmj8YxAsfPVGJRKBC1Fky6cixmE0lXthHZ2hYGWpB5Hb05kV7reqFyVyNaRW5/cQ3Xc0mkpl4jOKonUpntmVvMRkqyb2K1xpKVlfVIuNKvoXWrllyM3+lwLCiqOzdPrMRaXYnWoy768iyKMi5y8Lv9f6jMx/hNPLY7fxISiYQVH66gdYvWPD/5BdzC3ZEoJBQnFtHk+eao3FU8PeZprly4QlhYGFKp1D4uNmzQkINbv3coTxRFim4VEjXRFr7++brP+Xjlx/hG+VKVUYG5wkzyzkR8m/jZ59npJ9MQECi5WERMZAxvrn6dGXNm2Ak2i8mCqcJI2MBwkr9NImp4NNW5BpYuXmqv996te6SlpaFQKFi8dDHbD2/HIrPQYlpLtAHOPIx7wInXjtN/+yC0flokcglShRSVh8qB9Ev9/j76Qh1D9g1H6apEtIpcW32F/acO8H2rQ8QdOkpRURG1atWyebJ17MqJY6eo1zeME6/GEdI5FOdAF0RRJPnbREyVJkTAxSpy/7sUqnKr6PBOR6RKGQHt/UjZegHPgBj7s9BV5KMrKyAvPheLAQy6EtLuHERXUUCdhgM4dOSoA8kmk8lwdXPDqC9Dra0Jw7SYjZiqRbJyzA4ZoG/cNeLv70dmwvfUazEGqVSOudpASvw3DO3ngr+fwIaPKnl5kpGYKNvc/NpNAweP6YE42rR+A11oX+q12UmAr5qMbB0Bvip6dZXz+nuFbF7ph1wuUF0t8tK8AjQqKXv27OG5555j4sQX6dhhM21byOneSYNOLzJvURHhdeVkZN3njRc9GDuiDvuP5PP0UwPZu+8oQUFBtG7VmCF9BD54XcHoKXl8ucaH7p1sa4OeXZ1wdZHQfXgueoOK/QeO2gm2goICGsbUw9/bQMumjhsaU55zY+SkXBrXV9K8sYrSMgvTZhfQs4sTvt4ydh+oIDysNh4eNmI08d4N2rZwXBfKZALtWmmJiYnhhRde+L1/tf8KfPzxh0TULmDrKnf7N9ezi5LRk8bSq1fuH3Ym+l/DH9ZkEwShRBTF/7nV4/+CTsFP8eKUF/lm4z7q6mJQCmrKxGKSNfFs3bmFPn36/Oa9/Xr35/732dQSaogmURSJ157i2JmjNG7cmLKyMo4fP05ZWRlTJ71Ia0MPB2KnSiznCqcQEHDHmxJpHogCTa0d0QquNhFhrlJFGS2FWIf688UsEomnHb0pJh9lMzMXrtTsNj0//nlOfnGRECHc4b7r4jlKKcKKhbb0sHnK/QizWM1p9hNCJP1e7M7hg4dQ3ffEW6hx700TEonuXZdv9//v8L/Xrl1jQL9O3Dvri1otITWtmja900m5WBtnbc2OzMCxJfTs9w6TJ0/+Q+VevXqVlm3b4D/rJRS+NZmQdAmJuJ3eTvxBX5auLuHTLWU0jVFy/Aq4T51BVfx1jKePgyBQbZVgNVtR+XshL8zGy0NCWkY1jRsoidsdaN8xWrammIUfl/DFh74M7FUTFlRdLRLU5AGXDwcRVEuOxSJSt+VDKmK64NazO9nLV6AMDsJ84yoX9vvRsnc2fm+/jURVk03NcP8B4jcbMKrdcZtaY9gBSuOOU3okDkEqQ+PrjvOAQcjc3ai8co3yk2ewGI34jh2DIJWiDA1GolQims2kvzobg17/SKhMcXExQ596iouXLqH29MBQWMTLM2Zw9ux5zp09C4JAgwYxbFj/OTExMX/8Jf8fwN+tjfNn7dLvaOP0AaZiy/LWClghimLL3yvzf83mPMbfj4cPH2IwGAgPD3fQ4/k5kpOTade2Mck/+NvthCiKdByQSWCAjFp+Mpa+7e1wz+yFxai9pjFv3jzAlpVy4IBeBPob8fUSOXtJzyuT3XntRQ8WfFjC5p0VJP1g85hYsLyIfYer2LnOn9AgOTfvGnny+RzmzvSgTXM1DTqmcelwEPUjajYsDAYrbuH3GTnUhe+uCFgN1Vgrjeh1VmKiFTw92Jmtuy2ER3Xmy21fc/nyZZ6fMIrMzHT0hmq8ozxpOrsT5WnlnHrzOB7+akSLFY3Ews7VXjz9YgHZZVLCB0VQXVnN/YPJiHoT8UeD7WGwL7xeyIlcN9q81QmJ1GbPTs8+QdaFLCQygd7r+5OyP4nqShMZZzMY/PVQexiZKIocmfI9hbcLkDvJcfLT0r9tPxYtXMSRI0eY8/YcdBYdUo2M/OQ8wgZFkHb8IRKZQHWFiJtnNIbKImI62Wx2wuVPaTApiNDYmnmZpdrC3n7bkIoSjGYttcI6A5CVfBIJIp5+dSjKSWTmzJeY/+7v5xYrLi4mMqo+Tj5N8QlthaXaQE5yHIFeMtp3aMely1epHxXJSy9N//8iPOex3XkU/4t2p6CggDrhdei4vAte9W3jVnFSEUemHKL/lwNJ3pVEd99Ylix2TBBWVVVFZINIvLv5EDY8EqvRwp31t1FlKbjywxVu3bpFx26d6Lqmm13vLfX7FK4su4R3PR+82/lSllJC2uk0mkxsilsdd1K+SsLL7ElSWhJ9dw/k5rrrJH59D4lUQAQ0XhoCWtfCL8+HuMNxv9gfvyA/ikqKGbB9EE6+NXPiSx9eQKy20urVtmRfyOLMvJNYLVb6bhqANsCZ4uRiLnxwjphnGxHcqWazwGI0s6vvV7gEu1J+v4yABrUoTS8hJjqG1StWE9sjFquLQHFKEYIU3Oq4YSg1YNab8WrgTZdFsUhkEizVFk69fhxtLWcajG7ItdVXSY/LQusehHdQU0z6UrKST4LcilLlgkJuI83c/aLIST2Pm1cdenSKZMP6Lxz6++qrr7Nlx0FCG49AKlNgMRt5GL+desFOKKUprP/QhcAAOVeuG3jyhVKWfbiRbdt38P3334NEib7KpiUdGaZm3FNK5iyqRBDNtGqmRkTK5Xg9amc/XhxTyeqNRk6dvoKPjw/Z2dkEBAQQFVmHr9dpWbSqlPhbRlo2UXLmgh61SmD0MBc27TIxcdIs5sx5m5kzZ7J180qkUhGdXiS2g5q1i31Z96UtAdzyd23f39pNZRy/1AwPDx80wn6Wv2vLINqwcxp5d+o4rJeT7puIHVZGyv1sB+/gdu1aEuCRwLQJbox7KY/bp0KQyWz3iaJIVLs0svPMqFUClTqR2sEyXpnszt0kE2s3V3Lw4HF7dtgZM6Zx9PvPcXWxJS+a8bwbkfUUBDZ+gN4opXevJ/j0sy24uT3qFf3fhPZtG/H2zCK6ttc4HI/qUMCur0/RsGHDX7nzvwP/CU22XYIg9BFF8bt/tpLfgiAIHsAOIBR4CAz/MXPpz68LBtZh2+ERgd6iKD78d7bl74ZOp2PDhg001XexJwJwFTwI1IWzcP77v0uylZeXI0fhcEwQBBQSJZWVlXz55Ze8MGEiHnJvzKIZvUGHmWqHe/RUIUNGMOGkcItQawTVYjWXOYFKVCNVS/AL8KMgtYJq0YRcqLm3kBwEJOTwkBJJIZP6O4a89O7bm707DmCtrGf3gDOJRnSqcj5bvZapk6eCwbFP4o8udMXqbIYNH0r/Af0Y1H8wOmMFWosr5YpiilU5LFr692UV/Vdw7tw5+nTT2D0O6oTIGdrPma5DMnn3VU883KWs+1JParoLY8aM+cPlNmvWjKBafhRs3YLHM88g9/LCmJlF4fYdlOor8alfRZvmas7sDSIkSM5bS4pZe2g/5bdTcOvVA+f27UAQ0N9JoOLLjQzsr2Xdch9Cmz9g2gQ38grMKBVy5HKB6RPcef/jEjzcHHcg5HIBZ62Eyirbu5NKBbq0V7MnpwpBIsFv0gQKtu3EXWvF10sKEgFB4fjdSpw0VBmsyD0cjwNIlEqcGsZg1utR5aeQu/ZzEEGiVmG1WBAEgaJvvkXq7Ex1bi4eA/qhjo5ErlT+4m7Jk6NGcdNkwGfu6wgyGerCQhZ++CEe7vVo0nMugiChIP0KnbvEkpKc+NhT7b8L/7JdEgRhO9AZ8BIEIRN4C5ADiKK4FjiIbaGTAuiAsf+uRj/GY/wU/9gB/z2cO3eO7p2cHTZiBEFgxEBndu+vwPJohCXp2RLaRtSEq7Ro0YLUB1n4eLszYoATqxf52HVuZjzvyrvLCvn4s1JeGOPClOdc2bG3igYd05DLBUBkcG8tOXlmWvfKxEmjRvLjosNqFTGZRCqrRGRScHaWUpxWhtUsovZUI5UZMFlqc/56XWbMGoFGo2H37t1069aN+OuJpKSk0K1XN/QGHblXcsg8k06wD2xb5YZMCo3qK5FIBFYt8OSpyVXc2XKX4C6B9PysL9dXXaLHU9l8stCLqDA5m3eU0X93DyRS23OSyCQ0ndKc7AuZRA2LxjXEldDudTgy+SCB7YIcdJoEQSCka23UHmpqP1GX8wvOsHnLZnbu3IncS0FVXiVBnYJp83o7yjPKOTr1EO3f6UTGmXTSTjykMOs6Gm1NsgeL2YDaw9GbQSqXonZRIFbqKC8vJi/1GNUmM561mhAa0w9BEPALr2TV6s/o0L4dTzzxxG9+Fx4eHvxw/izTZ7zM0SMLUarUjB49ikUfvP8/Lzj9X4rHduffgN27dxPYNshOsAF4hHsS0iWEh3EP0ARqyEzPfOQ+Jycnzp8+z4xZM9g74GtkchkjRoxg6fqlSCQS1m9cT52Bde0EG0CdXvVI+/Yho3uNIiExgaNXEhiwYzBOPjbPJN8mfhx95ntEk8jp2ScwlZnou3kAWn8txUlFnJgVR8KOu3Qc1/6R9ly/fp2pL00lPzsfQSpwa+NNmk1tgdzJtqEb3CmEi4vPc/mjiyTtSUTposBcbua75/YjU8qQyCVUV5oeHSeUMmRKGYZSAwO+HozaU4PVbOX6ymu8Nvs13p//PtNnvkHznnMRBIGKojRKLSnkFJyhzWtt7ZqWUrmUZtNacmDMXtIPPiQoKBiFTEJlUSpqmZ42rVvhRF2qhBCH8HKA7JTTFGbGk5AgsHjxEl544XlcXW3PdcGCd8nIzGTfvv/H3lmHV3Vl7/9zrt/ojbsRgRACBHd3dwoU9yKFClK0tFC8pTgtpQItFHcILgECBA0SCEmIu9vNlfP74zKXZmBm2pn2+5t2eJ8nT5Jz9j57H9vr7Hevtd5laBzcyc9JoXfv3ny1ZRMLF86hdrstSCVG9HoRERVz53/MtKmTiI5+QInRAY+q7ZFI5WQ9j2Lmpwdo0UhGjw52HDhZxrWbpdh7NkCbe5PJozzIzS9k//79zJ492+zl9cWaDfQZPZbJo1Q0a6Dix31FaGwlXD/hja2NlMmj9YS2WsHgwcOoV68e0bc1bF5uibWVFHs701ygqNiIWvWSOGvWUMWSNdcoLS3k0A9uZGXr2fhtAUYjvDMzk6lj7AgOMs1Lnifr8PBwq0SwFRYW8vjhLWascaZJfRUBfnL6j0njo2n2KBUCX2zJw8pSQsodP7oMSaFNUwtUKglHT5fi6SYDJFSvXh0w2fvtP3zD9HGWNG+k5nJkGW36JFM7VEndWkp2bXFjxqJrDH27L4ePnPlHr9l/BaysrcnNryzMrNeLFBTq/qFQ4l8Bv4VkUwE/C4Jwlr9LwCmK4rj/oA+zgDOiKC4VBGHWi/9nvqbc98BiURRPCYJgBbwavP0nR1ZWFjJBbibY/gZrbHme8PBf1u87oA/Lb6/GqdTdzLYXinkUaE1x6Z07dCa0rDFW5aYBUstFHhFFiFgfqSBDK5YRw10kSHhGNMHUxRUvEMBfDOEZ0biHOnLlWgRvDRjE8T0nCRJrIUPGE+5RTAEqLIklGqPRQJ8+lRPyd+/enXX11/PgeiQOJR4Y0JFpmcTkiZMYOXIkly5c4txPEfhXvHRhTiAGmUTOkOFDaNq0KSUlJXw0bzYHDxykvKSEbm068N770/8USV9/CVdXVw4lVvYiXbvEiabdkhg6ORMPD0+6dR/BxbWzf/NH8o3IKFq1acHDz1aglIFKCd52TjwvKiTmig9eHi89uSYOt2HFhgdIHV2xadHcvF1dvRq5OpGlcxwoKxMxGkwGxs5Wit4g8ulsR4b1t0ZEYP22fJo3Upnv2dnLpYiiSNUAUzuiKHLtlpaSjPs49OqB1NISu55dyVgZQ9WWqegNAhlfb8N56GAkL4xVybVrONhJSHyShCIj0+yVZ9TpKLoaiaZTB4ylZeSfTMNrwXSkFhaIRiNJHy9B074N1k0bIwgCFRmZpK/diC76IYMGD37FSyQlJYWIiMs4z//IrGgqd3RE06MrFefuIpWazsHFtyHlhc/Zvn07U6ZM+U334w3+UPzbdkkUxUH/Yr8ITPqPe/gGb/A7wdXVlWcJr4olxMbraFRXxbadRRwOL6Z7B5PNOHmuhPDz5Xy5ubLgjlKpxMJCSbcOlpUSSRsMIjKpjKMXApi1+DpGo0hojWAGDarL7j278PZQcOKclvCLApu/2sX161eYsWgjocFKvtpRQFGxEWdHKQ5OCo48UNNzVzssXCxJOv+cG0sv4WCbzu27RZw5d4GwGmpUKoGxY4vo2q03OlGPYNDRtaaWosfRxD4qotQAtaorUSheToISkvRYatxx9KtJcdY1bH1sERQyhEB3pqwuoig9F12FiMK68gKNwlaJaDCSF1/AxbnnsHS1wqOJF9kPshBFsZKHQv6zPDT+dni18CawV1WeHYul245eKG2V6Ep1XF54gduboqj3bkOC+lQj9VoyDT9oTMMPGnNn0y0ebn9EcV4yVnae2NhV5emBp7iEvSTesu5noi2qQGFjSfMP63P108tIJFZmgg1AobLCzrMRY8dPoFPn9owZOYb69SsnDf8l/P39OXL4wK95jF6LW7duMX/BIm7dvoWfrx9z58yi8xsRn3+EN3bnd0BJSQlSq1enoQob03uWczObUS9S5RiNRg4dOsTeg3tRKVUMf3s4e3bu4ciRI/y05ye0FVoiIyPp0KEDeQV5KBxeXaBVO6gJDQ3FwsKCWMs4M8EGJiLeuakr7umunD53mh47e2PlZhpH7YMcaDijCVc+uUSrVq0qHTMlJYU27dtQbWx1Bn8yjIoiLVHrbnBxzjnafmEix/Oe5iItk5J9LhNRFGnwQWPc6ruzr9fP1J1aH992ftzacJPYI09xCn0ZgZJ+Kw19uZ7G7zdC7WBh7mfNibU50H0v5cU63AJaI1eY9tm5VsPWOZDUpxfMghJ/g1KjRC6RUVJYwuvwww8/8P7MjzEamiGRmu7J8wcn0ZUX41WtDfmiA19u3sWmzVu4eSMSe3t7FAoFP/24neTkZJ4+fUpQUBDu7u5s3bqVYyfOo1BqyMvPxcmzAS5VGqEtzePDWfMRjSKhbYabxzoXvwaU5D2jbbNEpo61Y+pYO7bvKeTDjyM5v98dO40UvZ5XFskHDRpMtWrBfLzwIy5fPkudUCl7tnqZo21cnGR072DJtHcnce1aBLl5RXQYWMCKBY706GhF3HMdW38s5PSel2H5+44WU1RcRIMwBddvlzNkYjrtWlqweaWzSUW6dxI7NrpRs7qCj5aUMn7Sgkp9SktLQyqTkpCoRxAE9nztxsoNeYx8N4OUND19u1pyeo8H1tZSZky2Z+3WfMJ3mQT7RFFk58E0SkpKcHBw4KPZ7/L5IiuzSribi5T7j7SculjK5UOm8/ziEw0+9SKJi4ujSpUq/Ldi2PB3+GzpJNo1t0Bja0ot9PnmQgIDq/6p0jz9VvzjuIRXYQB+BrIxrbr88uc/QU/guxd/fwf0+vsCgiBUB2SiKJ4CEEWxWBTF0r8v92eHu7s7UrmUYrGg0vZcIYP6Df/xx9XfMHbsWBz8NNzgHMliHLFiNLe5hNyoYOzocTgZPLESTARbihhHAbkUks9FjnBFPMEVTuKIKwHUQI8eZ14OPFJBih/B3L17B0EQ+GjubAwKHY+5TRQXkSGnBg3wJhAZclQKC0pKTIN5Tk4Oz549A+D4yWMsXb8Y7w6OhPTy54M57+Hn78f169dZvnI5Kh8pD6yv8Ux4wB35JQpsMtl7cA/rN64jIiICT3cvNizZQsb9XJ7GPkUuk/3T/DX/rejevTsxsbD1x0KMRhFRFDl6uoSYZ3D9xiPuR8fz2WcrzCs2/wgGg4EDBw4wefI45s2bQ2xsLE5OTuzdvR9nO0umj7Pj4LduTBmpx8pC4P2FWZSXv+Sn8wuMqOSgcK4cYoQoYjCAlaWESbMzaVRPTfwNP+Jv+nHoe3cWLs9h6dpcKnRGTl6X0mFIFt/8VMD7C7PoOSyVNs0t0GpF8gsMvLcwl/RSK2RA1uLlFP3wI2mrvkQdVgfrSe/h9v50JCoVKctWURh5g4yvt1F49To5gc1RVqlC6qovyNl3kLxTZ0hd+QVyVxcsalSn9OFDNB3bm3OylcfFI7FQmwk2AIWLM9bNm6AuKOTL1atfuX7Z2dmoNBqTuMKDR6Z2jp1AECToKoorlZWqnIh9Fvdv3O03+APxR9mlN3iD/zq0a9eOnHw1a78uwGAwLdKcuVTK9j2FjB+uYd82N6bPyyKgYQLVmqUycZaevfuO4ODg8Mqx+vUfyNK1JfwyZcjydUX06tWF1m06YmujZNRgO6pVSWbnzu14+vgyYNAH7D94geSUfPr06cOCBZ9wKbKMiBtlRB73pjQhgMUfOZCWaaDhojZYuVsjkUrwaetH8NBauLmL1AjMp28XCeG7NGxdZYmVjZELcRdJqZKKur6GXUfL6NdRjYBA3VoqPlqSTUWFqY8xsRUsWFGIrXtzLDWeFKcUEh8eR9KFBGSCSF5iEdpiPSprBU8OxFQ634fb76NQycAo4tnUtHiYGpmC0SBye1MU+nI9olEk4XQciecSCOhmSmthX9UBW19blLamSavcQk6D9xsRe/gpRoMRC2dL8hMKKM0s4fGuhzw/FM/qVSuIvbGNxPsHMOh0JF18ztn3ThF3LJarSy5zaspxKiqMVBtTl2tLIqg5ujYqW+tXcrLKFGqKZaVECbfp0L0Da9evRa/Xs3z5cqr4B+Hs4sbQYSNISkriP8HNmzdp2aotj5IE3KoPIlvnxVuDh7F9+47/6Lh/YbyxO78DOnfuTPK5RLQFWvO2iuIK4k88Iy86F4sSNUOGDMFoNDJg8ADemf0OTxxjuS2/S/cBPajbqB6jp48mzjWBGIdYBowawJBhQ+jeuTup4ckY9S+/dUszS0i5mUzr1q1xd3enPKnslf7kPc3F29sbQSJg5V7Zu8Yu0B5jhZFevSpPUTdu3ohHG08Ce1VFqpCidrCgyZzm5D3LJfdJDhm304n54TFH9h1BIpcSMrgG3i19SDz/HE2AHX7tTSGIIUNCybiVxrmZZ4gPj+POlltc/OgcMrUcSxfLSm3KVDJU1ioKiwoBKMp9TkV5EQASiRSFpZrYw08q1Xl26CntOrbHYDAQHx9vFlf5GwYPHkyj+qHERKwl8dFJ4m7vIjX2AjWaj8cjqDWOHjXxrf0WOokDn3+xplJdT09PWrdujYeHBzNmzmL23MUYreviXmMQzt6NyEq5i1SmROMchINXQ+SWzq+MdWqNL9/sLMM1NImARqmkpBsoLTPg5iwjIUnHroOl9O3b95V7FhYWxoGDx3l32hyCAy0rCSAA3LhTQnZGBBcP2KNNCuDLxU6MejeDlr2yCGubgrWVkooKkfJyI7sPF7FiQxHDB9gybZwdS77I5a3eVny1yoW+3az5ZJYj36xxZdD4dHzrxRPzrIh1a5dx8uRJc3ve3t5otVKWrcsl+rEWlUrCzCn2dGtvQc3qCr7+3NWsoFpWLqKQv7wOR0+X4OjojJeXF6IocjniFv1eKHSv2phHk67JpjxwLS1o0i2J734uRKEQqOKjJjX1/yZto8Fg4MmTJ2RkZPymeoMGndxGbwAAIABJREFUDaJN+7cJbJxG3zGF1Gmfw/b91vywfe+/rvwnxq/2ZBNF8Y9yWXYRRTHtRRtpgiA4v6ZMEJAvCMI+wA84DcwSRfE1wRF/Xsjlcj797BPmfDAXr9JqWGFDjpBOqkU8uxZ99y/rq9VqmrVsRtrjfRQYclCgpC4tUehUXLt5EneDL7lkkkAMBeTQkHZYCFaUi6XkkkkMd/AjGDkKZMjQUoaal4N7GSXYaUyhcqGhodg72EOagjJKqMlLYsNBdOFyxTEkEgk9uvbg9JkzKGVKFGoF6zeuY/jw4XTs2JHWLdpw6UwEVgYb8oQswuqFcT0qkrNnzxIdHU1QUBAdO3akqKiIlStXsnDeQgLLw3AUTCvCXmJVvtm8jSoBVUhJTkEilTBw4EBCQkL+gLvz+0KlUnH8xDmGvt2XRatSkcsFZHIbDh85RUBAwK86RkVFBb16diQr/S5v9ZSSki7QqOEXbN7yPfv27mD6eCUzJpni9Js3UhNSTcngiWn0GZXK0R0e6PUwb1k2/bpbsfP4U4wVFUj+FrYpkWBpq2T15nwOnigh/oYvtjYmwxAWqmLhDAemz8tCVq8pdt06c/dmFPd/jkUvUVKqjeLAXQe+qxqPIBGwrRmMqltDrMJPM33SZPbv388dVxcc3+pvfmachg4mZckypGcPYBCt8Jj/EbIX4gMWt++S+cOPKH28cejdE1XVQARBQJ+Xj+QX4gXGsjJktravTlTsNDSoX/+1LsnVqlVDX1RM+qavMRYXY1k3DGNxMdm792Kr8TWXE0WRisIEGjYY8utu8Bv8n+APtEtv8Ab/dZDJZBw/cY63h/Rh+YZ4LC1kFJeAwajgmx9LqOIroVqQLc8Srdi0aRstWrT4hwmFP/lkKZ06XqVB52RaNpJy465IboE1qz9/h1Ej+3HnjAuuzqZPxAcxtjTo8pQlK5Zw5OgRigtyKNcWolar0elh4zJnqviY+IWgKkocvK1QWFX2JHEIcebxthgWTbNl5YY8KipE3l2Qg21DX+p92NRUqDu41ndn9ooIyrVGtqx0Zuz7GbiExOHioiYlXY97UBc0zoGkPDlPeU4RUUsuYGspYJOZzomj7vj7ytl1sIjh02+S9ygb57puZEelkHAhEb9OATSa1dTcJ5darlyce47Y/Qk83vkYBCPWnja0XtEOCyfT4k3iuQQcgysvQqkdLdCX6zFoDTw/Fo+YbeTMyHCaNG3CV2cvUrNmTXr37s3OnTspKChAW9GIL9asI/1WBkpbJTK1Cn25jogFl5Er1UR/8wB9hY6SgjQsbd0AEEUjmSlXCR4ZSGCPILzb+zJ7xGwuX7zC+Yg7uAR0wE5pxaWbUdRv0IgH0fdeS6b+Gnw0Zx4uAW1w9WtsOj9rJ5RqDTNmzmLw4EH/NE/g/yLe2J3fByEhIYwaPoofxvyAT88qCBJ4vOsRCkFBp5odWb5sOWq1mpMnT3I56jLtvuloDu229bPlyuIIeu/rZxZB8e/sz97eu+naqStV3atxftIZvLr6oCuq4NmeWOZ8NBcXFxf69evHjNkzeHbkKVW6mL63nx2PJetBJnsS92BpZUV2dFYlr7LUa8k0btIYxd+lNnkY8xBN9copRCQyCTbetpyeeBJ7e3u2bviaxo0bY2VthYWzBanXU0i+nIj1L4g8lUZFl209uDj3HDe+iERfpkOmkmMo0RN/LA7H6i/HoMy7GcgFOWorBbev7MXGw57itAIcPGri6N4AqUHC0+9iKEkowa6GHbl3csi8lsHbMwfj7uGFVqtDqy2je/fubP16C9bW1kilUg4e2MeFCxc4deo0J06eJC/DGis7z0rnZutam8NHjr02V2R2djYbNmygRqv3kStN5JBPjS7o9eWkPbuCT0gnbB39SX58BqNRj0TykoLITYtGInjgW6c3FeVFfLZ+JxKJhIadk8nIElm8ZCn+/v6vfY70ej0ymZzte/OJjilhWH8bBvexJuJ6Gc/iy3hy1dcswtCxtSUrP3Zi8w5HYp+dYceO7+k/bhXJKSk0qB/KgAEdUSqP0LmtJQqFwNB+NpXa6tLWAp1e5PiPHjRvpOb42VKGDe3H8RMXqFOnDmq1mjlz5/L56k9o3iMJDzcZWdkGKipEFn740mmiuMTIJ6vysLRU8P3PhTyIEfl2Vyk/795hnsO4utjxLEGHiIlku3Xa23weMbEVNOmWRGg1BY9jS6hR45X0jq8gISGBvXv3otPp6NmzJ8HBwf+yzi+xf/9+pr07HomgJb+gghYtmrH1m59wdHT8l3UFQWDVqrW8++6HXLt2DVdXV5o1a/aXty2/JVyUF2GaXTHlRUsEjomiWPzPa4EgCKcB19fsmvMrm5YBzYGwF+3uAkYAW19X+IW89jjgTxdGOHHiRFxcXFiy6DOepdyhfv167FyyjVq1av2q+lGRUXga/HEQKl9ujcqBdG0SafokbNDgji8WgmkQVAkWuONLlphKJil4ClVwF/14RBQ1xcbIBDk6sYJEi8dMnToZMCkDDR46iFXLP6cqtSoRGwpBiZPcjVEjRlMcq6VhRQdkFTLyS7IZPXwM3t7efLLwE3QJAqG6JgiCgFE08iTyFp8t+Ywlny0hJyeH6VPfIy0j1aSyKrFCMMrMBNvf2nEs8WL6lPfwwA8EkS9WrmHO/I+YOet1Ecf/XQgJCSHq1iOePn2KTqcjODj4Nw0427dvp7TwHhGHHcxJNQf1VtH17VGoVHI+frcyqdS2uRqDAe4/rKBFj2QSU/TUDlWy5lMnirW5nNy8AWWbDggKBWURV3Fz92ft1mRsrCVmgu1vqB6kQCqToWpYH4lSiU3TJtC0CQAFd6KhSjU8RowzPReCQMbadVSkZbJ42zeU5ORgGVb5mREEAZvQYCye3YA23cwEG4BlWC3kx04gycxC9+gxRq0WQ3IKZGWjvXYdi1qhCBIJKj8/srbvRJ9fgExj8tgsT0qmKPwMSX5V2Lp1K0OGDEH1C4EFpVLJoP792Xb4EB4fTDOHjFrVr0fq6rXkZz5DrrQk6/kVbCygb9++pKWlsWfPHrRaLU2bNuXq1askJsbRsGFT+vbt+8pH2Bv8sfh37dIbvMGfEQEBAVyLvEdsbCxlZWVUr16dmJgYvv56I2cjk+nRtyPDhg3DwsLinx5Ho9Fw5eptwsPDuX//Pu93CqRr167Mm/cRwwcozQQbgFolQSWH0OoSNDYPiHhazsIPHKgWaGT3IWu6Dkkl4ogX7q4yAv3kFKWVUJ5fjkrzcqzNvJVK3WAZaZl6UtL1+NaLp0Arod36apX65dXCm4iFF3HVSFm9KZegKnIePdGRla3F2ikMG8dA0uOukPb0LC4OEo5sd6ddvxT2bHU3E31v9bJBqxWZODuelMgUdCUVSORSgvpUbsujqSeCRIKDU008qrUn4eFBDNJkDDoDBc8LiD30hOTLSXg28+LwkP3kx+dj42WLaz03rNytuTY3Am9rLy5EXkCpVCKKImfPnmX+/Pm4uroycuRIHBwc8PH1B4mBNivb4lrPDVEUiT30hFtr71On7WzKirJ5fH0r0ZfX4eLXBG1xPvmZTxBFPUnnRByrO2IXYI9DgCOHDh+hdvvZZkVSz+COJN4rZsuWLcyePZsHDx5w+PBhlEol/fr1+1We/lFRUVSpP7bSNmt7H2Lz88nNzf1Vk6j/NbyxO78PVi1fRfcu3dmxcwc3bt5AX6jDta4rB8IPcOX6FY4fOs7hY4fx6Fg5d2L2o2z8uwWYCTYAhbUSn3Z+THl3CkuXLEUqlXLs1DGsraxZvXOlOZm8tbU1p0+epmO3jtxYE4lEKkFpp6L9uk4orJUcHXyIa/MiqDk1DPtqDqRdS+XhV/cJPxb+Sv+r+FThztV7VOn8cnHcUGEg53EOGz5fz6hRo5BIJJSXlyMVJNxafxOHqo5kRmcgV8nRlenM5yBTyShOKcK/awAhQ0K59cVNBtbpz7fbv+XGkmu4NnOnMKGAp7ti6NmlJ+eiz9P38ABUtioqiis49+FpHl+/zYihI1i4YCGbNm/iwcMHdKzXntqjazP47eH41h6EjYMvel0ZV6KOUrdeA/KLciguLKZNuzasWraK2bNnsfrzLzAYwGg0IJG8/P6vKC/E9TVkfkZGBiNHjaGiQs+98+tx8grDs2prJFK5SUAh9jIAKitHwEhc1A5cA9oilStJj4ugOC+Zuh1nI5OryIo/ha+7ljnTnFApBdZ9U86xowcYP/4d0tPTcXBwwNramqysLL777jtWrfwEV0ct65c6YjTC8nV5zF2aR1aOiJ2topLKKUD92kpWbCzAxcWF9977kPfe+5DY2Fg+/3wZN65fJja2kCb15BiNkJ5loPovtGIKi4yASJ2aKiQSga7tLPnwHR1rv1zOF2s2Ex4ezu3bdyktNdC+hSVJqTriEw0EBVVn/orH/HyojCB/NacuaunUuS81atTh9LXLeHr7cy1yYiUicfyEyUydu456tUTe7mdd6TyqBijo1NqCHsOyeO+9GdjY2HD69Glu3bqFr68vPXv2RPkLJ4StW79ixofT6N/dAoUCWrf6lMlTTKIQvwZ37txh4oRh/LxFQ7OGGsrKjMxddpcB/btx9ty1X3UMMHEyfzZe5j/Bb1EXDQFOYXKTTsAkVCAFOoiiGP1vd0AQYoBWL7zY3IDzoihW/bsyjYCloii2evH/UKCRKIr/Mm/Bn1Fx5z9B29bteH4hAz9efkwaRAORynD0Bj119C3IIAkRCBAqM9/RYiS5ZOGIKzlkYMSAIBVwtHIiX5vLsGHDWLdhnXllvFvn7lw5cR1b7CsdSxRFolTn0BrLaVzRySxyAJAkPKVmryAOHj5EE10nZMJLA1kk5pPk8ogVq5czeewU/EtrYYs9ReRzlyuoUFNfaFOpzyliPNmkU0swrcCWi2XcVl3g3oO7/9Xx6b8HevdsT//O0bzVqzKZ1rR7HoUlFny+0EC7Fi8nWhlZeqo1fc7gPnZ881MB+79xolNbE9FqMIh8vjmPWcsKcXNxZWD//iz6+GMKCwupXt2fK4ddzMptAHOX5vLVj3rEpi2xad3CvF2fm0fS4qW4ucgpldsiOLthTE6gNLcEh+HDsKgeTNH1m5TcuoPrhDGV+l2w/gtkBZkUqN1QBfhj07QxMns7RFEkZeGnHPppJ+cvXuT67VuEVK3GO+PHM2bCBO48eoTSWoLRIFCcnofSygp16xZUZGRQcvM2tq1aILXTYLwXjbdKTcSFC5UmoL0HDOCyFKwbN6zUn+wvN6IqKkEuV9C3T28WLpzPyfBwxowfh0WNEAwyGQXXb1AjUMGQXkqOnREp0bpy+kyEOTHs3/DkyROePn1KcHDwX+q5/C9QeftD7NJ/gv81m/MGfx1kZWXRqlVzPF0S2bTMBR8vk33uMjiFlk3UvDfeDt968Rz+wZ06NV8SaO/NzwQEs0Jbs94pPMlX0XBmU6w8rHl+Op7HX9/k0DcuDJ+aTkaWgUsHPRn+QQ7u41vgVu+lWri+XM/uzj/hXNOJnNtpNG+kQlsB9x9p8fWUE/vcSL36rUhNesinM400b6iieovnZD2s7OWQlKKjdpc0ehweQvbDLE5NOUHLJW1wb2hKgyEaRYrTizkwYC8YpNRqPRULG2fS4q6QkXSRirJiFCoFni4eJKYn0mxRS1zquJIdncWleedxsnZixvszGDVqFCqVCp1OR48+PbgdcweXZq5o08tJv57G0YNHadmqFf7dg2g0q1GlPh4fdQIH6/Y4uNcgJ+U+SfGHEGQihkIF/mF9UVk6kJN6n5S4U3TZ1oVL759HgRtV6g2vfN+SblPVrYzQGiGsXbcejVsoGPXkpkWzft2XDB9eufzfo2btuugta2Pv+tKzobw0j5iI9eRkZ/7XLRy9sTuv4s9ud3bu3Mm0BdNpubYNKo0KURR5sO0+ykcKWjZrwbHkE9SeVMdc/sGO++Q9y6PZ/BaVjnP2g1OIRlAr1BQ+zuf8mfOv9dhJSUmhamhVJFYSbH01ZD/IwqOxJ40/asbFSeeYOHACB44d5HlCArVq1WLRvEU0aNAAURS5ePEiBw8dRKVWUVZSxoatGwh5O5SA7kGU55dze+NNStKKaRnakurB1QkJCeHy1cuEPzhFw4VNkKlkhE86jrZQC0aRgJ5VsXBS82B7NEXJhTSZ2xz3Bu6cGHyUE/tP4Ovry/qN6zkfcQEfT2+mvjOVnv16UmtBHRyCXxLgRalFHB16EJWdmpLMYgwVBty93akeGMK9+w+xcq2Pm/9LT16DvoIbxxfRZk0b7ALsiDsSS9zOZxzef4huPfpglFhj4+CLV3B7BEGCtqyA+xfWsXPHtkphs8XFxYTUqIVR6YWzbyMMei1Jj04BIsGNR5IUcxZtSQ4+IV1IeXyUsGB3bG2t2fXzbqQSESdHGQqnTrj4NiDtWQSFySdIuOmNpYVp7qjXi9TrmEFCkgSJTEGFtoyw2jWIjr6Nv49ITq6RxxE+KJWm8mVlRvwaJICqBsU50dw964m/78sxbP03BVy6XZ+fdx8BTARSh/YtmDBMRcsmCq7d1PLZlzkE+ctRyAWO/eiBxlaKXi8yYUYm5eUi2ze8dPg4f6WUyXNkpGdk0yBMRVlZKXcfaNm80pn+3a25cqOMXiPziYlJ4MKFC2RmZtKiRQuzwMHfYDQaOXPmDGfOnMLe3pGBAweyevVnfPXVViYOt2LFgsoe1YMmZGDl0I81a9bQo3t7kpMe4minJz1TpFSrJiLiOv7+/qSlpRFSPYCrR50IrGK6DhlZeup2yOL4icu/yoln/PgR+DoeZ+aUl3MbvV7Ev2EGJ09de+Vc/mr4v1AX/QLYDCwSRVEUTG4oc4E1QNvf2vAvcAgYDix98fvga8rcAOwEQXASRTELaAP8ea3JH4QNGzZw49oNysQyrLDBETcq0BKvfECjRo24d+seVsW2GEQD97mGjxhkVgfVimXkybKQSgVyxQwkgsC0qdMZP3E8sbGx1K5dGyenyi+4g6MDNoKGFDEeJ9ENW8EBURR5zhMUljLUOnskusqeWWqjNc8TEkEUkVDZO0qKlKKiIhbO+xi/0hA0gmm1xAY7QsQG3OEyRWI+1oIpBNIoGkgiFj9eGlCVoMYJdw4dOsS0adN+92v83wS5QklxSWX9D1EUycopoW37Pkyfv50TP5lWcYqKjUz5KIshfa2JeSahZcvmHAy/T8c2poTP9x9pWfxFHrWryvHxzOObr9dSUV7E2nWbWbx4GT2Gz2PxbAuq+ivYc6SYNVuLkFSrScmxExgBhZsLiCJ5R44jEUBXVoGTIpeCZ9nYWAtkOmqwqG66T5a1a5J/Ipy8k6exbdUcRJHC02cofJ6Jdb3a2AZWpTzhOSmr1uA6cSwVySm4OTjQsWNHOnXqZD7XsrIyxIpCGgdXMHyAirQMPWu+ktF/4GASUtI4eiMKt3cno3B/EX7ToB6J235g69atlcQL1GoVYnHhK9dXIRHY+dMO2rQxEbs5OTmMHjcO+3fGmY9p3bEdcatX0LKJmvcnKhk+NZ3ly5ewePEywKQY3H/AIC5euoTGwYu8rOd07tyJHdu//6+buPxJ8UfZpTd4g78cYmJiyMnJoXbt2q94uu3evZvx40fQvIGApYWUOu2f07erNf17WHHhSil7t7rxNK4CaytJJYINYEBPa8a+l0FWth37j5dw924ZNcNqcvnDi5QUFGFhJaWaj4Sew1OpFiBn3Nu2hIWqGDvAklVfR+EY4oRcLUcURe5suYVdNXuKHmYQfdEHP28T0Xf2cimDxqcRHGhD9L0biGIR1QI8sLeTYqmWcOteeaV+nbpYikOQKTzHsboTBp2BO1tu4VTDmaTLidzeGEVFUQWCICBTK7l7bg2Wtm7odWVUlJfg08oL77a+3FxznaYLmpvJOZcwV1p+1oboJXcZOnQo8+bN56eduyguKkLtq6L9t53Mqn5JFxMZNGwQGns7bLxfFTCycrdCl23KXWth40p5XhlGg4G6HaegVJsmM+4BzTHoS7m2NBJBK1CqzUAUjQi/WLzUFqdjY+3Oug2bCG4+1Ryq5ejblHcmTaFLly6vfL/9EnNmz2DCpOko1XZY2rqiLSsgOXofEyaMf2OnXo83dud3xsatG6k6Itjs/SoIAtWH1eBQj318Mn8RGwZuwK+bP7Y+pvdC7WTBnc23qNa/Oo4viKaM2+lk3s2k955+KG2VxOx+xMhxI7l26VVPm2GjhuHfO5Ba48JM6UfK9ZyZHs7j3Q8pTCugT58+zJo1q1IdURQZO2Esh8IP4dHRC2O2kSd7H+NWx4282FwODtyL3FKOf5dALJwtuXDjAvGOz/lp3U6S7iTRYWMnZCoZRSmF5D7NxdbXlvxn+dzZfAupXIJ9NQeMBiMGrZ4L756jdbPW1KtnmtcvmLeAX6bYz8nKfSVvnKWzJboyHR02deHEmCM4+9UiMzWGjLQLyBW2ONtUjnCSyhRY2NkhV8tQ2aqoPqQGZallHDl2BINOi3ftvjyPPkJm4i1UlvYU5SYSFBT0Sl66HTt2oBds8KvRzbytasOh3ApfRlpcBKlPziGTSriXEU3//gPYsH4tDerXYPdX9qzemEd8kp6ygmQeXTyHlaqMnh3VZoINQCYTGNhDwfqd3lSpM5ikx2eJvn+SklIjT54JTBmtMRNsAGq1hIE9bTkc6YG1vRtdh1xgy0oHQqoqOHK6hAUrCpn9UUvKy8tRqVTMn/c+C95XM3GE6dlq3dSCgCoyVm3Mo2EdNd514qlXW8XTuApKSoxcPV7ZO/jAsXKSkgo4v9+NsFAVYM/dB1ra9U+maX01TeqrqRNazrlz5+jXr98rzyKYQl4HDujBk8dXadFI5PQJHYs+nsuSz1Zy8uRZ+vfrxAfv6HFxMtE2cc91nLqg4370IpYtW0JJYTT5+WX07myDo72UbT8V0qZVA+ISMjl06BBd21uZCTYwiUIM66di9+5dv4pkS01OoGOjynN2mUwgsIqalJSUvzzJ9u/it5BsYUCXF8o3vDAsS4H/lMlYikmlZzQml+v+AIIg1AMmiKI4RhRFgyAIHwBnXhizKOCr/7DdvxQqKiqYM2sOIeUN0VLOU+4RzXVERPw9/Pnqmy2EVq+JQdRjK9jjLHoQyWncRV+MGMlVpzF/zjw++PADMjIysLS0ZOYHMwkJDkFvMBDoH8iGzetp2bKluc0J74znwL6DVCkN5i5XkYsKdGiRyCVcORVBsybN0YplKIWX8sYFyiwGtu+NRCIhLSoBD1569SQSi6HCSFzCM5pT+YW1wxEjBm5xERfRCyUqshQpoBNxFj0qlUUQkcv//+efzcrKYtu2b3j27BE1a9Zn2LBhv6tUsbtHAJ9+cYo+XazMctS7DxeTlqFl/77vkUkhqHEC/r5yUjP0dGlriY+HghPnZURc2UGP7u1o3DWd5g0Fvt6ex5dLnBja35R/IC/fQP2O39KkaSsmTZqKp6cPK5Yv4H50NPLgGthP64zU1hZ5WR7lJw/j6CYjKUWPIJNioRQ5usODerVVGAwiy9fnsXR9gVnBTaJQ4DppApnbvqfgZDiCAIJcjnWr5lg3aUz+ydOUxTxFolKSvm4jjnb2HAsPfyXX2rfffouNRRJHtzuZ9/XuYknDLlvZvn03EffumskwMH20yeqGsefQoUok2+hhwzk69G0MdcOQvlByLX3wEKGo2BxeAHDs2DGsqgZWOqbUygpFg8bsPHiL+rVVTBltwZgPfjaTbB/OmMmdh8mEtp6BRCrDU1/B5cidfPzxIhYv/vR3exb+h/FH2aU3eIO/DFJSUhj0Vk/i4mJwc1YRn1jO0mWrGDPGJISYk5PDuHEjOLvHkVohSjZ/X8CxM6XcfajlwtUyJBKBh08q8HSXkZVjoLTUiMUvJkEJSXqyc41Ua/acBmEqRGRs2bSF99+bSkJcBI3rqWjdVE239laMmp5BgJ/JPr8zwpZbD7PZ32cXtlWdyIsvQF+sRa1RMGGYjZlgA2jTzII6NVW4uRiQSvQE+Flw6GQJ73rLGT/choHj0lmz2InaIUrCL5Tywad5NFne0VzfuaYLZTll7Om2E6lSSusV7XAKdaY0u5RL8y8gFFTHwbUWSU/DCRldhZDBJu/8iEUXcarpUul6OtZwIjkhmVat2pKeL+JctS/FD/fg29Wbspwyc6Jyz+ZeRK+/R89u3dl3ZD/Bb4UgSEy2SleiIzUymeoNewKQm/4A59rOFD4rNxNsf4OtU1WeXL/G1YiLTJ4yjaQHh3AP6oBUriI75R65KbewaBaAxj3MTLABWFg7Y+8SxMGDBxkzprLn+C8xcOBAsrKymb9gIQaDiMGgY+zYMXy2ZPGvfML+5/DG7vzOKCgsxEXjVmmbRCZBZaPC2dmZz1d8ztSx7+IW6oquXE/R80KaNGxC+IRjOFR3RFeioyS9mBaftDKLlAT0CmLf5p/JyclBoVCwbds2Tl88jYPGgSsRV+h7fID521GmklFzdG2ufnqZmtVqERQU9Eofz507x6Hww7Tb1gm5hWls8mjlRfjEY3T9rictPm0NQElGMYffPkDnr7ph62tyCrjxRSSPdz6k2cctKc0qRdQb8W3jR9UNwQgSgYRTcUSuvIZSoUQ8a2DhpAWMeKGs+kscO3aMuR/PxSDqSTgTT9VfhMAnnk/AsboT9oH2IICltR8+bXpx78LnGI1actMeYuv00uNXW5pHeXE+tj4a8zb72g7ci7rHzJkzWL1mE97VTQrDuekP0Zdl8uOO71/p0/UbUahsfSvfO4kUazsvcp9fYv++3dR/kRfZwsKCjIwMMjIy6d7Bg06tLVn7dR6LVt/kvQl2BAdp+ObHVxe9Y54ZUFq5UZgTT37SKbZvcKVzGws+XpnL46faV8o/e25ErrDE2ac+mc8t6T3yCBUVBhQKkXq1bTh5dAWrV33GgYPHuXDhKluXVX72ene2Ysgwxs8EAAAgAElEQVTEdLzcZTjYSejVyZJ2LZzYsbeI4ZMzWD7fiSo+MnYdLGHbrhL6dNW8INhMqBWipFdnK3YfKuLdcXbodSXMmTOLH77fiEbjwIiRE2ndurW5/I8//kh6ciTDB8hYsT6Pof2taddcyccL3mPc+GlMmvwBYe1WMaiXigqdwK6DpSz5bCUeHh7s2P4N2dklRBz2JKSaqQ9TRmuo2yGR77//HkEQeF3QogivzKv+ERo1acuh8If0+oXgdEaWntvRRYSFhf2qY/wv4rdknCvA5BL9S/gCr74NvwGiKOaIothWFMXAF79zX2y/KYrimF+UOyWKYk1RFENFURwhimLFf9LuXwUZGRmsXbuWmTNnYtSDlWCLg+BCQ9rRjC7UoQVGg5EqVarQqlUr4hUPMYgGAgjFGQ8SeYrWpZBZ82Yyc9ZMFAoFXl5ejBw2ipM/naWeti0t9N2RxljTvUt3Hj16ZG67cePGLFn+KcnqpzhaOyNVCWicNNy4dZ2wsDA++PADHlpeJ1NMoVDMI076gFLrAqZNn8ZX27aQpHrCffEaieJTbouXySWT2vpmSEQpeWRWOs98srHEmjCakyNPo1avqqzZ/DlGhYEyXkpSl4iFZImp9O7d+//sHrwO0dHR1AwN4tHtVdT0O8aZ4x8TVrsaqampxMTEcOnSJYqKil5bt6CggLS0tEqqb69DTn4+hbY++DVOpt+EbBr2zGTM7CKk3r4snWtD8h0vVi9y4HmyHoNBxtHTOsKvVOHU6Uu4ublxLfIeH83fypmrrugNIuM+yKDrkBTuPtBip5EyZ7odn682EUE9e/akV++3kYU1wWbwUOROjpQePUgT7xzS71fhcYQvcTd8sZQbeXeshnq1TQO9VCowa4odGiuR4htR5r7LbG1Ap0MmM606GXUGLOvVI23NeiRqNS7jRuH4Vn9kdnZ079bttWIWp8MPMKy/vJKR8PdVEBpsQXx8PLri4leuoaG4GDuNptK2tm3b8s6o0WQtW03xzt0Uf/0t2r0HObRvXyWyVhRFeK1BEjC+aKasTDSv/IuiyLfffot71c5mSXSpTIFbUEe2fPXadJJv8Nvxh9ilN3iDvxIG9O9Gm0aJxF93JfK4Hbu/smXWzGl8++23ABw+fJh2LayoFaIk8lY5n36ew42TXkQe9+ZxhA9rFjvRfWgqjvZSWjdV8+GiLLRakxd1QpKOBctz2LTCmZzH/hzZ7o5UKtC2TVNqBj5g2TxHHO2lzPwkh6RUPXVrKvlht8n2SaUC21Y5cexbZzJuplC3ipFtK+0JdNTjYPeqYIPGVkJish4XJwmzptixYkMebjXj2PJDIakZOt5+J42qzZ4zbV4Wdee2MicuF0UR0SBSml6MVCGh3rSG5n0Wjha0+LQVmYlRPLv/M8W5yVTp/HIiautjS9a9ykpq2dFZqK3VJKVm4VurP4hQmpdH1OpbHHrrEEeHHSU/3qTeJxpFJk2ahLuVO6ennCT5ciLxp+I4NvIQFlYeiEYjyU/OkRp/lppjQtGWFaKvqKx8WJKfTKeOHQkLC+PokYM0qu3F3dPLiDq2EHlpNCeOH30lRYG5bkkJ706bzqrVq//pN8XkyZPISE/lQfQdsjLT+Xz1KmSy35S2+X8Jb+zO74zunbrx/Gh8pW2Z9zJAC8HBwYwaOYrkhCSWTV/Gho/Xk5qUytkzZxk9ejT5j/MoTCyg1Yp2uDf6xaK7aPopLCwkMDiIWYtmc/zocfaF70On1xF/Ko5Hux5wY/U1Yo88RaqQghb2/7zvtX3cd3AfXl28zQQbgFOIE06BzoSPPsb1RVeJ/PQKBwbsI2RIqJlgA6gxrCbPzyUAUJpZirWXDcFvhSCRSRAkAn4d/XFr4E6QbxAXT19k8ODB5OXlVXpnT5w4weCRg7HtZ0/rVe24vTGKWxtvkn4zjfvf3SVyxTXqTKpHfnw+UoWU1PgzPLq+CVGowGAoISMhkucPjlNSkEpOajT3L26k+tshyC1fnk/uvWxqVKvB7NmzWLxoDmVp50i48xOBHnLOnA5/LaFSNSgQXWl6pW2iKFJckAqIhIaG4uLiYvaetrKyQqcXycs3olAIjBumwWgU+fAdDT06WPIgRsv2PYXmcz91oYS9R0tx8qpLbuIZls+3p2s7SyQSkxfb2ctlnDz3ch54OLyYi1fLcfAIRRAEXHwbobDywdpazqPL3pzc6Uj4Tg2blqvo17cbKpWE+ERdpf4np+lRKgS6d7BEKhNIStVTvaqST2c7MPwtGybMyCC4WSLXHzRg7NiJaF4z/NpaSygtE4l+pOXm3XI8nFIZ1O0h9aqdZ+Twnqxatdxc9sD+7fTvIeGzL3O5fsKL5fOdWDLHkccRPnz37Ua6devFmbOR2HlMpVDXibHjpqLR2NOmdSMyMjKRSgWGvJPB1Zsm26FQCLw7VsOJ4/vo0aMHR08XERP7kjZJy9Dz/e4y+vcf+GrHX4OJEydxKVLO1Dl5XL9dzv5jxXR8K4/Jk6e+ydn5T/BbSLbvgKOCIIwSBKG1IAijgMPAt39Iz/6HIIoiUVFR/Pjjj9y7d+9X1zty5AgBVQJYPXMtB9eeoKyslIfiTbPHkFwwKX96epnUYXbs3E7VllW4rjpFpDycLFIJpCZ2Ge58sXgtA/oOIDExkWnvTuPE8RNYldsjx0RiuAieuFb4snrlaozGlyGKkyZN4sGjB3hWdaPCoEVfZqBV89bs2LGDhR8vYO1Xa1DXFcnxeU67kS24efsGLi4u1KhRg7bt2gEm1VJnPGhIWywEK+xUDsQq7pEppqATK8gW07hPJBZSKx5b3GT02FHs2beHESNGsGL1cu6oLhGrvkusxV3uqiLYsHkD7u7ur71m/1eY9u5Y5k1XsPVzDRNHaNjztYbenbU0aFibek2b0mfMaFw9PVm1erW5TlZWFn37dMbLy4XQGv7UrhXIxYsXMRgMREVFcefOnUoG19vLC5mLB5qp73PJoj2Job1xmjMPubYYD1cZV2+WkZRiICxURfcevXnyNJGDh06TnZ3N8+fPMRgM7N/3E86aJG6Ge5P10J/uHSzp9FYKCUk6rK0k5OVlm9tTq9VIKkyDtKjXU3g9ii1L7c2S2S5OMhRKKYF+lb0IBUHA10tG/p59ZO/ZT/7ps6Ss/AK5myuOk6dQppMhqNUUXYpAFRiIfY+uKFxdUAcG4Db1HX786SdSUlJeucY2Gnsys14Nl41PyOfJ06c42Wooibhqvmb6gkJ0lyJ4Z+zYV4712aef8vDuXT4bPZb18+aTkphI48aNK5Xp0qULxY+fUJH+csJlKClBd/MqA7tbUFEhsuTLUt4aNBow5VcoLyur5FkAIFdZU/ya8NQ3+Lfwxi69wRv8E0RHR5Oc9Iw502wRBJg+L4u+o9OoVR1mzRhP61YNyc/PR/Fi2P5uVyFTRmvMOWwEQWDUIFusrSQ07JyIh6uUvUeKcakRR7UmCdRo8ZwJw2zp2ck0zu0+XIyVhZyPP1SzfL6Gnp1MuWTmvW/PkIlpfPVDAeevlPL2O+mcuVTK9j2FDJmUQcM6Ks7t9aBPF2smjtDwzY8FlJW9HN+TUnScOFvK9XsVnL5WwbZdhfh4yrh9xof4G348vepHoL+S4KG18O0XStTaGzw7FktyRBLnZ54lNyYH5zAXkEqwC7SvdI3U9mrU9ioaz6+PQzV7rq+4at5XY0Qtri69QmpkCka9kYzb6VyYfRZtmRZRaoNBr+VBxNf4VO9C/c4Lqd9hAbYWTTj1TjhxJ2KpKNai0WiIunaTmW/PoPxwKfLLEsYNGIeLrZKHVzchuD6l01edcKntik9rX57c2oG2zOT9nZcRQ/LjU0ycYLJbGo2Gn3f9RG5uNmlpKUTfv0OTJk0YOHAA+Sm3qCh/mXu/tDCDwtzn+NcdypKln/P111//02dFLpfj6emJWq3+p+Xe4I3d+b3x3rT3MMYbuTL7EnHHY7n/1R2uzr7Mlg1bzGSvRqOhT58+dOnSBaVSiUwmY9O6TWSlZzF25Fie7XqC0fByzHiy5zF169dj6rSpFOuLaLqwOf2ODCRsYl1kKhnXll4h+0EWlq5WJJyO4/zMs7w98G2cnZ1f20eVQoVRa3xlu5W9Fa1atCLuzDOy72dh1BkI7FnZE040iIhGuLvpNulRqdgHvSoeYB9oz4OYBzRv3QIHZwd8qvgQFBJEeLhJcGHux3Op/V5dvFv64BLmSpet3ci8nc752WfIuJ1Ouy87IFVIuTT3HNUGVkdXXkrYtGAGnhrEoLNDCR5SjfSEK/w/9s47OoojW+O/niRpFEY5B0QOkggCASIjcs4ZTDTZiWSMybYxtsFEg03G5JxzzkGAECIIoQiSUJZGo5Em9vtjvGJnsfftvg3P3uU7R+dAd1d1dXVP3aqv7v3uo8s/kPHiKmZRR0F8HiVZJZh0RuIPPCP+yDNUjirCatdj/Phx5Ofl8snHH3H+3GkaNmz4VpsBRowYTnFuAq+TbmE2GzEaSkmJO4ZUZouTdzjTp8+0ut7e3p7evbozdb4anc6M2SwiCJbwQ1tbCce2+fHNqgIqRaRQoX4KA8cV4OhZB4WdE7qSHBrWe+Mx5u4mZd8GH/qOzqRWsxRqNE1h8PgsguoMQSa3jGPF+WkU5qbxyfv2eLq/2Tjo2s4BH08RTYmOj+fkkJdvAkBdbGLyzGzkchjWT8X5vX6s21bEB59lc+VmKRJBQKO1Ye2Pm9i77xgjR45k79Ey8gtM5XUXFpnYvr+YuGc6Ijq+JKymDWf3+tGvmyMTRzpz+aAbCxfOIz8/HwCZTE50jI5u7R0I8HuzhnJzlTK0rx0HDx7Azs6OLZt/JD3lFJqc9Yx9fwhRjV+Q96wSOU8q8vknrvQcnsnrbOMvz2HG0ckZb29vli5dRZOu2bw/tZDJnxVSt00WQ4e9T/Xq1smAfguurq7cuHkfG+eBjJ9pww8/B/DprNUsWLDobyr/34q/J/GBFJiOJatnAPASi0H5VhRF47+off8wfu9ioGq1ms4dOvM49gkqiRsFphwiGjXg8LHDf3Wio9Vq8fLwooa2AapftMuMooHbnKMSIXgLARSLhcQr77Fj33Y6dnzj43n27Fl6de1FfV1UeeIBg2jgvs0FTIIZT5MfCoMdOWRgwkQ9miMTZCSKcWTbvKJEp8FR6Ujf/n1Z++NaOrbrROKNNIL1NZEKMtRiPs+U9zhx5jhNmjT51fYDTJ82nQPLjxFsfOOlJIoisY7XmPr5J+z8eRfPX8QT6B9Es1ZNqVKlCh06dCA0NNSqnvT0dI4ePYpEIqF79+54eXn95a3+ZRBFkUuXLhEXF0fVqlVp27YtZWVluLqqKIgPstIJSH1pIKR1Op4LvkCQSjHk5aH+aRN7Nm+mXbt2NGsaTkToK+ZNc0JpJ3DkdAmjpxQiUThhVigwm0yobG3ZvX07tWvXJjs7m5A6dbAf0Be76lXBbEZ96TKOjy7SqYWcUxe0DO7tREGRiZ/3ltC5S09Onz6Bv4+MlLRiTCYRUYTXcRWt9A9mLMzFZDRz5nIpJWUqwkJD6dy1Px07dqR6SC2cx45G5upK1oL5lCRWsPIk86mbRkh1BWd2eJUfz841EtwgBZNRBGd37GrVwK5GdeyqVUGQSMjdewB9egYmtRrXrp2xr2utD1CycQsbv1xE586drY5fu3aNgf07snmFinsPdQiCiLYUlm43Yygxc3D3bsZOmojaaETu7ExhfDxhoWHUrV2bIUOG0KxZs7/ZVfpPWLVqFVOmTUPm54PMw4OS2Ed4u0rp3FrJmUtl1Atvws5dh8q92SKbNCenzBuvChHldWS+uEpVPzMnTxz9u+79e8TvQID6d2eXfu825x3+u3Dx4kVmz+zPlUPO/Li1iC271ZzY4YuzSorJJDJlXiFJGWFcv3GTu6e8mL04l7Yt7Bne38mqno4D06lVXYGrSoK9UsLpixruxipwVjkQUk1Ph1YSHj2FfcdKKSgsoSA+2CqkVFNixrVqImf3+bHkhwJE4HmSgbx8M6WlJm6fCuT6nTLmf5eHQg6FajNurlImj3SmUG1m1cZCDKKEiLmtUKcWkrg9hr1rPcnMMvLomYHqleXUrqmgZf8suh8fxKsrabw4lkDWgywkUoFaQ0Op2qMaV2Zfwru+DyFDwsrbVphcyJnxJ+h9tD9mvZm9nXfSZWt3nAJVmPQmTo4+RunrYkrVepwCnAh5L8yiufTpRTx8GqErLaR6w6FW/RV3bQ2awpe4eoVi0KRy+9aNt0LQkpKSCAsPo9uBXuXeJCa9iUN9D1GarQVBwEbpjL2TB+5OAou//pKnT59SrVo1Onfu/JYsxuw5c1m2bAUO7tUxm03kZ8QRXLs7noHhqHOTKX55huSkhH/GZ/X/ind25238J9gdjUbDxo0buXD1An4+fkwYO+FXoxh+DVqtlnad25GYkYRHhCeaxGL0GTounr1IaL1QImY2Rp1ShCAIBLYKouBFAbGbYui4rgtFKYXYe9oTuzEGfZyeosJCVM4qxo8Zz5RPpiCVStHr9UyYNIEt27aAAL4RftQdH46+WM/ljy+gdLen1eo22LnZcW3+FeT2ciKmNPolVE/k3pK7VBeq4uvjy7nz50h7nUbPQ32Ryi0eu6IocmrMcQxaPaoKzjScHomNyob0G6+I/vI2Vy9cpWFkQ1qvaosgCDhXdkEql2I2m9nRciuOvk6o04pw8HGk5qBayOxkxPz0gN6H+ln109EhhyhJK6VS+ECe392FZ4Xa5KTdx2TQ4+xbESkOqHMSqFinD66+tSjV5JLx5Ah9e7Zn5crlv9n/0dHRNGrcFFG0kJCuPjUJDuuBKJqIv74KdVGB1fXFxcUMHdKH69evUqmCLU+fq1n4qSuTRv6iuW02029MHnbO7Zg1ay6RTZrh4t8IXdFzpo0u4sP333gJprw0ULNpCkd/9sXRUcLm3SXsPKhH5V0HbYmasqJUwuvWYGjPZEYOtHY5a9O3kMs3cpgwQsW2fcVUrSgnIdlAl7b27D5cTGlqFQCW/1TATzuUuLk64+cfyISJU63kk2bM+IR9ezYwepBl7r9ifQFKO4Fu7R04elpDQZEZlZOEwb2dmPmBC7a2EjoMKmLyx+vp2rUr+/fv58PJQ2neWMq21dahq5/MLcDVbzLXrp6mTeMXTJ2g4uT5EhZ+n8eNY9aZOsdOzaJSBTnDBzjRqFMOm7cepWXLluTm5vL1119x8vhhitQaCosKcHe1o7RMYPac+Uya9CElJSVs2LCByxeP4+ruxejRE3+TWP1vw//V5vzNJNsfFb93wzNy+Cgu7LpKZV0YgiBgFs08t31Av/G9WLL0u98s99NPPzFt7KdECNYaqy/FFyRJnuBg54AgF1j8zdeMHmOtxbFs2TJWfLqWSvpQTKKRBB6RSSpmTNjjRA3qlScxeMRtHFHhhAtx3CGECFzxophCHnMHe3clJZoSGpa1RSK8Ce94RSK1uldk38F9v/kMiYmJ1A2rR2VtGK54ISKSJktAFmzkSfzjv5sA+XdDrVbTpXNrCvKSaNZQzu0HRgSpN0eOnqVKlWDS7vnj4vymT+Ke6WjWvwC3WW/kS4tv3SG8WMvCOXMYNKAtT696IJG8ee4PP8/m55ggXIcNQxRFSh48JHfHbuSCmebNIhgwcBRzFixAo9dhKC3DoNexcr4jS9cWcvd0II4OlkXOD5sKWbSigCuH/QkOlKPTmflodg4nzpWQev+NLt7hUxoWr8zneZIBAZj5oSt+PjI2bDcgsanBqNGTGPn++ygrBmNIjWfbSlc6RdmXl2/bL507j0y0bmrHuEFKcvJMzPmuiNx8A/oyE8q6dXAdPMSqHwtOn6Xo/CUEiYBjk0hcu3YqPyeaTOR+9S23Ll0qn2wVFxdz9OhRtFot3y39judJyTiG18VsMlHyIBZVVCukpaV80rY9n376KZcvX+ajqVOIe/IUmbsbCn8/yp49JzykFhfPnP2bd+0PHz7MoGHDsKtWFZNMhjb2EUMGDaJH1668fPmSiIiIcpHaP+HBgwe0bBWFi28dbJ38KS1MRZ39mBvXr/5qxqs/Gv6/Fzu/R/zebc47/HdBrVYTFORD9GlPBo3LZMEMN9q2eDNma0rMBNRLZ+6cBSxaNI+6IRK0WiOXDvmX26LUlwbqRqXx4nYFXF2kJKcZaNA+k+s3HhAQEMDPP/9MdPQ1goKqMGrUGOrWqcm1Iy5UDn4jtPw8UU/9dq+QyUQi6tpw614Zq7/2pFOUkhY90unT1YGf9xZzYJMPoTVsyMo20KjTSwrKpPg08se9vj8V21VEIpOQcSudK59dwNdLiuChQlXHj+K4THRp+aSn6xh8dTgSmcSiwdZtF6JZJGRoGM8PPMPOXYkmU0PdsfUIaBFIYVIh91bcoXq/mlTva9GCPT7iCOrUIjxCPcmPz8NsNCMRzfQ8OtAqVOzJjjjur47Gt3Jrgmq+0X8DSHp4GJlCSWCNtrx8epbKviLnz5156/00adGUpxlPqTepPjYqG57te8bLiy+p23omAgJSucVr4+H5JchkElSe1dFp0nGwhWtXL+PtbS1m/ujRI8LCwqgQ2gV3v9rYKC2LUaOhjJgzX1JWVvpWG/5oeGd33sY7u2Mhqi5cuEB0dDRBQUH06NEDvV6Pq4crcgeFJQxchKSTL6jSszrPdj+2zDv9HCnO0OAR4kFOXDZdt/VAm6Mlbk0s7cLbsn7tevoP6c/d1GhCJ9bG1s2OxGMJxG6IQSFTEFwxGJfe7gS3tcylywpKOTvpFKJZxL9RIAWP8nGWqjh28BgXLlzgo2kfIfdQoHBSEDa8DhKFhKe7HlOcXowmU0Pfo/2R2rzxuHq85RGyh1Lux9xDaiPF1sUOXWEZDaY0winAiUuTz2MQjURMa4R7LQ9e380getldgjtUpNGMSKs+ujb/CsmnUlDYOiG3caB2q8m/RHuICIKEuKs/4upTE9/Kb/SIDToND89/y6aN6+nWrRv29vb8JYxGIw4OjoS0/Ai5rRNSqWWc1Kpfk/5oB1mvM6yuz8rKokPHLiQlp6CwU1FckIGdjUibFo7UqWnm7BWBohI3Lly8iYuLC8+ePWPe/IVcvnSZEk0WK750o2s7e54m6Bk/PRtNiZnZU9zKN4di4nR88X0eT154cOXqbc6fP8/yJRO5fNANudxi1x7H62jRM4/64bXp3uYF/bo68DxJT3CgnL1Hijl3tZTDWyxRUd/9UEhiVmd+/HHTb357V69eZe/eHeTl5XLi+EESbwcR0eEVvTrbM364M+piM/O+zUMU4cAmH+pE5bF23VGaNGmCKIqMGDGEPbt3cutkACHVLbqCqS8NNOyUw9Fj52nTpjk7fnDjwIkSnj7XUa2Sgk0rrMf/5T8V8NM2Ddm5Ah9+NJU5cxaQkZFBk8hwWkWaKCjQoi4xs/0HbzzdZTyJ19FrVCGz565i2feL8PPKYWAPGa8yTCxbV8qChd8zatRv63n+t+DfkV30Hf7JEEWRnbt20kAXVU4oSQQJAWVV2bxpM0uWfofRaOTu3buIokhERES52/TOHbsQeJuEEoFu3bvx9TeLCAoK+tUEAM7OzpjkBtBDHHeQIiOSDshRkMVLYrhBA7EVSsEBf7EiCcTymjSqURc3wfKDdsKFMLExd3Iv4Ch3siLYAOxEB9JSX/3V569UqRIHDu9n5HsjSSp6jMGkp17deuzcs+N3T7ABfP75DIJ9U7iw2w2JxLJb9cncbGZ++hG9enZl/pLLfL/AGUEQMBhEZizMQ14vwqoOmYsz2UmppKamUqu6rRXBBlC/ti174iwuyIIg4FCvDuYHN/l2ZDHaskQ+nzWVh7GWjHFKpZJVq5Yyf8mPfDDKiaNnNCxdU0hiqgFHB4Fv5niUC0nb2EhYMs+DbfuKSUnTUyFQwXc/FLBhRxFzprgR6Cdj58FifthUyM3jAfTp4kDzHk+QSCRkpKVx8uRJYmJiGDbpe2ZM0hFe25aTF7TcuKPFKJFz9oaJazFaRLOZknwjmE18N9edmd88xVRSgvQXI202GCi5H4N9vTo4Z8SSf+c62uAg7GrVRCwrQ3PiNGG1apUTbOfPn6dHnz7YVQjCiEhhUgr+n81A9osggnO7tmQsWYZjnTDMZjMSiYT7Dx7wNDkZp5bNcOloWQiJJhNx6zfz1ddfs3D+/P/1XavVagYPG4bz6OHYBFl2jpw6t2fvih8YPWIEXbt2/dVydevWJfbhA1auWs2jR4+p16oJkybtwM/P71evf4d3eId3+GfCycmJuXMX0KbvAoxGU3l2sj8h/oUOqcTI3HmzcXdToTNXJvbpbVr0eMX7Q1Vk5xpZvLIQo0ngg881yGRw7EwxX361pHyjYPz48cB4AB4/fkzrqHZMnnWeAxtcsbOToNWamTJPjSAROLLVm/hEA62bKVn2YyGjP8lGIrFsBI0ZouLJcz2e7lK8POXUqaPkxIVSwsY1QOn5ZmGXeiEZiSBi37Ai4R81+uVoHWLX3afg4DMkMglmo5m7399CaivDVGrg5ZU0uu/uhZ2bkuxH2Vybd5mYdfexdbGj3oRwKrSxLJBNOiNFKUW0+Lo1+qIyVMHOJBx+jqCQYtIZrUg2txruSG1l5L56SGCNtuUZP0WzicLs51Sq08tynX9trlxaSUlJidUCNTo6mtiYJzh5hXF19jVEswGTAXyDmyNXWGd/dXSriK2DB35VLIvfV09PMmHiZA7s32t1XWhoKJWrVEfh5F1OsAEUZsVTKySMd3iH/1QIgkBUVBRRUW+cD5KTk5HIJHT5uTtKd8tvquagEA4POIDCUUGHn7pg72WPsczIjS+uIppFChLy8YsMoMni5uzqtYuRw0Zy8tRJuh7oiczWMn7WGhyKNr2EjsEdOH/5PHZubzZrbV3s6LylO0d7HaKtVxQt+7fk4pWLhNQJwSgaiZzdDN/GfsTvfcq91XfRFdNlDaMAACAASURBVJUhkUup/2EEjzY9tCLYAJyrOHNt+xVqDQ0lZFgYEqmE3Ke5nP/oNDKFnHmz5/L5Z3OIXZWIrvQ+9ipfvINakvckplw+CCxesq9vZyFXOODiVZXs1Gj0ZRoUtg7wy3qyrCQXR9cKVveX2zggCgrGjJvMmPfHsWP7z3Tr1s3qGplMRp8+/bh85wqBIZZkLmazidcJ5xkx/L233tWgwUMpKFMR0moagiDBqNeScGcjSucWqM2ejP+gviU8uHc/EhISqF27NvPmfs6undu5ceMGc+dM5YNZDxAEPZNHqejc1p5uQzNJSdPTtKGSq7d1XL0tcOLkHjw9Penbty97dm+hUec7DO4lJTtXYMMODSG1QsnPz2fWV0XEvzDTJELG1j3F7D1azKWDlnl6UqqBFRtK2bd/LOnp6ezZs4fS0lI6d+5cnplTEASaN29O8+bNuX79Ok8fnWfnQQ11Q22YPtGV2Yvz2H9MA4iYRZgyNxejWVUuSyMIAps3b6dWrTCadptD2+b2FJeYuRVdyhdffk2lSpUAM1Pn5TJxpDO+3jJ+3FLAiXMaiopFmjW0xc9HxsFTRpq1HMrs2bMJCLBkQV20aD69OhpZOEOFb+1cRg9W0XN4Jko7gcF9nFj8uZJPF35Krap69q5zLv9eOkUpadHzYwYOHPRWNvJ3+NvwVzXZBEHI/7N/GwRB0P/a37++mf+ZMJvNGAx6ZFgTYXIUlJZquXr1Kv4+AfRo34teHfvg6+XHxYsXAUhJSqEEDUViXnk5o2ggjed06NSeypUrWxFsJpOJo0eP8uEHH5KUlESBmEO6mEQR+dSkPjaCLRJBgo8QhC9BpJNkKYcRnaQUo8yAM9YaAvaCEwICakMhpWKJ1blCm2xaRjX/zWd/+vQpQwYNYeLYSdSqFcKadatJSHzO1RtX8Pf3/7916L8Zu3ftZPYnjuXEmCAIfP6RE3v2HmLp92u4+8iXsFa5DP+wmKqRr7l2pwx9qZHSZ88Rf9G1Mzx8RKd27QgPD+f67WI0JdZ6DwdOajH5BlsdE1zcKSg0M/49Fe1bydm6dQs1atQgKCiIb75ZRv0GLbkZXcqCJfl8PdudpDsVsFdKCA60NtxKpQQ3FykjP84mJq6MRcvzOb3Lj4E9HWkSYceqRZ60bqrkh81FSKUCA7pLOX/+BCqVigEDBtC9e3d0KPn2lDeD5ghsjqmA3FbO/h/dEYx68tOLKHitwSSCWWbLj7t1NKwt5dXX31F0+SrqG7fIXL4aha8vrj26kvGqjN2rXeH4LtKmzyJz/lc09fTm2MGDgCUcoFe/vjgMHYjDiKHg54tjo4hygg1A7u6GMjSEkvsx9O7dG4AfN23EqClBFfUmk48glaLq2I4NW7b8Te/61KlTKCsGlxNsAFJHR+QN6rNt586/WjYoKIjvvv2G06eOs2jRV+8Itn8Q7+zSO7zD34ePPprCug37cXT0s8rcFv9CT4cBGXw505XkO37sXmuDpugBIdXljBjoxLGzJcS/MDBhhBM1alSjVYcviGw1n6vX7jJgwCCre2RnZ9OyRQQd2jUi8+Vlrt1S41cnjbb9iwiOyKTUWI1WTV0J8JVTMUiOVALJuRLqT29C7Q8bUaIVuXCtlN2HiqnZLJXvfigg5omByt2qcu7D06RdTiUvPo97q+6SdDoJk8FMjcHWpFH1gSFoC3ScGnecfV12UVZYhounLc5uNjSc1hg7N8tCwTPUk44/dcFsMKMv1mE2mDEbzZRklXBt3hWkcgkSiUD08ruU5mpp8HFDfCL8ODLoUHlCA4BX11/h5FIFqVTOkxubKMpNoignkSc3N2OrdMXJ/RfPFk0uUrkNR49aSwSsW7cBV/8I8jIeYSozE9L4QyqF9qKk0FqDVBRF1Hkp2KveSGF4V2rBsaNHrDRy/4Rvv1nEy7iD5Lx8QFlJPtmp0aQ/Pcbir99lC/2/4p3d+WPiyJEjVO5UpZxgA1B6KAlqXQGfBr7lmYBltjIaTo9ENIncWx3N9QWWkE+vmj6cO3cOr5re5QTbn+AZ7sWT50/o1K4TaSdTrc7lPctFIZGzePFiYmJj2H/pAO02dcRQasC/aQBSuZSag0LovKkbHdd3pSy/FAcfB/Kf51NWWGZV16vrrxDNIqHDayORWpbt7jXcqdanBjp1GTm5OUgcJOhK1ARW7UJA5Y6ImFCnFXB19iVyHmWTGZ3BmYmnsXcIwtbBDWevavhUbsqTG+spzE6gVJNL2pMzYDagyU+yur+utAiToRSZjSsSGzcGDhpCVpZ1MhiA775bjI+LmadXlvHy0V4eX/qOsBp+zJs31+q67Oxsbt68iW/VqPKNCZlCiVel1sQ9jmfx4m9RKBT07T+IdLUbnjX6EZ8uJapNO27cuEFkZCRnz91AXVzKmrVbWbtVx44DOvr3cOTHrSWMm1FGtqYzh4+cJjw83FK/TMa+/cdZ+NVWUnJ7kpbTHEEQ6Nk2hUWfFtO/uz1b92rYvL8KEvu+uLh4M3iChrb9imjQIZvPZi0iNTWF0JCqxEUvIid1KZ06NmXatI/eSihTr149Xr02cfmGlhaNbWnfPx1BgDunArhzKpDenR3YtEvD/gMnkEisaZjJkz/kk09mcu5KKa+zzQQFKFm6ZDHnzp1DJhW5cTyASaOcGdLbERGB6Qty2XukmLBWaYS3TaekzIeVK1eWE2wA58+dYkgfJa9zjJjNAq8yjXz5mRsTRzqzZlMhB0+UkJ2d+1YiuRpVFVQOtuW/3UP2H8H/5sn251R1m39lQ/4bIZVKadakOZnXUvDnTTarDEkKrVtF0aVTVypqQnAXLPHZeWIW3bv2ICklkaCgIMSXcmK4jpvojQIbsniFWWIqJxf+BJ1OR/s2HXgaE4+Txg2TjQEjRlLt4lGW2iMRrH/kTrjymjRMopEkHtOkeSSlJWUU3M3Fhzckg0YsQkCCo4OSJ+bb2Ggd0FGGWTAitRP4ZMonv/rcsbGxNGvSHK/SQFxMfqQmZzPm6vuMHjuKYcOGUa9evX9WF/9LYTAasbWx9jyzsREwmcy/iETGcO3aNaKjozl3cykSTw9Ek4m8A4dAIsXB3xeHvAI+/vBD3Nzc6NmrD12GHGXuVCXurlLWb9dw/moprjPfeKia9XrKHj+m+WcuANQPg7gXT8rPC4LAZ5/NpV3bplzY70d4bVuePtej0ZjZcaCYRuFvdtsePCqjoNDEw8dGGnd+SaUgOYH+1oRvz04OfP+TRUshLd2Mq6tn+c7Ypq1bsW0aiVPb1gCY1MXkxD5i+Mf52LVpj1v9cF6vWIPCzwen5k3J1+nIPH8Kif41ZUnJCDIZzm1aoQwLxVSsQRQk9BqZTYP6Iaz4/jM6duyIo6NjeVtOnz6NwtcXu8pvfiu/lu1TNBrx9/Ur97IwGAwgCAhSa29LQSaznPsbYDKZQPIrexISCSbT71aS8j8V7+zSO7zD34k2bdpw/uJNmkSGU6AupHMbKUvXFjJxpDNjh1k2KlxdpJzY7k3VyFR6dHAo168xGkWWrE0gPDycaVMnMG3ahwA0ahjOmrVbqVy5MsPf60dEaApnd3gjlQpkvHagWfcMygwV2LtvMRqNhrFj+tCgfS41qymIjtHh1zSAotQiUg49YeNyL/p2tYz36ZlGmnZ9icRWine4Dx4hnjzd9RhdkQ73Wh5IRDN2Sou32p9DNIkggDqtiLarO5B1LxO3uCfcjRFx8LXUbTaaSTzxguSTaQiCApeqLsQffMa1BVeQKxUERVXAoDVwacYFag0NIWxEHQCqdKvKkx1x3PzqGk3nNSflbDIJBxKp1XgCCltHMl5c4enNTQgSAYWtilpNxiIIAmXaAlIfn8DB0f2tjOL5BQWUavIQEPCq0BClkxc29q68jL9AStxxfCs1w2w2kvbkNIJEisqj8pvCggSTyWTJZB5mTTb26NGD/XvtmTf/CxIeXKBGjZqsP3aY5s1/e+PzHf5XvLM7f0BIpVKEX/EnEU1mbF2tpUIUjgpkdnJaLo7i0rTzpN98RW5CNo3nN2bpqqWYDKZyDTWAgicF1K8WxZSPp7A7cje3Zl/Hu6UvmpfFJO5NYN0P65DJZCxfsZxmq1pi7+2AzE5GyWtN+XgEUPxKjWgWOf7eEQSJwPmPzxA+sQH23vYknU4k8XgCThVUb0X4OAWosHeyZ9XqVXTZ3Z3sh1nErj+HJk5DYKsA2s3syMsradz65ga6Ih0KIYAajYaQnxFHcuxRnNyDEc0mnt/didlkwN/fj2FDB7Fh4xakcntcfUMoLc4hOfYQPpWaElijLQ/Of4+Dsz+7d+/mgw8+ACy62KPHjOP8uTOIokho7doMHtiPtm3bvjU2gUXyRa6wRZBYUxByGwfUuZaEL1OmziAwpDfOXhYdS6WjJxKpghmfzuLqlYvlZQYNGkyjRo3ZsWM7xcVq1v4UyfLlS/j55+3s3LETd3cXFn29jP79ByCVSunSpQudOnWierVAdv3oQuumFvI1qpkSX28pKTn+rFmzDrPZzK1btygqKiIyMhJRFAmu4MvFAx7UrKrg1MUSXJxFVq7/gdzcQmbPnkPFipZNFTs7O5YsWcnkSe+Tm2/C1lZg1SKP8ve35htPYp/mEh8fT82aNcufZefOHUyeNBYPVz1uLmYEzOz+yYfnSXoGjx5KgK+Uc1e19Oxoz6Dxr1k4w41x71m8lfPyTUR2yWTezFnY2NhY9auLizMZr3O5F2skrKaC7T94l7eldVM7ghukoFK5kpllsipnNotk5ehxcXF56x2+w9+Gv+rJJoritT/7b6ooipf/8g9I+Ze28D8cq9asJNsplUTbWNLFZBJsYyhyySKyWWNcRI9ygg3ATfDCVfRk9+7dzPhsOkXKHEJphAo3pMhQKVwYMKD/Wz+I9evXk3A/kVBNJBWE6lTSh1JD1wAbuQ06RSmmv9BpzeM1pZRwnZPYo+LWzVtM+3QqCZIYssV0TKKRQjGXR9zGBlui2kZhY6/ALDHhRzDueKPX6blx48avPvPM6Z/hUxJMkLkaSpzIFl9hLDOxY8Veopq3pVXzVmg0GqsyarWaQ4cOlWtx/R7QvVtXVqy3njSv3qimU8fWFsMuCDRr1oyzly6hr1UTtw8n4t63F36fTsXGx4sqMgUxd+/i5mbxEFyzZiN9Bs5l+pf29H3fCLZ9qBPehIKVq8mZP5tX02dQ9PV8ImsL1Auz6LScvwZhYQ2s2lCzZk3MZoHw2rYYDCIdB72ickU52/YVUykimSlzc1i9sYB2/dKJqGfLnVNBjB3qTEaWCYPBekcmIUmPj6eM+7FlrN1SyP59O5BIJFSrGsDjuEcgl6PPyib/yHEKTp7GpLDFXKkmTi2aU/roMTJnFR5DB2FbIQi7alVxGj0eQSZFZijFY/AA7OtYXK1LTp1h+IiR6PVGrt+IoVu3biQnJ/P69Zu04Hq9HkHxhgRUhoWiib6PsbCo/JghLw9t3GMGDRhQfmxQ377I7O0pvnm7/JgoiqgvXqZfH2tC+rfQvn17NAkvrDKLmsvKMEbfp3+fvn9THe/wz8E7u/QO7/B/g4+PD9H34qhV7yP2napNXqFD+SLjT/Bwl1EhQEZi6psNiCK1JfS+R/cOdG2VTM7jQLLjAujQNJE2UU1JSEjgzp07zJ/mhFRqmbz7esv4cqYL+bkx9O3TlU0b11IvTEbqvWAuHQzgVUwwqpwsSi4/JdhPWk6wAfj5yJg0SkV+lp57y27hHuJB+zWd6Li+C3q1jm6dHOnXzZGnm++XexGIokjcpgfYKKW4VnHDpZIr6rhMBnRR0ryRHannkhBFkSuzrvBkQxoqeQuq1O2H5oWEgvgiMIONyobX0Vm4+9fBpDNStZd15rUqPauR8yibY8MOk7AnHbnclZjzS7l78gv0ZcU4uVZAkBrRlRVw7/Qi7p/9jofnv8fVJwRtcTbt2rWzqq9H966ocxIQxV+8RYx6pFI5oc3GYSjTcO/M1zw4vwSDJg1n90D4M4mQzBeXqFjBlnZtI1mx4vu33nXbtm25fu0y2VmZXL50/h3B9g/ind35Y6J3796knUuhOP2NB6/6pZqXl14i/sV8NzsmC7lShpO/E8EdK3Fj4TV0pTr6Dx6Ai4sLt+ffsGTi1Jt4svsxz488Y9WqVXj7eFOpciV61uuB3U0Fdc21uXT2En379sVkMlGYV4hToAqJVEKVHtW4/c1N9MU6AErztNxfchelyp6GMyLxCvehcteqRK+4w5mJJyl+VUyNgbUoSi6kNP+NnqIoiiQeT6BhnYYo3e05N/EcV2ddRpNRhEQuoqroiEslV2qPrkvdsfXQFxnwDKjPi3t7yEi8jkGnQWHjSHBYN3wqRSKRCowfN4Y9+w5TpX5/Xj2/yJ3j83l+dzvu/nUIrNkOBAFnr2poinLZtm0bK1euRKvV0rRZC56l6QnvOIf6nedTZPDh2++WlpNOf4ng4GAcHZQU5bywOl6Q8YCuXTtTWlrKy5epqDyrWJ138a7Bg/v3ACgrK2PWrBkEBXoSEVGb+GcPad68JcPfG4CrMoaZk1XUqCqgsi/gow9Hl0eBgUUPLi8vHztboTyjKEC/bkouX7oAgEQiITIysnyzv3fvbtQNAS8PKfXbpbFoeQH5BWa8PAWOHt5G/fAQdu16E9UybNh77N13lJv3DDRrZGdFkAqCQOsmUuLi4sqPxcXF8dGH73NmtyuPrwaRcKsC495zptuwDDpF2dM0QkHjcFu+W11AlyEZFKlN5ZtjYMlC+tlHTuzft/Wt/h456gPmfKNlz+FiBvd2smqLk6OUyAZ2tI7qyrc/lJH2ylD+fX3/oxp3D39CQkJ+9T2+w/+Ovye7qFoURadfOZ4viqLrr5X5PeCPIAaanZ3NunXriHsYR70G9Rg1ahTr1q3jx883U8lk/XEnCo8ZPncAc+bMYf269cyY/qkl5MGoo0/fvqz9ac1bQu7NGjdHfcuIp2AdpvbQ4Srhjevx8FocAdqq2GBLBqmk8ZwgquOBN/aCE8+c7rDlwCbu3r3LrE8/x4wJKTJMmJAgAQH85EFUNdQtr7tQzCXN7Qnpr9PLdeT+BHcXd2oUNsRWUBIvxmBATy0alGfheW7zgC7DO/DD2tUA7Nq1izGjxuAi80DEjNpcyN79e96asP67kZmZSYvmEVSuoKNlY5Fb9wXuxQpcvHSz3LjodDocVU74LpiDxPZN2ml9VjZlG7eQm/n6t6oHYML4UcTe38uKL10I8rfopM37No99G3w4cV7HgZM2PIh5auXxZTKZ8Pdz5+xuJx4/1zFhRg6do+wZN1xFQaGZz7/Oo0xnZsF0N96fmk3SnQqonKRUa5xK+9b2fDPbFVtbCQ8eldG2XzrenlKSUoy4uir4eZU7zRvZceteGcM/yCc1y4gok+PYqCEylROF5y/h0qEtjo0bkrtnPwofb5yaWWeYzdu8mZLHz5DZO6CqXo2ylFRqVq7C6WPHcHJyYtWq1cya9TkKO0e0mkKiotrQuVN71m3ZwoN79/Cd9jFyTw8ACs6cp+jcBRzq1wNRpORBDHJBQkpiYrkgdHFxMfUiIkhKTsa2RjVsAgPQPnyEl0zGgzt3cXX924avrVu3Mn7yZGzr1kZUKDDGxDKob1/WrFr1h9AQ/Ffg/1uA+vdol/4INucd/v9RUFDA8uXfc+7MYZxUKkaO+oDevXv/W8eSESMGUtXvLDMmvfmpFBaZCKibTNzlIIIC5JhMIuNnFJL4qhL2Nkkc2eJsVUenwYW0bPsJmzcu5skVD6tz126XMm1+DtMnuTB4fBYvblfA1/vNfODOgzJ6j8ygRlUFZ3Zby0Rs3FnEtkNBFJeU8fDRE+zc7CgrKMPXW0rceX8MBpHWA16To1OgCvEmO+Y17lIdQ3rYMm9ZMX2PD+Dxunt08c5mSC8HmvbKwK2BP6+uF1C31QwkUks7zCYjMZe+pdmihghSgaufX8EvqDPJcQfpur0bjv5vhhdtdgkHeu4FBEQTVAjtjHfFxhj1paTGnSD/9VNslY6UagqQypV4BNRBKrNB/foBkyaOZeGCN/qfDx48oFv3Xrx6lYYgSJDbOGAy6qnRaBi2Du7oSot4cn09nn41GTm4I1t/3oZWL0XpUhGjJhGJKZPrR7wQRajXNovYR8/LpTa0Wi3FxcV4enr+R9qmd3bnbfzR7E5+fj5ZWVk4Ozuze/duEpMTiagfQd++fbH9s7nyPwNr1q5h2qfTCWxuicRJu5LGZ9NnsnTFUrxb++LX1J+CxHzitsTScHpjAltW4O73t8mOeU3zRa1BFHmyKY68e7loi7WUlpTi6OKIX0t/QkbXRmYj4/m+Z6QfecnZk2d5+PAhnp6e1K1bl7y8PHr174XXEF8CmgdiMpi4+/1tkk8monRToi80oHJxotrEmti52nHzq+t029nT6nd7b/Vdsh9mUZZXRu3RdbB1sSP+4DMKY/NZv2Y9gwYPpUr9gbj61ESnLSQpbj8l6leIZgMSmQST3oxJJyJT2OFfLYqcl/fx8K+Lb+Wm5ffIffWQrIRTuFVojndwY7JS7pD/+ik1Gr2HaDaR9vQsmUk3EM0mBIkUR9dASgrTkQgiDo5uVG822arPU2J2MP+ziYwaNYqioiJMJpPVXPvUqVP06z8QN/8GKOw9KMl7jtSUT/TdW7i5ueGkckaQu1BSlI7C1gnvipE4OPujy7pMwvOn9OrZAbMumoUz7HF2krJum5qVG4pYttCNoX0tP02zWWTA2NeYTCKivDGHDp8lNTWV7t3ak5qagJ2tgLrYzOjBKr6d6865K1rmL3Ph1u04q2fZuHEji774gOqVRZwcpfh4SVk82718zTrq4yx0OpHTl0XS0l7j4OAAwN27d5k4YQyCKZ6bJwKs6mzXv4AxE1bRv39/AD7+eBKOkj3Mm2ZtXxu0S2PxHHf2HdVQo4qC94c6EdoyFTs7CQ8vBFlde+S0hjXbKnD6rLWDiyiKDBjQl2NHDzBmiIqlCzyszoW3y2XJsn08eBDNl1/Op16oI68y9SjtPTlw8BTBwdaSRf+N+HckPnjLUguCIMeitf8O/wA8PT2ZNWuW1bFWrVrxtc03mEqMSAXLazKJJoqUObRubQnPGz1mNO8Nf4+XL1/i5uaGSqV6q24AhUKBGWupCFEUMYlGFn65gJMnTvL9kmUUqQuxx4kGtEIpOJbfM6ckmwH9BlJWUoaIiBQZ3gQSSBUM6Hko3sBD72/1hTgL7iSWmXj27NlbLLinhxclhcXYoiSTVBrRttygCIJAoK4a27b9zA9rV5OamsqYkWOoVdoIR8Ey+BSKufTu2Ye0V6n/r26sPj4+xDyMZ8+ePcTG3qd911ps2TnIivBKSUnBZDK/FWooSCWYTW9rqfw5srKy2LlrJy9u+pRnKZ0wwpm0dCM9R+TQu08/rlxdbHU/sLjHT5n6Ke998DU+nnrqhdqwaYVXeR83a2RH5YYp1AmxIaSagvuPdLRqomTONBc+X6Rn654UXFQC2lIzfbo4kJgKOXl6Nix1pVUTi9dDkwg7tq5ypf2ADFQTJmHjZ8nAYzYYKI1/jmPjhkhVKivPL7B8d6XpWTgpbXB0kFPfx4dPvl1CgwYNKCgo4PLly8yeu5BKDcegdPTEZNRz5+EBzlycgapvDxxsFWQsWY5jowgk9vaYHsSgtLNDF/MQiVSGm7ML69asISMjAzs7O1QqFY6Ojjx++JBt27axeetWKNIw6NOZjBgx4i236r+GYcOG0axZM3bt2kWJVku3L74iIiLify/4Dv9KvLNL7/CHQ3FxMc2bNaBurSLmT7EhKyebebNH8/BhNAsXfv1Pv19ubi4mkwkvLy+r4x999ClNm+yhUgU5PTs6kPrKyNiZuTj6OhDWKo2WTT2IfaylWvUwGkc2R9AmvFV37ZpmDAYDxRoJ0TFlhNW04czlEtTFZk5fKKF1UyXtWigxmUS8PKxD9gN8ZZSWmbn3UMfzRD1VK1mykRqNIms2a/hk+ocMHjyYgoICnj59ilQqpXOn1uTlmwj0lxN93Jdt+4qZMCOeZV+48yRBYN73aqQ2Uk6OPkb1PtVZvS6BDi3tuHvcj4HjMynxbFBOsAFIpDJcvWuTHZNF2Kg6NJ3XjEszDiO3ceL+ymiafdnSkkjBZObu8jvYeztStVdVMu9k8ir2DK4+tbC1d6VyvT7cObGQinX7kfnsGIP7d+P2nXskJsbj6GBHqVZLTk4OHh4eZGRk0LxFK7yrtKNx+DhMhjJSH59EnZfKs3sbEQBBKiC1lVKY9Yxd+wvRihq0Wg3VAtJ5f7wTGo0DUX1zyMzS4eBgw4oVK5g3bx4TJ01m9+7dCIIEd3cPVq74/i2R8nf4h/HO7vwfUVpaytiJY9m/fz+2Drao89UENauAcw0Xjv1wnC8Wf8mNy9fLIzz+GRg/bjxdu3Tl8OHDCIJA9zXd8fPzY+jQoXy1eBGbP9uEa3U3Wn4ThUeIJ+q0Il4cfU7HDV1w/CWsM2JWYy6OOcvGtRuxtbVlyIQh1J/WsHxeXeu9UHLjcqgfUZ/AyCBex2WiLdTi7OGMvkRP0sIktOPq4RHqgSpQhVymQNAKOLo7oFYXg0nEI9QTiVzCo80PCRkahkQmISvmNc/3P6PD+i4UJRcS93MsZbllmI3QIqIp+/YfIqB6W9x8LessW3tXqtYdwt2TC5BJpYwbPY4nT+I5f+E8YS0nY6t0Ie3JKTwC6lj1kZtvCM/vbsdLYSGI3PzCSH18iuy0e2gK09EWZeLhXwd9mZpqDYcgkcgsoabRuynMjn+rz6W2nty7d58f1vzEw4cPAPDx8WP3ru1ERkbSoUMH7ty+yarVa0hOTsE2IIir1zPw86+ARCJiMpkJrt4EN98QSjU5JMUcJDv5OiuWfcejR4+4e+c6L255l2cKHTXIkRXrCxjc+816SCIR+HCMM+OmZaOwSyYzM5P64bXo00XG1EXBSAAAIABJREFUsnm+JKUZmLs4l50H1Tx+puNVlozpn37x1rNs2rCKlpFSdh1SYzAKvHoQbLVmnTPFjUYdX1K1ohNz5syhT58+ZGdnM27sUD55347Vm43MWpTL9IkuCAIsWVNMWoYtPXr0KL9HTnYGNeq9vSHi7ysjPdPI0TMaJozww8ZGwogBTny1vIC7MWU0qGMhpEVRZP0OPR0793urjhs3bnAv+ipfzHTjq2UFdGpjT1QzO0wmWLK2AL3RmVatWhEVFcWoUe9z+/Zt3N3dCQ8P/4/cpPl34n8l2QRBOIvFcNgIgvCX+ccDgfv/iob9tyMiIoIOndtz4fhFPEoCEBDIsX9JyzbNadLkjWeQXC7/TZfcP2HU2JF8fG8K7iU+yH4h7LKEl6hcVYSHh6PT6fhu8VJCacgT7lNCMXaiAwZ0PFfEIBpFAvNq4CJ4YMLIc2LRokEpWAZjpeiIHp3VPc2imeKSol/NSDJt5lSmT/4UZYkDJky/mvihTGcR/tyxYwceZr9ygg0sBJ6b4MnBgwcZOXLk39Gr/3wolUqGDx8ODH/r3I8/ruGzmVPx9rGh+Oo1VFEWclQURbSXr9GrV8+/WndCQgI1qjiUE2x/QlQzO+49rsT69T//ZtkpU6YjkUj4cuHnfDXL2WqgdLCX0CLSjlvRZaS8MuL9S7a55BQznbv2Ytq0WSxfvoyLF45z474RP/9KFKkv0iTC2kOyUbgtWq0ZD+83CzfHRg15deESBafPogwJ4fWqNdhVrYIyLARMJorOXUBpUnPjmBfFGpHPF19izJgnpGfkYDKZMRqNBIZ0RenoCYBUpiC4dk/unv4C0SxizMlF6qyi5N59ImrXYcHWn2nVqhXx8fFotVpWrlnDwKFDULq7o83NY+KECXyzaBEKhYKRI0f+w99LcHAwM2fO/IfqeId/HO/s0jv8kbFx40aqVChi8/I3m0Stm9pRo9kKJk36+C0y7O9FcnIyOp0OmUzG2PeHcO/+QySCQPXqVVj748/lOjm1a9emW88BjP/8AAPHZWHnIKNKz+r417JFiBYZNW4WFStWJCwsjGPHjjF/9o/Mny6WJ/sxm0XOXhH5anEDfHwWE9V3LAo5VKukwEUl4eKNUqaMc0ZEQKkUOHBCYxUWun2/mqhm9rRrqaRVr1eMGeKEl4eM9duLyMq1pV8/y4LBxcWFyMhIAObM/YL67T+nTxd7RGDngQKkMhlfLteSWyYS8l4Yvg39yI7NJnbTQ0xI6TQoA5WjQH6hGTuXnLf6S6/Pw8bFMp/xCPPEoNWhcPYkMzqTvZ124l7Lg7yneSicFHTZ2g25vZxag0OJWXeflNMHqd5g1C/eHUHotAU4eIRw4eJl0jPz8Ahug1Ruy4at+1mzdh0tW7ZApXLAyaMmXhUsmzQSG3u8gxuRkx5NcIeKNJzaGKmNlJeXU7k29wq5pYU4+DtiX1FJwxpqXufAN2vM+NYYSkhNbwpeP2XV6jXcux/Ds6R8QltNRaawpyjnBUOGDufc2VPvNoT+CXhnd/5xTPhgAjdf3qbbgZ5cmHqO+sMiqNrTEpYtDhK5980d5i+cz4plK/7uuhMSEoiNjaVq1aqEhoZanfP392fixIlWxwICAliz6gf69e5Lr369ePbjYxJs43kZnYZXuDe2zrYkHHmOaDLj3zQQ17puHDt2jD379+La0O0tAsKjnicKV8vGrUstNzrN7IaNkw2FyYVcnXqR0jMabmx5hp29HSajkVofh1OpU2USjycQ9/Mj/JoE0Pq7Nlybd4WnOx8jVciwlyuRiFJEo5nEI0mYCh3xr9ABs9nA7ejryKRmfKpbryVkCjuUDm7s3bWZDh06cOjQIaIfxmOrtNgbucKBMm0BchuH8jK6MjVSmZxXzy+Rlx6LyajDMyictKfn0JcWUr/DZzy8sIxazcYi+UVLTZBIqRDamXunY9EW56B0tHhIiaKITp3Ctu13cPZrQIPO8xEECVkpt2nRsjXxz55QsWJFqlevzqqVy/nss8/5fsUagkI641PDmRf39+ITGI5noEWf28HZj+qNhvHw/Hf07duH48ePExnhUE6wAUilAoIA5r/waTAYRV7nmPD2VTB3zix6dZKx+mvL+iInz4imRKRVUzucnaTce1RGWlqiVV9u2rSR+w8e4uOuJLSGDbfv66zuC5Z76vVmXiSrCfL/mZHvbSI7V8uGZa50b+/IwF4OTJmXg1etJEQEevboxIWLa7GxsUGv1zN9+kccOHicF88kjBzoVG5fs3ONXLyuJSFJT/cODoRUt3xbeQUC9cIb0XVoLKMGKgn0F9h71ITeHMT7779v1bYFC+awYd0yCotKGNAjiJpVFYybloUgCGhKzJTpRK5eu1CegMHFxYUO/8PeeQZGVW1/+zlTM8lMeu/UhCRAgNCRJtKRrhRpgoIiKiggKHhFkCLiVVSKUlWq9N5DgNB7QkIIpPeeSWYm0877YbyJudjweovvP8+3nDl7nz1nTvY6e+211q9371p9iKLIw4cPEUWRhg0b1jnenoDfE8n2jzoEXYALPzluBXKBnY+1qONP4fut37F9+3Y2rd+MKIrMHj+NkSNH/uYDbjab+frrr9m0bjNWq5VRY0fSa1BP9u3ehxtemGRVGOQ6Tu4/gSAIrPzsC3z0wXgIfjQVZSRxlziuIGIlwCOAoJzGuAi2yVMqyAgRI7nAYSpFLQ6CBhUOJBOHi+iBQlAiiiIpJCCTKLh9+/ZjTsDx48eTlZnN0iVLUVYpybQ8JJia2idZkhSe7marK6vVahGMj5cOlFhkjxUR/jP4qdz1k1BZWcnNmzdxdXUlLCyM9PR05s55m8tHbEIBnYacpjztARa/BgiPUnATBJbs+nWlr/r165P4oAJthSMadc09uHzdRKOQX8+RFwSBGTNmUlRUSHzi1499x8RkI1IJBPnJCGko58DxCr7YoCf67Azq1avH3//+GVbrp/Tp3RWJ5TYNg2Wcu6Snz9MO1f3EXjWgVktrWTSpgz2OT3Wk4up1yk7aaiCUbt9G5W4JxioLjo4Sbhz1wdNdypxFRcRcLEeQK2jS7iVUGg9unvwElbp2ypFUpkQqt6do125cB/RD4eNNZVw8187FEhAQgEQioUmTJsyYOZP9Vy7jMXcWUnt77MvK+WbTd/j7+fHGtNqh7HX85amzS3X8ZTl/7ihD+/2TUp27jLYtHbly5QoDBgz4Q/0mJSUxdswwUlMfoVRIKCnVM2+GC4c2+iORwKYdefTu1ZWExJTqyPc1q9bQo89D0lzScW/tQXlSJYbMIs6eOkvDhjWF9vv06cOSxUGMnZbOW1PsEUX4+Csdasf69OzZk/HjnkcmhdXLPBnUR43FAkUlFjr2z+DsRT1SuYSJ0wtISLLQOlLO0TM6vv+hnHP7A2jSWEHzMCUjp+SQV2ihUi8ikZgZMORZ1n65hsDAGsGl11+fTvv2nfjyyy+RyWQcPjIeg8FA34F9carvjC6/kph3o3ELdeOZz3tz+MX9vDROw4sjnfjwk2IOnnxIUXYcrj7hAJTkJlBW+IDgHkMofVTCzdU3kdup8QhoSVbyaVq+1oy4jfEYtUae3TYYuUPNpmDYyAjubtiCKIqIVjMVJenUa9qfypJ0ElLu0aLnHKQyBXHn1iBT2BMYMZD72ZVkRx/B3tmWPiSKVpJv/EBJ7j1cvMIouFrC/hH7eebLHgR2DSawezrld9XYm0LJfRDDV5crkcsqadx+OqofF7WeQVEYDeXExJwmqs98pDJbRKCzZyP09Trz8fIV7Nyx7Q89U38GBQUFbN26lby8fLp160r37t0fU9X7i1Bnd/4FysvL2bF9B/13DUIUoTipiJ5f9qn+XBAEGg5vzK45u3/VySaKIlVVVSiVSpu4iMHAs0OeJebCOUw6I6Io4uXnRfTxaEJCQn5zXN26dSM7PZsTJ05QVVVFSUkJ8z6Zz97hu/Bt54dEKuHGV9dQu2r4rvABIWOa8OjoQ0SriCD5SZ3Eq9konexIPZnCsIPPI3eQU/KgGKlSStNXI7my5CKN+jXGKcQZxUUlN1dfxyvSi3q9G5BzLYfdg3dSr1s91GoNVTIDq1euZtiwYezYuYMXJ76IRKYhrNMUKorSkCvtadzuJW6dXIZD0UMc3WtS+owGLVazjnbt2gG2NaG+ooj7V75H4xqIZ1ArUu8cILT9eOQKe8wmA1n3DthqQ1YU4BnQEqXKkdyUi5irtMjkKhR2GizmKuSK2oETcoU9otVKxr1DBDTpgyCRkJ9yAYmlAlFiT2CTZ6rP9anfgZLcRCZPnsKJEzYfdUlJCStWrKBp97dQqmw2SZBIcXRvUOs6CjtHHJ3dycjIoGHDhly/rcNqVVc7pHy9ZdirJHy1sZTXJ9mciSaTyAfLS5A7tqDC6sjGTVv4aontGqVlFibPzOfULn8iI2zOq4/eNdOm9+f07j2Atm3bkpaWxttvTePa8QBCGtrm1KeHZvLJqhL+NrMm0nL867m0bmHHgW/9UChsKaSvzi5gx74K3Jxl3Lxr4LUXnXn3DReGvmRix86D1W1nzXqT+3E7iI/xZcyruQwYk82k0U4UlVhY9PdSBEHCwD5qFr5ju178/Sq+/cHAhdiNWK1W1q9fy5WEHMa/1Ifnn3++VnZOSkoKn3/2CXFnvRgywcSVmwYG9FSTdDGYxAdGsnLMjH9TR3h4+C/+b9y5c4fx454jLy8LiSDg7OLBho3biYr6r2Xr/6X4TSebKIofAAiCkCCK4o5//5Dq+AcSiYSRI0cycuTI391GFEWGDBzC1eibeOkCEZCy7P4KXAIcGTx8ECIiPXv2ZOjQodV1D/Jz81GKKhDAVfCireiJGRMPHG+icXRCmqWuFRwvESSoRDVV6HFAgxw5dqiI5ShOois6KpCjxFPmS2pq6mNjFASB9+a9y4y3phMdHc2Y0WMxV1Wh0juiV5VToSrl8y9/AKBfv36s/nwtlsqQ6rRZo1hFgZD9mLf9j2I0GlmwYB5r16ymqFhL1y5tWLJ0Ja1bt/7txvwYsTZ3Jo3qqcjOrSIgsAE9ew1icF8H6gfZXsiTz/uxfV8ZqzadpXHkQDZt2oRCofjVfn19fRk4aCCjXz3BZws1BPjK2HmggpXr9cScm1V9ntVq5eTJkxw7dhhRFFGrnfDy8mLQoEH06tWPPn2W07Obij7d7TEaRRZ/XkxahpkKnRP5BWW4NckgKNCPKa9M4vVpE8nKzKBR46b06t2f/Nw4Lh9248BxBa/MymfNck+6tFdx8bqByW/nI1dIqLx+01YTDbBUVKC9eBm354fhENaEip1bmd8vjX5Pq3lvcSGd2tkT6C9nwhu5lGutONgr8I8cVb1YcPJoQGHWHTSuNYuqyrJczHotXlNfwq6BzWGrDAygVCrj/Q8XsPXb77BYLKxduxaXN19D+mP0pMzJEdWAvqz4/LM6J9v/Z9TZpTr+ynh5B/Aw5XqtY6Io8ijNUF1L8kkxmUz06d2NNydZmDLOhz2HK1i5zsRbr9REgU8c5ciJs6Vs2bKFV155BQC1Wk3s2VhOnDjB9evXCe4dzODBgx+r7SqVSjly9CyLF3/IqKlbEASBocMmsm7OPAC279hLaEMZe08aGPN6PhazSMcOaoYNcGDtNh0NR0SizShnxdo0GtQLRGXvi95wjUlv5dEiQsnBE5UUl1ppODqS8NFNbZtBW+7RuXtnku4lVdvLxcuW8OHCBahd5JTllLP5+w2IEinNJkYS8YItesVisnBy2jHSY9IwV1mYM80VdzcZoY0USCQQfXE7j24rkEjkmIwVtJjanKxLWVz+6DJege0JatKWwqw7YIG869m4h7mjK6zAUlVbfc1SZUYilVJW+JDk6zsRrRbizq/FYtTh5hmAVK4k+cYPVOnLkNtpEBHxCm6Lq3cY148vxWiooDgnDn1FAa16za12jmUln+Xcexfou6EPro3d0D+Q4BnYCpnCgQdXt1Bl0BN3bg0+DTrg17grgiBB6eCG3M6xuo9/YO/ow8OH/70Aq5iYGPoPGIiTZwiCXMOabzYT1bIpB/bvRS6X/3YH/0PU2Z1/jeLiYpQOSuyc7DBVmkC0qf1KZDUOV3OVBcWvPBdr1q7hg0UfkJ9TgJevJ++/+z5x8XHEXIghdEQYYaNsG9AJW+Jp07ENeZl5v6vGm0qlqk6rTktLY+rrU+mzvj8uDW11xLTZWg6M3ot/S38ixjUj62ImsQvP03xSJFI7GQnb4imMK8CkN6FwUFCcUMSlJReQyCWY9WYUGgUWiwWjyYRoFenwbifubr7Dra9v0un9znR6vzOxC8/hX+7H2JfGMnjwYBwcbJvaI0eM5PSpM+w+fIFbp5fh1sSdqgID+ltVaFz9yU+5gExuj5tfMwyVRWQnHmbKlMk4Oztz8uRJxk+YiKtfCxycfCjOuUdlaTYOLv5cO7IQV3c/SotzsFpFECQIgoTU+EOEth1LWMeXiDu3mvLCVOIvfIOISG7KZQJCn66+b3mpV7Gz1zB6eE+2bduC2Wxm6NAhyKTN2XXk8XlH4xrEhdga//Tt27dRaTyrHWwAKo0n5UWpaFxr6pgZDVp0FaUEBgai0WgICAzlldmPWDhbg6NGwjffl5NbIDBvWSU7DphoHibl4HE9peUWApo1w9W7CTKFIyvWnuDFUU4cPlVJp7aqagcb2Da6Jo5SsmPHFtq2bcsPP/zAsAEO1Q42gPV/9yKqZzpnL+p5prM9x87ouHPPyJndNgcb2Na4H811wzviEcfP6DCaRMxmcHOR4Old4zzU6XRs3LiRezHeeHvKOLbdj/Vby1n2RTG5hSpWrdmDs7Mzw4cNIDq2FAd7gRt3daxcuZrGjW2qq8uWrSApKYkjR46wefNmhgwZUp1qffToUQb0VOPpLuPtV114490CnB2ldGprh8UKcz7SMeOt2UiltbOl/kFlZSV9enfjw9lyxg73RhBgx/4K+vXtwf2kVJydnX+2XR01PElNNpMgCBGiKFZXBBQEIQJoKIri3j9/aHWIosi1a9eIj48nJCSEdu3a/WKUlSiKWCwWrly5woWzsUTqOiMRbP84rjovLt4/Tsn9CqRqgehT0XTt2hU/P5sQQu/+vfji2ho8Dba/BUHALJooMxYT4tWQxIRHeOBbfa0q0YCWUhzQYBKN6KUVWEUL7aw90VKCEhUOOHJbfu5XHVX29vb07duX+w8SWbduHbdv3CGyVXMmTpxYPUl06NCBAYP7c3jPEVwrfUAQKXDIZMqUKb9rh+r38PLLYzl35gC6iioUMgk3r93g6W5Pcf3mXRo1avSrbWNiYli4YBYX9rvTuIECi0Vk8WdZfPfd13RtX3Oeg72EF0c6ceeeFZ/6zX7TwfYP1qzZxLx579C691rKy/W0b9ecvftW0qRJE8AmcjBq5GDi755jxCAp2blmvvlaS8tmaua9N4vQJqE8N0DDW+8X8MpMEW2lFUeNhKDgBty9m4Rer0en0/HVV5+x5du/s2CWA34+MjbvuMismceYOsEJmUxgcF81ogjvflTE3YQqfLxlLJrjRkSokg6DfkAbHYPCRYMp5SEqiQAmm2Kt1S+Y3ceSeXW8nPBQJTfvGsjNd+DA8UqSLwXj3uQRIU41Crp+jbpyJ3olotWCu39z9NoCUuMOIcok1Q62f2DfLIJz22zOWKPRiEGvR+ZSe9KXu7tRlP94etDx48f5YMEiHjx4QHh4OB8ueJ9OnTo9dl4d//PU2aU6/nK8/PJrPNNjC890taNtS5sK9JKVZTg5+/3hHeIjR47g62Vk6ou2XfyMLDMtIh5fXDYNtZKenlrrmEQioVevXvTq1etXr6HRaPjoo2V89NGyWsctFgtms4X0fAGzyZOBe/siV8l4sP8+a7+5jmekF03H25Sky9KacfKlY/j5S2j7QTcuLYklWS9H5uuBxg+8mnvzYN99HAOdCB/flPO3z7Jv3z6GDx/OmTNnWL5yOb6RLjSQl3OuWIrM2Z6qsirCRtTsxkvlUpq/1ILz86ORq+QolbZF/NjnHGnfN4Mf1nkzbW4xCQ8tuHiFEbfhPsYKHRFPTUbjaism7RHYisTLm8mMScNqqQIBbq2+SYf5HasLXt9cdQMESLy4CTe/pvg17opoNZOZeIKSgockXNyIxWSgXrMBWM1GMhJPUl6YQv3mA9G4+PPo1m6MhjL8Q3vUco751u/EtROnqcjRkn4qA2fnrmhLMki+vo0GLYbi6huBXlvAo1u7MZsMBEf0xWzSY9KXUaUvq7Vg1RY+oG+337dh+GdjsVh4fsQoAiKG4uJty1awWntw8+oG1q9fz+TJk/8r4/oTqLM7fwB/f3/kEjlFCYW4NXHHO8qHuG/vEPmSbZPWaraSuPEeY0eP/dn269avY96SebT+oB3uYR4Uxhfw7oL3KMstxS3CneYTa8TXmk2MJPtSJrt372bUqFFPNM6jR4/SoFvDagcbgMZXQ6N+jShOLrapQ37yDLfW3ODQ+P2YDWa8vLww6U30+aY/J988Tsy8aLos7oZPlC9Wi5X7PyRwZ90tNH4aHh19yL0tcXT8oAsnXzsKgMVooSyujLnr59K1a9fHxiSRSKiseMSzW59F/WOduJQTj7i46AJvvT6D1WvWkXLnAFK5EkQzoihy5coV+vUfSMOoUbh42dZLnoGteHB9J6W5d1m8eBGffbYSqcwelcoRn4adEK1WMu+fJunKd0T1eQ83v2ZUlGTi6BZMUHgf7sWuR6/Nx9mrMeWFjyjIuMk3X69hwoQJ/P3TFdXj3blzJ99s+B5RtCIItvlXFEVK8hKpqqpRSfXx8aFKV4LVakEisa1Z/Rp2Ju78WpQqR1x9w9FrC8lOPMBLL03C0dEmarBn7zHeeus1GrT7AaPRTNOmIbi6O9Co3WSKc+I5er0Ul0aByEoyKcq8g6t3EzwCW3Ll4H4SkoxYrSD7Gd+SVGL7LcC2rlDZ1S6zGBQgZ1BfR/LLO5FV5kujcBMJyTtwcqzdWUWlFblc4LNFHjw/UIPRKLLw78Ws35qN1WpT6y4qKsJeJcXb0+aKUakkTH3RmR6d7Rkwroq+ffsCkJqWy9mzZzEYDHTp0qVWHe758+ewetXnDO7rQFm5wDvvTGfz5u3069cPBwcHSn8U1e3Xw4Hzl/UMn5RNcakVR40d781bwPTpbz9+E35k9+7dtGgqZfzzNRovzw/UsOewhW3btjFlypRfbFuHjSeJ114GFP/TseIfj9fxJ1NZWUm3zt3o1a0PC6Ytpv8zz9K+TXvKyspqnafT6Xhl8iuo7dUoFUpGPjcSxyr3agcb2CLPvPHHDntCK6OQ56mZ8caM6s+nTJmCnY+M+3Y3KRRzyBQfcdculg8+/ACL0UIRuSSJtykXS8gXs7lBDAICsZJjXFIcp1P/9vg18iFdmYgSFSJWklQ3aN6qWa36cb+Eu7s7s2fPZsv275k1a1atgqeCILBx8wY27dhA29HN6Ti2FbsO/MDHy/+cxy4rK4vt2/agy1cRaehJR+MgGmg7YqmCt9564zfbf/P1SmZNVVUXbJZKBea84YRBX8aOfVrSMkw118oxs22vjsGDf70W209RKBQsXbqCoiItBkMV587fqHVPd+3aRUryea4edWPuG658sdiTM7v9uB2vZd8mF27dvMlrEx3ZvtYbqyjSqJ6cNi2UPExOZv78OahUNmnpFZ8s5+ROd4b219CulYqvlnoypJ+aw6d01dca0k/NtROBdGqn4tXxTjz9lD37j+lwc9QwpncfnIpTiTvly4mtnhj3bkW7bjWGhylcuVrBy28VEBVpx9Y9Wr5YX0r9IDnOTlIa1negNL+mmLbS3hn/0B4UFMTx4MF+cvTxOA7qjWixYKmsrHVvTPkF+P7oKFapVDQIaYwuPqHWOZW37tC2Q/tax3bv3s2w50ZRaAwgsMV4Mstc6dPv2VoS33X8ZaizS3X85WjWrBlffrWRYZMqCe9cSGCrHKKv1GPP3mN/uN5JTk4OjerVvNJFRdpxPLoSs7lmkSCKIkfOQOvWbf/l7/BTpFIpbdpEYpTIaTWrI3bOdkiVMkKHh+PeJgCLoiZawCnICdcQV5LvJ+Pd0heNvyORL7fCrYk75pxyHn0WTWRREjnrznPyxb2oAu15+NBWJ2fthq8J7BtIwd18ispFZM72NH+5BRKZpFbaFoBUIcWkN4PJRLt+uQwaX8i12wa+XuHBoHE5JD60EBTeB6lMgcreD4XKqdrBBrZ3D5967VHaudKg+fNIBTvSo1PZPWgH5z+IYe/Q3WTG5GE12SIvGrYcjr3GEwcnXxq3GYMgSDHqSmna+RXc/ZrhGRRF086vUJh5C115HlX6Mqq06ei0+Uhl/yTAI0gQJFIuLo5Fnyfg5tuU7Acx+If2wN2/ORKJFAcnb0LavEBuyiWKsuIoeHSG50c8T8qNbynJu4++opCspDOU5d5i1sxfXkj9O7l58yYmi1DtYAOQSKS4+rflu+//e+mrfwJ1ducPIJPJWLZ4GbFzzvHw8ANChoSSvC+JfSN2c3XJZY6OPEh9VTBzZv983dsPlyyk1Zw2uIfZMh/cwz1o9U5rRImIW5j7Y+d7tvCunjueBJPJhNTucQ+M1E5GRZoWq9mKQq2gzVvtGHbgeZw9XXhtymu4NHTFLcQdz6aeBPeoh0+ULThBIpXQ5PlwNP6OONVzpsfnvXBr4s69LXFI5BJST6Vwaspxwuo1qU7x/GdKyosJGx1e7WADqPdMfRy87NmydRvOPs1pN3ARbfr9jRbPzGHDxi106PgUFquIs2fjWn1512uHu7sH9evVo7zCiEQmJ6LzFDz8I/EMbEnzbq8jSGRkPzxPSc49nDwaEBDaA7WzHy2eno5K40Xq3YP4upi5euUSEyZMID09nZkzZ9GjZx+mTHmFbdt2YDbqSLz0LdqSDCrLskm+sROr2YTVYnMCAoSEhNA8shkpd/ZhsdjMhpliAAAgAElEQVTWS6JoBdFKWtw+Lu2bS8btb3lt8hg+Wf5x9XdwdnZm3brvKCurRKutZOHC5SiUKiRSGe7+zfFr1AVHt3rIZHZYrbZNf6O+DLXGkc6DCnn/4zKOnNKR+KBGFLCk1ML6bUaGDRsBwLPPPsu2vXoKCs3V5+QVmDl4wsTy5ctZtWoN69evZ9Dgwaz9tqLWPZ4+v4DhA9SMGuKIVCqgUklY+I4bTmpj9VrDx8cHicQWfPBTDp/U1bLRcrmcHj160L9//1oOtvPnz/Ptpq+Ii/Zm1VJntqxy4uC3rowdO4KKigoGDhxIzCUdO/ZpieiSxrVbBob00+DhJqVly5ZMnfr6r75v5OTk0PhnhEVDGljIzs7+xXZ11PAkTjYvURRr3dUf//b5hfPr+BeYM3sOj65l0LKyKw0qm9Gisgu5d4t58/Xptc4bPuQ5Dm0+TktDV7qKgzBlSSg3lzzWn45KFNh2tf3MDdh/8ED1Z46Ojpw+e4qglj7EC1dJlyVhtVpZvGgJ2Xk5uOGNiMg9rpFOEsGEIEVG7969KCktZvfeXcRevsBz04aQ5/+Q4qAMXpo9gcPHDv0pBRIFQaBv375s/m4T6zeup1u3bv9yn/8gPj4es8lCQ0M7VIIDgiDgLLhT3xzJhbMXf7N9YWEuAX61A0KlUoEAPxVjx02kTZ98ps0t4c15JbTqmcfMWfMIDQ39hd5+GUEQkMkeDzzdv3cbk0bX7NTvPVLBiMm5iKJA31HZBPrJ+H53Oc+/nMtHc924fDSQHV/78uhqMBvWrWDTpk1cv36dBsFSfLxq9z9sgJrsPDO7DmoRRRGrVWTT9jJux1XxxbpSQjumsvY7M15eHuz64TtKSox06JdJ9AUd895wRJqbRUdXFw4ePImT9xhee1fEaIQT0TriE43kF5pZ+q4jGXe3UJBxC4OuhPy0a6QlHMX9hefwmf0GnlMm4NihHTJHRwq+34ZFZ9sBM+UXUL7/ILOn1/w/fLHiUyp/2IM2+hyGlFS0x09RdfIMyz9aXOt7vT3rHQKbDsEjIBI7B1e8glvjG9KX2e/UKPyKosiGDRto1rwlvn6BjBo15g+9rNXxb6fOLtXxl2TYsGGkpuWybecZLl2+y5noy/j7+//h/jp06MCxaB16vU21ulNbO+oFyen/QjaxV/VcvWVgzGsliBL/f4va5ODBI3AP83jM5ntGeiNT1bYt+ko9KjcVebdyadivEbe/uUlFchFPt5KQcMaP1UvcuXPMl2FPCeRGP0ShUJCfn09GZgZWq4ivn4K4eAOWKgseEZ7YezqQcuJRdf+iKPJgx11b6pnGE7O6LwkFzzB5jpWJ04sxmgREUUJuykUcnH0JjuiHxWy0Le5+gslYiV5bQPbDc9hrfDDrLTQNbkrR5SrUyqZIBQ1ewa1x8w2v9b1t6ZvOeARFIUikWK1mtMVpVOlKcfYMISPxJAAa90bYKZVkP4ipXnSCrU6cWV9F3o08/Or3QCKVodfm4+gaXGt8CpUjUqkcbfYZNm9cx7ebN7Hso/kIZdfIvP0trcMcuXwpluDg2u3+U0ilUkSrtdZ3A9siWip9kkSa/znq7M4fZNzYcWzftB3VFSUZ69IY2n8oy+d+zLRnpnJg+wGOHzr+i+mdGQ/TcQ+vXbPXPcIDi95C9qWsWs+ZKIpkx2bRvHnzJx5j//79ST+bTmVezcauocxA5vF0moU3I+bNM6SfTSPtdCpn3zhDl/adiYqKQjDb5gCVmz1O9R5PpdMEOKIv0iMIAiHDmpB9IRMPjQfxK+9QnllGYvp9PLw9mDhpInfv3gVs0aD79u0j9lIshfEFVGTXrkWtcrcnJz8br3pPkXBpM5cPvs/1Y0soKy3ExScCRGu1k+kfmI2V5BcUsHTpUiQyB9z9mlWLGYBNcMzdrynlBY8oL07D2bMmo0euVBMQ2h2vgAj69u2Dt7c3d+7coVnzFuw8dJWsck/2n7zLvgMHUTq4Y7WaeXBtGwmXNiNazTh5NKRDx8615suD+/fS0E/JtcMfcOXQB8SdW02rVi1JT32IxWIhMSGe1q2juHPnzmNziVQqRalU8tRTT1Fekk1lWU71Z1arhdyUS7j6hGE2GXh4cxdOjk6cOBnD7r2xLFn6CZ0HFTD1nRLeWVhM5NP5DBk2rjqQITw8nMlTXqdVrwLmLy1h3pISonoVMO31t2tlUi1YsJRdhxU8P7mUr78rY/LMUo5H64iKrP0cC4JA0zAFaWlpgM3p/MGCxQybVMrOA1oSHxj5dHUpS77QM/fdDx97fv6Zbds2M3mMAne3Godw25Z2RDW35/jx4zg5OTF27EQmz8xjwghHovcG8NVST1Kv1UOw3OXTTz/51f47dOjAwZNGjMaae242i+w/Lv6uAJo6QPjnB/YXTxSERGCoKIrxPzkWDuwVRfHXc+r+i0RFRYnXrl37bw/jiXFxdCFM265awRNsaZpXFSfRGXQIgkBSUhJRka1pre+B5MdwXLNo5jyHCKEF3tjy2QvIJoEbdKAXckGBQdRzU3WWCp1tsl65ciWz3p4NRgEzJuQoaE5HSijgIXFYsRJOa1zwIJm75JGJiJXmzSM5ePgAPj4+/3G1EbPZzKFDh7h8+TLBwcGMGDGiOoz4Sbh69Sod23SkizCw1nGdqOWuKpZyXfmvtl+6dAk3L33CllU1KnGP0ky06ZNPWloueXl57Nq1y1Yrb8iQ6jz6P4sJ40fQotFpXpvozOUbBgaPz2bLam+6tFdRUmrl1XfyORmjx9tTyt3owFq/0+pNpby/rJxO3fpz9tRecu/WQyar+XzZF8V8sa6UMq0VOzsJCjm4OEno0cWBR+kCAd6wYVspn37owYQRtnu/ZnM585aV0bdPX8aNn1wr/SgnJ4emEQ3Ii/Pj7b8VcuGqnuXve5CRZeK9ZRVkZplo0LARWaVFuM+egfBjYeSyMzFoj55Fbq/GUFGI1EGNqbyU4MAgWke1wtvbm86dOzNw4EBu377N4uXLSbx/n1YtWjB31qxaTk2j0YidnYp6zQZiMlbg5N4AR/f6WEwG7pxaik5n24167735rFq7CSfvSCxWEyZ9KYbSB9y6eZ3AwECOHj3KO3PeIzEhnoDAYObPm8uYMWP+1N/2r4AgCNdFUfyvVUD9X7RLf1WbU8dfn/HjRpCceJzZ01TYqwRWrtNz+54SR0cVFouFQYNHMnv23Fq74f8gLy+PS5cu4enp+aulKX6J69ev88yzPem389laNZZOzziBUwNnWk21pSzmXMvm3HvRtJ3dnqufXKbtrA5kxmaQeSSJ22cCaRBckzZZXGLBp9kjlK4OGCtNKCVqlAES9BklWMzg1T4Aj3APvFr5cHrGCXzb+uJc34XUE4+QaSsoLpYR1WtudaSYsaqSG8cW4xUYgXtgRywmPemJJ7DXeKErz8PFOxT/kO4IgoCpqpI7Z7/AXFVJVJ/3kMoU6CsKSLywGlEUMVtEQtqOQV+eR2lBMqFta8//t08uxdkrFLVrfR7e2o3CzgmzSYfFXIUgkdL0qVewU7sRd+Zj3FydKasUcfKKQFeeR1H2XRq1eo7C9CuUFjxCpnTAVKXHP6Q7fo06U5h1h+wHZ9FXFCFgZe+eH6pTi/6XsFqt1KvfEJV3J9z9bIq2FouJh1fW8fHieYwbN+4P9Vtndx7n/4LdCYkIIXByPXzb+lUfy7qUyaOvHpCVmY1/Z3+aTogE4O6GW8jSpMTfjv/ZDerfYtknH7NoySKC+gQjyAQyjqYxadwkFi1YxPr16/l+5/cIgsDYEWMZP348VqsVb38fIt9piVFr5MG++/T8qk/1PGqqNLFn6E56r+2HY6ATeTdzufz+RRo3aoyhfhX1BjTgzNsnkdvL0fhpKLpdRM+ne5Kfl0dCRgJBfeqhzdKSdiqFjvOfwr9TYHWdOAEJUkGDvZM3/o27YrWYyUg8SUVpJgDe9doTFG4bi9mkJy5mNTKlivKCVOwcXNG4BdOo1XO1vn/cuTWUFT7CxSsEURQJ7zix+jNRtHLtyEeoVEpMRj0ODmocfdvhXb9D9Tk5jy5SmHELfUU+GtcgyotSkSvssZgNeHq48bf332Pd+k3Ex8cRXK8+f5v/Lh06dCAvL4/GjRtXO1o//PB9PvnkY6Kaa0hJN+DhGcTuPUfx9fXln/n++y1MeeVVXP1aIpE7UJh+DX1lCXZqTwyVhbj5RqB28aM04wLJD+7j4uJCamoqO3bsQK/XM2DAAFq2bPlYv9evX2fnzm0IgoTnnhtBixYtan2en5/PypWfcfTIAaRS6P50H7Zt+54GAcUc216zcVZVZSUoKoOTp65WK3wDHDhwgM/+voi0tHRat27DnLkfPqaO+3O88spEGnjtZ8YUl1rH+71QTESLCcycOZOnu7cjLS2V/PgG1TXjAC5c0TNtnpJbt5N/sX9RFBkyuA/akqvMmGyHTCbw96/1WIRwjhyN/quK1/wh/qjNeRIn21xgFPA28ABohC00eocoiguf9ML/Kf6qhkdlZ0+bqh4ohJo0AotoJkZyAKPJiEQi4dChQ7w6ehqNy1vVapsq3ifXLgWZVE5VlRGL2UIz2uEsuNukeBV36TayI+s3ricmJoYBvZ9F1Nv++VzxpIxiKiijDU9zh1gM6JEiw4wJL/ypTxhlFJPMXfRU4qh25NWpr7LgwwX/UiFbURS5fPkysbGxeHt7M2jQIOzt7R87r6Kigi6dupL9KAd7rTNmhyoqFWVEx5whIuLXVTf/GZPJhKPakUjjU6iFmjom6WIyfp1dOX321K+2Lysro1PHVoQ3KmPUEDkZ2RY+/lLPq1PnEB7RDBcXF9q1a/dvm4yOHz/O1FeGE3vAnenzC4hqruT1l2omXJ3Oikd4Cg2DZdw+E1Sr7ba9WuYtKSYjT4ImyIORT1WydK4LKpWEyzcM9BuVxbRJzqRmmNi6R8u7bzqzerMBmboxKpdwijKv0rJxNse2+9Xqt98Lpbww4VNGjx5d67goijQJDWLlQivdOqpYvamMNZvLyMg24+Xlze49xwkNDaXdU0/xsEqPsmN7RImEglXfIMgVODSLwFRUTNWjVKQyBZ6BUVjMBgoybuKgdsbb04UL52Nwd388beAfnD9/ni5du+PiE4bK3o2inDjsNZ541++APieah8n3KSsrw8fXH7nKA6OhHI1rINriNARBwtjRwxkyZBDDho/Ar8kAnDwbUVGaSda9/Sz56G9M/if5bL1eT1lZGR4eHr9YXPSvzP/AYud/zi79VW1OHX9tLBYLx48fZ+vWLdxPvI5EImHAsyN4443p1QW0fw5RFJk37x0+++wzoiI15OVbkCvd2Lf/xBNHQPXo04NUYxoRk5shd1CQ9MM9Hu1JwFxlwjuqHgadgeLkIroueRrvVj6kn03j+udXsBRXYLXA/dgg/H1r3iEqdVZcQh7x/OkxXPjgAqZ0byrKMxCEQkSTGa+OgWScy6TRoBDcIzxIPvCAnCtZWI0WZHIBN//21G86qLq/nEcXKc6JJ7zjpJr7Zq7i6pGFKFUuVOlKUKicsHNwo7woBZ/67aksy8HVJxzverb0ndS4w+SnXUW0Wol8+k2kchU3TyzHL6Qr3sHtEEUrmfdPYSxNRKstw2QWCeswCY1rAKJoJffRRbKTz9Gy5ywEQULGnR2oFXqSHjxAYe9mSy0NbIXS3hlRtHL96CIcnHxx9WlGavwh3PyaUpqXRP3mg2wLxvxkcpKOcnD/Hrp06fJEv9d/gmvXrtGzZ2/snQOQKhwpy0+kV8+n2fL9t3/YJtbZncf5v2B3fvjhB15+/WVavN0Kz+Ze5N/O48bH1/nmi68JDQ1l3MRx3Lt3D4lUyvChw/h0+af/UnH2uLg4tm3fhtliZtiQYb9ZL/P06dP0G9gfdbCaytwKXBq5EjYyApPOxJ1vbuLZ3Iu2szpgMVo4NzOa5zoN55tv19F/90COv3oElbsKx0AnylJL0RXoqMiqQOWuot/Gmo2Lgrv5nJpxgiYjwkjanYjVZKWq3ISDozfNu79Z7dSzWs1cP7YEAQG5nQazyYC9xoOywhQkUhmt+7xHTnIsqfGHkUikhLYbWx2xVpQdR9LVLTi6BaN0cKMo6y4+DTriU78DVouR9HvHKclLpGHL53DyaMClA/NoN2BBrbR3i9nI5QPzCHtqComx62jS4UWc3OsjiiIF6dd5dHsP9ZsPxtmrMRUlmWQnHmTlZysYM+aF6j727t3LnFnjObnTFR8vGVaryIcryjh3vT6nz1z62d/g/v37bNi4iby8fLTlpZw4fYGA8IGoNB7VtSrT7uxg5rQXeP3113/3s6DT6UhKSsLb27uWONH9+/fp1rU9/XrI6NhawsXrVvYfM/HJii+ZMnkswwc4MG2SM9oKK3M/KsLN6yn27jv2m9crKipi7drV3Lh+nsCgRkyZMu2xGuEnT57ktVeHcfmwOxq17fmIv19F294ZdGjrzrVbWkSrFanUTF5cfaTSGifbtVsGxr0JCYnpvzoOk8nEqlWr2LljPVaLlSHDxjJ16mu/S0zk/yf+qM15Evf+MsAJm0S1A1ABrAaWPOlF6/htevfqTdyhBwRba6JwsiQpdOtSI30eFhZGUVUBFtGC9Cc12IwyPa9Om8r4CeMoKiri5YmTyci5T7ExjwpFCV4Bngx7bhhz3pnD4YNHkOmVKFERRlT1BP1QvEcC11Giwpf6JHMHKTK8CMBIFYncJJRIPPDDUKFj08rvKSwo4ut1a//Q9zWbzQwdNJRz0edxNnliVhp4Y9qbnI4+9ZhHf9HCRRTcLyHc0N42Xh1k6VIYO2ocN+5c/4Ur/DxyuZwlS5fw3qx5NDQ1Q40TheSSZfeArZ/G/GZ7Jycnzl+4zldffcGXmw/h5u5J3/7eLF7yIVGRGnJyTYiCM3v2Hv3To9jS0tKIjj6JXOFCo/YZODvChJG1o/ns7SU0aeTCg5Ry7tyrolmYzQhaLCLrvi8jtKGMHJ096rGT2LbzezZGpqJxlFFRacVihEvXDXTvpKJPdwc++qwSr3rtcfIKpzQzGmNlLm1aPD7RRoSIZGRkPHZcEASWf/IVL7w4gpmvGmkWpuCZLk5s22fm8JEYGjRoQEFBAd7uXtw8cgjrrbvIZAokDvb4zZ6BRKVCn/yQ4g3baNFtOjK5Tf3Ot8FT3I5eSYVLEDNnvcOG9d/87P2yWq08P2IUIW1ewNUnDICAsGeIO7eGlFs7+fzvywFISEhAkMhROrgS0XkKgiBBFK0kXd3K5m+/49vvtxIQ1h83P9tz6ezREGmz4bz//ge8/NJLCIKA0Whk+vS32LhxI4JUitrBgeUfL+WFF1742bHV8Yeps0t1/J8nMzOT3r26oFKUER4qIzurko6dujNz5uzf3Ph6441prF+3ikB/KXfji2nXyo5WzUsZNXIQsRdvPdE49u/aT1Sb5pyafACrRcTNVUpokAQPD3tSs6wopY40nNEI71a2rLqCyxl42ZuYMc2DrXvKWbG6hBULPKv7W7mujHodfZEpZbSYEsmRCUdp2eM90hNOUJgeS9rJVBROdqRHp5G0JxG5g4KnV/QkbvMdJAophrTakegVJRm4+dZ+n5DKlGhcgyjNT8IjIArveq0xGSpo0GIISpUTWUnR6LV51ecr7DQo7V2Qyu3IS79BYOjThD/1Mo9u7yXt7iFEUUQilePk4obJaMKzXvtqlTxBkODToCO5KZfISjqLu18zCnKS0Dl64ezVBBfvUDwDazZNBUGCndoLV7/meAVFoVS7knhpI+EdX6pW4PYMbAmIzH13PhfOn32i3+s/QVRUFOnpqezevZuCggK6dPnkD4t7/A9RZ3f+CwwbNgyZTMb7C9/n0vuxNAxtxMbVGxg40JaJcu3S73MyiqLIxYsXOXv2LJ6engwbNgwnJ6fHzouIiGBhxO/zmZrNZubMn4NPSx8UnkpKkotxqufCnfW3ECQChtIqcm/mcvFv5ym8VUDnjp3p1asXO0//QNLuRIoSCnEJcSXnajbNJ7XAtbEbGefSST7wgIpsLY6BtvF5NPXEzlnJw4PJGCtNyCQqBMGCe0BkrehjiUSGi3cTCtKu06r3XCpKMjDqywho0ovbpz+lSl+Kd/12pNzdh1ypIOHiBuRKDSCiUkpYu2YVb0yfhcLOJoigL8/j2tFFSKRyPPxboHb2w2oxIpUpkMtVGA1aVOoaJ5vRUI5MoaIk5x4ega1wcrcJlwmCgGdQFLkpl5HK7VDYOeLqE4ZMoWLuu/N44YXR1d9j3defM/cNu+pSNhKJwNw3nAiKiiMlJYV69R4vGBYSEkLXLp0ZPXo4Pp5g7xSCs2fDWufIVF4kJf1yBNc/8+mny1m48G/4eSvJzNbTq1dPvv7mO9RqNe/Mfp0Zk2XMmGJz5o59DsIalbF1yzdcunyHV6ZMpNeIuzjY2zNx0jvM+oV6gz8lKyuLTh2j6NzOwuAeUuISb9Ch/QYWLlrOhfMneZh8n2aRrZk+fTZPPzOc5t23M2qwgoIiMzv2a/n6E09GDnEkN19NZPdMnBylfLdLy7jnbOtDURRZ/lUpQ4a+8ptjkcvlvP7660/kkKyjht/tZBNF0QzMBmYLguAhiuLjkn11/Gl8+tkK2l1sT1LlTex1jhhUFWjtSjiw2qYaLooi3t7e9OzVk7P7z9NYbI4CO7JJJcucyr24+GoFyrv37nDixAkSEhIIDQ3l203fMea5sTjrvMgjAxNGQqg9QQfTmGgSERAopxQXPFHjRBK3sWAhkIZ4CbYXR3vUNNa1YMuWLSxZthg3NzcMBgM7duwg+vRZAoL80Wg0bNm8lZKSEvr068289+fh41NTvmLNmjVcPXODFrouNtEGE+SQxvAhz5GQdK/W2LZv2YG3IbjWMR8xiItJR8nLy8PLy+uJ7vUbb76Bl7cXHy1YTHxWAq1atWLz0jM/Gzb8czg5OTFnzrvMmfMu0dHRjBvzLDeOexEUIEcURVZv0jJ0SF/u3H3wk10mKyUlJWg0mt+tNPpTLl++TP9+PXh+oIx3pirZukdO9AU9B47p6NaxJvovK8dMSoae116bQZeBHzN1ohN+3jK27NaiUgko7VRYKioxl5SAmyeK4iIMCiWixcCEQUpWflSz4HEJyUCq0JATt4EFsxzRVijZvFPLB7NckfxYdNpiETly2sxnX9RWMyssLGTXrl1otVo+X7mOo0f2cCg6mVZRHbl85W0CAgKwWq10f/oZyo3ORPWZh0Qq586F1dh1b41EZXOo6W/H4R3YptrBBqDSeODs0RClgye7du36RSfbrVu3qDKKuHg3qT4mkcjwa9gZY9FlXnxxAgCpqanodeWEdepdrYokCBKCIvpy88THCBIZju4NavWtcQkgsbiYiooKNBoNr017gwNHLxDeZToKlSPa4nRemzYDLy8vnnnmmSf+vev4eersUh11wEuTRvNcPy3vzbCp4VVVqRkw9jyfffZ33n575i+2O3v2LNu2rOXCQX+aNlFiMFiZs6iIKzd0pKc/5P79+7+o4m2xWIiNjaW8vJyOHTvi7OyMvb092ZnZzH5Fw/ot5bw33Zkgfxk79mmJjk1n8eJP+WjlYryjfNEX6SiITeXBuQDUDhKe7eVAl4EZnL2YRq+u9txNtnLxtomuX3YFQO4gx2I2I5HI8AhoQWF6LFYEzFVm3CM8aDKiEx4RNnt1a+0NtI9KqCrKodTvQXWEhihaqSyrXbBZFEWq9IWoNG5oix7RqNXwWu8WZUUpKOwcuXlyOUajFtFiASQo7Z3Jun8KbVEqfo264OTekPKiNNQufpgMWkqKcpFI5ajUj0dWK+wcyU+/Rub9UyAIeLjWx6gvpygnHm1RGgWZtxCtFly8Q9EWpxHctD8AamdfRFGsdrD9A2fPRsTHHq/+W6vVsnv3boqKiujevTuRkZG/+Az8J1Cr1Ywd+/OKkX9F6uzOf49BgwYxaNCg3z7xFzCbzTw/+nliLsXg85QfVacNzHxnJocPHP5F0YHfw6ZNm0h8mIh9gBqpSYZ3Kx/KHpXQ5q122LmoSN6XxIOt9+nc7SlemPUCTZs2ZePGjWQlZJJxNx21v4aylDK6ffw03i1tayOvFt4o1ArubrxNx/mdAdt8ZTaYMZYJhLebgsYtiNS4I1SUZD42Jl1ZDjKlGkEQULsEkJn/gAfXd6BSe3D79Gc2oRdBitlsxrdBOwSpCpOhmMqiZFxdXXF21lBY+BCxIJlmXacR0saWnVKlK+HmqU9pFDWSwszbCBIpj27tJrT9BKRSORaLiUe396F08CD3USyBYT0fG5ud2g1TVU3NO41rMPfOZ3LmzBm6deuGIAiUlhbj5SElOlZHbr6F9q3sCAqQ4+6qoKSk5GedbOXl5YwePZw9653Yvq+SNd/FkZf+DhrXIALDeuHkXh9jeSqtWw/7Xb/r7t27WfXlh1w65E6DYAWVOitT51zg1VcmsPnbnRw9doZ1SwNqtXlxlIa3PzjL/gNNOBvz27W9/5mFC+czrJ+ZpfNqspIUcjMz336V+W+5MnGoHcfO7KFtmy2cib7I2LGT2LhxPT8c3MT1EwHUD7KtKb09ZUwep2bFqnJmzC/g+JlKmocr2bG/Al2VF19/O/eJx1bHk/FEieqCIEiBtkAAsF0QBHtAFEVR/+st63hSgoODSUxKYOPGjdy8dpOmkU158cUXcXFxYemSpSxb+jHl2jLU9mrMgpWb4nnMmHDDi1Z05Wx0DAkJCTRp0gSpVErv3r3p3bs3+/bt4+ShUzSvfAqpIEMqykghAXi8/oqIFQUqGtEUbyEQi2jGAQ2PSKACm8qpVbRiQIcCJY5KJ1JTUzGZTISHRaAtqcCKrZCwEjsa0wwvXDm6/gx79+zjTvzt6tS+jd9swksXVEsV1VsM5Gr2KZKTk2uFyUqlUkR+Js1ZFP9wWuaIESMYMWLEH2r7UzZuWMVbU2yGAGy7NlPGaRbL/HgAACAASURBVFi5vpBr167RunVrtm/fxrtzZ1BUVIIgkTJp0kssWrTsiVJt33zjJT5d4MCoIbadiReGOfLa3Hy+/q4UZycpzz3rQEq6ibmLdUyfPoN58xZw6uRhDp9MpkljKRNHOZKda2XNdzDxxRfZvPoLRg/TMG66AxnZZia+WcKMKbXTS11dJBSlnuLkDg+iIu1sDrVTOoa8mMPs11ywWmH5Kj2+/uF07969ut2RI0d44YXh9Opqj5uLyIpPDIwYOZ71G7bWWszExMSQm19C4w41O1l29i4IEgmiKNqOSSRYRctj90MULSAISH6ljpAgCI8VtgYQEfHz9UUQBObNf5+VX6wGUUQqrx2lJ5PZIYpWHDSeaIvTcPMNr/6ssiwHjaMjDg4OaLVavvvuO5p2exu50pampXENxLPh03y0eFmdk+1Pps4u1fF/mcLCQmIvXmbX6praL0qlhPfetGfGgq9/1cm2etUK3n/bmaZNbBEIdnYSls5zJ6hVCq4uasrLf74maXx8PH0H9sMkN6FyVpGXkMuSRUt4bepr2KuUfPJVKVeOBVTXV+vW0R6dXuTwof1MGTOZ5aOWIypEXnxWhdrBZrN3H6mkoAyKRCUr1legcFTSa9UA1L62urQJ2xNx9mpEdvIFsh4eI+iZIBoPC/1/7J11gFTl+sc/Z3pmu7uJDWpZulsEaWnEBMECjAsGXAQVFJUQAQOREgRBQLq7duletrtzaqfO74/BXUcQ+97fvZfPX7tn3vecd87MnOecJ74P5moTF784z+0tt/Bp5EvxlSJKrhaDAIHtgrh9bjVyuSs2i4jJUIEoinj4NcTDPwbRZiHn9gFkLjZsNXKwKEg5v5GwuN5IJHLyU49RWXQbkBAc3ZWS7Et4+DUkNK43EokUfVUhV44u5UbiV9hqzEjlKgzVRXj4xxAXM47c5EMUZibiF966TpupRkd1eTbx3V9GplBz7cSXlGRdxGqzYKmpxjOwEfHdX0YilZOXcoxKyS0qCm/g7B6IVKZEKpWjry5C41IXANOW5xAWFg7AqVOn6NPnEZw9w5DIXXh79lz69+vDyq+/+p/S0Pm7eWB3/jNZtWoVZ28n8tDavkgV9ueNrMMZDBs9jIzbGb/pN1JVVcVnn3/GnoN7CPALYHD/wUx6ZRLBPUMJ7hBC+e0yco5mEdg6iP0v7kE0iyhVSpz8nDh0/RBr+q1BtIqovFWINhG1j4Zm4+I58/4p/OL9HY4V3iOCfS/VlRdm7EtHkAj4xnuRnbKbGM/xBNXvxLk9cyjOvoB3cFNEUSQ/5Ti6ynwkUhna8hz01UUUZ18gvscrKDXuWK1mUs5tRCpTEBr7EAFRdUL2BelnGD5yDIFR7QkP9Kcs/zrn931AcP2uCBKBvJTjhMb0oqIomcxru4iKf5SirHMk7piFTKHCaq6x70giJaJJfwozzhJYr2Nt0NpiNlJecJOQ6O61xzRUFyJI5AwZOpo2rRPYumUzCS07MXTcFyhVzqhcvCkrSOfhbipKyvhFaaDt27fTvpWG7ftr2LhLQ6MOj6N28aUs/xo3T6/E078BzvIahg0bds/5P2fpknm8M01Ta8ucNBIWznYlotV2e6KEs5rScivubnXPrqVlVpydVb9J11Sr1bJ161bKysro1q0bcXFx7Nu7iy1f1SVLiKLI9zu1rF3qT98e9meKjm3UeHuVM/axIVy+Ym8QkXhqU62D7UdaNlPRKC6IouJCtu4pYfchAwYjTJz4yD21WR/w1/KbnWyCIEQB27F3z5EB3wK9gEeBBzVQfwPu7u5MnjzZYdt7777Hgjmf0EDXHCdcuVR9En8CCBYiHcZ5Sf1ISkqqzWb7kfXffIunNhCpYP/og4ggk2TSuUmcWFcumkUKSlSI2PAjhCqxnIucwBUPvPCjiBwSxUMY0SEgwYIJoVqCu7s7jaIbYauU0JCmGDGQwU2CiMBbsEdnXCzuJFdeYMmSJcyYMQOwR8WFezj6JIIEq9XRqTLmidF88f7XuBo8ahs+5ErSaNq0GT4+Pnft419JRXkpvj6OOiOCIODrJaeyspIDBw7wysvjWPupOx1aB5OTZ2Hcq6t47bUaFixYctf+iouLWbVqFTk56bRu3YHBgwdjMBi4cuUmDSL9ePzFAlLSzcQ1VDCknzPffl/Nmk1SVm+qwc/Ph1f+MYfHHnsMQRDYf+A406ZN4Ztv1rN5RxmP9O3B4SOLWb36ax7t68LSOXaHZ5sEeOWfxRiNjo7MAT0VfPO9trZjjlQqsH1NIK/NKmbA40WEhITy6NDxvPzyq7XfI4PBwNixw9n6tQftWtqzz95+zUrbR1bz8MP96dmzJ6IokpiYyDfffINM5Q6IVBSnYjJUIRVlGHZ8T+n6Dbj6uyNpkkBh5hkCItqiUNkdjNryHKpK0lGpXRg6dOgvfjZNmzZFo5ZTlne1ttTTZjVTnn2Kqe+8QXZ2Nh9/PJ+4zi+TenETBemnCG5Q18k2P+0Unv6x+IQ2J+3S90jlSty8o9BV5nHrzGo6d2iJIAgUFhaiVDnVOth+xMktkPTUxF/9Dj3gt/Nn7ZIgCL2BhYAU+FIUxbk/ez0UWAm43xkzTRTFnX/le3jAA/4MJpMJuUziIGoM4OwkYDTW3HduQUEu9SIcgzsKhUCAn5SsPMs9O/NZrVb69O9DyOgwoh6xB7+qc6uY/twMWrZoSbNmLchIPezQwABg9BAXxr2axJ69B6iqKOPQvi8pKbPb9r2Hdcz8pJpuXwzANdQNq8lK4vzTbBu1GY2vBkSoztOhlIkEOKXg28STtm/WPRT2aPQQ3/VdT0VaBZUZFXg18iGodRCNn2iKzWKj6FIhBefzubm2FKsFcjK3kHZlI1aLGZ9GvsT2iyZ5bTH1mz3GtWPLOLf7PURE5AoVCNC400QkUjkFqacIi+uNILHbeI2rHyHRPcjPPYAFBVKpAplcTY2+jKvHv6BJp+e4cmwJ1099gX+4vdFCTvIhAiLbotTYy4uimg3ixqmvqdd8GKkXNlE/YXit/QyL643VWEJZ1ikshiJkan9UameSz66hQasxaFx8qS7LIu/mTpZ/8SlWq5UhQ4bhH92/NggU2PAhdu/7kg0bNvwlgcQHPLA7/8l8vW4lUcPq1zrYAEI6h3F92VUuXbqEk5MTHy/8mCs3rtA0rikvT3qZevXqyg0rKipo2a4VQrBAYPdgbuXfZtSTo2gwJJpmz9qrX4LaBuPZwIvE+afxreeHrdRK0JAQGjwazYUl53DVu9F1Xg9Ubipqqmo4+uYhym6VYbPYqKmsQeVeF+CtzqnCrDNxYtYxtAXVlFwrodXLrYnqW5+tw7ZRWZyKu289whv3I/XCJlIvbEYUrUgkckTBjNVi4dqJzxBF8PSPRXbnvlQqlRPVbCBnd87GI6AuYAz2EvTUC5sIatgTQRDwDmpC9g0PBEMK7dq1YUeOHKupkvzU49RPGI6bTxQe/g25cmQJUrmKoPqdEW1Wsm8doKIoGalMwfUTy/GPbIvVYqIw9TAyqQSLyQiAvqqQ5KRvCY7uTkBUey6cW8XSpUs5fPQkHiFdCWpgz2wLjDWw4/AnPPnY0F+sADIajSgUNpasqCSm09RaHTafkHjMNVpE7Q1OnzqBWq2+5/yfU1BQQFSYo410c5Xi7qqgtLSUsY8/wRtz1rJmsQdyuYDZLPL6e9W/KXP39OnTDBjQm5bNlAT5i8x57w0GDR6BRqOiqNRE7J1xWp3I7TQzD3dz1Cgf1t+Ft+akU11dTfPmzcnKNXPxqpGKKhtHThrw8pCw54gNiVRGl7YiS+ZGolRKKC2z8shj6/jsszgmTnzuN52HB/wxfk9Y6xNgPeAJmO9sOwx0/IvX9ICfcfLkSfr3HUBsgzhmz5xNkC4KZ8ENQRBwxYNqKhzGi6KITqgiLCzsrn3JZTIQ6pwnMkFOS7pSQh5n2E+KeJUk8TAV7gWMeXo0Upk9a+wqZ4kgGlc8ERAIIAw9WprRgQ5CH9rTBw98GNh/ILpKA0Z0ZHIbOXJa0JV0bmAR69pIu9f4cvTgsdr/R40dSaE6y6E9czF5eHi53VWuMnXqVCLjQ0lSHOCmeIGz4kEypDd5bdqrf/pc/1l69BrIqo1mh/eRnGri6i0drVu3Zv7H7/DOVCc6tlEjCAIhQXJWfeLGypVfU13t2Jo7MTGR2NgoLpx+h0DXb/lo7lPExUZgMBgwW6w8PCqPJrEKPpjhTViwnMeeK0CtEvDx9SY1LZ+Tpy4zduzY2ht2V1dXlixZTkWFDqPRxKbNu4iKiuL0yYMMecTR4Iwc5MqMD0qw2ezvQxRFTGYrWp2Vqmpr7TaNRkLXDhri45tz4eJt3nxzuoPxOnjwII2jVbUONgB3NykTHlPw7berqKiooG27jvTuM4CdB85Rkp/CuV1vU5O7BlfLNmzaC2z60pea7Hps/8wZ52vHEC1GLh/8mNtJ67hx+muuHluKk7MbHhoDH3zwy5IoEomE7zZ+S8Gt7WRcXEfWtR3cPL6Idq2bMnbsWA4ePIhXQDQKlTPhjfqSn3KC5MR1FKSd4ubpVeSnHiesUR+8Ahvh5BbIrTNrOPn9VG6e+hqf0AQSz1/nyy+XExoaimgzo68qdDh+ZdEtWrVq+Qure8Af5A/bpTuZCJ8CDwOxwEhBEGJ/Nuwt7GLW8cAI4G5P+AMe8G8kICCAsLBQvt2qrd0miiJLvjbwSL8h950bE9Ocdd9rHbalZZq5lWpm/vxP7/kgc+LECSxKa62DDcAlyJWoR+vx+VdfMG78RHILrJjNjkGalAwzao0Lp0+fZvsP36FWwfa9OvYe1rFopZaGTybU6g5JFVJaTmmDVCklengc+mIDconImV3BxMWpCOnqWCYkU8nwbeaHZ0MvhmwbTnV2FREP2Uv6JTIJJq2J5E03Ufk5o/ZWU6PV0fqNlgz6fjBt3mjNtZU38Atuj1yhQa5yIqhLMO6RniAFiVSBxsUPc40Wpcat1sFWiyBgqqjBL6wVMW2fJDSuN1azEalUTlH2ORq2HIVBn0u54QCpl7YQGvMQobG9a6crVG5YTHoM1UW4+UTdlf2gdA1hxMgRzJj6LIN7RfPJgrm8NmUC6UlfkbhjBtmX1zFy+GB69uxJUlISZpvEIctaKlPgEdyaFSvX3Pe78IDfxQO78x9KcvKtexXuYLOJXLlyhZZtW3LWlIh6oDOn9Gdo0aYF58+frx33yeJPkIRLaftOB8K6hhMzKg6pWkpEb0cJkYDWgRhKDGgzqjHaaqg3sAFn3j/JzY3Xaf1qW1Rudkea0lVJq1fbkrItmfCekZz98BRmvf0rpSvUcm5xEo3GNsGnsQ/Rj8YSP6E5hecLkMgkBHcKQltu1z/WVeYhUzrTtNtk/CJao/SR4h7mjVdwDLHtniG23dNYLTXcOPlVbUWHVK5GIpFh1BZjtZopSD/NzTOruX1uA1KZwuFa5BPagurqar5Zu4ZrVy8zoGdTjLpSXL3t1+Ky/BuIoo3Ydk/h7lsfD/9oGnV4Fm15NiExvfAMiKUg7RQZl7fy3uw3WbjwI/Kvb+Dklte5euwzvIObElivExKJDK/Q9iz77EtSU9MIqt+5dh0yuZrQ2N5cvHQVsNu5/Px8ysvLa9fZu3dv9h6qRqHU1DrYfsTVOxKpRPq7kjHate/C5h2OyannLhmxWOWEh4cze/ZczCQQ2bqAR5+ppl6bArSmprz33of33a/VamXkiEEsmaNmeH+B8goDnVrDju3ryMgs4PV3SmqftRRyEATIL3RMOEnNMKNWScnIyEClUvHhR4vo/mg+414uwmwROX7WyOHjlVy8dJVnRqnQ6uw22ctTyruva1j+5aLffB4e8Mf4PeWirYD+oijaBMHupRFFsUIQhD/euuUBv8qWLVt4fPTjBBrq4SL6EYDINZJIEDvhLLgRSASn2YtSVCFBghwFRqken0BvOna8294/9sRj7Ng6Cn9dKHLBfgNtRI+AQDjRVFBCjVLHmaNnaNiwIWtXfUMGt7BiJo3r+BGCBmcyuUUDmuBy5+OXCwoibbGcvX6QcBriTyhGdKRwFQM6nHClijI8sZc4VFNJoNKN6W9N58vPl6PVaVGr1VwUjuCm98WqMVEhLWb3t7vvuulUqVTENYrl6rnrSJAQTCRWs5Unxj5JbGws0dHR/Lt4+umn+WbtcvqOyWb0YBn5hTYWLTcyd+5HuLi4kJaWSnxjpcMcX28ZHm4KioqKatN3RVHkmadHsnC2EyMG2re9PMGdYeMK6NGjMxqVwBcf+TLwYXspTftWary9pLzzcRktW3aioKDAoQPOz3Ewnr6B3Ei+VZuGDDDtRQ8iW2cS1T6X7h1UnDytRSETSGiiZPi4fExmOHragLurBJlMxqLFC+55HJvNxr2y76VSu65cp87dKNUpCYjuR42+nJiQthSk7Gdw3xIOHtWyYpEf3TvaozftWqrZ8LkfIyYYOXDwFD/88AO3bt3Cy2sgrVu3pk+fPr/arax169ZkZqbz3XffUVRUROfO79GmTRsEQcDNzQ2rya4RoXb2plmPlynKTKQw8yxuGgGj0hmpTInNZqWqJJ34Hq8gV7kgCBK7fkRRBB9+vIBx457h7Zn/ZObsufjXfwiNqx8VBTcozTrJzPXH77u+B/xu/oxdagWkiKKYBiAIwnpgAHD9J2NE4MduIm6Ao6DTAx7wb0YQBJYuW8UjfXty6ISNxtEi2w+IFJV6cPjT6feda7Ga2bFPx4tvFDG0nwsZ2WbemV+Gk0b+izpelZWVqD3uzgJQeqgov1XGwIEDUarUvDarhA+me6NQCFy/VcPMeWX06DmYwYN6MHmcmuBAd1ZvrGL4uHxEpZy2/R1LV6QKKRpvDT6xPiS82ILsdRdoFK0kMljC1bQyh7GiKFKZUYnNbGXzoA0ggq5Ai3OAM9q8ak69e5zu83vhHWd/uMo4kM6Jt4+i8lRRU2EhpEFP3HyiuHlmDdVlOWiPC7h6RRIaHUdh+hmuHf+chq3HYqguxqgrReXkVXvsvNtH8A6OJ7xRHwCc3AJwdg/m/N73qSxOQSZX4x3rS8KkeHaM3YnNanKwv8XZ53HzqYfaxZeC9FN10gh30Jal06TxQ4z/WefqkJBgXnhxEhq3YH7Yc5I1a0OZ/tYbtSVZP0UQpFgtd8ssPOAP88Du/AeSkZFBRUkFN9ZfI7hDCFK5/X4x53g2NdVGli1fRqPnm1LvTgAhqE0wKj81L099mcP7DgOwY99OQoY4aiKqPNXoCrS4hdU5dUxVJiw1FkSViNxZzvVvrlKVXYVoFXEJcmxQ5hLkgrHCSItJrTj9/kk29lmH2luDvkhH4yebEjemce01Ied4Fjknsrm84hKpP6QjWtLJurkbiVyCSqHm6pGFmK1GnLxdMRZBfI+xtdcElzZjuXhgPpXFKbj7NqCq1N5pNOfWIayWGmRyFT6hCZgMlVQU3aYg/UxtV2WTsYqaGhMAwcHBLFq0gA3ffUd1WRauXuFUl2XiGRDncP2RSGV4+Eejq8ghsF5H1C6+VGTsYeLEiUgkErp26ULzFq1p3G0qkp8ELwSJFIvFjEKhviuoIZNr0Gp1nDp1iiefGkd2dhY2q5X2HTqyetUKAgMDefPNGbzx5j8xGapQqOvOtbYsg7g4x+quX+P11/9Ju7ZbMVsqeKSnkhu3Tbwz38CcuYuRyWTIZDK2bN3DtWvXuH79Om/Pib6rWd+9OHv2LC5ONazdZCK/0Mr4sW4YDDaSLlWgkNlIaOpMVOsMWjdXce2mCZVKYNzLhaz/3B9XFykFRRZenVmM0SQQEmLXhLNYrMTUd+LgJp/azPY9h3Q8+nQ+T00uoLDExsCHnfh0ji/BATJKS8vvt0T0ej2JiYm4uLgQHx//m8pfH+DI78lkq8KeulyLIAiBQOG9hz/gzyKKIpNemEw9fTOCicRN8CJKiCOcBnd01ECBEiUacknDiIF8sskT0vlkyaJ7/iB69OjBE+PGkqQ6yBXJKc6JR7jESRrTGhfcKJMVYrVa6dy2C/6+AUgkAhncwoKFRrQiWognVKiPHCVOOBqKfDIJJJxIIRaN4Iyn4Ecz2pNDGgZ0SLBra5WJRWRxiwP7D7Hkvc8JK44jXt8JtwpfLFILj7zUg1ffn0Rqeuo9hUhLS0tZtWo1TWra0UBoSqAQTogQhX9NGB/Mnfe3fBa/FbVazYGDJxk07F1+ONyclIKH2bR5H+PHTwCgefOW7DviGBW5lWJCqxMJDq7T1MnOziYnJ4dh/Z1rtwmCwJRn3cjMSEart9Kvl2M54pC+zpSWW1m58itiYyJo26YJly9f/tU1q9TuvLewnLMX7KnbBoON6fMqkAaHYOr3BJtym5CaI+GlcW5cuWHkZJKR0Y+6oE2L4szuUJrEyti2bcM9992tWzcuXDVw7pKxdptWZ+Pjzyopqvbg6pXLlJdlkpq6gyJZJjcvrcNosbBinZabKSbat3TURWvZTElObikhISFMnjyZRYsWMXPmTPr16/erDrYfcXV15amnnmLatGm0bdu29nfSu3dvjLpiSvPsUTK5QoOHX0MM1UXkFxRgqqnm3N73uXjgY2w2Cwq1GxKJtHa+2sWHnGx7O+xJk17isyULUJuvk3t5DXHhUo4fO0Js7M8D1g/4k/wZuxQE/LQNbs6dbT9lJjBGEIQcYCfw4h9e6d+IKIocPnyY119/nXnz5pGbm/vvXtID/oW0atWKy1duUb/xFJLzBzDmiQ85feYSHh4e951XVpLP7GmeODtJeP3dEjbv1LLgHR8Smrres0M0QIcOHSi4lo82ry7zWrSJ5O7Opv/D/REEgV27jrB+mwXfuDTqtc2kVe9sunQbwI4dWzj4nTevPufBiIEubF8TSJf2GkSzlfS9aQ7HqcyoQF9iwC3CHb94f7Q6e/bFuFGuZO1JIetwBqLNLgJ+fnEShjIDnjHe9P9mMA2HxnD249MYK42k7kwhondUrYMNILx7BJ4NfJCa/bCZoSAtiaTdcwCRuPbP0LDVGCxmA5VFKTTubC+nKcu/RkhML64e+4zCjLNUFCaTcnE9FrMRryBHfSCFygW1sw8Wk57M6zsQMbPjiR/wCWlB+pXtZF7bRWneNdIubSXn1kHC4nrj5hOJKNpIOb8Rk7EKi9lA1o29VBSlcfaso8xAWloaL02aQnT7iYTHjyY8fgyRCY8za/a7WM06KorrOufZbBYqcs/y2JgHpaJ/IQ/szn8gqampBMQFovJQ88PoLZz/NImjbx3ixCx7d/szx88Q0ctReieiVyQnj52s/d/LwxN9kd5hTL1+DUj8+AyGMvu9vbXGQuL800T0iqTZmwkUJhdwddVlEl5siW8zPzIOpDvMzziQjk9jX6RKKUFtgpDIJLR4qSUIENEz0uFZLnVXClXpOrK3G6nfbBRRTQfj5OFHSPtwfJp5o9aoUKm8Ucki8Aps7OD0EgQJ7n4NKc6+SF7KMW6eXklwdA+slhokUhmx7Z/BN7Q5wQ270qTL82Rc3YHFbMRiNpJ+aRsGg54ZM2YgiiI2mw2L2cztpHVUlWYgVzpjqC6665zrKguoMVSSl3yIrMsb+WzZp7W6d/Xq1SPA35/SvCu140XRRlnWKZ584nHkMqgsTv3JayIVeefo1aMrvR/uC67xNOv1Fs0eeovUPBvde/RCFEWmTn2DMaPHcDtxFbrKfGw2KyW5lylMPcxbb/56d8+fEh4ezukzF6mRPsrUOW7sO5XA6rXbeOwxx3LQuLg4hg4d+pscbABmsxmj0UJqhplDm4N5fJgrEx5358yuEMxmkcnj3Tm3N5Txj7mxZWUgk55x52RSDWHNM2jRM4vYjplUVkl45pmncHe3X4o2b1rFS+PUDtIRD3V1IjxEzsrFAaQnhqM3iEyeXsw3m3V07dbjF9e3atVKQkP8mPbqowwf2o1mTRuQnJz8u87dA35fJttm4CtBEJ4DEATBC1iAPWX6TyEIgid2TYNwIAMYJoriXS5WQRA+APpidw7uAyaJP63L+y+jtLSU4uIi6uPY7tyXYDJJxiyaSOYSMqS0pk+tPlm+NZPnnn3+rq6cYL9Imc1mrDYrJrkRrViFTCrjlvQCFosZd7xpaGmOwqpEK1ZySXoSD7ypphxP6rp2uuFJMXm4UncTX0EpkThGCRSCCrXohI5qznMUOQpEQI49I6gp7ZHeaXYQLkZjMZvw8fHhhRde+MXzkpKSgqvSHXmNYymLq8WTi+cv/vYT/DehVqt59tlnefbZZ+96beq0mXTr2g6lAvr1cuJ6solXZup4/Y3pKJV1GW5yuRyz2YrVikMm2I1kMxq1BIUcsnItRITWaQWkZprx8pCQejYEiQRWbiii90NduH4jrfYi/HPKyspYs3Ydcrkz3Yfk4OIsoVoH6vqRuIwZg6BQULFzDx3atee1WcepF6GkZ2cNT420R+wiwyR8vyKAkOY7yMrKIjTUMcLn5OTEF1+spPfIsQzqo8HD3crKb6tQeTQjMmYgxfkXUTRrgMeAR+yNCaxWir9cRUWqlfhYBcfPGh0y7M6cNxIW6kdWVhYTJj7PkcOHECQS+vcfwNIli/+UJp9KpWLXzu306z+QsqxjGIxm9FVFRDQZiG9YAsXZF8i4/AOh0Q+RcmEDlcW3cfdtUDu/NPcKckXdZzhs2LDfLK76gD/Mn7FL9wrL/dyejAS+FkXxI0EQ2gKrBUFoJP6sg4YgCOOB8cBdv4G/G6vVyrAhwziy/xhueh9sSguz/jmL9RvX07dv33/pWh7w78Pf35+pU6f9rjktWnXi2OkkVn9a1wGzotLK8HH5jK2svOccDw8P3pn1DrMmziJqaH2UnkpydmYRqA5k5MiRACQkJJCakseGDRvQ6/UMGzaMxYsXk3xtBw2i6uy2IAg8NtSVQyf1ZB3KQJAIhHUPR5tbzeWvLhI/oTkylYyiS0XUmESycsyEBsv5YYUfT712wvamVgAAIABJREFUihNvH0MqSJHIJHjH+dB8ov1eqdm45uQez2FTvw0oXZREj7g7uOHs74KrrAlxHcaRdWMf1aWZNGw1pk5ewSuCc3vmoq8qxC+8FelXtqN28aHGUEl+7j403k64xjpRnGVBX5mP50+6VttsFgzaEmyiFUEiUHFdxCewJVHNBhJYrwMFaSfJTzuBtiwLd59wu65a6glMRi0Wk55zez9AtFlQqt3xCUngu02b+eSTRbi52e3uunXr8Axq5tD8wMUzBA+/Bgzt35EvvvyKKv8YkDmjK7lJ29bNGT169O/6bjzgvvzP253/RGJjYylOLuKRTQMpv11G4fkC/JoHoHHT0D2iO5npmegKtLVl62DPiHXzqPv/yTFP8uzLEwhsHYiTnzOiTcRUZsRJ1LBzxDYUPkr0xTr84v1pP6MTp+Yex6OeJ5VZFWh8nIifmMCBKfswlOjxi/en8EIBV1dexma1sb7HWpwDnek6rwflqeVIBAk7n95O/ITmOPk5cfuH2+Qcy8LJJZiGLR+vvVa5+dbn/IH36PpxF/Y/v58WD79FWd41yvKv3XUOtOXZ6CrzMFQX4+ZTn+wb+9C4+uEf2dbheVHt7INS48Hlw59gMlTi7teQoIZdmffxp5RXVPL42McQBTneIU24fuLLO446OaW5jfAMbASIFKafRV+Zh5+nkk6tOzJp7WGaNGmCKIpcvnwZm83G6lUr6N27D/rSZASFO8byFOpFBjNlymSaNWvK8BGj8Qpujkzlib70Jh4uAjKZDHf/RngH2zVDpVIJgQ17knxyMUePHqVz586sWLGcOXPfZ8GCRZSWFNKkaXO2bd1My5a/X7IlNDSUhQv/2ortNm3aUFhsYuoLLg5OMQ93Kb27a9h7SM9zT7kTGixHFEWemyYyecob/LDtWy5duY27uxMjxrzIjBmzaudKBAm2n/V2E0URUbSXm7q5Slky15fwFum4uLhz8tQ791zbhQsXmPqPFzi02ZO4hkpEUWTZymoG9O/FtetpDxro/A5+j5NtOrAcyLrzfxHwDfDeX7COacABURTnCoIw7c7/U386QBCEdkB7oMmdTceBzth1EP4rcXFxQZBIMGFESV15hh4tUrmUJNkBJEiJMjSudbDBL3flBJj3wTw2rNhEK1MPFILS7qhTXaD/6D6sWrWahjXNUQh2R4Gz4EY9a2NuSs4j2hzvAcJoSCIHQQRfgtBTjY4qqqjAi7oyRatoRY8WAQF/QqmmEiN6QqlPOcW1DrYfcTK6k3g66b7nJTIykqqacsyiqbbkFaBKWkabJvG/8ezeG6PRSF5eHv7+/mg0ml+f8Dtp3Lgxe/cdZfas15m7+CzBwQFMnzmPUaNGOYwLCAjA39+XhV+U8+pzngDU1Nj4bFUFHu4yBj3sxPPTili7xB8PdymFxRYmvFbIa8971F6wnx7lyr6jlaxfv54JEybccz3Ll3+FXGZl4lgVU1+I4PJ1I6NfKqcwvQD92vXUZGYj9/Um8dJFYurFYDLcoO3Psss0GgnhIbBx40ZeeeWVu44xePBg2rRpw7fffsuCBQvR+LcluEEXrFYzotWKe++etcZdkEpx69uL8s9SmfaSB8/9o4jPPvSla3s1Z87XMP61Kl555V3ad+iEk18CLfrMRLRZSLxykM5du3P18sU/ZQBatWpFbk4WH374IXPnLaRln+lIZfbfg29oApVFKWirchAEKcmJ6wmJ6YmzezAVRcnkpRzF38/3V47wgL+YP2OXcrB3hvuRYO4uy3ka6A0giuIpQRBUgPed49QiiuLnwOcALVq0+JcGfjZu3Mjx/adooutgv57WgLcYxJhRj1FQlO/gvH/AA37K+PETaPDBO0x+y8KTI90oLLYwc14ZPTtreH/uDEaNGnXPjPjJL02mVYtWfLHiC8qvlfP0xCcZNWoUSqWS7Oxs+g/uz5UrV1Fo5MiQIUgE9uz6nqpqa2055Hfbq5m/rILkVBNSqRSryUZVTiWn55zAYrTQ9Jl46vVrQNbhDM5/egEf/1Y065HEE8M1KOWgrbAR36gxJaVaCkvyCO1Sp0GrLdBSnaOnaedXKcm9RNqORGJHxiGR2W2DqbqGnJNZNG4/GIlEhtVsxCuwkcN7lUjluPvWR1uejblGh6t3JB5+DXH1iiQ/7Tg+IR5kHUgnvFcYOUeO4OwZipt3FFZLDemXtiCKNuRqGUqNO6JFjqnGnvmndvYmokl/ANIvrKVT62jy8ou4kJpGfPcp9vF3YseleVcozjqHRCKje4+H0Gq19OrZA0EQQbi7G7kgVRAREUHK7VusW7eOoqJievR4na5du9631KeoqIj169dTVlZGjx49aN++/YPSoPvzP293/hMJCAhgxIgR7Ju2n0YvNKXBoIak706j4Eg+kz6ehEwmY8OCjbSZ3R65kxyT1sTlRReZMH4CFRUVPP3s0+zauQtRENkydDMBMQEYSgyE+Adz9sRZRFEkPCKc/hsG4RzoQtKiRLKPZNkbGVjh+NtH6LHgIXp/1ocb669x+oOTyI0y+j7cl+vmG0idZKTvTmXv87tQuChQqlT07NqD7Yt3IL2jLekU4IaPV4LD71MmV+HhX5/sI1k4ewYhV2jwDm5C1vU9FKSdwi+8FSJQkH4aXWU+LR+ejmizUJp3FZlcRWn+VcxGR21OURSxmg0oVK7EtR9X26jFxTOMJUve5+iRY4iiBKvJQFCDrgQ37Ep1WRYp5zeSdnmb3ekmkRIeFsqF84k4O9urcs6dO8eQR4dTVa1DkEiRClZatGjBlavXkRoLaRQTxcCBA9HpdPTp04fz587y+edfkJWdS88ekxg9ejTjn52ITO0YUBcEAY2rP1lZ9p+kRCLhzTdeZ8TwYVy/fp3o6Oi7nof/nSgUCvoPGEJW7o67XssvsLB8XSVN4pQolQLzl5WTmSNh+vTpzJo1C7PZjNlsZs6cd4iJDqOmxkS//gN56OEhLPxiOgMeckKtttu6H/bqqDGJNL8jU+TpIcXJScHWbbuJiIi469gAy5cv5fkn1MQ1tM8RBIEJj7vw+ZoyTpw4cU8pqgfcm9/sZLvTlnqUIAgvYc84yxRFsfgvWscAoMudv1did5xN/dkYEVABCuyRIDn/5aWqSqWSxx8fyw+rdhFlaIJcUGAU9aTJr9KiVQLPjH+Gj+fNR7h6Dw0O7HpYP7JmzRpmvjWTjMwMEuhS60iTCwoi9HGsXfsNSpkShcnxgcwJF7y9vdHpdOToUgjBfpFSoEKGnCJyyScTC2Y88CGL27iK7njihxkTyVxEKVEyYfKz7N+7H/EqJNAZPdVkkoxNtDk4CA3KauIad+d++Pj4MGLESHZt2Eu4PhY1ThSRQ4Eyg6mvr/tD51oURd57bxbzP/4QZycJVVoLEyc+z+zZc/9yr318fDybv9/9q+OWf7WePg93YfMOHU1iFew9rEcqhcxCKUu+MSLabITEp1EvQkFqhhk/XxkvPO2Ysda4oZXMzPRfOALs2bOX0CAJc960O/I6tXUi66yGzgNzSSoxEPDiRBT+fhjTM7i9eh3OCoFjpw080rOujFWrs3E7w8r0t9/mueeeu2fXnsDAQKZMmcKu3fvIKLujO2ezIggCgszxMiRRKLDZbBQUWXF1VTBqYhHVWgshwT68PWsher0BuVMAgfU635mhIDi2L7dPL2X//v306tXrV8/t/ZDJZHh4eODmHVnrYPsRjVsARl0pMoUG/8i2VBanUJhxBie3QLwDGjJ0SLc/dewH/D7+pF1KBOoLghAB5GIXmB71szFZQHfga0EQYrDboL/K7v0lrF31Dd66IIeAhbvghQYnjh8/Tvfu97+e/i+SmprKsWPH8PHxoVevXsjldzss/hfw9PREqVJTVW1m1IR83FylPDHCladHueAdm8OtW7dYuXI5Rw7vxsfHj/HPTqnNjmzXrh3t2rVz2F9ZWRmN4hvhFOnE4C1DUXuqqUgr582X38RDrkKjFljweQUuTgIffFrB/Nk+NItTsuewjikzSii9WoJSrkSlUHH9i6ucnnsSN28lMquARGJB6eTP0q+zkckVmM0C0hIJXiE9cbYmUnAuH5WHiswD6eiK9Lh6haF29iK4QRduJqWxZ/weooc3wFJj5dqaK4hWG7rKPFROnkikcnSVd5dY66uLcPWOIj/1OCpnb7Ku78bZPRgBgZo8C0gF6vdvQFi3cM7OW4/5vAWrxYxUJkPuIqfHoh5UZVZy9uPTmEqLKC+4iYd/NKIoUl5wA115JsuWHSYjI4Mu3XrV6gf9+ABt1JZg1FVgtYJWUh+lvwdb9l5AX3oTs9mGpX4XZHJ70Mtk1FKWd40+ffrg5+d3V2f6X2Lfvn0MHjIUD78YkGpYtPhzunftxPr1a3+zBMP/Gg/szn8un336GfM+nMeS2UupKCuna7eurDryNSEhIcyaOYu8CXlsHrQZ7ygfSlKLGTp0KDPemkHvfg9T4FTAgK1DkDvJyTqSSeK7p/n6y6959NFH7ZUYokhASACGUgN5Z/LIP5NL/28G4RLsiq5Qy8FX97Nn4k7ixjRG6apCrLCxbfs2Rj8xmrjpTchPzEPprqLN1HY4B7mQvjeNo/uPcjnxEvn5+fR95BGMpQaM6ru/CkZdCS5BoRiqMhFFG1KZkrgO40i58B0ZV3cgijYEiZSoZo9SWZLK7aT1uPnUQypTYTXXkH1zP16BcSg1HoiiSEHaSSxmI5FNB9U62ACUajfULn6UmbyoqriOTaLC1yMYQZDg6hVOfI9XMWiLST2/gcH9uvHJJ4tqHWxarZZevXrjXe8hYuKbYtAWc+Xwp9zMtuIXMxh9ZQHHT+7k0vVM3po+g21bt9ClSxfmzfvA4b22b9eGg8eWIYptKM29TFHWOSRSJfqKNFq0sGcz19TUMHLUGPbu24eHdxgVpdl06dyJDd+u+82dRf9uZs16hxYJW3h6lJGEpvbr+A97tVy5YeKlcW5MeqsYi0WkWwcNZrO19j5FJpMxcMBDKITLfLvMCY1azqcrtvDp4v3Ex3elUZf9DOit4HaaiRNntexYG4hUarcpSReNKJUuNG/e/BfXVVZaSEIDx+deQRAICpBTWlr6N52N/05+TyYbAKIolgAlf/E6/ERRzL+z/3xBEO5KB7kTzTkE5GP3IS0WRfHGX7yO/3fMXzgfbbWWTZs3oZJoqNCX42bzoOBEFa9fmo5FVYNMXYaHwafWWVVELl4+XjRoYC9lW7NmDS89O4lQfQw20iilAERwFeylnio0aPXVeLl7US1W1DYzACiVFNKxU0dmvzuL9m3ak1+ZhcrmRLlQRExcND5ePly4cBGqnKnBgAQJ10jChhUrVjQSJ4Iigpg1axaNGjXitfGvI7FIcBHccRZducE56ouNkaEgn0xK5XlMfG7ir56XZZ8vZYbfP1m6ZClV2kqaN01g1+JdxMXF/erce7FkyWI2fbuA0zu9iQyTk5NnZtTEL3nf2YXXX7+/ePTfRceOHdmydS9PPjGKGymVmExgkchxH9AXVVgoxpQUjLt2k5xqwt/fH5lMj81WV14qiiI7D8I/3rhb1+5H3NxcCPV1fMAUBIF+vTRc3euO3Meb6v37MSWepEZbjcxJxdKvKwkPkTN6iAu5+Vaee6MEddPG1BRVs3fvXgYMGPCLx3vm6Sd4+tlJeAbEIpOrcfYKo/r0WVw71D2sVR45BmiY80UAcqdI3IN1OFXe5OatW6hUKl58aRJyTcBda1a7BpOcnPynnWwALVq0oLJ4BkE2CxKJ/TIpiiJleVdROXuj1jiRc3MvQfU64hkQi74sGZmtkjde/33lWn+G9PR0SkpKaNSo0f+bm4Z/F3/ELomiaBEE4QVgDyAFvhJF8ZogCLOAJFEUtwGvAF8IgjAFe6Dnif9vEgUymQzxrmojsGFDJvvdJv6/GlEUeeG5F1n59Up8ZAHUSAygsnHg8H5iYn6fIPJ/C76+nowdbuCrhXUZ6MUlFqxW6PNwN3p1MvPua0oyc4qZ9OIokpOnM2XKvTt5f7L4E/Q6Pb3+2Qe1p/2a5B7pQfMpLbn5yVW6NHfmvYVlmExw+Psg4hvbHyyeGumG1QoLl6u4fiOzdn/79+9n0MCHeO5JNyzmW+QVWtixX4ZnaEfK8q8T3nQYgiCgcvLm4uG5lN8uwz3CHUEQqCzOuZM1J6FhwpMUZ53j/KLDyN2tNH++BfoSPefmb+TW2TVI5TJEK3j6x+IZ2AhRtJJ7+ygGbQlpl7bg4hmKTKEhrv04JFIZVquZGydXIJO6UXa7lJhhcQS3D0FXpEOQCGwdupkGA6PxauiFV0MvPOp7sn/cbkrTdlGUuhdRFJFJbEz9x2tcv36d1q1bEx4WSu6tfQQ26I5EIqO6PJuc5COINhPNe05FKlOQn3aK6vICzGYJgb4eJJ9cgltAPKJoozz3HC+/PJmoqKh7fjb3wmQyMWLkaMKbjcTNxz7PZu3BkRNfsnHjRkaMeKDjdj/+l+3OfypSqZRpU6cx7R6l9QqFglVfrWLuO3NrK4ECAgJITk7m3Pkk+m0ZVJsNG9YlHG1GNbv372Ho0KGA/T509j9n8+r0V6mx1tDh7c64BNsd505+znR8uzO7x+0gaeEZFGYlSaeTqF+/Ps4uzmgLtVz5+hKPrByAc6A9EO0V7c15axLLPl/Ggo8XMGrkaNZv3kJB2lk8/OJw96mHKNrITzuOFR1FF4sQbDYyLu8gNO4h1C6+hMY8xM0zq1DIZVitIhKpjNtJ64lt9xQunvbs37C4hzm/dy7n983DyS0Qc001MokNRBvZN/cjVznj4mFPvrTZLJgMFfiGJmDUllKSewnRasEnNAGb1UxJzkW05Tnoq/Lp2rWLQwDr+++/R+0WhE+wvalO7q2DBNbvREi0PRDo4hGCxtWfm2dWERU/hOEjRpGbk3XXfcxjjz3GB/M+ImnnbCw1erwk/pjEGmpEHVu2bCEmJoYZM2ZyKimZxt2mIpXKCbFaOHdpA1OnvcGihfP/su/TnyEiIoLPPl9JtyEjqRchxWYTKSy2Eh4q58oNE0l7QxAEgVNJBvYdr3N6nT17lps3znHjmC8ymd15tvAdBX3HVNCj5yNMnjKNQ4cO4R9hI/HiHPYcqkEmE7h6s4aZ8/TMeX/Jfe8Nu3Xvx7q1Jxg7tK4JT16BhVNJVaxs3/7vPSn/ZQj3u24LgrBVFMUBd/7ex926AT9iAlKAj0RRvKdariAI+4F7tTt8E1gpiqL7T8aWi6LooNgrCEI9YCEw/M6mfcBUURSP3uNYP9UpSMjMzPz5kP84iouLad4sAbe8AAIEu/aCKIokKy4g8bWirzDirPXEqjFRJS1l74G9tbXnkWFRKLPcSOM6TrjhhDMlFOCBD7G0oIgcpI1NPP/ic7w2+R8E6+vjjBulkgKKnLI5ffYU0dHRmM1m9uzZQ0FBAe3btycmJgaz2YyHmxdmg4l6NMEJZ/LJpoAsJAgEBAXQs3dPJk+ZRFRUFN7uPqhrXAgmEiMG0riOBRMiInExjVi55uv7etjvhb2D5Z/LNotuGMLyj6BtizpnxbVbNfQaXkVeftm/tXRCFEUyMzPp1rs3+s7t0cTV6ctUn0nE68IOlDJ/AgODkIlXmfqCGrlcYMHnejLzQzh6LPEXL6g7d+5kwriBpJ4Nq410iKJI+365pMYMgKxU6plu8snb7gQHyli9Ucv094tRaRToqs0onRSo2nXApWcvyr9axbI337rvjXlBQQGhYRGISPHwb4i+qgidtgBVgB9yXRm6CgPOznJqLM6YjFXIpFK6duvBZ8s+JTw8HIAVK1bw1qz5RDSvEx4VRRu3jn/C5u/W0qlTpz90nnNzc/n++++xWq3079+fF1+azLlLqfhEdkYiVVCceQpjRTpdu3bh4d69aNmyJV+t+JqMjCy6dO7AU089haur668f6E9SVFTEkEeHc/HiRTTO7hh1Fcz78APGjxv3tx/75wiCcE4UxRa/PvIvPeZfZpf+Dlq0aCEmJd2/5P2vZNu2bTw9ahyNdG2R3SkhKxULyPa8RX5h3gNH20/YsGEDLzz1EnG6NrXnKo90LJHV3Lx983+yRG7Jkk9ZuXw6P6zywNtLitFoY9yrldzKCKBZdD6ff1h3K5aeZaZl7yIyMwtqO2H/lC49u3Dq7GlG7HPU/6rOqeLwxAO4qZWUV1RitZqpvO1YqpKRbabjgApy8xzleEPDIjDZRESLHqnSG6kygPKiZFy9owiN7oZUpkRbkcPNpOUgCvgEJSBIZBSknUHt4kejDuMQJDIqCm+Rcukb+q7qi8bPiTMzT9K9QTfqR9Zn8dIllFVCjb4Cm9WEaLMiU2iwWkzIlM6YDOU06/4yKk3dudBXF3H16FIEhYUuc7vil+BPTYWRU++dpOhSIQO/G4LStS4Tetfw7Rz84QB6vZ6Fiz7h+++34OVfD4O2BB8vd1avWsHkKa/Yg5YSOTUGLX6+vtRYpUS1fJIrRz7F2SMY76BmGPVl5N7az/MTx6M3GJDL5YweNfKejaLux9GjRxk68inqt3GUkyjKTKK+v4Ed27f+rv39q3hgd+7mX213/pfYv38/4998lo6fdAGgMrOSqsxK9CV61BeUHNpz0GH8+vXrGTN2DEN3j0ThXCdpI9pEVrdbgcJFgUqhprK4ApvNxtuz3ubTVZ9ik4n0WzPQYV8F5/IpWV3ImuVruH37Nq/943VycguoqdEhlSqxWk0g2rCJZvylIUSYYkmWXaXcVoQglSFTqIloOgBd8TVy084jV7ujcvIgrr3j/WLOrQM0jlTSqmUC8xcswsmrIa4+0egq88m9fYR68UNw92tAxpUd1OjL8YtoQ+bVHcS2e5rkpHUIEhkGbRFObkG4eUdQXnATQ3UBarWSzZu+o3v37nz00Ucs+mIbIXH9ADi39wNi2jyOxtXPYS1nd8wiJLoHZdkn2bn9e9q2bXvXZ/LGG2/w0ZyPaU1PlII9WFMi5nOFM5SUFxMZVZ/whCdrdStFmxVddSEpp7+kurry/42tP3jwIM9PGMxHM53QqCW0a6nCZoPGXTJZPt+P2AYKBj5RzpARbzJlil2OZ9myZSQdn8nnHzo+byz4rJyM0kdZtGhp7bbU1FQ++OAdkhJPEBISxosvTbtndYNer0epVCKVSjEajXTr2hYPl2yeHK6guNTKh0uNPDP+1X9b0sm/mz9qc37t7vv0T/4+fp9xUqAZdtHPe7o5RVH8xTYWgiAUCoIQcCeLLYCf6Q7cYRBwWhRF7Z05u4A2wF1Otv+POgWpqals2bIFgEGDBhEZGfkrMxzR6/VUllfSkFa12wRBwN8URrksh1Ubl3HixAkCAwMZMWJEbVcxURRJz0pDgzMNaYafYI9GWEULSRzmmnAWrbqCHYu306lTJwKDApn7zvtkZ6fQum1r/vn2t0RHRwN2Mf6+ffuSk5NTq1f27rvvYjQYaEU3nIQ7ERvRlWJy0OCKc64Ph1ee4tt137Ji1Vf0G/AI+zceIVNMRoKECKLxIZBzikOsWbcaURQxGo2oVI66X/fjryjnzM4pIq5hsMO2mPoKioorsVqt/9YHVUEQCAwMJDMlhdAJTzu8pmkcR+aWTWiUuWzdto+1a1fzwlsrsVisDBo8ns9Xvn7ftYeHh6PSBNJxQC6L53jj4iThw6XlXL1pwrmlC//H3nmHR1Fuf/wzW7LpvfdCEgiQhNB77x2pNgQRkCKiggVBpTcRLBRBEZAiihQpAkqHhE4IJKT33tsmW+f3x+py91IEr/fqT/k+D0/C7LxlZybvmfd7zvme6us3OHLVB1sbQ9rI6y/bk56l5qu9KryWLkbyi5dKU1JKfXoGPXo8uFoNwK1bt3DxCMQ9dCBVJWk4e0WQduMbfOQlbNnmSkSYGT+eVDJ+ZhlatZTVqz/i6rUbfPnlZl58cTx+fn6MGjWK9z9YSOatH3D2aYlEIqUw9SQNgvx+t1bA5s2bmTZ9Bk6eTUAQmPPuPKZMmUxJcTFxV7YjlUl5atgQVn14xKRi3+qPVv2u8f4TDB02nNwyOU27v4lEIkNZVcjs2XNoGBr6uwnG/2f4w+zS3wEDBw7kqaeHsuPrnTjrPdDJNVRQysF9Pzwh2P4NG9dtwq3Wz0iwAXiI/lwrOMnt27dp0qTJQ1r/PTF58stkZCQT2uFzGodak5hSS9eu3bC1zmdYP9PiQgG+coIDLLl58ybt7+PRDgwIJObKRUpuF5tU88w+k4W/fwDrPl7LjBkzuHnzCulZGpPCPdduqggKNBBvVVVVzJ37Fjt3bKeurh6JVIqlSxQleVfwaq/CQlZHZcYZYrPPIJWZobD2QFuvJarHLBS/EGGeQZ25dnw5Fw/NQ25ujl6vQ5DpuLgimoo75UQ2jcTK3Jofjx4lKyMbmdwSawcfqkszsHb0JbTlM1w6PB8HjzCKMgowU1ibfFczhQ1aTT0hEaM5884BtJp69BodglSg2ctRJgSbukZNTUk1MTExlJeXc/T4GZp2fQO5wgpRFMlPPsnUaTO4GHOezMxMKioqCAsLIysri8ioluSnnMXGwYfgFqPRqJVoNUo8GnRi46aNFBYU/G79WEEQQNTfc1wURSSS+29CdTodEonkL7NJ/R/iid35hyIiIoKixEJqCmu4suoixXFFODZ0pjiuiEC/gHv2LKNHj+bjdR+Tcy6bwD53I0tzL+SgsFUQOrwRibsTOHz4MBOnTqROXUdNRQ2iIFKdW42N110HRmVGJVmZWbTv1h5bTztKCooZPvwp/Hz8sLOzo1+/fjRo0IDFi5awYtkKsmRJSHSAAL5hvXEPbIMgSCjNOMWAgQM4cuQYou5eZ7AgkeLu5kZuXj42rk3xCetHdXk2Ok09Du4NSby8AwBHjzBCWo4h+eo3eDfsjrm1E407TCTuzFrcA9ri26gnAN6h3UiPO0hdVSFDhw0nKzOdzp07s2DRcjwb9kEqlWNmbkslnYVRAAAgAElEQVRddZEJyaZR1aLV1FFWEE+9SsPoMc9w9swpfHx80Ov1xhT2XTt240uIkWADcBY8sMCKt956i9qaaszMbQyRfkk/Uph+AVGvQyLRsWPHdp555tk/5uH4D3H27FmG9pXRp5uVyfH+Pax4fno5ldV6XnhhHDNmzDR+FhgYyMb1GqO+6a84f7meH09+SV1dLUuWrMLZ2ZmgoCA2bNj8wPF//vln3pw9jVu3U7CwMGPChJdYtGg5P/18ni+++IKvvt+Dra096zZM+UOyhP5peCg7IYrikn/5/YOH/JsHDAEePU7dFAeAsb/8Pha4n/ssC+gsCIJMEAQ5hqIH/y/SRdesXkNEk0g+m7ORz+ZsJLxxBGtWr3msPhQKBTq91iQtqEIsJZFYMjLTeXX6TIKDg3n55ZdNSABBEPB090JExJW7JJJUkOFPKIKzjvPR54yb8379+nHmwmkWLJnP5YuXaNy4MYF+QWzbto3Tp0/TICCYsNDGeHv60LNbL9av3YACcyPBBpBFCva4EEVHPAQ//HUNaahszoRxE5j15iyUiiq0aKikjAwSieE41tY2tG/TgV6d++Du6s7nGz7/vZf7d6FVywgOHq81OXb451oiI0L+ZxvVO3fusGTJEpYvX05aWprJZ3K5HGs7W7Qlpvnw6vwCrKylKOvUfL1tK+PHT+BGbAq3bqezYMHi+0YbgCH676WXnqd7t1a0japDq5XSdWgeUT2ykEkFZk9zoPrrzTQMkBgJtl/Rp5sl7vY6KlavpPLEKSoPHyJ/5UeMHzsWZ2fn+473K3x9fakqzaWupgQbR1/s3UKRiPXs3+JO6yhzzM0lDOlrzer59lia6/hg8RpOXi5iy7enado0kmPHjqFSqQgPb0p+WjSxJ1cTd+ZT2jUP4KfjP/6uF/+8vDymTZ9BaLvJ+DYdhm+ToTTqMJ1Vq9aQXSLgHzkCJ+8W7NnzPcnJyY/Vt1KpJC4u7g/TMUhOTiYu7jZeob2MaayWtm44+3dg9ZpP/5Ax/ur4H9ql/xcQBIH1n6/nwqXzvLJ0MvM/nUd2btYTcdr7QKlUIv0336IgCMglZtTV1f1Js/pzIZFIWL58NcnJWSxe/h1Xrsaz+9sf8PDwIS1Ta3KuRiOSlVuHu/v9khJgxtQZCHqBU2/9TPrRVCrSyrn9dRzXN1xDU5XMkMHdsTAHMzNzRr5USGqGGoCYq3W8OreCN2a/jyiKDBrYg/L83UQfciQp2otnnlJQkhtD/20D8enii3ltDSf3eFOb0YDLP7rjbpeHjZ2zkWADkCuscPNvhVQuodn0cPps6k1gzyCqEioZ1GcIt+KS+O5wLAkZaiRSOR5B7WjUdiwt+s1BKpWTfecnACxtXJDKFRRlmUYJFWZeQmFjTm1NLo1aTcLBORxRJwG9gtiNsZQlGdZ8dY2a6EXnEQUJC5at5925H+Ds3wm5wrCpEgQB9wadiY+PJyMjAz8/PyIiIpDL5QQFBdGieXNKcm7g7NOM4uzrXD26lNK8W1SXZaFU1rNy5crffe/btGmDXqukvDDReEynVVORe5Gxz5tuQm/evEnHTl0xM1NgbW3Dyy9Ppba29t+7/Nviid3558LFxYXJkyZzbMIRAIbtH0n3VT0ZcWg0aicNc9+7N7pn2cJl3Pz4One+S6AirZzkA0lcWHSOiJeakXIwGY1Ky+jnRhM2qyn9vx/MiB9HEzK0IUcnH0ZdY1gXSxJKiN1wDftIR/p/P5jO67rR+6t+fPvDtyxeupgd3+6guroauVzOe+/P4+btWCbOe4FKRSkBkUNwD2yLKOrJSz6JtYWU3d/sYuqUyVSXZaKsvhvLotXUU5V/nVGjRnD8+AkcPMLJjD/KnZgtIAgozO2QSuVYWlji4BqEVG6BVlOPmcKwv5BIZSgrC/BsYPrO4dmgI9VlmVjYefPll1+iUqlwd3Xm5s8ryU05i7W9N2mx+6mrNmjMadV1JF/djYt3BI3bTyCq11sI1sG0at0Wa2tbzMwUdOzU1ViZVMa9WqoyzNiybQc2tg4UZ14lL/EwLuZXiD3hQXWaP4d3eDHr9YkcOXLkj3k4/kO4u7uTknEvFZOeLWP009NITMzgo48+Mwkm6dGjBzrRmTlLKqmu0aNWi6z7qoJzF+uIPuiGuXiE7t3aodFoHjr29evXGTN6MHOmV1KT5s/1467Ex37N1KkTsLS0ZPr06Rw8dIodO/c9Idh+Jx6aLnrPyYJgDfTHUBknCzj8a2TZfzQJQ/nr3YDvL/2OEEWxTBCEFsBkURQnCIIgBdYCnTCEaf8oiuJrv9X3nx1CnZqaSkSTSCLrO2IhGF6q6sRabpif5ebt2MeKaGvfpgMlV6rx1YdQKZZynfOEEI4T7tRQSaZlAnMWvMNrrxkY77q6OqRSKUuWLGHp+8vpIPQz6a9IzMW2rYyzF0yDAb/++mumT5pBoLIJ9jhTSSlJ5jfQihpCVJE444EeHVnyJLJ0KYh6kY70RyoYNi9XxFME0AgnwTQE+Jx4CDVqBMCbBgQRhoCEK5zCCltCiUQqSKkRK7ljeYXvDnz7PxPtPnv2LE8N68t7r1vRqa05MVfrmbusls1ffUvfvn3/6+MvXbqQj1YtZdRgC7Ra2H1AyYKFy3n55anGc+a+9x6rt3+Nw9hnkdnZoi4qpnrtatwd9Dw73JbMXAn7jtSx+9v9dOv2cAH+zZs3s+Gz1zm+2xErS8Pi/dmXlaz4rJyMq/4AJKWo6TAom8yrAcZKNQDvLi2hpkZPn25W7DtWj42VQH6BnpYd5jJz5sz7DQcYvOMffPAuK5Yvo2GwgqxcHcidUdcWUJ5k+neQlqmhWY8cwnsuNhJn5UXJ5MTtRhBkqDQiLj7N8AzuTHnBHQqSDnMz9jp+fn73G/qhWLt2LUtXb8O36VOmc4jdj1xhhU9DQ3ReYeZlnOS5xEQ/zIl997suXbqMxUuWYm5hQ21NBcOGPcWmjesfK0rz33H+/HmGj3qBoNaTTI6XF9zBRp9ITPTZ393378GfkbZznzn8V+zS78WfbXOe4MFYvXo1K+espqGyhXFdqRBLSHe4RX5h3j+2AML9cPbsWcaM7sehrx1p2kiBSqVnzpIqbqWGcOz4g9fA/fv3M+rpUYgyEHV6JBLYtsqRpwbYotGIzJpfQXJWGMo6LVeuXgQRHB3tWLR4Fc8/P5azZ88yacIgbp50NkZTrd5QzrrL9rSb14kT4/ey4R0LE8//nWQ1LfvkENl7McK/FFJKvrobmSaXsvIKALp068T0KdMZPeY5GnV8xUh0qeuquP7zKsK7TMPC2pm66mJiT32MgASZmQLX1vYUXi7E2TMKa/sAqspSKMq8SsMxoSRsj0dAjotvFHIzKwozLyORytCLdcgspKiqarGwdqRx+1eQyc2JPfUJfo37Yu/SwOS63Tm7mhM/HSY8PJz4+HgWLVrK9dhYAgP8iYm5iLVbc3KTTtK08xQsbQ0kZ21lAYnRG0hOuoOXl9dj3V+dTsfZs2eJjo5mydJl2Lk0QJBZUVkYz+BBA/hq8xfGjV1ubi6Nm4TjHNAFV98WaNRK8hN/pFGQM8eP/e83q0/szr14Ynf+u9Dr9VjbWdN32wCjZpq6Rs2db+NJ3JrAgf0H6N69u4mj99KlS/Qd3Jea2hqDDqOFQfvRzMYMXb2WoH7BRE6+K48j6kX2Dv4Wba0WKwcrRA3UKZU89eMooxYcQMoPSWSfzcavqx9xn8QSezXW5N33/PnzjH3hRYqKitBptTSLasaO7dvw9TVIDX355WZemfEqjl6RCBIFVYU3GTZ0EJs2bqB1m/YU17uQm3SKZt1fM1kjb5xYicJMAUgQBQFzGy8atn4OUdQTs38OLfrNBVGkID2G6rIsZHJzyvLjsbL3obY8AwsrWxy9otDrVOSnXUSQytFp6pDKzJGbWaKqq8DG0Z9G7cYhlRpscfyFLxEkUgLDByNXWFGUdYWS9FM89+zTbP5sK63FHkY98lqxmsuSU0T1fZu067uoLstCQEXieR+8Pe/a9m/2V7PmS2diLsb9wU/J46OiooLQEH8+WWzBU/0N0dK79tXw+vv1JKdkPTBQoqCggGlTx3P48HF0eh3tWpqzZqELTRoqEEWRLsPKmTnrc4YNG/bAsV8YO4omASd5bfJdHfbKKh2BrfNJTMzA1fUeefx/LH6vzXnkPDtBEBoDScBKDNVAPwSSBEH4j/MrRFEsFUWxuyiKwb/8LPvl+BVRFCf88rtOFMVJoig2EkUx7FEItr8C9u7di4vey0iwAVgIVriKXnz//feP1deOb7aj8a4h1vIs1zlPEGF4Cv4oBHOcBDdClFEs/GCBwePYthO2NnbYWNtw42osCms5pWKBsS+9qKfYMptnnv/3okbw/rvvE6hsgqPgikSQ4CC4YFlvi7PKExfBE4BSCqnWVCLqRRRYkMgNdOKvXm8BDWqTPvWiHi1agmmKAgsa0ASJIEVFHUqqjQQbgLVgh4cykFUr/nfilB07duTQ4ZOcutKCkZP0HDodznd7fvyvE2wZGRmMfX4MK1d8QOc2As8+ZcGnSxy4eMSVt99+g127dpGTkwPA+/Pm8eLgIeQvWkbW3A/IX7aCsECBuNN+zJnpyOcr7dm+1pZxL4xBp9M9dNzt2zYwe6q5kWADmDzWFmWdnpR0w70LaWBG906WPDOlgNx8LVqtyI7vq/hkUyVTxtnTp5sV65c6sfxdBxKSDamnr7/+KsEN3AkN8WL27Nkm89i9ezd7dq8lOcaXy0e9yIv1YWS/ajQaPclpps/Lhct1WNo4m7ywlOfdRqM3wz20L0GRw1BWFRJ/fiNOnk1w8Ixg7dp13A/Jyck8++xY/AOCade+M/v3mwbKGqrw3hsBJwgS/tUJ4eLdjEsXo3kUx8SOHTtY+dFnhLabQmiHGYR3m82Jc7FMf+XRKr49CBEREVRXFlFXY6q1XFUcT+9e/7wqkv9Nu/QEfz9MmjQJ7zAPblvHkCUmkya/TaLlVbZs++oJwfZv6NixIwsWrqHXqErCu5bg2zyfxKzG7Ni576HtwsPDkZvL6b22Dx6hdmz50ImnBhgi3eVygSXv2HHx0mXWfPwZSUmZ5OQWk5lVzPPPG5IZbt++TftWZijrRNKzNGg0Ijo9SOQGW1WeU0PzcNOqz6EN5Gg0OmrKc4zHygruUFZ4HY2jjuBRwVj5WvHzyRNs2PA59p4Rxs0jgJmFLU5eTSkvMCRHyMws0Ws1eAS1x8m7KY7BDgzYPgD7ltXUSs/h3L4O705emNsqEPUC4V2nExQ5FN+wXkT1fANEkaCI0YRGTkSvEWjUZrKxCqiDW0OK0i+Z2JGq0nQEdISFhXH16lXatG1PdFwpcpdOxGdBeVkp2Xd+wtGziZFgA7Cyc8fJqynffffdY93bGzdu4OPjz6inx/PZhh3odDq6tgtj2vj+nPz5KFu3bDaJnPjss7XYuTXBPaAtEqkchYUdvuHDuXjpMrdv336ssf8OeGJ3/nkQBAFVnQrzXwq6lCaWsn/kHsoSSwkaHsxzU56je+/uqFQqY5uIiAieGfEMFk6WSGRSrN2t0Wl0uEe5I7c0wzbAznQMiYB7qAcb128k+kQ0B/f+gKO3ownBBmDpaoW6WkVg3wb49fFn7fq1xs+0Wi1t2rQhOSmBuJvXSUtL5vMN63hj1pv4BzSgS9ceeHt7EXvjGi8905PRA6M49MP3bNq4AUEQmDplErmJP+PiHXnPGuno0RS5tSdm5tY0DAlCXZ1NQvRXlObGYWnnTsbNH4g9uYb62lLc/FqgUdei12vR61TIzW3Q6gScvCLwazKQiG6voteoEAQp4Z2n0rDNWCxtXPFp2N1IsCmrCqmpyCW01bMoLO2RSOW4B7TFzq0JVlbWuPq6EM0xMsUkkrnFFekZ/CMNZJxPWH8UZmaYm4kmBBtA83AFqampj3TfNRoNFy5c4MqVK7/sFf5Y2Nvb88PBY7z/oYIGbYoIal3Ekk8tOHzk5wcSbGCIgPtuz2HemPU240fbseVjNxqHGuQdBEGgU2uDPM/DkJyUQMtIU1tqZysl0M+Kv4OW/V8BjyNmtRrYAPiKotgRQ9TZOgzFCJ7gAXjQhvz3FAry8/MjOTUJZy8nJAg4YhopZi3YotPo6dyxMyUXa+ikG0BbTR9u/piAg6MDqVY3STGPJY14blqfo0nbMF588cV7xknPTseee9P+bDCw3UkY+nDGgyCaUI+Scoo5w0HOiYepopRUbqEWVcbvmsEdrLDBDHOssDWSJ2rqUWBhJNh+hQVW5OXmPfY1+k/QsmVLvv3uEAl3stm3/zgdOnT4r46XlJREm9aRuFgf45vP3WjT3JyBz+Wx78ca5n9Yil6nZs2HkwlvGsK4cQbibPWHH1JeUsLR7/cS2bQBs6Y6GKvLAPTsbIWNlYbr168/dGyVuh4rS1NiSSIxbIK+2lWDViui14v0627F6WgNTTrnYx2QxtzlOuRyCz5cV0VegZaMbA0T36hArvBi1hvTyE75go0r5Cx6U2Tf92sIbRhkDFnetHE1814zx93VEPEolQqsmOuCTCZl9KQKrsbWo9WK/HCshlfmlKCwa2qcW11NCcU5NwjvMh1nr3Ds3UIIbf0cEqmcktxYzKw8SExKued7pqSk0Kp1W87fKMIhaCBlWl9eGD+ZTz65m1rZvHlzinNuUl9bZjymrq+mKOuKQaPt12tWV46NrZ0J8ZeRkcELL4zDzd0bG1sHgkMasWnTJpavWIVbcC/MrRwBkJlZ4B02iB3btz80La2oqIi5896jS7eevDhhInFxpp42a2trFi6YT9qVryjMuERFUTKZN7+H+jxeeWX6g2/43xdP7NJfANnZ2WzcuJFt27ZRWVn5Z0/ngbCwsODshTOs3vQhHce1YMwbw7gRd4P+/fv/2VP7S2LcuPFkZRfy0cff8PnGr9n81Te/KQmQlpaGSwNXHIKd0Ndr8fE0Tc9NStMgoKF7t7Y0bRLM0CG9TTY8gYGB7D9ejWdUJq2GFOARlUlljZ6M4+koi5W4hjpw/IzSpM/oK/WYmyu4dW4jiZe+JunyTpKvbaXhqMb0/aI/zV5uTr8tAwjoHcSPPx1F1N+bRqPXaYxRcAXpMQgSKV4hXbBzDiHtUAbmDhY0n96cbh91JezpxhRezac6pxpbJ3+juDaAVKbALaAN5QXxWFg7I6JDJr9bUMkzqAPVFbnEnf6MvJRz5CQeJ/3aDjZtXI9MJmPW7LdxDeqOZ3BXbBz98GzQkZBWzyIIAhLpvUSwIMipr69/6D35V2g0Gvr07Y+NT2eC207Bv/lYGrafwr79h+jZs+d9C0/dup2Aua2pZq1EIsXe2ZekpKRHHvtvhCd252+KyspKNm/ezOrVq00IZEEQ6NStE6kHkxFFkQsLztJ8eku6LO1O1NQW9PiqDxnKTD759BNEUWTFqpW4e7mzZdcWlMW1dF3Rg/AJzRi0fShNx0WiLFRScMZ0j6OqUpF/M49u3boRHBxMs2bNqCmqoTzVtBhM+tE03Jt7AGAXas+dlERycnIYMHAIlpZWWFhYMnjIU8hkMoqKimjbrgNXEqpxCBpMXo0rI0Y9y4ULF5g7912WLVtKu3btjO+1Fy9dRpBI0GlV/DtEvQ4H1xBC208hK7cUVxdnBImMoqxryMysKc27haN7GMHNRyJTWFFXVUhUr9lEdJ1OVK+38Arpwp2LWxFFPRbWzti5BGHrHED6zQPIFdY4eIRRkHHRuD+uqynG2s4TicR0f2hu682t2wkMHjYEia0FqdxGE+hKk65TcPM3FPyTyBTodDp0erh1x/S7HD+txMbaVAPtfjhy5Ah+vm5Me3kQzz3dk4ahfly7du032z0uWrVqxe34dA4diebI0RjibqU+UgHAnJwcjhzew9ZvK2nRK5vmPbO4cNmwv4i5JtCwYUOUSiUxMTH3lbppGtGcE+dMr01hsZa0zFqCg4P/mC/3D8fjkGzNgMW/lpH+5edSDAKfT/AADBs2jGJJLvXi3ZfCelFJsSSPoUOHPnZ/eXl5ZGVlYY0d1ZguvPWiEpVWha3GEW+CkAhS5IIZAZrGKMvr+XLLl8xYPIWRbw5i+55t/HjsyH299wE+gVT8S1VyvahDg4p0EkgXEyggixZ0wVPwx0cIoj19kZhJaNWqJWMnPkdSShJqVFzgR26I54nmGFmk0JQ22OFIBSVoRcNLrhW2qKijVqw2mUO5WSHdez085fH/O+Z/8DYzJpixfJ4TXdtb8uokB7Z84sbUN4soKdORGxvA+R9cybjiSUH2MRYseA8weCf27NlJVVUFao0pWSuKIiq1/jd15AYMHM36rSr0+rvtj59WYqZw4ORFT7yb5eHbvIBVG204dPgkHTu2IyzUlsnPiTzzlAXf7K+mYYc82vQrw9x+CMOHP0uAdwU717vTqa0Fw/pbE33Qm/y8bFatMhQHKC8vw9PddF7m5hJcnC3pN+hl+j9bhrlvChPf1GPl2p6yggS0GsPmobo0AzuXQGM0ABheepw8m1JVkk5dRSoR4U1Ys2YN06a/wrZt26ivr2fhoiXYeTTHK7Q7VnaeOHtHEBD1LHPnvUd2djadu3SjZ+++6PQC13/6kNQbe0m/+QM3fl6FKOpR1RkIA51WRd6dw0yaONE4fmJiIpHNmnP8fBouIQNw9utARmYWr89+l9TUVCysXUy+q1xhDYLAmTNn7rspysnJITyiGVt2/URhnTcnL+bQrn0nDh8+bHLeq6/OYNeOLTRwr0NRF8tzI7tx/doVnJycHnrP/6Z4Ypf+ZCxbuoyGIY1YPHMl7075AG9Pn7+M3sn9IJfLGTVqFJu+3MTCRQsfuwjRPwkajYZp015i5MjBLFs0idBQf6ZOnYBWq31gm7CwMIruFKKuVuHYzJOv997V7aqo1NF7VC7L5jlSEOdN/k0vhvTIolfPTsYIkINHDiL1sqffrhEM2Pc0HT8ZwKe7VMglUg4+vQ+9lQVT3ylh27cGR8+BozUMG1+AR8OhNO/1JnYuDbB28EWn1tLk+buOGkEQaDquKTqdlrzUiybRwMqqAkpz49Drtdw6t5HcpJPodYZ3FHvXEBQyLw6/cJjkA0kk7L7N4XEHcGjgSPIPydQry1DXVZlcA1GvRUBCUeZlFApLijIvG46LenKTTqFVVVNXXUTm7UPoqpM5dHA/gwcPBuDixWicPJua9Ofo0QidVkNp7k00qrvXU6OqpaIgjgEDBjzyPT1x4gSCzAoX77tLpIW1C04+Ldm06cv7tolqFkFdpWlkg16npbwog7CwsPu2+Zvjid35G+L06dP4BfmxdMcyNl34kvbd2jP1lamG92qViqEDhhK3Lpazb5+mrlRJQO+7snsSmYSg0cFs372dLVu2sHLtCrqs786Qg8MJGdaQE68dI/9iHom7Ejg+7ghz3pmDLlPLlWWGQgrZZ7I4M+MkE16cgKenIWPI3NycD5d/yNnXTnHnm3iyz2Zx9r3TFN8qouEIw99dydUSmjWJpF37jtxOryOqz1wieswm+moK4RGRvPrq6zj5dcAzuAtWdh64+kbhHzmaWbPfuifjRafTsWXLFkJbPU9pXty/rZGFlObH4+jZBIlEip1HFJnZOdRVFyHo9NSX5CKIoFbVcCdmCxlxh3APbGesyCwIAm7+rRAEgeqyLMDg2HDxiURh5cDVY0spzr5OWd5tbp/bQGHGZaqKk6gqyzCuxb+irjKTJo0b8fnnn9Oo/SSsHL1RWDuaRPkWZ0TTf8AARKQMH5/PkZ9ryc3XsvHrSt5eVMqQYc899FnIzs7muWdHsHOdFVeOOnLrtDPzZ2kZ0L/nf0W/VRAEwsLCaNSo0SNpS+v1evr17Ur/bsUUxweSdzOAd151ZOi4PGbMKSW30JLSkmJ8fdyYNnkgnTtF0bVLa/Lz8419vPba26zbUs/azZUUlWiJvlLH0HEVTJw4GXt7+4eM/gSPikfWZBMEIRXoI4pi8r8cCwaOiaIY8OCWfy7+CjoFq1Z9xLw583DRewICxZJcFixewMyZj586lpCQQPuWHfCvbUw8V2hMSxxwoY4abguX8W/iS12ciK9gykKnWcTx5kevMfFfSIIHYefOnUyZMJVAZVMsseEqp5BjhjMelFNMNRW0podJCmy6eIf+07ux5mODIy+0QUPMUu2RIEGClDhiaE9fzAQFieINKiklgEaYoSBVcptasYogsQkWWFFmVkCdXRXXb157oMDy3wG+Pi6c+M6aQL+7RKcoitgEpnLjhC8NAu5WdruTrKbHyCpmzX6HVSvnM3WcOYmpKq7cqOfCIR9j2ueufdUsWK0gPiHdZKEuKytDIpEYF87a2lp69+qETp3CyIFmxN1Rs3t/Da/OfJuFCxeSnZ2NVqvF39+fzZs3s2XTLI5944hc/ou361o9Q16oIiu7EIVCQb++nRnRN5GxI02rFnUfXUhhmR/xN28ye/Zr1BRv49Mld8Wpo6/UMebletLS85k2/RWOnM3EJ7QroqgnLXY/pbk3sXUOpKY8G6nUjGY93zDpPy12P7WVecipQafTYeMUhNTCFVVlOtbmOsMx335YO5h64RPOfISvtwflKjs8Q3sikcgoy79N0uWdOHtH4tmgAxVFyeTcOY6zmy+VZXkMGTKEN16fyfz5i7gQHY1Go0Vq6UFoq7sC0eWFiaTH7kejqsanYXc8g7sYP6ssSSP+whfY2bui09SycuVyXpowwfj5Sy9N4ti5FHzC7qYoVxQlUZX1ExnpKX9IFd0/Gn+2Ns5f0S79FWzO/wrXrl2ja4duhNd1wFwwROtUiKUkWl4htyD3oekOT/DXx7vvvsmV6E3sXGePna2U8godIydW0K33DObMmffAdhOnTOTHS0cJfjqE6yvOM7CzGSMGWrF5ZxVqjcj+LZ7GczUakYhuBQiW3tjb23P90nX67xxk1D0CQ3XSzI1plJWVUF1di5yZEOoAACAASURBVCARkKFHEPWYW1iilbgR3nmK8XxR1BN94C1GHXsGM+u7drSmoIb9I/bg3yuQzJ+zcHAPRafWUlGQhLmVMxpdJdbultj5O5B7MQtzCzeadpgGQEnOTbJTDqPTqtDW14Neir1rCCIiVSVp+Dfuh3tgW9T1VVz/6UOkgkhY4ybMffdtxr/4EtbOoVQUZ6PV1uMd0sVQ9S71PFKZnAb+7ly9chFBEPDzD8LOvy+2Tv7GedfXlhJ78mPsnIOoLEnDI6gdiFCQHs2YUU+xZctXj3xPv/32W157azF+kc+YHM9Pi6Z1mCU7tm+7p01BQQGNm4Rj59kaF7+WaFQ1FCQdo2VEIPv3P57syR+BJ3bnXvyT7M5vQaVScerUKXQ6HZ07d8bK6rejltRqNV6+XkTOaY5na4O+obpGzYmJx3lr6pssWb4EK19rFA4K0s+mIcgERh59GuFfqvDmXcyldHsR9XX1eL3ki2eruzqJOeezOPXmCXx9fDn0wyHCwsLIzc1lxOgRXL95HVEn0qplK3Zt32Uk2X7F+fPn+Xjdx5w5fxaVWE/L2a2x8rLh2prLFF0vwsPdnZLCWsI6vkJtZR53YrZgaeuB3MySssIEbBz9CWs33iQi7MaxhSQnJeDh4WE8plQqsbN3oNWABRRmXCbj1iEc3Bsi6nUGbTU7TyK6GjIm8pLPUpJ3E2VFAbY6GzzwJ1EWh1dIF8ytnSjOuoayqoDIbjORmd2N5L11dj1ewV2QmVlx6+xaGkSNxsUnAq1aSb2ynNTre5DKFNRV5TNmzEiys3OJTynAI6Q3coU1xZmXqciN4fs93zJs+NNoRTmqukp0mnrsXUOwdQmkoiABKzMVF2MusGvXdpYueQ97Wy1l5TpsrGXIFe5cu34ba2vTitH/isWLF5GdtIbPlpqSTX3GVDDh5U8ZOXLkbz5TfzTUajXz58/ji00bKCmtIsjfjNtnvE32ei/OLOR6vCdz5y1k5oxx/LjTkYbBZmi1Ih+srOT8dX9Onb5kPD82Npb35s3izNkLuLs5MWnyq0yfPuMvud/4M/Ff12QDtgCHBEEYLwhCV0EQxgM/AF897qD/NLz22kxib91gysIJPDNrODPfeJX6+jpu3rz52H2FhIRgbmWOgEAIEdzhOifZx0V+JrxdYyZPmUSdlalXVS/qKReKiYiIeKQxxowZw9pNn1Hln8cFfsQJd1oJ3QkUwmgudMaXYOK5ajqGQoOL693InYVLFpBpfgcpMhxxwQl3rnOWKrGMABphiQ0JkqsU+2QwfubzbN21Ba9ujqgblTPk5X5ci736tybYAFxdnUjPMvXQFJVoqVeJeP1bxJe3p4zSsirmz5/HuQNOzJ5mz8YPXWkRaU5Aiwwmzy6j/7MVvPGBmh079xoX3fj4eFq2aounlw8eHl506tyV9PR0rKysmDjpFVIz1JyJqcPXS8bnH7ry5aYV+Pm6MXvWNEpLSxEEgQP7djDpeTMjwQbQOsocP28ZMTGGqvbOLp4kJJnqqomiSGq6GktLSwDeeOMtjp1R8MKMCvYdqWH5p5U89WIFqz5ah0wmY+iQwdQU3UT3S9pOUORQQls9S1lBAoLEDFVdBXkpZxFFgy5CRXEKRZmX6NaxGV7ePjj5d8Y3fARewZ0JaD6WWp0DObl5KKsKTOalVdehrK0gJTXNpEqno0djfMP6oNdrsLR1x8zCjqioKHZ9/TnJSXeY++47dOnandg0Nd4Rz+HecAC1FXnkJp9Go6pB+4uRV6uqsXf0IC/5JJnxR6kuyyI/LZo7MVtp0Gw4YZ1mENRyPG/MepszZ+4WHTl67DiOXqaOcDuXYMorKsjNzX28h+ufgyd26U/Etq3bcFF5Gwk2AHvBCXup8z0RmE/w/wuiKPL5hvV8vNAGO1vD5szBXsqqD6z5fMPDKxmv+2QdQzoM5sqSS9TViRw5JWPhxw6kZnvTMuKuBowoigybWESlpQUez3ljMdAamyBbrqwx1SyT28jIysrEp58fg3YNo/e6fjg2dkViY0GtHpSVeWjVd6MLqkozkMplxH0VazJW3BexyCzMsPW1pem4JvgNNqfB03aICOjFerw7etL78750WtyJ4QdHIbWt4drxFWQlHCc3+TRapRYXjzagl9G081QatX2BsLbjiOz2Khm3DpN0aSvxZ9bw+sxXyMrK4NrVSwwdOpT35r1LQfoV1PWVRHafiZt/K9wD2tC081RUyipSUtKMEg+vvfYq+UlHjNFxGrWS1Ovf4+wVQWVJKv5N+qPTqNDpVHg26MTBg4ceK7Kic+fOlBWkGKO0DddGT03RTQYPun9EnLu7O9EXztHIV0LsT0vJuraF50b3ZffunY887t8MT+zOXxQ///wznj6eTHpnMlPfn4anr6dR/3rrtq0EhwUjV8hpHNmYvXv3GtudO3cOCzdLI8EGYGZthv+wQN6Z9w4yHxlqiRqFtzm9vzTIC6QdvitRotfqSdmVxLMjnyUvJw+HoLvOZACvdj4IUgkVNRXGtW3i1IkUSoro/mlv+m0dSIV3FW06tKG6+m5mT21tLVu2bOOH7w9RlF2ENfZcnBvNoWf2U5VRRctZrQh4uQE2jRTEX1zHnYvbaNB8JE06TiS09bO06DOHuupC4i/cjVJV11ehVNaydaspoW5paUlISEPK8m7jHtCaqJ5vYOcchCBIsHUOpK66CK26DnV9DXkpp7Cy80CKhAAakSy5RZOOk/Bp2B0X70jC2o3H2sGH/LTzxv7rakqoLsumLPcSiTGbGPv8c+TE7+dOzBZykk6TdHkHZhZ2hLWfgEdQO+xs7Th86ADPj+5H1rUtxP60lEa+EqIvnCMqKoqqylJkCmsCI4fSrNdsLG3dyU74CXsrHQnxt/D09OS112axY+cBmrfsS4uWbZgyfQFXr916KMEGUFpajK/XvRpsPp4CpaWlD23738KkiWO5dnEjJ76z4+NFTkQ0lt0T9dYiQkHrNq35/ruveXOaBQ2DDU4mmUzgvTfsSElJIDHxbjXpiIgI9u0/RllZDfEJmcyYMfMJwfYH4uE5ZaZYBGiANzFU08nGYFBW/PHT+vshKCgIf39/xo0dj4vogaCVsHThMsZPGMeq1aseKTwUQCqVsu7ztYweMRpXjQ++BFMiy8Pex5oDBw8gl8tZsnAJaarbeGj90aElxzyFyOaRtGrVytiPVquloqICBwcHpFLpPeOMGTOGMWPGYGdth19tiMlnvoSQRgJqUY2ZYEaFWEKxNI/nn3/eeM6IESMQRZF3Zs8hNus8Npa2NGnSiKyMRMoqymjXtj0rVu2jWbNmxjZ/hmfgz8Skya/x1sI3ObDVDA83GbVKPdPersDDzYYde6t58em7oqjb91TTtEkIXm5l+HgZIt8kEoEvPnJjzpISTl70Y8aMNxg8eDBmZmZ89NEqtny1lvT0DBTWvjTpMhMzhRU5aefp1KkrqalJLF/2Prs2ONGlnSUqlZ75H5ahUmkpLCriVuyP9Ox5jO+/P4zC3Bxl3V1jU12jZ8O2Su6k1jN/wSLmAW+9NZfWrXbTr7sVndpaoNGILP6kgooKPUuXvAKAq6srly7fZP36tWz+7ic8vPw4fGSGUXugV69edGjXkqPHV+IR1B6dVkVhegwu3s2oKc+iaedppFzbTW7SKSRSORpVNbt2bkelUjH2hXG0GjDCOEdBEHALaE9xThyZ8UextPPA2t4LjVpJzu0DdOjQkVsJ6Qj/rvVg5UR5QQKiKFKUcZn8+kIaNWqEi4sLs2a9haNPGzwbdALAwtoZnVZF6rU9ZCf8hIiInUsDRL0hzdTVxYXaijzK8m+jUlbSsPVz2LsaKspZ2rrj4t+Rj1Z/QqdOhv4cHBxR11ViZXfXs6jTqtBq1E8igh6MJ3bpT4RarUYQ730hk4hS1Gr1fVo8wf8XiKJIaVk1vl6mFcb8feQUFec/oJUB+/btY+v2rYSMaYhtgB0F5/LJulzK/Hnz2bT+Td55VUQiETgTXcflO3p6fd0PqdywFnu29eLAmL0U3SjErZnB0XZ5xUW823nTbKpBbwdPG7qu6sW3/XZiF2RP6e0K4s5/gldQd6QyBak3vscnpB8pe38i/3I+7i08yIvOoSavBkQZhT9ZotVWU1EYT9CgIARRxNzSlaoECXsGfkf799vj29mPZi8359z7ZynKuAyCgCAI5CWfxsGjEdb2dzfj5lZOuPg1pyD1AouXLObtt94yfhYXF8fceR/g7NMcqdzcKOoNIJOb4+TVBGV5Grm5uURFRfHK9Gnk5eXxyScfoUeOVq3E2acZgkSCi3czo+bQr0ivyeTQoUMMHz78ke6rq6src+fOZenyD3H0aY1UbkFVwQ0ahfg+tBJdSEgIhw7uf+Dn/zA8sTt/QVRUVDBs5DDaLGxv1CwrTShh7IsvkJaexrJPlhE1uyWtmrSj8Fo+46e8iFQqZdCgQeh0OiSye/dh+Zdy0aHDs603dn72ZJ/J5MTM4/j3CeTqR1coOleIubcFRRcKaBrSlGnTpnHw6EFyzmUTPDjU2E/h1QKs3Kxw9nUhLS0NjUZD9KVo+n832FjYoNn05kTnn2Prtq1MnTIVgCFDhxOfWkLjLjORmxmqa1bn/IBUAb039TNG6nq29uLw+IPUVwk4ujcyjis3s8QrpCvZ8ceoLsvG3MqBlGvf4eITxeKlK2nXri0dO3Y0nv/Zp2vo0bMPyuoibBx8qK8tpbI4hcYdJhJ3Zi1Zt76nsjgVuUxKZVEKCAL11CE3t74nY8TdvzXJV79BYWGPVl1DSWY0Pt6eFBam4eIVxuFjZ7G0tEKlLMHS1oPAyKHYOgVQlHmFouxYNm66yPd792JubsHo0aN4++038fLyQhRFXnzxJUQRpFIzcpNOoa6rJKzdeMytnbGXZJiQaD169KBHjx6P9Sx17dqDue9s5fWXRaPudVW1jsM/1/LGu10eq68/Ajk5ORw4sJ+MK55YWUrQ6kQWrCqjvl6Pubnh+RFFkR+Oi4x8phO7dmzE19uU4pHJBLw9zCkuLiY0NPR+w/wmkpKSeG/ebE6ePIWTkz0vTXyFV1559Qkx9wA8EskmCIIUaA58KIrikv/ulP6eqKysZPzY8TSpa4ONYAg/9VWGsuWLrQwZNoTOnTs/Uj+iKLJy2YfYSZxQo6KWGvRosLa2wcbGBqlUSszlGN5+82327z+AwkzBcy88xwcfvI8gCIiiyLKly1i+dDkqlQpzCwvmznuXGa/OuC/Rp9FoEPn3lGIRAbimOIW1wgaVoGTX9p3G8tC/YuTIkb+LOLt16xYrlq0kMf4OLVq34PVZrxMQ8JfNSP7dmDDhJbKy0mjS5WMa+FuRlllLnz592P3d6wwd0pf0LGjbQsb5S1q+3FnH3Hkvs3vH/Hv6MVfIaNOmDWPGjAFg/PhnSEs8wur3rXB08GLD1gp27PuU0A6v4xnchbTLaRw4cID4hEzatQhky+4q3lxYRW2tDl9PKSFBZri5SMnOU/LG61OYO28J7759nmH9dEilAq36FlCp8sUrrBUZpZUMGjKChfPnsWDhhwx47g1srCXUKvUIgoSevYcwevRo41wdHR155513gXfv+R6CILD96614eftQkH4RS1tXQtuMpTD9Iu4BbbCycyei6yvU1RSj12ooSj3OwoWLyckvQ9QbRFn5F9JMr9Mgk1vgFdqVhF+8eDptHR06dGTY0MFcOD+bemW5UTMCoCTnBlIzS+7EbEGtqsHOOYRVqz5iyZLFXLp8GTvv3sZz65XlpN3YR1DUUzh7haPTqsm8/SMSqZzw8KaUlJRg59oJQZCQfvOAkWD7FQorJ/LyE4z/nz5tMm/PXYy1gw9yhRV6vY68xKP06d3niT7CffDELv35eGr4U+zauhvv2iBkguF1QinWUKzNp3dvw99KXV0dX331FYcOHMbF1YWXp042cfg8wV8TEomEDu2j2H0gh2eH35UB2LWvms6dWj+wnU6nY9rM6bRd3AHXCENxJu/2Plxbc4Wr168iNfNl5EtpzJpqx/Y91bh28DcSbABSuRTfTr7c2R2Pwk5BfkwedUW1NHratHCjVCHDPcKV4iu5uDX3JGRwKCkHYtAoNWjVtXgEtsU9sA3FWdcoPpOGjVVLKtWnkJsp8AnpgczMkqLs6yR++x2R3V/DwsYQiV9TnsP59zfgus8NuaUcRBE3/5Y4eYVTV1NMytVvjdHPJvORmiEzs2TRoiWMGD6cBg0aUF9fz3vvf4ClQyAKK8d7oqrBEFVSV1NG8+bNAYMdXLZ0CXPeeZsTJ06w5uNPOHv2DFKJDCefFqTH/YBeq8berSGOHo2QmdlQXl5+T78Pw1tvzaZ9+7Zs+uJLKquqeWrGu4wePfpJhd1HwBO789fF3r17cY/yMBJsAE6NnPHt7sfCRQtpt6IjLk0NTgOvdj6Is0Tmzp/LoEGD6NChAxWZFRTfKsKlieEcjVJNweV8enzc29jOu4MPlz+6SGVWBV26dmbUsFHk5eXRbnw7OnfujCAILJm/hK49u6Kt1+LRyovShBKurb1C86ktuLHmGk2bNuX06dO4R3ncUznUsYUz52POIyCw87tdXI65TlTvd42pnu4BbSjJvYltQ41JKrwgCAT1CyJ2/b0VJaVSOWbmNtw+vxEQcfVpjn/4AArTo1m/YaMJydalSxeGDB7E0RPRVBanYGnnQXiX6SirC3F2dmLRvFeIj4/n691HCWz+LJlxhylOTUWrUSLqdSaOa7WqmuAGAQR6qXFycse593i27thPZO85RmdDXsppKhJ+JqxBR2RmFqTF7qe6LJOA8EHIzawozLhEdu4d9h+7xu5vW3Dj+lViYmLYe+AILfvOQWZmyJQpzLhM4qWv8W86GLXSkCEkiiLnzp1j+46diKLImNGjjPfot9C3b1/Wr2tG79E3mDzWjLo6kdUbVQx7agyNGjX6zfZgqOJ86NAhLC0tGTFiBN7e3r/d6AFITEwkPMzGKA3UOFRB946W9BmTy3tvOGFrLeGzzTXkFTkxevRo8vJy+PaHT+jf426qdGqGmqQ0JZGRv086Mjs7m86dWjNjgpxlsx3IztPy5oKFZGSksHr12t/u4B+IRyLZRFHUCYJwEnh4fOUTPBBHjx7FUeZqJNgA5IIZzkovdm7f+cgk28mTJ7kTl0iEqqNxoRC1Ircyojl8+DADBw7Ew8ODr7Z+dd/2qz9azapFq2lY2xIrwZZqVQXvvfMBKakpLFiwAAeHu4TDnj170Gi0pBNPmNjSOF46d7CS2DJp2gQGDx5M69atMTMzu+94j4tTp04xqP9g3FV+WOvs+THuJF9/vZ3z0edo3LjxHzLGXwWCILBgwVJef/0tEhMT8fHxMWoxRMdc55NPVrF2WywNwyKJufga3t7eLFv6AXsP1zC0n+FPMS1Tw4ZtdRw8ZKgSm5KSwsEf9pF20QPLXxbjTxYryM4v5nbWFTyCOiK3ciUrK4tGDX0ZPqGYmFgLzCyDcTFP4p1X7fBwk7F1dxWWFhLibt1h0KBBnDnzDA07bMbPS0Kp0pfQ1uOMz4O9ayhvvzOH/LwcXnzxRdavX49SqWTo0KGEh4c/8vVISkqic5duWNh4YG3uQnnBHdKu70EQRCys71a0+7WggFpVR0Z2KWGdZpB4cSs5iSfwa9wHMBBu2Xd+wtknEje/lrj6RJGfFk3GrYMkZxQzf+k61GoNt858hm+jPigsHSjKukZZgYH0cg9oTUjLp6kuy+D4TydZsgQCAgJIL8k3eusK0y/i4tPMKCAtk5sTGDGIysLbvDdvDtHRMaz/cg++4U9RX1NCfW0p5lZ3ixNUFd1m6Ki73rUXX3yR+IRE1q9fiYOLL9XlBURFNePLLzc+8jX8J+GJXfrz0bVrV4aMGMS+b/fjoHRHlOopluewYuVyXF1dUSqVtGvdnpK0cuyVbiRLsvj+u16s/GgFL0186c+e/hP8BpYu+4RBA3uRma2nTQszzl1Us25LPUd+XP3ANhkZGah1KiPB9iv8evnz0/KfuHLhCq6uTpy9LEWl0mPXtPqePurz6jErMCN27jVaNG+BPEJK6a0iGgy4qzUr6kVKEsvo3smSBIUlft0D8OsegF6rZ1f3HWhUtZhZ2OLm3wo3/1bUlOdQnHUNa0cfiv6PvbMMj+raGvB7xuI2cQ8JEQju7u7FKW6FtkDxYsVLDSlQ48Oh0FJooS0UdydAkCQQSEJC3H0ymczM+X5MGTpNoNDS3l4u7w+eJ5uz5cjstffaSx5ew6Nyc0qLc3DxqWdUsAFYO3hh7xrIw1MJJJ9LwsLSE5+qBoWxlZ07MoUldy5sorQkHzMLg7W5VlNCRsJVRFGH0qMu3377LfXq1WPQoMGIUiu0Oj05adGIeh0F2fHGeGt5GffJTbvLmDGj8fDwMFjTSCQIgoCtrS29evWiV69eiKLI2xMmsH79JtwCmmFmYU/inSOkJ4RRWpBImzbPnySqefPmJpvrVzwbr+TOv5eCggJkduUVxXI7OQX5BThVM01G5VLLjYvzDe6MFhYWbN+8ncHDBuPdxhe5g5yHhxJQWCqMCrZHVOroz4mpxxi4aiDDhw8v11/Dhg3Zv28/3ft0J2Lbbez87Kg+vAaJvyTwWq/X8PPzIzExkZzoHERRNFH6ZN5MJ/zEVS7GXMLcxwJLB/dy2TWt7b0oTLr5+27JT8hHoy6hKC/ZaGmr12sN2ZKlcjwDW+Ae0MyYQEymsCYnN69cO2vWfEq9eg2RWjlipfQlO/Eq2Ulh/PD9btq1a0dIleo4+xkOkL1C2hKRdg9RLZJ49zjeVdohCBI06gKy4s+wZeOX9OjRA4Daderj5NfCxJrXzb8ZydHHuXd5PY7ejcl4eJV6neYYMzJbO3gRfeVrZOYOSCTBfLJ8BXfv3sPZr7lRwQbg4luPpOgTZD28wLgRBovcmTPfZcOmbdh71AVB4Ls9gxg6eABrVj9Zfj1CKpWyd98htm7dyva9X6NQmDF3/phnshgWRZHp0yex69stDOhhxoNCgaVL5vHFlxsZMGDgH9aviKCgIG5FFVKseqxo27jKlS6vJzNqcjoWZgLJaSIXL53B0tKSt9+eSONGGxk5OZeBPRU8TNby4Vo1ixa9/4eusk9i7dpVDOwlZ+YEgx7Dy0POj1sVVG68hdmzF+Dq6voHLfzv8TzuolGALxD/9wzlf5dndRUFCAsLw1btaFJHEAQsC+0ICwuje/fuFdYrKytDJpPx4QcfUam4GlaCLcViAbe5hKCWsOOLXWzeuJklS5cwddpUSktLGTtqLNXFxsQRwRWOYy86kUcWGkqRKaQMHz6c6tWrV9jfnyEpKYm+vfqiV4nkkY0N9lTSVkVWJOfd6e+y/+D+F9bXP4lareaTTz5i17dbKCsro2ev/syZM99onWRvb0/DhqaWAQEBAXz66efl2tq77yC9X+vC8i9zsbeTcPFqIR988InR5fL69es0a2hjVLA9olcnM25+9gBRbEpRtiE9tDh6ArNmz6NG67e4e24F9y964eZimBLaNLOkz6gUjp1RI5FIWLnyM9588x269+iNs3cdk+/PwtoJWwd3rl69SuvWrZkxY8afek7DR4zCyqUebgHNAPCr3pXoS1txU0pJTA7Dxbc+CnODcMjLjKEgNwWvql2QSKS4+jXgXtg3ZD68hiiKlJUWIpWZ4+hhsH7QaTU8vHOYas3HY2Xnga5MjaNPBlEXNpKVfBNtmRo7pwDqdphJenwY6uIspDIF6uJs/L0Np6KzZ82gV+9+WNg4YaP0o6QoA6WbaWY1QZDg5BZAbm4u06dP4+ChI8SGbcJa6cPt01/gE2pQ6OWnRSCWJDP5nUm/qSuwcsUnzHp3Brdu3cLb2/tPm3T/D/FKLv0HEQSBDZs2MHzkcPb+sA9LKwuGDBliPOndsGEDWXF5hKjqGeYMERxVbkyZPAU7ezs8PT1p3Ljx3+pqoNPp2Lt3Lz/s2YuNrQ2jRo8sN9++omIaN27MmbNXWL36Y5Z9fpsqVWtx7vxMgoKCyl0bHh7OnAVzuXTxIkVFRZSVlCG3eLyZKs4oxtHREWtra3Q6qNx4OqKoI/zERyQcf4BPGz8AHp6IJ+d2Ng9iHmBnZ1BiRUZGUqteLZyqu1CpYwBlqjJufB6GGTqWzXGlXvcESt8pxczWDIlMgl+HAGKv/kBw/SFIpDK0ZWriI/bj6tcAmcLSJLudTGZW7l4EUUHElghK80upXHMIWUk3KS5Iw8LaCUfPGghSGTeOr8TVrwESiYz0hDCsHbzR60oRpHIyM7Po138AleoMwdbRYIWfnxlL1MXN3Lm4BTMLO/R6LVp1ATOmT2Xo0KG0btues6dPIleYMWjQ63y6agW2tgYLwpycHLZu3U6N1u8YD5zc/Btz4/gq2rVpTUBAQLl7eMXfyiu58y+kffv2LHh/ATXerInCxvC71qq1JB9PQumsJDsqC6fQx4q2zNsZODo7UatBLR7GP6RW7Vps37Kde/fukZuXS6MvGjFo6Oto1Vpk5o+3y8XpxVhZWPL6668/cSxt2rQhMjySuQvmcuTIETJ/SufN0W8ybeo0AJo1a4arnQtXll+k9vi6SM1lxB6IIflkMlKNnJRbaWguliCVm5OVdBMnr8cxtcs0KoozVNz5NpKQ/lURJAJp11OJOxCHRFBw+/TnuPo2QGFhS2ZiuHHOC6jdx6hgE0U9BWk3eG3MO0RGRrJ3715kMhl9f7XCvX37BuvWrePM2QsE1A9m0sS1xvWoKIrw6xZAprCgRttJpD64SGLUYXKSr2OndCMvK4Hp06cbFWxg2AvJbU3nW0GQYG5uyYwpb7Jh42Zs7D2NCrZHKN1DyUmNxM2/CSdOnsbOzg6pTPm7dgQEiQSZPo/Jkw33tO7/NlCl+TvIzQzWXK6+Ddm6dTWjRo54JmsuuVzOmDFjGPObBGXPwunTp/lx7zZunXDB3s6gIJ0woIqwoAAAIABJREFUypI2fUfTqVNno1x7REFBAVu2bOHsqXNUDgpg/Jvj8fX1NbnG29ubbt26MXD8CVYutMbLXcaOHwq5FaXhwgFv/H3ljHgnn3PnzlGtWjUcHBy4cDGczz5bw/L/+wVHJxfWb5z83G6zv+Vm+CUmjTBVYjvYS6lexYa7d+++UrJVwPMo2bYD+wRB+ARIAIxBmkRRvPCiB/ay0bFjR0brRlMo5hmt2cpEDZmWyQwaPOiZ2/Hx8UFjoYIi03KdVWk5d00wWL5Nevsdou5GYmlhSZGqiOo0QxRFbnIRX4LwoBICAiXqYpbMX0r9BvWRy+UoMMdRcEEptiaHdIrIxxE3UoV4+vTt80IVbImJidSuWQfLfAcq4UUxhURyFX+xKi54cebs2RfW1z+JKIr06d0Fqf4WG5ZbopBLWbNhO23bHOLipRvPbQFYv3594h6kcPLkSYqLi9nZqpWJ9aGvry+R0WpE0cZEEXbtVhllejMehH9D1ZAAWrZsSWJiIs6eVSkpyqBmqJVRwfaIAb1suH778YQaGBhI9RrVuB5tmlhDFPWUFOfi6OjInyUrK4sbN25Qu+NjN1JBkOAZ3JbCh4eYNPFNVq1ahaN7KDptCQXZ8TRt2oSEbC06rYaY63twD2hGevwVKtfpa8xIGnN9NyIi6uJcrB28yUi4SlbSTQSJFMmvJvRVm4w2GYu1vSd5GfdQFaSTFX+Wycu/BQxWO+u+/Jyp02YQm59PmaYUqUTAxfdxwhmdVkNOegy1a9fG0tKS8+dOc+jQIS5dukR+fj5Rd6LJynrA4N5tmTZtKk5OTvweFxeXvyQI/8d4qeRSamoqyz9ezoljJ/H08mTazKm0bt36Pz2spyIIAi1atDDGFvwtP37/E0qVm+lJPamoS9RMGTWdMokGG6U1h48donLlyuXq/1V0Oh3dunQn/MINHIrc0Em0fLtjF/MXv8e0aVNfeH8vI1WqVOGrrzY/9ZrIyEhatWtFlVGhtB3bkXMLT3N11WUazGiMVC5FlaXizvpIVi1aiVQqpWWrNsQnXMY9oDkh9UcR9slOrqy4glQi4GTvxKEDh0w2IqGhoez5dg+vjxjIxWUGy5OAAAXXD7pjZSlFotfz8+B9hA6tjr5MR/bVNCRlCq4cWIi1gzfFeck4etXEM7AFMdf3YGFrsEwxs7Dn4Z3DeAa3Nm7sNOoCspMi8K7SnlxtNHE3vsfM0gE7pwCyEm/wMOoIgr4MhbkZpap85GZWuFdqQkrsOQJq9yY1+hdkspo4uFU1KtgA7JwDcHANAkTU+UkM6NebdV99SX5+PiFVQrH3akL9bkvQaUo4cvoIXbr24OyZkwiCwMmTJ1G6+JtYdEskMtz9m2Bj+ype53+Al0ruvCxUrVqVEUNHsHPMTvz6BCCRSXi47wHtW7SjRdMWzF8yn3pzG+IU6kza9VQuLTqP3EJO0MAQAoOrkHIpiWGjh3Ho50M0btwYgNatW3Hz83Bqv1MXiUyCKlNFxLpbrF2+9qnu1YcPH2b1yjWkpaYxethopk2fhrPzYwWfIAgsnLuQocOGEbPPkKTWTqHEWeNFrnURwQ0GYWnnRl7Gfe6F7URbpsbRI5T0+DByUiKxsHEnYnM0EVsikZnLKSvWUbnmYOJv/4yLoxUZaTcRJDLkCjPkQjHvTJrApi3bcfRuhMzMhsL0W3i725LwMJEp05qi9KiJgMjS9z/kg2VLmThxAnPmzGFOBfc2ZPBAvty4BxulL4IgQSKVIZebUTW0Kps3ric9PZ369eub3G9KSgo5WZno8s9go/QzrglyUiNRKh2YNWsWHTp0oH3HboiiIdzMI1QFaSgs7CgpzCTEy5NOHdvz/idfofQINV5XmPMQQV/CzRuRKJVKNm7ciL17daOCDQwKQTu36uzfv/9Pu0w+C3v27GTsYIVRwQZQo6oZTepbc+jQIQYMGGAsz8jIoH6d+pArw1ql5Loigs8/+4IDB/eXszRev+FrFi6cS8POayksKqVtc0t+2emBv6/hOywrwyTGulKpZP78hTB/4Qu5L//KIVy/FUPnto/LSkr03LlXhJ+f3wvp42XjeZRsj+wrf5/fWwTKR85/hQl2dnZs3rqZEcNG4ow7glZKtiyV0WNHPZfJ/muvvcbUydNILI7BU+8PQKoQj0pRYPLDBcPJcs9uvaikCqU1r1GiKuaqcIocMR2QoKWMAnLRUIqH6IeFYIVriQ/rvljHzNkz0ehKjabMjrjhiBspYjwhoSFs3rqpgtGVRxRFNm3axPIPV5CRmUGtWrWws7clKuIO3t5ezJg9gw4dOvD+0mXYFTrjLxhcQu1xwlZ0IJyzWGKN0l75Bz39O7lw4QL3710n4pSzMXjmxlUK2vTJYO/eveXe2bMgl8vp0KFDhf/XoEEDHJ38mLk4hQXTbbG0ENj7SxFbvsnDQZnBiJHDmTtnNoIg4Obmhk6Tj8LMhoQHpej1hmDUj7gfq6F5C1Nlz4S3xtOjVz/sXYOxsHZCFPWkxpzBy9PjLytdhd/8+7jQEEdwyeJFjBo5gv379xMREYFC0Qxzc3Oub9xOXkYsFjYu5GfGEFC7N0p3g3WZvUsgQfVfJ+r8BiwszNBjjlxhSd2Os5ApLCnIfsCdC5tJe3AFB7dgo+tPTtodykqyiL2ygY8+/tDEFWfgwAH079+PzMxM9Ho99Rs0IjHyAI4+9dFqismIPUH37t0IDAxEr9dz4sQJrly5gqenJ1OnTn1ibLWEhARu375NQEDAM8d7eAXwEsmllJQUatesg1WBAw4aF+IiUnjtTG9WrFnO6NGj/7iBfyEOSntShBzj39liOsnE0ZhOmKssEEWR5OI4unXuxp17d57LqvtZ+PHHH7l+4QbVihojESQggqvKm/fmvsewYUNNNgGv+PMs/XApgYOCCe5nmLtafdSWU7OOs7vTN7gHupMVl8WUd6YY43N+8flamjZrQWlRGmY2nijMnCnMisXa1pLPP/28wph9PXv25Mj+Y3Tt0pLtn7vQpa0Viclahk1Mo7KPDP+glsQfTyEyIgpLGyWlJUUIEimlJblUaToGKzt3UuMukJV8E2dpHWKvf0tR9n06tG/D+QtfYO9eG522jLQHF/EIbIlnYEtyUu9g7xpMQK3exm/zYdQRijPOsXKhNdMW3SUtRYOZhT32rkGkRB9kYL8+hkQ1Uoty96Awt8XVVs2nO/YZQ4SsX78eK2Ug7r9acEst5PjW6E3k6ZVcu3aNevXqYWlpiU6rLteeXleKjY17ufJX/O28NHLnZWPV8lV07tCZ7d9sR6vVMuvDGfTo0QOJRIJMJmPJB0tIjEukUlAlZFIZTT9ogWOIQXlduXsQot4Qp+3YwWMAbNu0jb4D+/Jzr73YezuQGZPJ9KnTTGIN/57Vn65m0bzFuBf7Y441u+7t5ettOwi/dd1E5ri6uqIQzaivNayzJVoJZyW/UL3JJGNYFAfXYPxr9iL2xg8kRPyEIAeJmYC6JB3fKt2xUfqg15VhZeeOIEhIvHuU8ePHMW3aNC5duoQgCDRq1AiZTMbAgQP5at16srNz6PXmNKysrBgybCS1281AYW5Q1rtUasbs2XPp1asn3t7eFd7f9OnTOHzkKNEXvsDCPgC9Jgd1YQqnTh6nWrVqFdbp32cA1jlKMkkl8tSXKL1roMpPoSDzDocP/YIgCNSpUwc/X2+S7x7GPbAtEqmcvPRo0h5cpnLdfqTeOcDU5d/SpEkTdn6zi5jLG7ByroqutICc5Ovs3LHdeHBtYWGBqCstPxC9Bisrq/LlLxBBkKAvn5gUUSzvubZowSKkGRYEaKsbtj9lYK2xZ8zIsdy9b7omUigULFv2CYMHj6BN6wZsWOmCl4dBwRYZXcqhk4Ws/qrn33ZfEyZMo1XL76gaLKNnJysys3VMmV9ImzZtylnevcLAMyvZRLGCFGKveC769u1L06ZN2bNnD8XFxXTr1u2JE9KTMDc358y50wx9fRgXbx0EQaBKSBVO7ThVLgPhRx98jLu6Ei6CwTffEmsCxerc4hIyZFhhgzV2FFHAJY5RS2yCCNy4dZNbt27h5OpIyoMHeGJQ5mnEUtKtEli/eN0zu/csXrSEz5Z/jk9xMFWpROLpJM5whhDqkBKbR/8rA1i5dgWnjp/CUethomOxEeyRijLizaOYM2XWkzv5F3Pt2jXaNTczKtjAMMl2ag1hYZf+lJItPz8fhUKBhUX5RbwgCPz401HGjxuGV+2TyGUSfHy8OHxkN82aNTO5tk2bNlgooCA7jjK9HQuX5/HeFHvkcoGrN9Ss3aTm8BHTc6yWLVvy/pIFzJo9B1sHd0qK8/D28mD/zz8iCALp6emEh4fj5eX1XN+2k5MTodWqk5FwGbdKTQCDhVxW/HmGDzQkz5DL5Xz88Qr0MjvkVp6UFSejLikCtQY7l0Cyk29i52TqNmOj9AVRx/6ff6JN2/bUaD0J6a/uQXZO/viEdiQ+Yj8JEfuxsHHF1tGP/LSbfLPza9q3b1/hM5ZIJEaz6LArl5g/fyH7D3yDlZUV0yaNYcqUyZSWltKla3du3r6LpTIIUZPHrFlzOHLkEPXrP84Op9VqGTFyDPv27cXBxY/87GQa1K/Hvr17/nTchP8lXia59OEHH2Kd74C/ttqv86ALdipHZkydwdChQ19Y3Mt/kjcnvEnfI/1wUrljLliSQjy+BGMuGH5XgiDgqfcnPPWUwZL1N9mmn0RiYiKXL1/G3d2dJk2aPFUxt+/7fTgUuRoUbL9iLljionDnxIkTf2r+fUV5roVfI+jdx67zZrZmdPyiC/t772Px5MV069YNpfLxQVlwcDCREbcIrhJCmVUSlQd5U7nbAHLv5zBo6CBuXL1RYbKjpk2b8unqDQyf+AaqkjRkUrC2kqHRmpFdEk5eXgHWDr5oNcX4VuuGRCon+d4pIs+tQ68rw72uF6HDqxK9M5zFCxczcuRInJ2dOXv2LN99twe9qOf27TKuXbtAUcZtCnMzCaw3wOQb8wxqyeV7x+ndxZqh/Wy5dlPNgk9yOR8WjaObM5u3bkSukKMXJbgHtEJuZogbpNOWUpwdzabdR0y+81u3ozCz8TS5T0GQoLBy5ejRo9SrV4+2bdtSqsohN+0uDm4hAJSq8shJvMLIEQtezEt8xTPzMsmdlw1BEOjYsaMx8c4jNBoNNtY2DBs0jKCgIFq1akWVGlWNCrZHuDfw5OyWk8a/lUolJ46c4P79+6SkpFCjRg0T75Hfkpuby/IVy1mxZiU2ejsUmKEUXFBqXIjJvcXqT1ez9P2lxMXFMW7CeE6fOIVOpyPc4jTVShojQQISwahge4SN0heJANVrVUNfHax9bbn0/gUyEsJw8aljtOZSF+egLclm/PjxyOXycgYcDRo0IDAwEBsbg6eLUumEi099o4INwNxKib1bFX788UcmTJhQ4X1aWFhw5vRJjh49ypUrV/Dy8qJfv37GNatarebEiROUlZXRpk0b8vPzuXHjBg11HfAjhPTcJPLyIxH0GqrWCjaOUxAEDh3cz9BhIzlzdBl6Peh0WiytrEm7+zPLP3l86H361An27t3LocNHcXUNZfSo/zOxhu/Xrx+zZs/B0TvJGEe5OD+F7JTb9O//XYX39aIIDa3FzJnbOXBCS5c2MsYPs+XBwzIuXi3mmz2dTK79+cef8SgLNtn7OuPBpeRbpKWl4e5e/hAlNDSUme8uoHa7hbzWxYZSjcj+o0V89tn/4eLiUu76F3dfoXy3+2emT3uTYRPjkMlkvP76QFas+Oxv6/O/neexZDMiCIKTKIpZL3ow/wu4u7szceLEv9RGYGAgl8IuGq1pnuQHfScyClu90uTH6y74EiuNwEHnQlWxnnHxqBSduc1lg1VbjA9z31pAtjYdK6UVuWVpmIuWZGhSeWvcm/Tq1euZxllcXMwnH39C7ZIWmAuGhaYvQehEHTlkUFWoi43KnhnTZlI9tDrZsUXY8XghrhW1lKJm0MABTJ4y+U8+rf8svr6+7Pmm/JHGrTtSmrT2f662wsLCeGfSGG7eMpxu9OzRlbWfbTDZvAA4Ozvz/Q8Hyc/Pp6SkBFdX1wo3olKplBPHj9K33wDSi0v4bGMJn23Ixc3NivwCCWvWbqxw0zthwtsMHz6Mq1ev4ujoaLRgmzptBuu++goHFz+K8tMJDgrkwP4fK3SJrIhtWzfRslUb1HkPkJg5kp9+B5lUi6+vD6WlpUx6ZwpS2yB8QwxWfGpVLulJK6nWfBhRFzZibu1EYU6CcRMCGNyEnJyxsrLC2tbJqGB7hJWdB5Y2LlRr8SbJ906Rcv80lSr5mcSReBru7u6sX7+uXPnatZ8RdS+F4CZvG7MtZSXdZMDAwcTGRBvfx0cffcyxU1eo3mYmUpkZer2Ou7d/YMLESaz+dBVAufgNr6iY/3a5dPzICZRlbibztbVgh1SUEx0d/ULd8/8p2rZty+z5s1i0cDGOCmfyi7Jw1Ztm2BIEATOpBQUFBU9oxYAoirwzaTKbNmzESeGGSizC0U3JkeOHn3jibmtni06q/Y0zl4EyQfNKif0CCfAPIOduFo7Bj0MGqPPUqAtL6dmzZ4Vz2PXr17H1saH1/7U3lrnWdsO3UyU2bt7I0sVLK+xrxIgRDB48mI0bNzJn3hzy1Crc6jsR2DOY7Ogsbq2PpF6nucbYQ0r3UMKPLcfKCWQagZT9SRz4+YCJS/4jd2edTsfYN8Zx5fJlCvKzkUik5KRE4FH58WZVFPUICNTtmEmPDgpi4iVcCRfQS0V8x/jTrHkrVJnFXP7gIhHnVuDu3wEQyUsOo0/vXuVkap3aNTl/9XvgsfWeqNeRm/GApe9/QI0aNejatSs//7SP7t17kpt0AZnckuzUaBYuWvDU+IJFRUXo9XpjbLdXvHj+2+XO/wLp6ek0a90crY0W2xp2FJ0opGzBXCQIFCYXYOP5+PeRE52FbwWub4GBgQQGBpYrf0R+fj71m9RH4i+j+fstUWWquPnFDYrzCvDVB+NQ6sqRg0eZPWc2zVo1w6OHF/1mDULUidzeepOw747hLHVDV6JFVZCOpe3jfV1BVhwhIVVISEmg04pu/NDje0IajOJh1GGizm/A2acuGnUh6XFn6de/L2PGjsPezo4xY0bRqFEjAL77bjfTps8kKysTmUxG586d0D1BV6zVlv2hIYVEIqlQmXnq1Cl69+qNpWiDBAm52izeW/AeCpmZ8bDLHV/cRV/yyEKlyjSp7+LiwuFDB8jKyqKoqAhzc3OysrIICgoyOWiUy+X079+f/v37Vzg+V1dXtm3dwrDhI7F39kNAIDfzARs3rMfT07PCOs+DRqOhoKAApVJp8qy2bdvOzFlzcfRrTbboyOrt1/lwbQwSicCmTV+Xm4utrKwpQ2NSpkeHTq+r8JD/EdOmzaRPn/789NNPyOVyPlnzGm5ubn/5vv6I1q1bc+36XQoKCjA3N/+vPPz9J3nm0xhBEKwEQfhKEAQVkC4IgurXv/9eu8tXPBFnZ+enBhqsVac2+dJsk7JSUY1Wq8VbrGyieHHBizI01KMVIWV1CSqqQ0hJPVQlKtbvWMeydYu5e/8On6z4BEEQKCkpYca0GTg7umBrbcuAvgNITEw06SsuLg5LmZVRwfYIR1wpwpDRxkawRywTeX3YIJItYygWDZnGdKKWWMVtOnboyMbNG//WwNh/J126dCE924IP1+SjVuvRakU27izg1IUyhgwZ8sztJCUl0bVLW8YPTic32peH17xwsDhLr54dDEFIK8DOzg43N7enWnr4+/tz/VoYt29e59z5a4Rdu8M3u05xPTyKkpISNm7cSHp6erl6NjY2tG7dmho1aiAIAtu2bWPbjt1Uaz0dvzrDCW01nbQ8OUOGjjDWiYiIYObMd3n77YkcPXq03LirVKlCXOx9urSrT1rcOcxtXLH3as7CpZ/SvEUr9v/8E67+j63xVPmp2Dj6Yu3ghZN3bcrURcRc30N+ZiyiKFKYk8jdy9t4b95cgoOD0ZYWUqoyzaSUlxaNtYMXEokU75C2yM1tSUlOepZX8lS27/gGpXcjk3Tmjp41yMnNIzo62lj21br1uAa2Nyr/JBIpHsGd+Xr7dlxc3HBxdaNpsxbcu3fvL4/pZeRlkkuubq6UUGxSphO1qDTF/9VujTPfnUli8kO+3PkZ4yaOI9syxeS3XyQWUKQrMLHwrIgdO3bw7eZd1FO3JbCwNjUKm6GLk9G/z5Ot0UaNGUWGWSIl4uPnmimmUCpV0b59+yfWe8XzMXv6bKI2RJJ61fBui9OLuLL4IkOHDnniIUFGRgZWHuUVnRYeFqSkpTy1P7lczrlL5zD3s8CljistlrXGo5EncisFzr7VjQo2MMyprr71aVmnFVtWbSYlMeWJMS+7devB7r1HqN56Cg27L6Vq0zEkRZ8gJzXKeE1a7Bm6duvBxs37cfSeSs9+H9K2U2dChlTFp6UvgkTAytWa5u+3QtSXEeReSk1/KRv/bw0bN/xfuT7HjBlNaUECiXePUVZaRElRJtFhO7F28KJS7UGMG/82er2eJk2akJycyFdrP+SDRVOIi4thxvTpFd5HYmIi7Tt0xtHJGWcXVxo3ac6dO3ee+kxf8ey8THLnf4Hps6ZjXtuCFmtbU2tsHZqtaolTW2c8vDwIW3KZwqQCRFEk83YGt9bcYN7Muc/dx5dffYnUV0bjBU3xaOhJ5W6BdNzUmXjpXcpEDSVCMR6eHnz33XdYVrIidFh1ZOYy5FZy6rxVD5dgF4ZPGsLCBfNJuLmLgqwH6LSlZCXfIvXeYYYPG4ytux1FqUUgyrBzDiC02VgcPWuSkxpFYXY8oOfI8UvcjBM5cTmZjp26sXr1Go4dO8aYN97EvlJn6nRaQHDTtzl5NhxBIiMz8brJurikMJOclKhnNqb4LYWFhfTs3otK+dWoUtiA4MJ6VFM1ZvGCxUjlArmiqUIt0yyZHq9VnKzPyckJPz8/3NzcqFat2p9S5vTu3ZuU5ERWfTSPFR/OITnpIQMH/jXrda1Wy/TpM1A6OuPjWwkvbz927NgJ8KsxwGQC6g7HM7AVjp7VCaw/HCvHUEaNepPevXuXa2/c22+QYhmLTtQChsPEBHk0rVq2emJ4mUf4+fkxadIk3nzzzX9EwfZbbG1tXynYnoHnsWT7DAgCumPIqFMJWPBr+cgXPrJX/GVmz51Fw72NkBbLccULFUU8tLyDvdweXb7W5Fo9ekDEnMcKMQfBGalKwfKPl3P0+FGTIJ/du/Qg+lIsgerayJBzbV8kDc824s69KOOi2tPTkyJNIWWiBrnw+MdYSC7mGNYiZaIGtVZNv379UJeoeW/ee5hLLCkqLaRt27Z8/c3vQ178dyGXyzly9Czjxw3jwxqXEQSoXq0KR45ue6LJeUWsX/8V/XuYM6Sv4RTE3k7Kp0vsqdI8hrCwsApj2DwP/v6Prep27vyGZs1bonQLQhAkTHpnMp9+uoqxT8mws2btl7j4tzEGGdWVlSJR2HDi+DGWL1+OVCpjwcLFOHjWRSJV8O3ukXRo14qdO7abKAGlUinf7tpNaPO3sLLzAECs1IC4a4bvQNQ9/m7NrZQU5SZx/+outGUl2LsGo8pPJerCJhAE9FoNUpmCjMwMWrZqg04PEefW4V+jJ+ZWjmQm3SD1wQU8A1tSmJOItYMXljYuFGbdp7i42Bi3QRRFsrOzsba2xtz88ebtaUgkEkR+r/wU4XcxGQoLC3AzM3Xzliss0Isiddu/i1RmTnr8JVq0bE1szL2/PZbEfyEvjVyaNnMqQ68Nx67YEUvBGp2o44EiilatWv3jC6gXjVKppGvXrtSpU4fDvxzmTnIYDipXNFI16WYJrF77KZaWlk9t44u1X+Je7G+UJYIg4K0L5Mrtozx8+LDCxD916tTh/Y+W8u6MWTgpXClDQ5lUzYGDB14tEF8gLVq0YPNXm5j67jTOpp5GJpUyduxYPlr20RPrNGvWjORpE9EUaVBYG96FqBdJO5nKO1P/2Np/39592NdQ4tfO3zinmtmZoSnNLHetvqyQunWbk5SURM1adUlOSsTHx4chQ17nrbfewtbWluzsbI4cPUKd9u9iZmnY3Ng6+hniIYXvoTi3HpqiFCwUOr768jQeHh5GN6fPN3yOYzNTNx25lRxHXycWzJ/7VGszpVLJpYvnqVGzLknRJ5HKzHDxqYN3lQ5IpHIe3t5DYmIivr6+mJub/6GVdVlZGS1atgarytTp+B6CREJG/GWjDHll1fZCeGnkzv8C+/buo9PXXU3KggdVZffWb5g9ezZr31iLRqPBQenAymUr6dnz+eNaHT11FI+2plba1m7W2Ps4kBGTTKpFHF9OW8HRo0exDi6frMShqiP29vZMnz4dV1cXln34MdGXkqhWvSZ7f9hN3bp1WbBkAVq1ljJ1Cbpf17dulRriVqkhWcm3iL+VRECD0Ub3UaVXLebMnUftOnVwq9wOOyfDOt/c0oFKtQdw7dAHuAe24MaJVTh6VEfU68hKvsWoUcPx8PB4pvsWRZELFy6QmJhIcnIy9jiiFB4bf1gLdrjqvWnYqTb7fzyAq8YHc60l+ZZZyF0EZsyc8dzP+llIS0ujoKCAgIAA+vXr98LanTptBt/tPUyVZhNQWNhTmJPAWxPewcnJEScnJxTmNljZmz47R6+6nDpzrsL2Jk6cyLWwa+z74Uec5K4Uivl4+Xmw9eutL2zMr/jP8TzmQd2BXqIoHhdFMVYUxWNAH+DZ/Kpe8Y8TEhLCidPHcW9hzxWzo6S632f6oqm8O2/mr5pzHfCr5lyIxhwrFIKpO50cM25ejuCDZR8Yy65fv861sGsEqWtjJdhiJlhQSV8FRZElW7caJgadTkdubi69evUixuImarEEURTJEdOJIwofKqMVy7iruIaHuwdvjBmHs4szSSlJHD59kJgH9/npwI8vxYLQ19eXg4dh0s7uAAAgAElEQVROk5CQSmxsEufOh+Pi4sKaNWtYunQpYWFhf9jGg9i71K5uapEmkQjUqmbBgwcPXthYU1JSGDNmLEGN3sC35kB8avQnpOlbTJky7an95OXnIf81rkNJURbhx1dQmJOIV5UOLF+9hekzZhLUeBzeVTriGdSaoCZvc/joKQ4fPmzSzpUrV7CydTYq2MAQn8bOvTbOLu6kxp4wWsEUZMeDKGJp64qzd23KSovQqAsQBIGgugNo3HMZoc3HseLTdcSnFFGn0zy8Q9oRH/kLN058Ssr905hbOVKqyiP6ytfcubCJ/Kw4bB292b7doNTbv38/lfwD8fbxQ+noxJix4ygpKfnD5zhi2GByHl5Ar3+sFMxKCsfFxYmgoCBjWdu2bclMvGZSNyv5Ftb2XsjNrJFIZbgFNENq7syePXv+sN//QV4audS1a1feWzKPW5bnuW1znivmRwluUYkd3379nx7aX0aj0fDGmHFU9q9MRmom2doMxCAVLYc15MSZE4wc+cf70sKCQuSYKsYkggSFzIzCwsIn1pswYQIPkxJYueljNu1aT3Ja8lOVHq/4c7z22mvERceS8jCZnMwcVn6y8qnZ9wICAhgyaAinJ5zgwdE4ki8kcuqd45Skqljw/gLadW7HkSNHnlhfIpFgZqugKOXxu/du7oOqMJXMpBtGOZGfFUdu6m1KNaVMnjYHleBFibqMxLQili3/Cjd3D8aOHUvb9h0QJHKjgu0RVvYeCOh5a0RHPl+9jOi7UeU2oLWq1SL9appJWUlOCTkPs5/qYvYIf39/KlcOILjhEBp0nY9f9W5IZQp02lLKNKXPtQ765ZdfUJdJ8Qxqh1SmQCKR4ebfFHMbL3bu3PnM7bziqbw0cud/AUEiKec5IepFJBIJixYsIisti+SEZBLjEhk+bPif6sPd1Z2ilCKTMr1OT2FWAQ8topk2ayqbtm1i07ZNpFxINhmPKIpkhWcaPUPeeOMN4uNiKC1Vc+3qZdq1a4eDgwNzZs/h8nvnsfWxIyFqP3q9YQ9XWpJPYtRB7F1DTLJymls6oHTxJ/putDEu2SMU5rZIZWZkxofhHtAcTWkhuenRWFtb8flnzxZjKzU1lWrVa9HztYG8+95y5s5bQK4mr9yzFsqkuLm6cSnsIh3HtsSvsyvTlk3ixq3wcuFu/irp6em0bdWOAL/KNKzTGG8PH/bv3/9C2lapVGzcuBGfan0xs3RAEARsHf1wC+zA+8s+wsHBgRJVgfG9PEJTko+To2OFbUqlUrbv2E747et8uH4p+4/+RPit8L81ttor/jmeR8lWBPx+d1kCPHl1+4p/FL1ez7L3l+Hi5IpUKqVOzboUFRVx4vRxVGoViSkPmT59OpMnT6Zpx0ZctThOrNUtbttcoNS1AIWF3GiyClAsFpJHFgGaanz5+VfG8tu3b+MgOJsEkwawUNlw9co1du/ejaebJ3Vr1mfv3r2Yu8i5bn6K84pfSLC/g9RcSrxNJBekB8nX5SB5aEnkD3FMGTudXj1eo1q1auWCPR47dozuXXrQqF5jFi1aRG5u7t/7MP8GHBwccHJy4pdffqFqlQCuX1xKfuqn9OvTlnHjRj7R7ROgVp3GHDtj+v9qtZ6zlwqpWbPmCxlffHw8VauGohcUJN45YnSRsbB2RulRk+++e3Kw0C6dOpKbHG5o5/bPeAQ0I6ThEDwqN8fOvSZ2TgGYWz0WMlKpHDv32qzfYJql1traGo26uNyz0GpU1KxZAwfzYu5f/IKEiB95cOsnqrd6G8+gVjh51aRK4xEgCFSq0QNHz+pIpDJsHLwJaTSCwpxEEEWsHbyxsjVkYXLzb0KtNpOpXKcvdTrMRBT1mFk6YOdWg7PnLhIWFsag14di7dmGOp0WUK3VNH785TwDBw7+w2c5btw4alcPIPrcWh5GHiA+fAdZscfY9e0OE0u2jz/6gKL06zyM2EdW8i0eRh4gNvwHKtUwNaGXmjsRHx//h/3+D/JSyaUpUyaTlpHK/uM/cedeFIeOHvpDl4H/BmZMm8mBbw5RT92WOsWtqKtpRXpyBk1bNKVu3brP1EavPj3JNEsymRtyxUzkFjIqVarE9u3bGTp4GO/OfJeYmBiTuo6OjvTp04dOnTq9smD7GxEEAQcHh6cq137L52s+Z/m8T5CdlZDxdTrZd7NwbeOO1whfShpoGDRyEFu2bqmwbp++fRE1cGdXFNnRhrAYErkEnzbexIbv4eaxj7h7bg2pUd/zzc6vWbPmM7yq9iIl5gxVmoykesu3qNFyAsGN3mDzlu1kFFgh6nUU56ea9JObfg+l0pF3332X3r17I5PJ2LBhI/4BQVhYWhEUFMLOr3cRuTOCqG8jKclWkXk7gwvvnmXcG+OeeRM5aeJbZMaeoKzUsFHX63WkRB+mffsOz2X1/uDBAxRW5S1fpRYuxMbGPXM7r3gqL5Xcednp368fd7ZGmsiOqG0R9Ozd05h11MHB4S+FpZkwfgL3d0aTG2PIpq3X6onYeItKPpU4f/EcK9esIlJxh9qL6lGSq+LSB+cpTCogPyGfK0sv4WHn/ochDOa8O4fNn22mVqVqqLKjCT+8lNgr/0fUmdWEBFXC3Lr8XKNW5aNSqchNjzYpVxVmoNdr8a3RnYyEKxRmx2Nh40xRURHDho9EX1F6zN8xeMgwikVXgptNwrvGQGp3mI3ewpwEHoc30Yk68iwz6N6jO1WrVuWzLz5j09aNXA+/iaeXD/b2St54Y/yf3tOFh4czaeIkRg4fxb59++jcoQsJF1JpWNqBeqo2eGQE8vqA14mMjPxT7f+WzMxM5HIzFBa/i6tm78mDBw/w9/enWmgoKfdPIIqG51eqyiMr/gyTJr711LYrV67MgAEDaNSo0QvPsv6K/xzC0zb2JhcKwjCgGzATeAj4Ah8AB0RR/Nf69NWrV0+8evXqP9Zfeno68fHxBAUFPdfC6EUwfep0vl73DX6qqlhhQyYpxFveYe0Xa0hKSsLe3p7+/fsb4/tERERw9epVfHx8aNmyJUMHD+WHXXvxxB8tZaTykECq44Q7YWbHUKlVAFy4cIEeHXtRq6iFyWQQY36LLiPb8fWWHQSpamMvOKEVy4g3iyKgiS/f7dmFg4MDpaWlXLlyhU4dOlO3tJUxZpte1BNpfYm1mz41Me9dtepTFs9bjLuqEmZYkmOehtRFx7Ub1/7xZ/xXKSkpwcfHlX2b7WhczxDUsqhYT9Pu2Sz7aBvdu1ccnyAvL486tavSr1sZYwZbkZ2rZ/7HxTi7t2THzh+eqe+UlBTS0tIIDg4u53Z4/vx5OnTsgpmNJ26VGlFWWkzSvZMGt5WQdjyMPMCY11szf/78CttOS0ujbr2GCOZupMRdpWH3JUhlhs1sdvJtUuMuUq35GyZ1Ht45giYnEh8/P2JjYggNDWXJ4gWMHv0Ggl0NXP0M1ialJQVEnVnL2DHDGTFiBOnp6fz888/s+v4XgpuYCq6wg0up1mwcFjamMawu/TwfM0sHSlW5WFg7U5yfQsNui4xjBCjMecj9a7tw9ghhWP9WREZEcSNWYxL0WlumJuyXxUyZ/A4ff/yRcVF29uxZPvp4OXEP4mncqCFzZr+Lv78/58+f59y5c7i7u9OnT58Kg62np6fz+RdfcuXKVSwtzTl15hJVmk8ynkiKokjM5XWs/3LlMydk+KcQBOGaKIr1/oP9/+vk0j8tc/7taDQalPZKape0NInPmS2mow7KJir66YtfnU7HmTNnePDgAe8vXoYmS4dtsRMaeQnp8kQ2b9vEsiUfkBabgW2RExq5mgx5Eju/3VHhfJqdnc2a1Ws4cvAoltYWuLi5kJmZibWFDR27dGDYsGEvvVu2RqNh48aN7Nu7HalURv8Boxg6dChSqfSPK/9NvNbvNU5cPoMqsxiZQoHUXELo0CrEfxNHckIyMplpdJPs7GxatmtJanYqhblFmNuboykopUpwFfbt3kdmZiYajYb69euTlpZGteq1cfZvTX7mfYIbmMZDjQn/HnNLJSmx55BIZATUeg1LO3dy0+4Sf/sn1qxexVtvGWTNipUrWfbhKjxCuiFTWHH7zOeENh2DRKogKeYQeemxSKQii+cvZsb0Gc+8cRdFkekzZvLlF18ikVugVhWiUCh4++3xLFm8+JlDFZw+fZo+/YYQ3GyiiQyJu7qJVR8vYODAgc/Uzr+ZV3KnPK/kzpPJycmhZbuW5GnzcaipJD8yDzO1gjMnzrzQUAxbtm5hyrQpWLlYUZRdRJWQqnz/zR6mz5rOPZsYQocbkhep89Vc/vgiyecTsbd34PUBg1iyaMlze+78NuPp/fv3adehC0GN3sDcyqBsy0y6Qez13eh0eqRSGb6hnVF6hKIqSCM2/HusHXyQSKVIJHL8a72GRCJFqynh/pXNLJw3lYkTDdlFL126xOZNWyguKqZv/z706NGD7OxsfP38qdV+DhLp40OVvPR7RF/5Gu8yP8wwJ9sqhVadWrJr97cIgoBGoyG0Wg1KJa64VmqOKOpJjz2Ng6WK8OtXTWTQtWvXOHz4MHZ2diZ710esXbOWebPfw6XUC4lORqZFEmpNCU10nU32pvHSu7Qd1Yyv1n35fC/0d2g0GlzdPKhUd6RJYorU2HNU85Py477vSU1NpVv3XsTGxWNl40hedhJdOndGVZxGmUZDj16DGTt2LGZmZk/p6dlISUnh3LlzKJVKWrdu/R+V3y87f1bmPI+SrQyQgkmgIQEwCe4liuK/6pj4nxI8paWljBo+in0//oidmT35pXmMG/cGy1cu/0eC9hcWFuLu4k4ddSvMhMcZSR5ynwQhGg/BD9FMRxZpfL93Dx06GALm/3YiEkWRQP8g8uKLsMUBN3ywEmxIEO9hW0vB1fAw43UN6jYgK7IAH00wUmSkCvFk2CbQvEUL7u6Px5vHqZT1oo4r5se4fecWfr9m7dm9ezfTR88iqKiOyX0kibHUHlCFnd/ueHxfru7ULGmOpfBYQXHPLJw35o5k7rznD1D6n+TQoUN8sHgYJ38wtU75cmseVyJbsXXbk63FkpOTWbhwNocO/oK1tSVDh73BjBnv/qHVQGFhIQOHDuXkyZNYKJWU5uayYN48Zkyfjkqlolv3Xly8eAGFlSvVmo83fhMadQHXjy6nRsu3iQnbzLkzJ6hRo8YT+8nJyeGLL75gwYKF1Ov83uP4bFoNVw+9T0jDYdg5BwAG8/abJz5Fryujct3+2Dj4kJ8ZQ+q9w6xZvZL35i+iRCOi1Ukpyk9BJjPDyt4TTVEqzZo1ZcniBXTo1J2qLaeamMffOL4K94BmuPo9DqKuLs7m5onVWDl4UlKYhbbMcADdqNsik8QEqoI0Is+tx9xMSsTtm9St1xDXkF7GOBaPCD+2AqlUYOo741m4YD7fffcdY994Cxf/VljYulGYdZ+8lGtcunie4ODgp76b36PX62nUuCnJmWU4V2qOIAhkxp/HyVbHtbDL/zoh+i/Y7Pzr5NKrzY4pubm5eLh50FTT1UTeqEUVUXaXyM7LfmLdmJgY2rftgCpXjSVWpJem0KRpY+xs7PD28+HNt8bz008/sWbBFwSX1DW2nydm8cAhgtT0FJP5MTMzk7q16iLJNkNVqiKfbFzxQoOGLFKxVyhRetlzKeziC3dj+beg1+vp2aMDxfnhTBhlhlYnsmpdKUFV2rN1265/fDxlZWXs37+fAYMG4+LXEJ+QDggSGfkZ97l/YwdmFjJuhd00rh1+i06n4+DBg9y8eRMzMzO6du1KlSpVyl1XUlKCs4sbSq+GlJUWEVDbNAB1fMRBBMGQnCby/HoQRUS9DhCQSQUqBwYzd85M+vbti4uru3GTlRR9klJVbrn2EsJ3sGzRVIYOHQrAxYsX+Wrd/5GVlUPPHl0ZNmxYhUozlUpF1arV0crdcanUBL1WQ3rcSaoHe3Dk8MFnep6iKNK8RSvikgpx8W+JRCIjM/4C1vJ8bt64/lJYcr6SO+V5JXeejk6n49ChQ0RERBASEkLXrl3LKe5/iyiKpKenY2Fh8VwZ3tVqNbdu3UKpVFK5smEf5BvoR60ldbD3NzUK+LnnXsIvhePr6/vnbup3rFmzltlz5mJl70lxQS5arZoqjUeiMLflzoVN6PRatKXFmFnaoy0twMbRl5zUaEM2ZsXjfWN+ZiyazLNE34ngww8+5MOlH+Gs9kaql5JrnUbj1o1YtXolVapWp27nBSZyvSg3iTtnNyAR9LRt15ax48bQvXt34z54165dTJ6xCP96I431RFEk5tJXbN6wli5duiCKIqNGjGbvnn0oNa7o5VqyhXR2f/8dnTp1AiArKwtfbz9qq1tg8Wu+kQwxmYfco57Q2uS5pImJeLdX8suRXygpKWHp0vfZuu1rNJpSevbowfvvL8HR0ZHs7Gzs7e2fOkeuWbOWhYs/wC24M1a2buSm3SEj9iRnzpykVq1axutu375Neno6W7as417UcaaON8NMIfD55lLkFtXZf+D4X1rPvzdvPiuXr8BZ4U6pUILMSsKR40cqlH+v+Ov8WZnzPIkPKk7H9ArAYEV25qcLNFC3Q1YqRyOq2bH+W3x8fZg8ZfLf3n9iYiIWckvMSk1T/tqLTqSI8QQI1aAEHEUPenbvhVwup7ikiKaNmrLm8zXUqlULQRCo17Aee+L3YIM9KgpJFuNIJQG7h3bo9XokEgmCIHDk+BEmvDmB73/4Hq1OS9NGTfl+/VlGDR2FpWhjWG78ikSQYmNmR3JysnGhbGNjQ5lgmrYYQCstw8HhsQIqPDwcW4UDlmpTCyAHtSuHDhz+r1OyCYJAhXrt3wXErwhPT0/Wr9/23H0OGz2ay5npuLw3C4lCQVlWNktXraRyQACnT58l+kEOlvZ+OHpWNxmDwtwWK3sPbp1ay7SpU6hRowZ6vZ7Dhw/z408/Y2NtzfDhw6hWrRpgCOA8b948ou5Ec+7qcbxDuyMIAhKpDEtbN6IubMLOyR+p3Jzc9GgEiZSQxiOwdzYsRFx86yFIZXz51XpuhF/F28cPmbkSJ8+aVK7TB0GQoNfruHn9G77bvQdPDzfSYs/iFmCwqFSrciktySc+4gAyhQUObiGo8tOICf8ej8CWeFRuzuX9CxFFLTb/z955hkdRfX/8M9uS7Kb3ShJIQid0CB2U3osoICqgIio2RKrtpyIIiCAgoCIIKoIUAek1dBICIYEUIIX03jZbsmX+L6KL+w9IREBUPs+TF9ncuffOzGbO3HPP+R6XOuRfP4dXUHXBCFEUyboSidJOzo7t2/Dx8aG0tASbvCQrJ5teW4auspimXV9k0aJFzJg+jddef5PA8MdxdA8GqsWyEWS8/c57bPzxhz91ryQSCYcO7ueDDz7kux82gCjyxOMjeeedtx84B9sDwkO79IDj7OyMp4cXJVkFuHJDZ6RAyKFt21tro4miyJCBQ7HJdCJErE4pDRQbEXv2NCvWLmf48OEAbP5xC25aXzK4RqZ4FT06nHBF1JuJjY2ldesb70ULFyxEWmSLi96bAs7TgT7IhGonXLlYTEzVcewy7flk3ifMnTf3XlyOv50DBw6QnhpD1B435PLq533/R1Q06rKbc+fO1Tp9925w/fp1OnfpTqXWiERiQ2CjvpZNE2evMLzqtCc35SSZmZl8//332NvbM3LkSEv0iVQqZcCAAQwYMOAPx7Gzs2PSpBdYvXYjFWWF1GncB7miOqrSZNSTl3YGUTSSffUYgkSGgIiAGb8GvfDwb46mPJeXJk/hWkoKRqPJEsVgNGgtWqS/RyJXWdKfli5dxqzZ7+IeGIFU4cC7Hy3hyy9Xc+zYkRqOtg0bNmBARXCzG5X9lC1Gc+bIQn744QdGjhx5WzsgCAL79u7mgw8+ZN367zEajTw2Yjjvv//uv8LB9oDw0O78w5BKpfTv35/+/fvftm1kZCTPvfgcWVnZmI0mHu31KKtXrsbd3f22x9ra2tYoRObr60NZWpmVk01XqkOvqbqrmzmvvDKZJ58cQ+MmzfAMbINvSCfLRnL9dk8Se3gJbfu/C8DFg3OpLKpOH5fKraOqFLaOFJSWkpOTwwf/+4CWuu7YCnYggJ86mJOHT3LkyBGMJhMluQm4+jSyHJuTchLMZvwIxsHBoUYRibi4OOT2/lZrDUEQsHWqQ3x8PP369WPHjh3s3PILLTRdkQkyMIGHWMgTI0eRm5+Dra0thw4dwl3uhZ3+RtS5E65UUEaVqLfSFy+3K6Tbo8MQRZGBg4Zw+UoenmFDkUoV7I08zbbGTUEQ0Gi0SCQCL7/0Eh9++L+bPmtfeWUynp4ezJk7n5SkDNq0acOPXx2wcrABNG3aFFEUOXJ4DwnHvFApq+1a/0dVtO9/kT179tC5c2c2bdpETk4OHTp0oHv37rVKFd29ezfLP1tOa30PFFXVNiS7Io0BfQdyNfXKw3TTB4haO9lEUTx6uzaCIPwC3Lbdvw2j0cjqb76hpbar5YVdIdhSR1OfxZ8uuS9OtoCAALQGDXpRaxXJVkIBKm6EILsIHsiqFARUheJFANkn0+jSqQuxcbEEBwcTczaGRrSmlEIyScEeR9rxKPH601y7ds0i4uvi4sJ3G77jW9O3mEwmy8tb5x5d2By/HTfDjVBanailTF9iccZAteC7UV5FnpiJl1AtyKkR1eTbZDDhuQmWdh4eHmgM6hpRdzpBS6hPvbt8Fe89Xbt2ZexVPSfOaunYtvo+VajNLF9jYN6CsXd9vKKiIvbs3o3Xrw42ALm7G7a9HmX+4sUkxl0iuPV4cq6eQFdpHVEiiiL6ymI6RLRl3ryPMZvNjBgxksgTUTh4NkU061mx8ksWLJjHxOdvpIIu/Xwx3Xv0JPnkUpROAahL0lApJNj4hODs1QxRNOMb0oWLR5fi5G59D108wzi/bzPfffcdbj4NyEmPo1GH8ZaFl0QixSesJ2vXfsvZM6fo228gicdisFU6U5B7DQeXQHxCunDl3I8YdGpslC74hnTGp15HBEFA6Vi9yHd0r0v6pT2UFaagcvKlOOcS2vIc7JQqBg8ZQaeO7ZArbMhLO4tUbou7Xzi6yiJS43Ygldti7+yHwWAiOTmZiooKgt2CrM/DpzHHj2+4o3tmb2/PvHlzmfcvXeTfTR7apQcfQRBYtORTxo0dj58mBAecKZEUkGuXxoZPVt/yuMTERDKvZ9Ha3AME0IqVpJOMplLLpOdexM3NjW7duqFSqUglER0aGtMG5a9SCUmaC2RkZFg52fbu2oer3oc8MvGjrsVeAzgKrjiKzthUKdm6edu/1sl25MhhhvWTWBxsAHZ2Egb1tuXIkSP31ck2bvyzSBzq4+HjiTktyioqGcBW5YWdUkXfoUORN2uCVKdjxttv893atQwZMuQWvd6cuR/PwcbGhgULFnJ+/wJ8Q7sgkUjJyzyJnbsNtvJ6BDcZikyhojQ/meSz3+HsEYKN0tny8+nCzxAQ0VUWYatyw9kzlJTYn/EP645EWv06bTRoKcm9TM+ePSkrK2Pa9Bk06PgidvbVC3SPgOakRH/LmjVr6N+/PyqVyrLQPn36LDZOwVbzlkik2Nj7MeHZiUya9BIzZ07nzTff/MMMCaVSyccfz+Hjj+f8qWv0kNrx0O78e0lJSWHg0IG0nN6Gdp07YtQaifsylv6D+3P6+Ok7cmC89dpbPP/68zjXdcYpyBl9uZ6YT6J4/PGRODjUdNL/FVxdXamsrCSgRSurTA0bpStmYxUmo4H8tJOEhoSwcsUyunZ7lOKcBNx8G1vaFmXF0Lt3Lw4cOICnzLfawfYrEkGKs9qLH3/4ERc3X66c24hnnVYoHb0ozrlMZWk2KBSYdGYOHzpUY37169fHpNleXdRFX4nCzgmJREqVOpvAwEDmzZvHvI/m46WuU+1g+xVnwR2V4EBkZCS9evVCqVRiEqwCR7ER7HAUXTgnHKWe2AQbbMgiFbWkhAkTJhAVFcW5mIs06vKa5dooXQLJu36BhhHjsHfxR1dZzOp1PyEIAnPmfHjTa/zEE0/wxBNPkJqayvHjxykoKMBoNNaIjDx69CgDeiotDjYAmUxgeD8Jmzb+wJPPPIMssA4mV2cWrlpF8wYN2LNjx21TSVcuX4VnZSAK4cYmjY8YyIWidGJiYu6rDX/IH3O38xg7377Jvw+9Xo/BUIUN1lFkdthTVHLrVJi7iYODA5NenESy6jwVYikm0USumEEqCQQSZtVWihQ5NiQTy1Xi0FRqaRXeit27d+Ps4owECfWF5rQQOhEqNEOODVXGm1e4kkqlVrujb7zxOmqHElKklygXS8gXs0hQneWtaVOtQq7lcjm79+4i3yONeIdTJDlEc8H2GB/Pn0PLljdSSBs2bEho/VDSZYmYfxWSrBTLybVLZfJrk+/2Zbzn2Nrasm79RoaMK2Hsy6VMea+EJl3z6PbIiFrtsP1ZioqKUNirkPy/HXOZuxu5ubnodFqkMjs8g9qQffUEFUXXARBFM9lXIxFNejZsqHYW7dixg2MnowmLeAG/sG74N+hNWMRE3njjTYqLiy19u7q6cuF8NBt/WMPMN8ayfeuPXLuaRLcOzchK3EVZTjRxkcuRymzQlOdZzUtdlg0SBbPffhezSUQ0G5HKrOculdui1WgICgri8qWL7NuznW++XER01FkEYwnq4jScPELxqdeJ1n1mVO/mCQImox5tRT6eQe3ITT2Nws4JrbqQ3JSTVBSl4+bfkjrNHsPJP4Jdew6g1ahp1GEClaXZxEUuJy1+Fw6ugdg5eKIuzUKlUhEYGIjJZMBYVWk1R526EC+vu6f18ZC/xH/SLj1IDBs2jB27t1PnUXeKg67TcngjTp05WWP39/eo1WpsZDYIgoBGVBPFYWTIaURr3EsCGNJ/KOvWrePpCU9RSC7NiMBJcEMuKPAVggimId+vs44k9fLyRIfmlmOKiOSTQWFBIRs2bMBoNN6y7T8VLy9vUjwDBXoAACAASURBVDNqvvqlZnBfK5pVVFRw4vhxvOt2wt7Zn4riNIxV1lryJTlx6E0G3N58FefBA3B4fATOz4/nyWeeQa1W36LnmvyWKlZWVsLLL01ixfLPyE89gtE5jhavNEJXoqFe+OPIbeyrizd41cevfo/qqIxfUTp6YxJh/ITxpF/cSGVZLo7u9ZDb2BN7eDH56dHkpp7m6ukveXLMaBo2bMipU6dwdq9jcbBBdbVsqZ0nb06dTqMm4fj516FP3wEUFBQQFhaKUZtvNXdRFFGXZaM3GTAGBjB7/nyCw0K5fv36HV75h9wnHtqdfyDLVywnqH9d6nQNRJAIyFVyWrzSipSMFGJiYv5UX6dPn2bGzBnEx8cz8amJRL50mN0jd7Jj+FY6BEawbPGye3IOrVq3pjjHWuu0ND8ZmdyG5JPLsDVlsG3rT7Rp04Zfdm4j89JWspL2VxffittKec4Fxj45GpVKhVFiqNG/WWrC28cbXWUJTbu+hEQqp7wwBWfPMNz8muLgFkiBLA8Hh5prxoEDB1JWnMHZX/5HXORyond/RMKp1dgpzHw6fxFL31+BUHH7+J+ePXuilagpFG8UqtGJGrRSNdjLSXPM5LLqMmKwLwp7N75YsZLz58/j5FHPyvmYfSWSus2HWaqv2qpcCWgynKXLlmEw1Dx3qH4mT379NRqFhzN54QKGPfssbl5enDlzxqqdp6cnqddrpi6lZkj4Ze9+5H174fDUaJwH9MP59ZeJzclm6bLbfyfKy8trVFoXBAGF1OZP2cWH3Hv+TLroQ26BSqUiJDiEgis5eHKjtHu+kEnHDh3v2zzmzZ+Hq7sbn336GUXFhQTXqYsq1x6V7sZOSYlYgJZKckhHADrSBzk2FFXk8fiIJ5g6/U2WJC3DqdINhWCDKIqkyxOJiIjAy8vr1oP/io+PD+fOR/PB+x9wYN9B3D3cWTp1CY8//niNtq1atSIzO4OjR4+iVqvp0qXLTQsZbP/lZ4YMHEp0wkGUMhWVJjXzF3xCly5d/tL1+rvo3bs3SUlpbNq0ibKyMrbv7E2LFi3uyVh169ZFZhbRZ2RiE3CjhLf+Yjx9u3WluKCYM7EHUJflYjZVERe5HJncDhEzHu5unD1zEl/f6u/0T5u34ejdwkrk1M7eHVfPuhw6dIgRI0ZYPhcEge7du+Pk5MTWrds4dOgQH37wPos+XcD27dt55/2PsfcM5+q5HwlrO9pSjCDl/BYCG/fFoCsn6+pRJLLqaDKfeh0A0FYUkH5pN83Cwzl06BCbftqMQqHgyTGjadasGTHnovjoo4/5ZVcyuWlx2Nq74RnQkipdGdcubEWusCE9bidSmQJ7F3+0FfkY9Gr86ncnsFFvAJzc62Lv7MvlE6vJTTlJaKuRSKRydJoSLh3/Ene/ZqRf2MD7787k0KFDtG3bhsS4rQSFP4ZMbouuspi8q/v5/LN59+SePuQhv1FcXMxbb77Fpk0/IYpmhg4dxoJP59cQCAYs6f5/F126dKHL/to/s8PDwzFKDJSJRWSRij91qStUp6U444a9xokpr01h/6H9KOUqbI03iiqYRCN6dOz+ZTc9ujzC8y8+x+OPP86rU15lzOkn8amsSxqJ+InBVumiZRQTTAMU5ba89uwU1n7zLTt37fhXpWqPGjWKDz94m90HK+n7iApRFNm0Q825WCM/bhl2+w7uEmazGRERQSLBRumMZ51WXDq+ioCGPZHb2FOceQ59RSbKzh0xVagpPXAYY2ExtvVDsAvw58CBA7WKZtPr9fTs15P41EsE9gqiLKmUz5YuxlRlpNu8bhTE52Pn7GZVBAfA3tmX0rzEG/1oyzAZq/joww/w8vRiwcKFlJYUExRcj8GDRpF8JQWFQsEz7y21FNxwcnKiSltuFYmvVReQm3qKsDajcfFqgNlkICH5AH36DmDP7p3M+XgueWln8KjTGrPJQEbiQaqq1Pi/PwupnR2iKFK+7yCPj32SU0cj7+IdechDHnIt7RqOja2dQ4JEwKWeK+np6bWKEhJFkZdffZkNWzYQ0DsQk9ZE+t5U5n00jx7de+Dp6XlPi7Z9MncOPR7phWjS4+geQkVJBnnXDjLtrTcYOHAgrVu3tjyPunfvTnTUGRYv+ZwDBw6Tm3YNeyd3hg4bSVhYKOXmUorEXNyE6k1jjagmX5HBlDd/4NSZs1w+vByDSYetnStSmS0FmReoGz6ElLwr9OnXm4SEBD6ZO5/Y87E0DW9KpU6Lg0sAjbsMQ25jT2VpNomnVzN6+Fg2rdlCE20EheRwlXi8xUBLNFupWEilWGFZ90kkEjp16cLO7TuwxxGZqEAtLUGmkBPWrloz02wyUpQdR3GOlrkfz+Xrr79EU55t9TzWa0qwd/azun62KleMRiPl5eW4ubnVuL4//fQTa3/ajOfMt5Aqq4Nryo6doFP37qQmJ+PvX73WGjRoEG+8/hLfba5g9LDqDZz9RyvZtluDFgWeLW9sMgpSKTadO7L2h++Z8sYbf3h/h48cxsfRn+Cp8bOcR4VYSqWpokaq8kP+Xmpd+KBWnQlCuSiKf648yj3mfomBHjx4kKGDhuGjC8be7ES5rIh820yOnzxG06ZN/1LfFRUVpKSkEBAQ8Kfy90VRZNzT4/h5y3Zc9F6Y5AYytWk0oDlXiKMT/ZD+Lhw3Q7hCy8ca4+vrwxfLv8DN1osKYxkhoXX5Ze8v93yXu7KykjVr1rB75x68vD2Z9NIkq1Sf5ORkioqKCA8PR6lU/kFPD/k969av58XXX8O2RzdkXp4YLicgxl0m5uxZioqKaNsugsAmA/AKaoPZZOD6pb0ozDmkXLtitSif+MIk9p1Ixy+sh1X/KVFfs2r5/Bq6OFPfmsaqL1fj7N0MUTRRlHme4cOGMG7cMzw28gm8GwylojidzMSDSKRyJFI5/g164FO3A4YqDdG7P8DW3hODrhwX74ZoK/LRVuRj5+iDtjwHucIWr+AIRLORkqxzvDX1DWbNmmkZ/+uvv2bK1OmUlxYjlcl59JFH6NevD+99+Bn1I561OAujdn9I447PWVULEkWRs7+8j0QQkUgkqBxcKSvORSaTUbdeCMOGDuLzpctROfkgkSrIzbiMIAg4uXii05QxY/o0ZsyY/q/XRvi7Bahrw/22S/fL5phMJsKbNEedUoV/VT0EBLLk15AFiFxKjLcI/h85coTXJr/OxfhYnB2dmfzqZN55950H3nFUVFTE3LlzWfb5Mkx6My3pgr1gLUAdZXeAyFNHiWgXQUtdd4rJI4d0KilHhpx6NEYE8lRpPDZ2BMu+WMrChZ/yzux3EMwSqqr0eFOHKvQUkEUDWuIrBAHV1a7j7U/y1ferbln1+Z9KZGQkTz81EluFHqNJRCpz4rvvt9z3NJP2EZ0o1HviHdyhWmg8PYqspIPY2cp45umxZOVk88uVZHQXL+Pp3xKFnRN5aWcwGDSsWLaEZ5999rZjLFmyhLlr5/HI572QyKrtWeaJDCJnHabLR93xaOLJ5kE/0aLHNBS/01dLif0Zg76CsDZj0GtKyLy0lUe7taWiQk18/CUaNWrIjOlT6dChwy3HNpvNhITWR+ocjmdgOwRB4GrMT8jktgQ1vWEvRdHM5aOLOLBvJ3K5nAnPTuTChRjMJjNSGyVOjw3AodWNCH/RaCTv/Y+4lpiEj4/PnVz6fzQP7U5NHhY+uDvMXzCfrw+tpt17N/6vDRoDO4ZtJS4m7qYFWP4/kZGRDB87nEe/6YPCvtp5X369jP3P7iH1SupNN8HuNrGxsfzvg484fyGWsJAQZs2aTufOtw6u3L59O6PGPE1VVRU2SlcMejUSiYSgOr7kZWdjJ9ojQ0ZhVS6fLvqUoOAgHhs6kmBtY1zxpJwSLhGNW0gbtBV5lOVf5ceNPzD+mQl46+rgYHKlQlpCiukyYR2extX7hkB/YWYsGZd24FnpTYhQrWWWyHmKyMUDP8wKA2WyIkvhg6SkJIYOHUF2oYbQVqNQl2ah1xSTn3oCXUUZtio3zJipqlJjZ++Bu384laWZ6MvTcHZ2QlDWwzukGxKpjItHluIdHIF38A192Iri6+QlbiY7K+OmG5OP9O1LnIcr9q1/90w2m8mc/T8G9ezF5q2bLZ9fuHCB0aOGUqUvQSGXoNHJ+eDDBbz4+uu4z56G8Lv+tYnJeEbHEHs26g/vrU6no2unbmQkZuFU6YlBqidfkcEXXy5nzJgxf3jsQ+6Me15dtJaT+M862aD6n+mTufNJvJxI67atmDZjGvXq3blumCiKzJw+k8+XfI5K4YC6qoLRo0ezfMWy21aU/D1RUVEcOHAAJycn9uzay6n9Z9BXVdFOeMSqXbGYh6S5jqjzZ8nNzSUmJgY/Pz/Cw8Pv+Bxqi1qtpn2bCMquq3HWeKKX6Mi1TePz5Ut4+umn7/n4/xREUSQyMpKdO39GqVQxevSTtapgefToUeZ/9hnpGRl07diR6VOn4u/vz/z5C/h81WbqNBtuNUbyyaVs2rCWbt26WT4/ffo0vfsOJCziBWzsqhe7pXnJZF/eQnZ2ppWIc1RUFI/26k+DTi9bBKZ1lcWcP7AQJyc3XFwcyMvNwcWnCVkpUTTrNhmVk7dFk0dXWcT5/QtQ2DkSHD6E7CvHEASBhhHPoC7NJDl6A817vI5MXj1mlbacCwfnE968Of379mHy5JcxGAyMfWocx49FIpXJ8fXzRaGwwaRqbqU/cfHoMvzDuluJt1Y7+T7E1t4dlVKFvR0cizyCn58flZWV+PoFEND0MZw9Qy3zTTq5gm9Wf0m/fv3+M07gh4udmtwvm7Njxw6eHzOJxhXtrap0JTicZfHqTxkxYgQxMTF069ydIE0jPPBFi5pU5WWGPz2YpcuX3vM53inLly9n6pS3cFd4UWXWU1iZR6DYgGChgaWNQazirM1+cvJymD1zNt+sXIvEJCWYhsiQk0kKOippRTdEzETZHuTipVjq1q1LRUUFsbGxFBUV8e2337J/z360Gh0e+BJMQ0sl63QxmW4T2rHqq1V/16W4Z5hMJmJjY5FKpTRr1uxv2RBISEigS9fu2Dj4IbX1pKo8FRdHOSeOR+Li4sL27dsZOmz4r/ahOqLabDZy8fDnuDkpSEtLsczbZDKxa9cu4uLiCAkJYciQISgUCtp2aovDMGf8OwVYxhVFkc2DfqJKraPd1AjyYwvJjiwmqNEgbJQuFGRcIC8lEmdnF8rLy5DJZAwcOIAdO3biWa87MoWKktxEKguT2b59K4888shNzw8gKSmJPn37o9YYsLF1JD83heBmQ/AIsI5ev37hO5YsfNcSnRcdHU23Hj0xy+1wfmo4tsFBVvMv/HAuF06f+UvvmP9UHtqdmjx0st0dSktLadqiKc4dXAkeUA99qY6Ery7xaKtHWL3q1hqiv+eV117heNVJmj5jvXY6Pesks8bO4KmnnrL6XK/Xs3//fioqKujRo0etsobuNk2aNCMhMRHfkC74hnRCplCSmXSE7CuHiY+7wNWrV9FqtfTo0QNXV1fatGyL/rzUoqkNUCYWE8MxkEro0bULmkoNxWd0+Ak3dCZzxHQynPNp2uNly2ea8jwuHfkCjEY60Q+JUL0BWC6WkKiIZuRTjzFnzhw8PDy4fPkyER06UVmpocWjU7BRVkcE5lw7SVbcPuqZG6FERRIXkfv60qDdUxYbUZh1kaqCUzRo0JCDB/eDCCGhoaSnp+Md2gtnrzAqS7PISdrNooVzGTdu3E2vVauICLKaNkLZpJHV59nvz8NeFCksLrD6XBRF4uLiMBgMNG/eHIlEQv0mTShtGY59m+qNLdFkomz1t8weP4E3Xn/9tverqqqKH3/8kV07duPh5cHzE5+z0j1/yN3lTm3O35c78iuCIDwmCMIlQRDMgiDc8gQEQegjCEKSIAhXBUGYfj/nWFuaN2/O9xu+I+biOVZ9teovv/ws/XwpXy9dQ0tdN5pVdKKN7hF2bdjLzOkzb3/w72jTpg0zZszgxRdfZNPmjYye+DiVlKMXdVbtSuWFRHRsD4C3tzf9+vW7Lw42gC+++IKy9Erqa1rhLdQhUAyjsaYdr7z8Klqt9vYd/AcQRZHnnnuK5yYMxkH4FnX+Cjp3asXXX39522O7du3Kzq1biYuOZunixZZw5sSkZOQqa+0wQRBQOvmRkpJi9Xn79u2Z/tabXDr6GdcvbiQ1Zi2ZlzazbduWGlXSfvppM84+4RYHG1SHYLv5NsGlTgRGmQ9du3Vj8nNDCAysQ9KZtZzfv4Cks9+hLskkLX43nkFt8a//KFeiN1BZnktws4FIpHLyr8egcvRFXZKJKJoxGrQU5cQjt3XmSmohX63fRXjzlnTt9ghXsow07zWL8J4zkTq34UryFaudIwDv4AhSYn9Gr6muBmcyVpFyYSuCREpQ436Etn8ePS4s/2IFALt27cLexd/iYKs+Nzfc/Ftz+syZB97Bdu3aNb777jsOHz6M2Wz+u6fzt1IbuyIIwkhBEC7/aqe+v99zvBXx8fHYaRxrVumqcCAuLg6Ajz+ci6+uLl6CPxJBgkpwJEzTgm++WUNpaenfNfU/5MKFC0yfOoPmus6EVbSkSWUETcR2pJFAhVjKdfEKJ8W9HGcXbq7uZGdnM/nVyRgFA63oiqfgh6vgSVPaIUNOHhnIBDkeMh+OHz8OVGuYdurUiXPR54jce5x6mnDa0AM77InmCFqxWmPRLDPi/Ltq1/8mpFIpLVu2JDw8/G+LuG3YsCHXribz9lvPM7JfUxYv/B8Xzp+zpFJJpVJUTj4WBxuARCLDp15H8vKLiI+PB6CkpITmLVrx7Auvs2LdQV6b+j6hYQ3JzMykrKwMk8FUY2zRBDJRwbnPzpO2v9rWpcT+TPyxlaiL05HLZIwZMwonJ2eUShUHDx7Go24PSvOukBa3E9FswoScIUNHWCqJ3oz69etz7WoyP2/5gVXL5zF75nQ0xclWbYwGHUV5KVZ6tK1bt+axEcMRDHoqjp3k9xvi2ksJuDm7ULduXR7yz+KfbHP+Czg7O3P25Fk6OkdwflYUGSvTePPpKXz5xe3fs39DLpMjGmoGsJgNphoBEmfPnsXPvw7PvziVaW8voG7dEObNm/+Xz6O2iKLIpEkvkXTlGl5BbdFrSojZP5/SvGT863dHIrMhOjqa/v37M2LECEs2VWJSIi5YR+Q5Ca6YMfL02CfZtmMbZ6LP4E2AVRsv/CkvvW71PCvOuYSr6IEd9lwlHlEUEUWRCqEEpZOSpUuXWqL/Zr/9Hi5+bRBFEYVdtW02mQykX9yJ3CzjCrGkcBmj1IhfaFcr2+bm24SsrBzeeP0VSoqLKCzM51L8RQ4e2EewWwXp51ajNCay9ptVt3SwAYwYNIiyo8cQf/f+rEtNw1Shxs2lZnqpIAg0a9aMVq1aIZVKEQSBjd99h3HPfirWfkfZjl2UfPo5LXz9ePmll2p13xQKBWPHjuWHjd+z5PPFD5yDbd++ffQZOJDwNm2YOm0a+fn5tz/oX8jd1mS7kze1eGAYsPKWnQqCFFgG9AQygShBELaLonj5jmb5D+HT+YsI1DSwVAuVCwqCNY1ZuXIl8+bPuyN9HRsbGxYvWYxCYcPaL9YRoAnDDhV5kkxK7HKZMnXK3T6NWrF9yw7ctD5WD0R7wQmlxJ6YmBg6drx/2nYPKvv37+fksZ2c2+duqVbz/FgV7fu/ypAhw26qHXA72rZpxZ6DK4Ab11c0mygruHZTB+uMGdN4+umx7N+/H3t7e/r27VvDqaTT6UhMTMRsqikaLoqm6gqhoY9wYP8cHhsxnNy8QgIa9cfe2Y+S3ATiIpejcvIjtNVIpDIFVbpyMpMOI5WrSIn9mcKMCzh61CUtbgcmox6TQY+jRz08AlpSkptASWEGjq7+ZGQm06LXM5bvlJtfU3KuHSMr6RAunmEW8VOJVI5Br+b8wUXYKl3Qa0qwc/DCRumKi3cD1CWZaDWVLF68lCq9Hj8/XwxVepKivsdk0OPiFYZnUFuQ2qBWV9Y45wcFs9nMc8+/wI8bN+LmHYa2ogBHewUHD+wjMDDw757eveSmdqk2dkUQhFBgBtBRFMUSQRDunzL8bahfvz56pRr+n85tlX2lJbr1UvwlHM1eVldAIdhgr3AgPT0dZ+f750DSaDTs27cPo9HIo48+esux16xeg5c+wBJNBuAu+OCq8CDGEImtWUkjWmOLkvzcDDq078i777+Dj10AMvWNBYwgCHiIPmSTRpGYi1pXSl7ejUIrZWVlLFzwKS113SzV0+rSEJNo4DpX8BPrkifPYNz4W79s/1V+iyaTyWQ0bdr0X59efjMcHR2ZOHEiZrOZU6dOsW/fPjp06ICrq2v15o25poPMZKpCKpNTUFAdMTBj5ixKtSpC2o2xXMOspP307N2X61m5FKwpwS/CH5lt9Stvyu5riAZo2aI5UediaRjxHA6udSz9i6KZqF3vs2HLYXwaP44gSMhMOkRW8iFUTn606j0DiUSKKJq5em4TL738Ct9/t+6W5yiRSCxppR06dODLr77mevx2XP1bYdCrKUg5zJgxo6lTp47VcV9/tYq2bVoxZfp08pauQNkiHAqL0J+P5cdt2/6T35d/EDVuzj/d5vxX8PHxYcWyFXd8/KgnRrF6wGpChoahdK9+Py5MKCQ3Npd+/fpZ2hkMBgYMHIxHSF/cfKudJF6hpcyZ+wmdO3f8w1T0PyI/P58zZ87g6elJ27Zt//A5sWfPHjb+9DOtes+wZIaUF6WRcGoNrfvOQmHreNOid/WC61F2qQiP3+mQV4iluLm48eXXq5BIJLg4uaAtrsSeGzIPWjRIkJCReKD63VtXQUFqFK1MnckjgyL7bKJMB9BX6bG1sWX08FEUFxdb0uJPnz6Nd6MnyM+IpSz/Cs5eYWQmHEAmygilKfY4U0weiabzqEsycHQLsowtiiImk4nBQ4axb+9uOnbsiFqtpl69euzfv6fW1/fVV1/lk08Xkfvp56jatcaYX4T69FkcBCWTJr9Qqz6aN29OekoKmzZtIicnhw4zZ9OtW7d/xTN96bJlzPzgf9j06IYsqDXfnD7J+tY/EBsdfV+LKz0I3NVINlEU/3QtYlEUE0RRTLpNs7bAVVEUU0RRrAI2AIPvZI7/JAqLC1BifUltUaLVadHr9X+p70/mz+N/C99FE1JAkks04YPrczrq9N+22HZxdaEK63MSRRGdSWNVlfS/zLZtGxk/SmZVDjq0roIuEQ7s27fvjvocM2YMUnMZGZd+QasuRF2aRer5H2jTuuUt9Xl8fX0ZMmQI7du3x87OuqJuXl4ejRo35eTZOHLTzqLX3IiWqSzLoSQvGVefxkhkcsxmM29Nm0Fom7F41mmJ0tELv7BuBDbuh8LWwSJE7eRRD7lCQWrsVsqL0mjddyaNIsYR3uM1vILaIVXY0aDdk/jX706TLpNwcA3EUKVHFIXfpdGZ0VUWo1EXodOUceHwYq5f3kdy1A+kXNiMrdKV4KYDCWn5GI06PkuVrpygxn0pzrnM5ZNf4+geTGD4CDb8fIq3ps2ktCgHR7dgPANbUZKbyKVjK6nIi2XI4EG3vNaFhYWsW7eO9evXk5ubi0Zz6yqH94LVq1ezY9chmnR7k4CmIwmNeBGzXSiPPzH6vs7jfvMHdqk2duU5YJkoiiW/9vXAbMcNHDgQW1cFqdLLGMQqjKKBNEkigqOZYcOqBeybNW9GmaTY6ji9qENdVVErbZm7xb59+/Dx8mXy068xZfw0/H39Wbfu5k6JsrJyJKaa+39yqQ0SqUBLuuAsuGEr2FGHMNy0PkQeiUSLtYPbLJq5zlVERNzwwddYl4/e+5h5c6sLkiQlJeGocLI42H7DDW8KJdnEK0+y9IvPadiwIfeCI0eO4O/jT+9ufenesQf1gkI4f/78PRnrQSc5OZl6IWEMGT6aFybPJKBOEPMXLKBLly6YjWqKcxIsbQ36SnKuHsdk1Fps1MaNm/Cs29lqgeJVtzNJCZdxe+kFTE7+bBmxlVNzT7N74i7OzDuFUWcg+tw5jAYdV2M2oSnPtRxbnJOIVGZHcIvHUTn5oHT0IrT1E8gUShzcgii4HkNSzA+kxO/AM7A1Wzb/VOtKtM7OzkRHnWFQz+aUpuxAUn6O999+kxVf1KwqJ5FImDRpEkW5uXw+fQZ9VY5M6tyVS7GxdO3a9U4v90PuA7ewO/9om/OQ2tG6dWvefPVN9ozZSfScM5x++ySRrx1i/Zp1VuuZw4cPI5E7WBxsADZKZ9wC2rF69Zo/Pa4oirz99rsEB9fjxVdn02/gcBo1bvaHlYjXf/cDzn5tLA42AEe3IJSOXhRmxmLQFt40yOG9D98lTZlAsZhfXYxFLOGa6iIzZ8+0BIC8/MrLpCkTMIhVQLXEQ5rdJezs7ChIOE5lfAz5V0/hbHJBiT16ezUzZk1HFMz4SoKoo6nPnm8O0aRRU5KTq6N/fXx80aoLCGzcl+ToDeSknCIv5TThdMBN8MZGsMVHCCSMcLIuH8RsulEhNPtKJCpnP1x8W9K1S3dsbe1xdnbFz78OjRo349SpU7W6zkqlkoS4i/jLbaj4ZR/i2XjkCAx5YjCTJ0+uVR9QHVE/fvx4Zs2aRffu3e+ag+3IkSM8PWECo8aOZdu2bfc1Y0Wj0TBj9iycnh2HQ/u22IWG4Dh8CIbgQBYuWnTf5vGgUOtINkEQ6gOLgTZg7fkRRVFx04PuHn5Axu9+zwTa3aLtv4a2bdqSfTQLf26kBBSSQ73gkBrOjT+LIAi88MILvPBC7bzu95oXJ09i9NEncav0xlaorqCVKbmGXx0/GjdufPsO/gMoFLZotTUfwlptdejwnWBvb8/ZMyeZMXM2O3Z8g42NLeOeHsvbb8++afvi4mLGjX+OfXv3IJXJ8fDwYNXK5fTs2ROAKW++hUHmR/0OA8i6cpQLhxbh7Fkf0WyktOAqIS2GI7dRkZd2FngX9AAAIABJREFUhqZNm3H5cgJhv9tpAnD1aUTWlaOW30tyk6gT4Ed62jXqthiBTF793RdFE95B7ci+GomushhblSuCIOBbrxPxx1YCJkzGKgoyzpORsB+TqQqzyYB//UdwcPGnvCgNe9cAgpsNIu3SLlJit2GrckNXWYiTRyjOXmHE7JtPWNsxOHuEAKBy8iM75Swte02x6NK5+TYlLnI5dQN96d27902v29q1a3nxpcm4eIWi02kpzh2HRIC27SJYtXL5fQn1XrlqNe5BXSwvU4Ig4F2vMxcPfExGRgYBAQG36eHB4y/apdrYlbBfxzkBSIH3RFGsseUpCMLzwPNAjWiUe4VcLuf4qWO8+MJL/LJrJ6Io0rd3X5atWGZJ35719kw6/tIRmUaOJ35oUJOuTOCF5yfet82L0tJShg8dQQNNK5wFdwDUYjkvTnyRjh071kh5GzJsMNs37sRfVw/JbxqNooYcTQaeKi/kRuvb6mhwJScrFzsXGzIqr+JnrotEkJDCJWTIac2N3WEvjT/vv/c/xk8Yj7+/PxVVZZhEo1UBoEqhnFbtWrFr7y84OPzpfcNakZeXx6ABgwipDMdN8K4W/Vdn0LNHT65nXX/gU87vJqIo0q//QGTO4YQ1r9YX9NGU8NGc+bRp3ZqtW36ib78BqJz9Udg6UZKXgFwu56OPPrR8h39fLe43fvtd7uaK2+gx6DOzKLqagtG5BExn8K/fHe96nREECXlpZ4g/tpKWvd5CIpGTc/Uwrj4NLRqhv/Xn4t2InPRTyLzcUEW0RFdcQsKx9YhGAyaTCZmsdq/UXl5eLF26hKVLl9SqvZ2dHRMmTGDChAm1av+Qe8tfsDt3zeb82ua+252H1I5ZM2Yx+onR7Nq1Czs7O4b8MKRG4TqNRmN5n/09Epkt5RXqGp/fju3bt7N8xdc07vYGClsHRFEk5+oRhg1/jOioMzc95la67KJoJitxD++8/fZNC+4NGTKEL77SMnPaLM5nHsPTzYvZs2fyyiuvWNrMmj2L7Kwc1q37FicbF8r0Jbg6u+FVEEAwjRAEAZNo5DzHiZUcx8ndga0/bcNfE1at4yaAV1UA6YZk3nz9Tbb/sp3p06YwcdKrBLV8kgbtx3I94QBmox5HwbpaqxteJBtjObdrDs5e9aksz0GvKyW8+6voKovJT43CxTecwCZ9kcoUFGXF0advfy7Gnq9VsIm3tzdXrl3hwoULpKWl0aJFiwciI2TG7Nks++or5BFtEWQy9rz+Go/++CMbv//+vkTJxcfHY+PqitzTOpVY3rQx+w4dYt49n8GDxZ+JZFsPFABPUh3q/PufP0QQhAOCIMTf5Ke20Wg3+2bcsmKDIAjPC4IQLQhC9G/pBP9E5n86nyzVVdIlSZSJRWRylRRlPIuXfvZ3T+2u06dPH6ZMf50Y2yMkOZ4j1j4SMVjLjl+2/yvCZ+8Go0aNZdV6LTl5N3bMT5zVEhOnoU+fPnfcr7e3N9+s/orCgjyyMtP56KMPa2is/cagwcM4n1BAeM8ZhPechdKnK8NHjCQhoTrSYMuWLXjX64xeW4ZUZoNfaFfkNvYU51zCw6cehioN1+O2Uph6mJUrliMIInptmdUYmvJc5DYqzCYjCafWkHXlCDn55ZhFM9nXjlOlq+Da+S2c3fkeUXs+tKS3/sZvzrS2rVtx+fgyMpMO0rDDOFr1moarT2NyU05iMuoJaNgT33qdkMpsKM1LRhAkeAW3pX67sVQUpXA5cgnGqkqc3G9oK1YUpeLoHmxxsEH14ssrsC0Bderc9Luanp7OSy+/Qv2IiQQ1H0WD9uMJ7z4ZJHKyyx3o0rU7hYWFd3z/aotGU4lUbn1fBUGCXG5z36Pq7iJ3bJeonV2RAaFAN2AU8JUgCDXyHEVRXCWKYmtRFFvfj8phv+Hj48PWn7eg1WnR6XVs/2W7lbO0adOm7D2wF+e2Ck7IdpPhmcDrb7/C/IX3T/Nl27ZtuEk8LQ42AHvBEQ+TP+vXr6/RfsCAARgkes5ykAzxGqliAlEcxgUPirVFmETriKFKaRkNGjXg0JGDqJpKibI7QIzqMAU2mfhT1+p/0lZQYqNX0rplG5KSkujVqzdXbS9SJeoRRZFiMZ9suxQWLJp/zxxsAOvXr8fN5IObUK2HKQgC3kIdlCYHfv7553s27oNIVFQUpWWVeAbdKOBho3TBrU4EK1Z+Sc+ePbmenkrfR9rgoKigW5cubN+2mSlvvGHp47ERI8i9Fmm1YMy5egypwhZ+jaqw8ffDqVtnRK0OlZMXfmE9kErl1fIFdTtg71qHhMjPiTs0jwBvR8y6ms/k4uyLSH3ccR39GLYhdXHu2wvvl59HkMn+8/qW/zHu1O7cNZsDf5/deUjtCA4O5qWXXmL8+PE3dVR17dqVkoJUtOobzxqz2UR57nmGD/vzyVpLl63ALaizpUqyIAj4hHQlPv4yAwcNYe/evTWcamNGP0FpdjRGww2N7ori62hKs5g65VVmzpxxy/FGjRpF6vUU9Ho9OfnZvPrqq1b2ViqVsmLVF6RnpLN172YuXLxAYVEBgcb6lnZSQUY9GmNSGjh67Ajnzkfjg7Wzysdch4OHD2E2m7l65SpVWjWxBxeRfHY92rLrSGUyNKK1U7KcEmywo6mhFZLMArQVBTSMGI+typXi7EsIMhl1mw9GJrdFECS4+4fj4hPOihW3VK66Kc2bN2fIkCEPhIPt2rVrLFm6FJdXXsSpe1ccO3fE6aUX2H/8GIcPH74vc/D09ERbXIL4/yK7DYVF+Pr+9yph/xlNtvpAe1EUawpk3AZRFB/9s8f8PzLBSj3RH8j+g/FWAauguuLOXxz7b6Nly5acPnuKOR/OISb6PA0bNuDb2ato06bNfRk/OTmZVStXkZWRRc8+PRk1atRfjqD7I2bNnsXEFyZy5swZ3N3db6sl8F+jXbt2vPjyWzTr/jH9ezpQVg7Hz2r44YfNqFSquzKG2Wy+qdZfcXEx8+fPJzomisBGg5FIZb/u7DdAU9aOJZ8v5YvlyzCZjORfP0d28hFcfBoims2U5CUiiiITx40gNS2dBvVbM2HCVjw9PXnuuef59vvvCWv7JApbBzTleVy7sAWDTs2pn2eidPSiTd/ZvzrdDCRH/0jM/vk4e4TQstc05DYqirLjuXZ+C/Yu/hRlx5GZdARBELkQG4fZZKRO40Egipw/sABnzzB8QzqRmXSIjMQD1GnUm6zkIxgNWiSCSEXueQo0Zfzv/fcICwth1OgnMRl0yBTV33uZQkmVtqxG5ISxqhxPz+Aa1w1g48aNuPo2Q+l4o2KUyskXV59GSKUK7N1C+OabNUyd+uZduYe3YujQwXzz/R4c3YItcy/NT0alsiM0NPQ2Rz+w3LFdonZ2JRM4LYqiAUgVBCGJ6gXQH9dYv89IpdJb/i0iIoITZ07cx9lYU1lZicRUc36CQYL61936yspK5nw0h/Vr12MwGtFoKqlPC0opRIqMZrTHBjuiJIe4ooglWNcIBbYUkE2OTTpTpn5PcHAw5y5Ek5qaSmVlJZ8vWcrh1Sfg//k+zJiQZioZPGAIu/ftYpXjl2zatAmJIMHFxYV1X3xLu3b3NlA+NzcXiU5eY8ktq7L51wgEx8TEEB8fT2hoKO3bt7+lLS8vL8fGzqHG32U29hSXVKc6+/r6smHDhluOFRHRjm/WrKWs6DrOnvUpL0pFXZKBILehZOduXPr3QZBKqcrKRh8Xj6d/yxp9OLoG0qFbcz766EP8/PwICa3P9cu7UTr5obB1RF18HYOpEkmJQN6CzxEkEgSVEvcnR+Lo50dUVBRdunT5w2uSmprK5s2bMZlMDBkypFaVwR/yQHKndudfY3Me8tdxcXFh4cL5vPXWTFz9WyOVK6nIu0jL5g0YPny4VVuz2YzZbP7DaNmS0lLkNv5WnwmCBInMjpjEEkY9OZ6nnnyCzxYttPy9X79+DBnUl582L8HevSFV+gpKchPwCGzNkqWrkMsVzJ49C4CKigqqqqpq6D//VsxBFEVWr17Np58sorCogM5duvDRxx9Sv3593N3dycnJQSqRIsH6fUCGHIVCjqenJwq5AoNejw031ppV6LFX2vPuO++y6rOvaappjy0qcrXpZNpeZdgTQ9m79QB1K5uixJ4yikgUzmPAQIxwArlCiWCUUJJ7GWOVhvy0szi51bOKVAZQqLy4nHg79ar7S2FhITKZrFb6ufv370fVpBFS+xvrQYlCjqRZU3b88gs9evS4l1MFICgoiDatWxO/czcOA/oiyGRU5eZRdfgoU364tQ3/t/JnnGxRQD0g+XYN7wFRQKggCMFAFvAE8O8WEvqVRo0asf77mrv995odO3Yw+okxeBkCUBhsidx1ks8WLubE6eP3dIff3d2d/v3737P+/+nMmPE2Y8Y8ze7du1GpVKz7cdBNRUn/LCdOnOD1t14n+lQ0Tm5OTJo4iffffR+5XM7Fixfp3rMHrs1daTyuERlHj5Jz4iiN2r2ATGGHjb0n166lAmBv70RW0iGaP/I6tqpqQ6wpzyP28GK8vb147713AVCr1Sxc+CnnL8SiVBiI3jMHmdwGEAho8ChOnqFcPLKU4GaDkdtUGwyJVE695kOJ2v0Bjh51Lbt17n7NqCzLIeHk1wgSOVKZHO/gCFTOvhRlxZF6cTsKW3uCmw3CI6AFAH5h3Uk8vZbU2J/xDe2CfYU7g3u3Y9KkiYSEhFjStYYO3cyJ6F+o02QwEqkcW3t39JpSclNP4R0cgSAIaMpzKbp+lonPz7nptU1LS8Nkrum4lMoUmM1G5EpvkpKv/OV7eDumvjmFLVu2knruW5SuYRh1xRRnX2DL5k13VETlAeGv2KXa2JVtVEcTrBEEwZ3qVJ4UHlJr+vTpw/Q3pxMghqEQqiMpTaKRElUeFWo1nu5eFBUV4SZ4ESw2RIIEESnXuUJbHrGkjJaKhfj4+NC7Ty/WrVuHwWjEx8sbD4UH3bv0oGmzJixfsZwGDRoAMPGF59nw3QY8NH4ohepnRY54nSr0BNMQhc6GRQsW8dPWn1i+YhllZWV4e3vfl/+F7t27s3bFOsxqs+X8TKKRYmnebR0194MdO3Ywb9EisrOz6dyxI+/OmlXrSpYajYaBg4ZyLuYCTu7BVBRfJ6ReEPv27rrpQqFdu3aUFWejVRdgZ18djSOKIhW5sQx5etJtxzMajUybPpOGEeOo0qnJSztDZWkWCBIwGtCfjef6ybPIVCqM5aU0a9yEy4lx1Gk80LLIEkURfXkqgwc/TXBwMKIoMnDwQFauWoXM2wtjcQlmvR7BJFKnfie8g9oBAkVZF7m6YjVKR9Vt7fAXX6xg6tRpuPo1AwQ++OhjZkx7i1mz/ly1+Ic8ENyp3Xlocx5ixQsTJxLRvj1ff/0NpWVlDB2ygEGDBlk2zkpLS3nl1dfZuPFHjIYqOnftzhfLPrfYud8zeGB/Vq75GWfPMMumhbokE6NBR2DjvpiNVXy9+jNemPic5XhBEPj6q1W4u7mwfOVaPALbEdx0AApbR/TaMj6eO5ehQ4fw5tTpHD58EEGQEBZWn29Wf2lVDRng7dlvs3LxVwRUhhFCABd/TqL9wQhiLpwjODgYb29v/P0DyL+ahRc3nIGZpKDWVVEvJIxBAwdxcmcUobrmSAQJJtHEdbskxk0Yx2eLFhOkaUQKl9GhwRFXvHXBpKdd58WpE1m0cBFanRYPdw8GRPTj+Ol4Aps/gcLWAb22jMsnvib/ymnCzE24WpKIyViF2WykMOM8ek0pZYXXuBaby5o1a3jmmWfu0R2vHRcuXODpZ58lKTER0WymY+dOfPv1avz9/W/a/tixYyxbuQK1VoP9//ubRKfD+T5qm2/esIERo57g7AdzsXVxxlBayicfz70vTr4HDeFW+dg1GgpCHeArYC+Q8/u/iaJ4xyWmBUEYCnwO/B975xkfVbX14edMy2Qy6b0npEFIAUKPgEiRjnJBvYgiVkRRsReu/bXhvTaqIoodFJAiRZAOoYUAKZDeeyZ1kulz3g/jHRwDClhAb54v+f32nF3mzGTWPmuv9V++QDNwQhTFawVBCAKWi6I47sfrxgFvY9MoWCGK4v9dyPh9+/YVjx07dqnL+5/EbDYT6BdERFNPe4qPKIrkOR/n3vl38dQvhA938ecjiiKHDh2ylQIPDmbixIk4OTldcP/s7GwGDx1M0kO9iRgRibaqjRP/Oc6IpGtYvnQ5fQb0wXmUC9GTYu3z7X92L5oTVnr0n0VV7mbunDGOZ5/9F6mpqRRWW4nu7XgKl3vkc1oacpgx42Zun3k798yeQ1O7FBevGCrzdmPQtRDQbTAhsVfbnWpHNr9I4tA5OKvPppmJosjhjc8ikcnpN3Y+LfUFVBceRKetx6hrQaZQ0a3X9XgFnBUrz09fTWNVFv0nPO9wctWqKaHoxDp6jZhHe0s15Sc/Y9CgweTn59M3JYVnnnmS4OBgbrzpZnbs2IGTizf6dg0+Ib1p1RRjNRtwdlZjMbXy7jtvn9Mo19fXExUVg95oofeox5ArbM47o17LiR/+TeLQOdQWfM/8x+/5U/QRdTodX3zxBbt27SUsLIS77rqTyMhzR+BdCIIgpIui2Pd3XOLFzv+b7NK57IogCC8Cx0RR3CDYdqr/BsYAFuD/RFH8xeO4K8XmaLVaPvvsMw7sO0h0bBR33nknwcHBl2Ut85+Zz6K3F+OrC0EQJTSqqwiKCKK6sBYfXTCl5DGI0T8pVCJylJ2EEk2gEI5RNHBGdYxnXn2SBx54AJPJxFtvvcUzT87HVfTACz+aaKBV0LBr7y6uuuoqAN5f9j7zHpyHzKDEigULZpIYhKvgQYuoQRtTS05e9p9+P6xWKyOHjyL3WD4+HaGIWKlzKWXExOF8/uXnf/p6fsqixYt56sUXUY4ZidzPD0NWNpajxzl+5MgF/VY88uhjfLnmByJ73YjwYwXOsqz1DB8UyycrPzpnn6XLlvHEE8/gHTYQmZMrbbWZBPmp2L9vz69Gz+fl5TFw8FDihz1KTVEa1UUHiRtwCypXP3Rt9eQe/RyvgB54BvQg58AH+Ab3pF3bjEzuTEj3a5BIZNSXHMDNqZ0TGekoFAq++eYb7pw3D/fZdyB1dUW0Wqn96FNklW0kDbvPYf4zRz9DMNZQV1193mi9iooK4rrH0z31rD0z6lo5fWAhhw7u69KdvUj+ynbnj7A5cOXYnS5+P0RRpP+AwdQ0SwiMGYVU7kRdyWFaKtPIPZPTKaKstbWV/gMG0aaXo/btiU7bQE3RQbolX4dS7UN9yTHaGgq46caJLF261OFAadLkKZypcsIvzLHgWXH6SiRWLVJ1NIExw5FIpNSXZ1BXuJ3cMzn4+9syNFpaWggKCHao1g1QLM1h1O1DWbJsCQAHDx5k7LXj8NT7ozK7Ui+tpV2hI/Ga+2msOoXckE9YUDBpBw7hqfBGY6hnzLgxvPbGqyT2SMRqEokkHjVuNFBDJcV4enlQq6nBbDaj0+lQq9X4+PoT3numQwaJtqmCnL3vk2jpS4H0NCaVDFNHC96iL2qrKzWUY/ZVgb6dowcOkJiY+Lt/pheCRqMhKi4OxegRuPRLQbRY0e7eg1t+Ifk5pztlLmzYsIHps2bhNHwozVu+x2/WLTjH2rJTjFXVNC1dzqn0dKKios413R9GWVkZdXV19OzZ8w/NgvszuFSbczFOtnnAAkAD/FTARxRF8cKOOC8DXYbn4snIyGD0sDH00jqeqGvEGiTJeo6d6Ipav1IwGo1MnjqZY6fSCRgQQHupFkO1gd07dl9wCuDMO2aSrTxNz5lnDYqxzcDGKd9y9NBR+g7oy5StNyCRnTXImlwNO+7bjmiS4eHuQnbWKXx8fHjsscf4fN0huiU76knkp69CFaPBo5sn+V/nIpN6EpE0jZwDH+DhH4erVxgtdQW0t1SRMPRenJzdOX1oJSq3AMLjzxYTaKo5Q0nWJoz6dkLihlNVsI+wHqNxdvVFU5lJTXEavUY8grP67Oajua6A02kfMWDii0gkZ41Tc30BpVmbSR7+AFUFByg/vZXwhHG4uIfQ2pBPY/kh9u7ZRXJyMtu2bWPaDTfi6t0NhUsQ+pZiZLTz3rtvM3r06E5C5VarlQMHDrBs2TL2HC5ElDjTUHEC//B+NjHaogO4+8bg4uqFtb2Y0zmZqNU/P3+68rkCHnauOLt0Jdic+vp6BvQdgEkD6nYPDE4daOQ1fL9j2x+eCnk+9u/fzycff4LRaOK6KZOZMf0WeuuGUksFejqIE3o5XF8snqZMmoev2p9mQxN33303/37rTSQSCSaTCTcXd/xMIcQKyfY+RWIO5qB2SitL7G0VFRVEd4smztQHX4LsjpAyIY8+U3vy5apLPiP8TRiNRpYvX87nK79ALpdx+923M2PGjMsaVWowGPALDMR19h0oAgLs7a1btjEpJJwVH3zwq2P4+PgT1mcmKlc/e5vJoOXkD2/Qrm07b2rzkSNHWLL0fRoaNEyaOI5bbrnlvNqgP6Wuro6IyCiSRz7FiZ1vE5NyA24/KaajbargzOFPiO0/g9MHltNv/HM2Ue/cXTRUnsRkaMdN7czevbvtzq6hI0dyJiQAdZ/e9nGad+5Gcaqh0wFS+entjL4qnA/ef/+8a1y0aBGvv/MZYYmOfctyNjPrhqG88MLzv/o+uzhLl93pzJVgd7r4fTl48CATJ0+j+5AHHQ6IyzLXMPeuf5xTYkSr1fLRRx+xZOkHVFQ3Ep4wifqydBrLMwkRI5GLcuqdKrj62qF8s+4bu72566572HGoguDY4faxRFEka9cCZHInul/1gMMhQlnWOu69bQJPPWULujh69CiTRl1HQutgh/U0ifVYElrJyDxubysvL2fIVcNobhPwDkvCNywFmVyJKFrJ3vUmh9L2ApCfn0/Pnj3p1q0bOp0ONxc3eolXOei7Fok5aFyr8PTxprSkiIjIaF54/llmzryVQZNfRfjJnt9iNnB443M4O3mi0zchQaA7fQgUwuzv95TsCG1hMu6aNJl3L1M1zLfeeotXvl6N601THdpbFi7ls3feZezYsfY2URTp1j0O3YirUXWPQ5dfQP3Kz5F5eSKVyaC+gWWLFzPj5pv/7Lfxt+JSbc7FpIs+DUw4X5WbLv4+uLi4YLQYOulOmTDh8weminZx8bzz7juc0eQy5ovxdifYmVU53HzbzRw5cOSCxsg+k433DD+HNoWrE15hXpSXlyOKIqLFCj9xslmNFuROapzUPsy+axo+Pjajd8stt7Bo8fuYuo9A7mRzGhl0LTTVZ5P61nhcg92IGBXJpls2UnTyW8LiryUgciAAgd0GU5L1HeWnvye6zzSULt5U5+/FbOzAK6AH7S1VVBXsJTJpMvnHVlORu5OEq+7GxSMIsJUdFyQSKnJ/ICblhp+8GyuCREpN4UGCYobYWqxmKnN34ROSjNVqpfzMdsITxuPp3x0nlQeuXqFIpAqeeno+m7/byLXXXktpSTEfffQxW7ZsoVaqICa6Jy4uLp0cbGVlZYwaPYbG5nb0egN+EYMIjErFKzAeTWUmCAIuHkHomgsZP7IPr736+V/SwXaF0GWXzsELz72AWCOnuynJpvtlBBeDB7fPvIPsM1mXZU0DBw7E09MTT09P9Ho9CokCpaDCWXShjkpaxEYM6HDDE6WgwuSi4+VnX2bIkCHExcU5CEeXlJRgNBkJsxXisxNGDHuqNjhoS4aEhDB37lw+Wfo5yg5nVKIrdVRS7VzCM/9yjBqrqqoiPT2d4OBgevfu/YdqgioUCubMmcOcOXP+sDkulqKiIiTOzg4ONgCn+B7s27bjgsbQG3T2Csb/RSJzwmwyYbVaz+tk69+/P/3797/oNfv5+TFs2NXk5G7D0NGIi4djtKaLRxCGjmYqc3fg5h3640GLlLD40YTFj6a+PIPKvN2MGz+J3DPZKJVKmpqbkPZwPKRSdoukYdterMmTkUhsW2dRtKJrymfSxPt/cY2279E5vkuiiETSpTv7F6TL7nTxh5OXl4faK6yTdpjcJYis7Jxz9lGr1cydO5fJkycTE9ednLQVYLYwiFE4Cy4gQIihG/t3HuS7775j4sSJAMyefTerVo/Gw78HLu4BiKKVmqKDKBVSnD1CO9lCubMfGSdOcfr0aeLi4ggNDaXV0IJZNCP7SbVurdBC4s8O/ENDQ/ENCMAlJB7PgLNpr4IgQa5Q0tHRQZ8+fRxSYhsaGpDLFHiYfRzGkiBBZ7ISGjqaQcnhtGiKmfvgI4SFd0NTnY1PcJL9Wk1VFm4+ESQMmU17Sy2ZP7xNwE8kEgVBINwcxanaE5zKzGT//v0MHjz4Nx98/ffQvbW1ldTU1F/VV8svKsLq59OpXRoYQElJiUNbR0cHFSWlhMTZ9kLOMdGEPPc0HSczaVu7ntqqqt9FUqiLS+NivjkittDoLv7mxMbGEtktkgpJob0SjUk0UuNSzD333X2ZV9fFT1n5xUpiZ3R3iDKL/Ud3cnJOU1V13togdoxGIz6ePtSfcBTb1rfoaSxvJCUlhf4D+3P6y7MG3Wq2cmr5Kbz8e+Md0ouPVn5qfy0pKYkbb5jK8e0LKMnaQnHmRk7u/g+JtyXiGmz7oXcLc8c9wgNtUzl+4Y4HAwGRg2iszqHs9A6aKtN58snHaKzIoCR7Czqthth+M6grO47KIxDhR2fVT/EJTqa5Ng/RatMjNht1lGZvJSh6CFWF+8ncu5SC419zbMsr6NpqMRm0ZO56E6vFSGXeHk7sfIvs/R9g1LfiFZRIWlqafWy1Ws236zeQeaYcvbwHJwpN3HDTLTz3/AsOa7jhxn9ikkcSO/h+/CNTaa6zyba4eUcQmTSR8J5jwdTCvr17WPnxCgID//cq7vyOdNmlc7D+2w0EGB2rXfkTQklJMbW1tZc0pl6v55NPPmHO7Dm89dZbaDSaC+779ddfE+gXxLBiPbKpAAAgAElEQVRBw4mNiuO2W2ZhtBrRie244kk7rWRyiCpKOMR2jot7aVe0Mnv2bAYNGtSpMtt/02TEn1U1EBHP6Rh7fcHrPPbCw1T655Im34rnQCXbd35PQkKCrZ8o8uDch4iJiuX+Wx5i5NDR9O3d729ThOBC8fPzw9DWilWvd2g31tUTEnxuLZifM3bsOOpKDju01ZUeIfWqoXaB7PNhsVjYunUrS5Ys4fDhw50q4Z2Pzz9bSUSADJnMieaaMw6vNdXmIlc4E+KnxKCtxWoxObze0lCEd1ACRquSNWvWADBp7DiM6Rmd5rGKJrIPfUhTbS7N9QUUHvuM4EBvxo0b94vrmzx5MpqqLOrLT3Jy70IObXmeozteo7b0MFOmTLmg99jFFUWX3fmLUVVVxYcffsinn35Kc3Pz5V7OBZGQkEBrQzGi6GjnjG1lpPTpdZ5eNlpbW5FKZIR1H4W3LNDmYPsRiSDFUxvA2m/W2dtSUlJ4951/U3j0QwoOLyNnz39wMhXx4Ycf0FSXj9XqWC2yqSabDWvXcVX/IYQEhrJ161aioqPIkO2hRWz4sVp3LVXORTz2ZOeIu9Ejr6E85zuKMtahqcxEtFpoaSgC0URSUlKn6z08PEAiYhQNDu3l0lJi+9+Mu083BIkUD99oQnpOxmQyUpmzkeqiA2ibKqjM32M/2AeQym2SOuLPivtasWLV68k6mMmUcVOJjYqjsLDwF+/1L5GdnU1EWCRTx9/AvTffT0hgCIsWLXK45syZM1w3dSpe/v7E9OyJTquFgiIH+ydaLBhy8+nb1/GZSalUonR2xtzYaG+TyOVI3d0ICg3tcrBdZi7GybYCuO0PWsffGpPJxHvvvUefpBSS4pN57dXX0Ol0l3tZv8ja9WswhrSS6XqQfPUJjil/YPqsf3LjjTde7qV18RPMZjMSueO/sSARkEolmH9WQvnnpKWlERIewqmiTLI+O0X++lxM7SYa8zSkPb2fmbfOxNvbm5XLV1LzXRUbZ3xL2iuHWDdlHbpKZ4Kjr0an1VBXU8upU6fs465YsZz4HnG01ufSXJdLzNQoEmYm2F8XRRF9SwcCYDUbHdZkMemxWs24SauZcfN03n77XVzcfTHpW9FUniT7wHI6WmswGdoxm/QOZccBdNoGrBYjRza/yKndCzm65SWULt6Edh9Bn9GPEdhtMA2Vmbh5R+AVlERzTQ669lYShtxDyrVP0G/sv1B7hHDm8Kd0tNZhsVg5ftwW5r527VpyCyqJ6jcLv7A+BHZLJWbgPSxY8KbdoVlaWkpmZhZyZ09qS47g6h1BR1sdRSc3oNM2oG2upCTjSwb079tJNLaLS6LLLp0DZ6UzZhydCVYsWEXrRek1/heNRkNifBLP3PcsO5Yd4J1nFhMZHsnI4aMY1G8wzz373Hmdbunp6dxx251ENiXQWzuMAfpRVB6tx8PdgzxVBtkcIZhupDKWXkIqqYzFJDHy4LwHzrtB9PLyIiIigiJy7BtRURQpIpuBAwZ1OnmWSCQ8+uijVNRUoDfq2Z+2zyFtduHChXy0+GP66q8htrUPfdqvpjm7g+k3/m+lWHh7ezNhwkTa1nyLpcO2RzFWVmH4/gdunzGDrKysX7Ur/37zDQxN2ZSeWEVNURplmWtpKtvPksXv/WK/qqoq4pN7ctfjd7FoxxIm3DCBUeNGof+Zw+9ceHl5sWf3DyxbupCyrPXUlaWjb2+kvjyD0pNrWPDGK5w8cZz4+B7kpH30ow3RUpG3i8bqHPwjByJXh5D9Y3TII/Pm4a5ppPXTL9AeP0HT1u3UfrAC1xHDMMt0FGWsJvfwJ7TpqskrLmDEmDE0NTWdd33BwcFMGD+O/BOrkPaKIvDRuXjf/k+kAX6MHj8euVyBp5cPjz/+JAaD4bzjdHHF0GV3/kK88947xMbH8eaaf/Pyxy8TGhnG+vXrf7fxGxoaOHnyJO3t7b/bmAB9+/YlOTmBkhOr0bXVY9S3UnFmO+aOambOnPmLfT/+eCV+EQNQqr077QUArFILalfHDIrbbruN2poqvv5yBXt2fU921kkmTJjA0CGpFKV/RltjGR2ttRRkfENHQxUDzdfSp304sjoVd9x5D00GV1Rh3TkuS2OfbBOakHI+/+qzThHKO3fu5L2338WtxRl1cRuVRzdxfMtr5B3+GIlEglKppGdCMps2bbL3cXV1Zdq0GyhWZmMWbe+nRizDZOmg/NQWyrK3YTLY7r+bdyS1tdXs/OF7EiOkdFR+T/cQES8PDzQleynL2UzZyS+QyxVUcNaBZhWtFAmnkYkyknVXkdR2FbIyNRPHTbrgA5+fYrFYGDt6LK6VfiS2pRLX2pdk/RCefvwZDh+2HUQdPXqU5JQU9ho6cLn3TrTXDGXt7l2Yqqtp+PwrjJVV6EtKqV26nB4xMfTr189hDqlUyr333kv7N99iaW0DwKTRoNu4mScefvii19zF78vFaLLtAIZgq6bzc6HP0b//0n4fLrdOgSiKXDfxOo7uOk5ARwQCEmqdywhNCGR/2r7zpk5cCVitVvbs2UNtbS2DBw8mLCzsci+pi5/x7PPP8uXBVQx6MRXhx7SToi0FNK5rICsj67zpTjqdjpDwEHo9mULIVaE05NRz7J0j1GfW4e3nzYP3P8hTTzxl/34ajUZ8/QKQOPkS0n0Ebt6RaJvKyTnwISo3H5569F6efPJJCgoK2LZtGzKZjAMHD7Hqq68QVDDhk8m4+NtO0gq+y+fIgkNgluIT2ptuydcjCAJWq4XTaSuwGrUgKGhvqyVp2H2o3PxtGjp5e6kvTyciYQLluTsQEHBy8SKq1/VIZU7o2urJ3LeEyISJNFSeRJDIcPOOoL48g+Thc3/UQjtIWc5Wonr9A9/QXhRmrEGhdCe0x0j7vRFFK+nbXkMQpLh6haJvKWbf3t0sePM/pGW2ERjlqDlRdvIrXnvxYaZPn86qVau4ecatqL3CUSjdaKo5g09IMoaOJrSNxfj5+XPbbbcy/5mnL0hv6ErnCtDGueLs0uW2OQALFizgreffpXtHP6SCFFEUKZGdIWpYCNt2XHyG03333sd3K3YQbUxEEAQqxWIKySaS7jijpllZi9XbQPqJdHvq+H+ZecttHPoigzDxbGqnKIocdd7BLbNmsGTxUnwIQEc7atwJJxY9HUiSdHy76Vt7+mbfvn0dfs8qKipIik9C12bEC1+aaEDhKmXeI/MYMWIEqampF5TuWVpaSnREDBYsgIg3/sSQjBIVh5y2UVJWjJ+fLZ1ep9Px4YcfsmbVWtw93Jl93z2MGTPmou/nlUx7ezt33HMP69evR6F2QTCa8Av0obq6Gmc3ZwQjLF24lOuvv/68YzQ3N/PxxytJP55BQs94br99Fr6+vr8477hJ46jyqSF5tk0HzWq2kjZ/P9OH/pMXn3/xgte/e/dunnv+JU6fziEurjvPPfsMI0faft+XLFnCo088i0HXBgh4+McSHj8GZ1dfTh9Yxr+evI9Zs2bh7u5Oa2srHyxfzubt2yktLqa8qhKTTo/SRYVVkOD74P3IvTwQzWbaNnxHf3dPNp/nwb2mpoawiAiUSUn4zDh7UGk1GCj/14skD7kfQZBSnbeV1P49+Hr1r+rc/0/TZXc6cyXYnSuRrKwsUq9OZeSHY1AH2pxKDacb2PvQTsqKyvD09LzksfV6PXfPuZu1a9biFuBGW10bjz/6OPOfnv+7SQ10dHTwzPx/8cknn6LX6xg7dhz/fvMNwsPDf7HfXXfdw47D1QR0G0T6dy+TYO6Dt2CTAdCJ7WSqDrJz7w+kpKT84jhg2/+/8cYCVny0ktbWVnRt7aQYrsZJUKIT2zks3UXyyHkoXWwR5wZdCzl732XaP6ZwJO0I3t5ePPDwA0RERLBv3z5efOElIlp74CvYUvtFUeSw5AdwVRDZaxpqjxCa6/KoyF7P16u/4Nprr7Xfi9tuncV3mzYhFWTo9XoiiUeFmjpJFRq5hoCYVAwdzSjFOoqL8h3eh16vZ926dRw9ehSVSkW/fv2YdessrG0S1KIb9VQjQUJfhtNCI8VO+XSYW5Ao5Lzxfy8zb968i/rsNmzYwD//MR29WY+IFW8CiCWZekklV93SjyXLFuMXEIjQOxmv6ybY+5lbW6l44RWUPeIw1dQiSKXIAwNxKq+gsqysUxEBs9nMQ488woqPPkKhVmPRdfD4o48x/+mn/1DJi/8l/ozCB8+d7zVRFF8432uXm8tteA4fPszYEePo3X41kp+Ui89UH2T5F8vs+fBddHEpaLVarh51NbW6OnwG+aIr7aD+WB3fb/n+F43nunXreOSNRxnyztUO7SeXHGeU30gWvL6gU5/58+ez4N/vIUoNWM0WJDIBVYAaFx8XWs80M2XyVNasXYd3UE+sZj0tDUWsXfM1L778ImlH0ghICUSn0WFo0ZN4ey8KV+QjF5zQNLehcg+mtaEIZ1c/QruPJPfIF4TEXk1InKMIa8b2BcT0vYmC41/TrdcUaorTaKo5g0LpajvFEkXkTq4YdLbQaXffaJpqTuPm0w2TQYsgCAREDkJTlUXCkHs4nfYxvmF9HHQbAE7ufBdnNz9iUm6kpnA/ydEKwsJC+XZ7NiFxoxyuLTzyASvetxVACAkNxyNsBN7BtiISJmMHmbsXolJ7cN/d0/92AtdXwMPOFWeXLrfNAVv09D9vnM73W7/HR+qPllZ8g334YfcOAn6mt3UhBPoFEVGfiFpwwyJa2M939OVqXISzkWbZHEWnbmX8hPE898Kz9sIr1wwdgWafDj/BUSvrjNtRbrjjH7zzn3eJJgE3vGiinlJyiSGJatciDEYDPk7+aK2thEYEs3X7Vjw8PFixYgVff/UNZaWllFdWYBWtSJDg5uSOu8WbFoWG5JQk1m/6FrClzry/7H3O5Jyh38B+3HHHHXh4eHDs2DEG90/FRwwkhkSkyKigiDLyGMAojjvt5kR2BlFRURgMBq4aNITq3Dq8OgIxY6TWpZT7H76fF158/tI/rCuUpqYm6urqmDZ9GrI+cuJvS0Qql1J3qpaDT+3nwK799nTb34pWq8XHz4cpm29ArjqbUqo53UDmSycoLSj9XeYpLS2lR3wigkyNu083QuKu+VHHcxd1pYdxcnPBojcwYdJEVix7H1dXV7Kzsxl41VUox4xClZyIub6Bhm/W4Rwbg9fEcViNJozV1TQu+5Dy4uJzOhM/+OADHnxiPurJo1H3dkzzqnl3KRF+Q/AKjMdiNnLqh9fJyjzxm6o+/93psjuduRLszpXIM/OfYVP5Znrd55g5cOip/Twz8xluvfXWSx579v2z2ZHzA/3mD0ShVqCt1nLg8b289tSr56w2/2eyceNGbr9rLjGDZtPWWEbuwZW44IbELKJzauWVV1/hoXkPXfS4X331FU/d/S+itbbfsTIxn5ZQOdH9HLOcCk+sQ1+aR7QlAT06CqSnkEik+BJEi0mDjnZ6MwS14I4oiuyVbqbnsNkOEjANFSdxo5Ajhw86jF1WVkbPHgkkdAxELbgDUCWWkksG3kIggggt8gZee+NVHnzoQXs/o9HI9JtuZtvWbXjL/Wg2a0jqncSdd99BXV0db7y6gMbGxh9lJySoRw7BY8Rw9MUltH3zLSsWLbqgbK6mpiYWLVzEqy+/iqfRnygSkCKlnALKKSSC7lQ4F3D/A3N4a+ESvGZNxzkm2mGMitfexOemaSgjzjpT2z5cycKnnznvGtra2qiqqiIsLOwvX83zSuMPL3xwJTvSrjRaW1v5+OOP2b/nAI3NGjxMvnYHG9jEFdVaL/bt29flZOviN6FWqzm07xAbN27k4KGDhI0N4+bPbu6kYfRz2traULh3ThuTuytoaW2hrKyMN9/8DwcPHUapkOPp646zkzNWOki5vz+hQ8NoLWvh6FuH8e/jj18vX75auYZeIx5B7mSLWGupL2T8hEkIcivRk2Oxmq0Ep4YQPTEWqVzK6Q+zaNK04h+RitmsQypzImnYfZw5/CnOam+cVI4njIIgIFOo0GnrcXEPorWhkLh+0zHqtZgMbSCKnNq7GCeVGz0GzUSuVFNbcoyW+gL8wvqhcvND7RlKe0sVNcWHAHD1jqCh4qSDk82ob0PXXk986u0IgoC7Xyzp6Wt58YXn+HDFELwCE1G5BSCKIg0VJxDNWkaOHElaWhoWUW53sAHIFSoCo4fQULKbeZewoenil+myS+dGLpfzzdqvyc7OJj09nfDwcIYOHXrJp5oKhQIrtjRBLS04oXJwsAEEiGEUtmVxePUJ+m/qz5H0I8TExDBi9DV8cOxj/PRnnWwGUUejoYENazeSyAB8BJsuoTteyEQ5JZxB0EE/8wjkRoUtEu/MGf55w3R0Oh3lOVXoOnRIkTGQUShQoqGGHN0xokgiwhjPqf0H8XD1QAQEBFQSV4KtkaR9d5QFr73J4WOHmDB2AjJRTjxno+TCiaVVbKSQbKRyqd3Z8eWXX1KVV0OPjv72a33ag3hzwQLunTP7kpyXVzKenp4UFhZSo6lhzB0T7JHSfkn+RF0fzaKli1iycMnvMpfFYgEBpArHyH6pUobRaDxPr4snPDycRx99mLffWYS2pYL0719DFK1IpHK8Zv4TdWICVp2OXes3MX3mTDauXcurCxagHDIY10G29GJpeBj+d82i8pUFCE5OtO3cg8xJjUlvZNbtd7J61ZediuEAyAQZxrJK+ImTTbRYMNbUoIy02WupTIGXbxi5ubldTrYrmC6789dBb9AjceqsjCRRSn9TarZer+fTTz5l/KpJKNQKANSBahLuS+I/C9+67E628ePHM6Dfco4c+gC3gF4ExQ2lvuQg468fw8KF79mjsy+WgQMHUm+qIUI0IRN+QWNTFPG2BOAh+FAhFuFkUdHHMhSpIAUBKsVi0tlLb/EqnHHBIpo7aSy7eUeSl7a509ANDQ1ITFK7g80g6sjjBP25BhfcQACdqZ3HHn6MgMAAu1Pq5ZdeJm3rEfrpRiLVS7GKVgqOnWJX1G6bjEablEGMxglnmsQ6MncfQtWjO6r4Hgg3ynjquWd/1cmm0WhI6ZWCrtaIYJLSnT72/UIE3WkWNZRKClAM7MNbCxciMyowllU4ONmsBgPmpmZkP4uytKhdaGhoOO/crq6uxMXF/eL6uvhzuaiSGYIghAqC8IQgCAt//Bv6673+t6irqyOxZxL/fuodstYWkrnnNI3Gzv8UFpWB0NCu29fFb0cmk3H99dez4PUFzJ0791cdbAAjRoyg4lAZHQ1nq89bTBYqt1WQ0iuF5F59+HrjAXKLSjjdcIa6GA0/nNhJ4u3JxE3pjspHRUCfQIa/MZLsz7NoLWsnMHqI3cEG4O4bhdzZG5PJTP6aAsq3aTixMIcNN22gMU9De0s7YfHjCe95Lb4hvewV6Qwdzbi4B1FXdsxBB8HQ0Yy2uZLCjLXUl2dQkbebirxdGPXN1BSlkblvKYIg0GPQLJxdfZHJnQmOGYJvWAr6Dg2uXmEIgkB9eQZu3rYHGE//7rTU5VF8Yg2tDcU0VJwka99SXL0iKD/zA7WlR2ltLCUyMpKEhAQWvfcueYc+IHPnm6RveYmy7E3cdafNGWcwGJDKFJ3utVSmYOCAgb9aUaiLS6PLLp2fnj17cuuttzJs2LDflDZw2+0zqXQuxCpakaPAiA7rz8SY9XSgREWEtTs+HSG89MLLANw7516sngYK5KdoFhuoFcvJcTnCAw8+QEl5Md44Oqf8CEZPB5HmeOSC7f9JEATCzLEcTDtAaU4F3ToSaKWJYLrRQA1tNOMjBBJOHOUUIBEkhFvikOPEYK6lD0PACmXkUakrpb6hjqSEZFpbtLjj3eneeOBLNaWMvHYEr7zyCqtXr2bT+k24t/s5XOskKPFVBLJ///5LvrdXMtXV1biHedgdbP9FHaqmvKr8d5vH3d2d5N7JFG48m94jiiIF3+Rx/eTzp6VeCi++8DybNqzhH5NGMm3aNPoNHIDHpDGoE21ReRJnZ9RTJrNz5w9UVlZy/MQJ5FHdHMaQubkhdXOlfc8hkofMpe81j9Fv3L/IyK7g3jn3dZpz0qRJmHQtaA8epj3jJKLViqW9g/ovV+Os8kHlZvsfsFhMNDWUdz0o/QXosjt/Da6ffD3lW0oxas8667U1WsoPlP9qwZJfoq2tDUEioPRyjBhyC3Wjtqbmksf9vZBIJKz/di2L33udlDgl1wwI4fttm1m9etUlO9gAIiIimHHLzeS4HKZOrMQJJQ1Vp9C3n9VkNXQ001CegR+2g7VayokgzuZg+5EgIhARSWcP5RQgCALtLQ6Z17Q2lhAT41hBHKC+vp52k9a+B6mjCl+CHA7+nAUX/MUwbp1xK0eOHAFg+fvLCdXF2tchESREGLrzxZdfsHLlx/Qw9UUpqBAEAS/BnyhzD9q27QJAGRNFSV7+L2qzHTt2jFtm3IK+1oynyR8PfDrtLTzxxawErwljUV81GFEw0bptJx05pxFFEXNrK/UrP0emUCBVn32esur1tGScZMf3P/zCp9PFlcYFR7IJgnAVsBU4BRQCvYF/CYIwVhTFfX/Q+v5yvPDcC0hrlUSZE0GAAEsYB9hMhVhIMLaNWh2VNEsbmD59+mVe7cWh1+uxWCy4uLj8+sVdXNEEBwfz5ONP8tbdbxE5JRq5SkbZplL69khh0eJltLW1ozMUYTK24dcvkugJMeSvzyWov2PKlzpQjdJTibHNiELa2cGExIpUIid+8D2oPUMQRZHa0sN8f+9mrFYrfmG2lFZXz1BMxg6a6/JwUrlTX56BTK7kdNpH+Ef0x6hvo/z09whSERf3UBKH3IOurZbco19Sfno7bj5ReAcloG/XIJE6nq55+EZTmbcbd59IWuvO0FB2DLnCiaKjH9DSWM3jjz2CxWJh46bNNGk06NsbUbkF4qTyoL4sg/bmcl79/BMAbr55Osve/4D8kgZC4idgtVp4f8Uqck7n8tmnK+loq0fbVIHa01aJz2q10FKVzs1z5/8Bn2IXXXbp0hFFkbS0NL5d9y1KpZJ/Tv8nPXr0OOe1Tz39FAf3HyT9yB48rT5IDBIKrJlEi4lIBAkdopZiTtMDW0qOtyWA/fsOADZR+vQT6bzx+hts3rgFb28v/jVvEVOmTGHRwkXo2ttRcVaAuYM2ZBI5SqujnZEgQRAleHT4oaUFCRIKycIVD4o5jUpU400gHWjt18uQoxRUKFGRIg5lL5sIJ5ZQoqnUFlJOIS1oEEXHqqQaahAR2bflIBnrctC7tKMVW/CSBvCzgqboxQ57tdO/G/369aP6ZBX6Jh1Kz7MPk9V7qrh+/L2/61zLlyxn+KjhNJ1qRB3jiuZoA9ImKS8u6azHZjAYWLduHQUFBSQlJTFu3DhksgvezjJ06FCGDh0KQK/+/ZEHOjp6JQoFzj4+VFVV0aN7d/aWlqGMjLC/bmlvx9zYRHTSFJzVNg1CmdyZkPhJfL16AQvfexdXV1f79f7+/ixe9B5z7rufpjUbqP/sKxCtSORyQmNHYbGYMOpaqM7dyujRo4iMjKSoqIhPPv2U5pYWxo0Zw8iRIzsV9Oji8tBld/46pKamcsN1N7D6tq8JHROG1Wil5LtiXnrhRYKDg399gPPg4+ODt483tcdrCEg5WyG+fFcZqYNTf4+l/2akUilTp05l6tSpv+u4S5YtYVDqIJYsXEqjpoluskgyd7+Db2gvJBIpNSXpeFq9cBFsv4EiIpJzxPRIJTKcUVNqzaNH93jKTn1NSM/rUHsE01yXT9WZzaz68tNO/U6ePImT4EyBaNuDWLFgxohWbMEFN7stlyLF1ezFv55+lm07tqJtb0eBYwaPFDlmkxk5ChSC42tuogfmetthkqGklOCIiHMeVup0OiaNn8SxI8dR6lxos7aipQ0Ryzn3Fk7xMQgyGbLAAFBK8dV60fzRGuqtHYhYUalccHNSUv78K7gNHQwSCe0HjuJvCuSH7T+QnZ1Nz5497WM2NjbyySefUFBUxMD+/Zk6derfQvP578DFaLIdBJaLorjiJ223AbNFURz4xyzvt/Nn6xSEBYURVB2Hq3A2aqVNbCFd2I3SSYlUIsXHz5vPv/rcobrZlUx9fT333Dmb77Z8hyha6Z3chw9WvH/OMstdXHmUlZXx1Vdf0d7ezvjx4x0q/ezfv5+PPv2Yjo52pkyagtVqZeas2fQccjfOal/MJh2Fp1bjkWTGqNUT1D+I2Cnd7f31zXq+nfoNMdfFUbi2il4jHrZHc7W31JC5910Co68ivIfjieHx7QuQWHUE95yEtqkCXVs9UrmShsosZDIZ0b2n4uEfS23JEZpqc9FrG1CFCqgD1VTsKwdRhlyhxGI2EBw7nJC4a2yFD/Yupu+YZ5BIzz5wlWZuQCXR4ObmzrChqTz88Dy0Wi3V1dX06tULd3d3+7UDBqbSYPAnsNvZ4gbFp9YxYUQSy5Yu4bvvvuO2O+8ndtC9CD+mgFstJnL2vs2O77+jpKSEWbffiVdQLyRyNdqGbHondee7TRuQy38htP4vyhWgjXPF2aW/gjaOKIrMmT2HVZ+vxrMjAGQidbIKXlvwKvfd1zkS5799jh49yvHjx3F3d+e9t98jKzMbi07EiJ4oehIq2FIeasQyPAcr2bp9C87OzufcmBYXF/PPG6dTcLyInpYBKAQn9GIHJziAWWJEKsoYII5CIkgQRZEKCilX5hNkiqTF0ogSFbEkY8FMFkdooh4nlBjQEUk8rTTightRwtnN6FFxFyBixEAfhnKYHahQ44yaKHoiRfajbkoBfgQ7pJEWSXKoEAvpbR2Cq+BhK6QilKANqqeotOiKLmL0W3j8qcf5dO2nxN7WA2cvZ0o3l2DKM3L8cPp5q79eKvaHheIC+vXpxw033NBJW6asrIzBw4ZhULtgDQyAklICVC7s37XrkkTMH5g3jy8yT+I2aby9zdzYhOat96guL+fLL7/kgTANlDUAACAASURBVEcewePGqagSe2LWNNK66hvaS0rxCUnBLywFV69w+/fkxPf/R3bWiXMKk5eXl7NmzRpaWlq47rrrEEWRBx96hP379qB2dePOO+/glf97mfXr1zPr7rtx7tMLq0qFeCqLIf36sm7113/b79nF0GV3OvNXsDuXC1EUOXDgAOu+XYfCScH0m6aTmJj46x1/hbVr13L77NvpPqsnXrFe1ByqovjbIg7sOUB8fPzvsPIrm48++oi59z2ArzkQs8lCg6Ka3n168djjjzFzxm1070jBXfCmRMylkVp6M8T+O1knVpKryMHJosBT6sncV+7GWaXilVdep6qynNi4Hrz26stcd911neZdtGgRrz/6b7R6LS00IiAgQ46AgBQZCfTHCSWH2EEPUshXZDBu/Hhy8/NozzbSjbN7gtNiOi2CBr2oZwAjcBbOHu6VkEttsgz18Kuo//gzXp8/n4fPUbHzySee5LN3VxGn72Pfr+Rxkjoq8cKPSHogRUoZ+VRQiDKpJ3533ErTZ18yY+BgKkoq2LR5IyAQGRFBXVU9XrpALJippBhRIQOrlSAikMlEHv/PPO6913bIderUKYaNGIEsOgqrvy9CYTFeViuH9u2/oKymX0On0/HNN9+QlZ1Nz/h4pk2b9j+p9/ZnFD5oArxF8WyOiCAIUqBBFMVLL8/yB/NnG56QwFD8a7rhJZwNx7WIZtIUWzl05BAqlYro6Oi/TMUPURTpldgLbZ6RMFMcEqRUC6XUuBaRW5D7qxXDuri8fPHlF9wz5x7CRkQgVUup2F7ODddNY8nCJef8DvYbMBitJBbvoLOC1iZDO8d/eIWr3xjOgRf2kvrsUAIHBNFe087Bl/aha+igvc6Aq3skHa21+IX1wWzSUVtyBJ+evqglAwnsNshhnpwDy0nqHsC+/WkERA5E5eZPXdkxtM2VgISBE190WF9LQxGVFWuQOos05Tfj7tMdhZOamuI0Bk56GanMdgJ15vCnIIpEJE1E7qSmrvQYJZkb+fyzT7jpppt+8V61tbXh4+NHyrjnkEjOOul0bfWUn/yEutpqHn/8CVZtOkFoD8fiB2XZG3h49hQeeughCgsL+fjjlWg0jYwbN4axY8f+bR+MroCHnSvOLv0VHnb27dvH5LHXkdw+xK6r0iFqOaHcR1FJIf7+/hc0Tn5+PnPvm0vWvjNE65ORCwpaxSZOydKQKaToDXpCgkJ449+vM23aNHu/3bt3M2nCZHyNwTSbNDTTgBMqTBgII4Zw4kgX9iCRCShNLtRRiQQBhVyJwaRHRGQoE5AJcjLFQ8iQE0svpIIUndjOMXZjxUoqY5EJtv9lq2hhP5vpy3CqKUFHB06oqCAfJS4Y0GHFggJnzBgZyCiUwlltLbNoYp9kEypnF9QyN4wWPZ6+nmzcvIHu3bt3ujd/F0RRZPXq1Sxevpjm5mYmjp3Iww89/Lts4C+FMRMncsxqxu3akfb1tX6zjmlJvVi6aNFFj1deXk6vvn0R+iSjTE7CpNFg2LqDB++8k/0HD3L8dA5mXx/0hcWYW1txUiqxAs69kxFcVHQcPYGndyxRidfRVJ1D3rGv2Ld3F4MHD/7Vuf/LT6Md2tvb8Q8Oxv3u23EK+bH6ntlMy+L3WfJ/r1yQ8PbfnS6705m/gt35O3LgwAHeeOsNCouL6J/Sn6cee9Je9OfvTENDA6HBYTgZVbTShICAH0HoVFrWb15HbW0t9997P1ajSIexA6PRhLNUjZ8liA5pOxqhFjffKNQ1JgSlyMOv38/cuXMBOkV//Zza2lqiI6OJ0iWTzRESGYC3YNNJrqaUPE4iICGUKFS42iuhtzprqNFXEKgIxd3gQ4eijUpLMdGWRAzoqKGcWJJQ4UY9leSTiRULEoUTgtmKh5s7JzIzCAkJcViPrTBUgl0jDsAkGtnHdwQRQQ1lWLHiTwhhxJAu249Tcg/0p3NxkkpZs3o11157LceOHWPU1aPp1THULpWhFztIk/2A/0P30rxmI5IaDR9/upx//OMfAPQZMIDybuF2zdD/2sPpKf147+23f9NnXFlZycAhV6F3dcUcEoysohJlWxuH9u3/TVGgf0X+8MIHQC3QB/jpr3gfoO5iJ/27otPpaGhsoB097qIXUkGGKIoUkk1Ut2iSk5Mv9xIvmn379lFVWkOy6ewJRDCR6ExtrFixgieeeOIyr7CL89Hc3Mw9c+5h+OJReEbZ9n09b01k7R3rmPrDVEaOHNmpT3VVFX7dHUPd5U4uSGUK3MLdiRgVyd75uzDrzcjlclL6pHCi/hRxKbfi7htNc10uZw5/hk9QInIXJeoQZzQZxwmIHGCP/DIZ2tE2lXIsvZqeqXfi5mPTR/ML70fesU9orMwF0Qo/0W+wWkzoNDpMug4kMilefQ1gMSGtklJbcpigaFvqT0zfmyg+uZ7j37+BKFrx8I0mJG4ECxct/VUnm1RqE2QVrRb4iZPNajEBtu9+YGAAoqm1U1+LodkufB4VFcVLL3VOceriD6HLLl0Ca75eg3dHoINwsUpQ4ysLZMGCBZQWl1FaXEKvvr14+umniYiIOOc4MTExrFu/jnvuvIc1a9bgJFOiN+tRiS7EdfRGhStN5fXMnH4br7/6OsNHXMP999/HrFtvp1t7Ar5CEC1oyCGdRAagxMXuFAsTYyiVnabRVEsYMZgwUGuqxP3HKqQSpBhFAxpqGcJ4u86Ks+BCrJjEaY6joQY/MRgjBvI5hTveqAQ1IWI0B9lKqHMkc+6Yw7Ily/CzhOBPMF74s4cN53y/EomEqppK0tPTcXV1pXfv3n+ZA7NLRRAEbrzxxivCuWM0Gtm5/XuCXjpb3FEQBFTDhrD6g48uyckWGhrKsUOHeP7ll9n59TpC/f15dMECqqqryaiqxGPeXIQfD0la9h+kef1GAubOwdSgwVhdjdvo4TTu2E3DlhdAKiBKRG6YMYPsjAyHKOlf4qffoX379uEcHGR3sAEIMhnSfil8tWbNFfE5dNFld7qwkZqayvrU9Zd7GXaKi4spKioiPj6ewMDAX+/wK/xXViIrK4vY2Fi7vuvq1asxG81EEEYKQzFjpohsjB0mVn21isVLFjNlyhRyc3OpqKjg88+/4Ju139KktuKsDsHL7E9zRRYRYgpnxHSmTJniMO/hw4cpLCwkOTnZITUSbOn3n335GTdOuxFfUxDegm3vLQgCQURQJZbgTSAeeJHJYeJJwQs/RJ1Is9CIQa3FrXcg44dO4tDBwzTsbyecOBQoyScTAzrbeAh0pzd6ow45CgzNOsaPmcCJzAyH32yD0YD0Z+4UKVJErNRSjhp3EhmIk2BL4fQ3B9HQ2ETQk49i1mi4acbN1FZWsW7tOrz1QXYHG4BSUOErBGEoKcXrlhuofPVNxowZA9giv3Oysgi86R/26wVBwDl1EN98+fVvdrI98PDD6GJicBt/rb2tdfM25s6bx9rVq3/T2P8rXIyT7R1gsyAIy4AiIBK4B+iqsvMjR44cwdPJG4lRzn624Cn6oMX2QB7u2fsyr+7SKCwsxFX06PQg4aRzIfd03mVaVRcXwvbt2wlICrQ72AAUagXhkyJY9c2qczrZUlMHcyQ7G5Xb2UiWtsYyLCYTe5/eia5Rz+Bnh3DkpTQKzhQQGBjIypUreeChRzF0uwaVmz8+QQk0VGUgkUso2lKIzElJ9sH3CYgYjMWkp/zMDqQyJ0xm7A42sBkH//BBtNQXUVWwn+DYYYDNyVVZuANjRwdShYTJq6eg8rFFmCTc1pNNt2zAOygJJ5UHEokU0WrGP2IA3ZInIQgSDB1NZOx7l5jYHlSUl9EzIZE777iNQ8cOUVpextBBQwgLDWPHnh0EBAZSmbeTsPixgM3hVnZ6G9qWFtauXcuMGTN4/vkX0VRl4xUYD4jUlx/H2F7H5MmT/4BPsYtfocsuXQJyJzmiROykL9Zs0LDs3fcJMnVDhpyvMr7h4w9X8twLz/LM/GfOOZazszOffP4J7y56l8rKSgYNGESP9r72tAsv/IgyJ5KXkUtTdgfLlizDarYS9aN+m4AAiA5aKhbRTBn5dOjaEZCgp50oEgimGxnsw0lQUi2W4IEvchRIBcetjDMuCAjkcIwsDiNBSgBhds04KxYEBHTqNp57/jlS+qYwZ/Z9KKQymsRaJHqBMiGPGEuyfU3l0nyuHjoctVrNsGHDfq+PoouL5L/JF6a6enQFhUidnZH7+5194RKIjIxk5YcfOrQl9+uHxdeH6ncXY2nTooyKRBESgiwwgPovViN1UaGMiaIjOwer0YA8PISg++7BqtfTuOZbbrj5ZrZt2nTRa5HL5Ygmc6d20WTCSdmlh3uF0GV3urii6Ojo4MapN7J71x48nLxoNNh0v5e+v+SSMym0Wu3/s3eegVFU6x9+ZnvLpvdGKoSEJghI74qACAhYEGwgtmulWLAjImLHDjYURem9d4FQQktPSO9tk832Mv8P0eBe8KqoV73/PN8ymTlnZmd33jPvec/vxzXDryHrXDZ6tz/NUgNh0SHs3rebA/sPEEAoEUIcAAqktBe7cYgt1Na0mP01NjZy+9Tbycs+j7fUF7fdjttWQ3V9IRpBTYAikAz3cSbfOJkBfQZQXlVBcoeOGE1Gaivq0Ut8qXNWMWjIIL5b/S0KxYXk09ixY7lr+nS2vrv3ovNWo+U855AgpT3d8COINA4iIBAtJmKvs5JuSeeGiROYcc90Hk57jCBTBGFCO8JoR51YxRkOo5LrKdCWoO7ZFVdNPeazJdTnyzlz5oxH0czo0aM59M0xYl0XkoFlQiEytQ69WUc3wbNwwSVxoU7uiMxbj8xbjyMwkH379iFXyEEigsvzelyCu0XDzc8PqUSC290ycJPJWgp5RJerdSIIWmKF4g+Qp9m4fj0h8x732KYd2I9Nz730u9v+/8KvTrKJovieIAgG4DZgAlACPCSK4oo/6dz+cWg0GpyinS70ph3NNGEgCg3NGPD1+9uuqP2PdOnShQZqcItuJMIF4UqLtpEePbv/hWfWxi8hlUoRXe6Ltrtd7ksG3fr6ejKyz1KSlYPTaccvJBlzUyUlmVuQSEAX7EVQh2BOvJTKO2++0zpLNm3aNCIiIlj4ymKKSzII8Zci8wnhilk9kKlkHH/jGBWpZeTWrcTLL5rYLtej1AZwbt87iKK7tcINwGm3oPRVUpq7g4a6M6i1QRiqsgnpGYy0xIfg7iGtCTYAfZQ3YVeFc2bv2/iGJGGoykau8iK534zWdoszd+B0y1CGDKRLh3BKsnbxr0f/Refbu6If7s2Xe1ZQ8moRybd1hhiRsv0HqSvPQKMPpbEmH5XOj/juN/PAvx6mpLiAzZs3ctPNU6jK3Yrb5SI4OJBdO7f/v9Qp+Ktpi0uXxy233MKH735EqDkGldDyva0Ry2h2NNGXa1sFgEPEKFLdu3jphQUMGz6sVUfUbDZjNrcI/v+YhPLx8cFsNoNb8NA1AdDjiwM7sY5kpHY554UMTBhpEuuRIceFixrKW93IznAYBUqSGYYMOaXkc4J99GIYOrwRJAJF8mzMGHFaHTSJDeiFCzG2ilJCiCKSOI6wkyAi6EBL1ZkoiuRxluDQYL4/cgh/f3+mTZvGNddcw/r16xFFkb59+3LDuIlkVB5B1exFvViN2W2k4lARA/sP4ttVK3+XQ1sbl4dCoWDwsGEc+HAZ9spKNB2TcDY2Yi8qYeyoUf/x2JKSEp5+5jm2b9+Ot7cv9983k5kz7/5ZM4HKykospQ78xo5G5u+P6dQZDJu3IiiVaDun4Dfh+tbvfsO2nTQfPwGARKXCb9IEDr64kMLCwp+tAv05BgwYAE1NmDMy0XRsMSJxmcw4Dh/ljk8+/U1ttfHn0BZ32vi78dADD3F6TwZXWochtUlxig42fr2Z19q/xqzZsy6rzScff5LiU5V0tQ5sjZ3nc85x3z33I7rBhwCP/QVBwEv0ISm55bl11+3TqT3XxBX2QQiCQIyYQqb9OPfPuhsfXx8UCgV1tXUsee192pmSiCSFutOVnKeALvTFGz8iSODErlO88PwL6Lx0fLzsM6wWC9ePvY6r+vTm289XITaLHhN09VTTnYGcJRUVaippMS/4qSZckDmCp56cR1FJIYld4jn0/RZCxCgsEjN1YgVu3DgD1XhfMxS3xYquVw+0V11JzcefUlFR4ZFke+DB+1n5zQAMYh2BhGGgllpFLYG3TaPmg09odjWh+8H5tFlspJoypMet+AweiPATw56bbrqJ1xa9TqizXesYyigaqBcrCe+UjDUnl/CoKHS6FqMovV5PvwEDOL1nH/qrWyRsRJcLy+69PHDrrZd1z3+KRCptWdnzE0SXC8n/qPzNn8Gv1mT7p/Lf1Clwu93ERsehKwsklBbRW7to45z2MJ9/8ymjfmEQeDk4nU42b97cWsp73XXXeWT7/wiuHnYN6d9nE2GJR4qMSlkRjqBm0rPSPRy02vh70dzcTFhUGP0XDyIguUU7z9poZecd21j71Rr69+/vsf+kWyaR4cwi/oZE0j9Pp/ZsHY5mOxPGjOWRhx5h3bp1qFQqJk2a9LMvDk1NTYRFhXHtijFY661sv2c7/qHd8PKJobEmj7ryc6T0vxuNPoS0na8RGNmV8MTBCIKA024m/ci7uAQjXpF6km9OwVJjJiAlEL9Ef1ZP+Jao/tH0eKinR5/7Ht+NrTAcjVcQZmMlTbWFxHefiM47jPrKLHKOfUXngfeh9QlDFN2c3P0SA1/pS3DXC45yqa8dwWV1UrijGNxKNPpgmuuL0PlGYmmuQa0LwmmtJjP9LJGRkbjdbjIzM5HJZCQmJv7PLxn7Of5qbZy/I/8UbZxXFr7Cc88+T5AkHFHipsJWQgAhdHRe6bFfkZhDDWXcdPckFixcwN3TZ7Ju3VoEBKKiovng4/dbK7ucTidBAcG0b+zuoU9SJhZQQzldhb44RSf72YAECf6EYMPSkizDSZAyFIfLQZOzgf6M9pjYOSsexRs/qinDLDGyYct6tm/fzu6de8jOyCbSmYhW9KKGcqop40oGoxI0ZIlp1FKBFBne+GOgFjculBoFblwkJ6fw0sL5DB48GICGhgZWrFhBwfkCyivKWfXtaiIdCUQRDwgUyjPRJsjx8/MjPT2d2JhYnnnhaa691tPcpY0/h6VLl3LPnNmEPvYwUk1Lgth06gzC9l2UFRVdcgKppqaGTp27ovTtgH/4FditTVTn72LS+Gt55523Ltq/sbGRwNBQQuY+hsznwve4dtVamg8fJfzxWcj9L2jSuW02ih5/mnaLXmqtKDAu+YC1yz6hb9/f7jR46NAhRo29DkVEBOh0mNIzuGf6dBYtXPj/Ntb8lLa4czH/lLjTxh+Pw+HAW+9DD+uQ1iWJAI1iPVXh+RSVFl5Wu/4+AXRo7IFGuPCeZxdtHJFv4+WFL7P48bdIsl/4GbpFN0fk2ziUepD4+HgC/QPpbb/aQ5aiRMyjSJaNRCrgdLvADd1dA9EKF0x0ysQCSsjDjg3xx3J7CWj9QglrPxyFyou64lTk7mpCA4PITM0l0h2PGzdFZKPDmyS6c4gt+OCPCPgTTJjQzuP6sr1OsPD9+dw1cybqkSNwNzcj0WhQxrSj4s0lSJGiEbxQiWrqXZVoe/egOSODXu2TSD97Do1GS7uYaE4cP0mYKwYlKpppQkCgQlZGyGP3Yzp1lqatO/BTRIAADe4qfCeNx3jkKBKlEkVEOO5jJ6guL0elUvH2W28zd85cAgjFbDNTL9TiPXoEUo0Gy/ZdLF+61MMMorS0lAFDh9AoikhDQ7Dl5tGjcxc2rV37ux1Gp9x2G1sKz6Mfd11rktW4ZgNXR7fjy88++11t/9P4UzTZBEEY8GsaEUVx/2/t+H8RiUTCxi0bGD50BPXWCpSiimp7BQ/ce/+fMgCvr6+nf58B1Jcb0Jj1WDUmZvnO5tDhg4SFhf1h/azbuJYXX3iRT5Z+is1mZfSYMSxY+FJbgu1vjk6n46vPv+LGW24ksHswci8ZxXuKGDtq7EUJNqvVyrrV6xi3YSJKvZI+81pEm+sya9n7wl4+++SzS2oKlpeXs3z5curq6xg0cBDr1q/DiZOdD27HaRYJj7u61akzIKILaq9gitK3kHTV7SReeTNn9r1NVXEqWp9AGqsLUPoocVld1J6rRu2nJrJ/FAAVx8qxVFvI35hP8q0pqP1bqtmMpU2UHiohIiGF0Lg+iKJIWe4+0g98gMtpQ6MPQRAkaH1afg9WUx0SmdsjwQYQOzKefY/vxi8kBUPleZx2Ez2ueQKZQoPodnH+zHrqGkvx8WlxDZZIJBfpRLTx36EtLv0xzJ4zm5tuvolNmzahUqmQSCTMnvk4/NtKNTtWJMgwmy2Mu24c54+W0ss+AhlyavLKGXPtdRw7mUr79u2RyWQ88+zTvPDUfKJNSejwpo5K8jhHJ3pRJZZSRyUKlPRiWKv2SIVYRLE6i4eeuZ95T87Dl2CPBBuAL4HUUkETDYhuN48+9BglRSUoZWokcgFHWBOZxTkEieH0ZAjKHyr0VKgJIJQgwjHTjAIFFRQRY05Gjx/1x6oYO2osazeuxdfXl6GDhqJ3+iM1K6mUFhLtak+UcEHIup0jif0ZG4imPe3pQVNDAzdPvIX3l773i7qPbXiSl5fH/IULOXrsGHGxsTz+2GO/aBiwdtMmvIcPbU2wAWi7dqZ0/UYSO3Zk3uOPM23aNI9k1JIl7yLXRaH1jaG+MhO1LoB23W5h2Sev8eSTj1+kXZSdnY0+NMQjwQag7ZyC6egxRIcDa0EhglyOIjwM3G6P/pyGRkwVlZcdI/r27UtZUTEbNmzAYDAwfPhw4uLiLqutNv4Y2uJOG39X7HY7TqcDBUqP7UrUNDYafvY4k8lEWloa/v7+JCUlXdyu49JaYy63i6lTp7Lo5VcpqMsg1NUOJw6KFdmkdErmwIEDpKeng4jH8RbRxHkySHJ2J9AZhhkjx9nrkWCDllifyxmuZDBaQY9JbOK0+3usdXXkHP6C8A5DCI4bRN6xzxg+LIV2ce1YtWI1GrcXEcQTShQ1lOPCiQkjVix4cbE+pk20cO7cOTRxsXj1uWAKLIoiEqdIgqsj4UI7oMXI4FjqAUS5naLDFaTQh1PNh8iqzkeGnDiSPWKAzK2k4cBh0KiQBPnD8KsAgfDkJKRaLe5mI86NRxAyqtEEKGhoaCA0NJTpM6ZTU1fLp199icKlJMkrieasXBLi45i3Zk1LpfNPiIiIIDcjk23btlFYWEj37t3p2bPnHzIZ8+bixZwcPJiqt99DiI5CLComWKPlze9W/e62/7/wS8tFd/3b3xJ+VABvQaRl9fAfWzr1DyYlJYXi0iJ27txJXV0dAwcOJDIy8k/pa/ZjszEXOEi29275QTVDgSWTe+++j7Ub1vxh/ahUKl6c/yIvzn/xD2uzjf+Mw+EAWvRZfg+JiYnIZDJcTidqnYbkqZ3YuXYnS5ct5c477mzdb8+ePTidTuQaz/4UegVmk/mSbW/dupXJN08mYnAUCn8FH8z4ALvVTr8XBiJXy9k6YzPJPTyrYoKiu1N0bhMAjTXZdEzqSGFxHobqXGRqGaG9Quj1WG8Kdhaw7Z7NBCUGI0FCVW4liHJEt4K1E1cTc00sbpuL4t1FaDQaSjK3UVtyEpUukMaaXASJjOR+t+Md0I5jW17EbKxG4xWETK7GbrbjtDqRqS48/szVJlxWJzIvHYJESrvka5EpWhJ5gkRKdPJIaoqPt2ohtPGX0haX/iAiIyOZOXMmLpeLL774gkZHAyfEfUSRQAChmGiinEK0Gi+u6tubNavW0MM2tDUBFkQ4ZnsTb7/5Nu+8+w4ADz70ID6+Prz0wgLOFR1B6pITJSZwliPo8cVEMzEkeYj7hhBFlayIM6fPEEQ49dRe5DDWQA11VOFPCAZqsGZCD4YiCAJNYgMZVamIcjdR9oTWBJtLdFHGeaJoj58QhK8YyCG20Jmr8Bb8W/vGAk/OeYomYxNhxgRCiQIBDK4aNOg8PjOJIEEtavHBH7WgRY0WuVnB3FmPM3ny5LZKo19JZmYmvfv1Q96rB4rB/TlSVs6IMWP4/KOPLhLBhpYZ+7Nnz1Lf0IAQefEkoqDV0tA+noeeeZrC4mKeffrp1v+tWr2G8rJc3PlHkaiUSNQapE4Jvn7hnD59+qIkW0REBObaOnQ2GxLlhRdXe3kFKoWSisVvo/Tyw+20I8olKGKjkAcFYq+swlnfgG3bDmY9+mjrpMzloNVq25K2fy/a4k4bf0u0Wi3tEzpQnVlGMBecL6skJQwaNPiSx7z33vvMnjMXnXcQ5uYG4mJjWL9utYdz5ujRYzi2+jQxro6t28okBQzqPxh/f3+OHj/C7MfmsHnzZpQKJVq9FzmFxby65FtspkpEiYRS8okkvuVYzhNKFEFCiyyEWmxZEmkRTR4SE43Uo0XfmnzTCnpSxJ6cFY/SWxzKicz9lGTuwF8I4btla3CqbCCFZncjTdRRRTEGagmUhpHs6kkZBZwnnSAxAo2ga3EhFYpQev3grO5w8NOSEXtZOVJRRtgPK9IA5IKCGHs8WY5TlFFIo6IJwQ4RxFJB0UVxX+aWYjpxGmx2BK0SdftEZD8xwrEVleDAzFUMo9SQx8MPPsJXX3/J8JEjyaivQz5sCLhdlO8/RL+UZNZ9t+pnxxZSqfRPKeTx9/fnbFoa27dvJyMjg6SkJK6++urL1vj7/8h/TLKJotj6xi0IwlRgLDAHKABigZfgZ2y4/h8jl8sZOXLkn97Pd999R4q9j8cPL9IZz+atm3C5XG0/hH8gFRUV3POve9iycQtut5uhw4fy3tvvERMT88sHX4LnX3qe2InxdLrjQhVaWO9w5s6ay9Rbp7Ym8Z5f8DxeUXoKtuUTN+pC1UbOqqxLPrztdjtTpk3hqgX9CO7WUhWWPK0T2+/dgrXWQvioCOQaJQ6ryKzJ5AAAIABJREFUEZvLTk3pCVwuG2ptKEhkFJ1aga25nNXbtrBmzRq+OriCPgsuVNfFj0rAWNREojmegf0H8szzL5PU/yHyT3+NjWKclpZyG4WvAofVQfy4OFTeSgq2FeIbloC5oRaX04IgkRKWMICcYytI6D4JjT4ErU8ox99MpeejvZHIJFjqzKS9exyXVUpt6RkEQYJc5VmlKZUpUanUGI3GX+0Y18afQ1tc+mMRRZFx140jdd9xYp3JiLjJ5hRZpOHEgVqh5upRw4mIiMBH7ndRhZna6UVOVq7HtmnTpjFt2jRsNhuTbpjMxo0b6UY/fIVATomHkOGZzBcEAbkgp/B8ET6uQEw0k8VJ4sRkpMgp4zy1lNOb4TiwkUkz0VxYpq0XfAlxRON/hY7T5w6gtOhw46aZRvyDfSlrzMPlcCB1ybFjRY+fR/869Jw8tR9RhI5iD0RaEnw+BFBFKQFcSMJYRBMWTHhxIYHiSyBnKg5jtVrbtBl/JY8//TTy/n3QDxkEgCqmHbLgIP716KOMGzfugsaOy8WMe+9lxYoVeMW0ozH/PJICf7TdurQuzbQVFeOsr8d70ABc3a9g0eLFPPrww3h5ebF//34y83MInHoz6g7tcVTXUPv1tyCRUFtRSnT0hRcph8OBTCYjLCyMESNGcOC7teiuH41Eo8Gal0/z1h04bU6S+92F3j8GURSpLj7B+ROr0eh11L73IYEBgSx8/gWmTZv23/1A2/hTaYs7bfydefeDJYy6ZjQWezNapx6jop4GdTULX73YBfLAgQPMfWIeCb1noPEKQhTdlOfuZsx140g7eax1v1dfW0Sv/b3JNp5AbdJj05gwqRrZ8EFLm5GRkaz45isAnn32OT74dDUd+09HkLQ8l0uzd1KQux8HNtR2HbWSCqLd7VvblwhSIsV4znCYZPFKtOipp4ps0kjGUxZGhw8WTChREy+mUEIeXegNTqg2lpPJcbrSFwN16PFDFFzUuapw4yJCiAVRJJVdaEQv5BopWl81jzz2CHOfmofdbsNRX4/cr2Vc4DaZkYqSi5JaUmQogoIIevReGvceoHnHXnQOHwycwC7aWrVsDWIdBWQSbo3BhwDqTJWUP/8KwQ/fhyI0mObjJ7Hk56Pp0oHcM+nEOZPYsGE9W7duJb2oEO9/3Yvwg1aoun0i+155ndTUVJKTk3l10at8+/V3KJQK7rr7Tu6++25kP+i6iaLI7t27OXz4MKGhoUyaNOl3rziTSqWMHDnyV+U0iouL+eKLLzAYDIwcOZLBgwdf1qSjy+VCEISf1Uv9J/Fb3EWfAzqLomj84e9cQRDuBE4DX/zhZ9bGLyKKPzqz/fv2/22dvf9VHA4H/YcMQHeVF+M3TUKQCuSszKLfoH7kZuai0Wh+uZF/49Dh74mcGs2eWTupTa9BE6QlaXJH3BI3JSUlxMbGAnDqxCkGLB7M/if2UJteg1+HACpSyyjZX8yGzIvHjUePHkUVqG5NsAFIZBJ84/04+e5xTr53ArWfmqxjn+FwGEi4PgG1n5Kc1bvx9tMw95E7KCkto1//gciVOoyNNbifFrjqyd5IlS2PJbfbTU1tDWFhYei8Q2g2lGOoy2LC+huw1JnZdvdmwvpEEHplGHUZteSszqbvswPZO3sXMrmWkpyt6ANiCU8YhOhycXb/u7gcNoKCQ3CcE9gwbg2+0X5UZlTgdLkIix2GzVxPfUUG1UXHiek8pvXaDFXZBAYGEh4e/pvvQRt/Km1x6Xeya9cuDu8/QmdTPyRCy+A4WIzksHQr48eNZ/qMuxgyZAgfffQR5cZSYsXOHhorRlU94/qNuGTbVVVVDBsxlBN70vA1t+hCBhJKGecJEsNbB2CNYj0W0cS1Y0byftpSutj7kMtZDrIFETcSpKTQC63gRbXYhArNRYM3hUuNQi7H6rCiQIsWPSaaMFQb8Q/1ZfDIq6itqaN0Ry4mixEdLbPk9WI1ZzhMoCsMjajjPBmUkk8XsQ8RxHGUnWRwnBAxCisW8jlHMBEen4EJI146L5RKz+U6bfw8hw4dQn3XbR7bVPFxVNbVUVNT02os8cZbb7Fm316CnpqDRKVCbbdT8cprVC56HfWV3XE2GDCdTCPgxkktDmy+Pqj8/cjJyaF79+4899JL+I4d02oioAgJJmjaFMoWLsZttxMREcGdd97Jl9+uxNZsQqP3YuZd0zGZmjGcTKMhLQ2pXE5gQCDB/oE45OHo/VsmvVocsXtQmX8IMSEEv15XYjnwPR8sW8bUqVP/kKrG+vp6qqurKSgowGg0MmDAAEJCQn75wDb+TNriTht/K/r378+xk6m8vvh1MtOzGH7VaB586EGPyrQfeeuddwmI7ofGq+UZKwgSwhKGkL73Vc6dO0dKSgoA4eHhZOVmsnz5ctJOniI5pSNTp069ZIXuZ58vJyhmZGuCDSA0fiAVefsZc/cIigqKaecO4uzuLEKtFyY2okigVJpPlvY4TcZGYqPjCLYGI1Z6vsfWU4UXPgiCgFrU4MTR+r8gIYx8UcVZUlGiQoYMk2hCi55j7CVKjEeCDBUa3Go7S79azoGDB5m38GX0E6/HXlxK+aI38Op9JYJSRfOBw4AVg1iHzw8V76IoUiIvRNOvFxKlEt+rh2HLL8CQXU0EsZxgHzFiEgoUpHOcDnQjVGi5ziDCUTm1FL76Fm65gEStxm/MKNSJCZSfWUQs7REEgQ0bNiB2SGxNsAEIMhnypPbs27ePmdPvoS63kSBrJG5cvDh7Aft272PlqpXYbDZGjriWk0fT8LEFYcTAzBn38MqrC3n44Yd/69epFafTyZ49e2hoaKB///4XVX3/yOrVq5k25TYC3WFI7DI+ef8zBg7tz8pVK391wU9eXh4zH3iAvTt3IpFKGTdhAu++9Rb+/v5kZ2eTlZVFUlISiYmJl309/21+S5JND6gA40+2qeASC53b+K8wYcJ49n71PbGOlNbBXKk0n5FXj2yrYvsHsmnTJhxqB11mdmvdljytE43pBlauXMltt932m9v08fbm6MLv6XZvD3rNugpDgYFjrx3BYrAQEHDBGSg0IhRBIjD6i+vJW59D9akqdKE69Hr9JU0OZDIZboen60zGl+eoPFFB33kD0Lfz5vzmPM58cpoxy6/HO7rlMdF+YhJ77t5Jeno6K1dtIqnfAyg1PjgdVvJOreDY68fpPbc35loz57fkUSJRYLVaqavMpboqj7A+IchUMk5/lEbC9e3pclfLZxUzPBa/Dv6cWZqGPsIHQ2EjYX0CSdu1AKXWB0tTDd5xPhjLXBhdjcgUEpw2JxMH38CcLXN45pnnWL8rg7huE/Dya0fh2fU4bM34hSVjMVbSUHqM7779pm0p2N+Ptrj0O9m6dSvepqDWBBuATJATJo9mwMD+DBs2jJtvvIXdm/agd/tykgMkiJ1QoqZKWoJJa+C+++/zaDMnJ4cbJ95Ebk4uTrcTL8eFQXko7aiijFR2ESpGY8FEhVDEFx9+jo+PD3W8hICUKBIIJoJczmCmGT+CAfDGnwyOYxOtrSLPoihi0FRRfraJDs4eBAktywnjxRROivtprjXRrXs37rnnHl5e8DKvzX+TOFNnNOhI5xid6IU/ISBAtNieUxykjALCicVH7UdAvJ7M9ONo3d4EE0EtlRhFA16CD2axmfPaszz22KP/EzOv/y2CgoOpq6lFHuDfus1tbAa322P2fckHH6C6ZjiSH0ScJQoFwQ/eT8ULC/DOyKZaKSfs0QeR+7e047bZsNTWtb5cZufkoLxxgkffMl8fBJUSqdPJiJEjOXb6NIG3TUEVH4clN4/X334b32uGE/HCM7jNZkybt9He14/UI6kExXS66FqUWn8cag3q+DhUsTFkv/Uu27Zt+10rGpqamph6551s3bwZp0SC6HSiCw3BUVvL43PmMO/Jpy677TZ+N21xp42/He3bt+f9D9//xf2qqqpRqKM8tgmCBI3Oj9raWo/tOp2OmTNn/mKbDocDidQzpSAIEiQSCfOenoe/vz8Gg4FOHTuRX3OOYGckDuyUafKYPG4yn33xKQ6HA4VCwdatW5k0fjIuixNfAjBQSw5nSOIKACopwZdAj75kyLFgJphwvAmgjkpqKCOaDtRRiYhIGDHkW85y0+SbsbochD/xWEvc6NYV3ZXdqflqJcoKM1HOSJSJbrJLjxPojEBmV1AhLcEZ5k3QVb1a+1QlxlGRe5xu7j5o8aaALKyCBZfoIBhPmagw2lEgZBM0/Q6cNbU0bNgM148GUSRbloZbJuGT5cuRxl28akloMFBSUkJVQQ0drb0uOLqbA9m2dTunT59mx44dpB/Jort9cOtqg3J3EbMfm0tCQgKjR4/+xXv475w7d44R116LXaVEqtdjvOtO5syazTPz5nnsZzabuW3q7XS09Gx1eXc1J3Jw52FWrVrFpEmTfrGvxsZGrurfH3r1IOKl5xCdTnZt30X/IUNo1y6a/QcPoo2OxlRYxJBBg1j51Ve/29jhv8FvGRFuBNYIgjBIEIQYQRAGA98BG/6cU2vjl3jl1VeQR0OG11HOk06m7hi24Ebe/eDdv/rU2rgM8vLy8E66eIZI196L7Jzsy2pTo9bQ6bYutB/fAU2QlrBe4QxeNAxBEDyqLmY/MpvTi0/itDjofGdXukzvhuF0A4898tglE0s9e/ZEsAqU7C8GwGl1cu7zMwx9bThhvcPRhejwifMlMCWwNcEGIJVLiRodzRdff0lIwtUoNS3XK5OriO10A3kbcvl+/gE23LKWDpM60mFqEus3ryc2PgafRA2mKhMA5UfLiRud4HFO7YbGUJ9Vh7HciFKlx+1yMvjVQTgcDYz+Yiwuq5Nud3fnho2TGbb0aoa+P4IPP/mQ4uJiZsy4i4byk9jM9QS368EVI+aAIKHg9GpG9I3h6JHvGTHi0tU6bfyltMWl34mfnx9uhfOi7U6ZA19fX44ePcq2TdtINvWmG/0JIZIs0khlJ4lDozl2IrW16ghalpIPHjAEyzmRntbh9LAPoV6swSK2/HYlgoRO9MKOjXqqkSLDT+XPyq9XctOEmwmyR1BOIWns5yxHCCEKHwIoJQ8ApaAikniOs4dysYhasYIc9UlUQXLcjpZKuR+RCBKiSMBhd7Jn514A5sydw6NPPUSW9zH2SdYhCAL+QojHMZHEUyLkcUq7n85XJfPpZ5+iUCnoQh8ShS5EEc8pDrJXXMcJ2R7ufexu5j4x98+4Pf+zzHrwQaybt+KsbwDAbbHQvGY9t0yZ4rHktqnRgFTvhbWwiKqln1I6fyG1X69EAN5/5x0kFS06aKIo4qitxfDZV1x99dUEB7ckZTt1SsGam+/Rt6OmFrfFSmx8PMdOpeE/+QbUCfEIgoC9qARtty54Dx2MVKNGHuCP9y2TOXTkCC6tiuqi44jiBW1Op8OCoSoLXa8W/VFBIkFMTOD777//XZ/PjbfeysGKMkKeeYKo+c8Scu8MTPX1eE26gVffWcLu3bsveVxVVRXvvvsur7/+Orm5uZfcp43fTVvcaeMfy6iRV2OsPuexzWqqo6mhgu7du19WmzfcMJ7aoiMeK6lqio/TMTkZ/x8mQHx8fEg9kcqwaf0pDs7AGFvJ7Bcf5ZPPliEIAgpFi5xh586dUaoUFEgyOMIOskgjkDAkSMmVnqacwladN4BmsQkjBhLpQoLQmSAhjCThCqJIoJE6Ogm96URvyikggjiSbT1Revu1TswAKMJC8Rs7CmQyzBoDN025ia07tnLTY+OJvyYCl49A0AMzkPxEJ9uSm4dJ72Qv68mUnESMCSRo1n1IJBIc2Dw+HxsWpFotqnbRyIOD8B4xlPr1m5DKZNTLDXhNGo+8YwcsmVmYTp9FFEVEt5vmo8cQK6uwWWzomv1aXT7NYjM2LPiJwezdu5e3X3+HcHuch5xHKFEIgoTHnnjiN99Pt9vNqOvH4uzfB/39M9FOvZmA2Y/w2nvvsnPnTo99Dxw4gF7q3ZpgA5AKUvxNYaxY/vWv6m/58uUQGY7XkEFIlEqkWi1e14/hfEkxh0tKCHxyDtrbphD41BwOFZ7niX9L9P1d+S2VbPcBbwJbACVgB74CHvwTzquNX0FAQADnMs6yfv16zp07R2JiIuPHj29bsvIPpVOnTtQtq/EQ/BZFEcOpero8fLGz56+horKClJldPbbpo7zR+mgpKytrXS563ZjrWL5iOVvu3IggERAcAo888ghzZ1/6xVEqlbLqm1WMGDmC7JWZSLUyJHIJXhEXXIKkSikum+uiY+0mO1arFZUu4IdrdGMzG5DKlAgSAW2IF9cuHY1XhJ6CHecxZBmoa6jlyvm92Dt3N1nfZiBTy7A2WNGFXBAltxttiKJIQFgK1qZGKg+XYK40E39dIlaDFYlMQvsbki7MAsX6EjchgQ8+/oD3l7zPwgXzefSxWShU3piMdbicNhLbd2TqrVMu6bzUxt+Ctrj0O7n11ltZ8OICAsSwVjOAWrECo8TA2LFjefPNN/GxBCEVWoYLUSQQRQL50nP0G9jXQ9MKWipyMUuIEONAaHH3jBNTSGUXEcQhFaVUUIwfQXSkB4IgUGo5z6YNm+jlHoFSUOEvhnCaQ/gQSARxyFGQzznqxRq88aNeWoVvoA9mRS1FVbX4+vgwYeKNfPjOx5e8RjduomNbzvPHQardZsdXHUCTydCqwfbT/cOiQ/h0+af06dOie9qxU0cK0tKJtncgnFjU6MhRp3Hg0H66det2yX7b+HmmTZtGcWkpCxctQuXrg6W+nuvHjeOdN97w2G/E8BFs2rqT5swsfEddg++okdgKCmnILwDg848/5r6HHqK0tgaX3YHCW8+OkhKeff55npk3j+eefIrBV49AolKhSemIvaKS2hUtmkJF588jCgLK6AtVHY6qKlQJ8R7ngCDgtFkJe/gBqt54j7P73yM8fgAul52SzB0oE+JQhl9I7tpKStlQXcusWbPQ6z2d834NpaWl7N27l6B5jyNRtLzUKaOj8Bk+FFPaaVR9e/PB0qUMGTLE47hvVq7kjul3oUnuCHI5Tz3/PLMeftjDBKKNP4S2uNPGP5aZM+/m46XLKDz1DfrgztitBmoLDzL/xRcuW8PrmafnsX37AM4f/wSldwwuSw1mQyGr93j6hYSGhvLhxx/+x7b+df+/sBocWEULEiR4E0AtFVRTikapIcAvgJzmNHzNwdiwUk4hblx44+vRTijtKGQbALVU4MBOPJ2wYcFhbMJtd7Q+XwEclVVYxUacMgWvvPUWC159lc6dO/HN8i8ZP3kyhavWohk2BEEmo2nfflz1DYQ9OQtjaiqNG7fgqq6g/u33CQ+PpKAqnUR7NySCFKfoJEeejjw6gtInn0ct8cLhtiLYzST16EZxgB91q9ah694N/4kTqFu7ntqVq5BJJLSLjOS7HTvYtGkTO1X7aLI2kK5Iwya1I4puRLudR+fMQSLK8MezOhEAiYSi8+d/8/1MTU2lye7Ap2eP1m0yvR5536t4f+lShg0b1rpdLpfj5mJTODduFMpf5wOTnpWFO9zT0EgQBOxmM4FjRiL8oDsnyGRoRo1k2bsf8tqiRb/5uv7b/OokmyiKzcCdgiDcBQQCNWKb+NdfjlwuZ8KECUyYMOGXd27jb83w4cMJ0YdwbP4ROkztiEQmIfvrLOTNiku6rf0aYmNjqc+qxTfuQvCx1FmwNdtaq0+qqqro0bsH/n0DGHLrcJrLjWQuzUDv7d26/Mlut3Py5EnUajWdO3dGEARKSkqQKqV4x/sgU8moOFqG1WBF5dNSwhvSPZSDpfsoPVhCRL/IH/o2k/1dFn7tA6gtO41aF0BR1npEnDgtNmQqKR0mJaH0UiK6RfJW5/DMjKfJSM9AEASGvTGCfU/uwVxj5sSbqQx5fThytRy3003qa0fR+oYQFNmP3KMf8f3B75l6x1SU3ipsjTY0gVoEQaC53EjhzgKcVicIUNVYBcC9997DsWPH2bD1AJ173IJK609d2VmuHXUdhw7uo3Pnzpd9b9v4c2iLS5eP0+nk8OHDOJ1OPv3iU+68/S60gg4XbkSFi03rNqLT6Thy+AjN7qZWHz236KKQbMpcBbw8fyH5ueeZv+DFVp2o8vJyVA5P/cgoIR6LaEQW66KsuIT2jq74Edya2LJJzagFHUqx5dnhJwSRIvYikxMcZBM69MiQ00ANBmoJDgrCZrXirBPp4LgCV4WTz5Ysx4WTGsoJIvwn55qFDTMzZkwHYMOGDbwy/1WusA5EiZoj7KCC4lYnMZfopFpbxMJnF9C3b9/Wa9iwaT0TJ0zi4IFNCKIEqVzK3Llz2hJsl4kgCDz91FM88tBD5OfnEx4e7iFh8CMvPf8836WkEDBxPNpuLZNNipBgJFotj86dy7m0NA6npvLR+nXob56E1MsLR309b3yyjJCgIGbOnMmnH37ETbdNo/ab75Co1agS4wmdOJ6Glatx5eRizc9Hd0XLfZQHBWE9X4BXrwvO2KLTieh0IffxJvyZOTSs28T5jK0IUgk2cz1+yQMQf3Cebj6Rhq2khOKOSdw0dSq3TJ7MU889S2FuHlFxcTw/bx5Tb731P342FRUVaAIDPF4AAeQhwTSnnUKiScLQ0OTxv/r6eu6YPh3fmdNR/PCyohk+lMVvvsXoa6+lR48etPHH0BZ32virqKurY96T81j13Wrkcjm3TpvC0888/ZsMd7y9vTl+7ChLlixh4+ZtBLcL5IFXV1yUtP8t+Pr6cirtBKtWreLo0VTi4q5hypQp+Pr6/vLBP6GpqYl1a9cTJSYQSTx2rJxgH74EEUkcDpOdfFM6dqmFhJ6xnDiWDaKIN/6c4iA60ZtO9EYmyLFhQUTkABsRFALegi+CXUCFBl8CqP9mNX6TrkeiVGIrKcW4dQcSmRT9jRNRd+wAbjf5e/YzaPgwXl3wMitWrmTHkg9oNhqR+/miHzQA0/6D2A5+z/JlnzB06FCUSiVSqZQrunZn//lN6BQBNFmrUYRG4MjMJcQVjhIVgYRTRyUZmVkoOiSgSemI33WjAFAnd8R46DDNO3ZxYPdugoKCCAwM5KUXXqJYXozfpHEEdOtC1UfLsBeX4DdpAq4GA4WbT+DrCGytZqsQihHUKuLiov/TR35JjEYjTqeTmiVLwe1G3bNlSa1Eq6Gp1uCxb79+/bBLbdSJla2rAhyinRptCdNuf/FX9detc2e+PXTQY5vb5UK0O5D+W+JX6qXD1Nz8m6/pr0D4X48LPXr0EI8fP/5Xn0YbbfwqGhsbeWLeE3yz8hvcLjfjx49nwYsLCAwM/OWDL8GuXbu44ZYb6PnsVQR3C8FUZeLEglTG9B7N26+/DcCcx+ewMW8zPWZdcPNpLjey/fYtlBeXs3fvXm6ffjtKXyV2kx0/vR9rVq7h+onXE31PLGE9W15ojy46jLG0iT5P9kMdqKEqrZK9c3chIOAVpUepV1J1spKI/lEEdgri5FsnkColDH51KMHdQrA320ldfIT67DqSbkwmd202QbJAThw5wdPPPs3aU+vp/WwfUhcfQa6VY6mzUHqgmICUIOqz63CYHcjkWpx2E1KJhM5dOlNRXkGTu4nh74xkwy1r6Hr3FZz+KI12w2KQ6xTkbcild7de7N6xm7q6OsIjIuk6bC5y5QU78fK8ffRK9mbFV8t/x53930QQhBOiKLa9vf2Ef0LMOXToEOOvn4BglyJBggUTSz/5GG9vb+RyOX369EEmk5GWlsaAvgOxWmx0pjd+QhBnxMO4cBJHMjLkVMiKcAWbSc9KR6fTcfLkSYb0H0Z38yBAoJE63Lgp1+bz1rLXmfXobDTlfoS7YxEEgUaxjrPyw+hk3nSw9EAltLwsGEUDx9nLlQxBixd5nKOYXCRICCYSJSoqKcaHQDrSHRcuDku34HS58CcYNVpqKEeHN06VjS9WfYbL5eL+e+7HVuYmkS4oBTVG0UAaB1GjxVfpT4O0mlHXXcsXX37hobFWUlLCFV27o23yQe/0x4mTCu15Frw6/1dp1rTx8zgcDnbv3o3BYGDgwIEXCfvL5HIiFrzgkXQSXS6KHp2L3W7HNzAQnwfu8dB3s+Tlo96+m/NZWezevZsbH7gf3d13erRrOnuOhuVf45JKCZg0AXWHRMxZ2dR++Q1+o65B27MHzanHaT50GNFsQdWtC/4Trm9NDht27cGSm4fbZMZRXYMgkyLz8SHgpknIgwKpeOZF5Go1XjdNRBUbg7WgENO3a3jnlVc8Em05OTmsW7cOqVTKhAkT8PPzIyQiAr+H7291vAOoW70OJBJkVdW88sij3Hnnhev54osvePStN9DderPHNTZu2c60jim8tnjx77hDfy/a4s7F/BPiThu/D6vVSqfkzjhLBULt7XDjpkyVT2z3KPYe2PO31gwWRRGDwYBSqfyPJm5LlizhuQfm01nsQx2VFJOLFTPd6I9aaBmXO0UHB9mMUq1AalVyhdgfmSDHLbrJ4iQiIu3pymm+xy6z8ugTDzN16lQ6p3ThSutQ5IICm2glTXoIs9yCRCpFrVCQnJREllTA94ZxHudd9uJCdCYRt+AmODSIb1evZNv27Wzbs5uI0DD+de+9XHHFFR7XceOtt7K9oRZFRDi20jKM2/YgdbZos4mIVFBEOLEUyHKR+fjgP2Esmo5JNB04hGHtZrxk/jjszai8Fezas5MuXbowe/Zs3lq5Ev2gfrhMZpoOfg9OJxFPzQWXi+r3liGWVBNoD6aZRhrljSi0Sr5cugyVSsWJEydo164dEyZM+MWk7E2Tb2bDyo3EkISAQJGiAFdsAAqJyMsPPsSMGTM89j9w4ACjrx2DD/5IXXJqqeD2O2/njbde/1XfS5PJRPvkZCyJ8Wj790F0ODDv2I0z/zzygf3R978w4dm07wDdLDZ2bN7yi+3+UVxuzPnVSTZBEBKBt4EegEdaURTFX1cP+BfQFng8MZvNbNiwgYZJLlyeAAAgAElEQVSGBoYOHUpCQsIvH9TGP5pvv/2WWU/MorqqGplMxt0z7mbBiwtabZ97DeiFfpJva7LsR/bctYPF8xZz18y76PvKAAI7BSGKIvkb8jj/WS6VpZXcevh2EKA+px5ztYnSQ8Xkb8xDkAjI1HJCrwylPrMea6OF6KHt8I7xJXdNFvZmO+pALe2GxZAy5YKQtMvuYuU1X+F2iUyeMIllS5ehVCppbm5m2MhhFNcUY2xqpt/zAwjqHIyx3IghvwGvcC92PbKDuJFxdL6rG4iQsyqLtPdPENo7jOayZtT+aiqPVzDqs+vwiW2ZXbM329l15za+Xvo1n37+Kd+u3kz34Z5LZJvqChDrD3P2zMk/+U798/irX3b+jnHpr4o5hw4d4r133qOutp4x40Zz++23X3IgZTQaiQyPIsaYTIDQssTNINaRpT5GZk6mhxvZ7FmzWf36JrxdAaSTigw5dmz0Z7SH9ke25gSPL5rFPffcg9VqpWNiR6pK6nBiR4ESAQGLxMRXX39J165dGXfdeEqLS1HKVFjcZtQKFQ31Lcs2vfChIz04TyZKlMQLnagUiykgCxsWujMQL6FFy9ElOjnGHuJIJlAII0N2DLvDTiCh2LHhQwA+BHBecRZpuEhTTTP6Zn/MmKihjBR64S8E4xJdfC/ZygOP3MeUKVPo0qUL1dXVvDR/AZs2bEKv1+Ptq6fwYAVxrpTW624WG8nyOkZlTWWbTMNvwGQyceTIEfR6PQqFgqtHjcKp1SD18sKYk3ORsH9YdDTCDdd7LOu0lZVj/+IrivLy8fb1JeKV+R6DeZfRSN0rr9Pc2EhFRQVx7dsT9ORsJD/5TdSvWU9IdQ1mi5XyqkrcNjsytZo7brmFnMIC9u7ZizzAH/2QQYgOB407diHV6dAPHog1Lx/z2XRC7p+JIjiI+i3bcFbXEDj1lgtGVM+/hH7oYPR9r2rt05KXj2LLdgpzcvnoo4+YM28ehtpaZD4+qMNDcRWV8NqiRdQ11LPw7XdQjRiKLMAf04k0jEePoQ8JJiksnD07dnh85z777DNmLXkH3ZQbPT7rxq07mNKhI2++9tofdv/+atrizsW0vev877N8+XLm3vMkHZqv9JCUSdPuY/22tR6V13l5ebz95ttkpGfSu08v7rv/vj/NlXjz5s0sfOkVSktL6dO3D08/O8/j3fLQoUPMuGMG5wtbli2OGXMdH378wSVdSu+efjd7Pj5CAzVYMRNMBFbMVFNGMle2jllOivtpooGu9MVHuFABbRdtHGATAgJSiZT7H7iPxa8vRhAEHnzgIVZ88g3BpnYUKHJwRfjg1f8q3M0mjDv34LLY8Bl7Lfp+fS60V1VN9eIliDYHEiRIEJCoJJw6k0ZCQgI2m41nnnuOj5Ytw2Q0MmjIEN5YtIhNmzfz8sqv8bp5MtaSUmpefZc+XI1CaHlmW0Uzh9mOPDkRW2EhPkMGoU6Ip+btpVzp6I9GaJHCqaSYAlUGg0YM5cDBg5gFAWVEGOasHGT+foh2BxFPzm6VwbDm5mE8korp9FliYmJ4bt483liyhIKaaoS4WCTVNUhqajm0bx/x8f8mi/ADaWlpDO43hCvMg1plQtyim+8l24jpGEPa8eOXHO8YjUbWrl1LY2Mjw4cPp3379r/la0RZWRmPzJ7Nxg0bkCsUTLnlFqbcdBPXjBqFvEsnhKhIxMJiHOfSObRvH8nJyb+p/d/D5cac36LJ9ilQCtwKmH5rRz+HIAgTgWeBJKCnKIoXRQlBECKBz4EQwA18KIrim3/UOfx/4ejRo4y8+lp0bm9kLjmz3LO5a8advPbGa3/rGZA2fh8TJ07khhtuwGAwoNPpkMs9l6BEhEZQVlwBP0myuewuGssb2XdgH+1GxhDY6Uerb4H46xIo3lCIV7MXh148QF1mLU6rE69wL+oyapEqpIR0DKXidDnetXoaMTBx801IFS3uhQljElk78Tukcgm+8Z6l5FKFFH2UN7ZyKwteWsDCRQtZ9tkyLBYLo0aO4qH7HuK5+c+RvSqLpqJGdGFe6EJ0qAM12BqstJ/YEYm05eW/w+SOFO4qIHpwO6T/x955h0dRfX/4nW3Jbja9V1LpLRAgdJRq6KCiKE1FAQVpCoggoKI/RSyoiCAqCiICSpHeSyghtJBASCUkpPfN9t35/RFcXAPYv7a8z+NjMtx75+7MZs6dc8/5HAcZl9cn493Kx+ZgA1CoFYQMCGXN2jVs+nYTZpMFk0GD3OGW1ltVSRZdWrcgJSWF4uJioqOjf5POTj1/Cp/xJ9ilfxrLli1j3uz5+OkaIBcdWRz/Bis/WkX8qeN1HG3fffcdrqKHbbEK4CZ44mUNYO3atcyaNct23GKxgCjgIfjQWYwjg2T0aO0cbABONW4cPnCY0tJSVn30CWX55RjR0Yx2eN+s9FllLeOxMY+TlHKRpJSLXLlyhfT0dB55+FH8yyJpgT8iItmkkiAcQBREwq21i6gbXMMLP6qpsDnYAKSCjEAxjCJu4CX6o5fWIJVKCTSE29pYRSsF1lycrrvQytzZZuvKxCBSSKSzeB9aqjFbTfTq1YtWrVpRUVFBuzbtkBQ74m0MxoieBCERtehmS5sFUAuuyJCTlpZG8+a3nG/13JlPP/2UydOmofT3w1StoaasDPf7h+ISUxsJ4FBZxZvL3qdzx0629KXnp09n4XvvInn0IeSenpjKytBu3sLsadNRKpWEhIdRcyUVVZPGtvPUJCUT0742Otvf358RI0aw5fO1KPv3Q+bmSvWZs1SfTkDo2AHz+YssnPsiD40YQXh4bYTlnj17OHf5Mm7PPm3Tg1FHtyLv5dcp/3YL6k4dCXhuKrKbtkA0GJF5eNi+X6aiYsyVVaii7fVUHcPDuJaRydJ33mHhW0tQP/QArkEB6C6nUrrxWzyGDGTazJmkXb5Mw4hIlrz3HtcPHiHQxYWw3r0ZedOe/yAS/gNxcXFMnDwZRWERCt9ae22p0WJKPMdD8176o2/jf53PqLc79fyPSTiVgFLjave+JggCbhYvzp07Z3OyHT9+nPv6xuFrDEZpcmZt/Dcs//AjTiWcJCIi4g+d08crPmbW9NkEaaPwJoxTuedov70DCYmniYyMJDMzk/v6xhFa05TO9MeMiYRt5xnUfxBHjh+pM55/oD+F0utILFLa09O21vAXG3CRk3QR4xAQbqaCWlFgX2FSjgKZVMZnaz6lX79+ePwoEvid996mbbs2vDRvARaZK36TJyDcjFZXtWhO3itvoD11DufOHWudVmYzRe9+RJghkiAiEBAoJJcU/RliOnTgenY2Y594gkNXr6B6bDRqZ2fOJJyhY9eufL12LRVzkzC5uiAaTQQIoSi45ZhyFFR4iwFoVCpcH32Y4jXrMGZkE2IOsznYAPwIIct4lR379uIYFkrAow8jVSqxGgzceO9DRIMeXfJlVM2bIggCjhHhaPcd4IN332XSpEk8P3s22VYLrpMn2j5r9aEjjH7iceIPHb7tPT148CAeZj+bgw1qC0L5W0MYGNf/jhuKzs7OjPoZKYS7ERgYyNdr19Y5nnzxIh8s/5BzSZdo07UrT6/7ioCAgNuM8Pfj1zjZmgPdRVE0/cFzuAQMA1bcpY0ZmCGK4llBEJyBREEQ9oqimPIHz+Vfi9lsZvCAIYRUNra99ISIjfniky/p1acX/fv3/4tnWM+fiSAId9RGmDZ5GgMfGIRXCx88G3li1pu58P452rdrj86gx8HX3oiVXi6hIL0An+Y+yFVyTDUmvJt703VRDwyVenY9tYOI+yNpPy+WXeO+xzvGl3PLz1B2tQx1oDNNHmhKcLcQqvM1XD+cQ2DsrcgZbYmW6twqwrpH0G9AP3QuBpq92AqFk5wz351l67Nb0Wq1eLp5cW1/NgVn85E5ycEiovJzQulh71Bwj/Lgwifn0ZfpkDnIcAl15aeIFhGNRoNniCeqRi4k7XsfZ7cQVC4BSCQK8q4e4Lwski49u+Ds50JxehEdYzvyyMOPMGLECJycnOqMWc//jD/LLv1jqKysZM6sObTS3dz9FMBXG8SVjDN8+umnTJo0ya59eXk5UrO8zjgSo4zS0lK7Yw88+ACfrPiUIG0EckGBl+hXm44h2hcK0Dlo2LptG6e2n8NJ70UFVchRUEYRRtGAH8G4CB54WwJZs2YN8+fPp0mTJny17iu8zQE2myQgECY2psKxiHGTRvPlR18RVBOOBRNyFHcU1xWA69I0XH1cMBoNZBVfJsgSgRED54SjWMwWAgm3m7OH4ItElJDGRQq5jhd+7Nyxi759+/Lxxx9DmZxIU0ubU81N9OIYOzCIOhxuprSaRTNaY81vTuf/r3Hu3DmmzJyJ26TxKPz80GVkol2/Eae2t3TtZK4uKLp0tBP2f3bKFCoqK3nr7aUICgesBgPPTpnCczNmIAgC7y15ixGjRmHpfS+KBiEYrqZhOHyMN/fssY27cvlyIt54g7fefYfK8gqUjRvh/+zTKPz8MHWK5dXXX+fpSZNs35Fde3YjtGhmc7ABSJRK3KJbU3bqFKbycqqOHMcxNASJiwvVx0+gat0Sw7UcTMUl6Pfux8PLC9P1PGSNbkV16DOzCAoP45XFi3EZPxbFzegSp9YtsRqNaM4k4tSiGVu2bGHSpEncf//9v+jaent788G77/L0s88i8ffDbNAjlpTy2NhxdOzY8ecHqOfX8J+3O/X874lqFIXJaQdo7Y9r5dW2ImYAk56cRIOaJvgJwbXrAWMQ2aYrzH5+Dt9s2vCHzcdkMjF71hwaa2NQC7Vra2erG2INLHxpEV+sXcP7yz7AxxiEr1C7zpejIMLYgsQLB0hKSqJFi1uZLPv27eOtN5ait+hpTBu7zTw3wQsHUUkFJVRQgoAUNW7kC9eI4FZEUxF5REVGMXKkfdo81L4HjR49mm+2bEGjVNicTgAydzccg4Kx5BZS8tk6nHt0RnspBaVWTohw6/ntRzBFYi5VMiNLly5l9949eM+dbZMycOnRjYqSUgYPG4ZDw0hMJaXoLibjIobYbdABWLFgKi5B1bQJXo+MoOzzr1GITeu0k1tkONdIkaVVkTvvVZy7xSIazDg2CEF7+QrF675G2bghMk9Pas6cpVu7GMaPr9WgXbfhaxzvH2r3WdVdOpH44kIqKipuG03o6emJRWGEnzzdREcz/v619spisbBz50527dmDp4cHY8eMISwsrM5YfwSBgYEsfuXVP2XsPxvJzzexcQXw+aMnIIriZVEUU3+mTb4oimdv/lwNXAYC79anHntOnDgBRsH2MgMgFxR414SweuWnf+HM6vmr6dKlC+++8Q4nnzvGroe2s2XQJkL0QSx4cQGhQQ3I338D0VqbVi6KIkdePEjHFzrTa1lfOszsyNCN96Mr1ZG+PQ2lp4pW46NJ25qGk6+akN6h5B7JQZBIaD66Jc6BzuydvIvS1FKCuwZz7UA2Z947TXlaGdeP5rDv2d0EdAyiIDmftPQ0jFYjotmKS4grkcOjqNJU0ffTOO59qzc93+lD3KeDEM1W2kxqi7awBkN1bdns0islnF5ygqy9magDnBm4biidX+pG8cUiSpKLbZ9dX67j6sZUtFotxVnF5J/JxTVKQfBgGWa3i+Rc3YZK7YA8xoH+mwfTY0VP+n0xgJMXTzLv3XlENYki8zdU7qnnD+NPsUv/JE6ePIm7wstu91MQBNy1fmzZvLVO+549e1IqFGD+0fuhVbRQ6VRM37597drGxsbyxFOPcU55mAzJJUrk+RgEPRnSJMyiCato5QbZ5JuvEWAIJdLQEje80FKDE844oqKYG5xkb22lMKOM0pJbjryc7BzkBnvHuCAIuEjdaNq0KY2jG3JOdgQFjlRTQQ1VJIunSRAPcl48zg0xmxyuUiYvwD1axfNznsPXx48iRQ7HhB0kCPvxEHxwwR0r9pWORVHEjBktGlrQESe5M2rnWof54f2HcdHZi/DLBQXOuFFEHlCbqpouu0ibNm1tRWTquTsfrVyJQ8cONseSaDIhdVHXiaSXKJVU/UjYWBAEFsyfT3F+ARdOnqQ4P59XFy1Cq9WSlZVFnz592L1tGzF6I47bdnKPUs3xw4dp1+5W8QKZTMaLL7xA9+7d8bx/KN6PjMCUX0jNuQtI1WrUYaEcOXIrssLTwxOJpm6QkrWyEtEqYtXUIEillG3bQcEHH+Ee1xdDUjIOO3bTJL+IdStXsWzpUirXfU3BytWUfL2RioOH0WzYxKxp0zEYjbbr8AOOkeEY8wt+8/UdMGAAnl5eSCUSnKKjUTdrytdff01ycvJvHrOe2/Kftzv1/O959NFH0SgqyCUDq2jFLJrJll7GyUtps93V1dVcvnoFX4Ls+vpZQ9i3b98fOp9r166BRbA52H7A0+LH8WPHAUhNSUVpsheuFwQBV5kHWVlZtmNWq5Vxox8jStcKVzxt9rpKLOOieJIT4m701HCe41RQQms64UcwuZIMUmXnKBRzyZZdJluVwkcrl9913t6enojV1XbHRFHEUlVNY3MrvC4aqProK6oOHkUQBS7Jz5ImJKMVa22SM27g7ExCYiLq0NA6BWpkEWFY3Fyx6HQYc/Nwat2SAq5zVjxCsXgDAI1YRSmFmHLzqTx0BGVUJM5xvciVZPFjGS+9qEVDJa3pRHNDNA4mKexPwvdYFY6n8hDLqlB7uGPNzMZy6jTLXn2VfTt31clYuh13kgsbNmwYVZJyisQ8W5sysZBSaQEjR47EZDLRb8AARk+ZzLprmXxw5BAtoqP59ttvf/ac/zV+jZPtU2CTIAjDBEHo9OP//qzJ3Q5BEEKBaODU//K8/3SMRiNSpHWOS5BiMBj+ghnV83di9KjR3Mi5wYFtB9j9/W6yr2Uz+KHBrPhqBUVphewa+z2Xv0lh85ANmLQmQnvd2rGQKqQ0Hdmca/trDabKU4XxprOr+FIRLR9vTdvJ7QjoEEiLMa3o+EIXqnKqiOgfRdeF3UjfepXDLx4k+cskfFr6UHyxkNZPtWHQV8NocG8oB5/bR9GFQq7tzyasXzguIbcMunuEO0FdQrCYRXxa+bJv8m4SlyWwf9oeFK6OtH6yDYYKPaf+Lx7faD9iZ3dm94QdnJwfz6nF8WwethGln5LC0GIsghW/GH/6fHAfzR5pwb1LehM9oS0Gi4Hmj7W0paE6BzjT6olo5F4KAgYFMXHyxDrXs7y8nMWvLaZH33sYOWYk8fHxf+bt+y/zu+ySIAj9BEFIFQQhXRCE2Xdpd78gCKIgCH87sW13d3f0Fm2dBZNJ0OPtXbdaY7NmzXj40Ye45HSCPDGLG+I1kp1O0rlHp9tWF1uydAmHjh9k9IsjmLBoHPGnjtOyX2NOyHdxXP49ylZgtpoJoSEAaVwkhChaC11oIDSktdAZX4JIJ4kKVSFpaWkE+wfTJKopBrMBjVOp3dwtopkScwGdO3dmz/7dvP7hq8i8oZh8REREIIJm+BJMBsk0j25OWmYawx8YxtyZ8zBdlNNU14FQSSNEUSTAGoYfwVzjKhbRbDtPPjnIUdCKTshRUCS7zujRowEIDQ9FL7N3sIiiiFlhJFeZxnFhJ0fYRoW1lJSLl+kQE0tVlX21x38ye/bsoW3Hjqjd3GjRti3ffffdHzJucWkpgsutFy7HsFCMN/IxFhTajolWK5bEczw4ZEid/o6OjoSFhSGVShk/cSI+/v606tABn4AALiYlsXPLVjIuX+abr766YzVoNxdX9OkZXF+0mOrTZ6g+ncD1ha+iKyzC+UdVzEY9+ij68xcxXMuxHdNeSqHyahoew4fg9+RjuN/Xh8BZM1A2aoiptAxntZqrSZc4vHcvAwYM4NDRo0gcFCgjwpF5elB94DBd27XnySefRC6VYioqtpubIfsaMnd3apKSGTx4MFAbMVBaWorZXPvdLSgoYMuWLZw6darO3/wL8+ahbRCM58TxuN7TDddHHkJ6b3cee+qpX3iH6vmF/OftTj3/e9zc3Dhy7DBuMY4ck28nXr6TiHuCOXLsMFJp7fudg4MDUokEE0a7vgZ0uDr/PpmTsrIypj47jQaBDYgKa8iaz9egM2oxifbnqqHapu3asWssGmWZ3b+bRTMlhkK7Z3RGRgaaKg0e+BJIGDmkUSIWcI7juONFC2KJoBlSZDSgIUaMpCsuowj0pcxbR6r0PG6tnDh7IZGuXbve9XNMHD8ew7ETtuevKIpUHz8BGh1e+BEpNqWRvimCTII+zBnT0DZUdPHmtPwwJWI+hbJ85FYrnWJjqcnJQTSb7cY3ZOegatoE77GjoUKDc2IpreiIPw24wnlOins5zX4UcgU+nu6EFRST9+JCTIeP4uqnJtnpJHliFlniFU6zn3CaohAcyCQFT/xoJ9xDA6EhrSztiRJaEOzkxv7vv6eitIyYmBi2bt1KXl7tZuDIB0egP3zMVv0aQHP8BG3axdwxu8nZ2Zlde3ZS4pfDBeejXFQf47pHKt9u+RYfHx/Wrl1LYlYmrpMn4tbzHlyGDMT18TGMfeJx9Hr9Xa/9f41fky76wc3/b/zJcRFu4735EYIg7KNWT+2nzBVFccsvnYAgCGpgEzBVFMU7rmgFQXgSeBIgJCTkTs3+U3Tq1AmNtZoqsQwXoTZH3SpaKXXKY84jU/7i2dXzd0ChUNC4cWPCGobhPyyImOGxCBKBkpRiDkzZx9llCTR9qBnZ+7Pq9BUkgm3Bn7EjnYAOgZRnlFORXk73xfYv7l7NvTFrTex8ZBtyRwUCAm7+bjR7ogVH5h6k68s98GnpC0DUoIYIEoGLn57Hu7kPMse6uzMyBylWkwWXBq6UpBRz5ZsUBn01FOfA2gVFwyGN2PXk9+QcyiYiLpKMr9IINgdyYPsBerzRk+Autc+Iy+uTaTbSXlep4dBGJC5LwGKyIJHd2pNQ+TphqDTQ8IHGbOy7HqPRaNPIKSsrIyY2BkWkAwG9g0jPy6T/sP4sfX0p48aO+623p57b83vskvRm/97U6uskCIKw9acyBDclCqbwN93YadeuHW7ebuRpM20VO7WihgLVNSY8/f5t+yxfsZz7+t/HZ598jtFoZO7oqYwYMeKO2pzR0dFER99K6duyfQtarRaTyYSLiwtqlZoifR45YjrVlNOM9nb9g4niODtxtDhweV8mQeYmGDFwMO8IRrmeNIfz+BiCMWMiX5VFmzZtyMzMJCwsjPHjxzN+/HimT5vO+mWbaGa9NbaH6E3i5UMALFr4Mi21nW0Rfc5WN0wYySebxrShghLi2YWn6IeGKmqowtPJmzTJOUpNhbz3/ns0bFjrKHx68tN8seZLXLTuuOODFSs58lQaNY0iIjKCY9+dJtzaDEdRiVgjkpZ8gVnPzWb5ig9/8338u7Br1y7uf2QkToMH4DmwH8XZOYx68klW6HSMfPjh3zX2wH79OLzkTcT2MQgSCRIHB9z69ib/7fdwv6c7qNVYL16iqZ8/jzzyyB3HmTxtGptPHMd79gykzs4Y824wa+ECAvz9bc6pOzF04EDWfLEG/2efwSGoNiHCkJtH/jvvczw+nh49eiAIAiEhIaxbs4ZR48Zi9PbGajIhaLXI5DKcO3awjSdIJLj26EbRqs9YsnixraBQQkICX23aiNeMZ5E41kouOHeM5cibb5OWlsZzz83krVWrUA0fgiLAH11qGqUbv0MmiixdupSAgADeXbaMRa+8glarxcHBgVatWnHq1EnkgYHoCosQDQaGDxnCx8uX4+bmxndbtqB6fIzd51V3aMe5uQuorq62cyLW87v4z9udev4amjZtyonT8VRVVSGVSuvIlSgUCh58cASHNx4nQt8SiSDBLJq4rkpj6jPP3HbM8vJyDhw4gKOjI7169bqt5pZer6djh04Ycqz4Gxtiwcwnb32Ol6cXmRVJhOtaIBcUaMRKclVpvP7CGgAmTJjA++9+QJYxBV9LCEb05KrSGT5sOKGhobbxVSoVJosJERFvAiinmEucohHR+Au1a3Q1rjiISlI5j9HBgscDw1C3awuARaPh6gcryMjIuKOg/w9UVlbi7qjm+qtvIJcqkDkrcVIqkQhmrrrUVictMhTg3Kwp7qNH2tZFyhZNSFr5OSDBV3Rm2rRpHD15koT13+DU/z6kzmqqT59Bc+YsgTOnojkWj6fVl2bE2FJA3UVvTkn3gkKBzmhAV1KMUYArly8TERGByWRi/fr1TH5mKjVGAwH6EFu6ajE3aEs3u88SKIZxLP17fHx8aNOhA9k38nD086U6PZPHH3uMVxctYv/Bg2Qt+wgiw5AW1hY+WHPo0F2vUYcOHbiel0NiYiIWi4WYmBibbVu3cSOy9jEI0luPOocGIRi8vDhx4gT33HPPXcf+L/GLnWyiKP6aqLef9u31W/v+gCAIcmodbGtFUdz8M+f7GPgYaivu/N5z/xtQKpV8+vlqxjw6Bm9LEFKjjEp1MTGd2/LQQw/9/AD1/G0RRZHTp09z7tw5QkND6d27t21X69fy0ksvUWmu5J4HetuOeTX1JnJoFJm70mk9oS3ZB7K5fiSHkO4NALCarSR/cRG5k4JvH9iIrlSHR0N3UtZdQq6WU1Ogwcm3diFQklLM/ml7CenRAI/GnhQczadJoyYM6DWALxZ/gb5Mbyuy8AMBsYGcfT8B7xY+pG+7SvOxLXF0rX1p0ZbUkLU3ixZjWpK1JxOz1oR3Cx+bgw1AIpMQOSCKvPhcAjoEUlVQxfG84/i08rU52ACkcilmg31KmcVUu/tTlVOFZyNP2/Gs3Zn4xfgjWmq1qX7snHjnvXdwaOxI+xdv6eD4tfNn+pTpPPzQwzg62mvc1fPb+T12CWgPpIuimAkgCMJ6YDDwU63Pl4E3gJm/41x/GoIgsGP399zXJ44LpUdxlCgpN5awePFiunTpcsc+gwcPvqND4ty5c5w9e5bw8HC6d++ORFL3MqtUKtvP99x7D3t27KUxbUnm9M1Uj1RzpsIAACAASURBVFvLCysWZDIZnhI/Io0tbAtOF50Hp617GTG2N/v3HECv11NWXELWBQeeeOgpTDI923dup3379pxPvIC3JdBOr8RBUOLh4MX27dtxkqntUmYBfAgkmQQEQaAJbdGIlWQIyUS0DGXfgb0cPXoUg8FA79697XZ1mzZtyvpvvuLJx58ioyoJo8VI506d+GLdFzQIaUCs+VaVMEEQCDZEsW7dun+Fk23WvHk4DRmEU6tarRxV86YIjg7MmTfvdzvZRo4cyQcff0zW6jVI27bGqqnBFH+KSU8+CYKEktJSBi9YyPDhw++Y7lJTU8MXa9bgPavWwQagCAxAeV9fXn3zzbs62XJzc/nss89Qt2ppc7ABOAQF4tS6JYvfXopWr2fxyy8DMGjQIArzbhAfH49cLqdBgwY0at4czZmz6NPSkSiVqNvHIFqt+Hh5MXXKrQ3L7du3I23R3OZgA5A6qXBs2ZydO3cyd/YcHB0c+b8lb3KjoBBPPz9GPfAAC156idDQUD5ZvZr5b/wfzmMfxTUwAGNBISc++Rx1j2649emFKIpU7NnHt3t2k9anD2dPnUKuUGA12QvpiGYzAvzmNUE9dam3O/X81dyt+Nb7Hy5j2I3hnD6xHzeFB6WGIu4ffj8zZs6o03bVylVMnTIVT4UvZszoBA1btn1XJxpsw4YN1BToaWyMsa13XXQeJAoH6NStI4cO7cNRrgSpyGuvv2rT+fby8uJ04inmznmR3bt2o1armf7MFKZPn243fmBgIK1ateJ6Yhoh5oY0ElqTJ2bhjb9dOy/8uUA8KndfnG4WywGQqtXIO3dkxerVdWQvfsyxY8cYNmg4YbpmRNIWjaWSDH0SU6ZNYsqzk9mzZw9Wq5WZc+di7tTBbm2vbBgFKgfQ6Th+6BAqlYrNX3/NjOef5/Mlb6Or0eIYGY7fxPHI3N0wXs4gxBxgt2ZxFFQoLEqknWPwiOuLaDRStm0HTVq1RFtRiVwuJyoqCrNSjseDgyhZs4UIowWpIEWCBMtPZC+sWEEQGDt+PHme7ng8OgJBIsFRq+XLj1cTEx3N6fh4du/eTWJiIqGhoQwfPtxu/XYnJBKJneSC7To4OiCa6spRWg3G+irrP+HXRLL9ZQi13/JPgMuiKP576pD/jxk2bBhtUtrw+WefU1pSStyAOPr06XPbF6h6/hno9XoGDR/E2aRz+MX4UZFWgcqq4tDegwQEBHDx4kVWrV5FcWkxcX3iGDFiRJ2qZD9QWlrKkqVL8GnnW+ff1IHOyNUKBIlA5/ldOfT8fq7tz0Id4EzGznSsNRZkKjnh/SPQl+rI2JWOVzNv9OV6Dr9wgJ5v98E9yoMTi4/TfkYsYX1qRVqbj27JiXnHkUglZKRm4OXrRfX1KruU0PKrpVhMFvJP3cCruQ/bHvqWqCGNMFQbyNyRjoObI0UXCsEkIkgE9OW6OvM3VBtqnZELT9CjR3cSks5g+YlDLbRPOBc+Pku3xfcgkUoQRZGUzy/RMrol8c8fIXJkI9QBarL3ZlKWWkq7aR24/EUy9w24z+6FcOe+nQQ9FILVYiU/4QY1NzR4NvFC6aUiKSnptkarnr+EQOD6j37PBTr8uIEgCNFAsCiK2wVB+Nu+7ERFRZGWeZXTp09TXl5Ox44dcXWtW+Tj5zAYDAwdNIz4YyfwELzRCJX4BHmx/9B+fH3rPhd+oKigmIa0xlcIpEQMIpMUGomtbWXlrztcJdA3EFWOJyIiRgzIkCMTZKgtrqxatQpRFJEio721J0pNrVO+SLxB//sGkJefS1BIEHmSC7WxIjcRRRGNqYrGjRtTbajCIprtKmJpqMIqtXDF8QzKGhcMThqkTiKbvt2Ih4fHXR0ycXFx5ORdIysrC2dnZ3x8fLBarVisViQ/CVaRIMVs/ndooKcmJ+P3gH2qpmNEODnZ2XYRu78FBwcHjh08yKeffso3W7fi7urKpLVr6dmz5y8eo7S0FKmDA1IX+6gsub8fuQcO3bHf2nXreHLiREQ3V+ShdTMcJCoV0ujWvPvee8x5/nlb1Jejo6MtjdpoNCKVy6g+Fo86tj2W6moKP1qFg6sL8yfbZwTs3rsXs+U23wmdHicnJwRBYOb06cycPh2LxVLHCfbK/72OauggFIG1OroKP1+8xzxC4apPcevTq7aqYK97qTp6nMy8PA4dOsTYUY+yYscOFKMeRpBKa/8+9h+kV9++v+ilqp7/Cf8au1PP3xNnZ2f27t9DamoqmZmZNG/enODg4DrtkpOTmf7sDFrqu+BkqH3elYoFDBowmLz8XLtnxvFj8Thp3OycThJBggc+DBk2hHXr11FcXEyDBg3q2IiQkBC+WLvmZ+e9/puv6H1vHy4WHsMJZyTVEmqowpVbG9w1VOOidkXh5lYn8l6iUlJdXH7Xcyyct5AgXRQ+Qu0miyseNNa3ZcmbS5g1+3lCQkKI6xeHxmjCTWef+ihaLIhGIw6OSjQaDRs3bkQQBN547TU+XLaMbj17ctFqsW3gSFyd0aKxG8MqWjFKDPjcjAQTlEo87x/K9aRk3nzzTebMmUNOTg4KP19UzZqia3qBkykH8DcFIceBDC7RSux8a20lS6N7124cSziJz0sv2AocSFUqHHrdw3srPmLMmDHExcURFxf3s/fAarWyevVq3l/5MdVV1QyKi2PunDl4ed2SHnl89BgOPz0JS6uWSFW1mro1F5JwsFrp0KHDnYb+T/KLnWw3HV1PAD0Bb37kmxVFsa6Qyy8fdyiw7OaY3wuCcF4Uxb6CIAQAq0RRjAM6U1sqO0kQhPM3u74giuKO33re/yqhoaG8tKC+nPu/hdf+7zUyajK5b/0AWzrjxRXneeypxxn54MNMnj6Z8MERSD1kvPD2XD5c+SEH9xy8bTTV1q1bCWwXRO756+gr9Di61bYRRZH0rVfRFtRgMZjxaenL4K+Hk7Ung6TPL+LZ2Iuqa5UM+GIwMsfaR0rUsEbsnriTLi91pSCxgJ3jt+Pkr0ZXpLXTcxMEgcgHovhwwYdMeWYKz055lk9e/YR282NxDnShNLWU02+dpN3UDkQObEjO4WuUri+ip/s9rN29lkbDmhD9dFsEQcCsN7N74g4qMsrJOXzNFmmnKdCQ/EUSMlHGUxOeYsyjY+jRtweGaiO5x68T1Ll28dFwaCO2j97Kdw9swre1L7osHS5SZw7uOUh6ejpvL3ubA+sOYLFaCe4aQvxzR3EwOLB8v73IqrenN8UZpZx55zRShRT3KA+SPr+IucZUn67zB/M77dLtciNtLhxBECTA28DYXzCPv1yiQBCE373AeW3xa1w4mkxb3T1IhFpHc1ZGCk+Me4JtO7bdts/HKz7m7NmzxFIb/RpFS85zjFPsw1l0w+ikJaJxGB06duCz97/kCuewYEaKFDfRmypzOS3pRBF5KHBEKdxKf/ERAigx53DgwAHGPjaGb77uj5vZCxfBHato5ZrsCpENI+jRowd9+vTh3N4kwvTNkAlyqsQyMknGVeZOtaScnqN70LFTLCNHjvzFf4cSiYSIiAi733vf25vMA5mEWBvajt+QZTKg/4Dfcsn/dgSHhqK5dh3ljypiGvNu4Onr84vElH8OR0dHJk6cyMSJdbUs78alS5eYt2gRp06fwqDTYriei0PwLXFvfXIK3drf/vtfVlbG+AkTcJ/0JKUbNqJJPIfbfX2R3nyJtGi1aM6ex2fUSMSUy0ybPh2pXEZc334MGDDA5gBbu3Ytcm9vvCc8YXuZcWrdioK33uHxxx6zna+wsJDzFy5gQsSQdwOHm44yw7UcqpKSGD58uN38bhdllncth4Bge/FyRYA/lopKRKsVQSJBkEqRqlRI/X1JTk5m3twXiT91mnNvvo1DZASWG/l4Ojjyyf79v+pa13N36u1OPf8EGjVqRKNGje7475999hk+piCchFv20FPwo1jMZceOHXaVjSMiw9mjPAg/kdzSSTU0aNAANze321aq/DUEBwdz+WoKx44dIy8vj8spl1m+9GMa1kSjFJzQizqyVJeIaR/DoWNHUfzo2SparVhOJ/LQjLv7pJNTUgijhd0xlaAGa22k88D+gwiuaEyG9DLlO3ejjIpAolQiiiKVBw9jNVvQazW0jW6Lr6rWmVZmGkt0dDTH448jYkUXfwaHFo3QX8smCw0eog/OghtW0Uq6cAmJmwsK31sZO4JEgiIogCNHjjBnzhxiYmLQZ2XjYjLhOXYk+vQMSpNS0JzKQtBXcZydeIg+VFKKo5OCBS+vpN/QIXaVsAEkajWVlZW/6h5MnDyZDbt34dDzHqRqJ9YknGZzbCxJZ8/aoicHDhzI6EMHWfX6EmReXpiqqhC0Wr7bvLk+Yvon/JpItleBx4AvgIHAh9Q6vtb9ngmIovgtUKckhSiKN4C4mz8f4/aG6U9HFEVEUayP9qrnb8nnX35Osxdb2emFNRndjE33bSD+2HGaT27Nla8uUVNYg9VipdK1kg8++IAZM+qGjVssFhROChoNb8Lup3bQfHQLFM4OpG6+guZGNVbRyt6Ju2jxRCskCin5CTdwCXJB4SSnycPNkDnKKE8r49qBbERRxDXUFYlMSvsZsSi9lOSdyENfqqcqp5LsfVmYtCYCOwUhiiJVmmoCQgL5v9deZ+ygsbz3xHvo9DokCgnRE9oSObAhZr2Z9LWpvPTMSwwdOpSPPv6IXk/0s+1myRxltH26HafeOsHpN0+Q/GUSUoWUiivlLJq3iOdmPmf7O44Mj6TSu5pjLx3GLcIdtZ+a3PhcGt3fGEOJHmuqhdXvfkKPHj2orKwkNjaWTV02YbVa2b9/PxcvXiRqdBRxcXE2nYIfeOapZ7j/kfuJGt6I1k/WhrNbzVYOTN3Dps2bmPvC3D/r6/Bf5PfYpVzgx9u7QcCNH/3uDDQHDt38jvkBWwVBGCSK4pkfD/RvkShYvepTgnRRSITavxNBEAgxNWTvvl3U1NTU0X9JSUlh5rSZqHGlklKUOKEQHGgn3ks+2WQ5pPD9tu/p0aMHEyZMwICOaLrgiidVlJPESURE3PGmgBwU1I2SkokKqqqqeGXhq6hFN85xDLmowIgeR5kjh7bVZll9sW4Nj419nM2bNyMVZQgIRNEKf2MI2ebLVFVU8dQfIAD/wUfv0ym2M1e1Ghxq1OjV1YjOJpa+++8Isl8wdy4Tn5uJ5OEHcWgQgjHvBjUbNrFw1uw7avb92SQlJdG5e3cU3bvgOHIEjkeOUfjRKjyGD0bh748+5TLGo/Es+lF10B+zY8cOnBpGoruSiqm4BEVQIHlvvo1zbHuMBUXoklPAaqXosy8QzWbWxx/DISqSb6ZNo83y5ezctg25XM7GrVuRtWtrc7ABKHx9kPr48Nprr7FkyRIEQSA5ORmX0AYI7WMoeH85Dg0agGhFn51D46govL29gdr1pVarRaVS1bm2TVq0oODKVVvaLoD+ajpyP1/b+fXZ17Dq9YglpTRp0gSlUsnBPXs4deoUFy5cICwsjF69etWvX/946u1OPf94NFUaJGZpnbdrmShHo7GPwBo7diyvvfIa+eI1/AjBipXrsnScPFX06vW7FaFsCIJgS1Wt1XkWWPrWUuQSBUaLAV8/P84W5uNyb3cKPvgI59j2yNzcsF68RLPAIEaNGnXX8Zs0bkxBUSkqbjkWtaIGJJCamorMJMdbCCBJdg6lXwOuv/wayqhITMUlWGpqauVhFHJMVjM6rYkW5nac5Qhp8Vl0IQ4Zcm6Yssg4e4lGtCZdmkSi9RAyHDDLLEhdnJEG2kviWE0m9JnZdB9Vq6cZHh7Ogw88wKblK1H364PESYW5ogJBb6QTfdFRQzWVeOBLli6ZrVu3IhVBn5Zem9J6E8OZs4z8FZt/OTk5fPHll/i88BwSZW2EmkODEKq+WMfq1auZOnWq7R7Nf2EuX2/4hhqpgKprJ4TCIh54+GEO7NlD27Ztf/E5/+0IdyrhWqehIGQDg0VRvCAIQrkoiu6CIMQCz4uiOOzPnOTvISYmRjxz5szPN/wJVVVVTJ0yja/Wf4XJZOSe7vfywUfv24SR66nn70BgaCAxr3fALfyWnpDVbOXrnmvxCvOiLL+cji90JrhrCCaticRlpyk7VUrJjRK7cUwmE99++y1jHh9Lv8/jqMioIHNHOkaNkZKUYiQyCRajBalcetOB5kZIjwY0fqApp5ecwD3KA4vRwuWvkgnvH4kgCKR9l0pgpyC6LOiOpkDDzse3IXeSoy/TEzEgCgcXBzJ3ZWAxWgjqHETeiTxkZilbv9mKi4sLRUVFjH5sNI7+SpyCnMiLzyWubxxrVq+hoKCAxi2bMPT7+xEkt1YIZVdLOTrvEAO+HEJBwg0yd2fS0bsDa9estfu8eXl5DHlgCGmZaRgMRkxaIwFtAzGXmXCRu7B3x142bNzA4tcXYzQZkUvlPPfc88x+btbPvmhWVFTgG+DL/bseskX2ARQnFZH21hXSUtJ+xx3/eyEIQqIoin9Z5bPfY5cEQZABV6mNRsgDEoCRoigm36H9IWDmT190fspvtTl/B3y9/IgobW23s20VrRyXf09BUUGdnernn3ueDW9/h4fFl2TO0JS2eOCLhgrSHC7w/EszmT2ntnie2tGZhoZoPIVbaaeVYhlnOUI3BlJCPtlcoR332px8OrGGM/IDvLvsXeZMmUsbYw9ERGqowoSBbGUKSz54k3HjaguKZGVlER4eTgd64YSLbRyjaOC0Yi86Q91U8t9CVVUVa9euJflSMq1at2LkyJF1HJD/ZFauWsW8hQsoKy7Bxc2NF2bPZtqzz/5lTrZBw4cTL5px6XFL9Lny0FGq9+7Hx9ub2PbtWThvHs2aNbtt/88++4ynZszAKpHg1KoFpuJidKlXQazV8pG6ueIz5lFkbq4YrudStPpzPIYNQdW0MeXLV9KpYSNCw8K4kprKBbUS1x724tO5r/4fVp2O3t17sHXzZnJzc2nepg3eL84CiwXdlasgCJhzcwkoKqVFyxYopDK+37mTirIyPLy9WPDiPCZOmGAbc/fu3Qx/+GFUA+7DMTICQ3Y2pRs2I3VzxfXeHpiKi6k6Fo8qOJgwpYrzCQn/GWdavd2pyz/Z7tTz17Bz507GPDiO5ppOSIXaCCSDqCPR8RBX01MJDAy0a5+YmMi4UY+RnpmOKFrpGNuJNWs/t1US/bPQ6XTk5eVx48YNBjz4AJ7PT0eQyTAWFFJ9+gyG8xd56pFHWLJkiS3a2mq1Ul5ejqurq91G+JEjRxjQbyDhuuZ44oeGSrKdkhk9YRRZWVns+G4HSquacscq3AfGoWrSCEPWNSxaLZV79uM99lEcI8Kx1tRQsm4DyquV1JjK6cx9dvYxRUykWMjHLDWjaBCCpVqDVVuD96iRlG7YjFPrFjh3jMWq1VK29XuMuXm888YbjBs3DrVajdVqZflHH/H2++9TUlKMk4MjsgIlDS2t7K5NqnieCqEUBBGNTItL1y4oAvyoOXsOp7IKUi5etEv1vBvffvstE155Gacx9kWHqhMS6agzsnVjbZ0Xk8lEZJPGlHl74f3wg7fanT6D3+VUkhLP/rob/A/gt9qcXxPJ5iGK4oWbP1sEQZCKonhSEIR/XRkJURTp17sfNy6U0M5wLzLk5BzOolNsZ1LTruDp6fnzg9RTz/+AIYOGcGjTEdrObGd7wGd8n05kVCQ5N64TNbihLW1SoVbQ4blObB64gfXr1zNo0CBUKhUnTpxg0LDBiAoryES2P7qF8LhInINdSNtyFUd3JYGdgoiZ3A6JQsrWhzbT8rHWtjTL0F7hxL96FIvBwsB1Q1F51abgNHmoGdse/Y7yjHKM1QYUage0JTXct3KAzSnYdGRzto/6DhGoKarBJcCZXv164ebrTk2ZhnFjx9G9S3eKiorosqCLreR3QEAAAf7+5By+RoN7Qm3X4+pNx55ULiWwUzCV16pwqKmbGhsYGEhCfAIpKSmUlJTg7OxMSkoKgYGBdOvWjY9XfsybHy2hy7vdcQt3p/JaJcteeg+loyNTp0y96z0xmUzIZDIkcvsXHplSVl/e+o/nN9slURTNgiA8A+ymtiLcalEUkwVBWAScEUVx6584778lg4cMYu+aI0Sab0XPFAg5NG/aws7BJooii19dzLJ3l2GymCkgFx8CySCZ8xxHjoL7hw5n1uxZtj5agxZXPOzO54I7FsyY0OOKO1o0JHCQQDEUI0ZyyQBRZOaMmXgYAxAEAYtoJoNkqihHqVMxYfwEziWe45333mHK01OQIEGBo83BBmDB/IekOtrm7eLyq9Md/yjS09NJS0ujSZMmdtXZ/kjGP/EETzz+ODU1NahUqr/ceXM6IQHl6JG230WrFdceXTEcPsqpo0frvAz+lLy8PCRurgQ8MwFBKsVcXkHu60vwmziewhWr8J/6NLKbGoYOwUF4DB5I1aEjOLVohqJDO/YfOIRaImI8fx6dTodTdCtbe82Zs4hWK4FzZ3Fk2XK63nMP3bt2oX3btlzcsAn1wP6oWjZHm5RM+aGjWNrHkJV8CUP2NXzGjSY4OAhDznVmvbyIstJSJkyYgKenJ/feey+LFyxg5eefk7tzD5ENG7J8zRqSkpJYvno1VQUFyCQShnSI5d233vrL79F/jHq7U88/nr59+9Ll3k4cP3ACd40fVomFIuV15r7wwm2fqW3btuViygUKCwuRy+V4eHjcZtQ/HqVSSWRkJLt378axUUNbWqTCzxfPQf2pcFJhFQSbjf9k1Se8MGcu1dXVyOVypk6byksL5iORSOjWrRsbNn/NzGnPcTD1BD6evkyc9BQrlq/AsdKFJta21KChQl9G+bYdKLy8cGobTeGqT3Ht2wtlZK18hFStxnv0SK6/uAhXXOtsQDmixOIAgTNnIveudXJpUy5T8uV6/KY+Q/n2HeS+vgQkEgRAGd2KBas/Yemy90iIP4GXlxdPT5rE05MmAfD+++/z1vPv8ZO6B1ix4CcG0YBGZBtTyT4Uj1zmg7tBRplDJdevX//FTrbAwEAMBYWoRNHu84hFxYQ1u7UmXLlyJXn5BfjdP9SuvzqmDWnfbaO4uNgWrf1f59dEsl0G+oqimCMIwmlgEVACbBVF0efuvf86fsvuzsmTJ+nfawDRNT3svmjpjhd4etGTzJxZr0Naz9+DkpISOnXvhNnNgmc7LzTp1RQlFHFgz3669e5G62ltCe0ZZtdn5/jtWMrMmGvMLJi/gEWvLsIxVImpxkSj+5ugLdGSsjYJQSoQ1CmY3OO53L9tBFJF7U5X3olcjs4/TMvHWuHV1JuC0/lc+uIiob3D6DTPviJRwtunkDpKyTuei0FjQO2jpt/H/e3aXPkmhZSvLuHR0JOqnCp6vt0bJ181ulIdp+bHM3bAGBa+tLDOZz9+/Dhxg/oT0qcBzuHOZO/LojqvmrhPBuDorsSoMbL/8d2s/XgtvXv3rtP/bjSIDKXZnBZ4t/DBYrRgrDZSU6Dh/MJE8rLzfrZ/dPtonO5zIaJ/bSlxURQ583+n6BPam3eWvvOr5vJ35m8QUfC3s0t/l4gCrVbL119/TcKpBBo1acSoUaN+dlFcVFRE+5gOWMoEnGpcMSi1VMqLOXD4AK1bt67dXV2+nAXzFqIrN9CSjjgJzlSJ5VzkBEYMAEiQ8OHHHzB+/Hjb2G5qd0JrmuKFP+UUU0QeRvSUUIA3AVRSihwHTBgwYwZEZChwwY1KoRSZKKc57blEAgZ0yFDgTwhBhJMkO8GMl6axaOEivMwBSJDQmDY2ceBLnGLwE3GsWLniz7zkfyparZYHRo7k0OHDqEOCqc6+xsABA/jys8/+UAfi7cjOzmbTpk1YLBaGDBnyP4/oj+nUiWvhoRhyrqG7dBlzeTlSVxckBiPlJSU/G0XYun17Ctq2RtWkVp+oYv9BTCWluPftzY0l7xDyir1Oram4hIIPVxD80lyqjsWjz8rGZ9RIrEYTuYtexWo04hASgtVoxFpdjc/YUZRt+x7RaEId0wYqq9AlJNK+XTtOnjiBxWLBKgi4Dx6Ac8cOXH/ldbwfeQjHsFAANAmJlH63DYkgIBNFolu35kpqKoKzGtFiwcFq5dsN3xAbG2ub4w9r978quvCvpN7u1OXvYnfq+WdhtVrZunUrGzdsQqVSMu7xcXTs2PGvnhYAaWlprFmzhsrySgYMGsC1a9eYOncuDrHtULVojtzTA31WNhWbtqDWmTFbTIRHhJNxJZNG+ja4CB5oRQ3pqgs0a9cYJ5WaZi2aMunpSYSEhCDedCbNmDaDbz/4nogfbS5qxEpOyg4iyKSIJjMShQLfJx/DMdz+fer6wlexVGnoZO5lpycbL9uPvEcbPAbcZ9f+xtL3EHUGTOXlCA5yXLp3Q5AIVJ84hap5M2QWC4/GtOfdpfbyE/n5+URFRNFC1wm1ULvBUyNWcZoDBBNFgeIGemMlEoUDriY3qqTlyHy8kOh0tGjalG2bN+Pjc/dHkyiKtIqJ4YaXB+o+PRFkMnSpV9F89Q1nT52y2f3wJk24XlyM9+iROIY2sPW3Go3kz3+Zovz8OxbeqqysZOPGjRQWFtKtWzc6d+78j7Bh/4tItuVAWyCHWlHO76jN5P7XqeinpqbiKnjW9Uzr1Fw8n/QXzaqeeuri5eXFhTMX2LBhA6cTTxPZM5LRn4/G09OTMQ+PYfvhHYT2DMOsN1OZVYHUUUpldiUDvxyMxWBh4eSFSJ1k1BTWMPDLIbb0xiYPNmXT4A3IlDJUXkqbgw0gsGMQ0RPakP7lVUxBBmJaxzDguTi+OvN1nfmZtCaubEzBOdAFY6UBs0vdqDKzzoxf2wCKzhfQeX43nHzVACg9lUQ/H8OySctYMH9Bnb/Hzp07k3TuIis/WUlmdibNWjVhfep6kpZfQOYsI2tXJlhhyPAh3NvzXt587U0aN278i67rjet5dArrSuIHCaR9l4ogCMiUMrSFWpthvhurV6ymwLtIWgAAIABJREFUZ99elJ0rwSnCmdLTxcgr5cxfNf8Xnb+eX8x/xi79GoqKiohtF4upTESpcWGHai8vL3iZI8eP0LRp0zv28/HxIfnyJdauXcupE6dp2DiKcePG2RZn06fOYN2q9VTqqmhLN1taqYvgTlOxLalcIJbelFPMzKnP0bBhQ7p37w7A/EXzmDVjNm54UoOGQEJR4EAphZSQjyMqTBiwYqE1nXHFg2yukMUVnEQX5ChI4BAuuNGKTlgwk0kKlzlLuLk5L7/0ChK5hAbmRlwmkZPsxVX0pIJiTIKBN99688+/8H8iM2fN4mReLj7zZiPIZCgNBvZ+8RUvv/oKixbU3YT4o/hoxQqmP/88qtYtQZCw8LXXeGHW88ydPedPO+dPGTZgAHPnz0fi4ID3/7N33vFRVO3fvmZ7kk3vjYQUQiCQAAFC6CAdBAVU7AXpqIAo2FCxgAUVC/hIB5EuHaT3ToAEkpCEQEJ6b7vZPu8fwY15ggr+sLw+e30+/LGTmTNnzgxzn/meuzwxCrvmERjzCyhbvZZP5s1j1ptv3lV7ot5QVzDAUQ0SCfqcXGtFOABtSiqKJoGYNRoqDx7GZUA/ACQKOc739aZq/0EMeXl4PvkYduFhVJ84hSCV4fPSWGu+NGXrKC4s/55raWls2bKFNz+bh2OnjoiiiKmkFGWTOk/w2oxrlG3bic+40SgDAzAUFXPqk8/xHvOs1WtCk3SZ/oMHkXMjC7W6zj7+nR8moihy9OhRfli3DolEwmOPPEJ8fPzf1p+/AZvdsfGvQCKRMGzYMIYNG/b7O/+FrFy5kgljJ+JlCkBikrF08XJqMWAX3QpTeQV5n85HYragstiBxUg1IpG0I/XiRZoRjZNQt6BoL6gJ07bmyOH9NKcNyQcyWPjNQvYf2m/NHbZn917cjb4NctOpBWdkJimiyYKAFIwi2sspDUQ2U1k5llodjp3jOHPyMO0MnVGgJFe4jk6qQ6VuvPgjsbNDzCpBUEkImPkK0lv7OMZ3InfuJ7gM6Me6DRuYPnUqly5dwtnZmfj4eHx9fXnvg/eYNmUarjJfBImUcnMhUm9vblbn4vX0EyhDgtHfyKJo6UrUHbviNmgAotnMtV17GPnooxzet+83x1wQBLb/+CP9Bg8m/fW3kSgUOKvVbFq71iqwXbp0ieybN7Fr0ZyK3XvwHv0MgkyGKIpU/LSPtrGxvyqwnTlzhr4DByBv2hSzixMfff0Vndu3Z8uGjY1yW98tRUVFLFm6lJT0NDq2bccTTzzxjyg0d8eebI0OFIQAwAmIFUXx92vz/k38kdWds2fP0q9nf9pqejaYyKTbXeTF9yYwZcqUe91NGzbuOSUlJbRq0wqJv5SSlGLsPeypKdBg72nHwMVDUDgqSd+axqWFCYQOCaPN+IYi/ak5J8g7nYtRY6D/d4NxDqp/cZ775AwDm/bn47l1H65JSUm0ad+GQcuH4tK0Lqys6mYVO57cglwtx7O1N5EPteDg9H10/6AXPrG+ANSW1bL98c0Ya42IFhi5/WEUjkrreSxmC6u7rkBXq7sjb428vDzWrl3LspXLKDaV0O6V9th72pO58xqZazJITEj83dAigJj2MZSpKzBpjcS/0RUHbwdKkos5OG0f61esZ9CgQb/bRnFxMcuXLyfjegadOnTioYcewu5WMtF/C3+3R8F/80+wS/8Ej4LRz45m/6pjDcI+c7iGa3sVJ06f+ENtFhcXE9wkmDa6HpxgN714oIF9NIoGjrOLHsJQAHLF6zS5z4Pde3djNpvZs2cPs2fP5vzJBOLpj0yQoxO1nGIfMXTGRahLw1Ak5pJKAp3oxyn2EkEMXkLd/1m9WMtZDtKS9rgKnlhECyfYTTitucoFQpuFoM0yEapvRSWl1FBFhbyYwY/3Y9GSRX90OP92RFFE7eSE+/SXkP0ibNeQl49hxWqK8vJ+4+g/Tk5ODs1atMD9pYnIb4WcmCorKfvsK04fPfqrOdD+G4vFwoULFzCZTLRr1+6uJtRmsxnfwEAq5TKcu3VB3b4d5poaalPTsOhq0e89QGlhEQpF46IZP/PZ558ze/EinJ99EkEqRXfrQyTgteloEi5SsXc/bkOHoPD3RXslhfIdu1AFNUF3IxupsxPmmhocO7THbdgQKvbup3LfQQSJBPdHRqBuE0P+Vwtw6tqlQZECgMK58zCVl6N0dqKmtAzn+3ri0q8PeR/Nw3XoYOybR1C0bCWq8DCcOtd5j1QeOIShsKhBrhuAmmWr+HTK1N9N7P1X8OK0qSxb/QOy2LYgihjPnmf8c88x94MP/pLz2+xOY/4JdseGjXtBVVUVfj5+Vq8tvVjLCdk+fF99CbmXJ8aSEvI//Jy2pnicBTdEUaSQHNK5hAULcfRBKdTPtUVR5CA/4iUNoqW5LflkoW4n5fS5UwDc17MPBYcq8RXqvbJqxCrOcoBAQgmhJdmkc01+Fec+vVC3icZYUkLZ1h2o27XBuXdPct56D7FaiwUL9hERKKNbUHXwCAEzplnDW00VleTMnoNgNuPYOQ63kQ3TN5Zu3kbV0eNIZXJEnQEXhTsWqQmVo4LRY0Zz7PhxztdUo2wWBojYt2hB/pff4D7iAezCw6zt6K5dp+A/i/Gb+gIKby9Ek4midz8kNSmJwMBAfg2TyUTv/v1Jys1BEtUSc00N5ouJvDhmDFNfeokffviBRUuXclWrwWzQI7W3R5+dg12zMPQ5uYjlFdxIT7/tN5bFYiE4PBx99y44xNSl/RFNJiq/W8qHL035PxWlSkxMpFuvXsibN0P09UHIvIGyrJyzJ07g6+v7h9v9JX+qJ5sgCCFADJAmiuLlW5vbAB9SV/nmHyuy/RFiY2Np3aYVaecuEqgLR4acfOkNau2rrQmWbdj4O9i7dy+vvjmDyxeT8Gviz4xprzJ2zNjbrmp7eHgw5705THplMgMXD8GpiTMmnYlzn5/mxHvH6DG3N47+jpgMJrQljROCmyqMuCld0TrUsnfSbmLGtEHt70j2viwqz5QzbX59hdKSkhJc/dzY/fx2/DoFIJEI5By/iXesD1U3qug2uweCRKDLO905NHM/ruFuOHiryT1+k+YPtcC/cyB7J+3i5pFsQgfVV8fJPZ5DZKvIOw6H8vPzY/jw4bw1+y2G/PgAcru641o8FoWuSMeXX3/JwyMfZs26NVgsFkYOH0mHDh0atfPum+/y4MgHeWDTSOw963LMebTwpP3LcXzwyYd3JLJ5enraQsv/RP7X7NLdsGXzFpoZYxuszPqJwRxL2EFNTY3VG+ZuSE5OxlXpgUpnhx0OVFCCK/V5N0opxJF6AcgRF65lZFJRUUGPrj0oyCpCX2PAj2BkQt3/y3yy8SHQKrABeAn+5IqZZHEVJSqrwAagFOwIFMMoIBtXPJEIElxFT/K5gRNuWMwiHpFOJGYcw9HiSrWkjKbNgvn0s0/v+nr/SZjNZnS1tUj/675JnZyorqr60867ZcsWHFpFWQU2AJmzM8q2MWzYsOGORLZz584xbOQINCYzEpkUiU7P6hUr7jiE/8KFC1SbjFj0OpRNg6g6epzyHbtRhYdh0enQa7Rs3bqVESNG/GobEydMYMfu3Zyb9yWS5uFIysoR9Hpy536KU7euqEJDKFlbl9RZ5uqCs6MTRhH8XpmCwtMTs7aWwm8XUbn/INUnTuHS9z4UFy5RuWEzmkNH0RcWYvmvfJuiKKLX1OD59BPYNW+GS1k5hd8tRerggEv/vpSsXof7yAcxlZUj964P4zFraxsIqdb2nBwpLS29ozH7M7l48SJLVqzAbdqLSO3rbKM5Po6vP/mcp594gsjIyL+5h38uNrtjw8afy9atW5HrVNawyGLysY9sjtyrbr5Rc/ocfmITnG95qwmCgA+B5IqZGDFQSiF+BFvbq6IMqdqRChcL2bnpBIphHLm4FZ1Oh0qlYsrLL/HEmSdx1rpjL6ixiGYypImIZpGmRCIRJAQTgafRj3P7j1N97AQyN1ece/dEHVuXlkLp5omyuhqLTMCsdsAuMpLyzdvJn/sF6m5xWLQ6ag4dI8DSlFwxA6nR2Oi6LRoNquAgzDfycZUHUCoWIHfxoLKkiE/nzsfV5IZWkofcywvnvr0AMBYVW9MO/IyyaRCiTkf5T3vxfvIxBJkMpZMjZWVlvymybd68maSsGzhPGIMgrYteMnfpxMcffMz8r75CHhZCdVEh6o7t0V1Nw1hQiF2zUAz5+ZiKS3j3rbd+1YnhypUrVNVqcf3FQpQgkyHv3IllP6z+P4lso8ePR35fTxzjb6VT6NqZyq07mPHGGyxfvPgPt3sv+F2RTRCEEdSVpZYBoiAIo4FewCBgHvDFn9rDvwFBENixewczXpnBypWr0Ot19Ovbn8/mb2lUXc2Gjb+Kw4cPM/LRkcS83I6RH42iLK2Utz9+h2pNDdOn3l7MWbXue6LHt8GpSZ2xkqlkxL7UkQ1D1qIt0ZJz4CatIltxce8lwoaE4x3jA0DeqVxKLhaTeiWVDRs2sHTlUrK+v469gz1DBwxl2lfT8PHxsZ4nKCgIQ5WewauGkXcqF0SRtpPbc/ydIwR2C6TyRgVnPztN4YUCRKD6ZhUBnQOJfr4Njn51Lr1uzdw5/ckpdBU6fGL9KEkqImXJFdavXn9X45ScnIx3pI9VYPsZj7aebFy6iYWLFxI0sCkSmYTFwxYz+qnRfPThRw32bdu2LfaO9laB7Wfcwt04+59Td9UfG/ee/0W7dDfI5QrMmBpss2ABoW6VWBTFu3alDwoKokJfhgULobTgMmeIEGNwwo1yikjjEq2ozxlVLimmXft2vPrKDCrStEQZ4rlBqjVvG4AJA0oah5ArsceIARmNxXUZcsy3sv9aRAvlFGPCSDDNCQr2Y/feXRw9epSUlBQiIyPp2rXrXYfWmUwmNm/ezP69+/H18+XpZ56mSZMmd9XGvUQmkxEbF0fmuQQc4+oXBTTnztOjV6+/pU93MqYajYa+AwYgHzIAl+jWCIJAbVo6D4wcSXpKyh2tMouiiNlsRu7jQ83ZBKpPnMRv+hTk7nUfWLVX03luzBgGDhyIvX3D93VeXh7btm0DYMWSJVy9epUTt1a3W7duTZeePTHk5iLIZHg98wTK0BBKv1pIdWERAS+/iOSW57HU3g7XQf0pWrIc5z69ce7ZnfyDhzl59ChxnTvjOrA/lQcOYR/VEqlDXR+qT5/FotMj2Ne1IXNzxf2hByn6binuLZojNRgQftqHuaQY7aUka2ioXXgopRs349Knl9UDwqLXo7uSTK/5X93JrflT2b59O/Lo1laBDUCqdkAV3YodO3b8q0U2m92xYePeUlNTw/Hjx7G3tyc+Ph6pVMrOHTsxi+YGi4S/RKzWojKrGv1diR1OuJHGJRDBDW+qKSdVkYjz/YORe3mQs2AVPvomyGRyq0f1oEGDeGP2G8x6cxZqmSM1hmpCm4VQnliChPpUOQ6CIz56H0rC5PiMeda63VxTQ23eTZzwpdZUg5CUTVH6V2AwEl4USMmWS0hFCWGmWEREisih8sIlVF07owysq8xqyMtHm3QFi8mEs8WFmmAFAWPfRKJSYdHpKP7PchTX5cSb+3Bqz0HsWjZH7ueL1NmZ0o1bsG8ZiV1kRJ2ndsY15F6eGK7fAEB/Mwd0+t99N2/btQshupVVYAOQqNWY5TIUA/vh2L4dknMJVB0/ic+kceiv30CfeR25ry+1+w82yMHb6J6JItxuziDU5xf9I9TU1HDx/Hn8h9/fYLt9fBzbvv17BTa4M0+214HpwHfABOBrYCcQKopi+Z/Yt78VBwcHvvz6S778+su/uys2bAAw6/23iZrY2lpN06u1Nx3fjefDyR/y0uQXb+vtlV+QT2BAUINtMpUMpbOShM/OoU+v5cDp8yxZsoR3p72Lg68amUSGudLE1h+34uvry+TJk5k8efJv9i0kJIT4TvEkL75M9OQ2KBwV5J3OpSipEIvJQubua7R6JoZen/bBVGviwsJzZB/MosWjUQCYDWaqsivxjPIg/2weaZuvIhpE2kW3o2/fvtbz6PV6FAoFgiBQXV3NokWL2Ht4L77efkwcO4G2bdsSHh5O8dUizAZzg1xyBSfzycm5yeA1w6wVUJs91JzvnviOxx55jOjo+tLYPj4+KOVKytJKcWtW72WTdzLXmsfBxt/K/6RdulOefPoJvp+/jghdffL/bFkaajtHQoJDAZGuXbqxdMUSAgIC7qjN4OBgevToTtKhRIJ0kfgTQgoJmDDg4+mLXbU9ok5EJ2opFvIotMvizVmr6RrflUhDRwRBwFsM5CwHCBBDcBCccMWTdJIIEiOQCBJEUSSHTIrIQYkKLTVUiRU4CXWLWxbRQi6ZBBBmDSu1YEFEJFuSxvtj3kAQBLp160a3bt3+0NjpdDp6de9NZvINnGo8MCkNfPzRJ2zYtJ5+/fr9oTbvBV9//jm9+vaF4hIkTQKxXL+BKfEy844e/dPOOXToUKbPnImqd/cG4aL6hIuMuAPBZ8uWLcgC/HGIqX+32jULx9SqJatWrWL69Om/20bbtm1Bp0cVFkLFnv04detsFdgA7CLCMQX4s3v3bh58sD785rtFi3hx6hTUUXXedlOmv8wX8z7j9ddft+4zcsQIth87irJn3bNSvHg5htJSzIKAoGoo/kqdnJDY2eHSuydmjRYBkaSkJJwjI3Do2hlzRQU5783BrnkzjCUlmErKcOzWmcr9B1E98yQAci8vpBYLn0+ZRvfu3fHz8yMnJ4eY2Fiqtu9CGd0Ks0YLGi0lXy3ErmtnRLMZ04lTPHj/UGt17b8TOzs7JAZDo+2C3vCvS4dwG2x2x4aNe8SKFSuYOH4SznJXTBYjUnsJ23dtI+PqNXRoKRULcBd88MSP9NS9GIuKkXt5omzRjLzz2wg0hFmriBtFA6UUEEYUcoWMNOMlUCqQu7rhPGA4ds2bUXX0OHpDDSmyszz80MMN0hZMnTqFMWOe5/Lly/j4+BAUFISjnRNF+ly8qZ8jGdFjTMuhZOUa1PEdMFdXU751J6LFQhXlmDDibHDH1+DHTTKoppKWxjZ1ldExc4EjeOFHjjGT/PnfoAoLRZBI0F3LxP2hB9EmXaHq4mX8HnkGyS0bJFGpcH34AXI++hKJRUBmlFD09WJEOxmCAKJooXz3Hsq2bse5Xx8qtu/EoW0btEmXqTp4BP3RYyz4Yv5vplQA8HBzQ8i92WCbubwCi8GAul0bABzaRFN9+iyF33yLY6c4BKUS/dETvDZzJt7e3r/adlRUFI5KFdrEy9a0CqLJhPH4KZ5+4cW7eGoaIpPJ6ua4RqN1UQrAcstL8e/mTkS2YOBLURQtgiDMB+YAz4miWPmn9syGDRsNSE1JIX5Cww9Hl6YumCxGSktLG3iW/cx93Xuz/8BBvFrXv/zKr5WjL9UxLOZ+Xv3+Vby8vJg5cyZTp07lxIkTSCQS4uPj77pi3brV6xgzcSw/Dt1Q5zUDyCQyipOKCOrdlOYj6lZRpAopHV+JZ+sjmyi6VIh3jA8Z29Jw8HLgvvn9rR4SZoOZnSO3cvHiRXJzc5n66lSupWViZ68isnkk6dczkLvKCX84gqKSRHr168XXX3zNY48+Rrdu3Tgz+yTRk9ugcrPj+p5rXP8pk5B+oVaBDUDlrCKwTxM2b97cQGSTyWS8O+td3nz9LVpNisY13I284zmkLktm4b5v7mpcbPwpBGOzS7/KrLdncfrkGS4kHMLF4kGNtJJybRnBVRHEEI6IhRtHMujepQdXM1LvOEfWmvVrGD92Amt+WINMlONPU8wKIxWaIsZOGsvOrbvIKkwmLq4ja+cuo2XLlpgtFiTUTYTtBTXhYjRnOYij6IKIiB4t5zlMoBhKLtcxoKcFsUiQkk0aCRzCXwxFhR25ZGLAQDJnkSClNZ1wxxsLFm4IKXzw3oeMHDnyd72sioqKOHz4ME5OTvTq1avBu27hwoVkX84lStuprh0DuIiePDbqca5dz/jVpL5/NrGxsVw6f54vvvqKpJRkYjt24oWV399Rjsk/SkBAAJ998glTpk/HPqYVoiBBdymJ12e8etsCGocPH2bJihVoa2t5ZPhwioqKEJ2dGu1ndnKkqLj4jvoglUqZMW0a782Zg8RRjfQ2Qo6gUqLRaKy/s7KyeGnaNNxfmGgNMVIW9eCladPo17ev1Stx+eLFLFq0iOlvvIFGV4siMADvyRMo+m4Jtckp2Lesv8aaM+ewax6BaDaj2bGLocMeqBOVLHWFcNzuH4xj53h01zIR0tJRBgXh2D6WwoX1uQC1SZdp37Ejo0aNwmw2s2PHDvYfPMDzzz7LzZs3Obl9N0He3kxduhSNRsPKtWuQSWU8O2curq6u9BsymJycXHp07cqM6dN/M/Tnz+Khhx7irXffRRUfh8KvzhNRn5OL9kryb4bs/ksIxmZ3bNj4P3PlyhUmjZtMVG2cNSy0oPom/fr0p1NcHIUXgrnMWZxEVxQowWQm96N5OLSJBoUCnamac9IjNDGHYsbEdVIQBQumpjX8+M2PTHnlFUrbRuPQJhpjUTF578zFUedAsNiMEnM+p0+dpry8HFdXV2uf1Gp1gwrOG7ds4P5BQyk1F+KEK0XkUIuG9sZu5CVkU3p5PUZRj6feDXfCSZYkgExGmaScClkNKOzIKcugmDycRFfKKEKFPYXcRC6TYdcxFkVICCDi8dgjSO3t0GXeQLSYkLk2jJqT2NtjMRnQUkVz2pCtu4YuzAPPpx+3Ftsp3bKNss1bce3fh6oDRxGrqvHMuM6yHTvp2LFjo3tgsVhYuXIlC5YsRqvR0iM+ntrTZ1BFt0Lh74coimiuJINFBFHEotejSbiIws8XQ0EhpVu2o3BwYPzjj/Pma683ar9B/yUS1q9eTf9Bg7AkXcHs4oQl+Sqd2rThueee+6OPESqVigGDB3Nszz4c7x9cJ7iZzdTuPcCEp578w+3eK3638IEgCFWiKDr94neZKIpuv3XMPwlbMlAb/xa69e6G2ENCSL9Q67aq7EoOjdtPUX7RbUWxvLw82nZoi0cXL/y7B1B1s4qry5L5aPZHjH5u9D3v47p16xj74lhaTYzBv0sAJUnFHH3jENFj21pFtp85PPNAnUt3M3dS1yTT8plWtBgV1WCfcx+cZmD4AL5b/h2Ro6NIXZ9M9c0qQgaE4R7hTs7xm9Tk19BvwUBqCmo4Oe0o+Tn5mEwmXn71ZZYvX46+Vk+7ju3oHt+dbSk76PBmXINznP/kLE+0e4xXX3210fVs3LiRDz+dw83sbNrHtufdt96t86ywAfx9Caj/yXbpn2JzRFHk9OnTXLp0icTERLYv/YlmujYN9rmsPsmiH769oxyDP7N8+XJenfgaLTVx1lXkMrGIbLcU8gpyG72HHn/0cQ6sO0KguRmOuCAIApnCFRwi5WRl3cC3JgwJAgVkU00lXRmIVJBZr+EsB1CiQoKMYnJpRhuyhFS88Ceces8eURS54HCY3Qd30r59+1/t/9w5c3n3ndl4yL0xCgbMCiO79+yiTZu6senUPh7dOQkeQp2AUCLmk8Yl9OiQyaU88MCD/GfRt/+IylV/FTdu3GDTpk2YzWaGDRtGeHh4o33eevttPl+4AEWnOFDIsZxLoHXTEM5fuoj7K1ORKOsK2ohmMxVffM2ab/9j9QwURZF9+/axas0aioqKMBoMqJ2cePjBBxk5ciQmkwl7tRoRkLk44z9zOpJbz5mprJySeV9wPT0Db29vRFFk3rx5fLj1R5yGP9Cgj1UbfuS1YQ8yderUumNNJoY88AD7jh/HoX07zOXlaC5fQeHvjzEvH0VgAOoOsRjS0qm+cAmnoCYYikvoEBvL1o0bEQQB38BAnJ97CmVQnXBnrq4m99Mv8HrqcUwlpZRu3obP+OfRp19Dd+gI+3btom3btvQdNIhLGRkILZsjraymNukyWzZupHfv3o3GdtHixUx9bSbK3j3rwoCupCAmXubC2bN/Sxjz96tXM2bcONThYYiiBU1GJsuXLPnLRDab3WnMP8Xu2LBxJ0ydMpWtX+2hqbnhd0Gy42kmzRjP3Pc+IkLbFi0ajBiokpaicazC6OuNKjwMu8jmGLKy0Z1PwlxUxLhnn6Jz585s2bEDqVRKdMuWTJsxA8cu8egTUwks9iRIqKuQKYoiGYpLDHm+P19+9dvRajk5OXzz9TccO3KMhHMXiTX0QC7U2TKDqOckP9GB3uRIrlPR0w+3+wdaz1F97ATCxtM0EcPQocUJV9SCM2fEA2hdRSxGIwGvv1Kf21KjJef9uWCx4DZ0MI6d6oWxouWrUCbk0Ya69BdH5LvxnDYehU+9A4VFpyPrtbcAAVc8iTTHkGh/jNS0VObMncu5S5eIjYlhyosvEhISwuhx49i4dw+KHt2Q2KkwnD6HfXEJ5RXl2Pn6YtbpUFlEnJydKfT3pebMWRT+fiiDg6hNvYqxoAi1izMbly67rd26HRUVFaxbt47CwkJrxMH/tVJ2cXExvfr1I6e0BEVAALUZGXSKbc/WTZtQKpW/38Ad8GcWPlAIgvDaL34r/+s3oij+NSWFbNj4H+atmW8x4rGRKB0V+Hb0pzyjnIQ5Z3l52su/6nXm5+fHhbMX+GTeJxxccRB/X3/eX7WBXn9SHp+3Zr9F7Gsd8etY513h19Gfpv1D6goc/EJks5gsFF4ooFO7eKJULYl/Io691/Y3aq/gSj4rzqwgcEgwlxZfQCIR6Dq7B02614XANnuwOSc+OMblVYm0m9gepZuKxMREYmNj+ebLb/jqi68wmUwoFAoKCgpY0HwB4dcicA2tW72qyq4ka98NRs4ZedvrGT58OMOHD7/Xw2Tj/47NLv0OgiAQFxdHXFwcL77wIopa+0Y5TOyMam7cuHFX7a5a9j2emkCrwAbgJniRa0rnzJkzdO7c2bp95cqVbN26DdEicInjgICrnTsSR5Euz1txAAAgAElEQVQDO45TWVnJ4AFDKMwrAsAdb6vA9vM1eIsB6KgljFYc5Cam4CoinZqjT5Q0uB5BEFBLncjJyflVke3YsWPMmT2XtrruqPR1E9tC8SaD+g/mZl42UqkUpUqJhrpCMFViOcmcI4oOuOKFyWjk5JazPFI5ih27t9/VuP3/THBwsFWYuh1ZWVl88tlneL4yBekt8VHs2J5LX3xNx3axnF+4CHnnTggyKcZTZ4mNbNGg8MGEyZP5YfNmpO3bIcoEqk+cRebtxZFLdUn2t2/ejEKhwGPaC5Rt2kLep1/g2LEDFl0tVYeP8dF772EwGBg6fDg7t29HtFhQxzUuaCNKJJhM9bkKly1bxumMdALeeBVBJkN7JRntlRRUwUE4depIzbnzVG7cTJdOnTijUmLRaJCplFy/nsmNGzdo3bo1P6xcySOPP44YGIDUwR7N5WSUTQIpWbsBU2UlorYWxZYdxMXE8NahQ0RHR7NgwQKS8nJxeWG8Nf+NrHVLRj35JPnZdc/hzxgMBqa8/DLyznHIXF1RBgehCmlKlSDw3ocf8p8FC/7P9/dueezRRxk4YAC7d+9GEAQGDBjwt3l4/sXY7I4NG/eA0pIyZCZ5ozmJ3KKkSZMmfDRvLtNffgWVYEeFphzRYsFR60LN1UzkTq4oenqj9PPFsVNHqhZ8x5XUVJasX4+0fTuwmNn00XbsFEoUB69RZSkk8Bf5YgVBwM8Qwvq1G35XZDMajbRo2YJu3bvxzVcLOH3oDO4aP8yYucFVnHAlXZ5MrViDqHFCczmZit17MOTkIiiUNBVDcRO8GrTpKLgi694Sc1VlnS2L6wiIGE6fI8jfH71OR8GmLRhLSlGFhaLPyER/IZlgoq2ClChaEGTShp2VSBFEgVhLN1K5SAn5mE0WgsPCUDZvhn2rKJITL7AoOpol//kPP6xdi+fMl61hqarwMKq/W8pnr79OcHAw9vb2xMXFkZSURGynOARHRyx6A1K1Gp8JYynfvgvxUiI9e/a87diZTCa2b9/OpUuXCAsLY/jw4bi4uDBmzJg7eELuHE9PTxLPn+fo0aNkZmYSHR1tXTT9u5H8/i6cAvr84t+Z//p935/WOxs2bFi57777WLloBXlLc/i+83LOv3aal5+fxmszXvvN42pqasjOzeZmVg5Xr17lypUrWCyWP6WPGakZeLdpGLbaenQbCs7nc/7Ls2gKa6jILOfIG4dw8FVzI/s6X3z2BePHjefannRu7MtEtIiYjWaSlieiq9Lh1ceHtPUpKBwVmA0WArs1XLmPeKA5ucduYjFZ0JZrGhQnkUgk1jwEPj4+fLvgWw6M38PpN05wetYJ9o7ezbyPPiUkJORPGQ8bfxo2u3QXdOjYgVp1ZYMEsxbRQqW09K4mIxqNhsrKCkQavz8soqWBOHDx4kUmjp1ES01H4uhDPANwxIWS2kIqKsuZMHYicrmc1PQUZHZSfAjCgK5Ru1o0KFFRIGQR36Ez6dfTeOypR6m2b1hp0SQaKTUU3jZn4pkzZ+h3X3/69u6HhzYAlVAfMu4tBGLRwdFbuc2eHzeaQocsTKKRHK7RhGa4Cd4IgoBcUBCib8Xhw4fvWpz8N7Nv3z7ULSOtAhvUVQ4TolsRHhbGN++9T+uSciJu5jF3ylR2bt2K5FaIS0JCAqvWrsVl8jice3bDpWd3/KZPxZiXj93QwZxPu8rOnTsZ8dBD6A4ewfOpx5F7elC+6ycq9h7A2dGR6NatievaleO1Nfi98yZek8ZRff4Cpl9UXjVVVlF+6kyDle0Va35A3qkjgkyGaLFQuuFHvJ59ErchA1HHtsVn3PMoo1pw8MgRpG1i8Hh1Gu4zXqa2U0fu698fo9HIkCFDyLp2DfH6dTQpqYgGA4bsm5grKsFkRursTHBQEBvWrLGmJFi5bi2yTh0bJJi2i2iGSSYlISHBus1isTDqiSfQ6mox5BdQtnU7uXM+wVhahrJVSw4ePfKn3dPfw9XVlVGjRvHII4/8rwhsYLM7NmzcMXq9ntdmvoaXhzdqe0ceHDqczMxMAAbfP4gKdREWsX4uoRd1FJvyadmyJQGBAezZ9xPd+3TFU+FLF3EQbY3d6WoZgJCQSeW+QwBoL1/BWFDIyfPn6mxIj6449+qBy+QJ6C1m7CxKBAREGkbtiYhWG3Q7RFFk4gsv0DImhqlfzuexyZO4cCWR1z+YSeTQpnh3dsKkEimTl1Es5KNzl1Jz4RJFy1bi2r8PwfPm4jKgD4VCTqN5V6m8CGVQIK73D8Zj1EMYS0up3LOfHevXcy01ldysLFxcXNAfOY9+2XYcDmXjKfpQS31KBE/Rj6r9Rxq0XX30GC4yb5wFdyJpSxZX0VuM2HfqiNczT6KObYv7A0Nxemg4k6dOxSEi3Cqwwa1iRpERHD1xgj59+tC5c2fMZjPPjRuHIjgYjxEP4tS1M9UnTlG6biPOPbph0NbedhzLy8uJbteO5159hS9OHuOluXMIjYggKyvrzh6eu+TnXLxPP/30P0ZggzvwZBNFscdf0A8bNmzcAUOGDGHIkCFYLJbfNBA/k5OTQ1yXTgQPb0q3b3qgKdTw0YKPSM9MZ/5n8+95/4LDgilOKsKnXX3VuMrMCiQKKeUZZex4aitSpZSm/ULpPKsrPz22k9TUVNauXYtEJuXUnBOc/PA4olnEvYUH/b4dhKOfI016BrF38k+AiMVgRqqsf3UZagxIVTKSV1wmIiyCsLCwX+3fo6MepW+fvmzfvh2z2czgZYN/M1mnjX8mNrt0d4wYMYJ3Z80mw5CIr6EpFszkqq4R3a41nTp1uqM2Vq1axfixE5CLCgwY8BL9rV5nxWIecntpAw+yhQu+xcfQxJpv5SoXsWCmndgdpc6OjD3ZdIjtSGxsLN4e3hTk38RsMpMjZuJPUwRBoFQsoJCb+MmDKFblsPrbgwA899xzzP9sPhlFiXgZAjGgJ8/hGo8/+nij8LkzZ87Qu+d9BNaGoxad6/K7/BcKFGRlZbFmzRo8PT0ZPGIg69dtwKyz4C02LAwhFaQ4K125efMmwcHBd3wP/s04OjqCRttou0Rbi4uzM6NGjWLUqFG3PXbXrl0oWreyVvKEumqeDjHR1F5NQ4hpzZYdO/j6iy8YcP/9nHtvDrKAAAJmvIzU2QnNpSQG338/DmGhOPevK5IjbRqMIiSY3A8/Rh3XEUGAmrPnUXeMZdbs2YwbNw6lUolUKsOs0VC+aw+6G1lY9Hpkbg2j/xzj4zDk5FFzPgHHzp1QeHuhbt+OqnMJ7Nmzh4EDBzL1lVewyOWI2loEiQTPxx7GrmULRJ2Osm07OXbyJEeOHKF79+4AKORyRHPD6r+iKGK55XX9M8uWLWP/uXMEvvOm9WOoYv9Bir//Aaf4Tvj6/H51Vhv3DpvdsWHjzhk5/CESDlwitDYaOUqStqcTd7wTyalXeOCBB/jmywWkJJzBTeOLSTBSaJ9FdFQ0neM6467ypspYQU1tNZ3Efta5hlxQEGGM4sJPB5BmXMNSXs7I4cPZlH29gWAkdbDHsU0MuSdOIbXIuMFVQqkrgiOKIrmqazz2xKO/2vc1a9bw/dateL023Wqbqo8e59slSzh64ABNQkJwHToEx47t64oeHDpC9YnTmGpqUIWGIEgkOHfrQsHJ81wqPEGwGIGISCbJSAK8UTYNRhAE7MJCUfh4Y7hwyRo6+dNPP1FRXo63JYCWxrpFwxoqSeAI7qIPzoIbIaYIzpw7REFeLnZRLdBnXMd4LZv2xq4ggBpn9OhAqmwQdgpg36olN79fg+PtQinLygls3tL688cff+RGRTne40Zbc7/ZRYST894cHNrEIPuVKKqZb7xOgZMap2efsHrfVe89wOgJ49m7Y+dvPTb/Ku4s27ENGzb+UdyJwAbw+fzP8e8dQNTTdbmL1H6OuHzsypIRS3hj5ht4eXn9Tgt3x6zXZzH2xbE4h7pQnlaGzF6OSWdC5aai+cgWBHSpS9QsWkTSNqWiqa6ha8+uVFdVE/9WFwJ7NOGn53cQMTKSkP5hlKaWkHYmD7WPGoWjAjsPO5JWJBI9uq5aj0ln4sI359EX6Kg5WoWfvz/O7s54eHrw4sQXmTRxUqOx8vDw4Omnn76n123Dxj8ZpVLJyTMnmPXWLDau24hcLufZZ59i5msz7ygfRkpKCuPHTCCqNg4HnEghgePsxlP0RaoWqJKUsfPHnQ082YoKCpGbVSBQV3GUXDozENmtyXITwtFoq7l8JBV/mlKrMFAhL+Wa+TI3hBSUChUWwUx0RDQ9e/dk8uRJVgHN2dmZswlnef+9D9i2eRtOTo7Mnvw2o0c3zjP5+ow3CNSG4y+EIEFKLtfxEZtYw121YjWF2jzGj52Al8IXvaBDai/ww/rVfPH5fNIP3cDdXO+dqxd1VOjLaNmyZaNz/a8yaNAgnh8/HklKKvaRzQEwFBRQey6Bp7/+7XBGtVqNoGvswWjRapF7uEONBremLjg7O7N+9WpCmzfH65knrDne1G1jqD52ArHJfxUBMJlx6d8Xyy3xz2fc8yj8/ajM+ZoLFy4QFxfHoD59OPLGGzi0a4NjXHv0nh7kzfsCnzHP/SLHWg2CvR0qTw8qftqH+4NDkaodkDo7U1payrFjx9i0bRsmiwWFtxd2zSOwv1XRVLCzw334MG4mJrFx40aryPb8U08z8fXXKL6ahu5qOoJcjsLfD3c7+wYVRBcsWYyyV/cGH4/OPbpRuf8Q2t17eGXJ0ru5TTZs2LDxl5CSksKhA4doX9sbiVA3LwgWI8jQ6vjuP98x87WZ7Nn/E6tXr2b9mg2o1WqCQvqy5OvlxOp7ozAoMYkmDrOl0cKYEnukEoEVn31G7969mT9/PpK01EZ90FdU4CZ644U/6SRSIubjJvVCa1dJSPNgZr0961f7v3DJEhQ9ujZY/FF37kT2oaPMmzcPSXAQTvF1IaiCVIpLn95ok1MRlAoqDhxGd+0appIyFL4+lJdlUmEsqfPu9vNE4ethbVMURap+2s+DI4Zb52LTp76Ct9GPIm4SThQSJNSiwZdgznMYhUyNyahFKVVh0WjQZV5HUCkRlXLyLTmEWiIppQCVpy8WhYClpga867/1RL0eUbSglghUHzqKums8SCTo0tLRJ1xk9KIl1n33HzoEkc2tAhuARKnErnkEVT/tZdQjD992/NZt2IjDmGcbzC8dunXm0BvvoNfr71mutH86NpHNho1/MacTTuM1uKGQpnRW4hnuRXJy8j0X2Xp074FoEPHr6E+Xt7ujLdZy7rPT6Cp0nPzgGKIIZoMJs8GMU6Az3T/sRenVEvJO5RLYrQl5J3Ix6sxU51RxaMYBSlOK8Yn1I+3HVPSVOhSOCm7svU72gRs4BjpTeL6A+E7xTHp3Is+OeQ6X/m70mzKQ6txq5s7/iOycbD6Z+8k9vUYbNv5/xM3NjS+/+vJ3c5DcjqVLluJtDLR6pbWgHVViOanK8zzz3FPMnj27USGAgUMGcnr/bHw1QWiowhEXq8D2M+74kMd1PAU/PAy+pDicZfb8WcTHx6PX64mKimog3P0ST09PPv/iMz7/4rPf7PuFCwlEUreS600gBWRznkP4ikGYpEbyZNeRiQpi9T1RGOomfnnV13lx0kscOnqQmNZtuFGVgqfZHx1achzSmTRhEm5u/4h85/8IHBwc2LFlC/c/+CBmt6MISgWa6zdY8PXXRERE/OaxDz30EK+99SbK+I4oA+u8BvVZ2WivpKDuFEf1yu959pN5AFy7dg2nAH+rwPYziqAm6K+mQd/65MsSpQKJnQrn7l0RTSZq0zMwlpZirK5BrVYDcPTkSVzu64XzrePUbWJQNAmkdMt2/F6YgFmjpXz7Tix6A+bKSmQuzuS89yFO3buiT0mle/fufPXNN5gc7HGOa4826QrKgIbVXgWpFLmnZ4OPjcGDBzN20kSkTQLxHvd8ncfb1u00DW7aYD+tVovETtWgPSQSBInA5OfHMHjw4Du5PTZs2LDxl3L58mXc5V5IdA3tt32tC+dO1xXokMvlPPXUUzz11FMAdGjXEX9NKIpbhQVkggxH0YUicvGhfhGlSLhJr569GDBgAAAPP/wws2bPRhnXwfr+1d3IQpeaTqzYD4WgxFsMJJUEVCESFi/4nl69ev3mAqNGo2n07hUkEuT2dlzPuoEssHFVb4W/L5qLSdScPIX7yOEoAwOovZqGLvM6zWlNOldw6dmVin0Hyfv0C1ShTam9mo6/2pH5GzZa20m+mkxXBqNFw3F2I8oEFL4+mA16xAoZDsP7U5uYhFhRiffUF6xpB8zV1WS/MweZWcp1WTruDz6KsaiEsh278Bk7GolSiWixULZtB61at2bT2nUMf+QR0t+bg0ypwk4qZePatTRt2tTalwA/PyQpyY2u1ZCbh7+dPZ/Mmdvob4WFhdTU1ODwO4U1/xewiWw2bPyLaRYawcWrl/CPrzdQZr2J0hslvxrqJIoiubm5KBSK3xXhcnNz2bBhA3q9niFDhrB46WLC748g6om61Xh7D3t6zevD+oE/0PrZGAK7NaH4cjHnPj9Nq2da4xPrS3FyMQonBVse3oTKTYVbMzeurLqMRwtPhm0YgVReZ0AuLDhP7WkNFjsRnbaWtm4xvLzrZXx9fXl/zvuEPhhK84dbAGDnbk/nud1YOGohr894vUGZbhs2bNwdpSWlSP8rSbGT4Iqb3IO2bdtaBTaz2cyuXbu4cOECgYGBeAS7knr9PGqtK1WUYxbNSIX6SXcVpdhTJ3gIgoCzxpPdO37i2WefvWd9bxIYRHVFBSrsMWFEgYoyiqmhktCmYbR2a03lGYN1Yg/gJQZyLv8qc+bM4ZN5H7P3p30cOngIdzd3Ppz2/j3t37+FLl26UJCTw8GDB9HpdPTs2RMnJ6ffPc7JyYl33nyLWbNnowoMQKvRoM/Nw9HPl6qlK/jy889xcXEhOTmZ0NBQqm7mYKetRWr/i/BSUUQsLaNqxy4cunXBrNNjyi+kNPUqpes2glyOzN0dqUKBobKCxMREoqKiOHDgAK5TX2jQH3W7NpT8sI7sd97HXKNBkEhwHTwApy7xdd7TFZXkffo5D/TrT1BQEI5qNaLegMzDHbuIcDRJl3FoE21tz1Jbiz4nh/Hjx1u3rVy5EruwUBxH1Fc/9Rk/hvMffMzly5eJiqqrsj38/qF8vWtHXfjRrQ/C2qtpeLq48P7s2X/sRtmwYcPGn0x4eDgVplJEUWwgZumU1bRsfXsv8Iryclxo6JEcTmsuchydRIPa7Ey1vIxSVT6b5q227hMYGMiyRYt4ZvRo7IODEM1mSq+m0drUwWrXJYKEMDGKhNxDd1QJc+SwYXy05gfE5hHW/uuuZSIxGBk0YCA73nkb8b56oU40m6lNTsVSW4vPhDHYhYZgqa3FWFyCxM6ONMkVPA1eFK7egCiakahUVB05TkxMDDNeeYXvvvuOyMhIBg8ejK+XL5r8SprThrOKI/hOm4zCp86bXnv5CkUrViNzd0PVNJiKfQeROTvh0CYaiYMDEjcXMspTES0WKg8ewXVgP4yFhdx8+30Ufj4Yi4pRSqTsuHwZf39/Lpw5Q2ZmJlqtlhYtWjSK/Hn2mWf46NNPkUZGYNe8GYgiNSdOoTaZSbl8uZFHmiiKDBw6FKmXBxX7DuAx6qH6cNGDR+jVp8//jBcb2EQ2Gzb+1UyZ/BKde3TGOdSFgC6B6Cp0JM6/QI/uPW4rsp0+fZqnn3+G3LwczAYz7dq3Y9XSVY3yHAGs+n4V4yeNJ7B7EBKVhPc/fh93Dw+aPt+wiIBCrcAtwh2Plp64hLjiEuKKylVF4uKLNO0TiklrJO9UHq2fjablY60A2Hq1lDbj21kFNoBWz0Szaf068nPyUavVTJ8xnf6D+6NyVFFVWkXTAaENDLqdux2uAW6kp6fToUPjSnM2bNi4MwYNGcSODbuw1IRawywNop4iU761UnFlZSXdu/SgIKsIe40zRnstZgcjo6c9x+H9R6hK9+RqZQIhhigUKCnkJrlcpz31lY6NMh0+fvc2R+Lrs15j9JNjkGuVpJKAK550oW4FPCcrg6ScJJpSP+nXijUkcASV3p6dC/az3mEjwc2acDUj1eoBZeP2KBQK+vXrd8f7f/Txx7z7/vso3VyxiCLBDmpeenUGbm5uWCwWIiIieGbsWCZNmYJC7YDMYkGQSCj8z2Lchw9D5upKzfkEKo6f4Md16/l+7Vq2fvAxZlFEFRaK19jnkNjbU33yFFVHjuH7ylTMVdWMHjeOVT/8QK1Bj2HRUlx69bAKY2aNBgQBdcf2KP38KNuyzSqwAchcnHHpex9pmddoEhZKSWERRp0OzYVLeDw0gtyPPqV08zYc4zpgrq6mfPM2hg0dRvPmza3XffLsWcTQhnZSkMmwDw/l4sWLVpHt5alT2fjjjxQuWgaREVBWhv78RX5cv/6OU0bYsGHDxl9NTEwMrdu0Jv3cJYL0zZEjJ1/IpkxRwLjx4257zMAhg9iycCfOxnovcRERNzdXegzrRMqVFLp37MeUqS8RFBTU4NiRI0fSv39/9u3bB8Bjjz6Oo8mlwT61aHFxvrMF90kTJ7Jm/Xqy/7MEoWUkQnkFtecSWLtqFX369OH9uXPJXb0Wh1ue0hW79mDWaEEUUYU0RTSbKVjwH+ReXniPfQ4sFip27UWSJcfv1VeROTlhyM/nyqdfM/GpF3A2uVNrX80Mr5lMemEi7739AVqzDnXnOKvABmAf1RK5jzfmrDxMhRrcLH7UyGvI3bwTVasIJAo5vi9ORO7hjuZiIoXfLcV38ngkajXms+eZPHYcb7/9Nvb29cWfQkJCMJvNfPLpp3y5cAEVZeV07daNTz78kBYtWrB10yYef/ppSjZtQafVIogirVu14tixY40Ey8TERDJuXMfzxYkUfbuIvHnzsWsWji7zOrKychYlJt7R+P9bsIlsNmz8i4mKimLT2k1MmjKJk+8cRwAefuRhvvr8q0b7FhQU0H9Qf1pPjaF9rzgsJgupq5Pp2bcXaVeuNgjbKikpYdzEcfRe2BeXkDqj1fKZKLY9vBnnZBcCutSLcma9iarsKhz968PJ/OMDODh9H6JFpCa/BkSRyIfrP3TNBjMyVcPXk0QuwWQ28fjTj6O2U3Mi4yQDVg/B3sOe6pwq9k/bS8a2dMLvb4bFZCFjezrF2UUs/G4hCoWCmJiYezWsNmz8T3H//ffzdew3JJ89jZvGD7NgosghmykvvkRAQF2I31tvvEV5ejVR+k51goQGsmvT2LJpK7379GLo8Pu5knSFNWvWoDfoUUiV+JmCsRMdAKgSyymQZzN23Nh72vfhw4dTVlrGy9NeRqiR0Ixoq2ASYoyiSlJOjjwDR6MzClSkkkAgoQQJESCCWC2SduUC77/3Ph/O+fCe9u1/mU2bNvH+55/j+uIE5O7uOBqMZG3eyqZt2/hx3TpEUSQ6NpY8Lw+8Z72GIJNRsf8g5rPnUbdqSdGylVg0GlRhoTi3asWlxETWrV7N5cuX6dSzBx7PPGENo3G5rxfGohKqT57BpU8vZNGtOJSehs+LkzAWFVO2dTumyiqcusZTtmkLCn9f3Pr3pTYtHamjY6OwIqmjmpTMTDyefgJPNzdKN21GeyXl/7F33uFRFe3/vs/23fQekpBQEkKAEELvvYggHUGaSBdFsZdXbOiLgkoTpamA9KL03nsJBEhogTRI72U32X5+fyzfjWtQ4f35FnHv6+K6zOzMnDln1zMzzzzP56Fwy1a8B/aj/Mw5sucuxN3dnTkzZvDC1KkO7SPDw9l/6IBDmSiKGDOyHA6/3N3duXjuHOvXr+fgsaOERTZg4vIfnAk3nDhx8j/Pzj07eOnFl1m/YT0mk5FWLVqzbslRgoKCHlj/3X+8w89bfiKpKB6PSl8qZRXkKtJYu3LtQ4XGu7m5MXCgzTt4/LhxbP1hJxGVTZAKMkyikXuaW7zy8kt/0AsYjUb0ej1nTpxg06ZN7Dt8iJDwekxcvJS6desCcOrYMUY9+yx7Fy5GJspwM7rjIvhRKM3GXFCIMSsbBAm+I4fb5w//Cc/askPn5CJzd6ds72ECLaFEmm2RP2K5SIr+GocPHsakBHV4A2QP8gY3mvDAm1hLB1vfJsg0pZJ04SrBn/wD6f3DQLfWLTGXlVOwdiOK8nJOHztGdHT0A+956ksvsenQQdQDnsLLy5PzFy/TtmNHrly8SNeuXdmwZg29+vTBrUNbNLFNSL97jwHDhrFq2TL7MwfIyspC5e+PzMWFGtOnUXn9JsasLJQ1Q2hRL5KaNWs+8PqPK04jmxMnjyGiKJKQkIBer6djx45cv3KdkpISNBrNb7rq/rDiB4I6hVCru+2EXaqQ0nBsNAeP7eXgwYMOHgq7d+8muEVNu4ENQOWlJqxHbW5uvIFbbXfCutRCX6zn3OzTeNfzxjWoyshWmlaK3EWOocyAxleNRC5FkFZtZGp2qMmNTddp8047+wSVui8Fjb+Ggsgijq48SlCbYDS+ttMYtxB3Wr/ZljOzTlG7Vx0OTtuHxWgh9oVmXC66Sqcenfnq8y8ZP278n/aMnTj5uyCTydi7fw/r1q1j47pNuLq6Mn7S5/To0cNeZ8P6jdQ2NHYwSARb6nD02jbKrhmoEMrRqUo5fPQwsbGxpKen079vfy5lHkEpVaEXK1i+bNm/JaHAxEkTyczKZNXHGxF+EfMqCAISg4xSoZiLHMeMCRBpQjuHOjX0tVn741qnke1PZM78+ah6dUPu4wOARCHHtV8f9s78jMLCQtLS0ribk43X6OF20WWpRoMiqAae3brg2a2Lva/So8e5l5kJwPXr19HUrm03sP0fqnCb/g2A1N0NiUKOIjDA/i/ri7mU7j+AKAj4jrRlQlWGhWLKzcOYk4si0OZhKYoiZSdO49q+LapaNm8K/7GjKdryM95ZuVhPn6N+zZpM/+dnDCTm+18AACAASURBVBw48IG6PxMnTODLefMorxmCa9MmiCYT2v2HCPHzo10722+vrKwMqVSKi4sLY8eOdSbrceLEyV8KNzc3flj5Pcu/X4bFYnHInPwg/P39uZxwmaVLl3Lk4FFq1W7Ciy+ttXv2PgpzvpxDXm4eu3btwlPpTbGhkDGjxvDa66/9Zhuz2czbb77NkiVLsJgt+Pj4MOerOaz+YUW1up6enjSNieH69tvUFWxrFrPVzDHJLvJXr0MREow6KtLh/S9IJKjrR2LMyEQVEY4uIYFYa2+7DIcgCISYwjl8ZC8eg55C5uVJ4c87cO/YHkFmM9dYysqx5hRQm7YOfQeJtUjiCqLJMWu1OrwOwsV4Nm7cyLq161iQt4BevXsxYMAAZPf7zM3N5ccfV+H37ptI73u4uXfpSLlWy5fz5rFg7lzenjEDl35P4tbSlkFeEeCPzN2NV956iwEDBtjH0rRpU8rT0lBpdUhdXdA0aoCmUQPK1m6gZ5+nHuUrfCxwGtmcOHnMSExMZNCwQRSXFyNXyzGVmVj53UqefPLJ322Xmp6KSy2XauWKICWrVq1yMLLZwjLBVGHi5sbr3Dt+F6lSilyj4Knefbmz/Q7rP16NQqmgabOm3Cm9Q3lmGW7B7uhytZx47wiiFTb3WY9UKkWUwr1j6YR2rgVAo2cbs234z5SllxLWpRYF1/PJPp9Ft7k98YnypVaPOmx7egsNR5biHmoTY/eo5UllfiUbuq7BK9Kb3t/1RSK1bc5Cu4UxffJ0nh76dDWBdidOnPwxcrmcMWPGMGbMmEdu640/4TQip/IeQwYO5W5mOhEREVy7eY3ExES0Wi2xsbHk5eVRXFxs11BMSEggLS2N2NhYQkJCuHjxIgvnf03GvQx69u7B5MmT8fDweKgxREVFYXTVgbaqrEjMo4RCmoodcRe8qBR1nGE/DuJzgICAU8P3zyU3NxehYSSmvHxkvj4IEgkSlQqFiwtFRUVkZ2ej9PNzyGqmrF2Lop27sRoM9uQHoihivJLAHssV2nTuRP8nelORlo7GYnEwtBlS05H7+2M1mdBeuIjP4IGUnzmH7ootfEWuVDHrww95a8Z7mPPyoEF9JEol3gOeIufrxbi1b4vM2wvzpcuYs3NQdO+CPjUNZViobfPUOBpPg5lLZ8/+4b3XqFGDQ/v2MX7KFG5u2QpAj169+GHdBm7cuMHYiRO5fOkSAtCpa1d+WLqU4ODqQttOnDhx8r+OVCr9zQRGvyQ7O5tZs2dz4PBhAgIC6PNUn3/JwAa2g8E+/fqQl5ePxWpm8vOzGDFixO8mO3jl5VfYsmIbTSo6okRNSXYBk8c/j6+vL927d7fXi4+PZ+vWrdy4cQO9ixZsCawxY0QilaGuH0np4aOo6tR26N9cVkbFzSTcWjZDFEUetKQQAKsoIvPzRV0vAnHTz2TNXYh7+7ZYDQbKjp8EmYwsczp3lLdQWBXUNIbhhU0/21JRicyrKkxWn5xKWEgIA/sPwt8UgsykYMfG3cyfu4CDhw+gVCq5efMmriEhWLU6zPkFyINqIJHLkYbX4cTp0xw4cIBLcXH493zTYayqehHcW/YDer0e9f0srAEBAbzw/FSWLf0OZbcuSN3dMFyMR5OXz6SJEx/hG3w8EMTHfOXYvHlzMS4u7r89DCdO/iMYjUbC6oZR97kI6vQJRxAEcuNzOP3OCa5euvq7YSarVq1ixqL36bSgSszTYrTw08BNoBdJTkqmRo0agC1cNKxuGMpAFe4h7kQOicJcaeby0ktEhzTC08uTXdt3IYoibdq1IT7+MgaDHplGhklnQqqUEjkoCiSQtOUmTaObEnfpIjU71cS7ng+p+1MoyygjsGkNKvJ1KN2VtPugI2rvKrHrUx+fwKeBL/WHRAFwe3sSqgtyVGoV5bE66vQOd7i/4y8eYfHMbx9JM8jJ7yMIwkVRFJv/t8fxv8Tfdc55edrLbP52O1GWZvb3R5p4k1wyAZGW2LQ7Tkp2kXgrgfDwqv8/9+7dy+QJkykuKsFsNdGxQyeKi4tJupGEm8yTAn0ubdq05sL5OAINtVBZNZSq85H4WbkYH/dQmT6NRiOREfWRZKmoaY4AII4jhFKPYKFqMRwnHsWPIMKEeoDNiHNbeZnhLw3m89nVM2k5eXTy8vKIbdWS7OwcpC62k3OfwQOQurujX72e3IwMCgoKqBMRgd87byB1rTr8yfx0NoLVCm62kBjRoMeiq8R35DDESj2Gw0dxl8rQ+fng8uQTSDRqyk+fo2Tvfjy6d6H87HkkLi7IPD2wlJXj0akDACUHDtElpgl9evVi+ptv4j/uWVT1wrHqdBT9uA5fi5Xo6Gh8PTxYsXo18hqBYDZj1evxHzsaY3IKvTx9WL1ihcO96nQ6VqxYwZ5DhwgODGTq5MnExFQlRiguLkahUODi4kJJSQl1IyORdOqAa+sWiBYL2sPH8EhJI+n69YfaqP4dcM471fm7zjtOHg9ycnJo0rw55oi6KJo0xlxYhOHgEWa89hqvv/bb3mcPwmKx8OQTfbh6JhEfXRAWLOS73OPZiaP5cu6XD2yj1WoJ8Augmb4rSqEqq2i2mI5fB1eOHD8MwJvvvMO3y5ahiI1BNJooO3GWUCGcUGsEIiKnFQfxm/Ic8sBAMj/7Ao8eXXFr04qS7XsoP3kGN6s7ldJKBC83kAgE5LlRT6iaD26Jl1HVlVAU7I/74AHkfb+aisRryHy8kHq4IwgS9GlpaBo1xLVlc8zFxZTtPIB3hTuFYi6KWiF4jRhi02S7kkDh2k3IRJEYc3s8BG+sohULZpI0l3j/y38wZcoULly4QJtOnUAuQ+rmhrm0FK+n+qA9eRpLQSFedetQePsOyjq1CZgw1u5VZ8rLp+zbpRTnF7Bv3z6+XrqEktJSBjzZBx9vb5auWEFRcRH9ej/JW2+8gZ+fn8Mzr6ioYNWqVew6cIBAPz+mTp5MbGzsI33X/yn+1TnHaWRz4uQxYvv27bw082U6LerqUB4/L45BkQP58IMPf7OtXq8ntE4orjHuRA1rgLnCzNUfLqPyVqOSKnlt0KtMmDDBXn/qC1PZcGgjfVb2s2+qDeUGfuq3kainG9JgdCMEQeDamgRub0+i35qBJO+5w5WllxiwaQhqH5vBTF+iZ+vgzWzfvJ3TZ0+TlZ1Fq+atmPPVHCr99Pg29KOioIJWr7dxGO++qXtwD3Gj/rCG5FzI4tbKGxzYc4D538znjk+KPdOoKIrc2nyDK0vjESwCrdu25vNPPncmQ/gTcG52qvN3nXNKS0sJ9K2B3KzEh0DKKaYCLbF04AKHaU0PFKg4LuzgVvJNe5r4a9eu0aZlW8IrGuNNABYsxAlH8BC9UaAig2SsWBEQ8MSXJkJVKOdtxRVGvfY0n3z6yUONMSsri949epNwPQEQUKAgmtZ4Cr72OjqxnAvCIfzVwSgrNVS4lhBcJ4ijJ444vWD/BERRpHmbNqS7ueD6RA8kcjmVd5LJ+24lSoWcJQu/ZvSoUQC88dZbLNuwHmXXTkjd3DBejMdw/SaiiwuaLh0RZFJKDh1F6upCwMRxCBIJFp2O3E9nM3ToELZs3oKhspLAkBDyS0pQhNdB7u9H6bGTSNVqQt59w75hEM1mir6cj5tcQVmgP5WpaVi1OkSLGQSBDm3b8c4bbzBk+HDcnxuNqnYtAHRXEylYtxGVXM6Z48dp3Lix/V7Lyspo1a4d+VIJkuiGWItL0J8+w/JvvmX48OHVns3ChQv5ePWPuI0c5lBe+vVifpw3/w+90UVRpLKyEqVS+Vgb5JzzTnX+rvOOk8eDN956ix/OncF9UH97mamgkKL5i8jNzHykpEM7d+5k/DMTaaRta0/UZBKNxKkOcyXxsl1X7ZekpKTQvHELmlU47p20YinZwbdJy0glLi6OLr174/3qNKQutoMffWoaBQuXIWJFEASaNWtGQtJN1N06g1JJ6d79mIpLUFvVtKArCkGJKIrcIYF7pCB1c0VjVOFl8KRYWYKOMoYPG8LBw4cxhdehMvkuYfd8MEoMlMvLMZoqscSE4Dt2RNVzyi8g87MvcBe98caPe0IKZnMl7kp/pAYwCnpaid1JJpFMUhERkaMgokFdriReoUmLFtzz9cajV3cEqRRjZhZZC79BFRaK//ixSBQKrAYDuct+QB7gj+/QQZiLS9Cu28i0Z0YgkUj46ttvUXRqj8TVFfPFeIIQOHfypEOCBZ1Ox4KFC9n4888olUoy0tOp9HBHEhONWFKK4fRZFs2bx5jRox/6u/5P8a/OOc5wUSdOHiPy8/PRBGiqlSsDVFy4eIF2XdqTkpxMTEwMH733Ea1atbLXUalUjHxmJGsOreX0JyeRKqTU7lWX+kOjOP72kWqLdlGAOr3roi/WYyjR4xbiTs6FbDxqe9Lk+ab2ek0mNaXgWj6Zp++RfjCF2r3q2A1sACpPFXWeDGfNmjWsWrXKXj548GDqRtbFN8qXtP0phPeJwCfKthnOPJNBRbKWhr5RJH54mSYxTVhy8FtiY2OZWDGRwaOHENq1Fho/DVe/u8zdY+l0/aoHbqHu3Dt2lx69e3DiyAmHDZETJ07+dTw8PAgNDcWSIkdEpAZh+GELcbNiRYKUTFJxdXO1G9gAFsxbQIAxDB/hfgYtUaRS1OGNPyUU0IKuqHGhhAKucoZCMcde18dQg53bdj20kc3Ly4vU9DRa0xMNriRxhXyy8KTKyCYgoFKr+WDuu+Tk5NC0aVN69+79WBst/pNcuXKFO2mpeL/9uj0UVB1eF48O7fBJu8vCr79m165dfDZrFrM/+4xmsbEsWLyYkpIS2rRozoabSfi+9Lw9XFQT3YisL+ZRees2mqhIpC4uyIODCK9VG11ZGaIoEhYRjt/4Z1GG2RLyGLNzkXl62A1sYMvuKY2qT8GFi9R45UUArOVaBJWS0oOHOXM1gf6DBuLaorndwAbg0rgR5cdO8OrwZ6rNJ18vWkSeSon7qCrxa2VUJFNefJFBgwZV0yi6nZyMJdAfQ0Ym5afPYtFqUYfXRRLgT2pq6u8+1127dvHS669xNyUVlUbD81Om8M+ZM+26O06cOHHyv8rh48eRN41xKJP7+qD28yMxMZHWrVs/dF97du/BXetnN7AByAUFfpIgDh8+7GBkq6ioYNmyZWzavg2dQYdOLMNFqEo2UCzk0bSZbT+zecsWFM2a2A1sAKratfBs0YSZY59j0qRJCILA6dOnmT13LkmJN6gwWxA07kRoo1AItjlLEATqig3JEFIImD4Vw927FNy4iT6tEHOhgXXr1zNq1ChcXFzYdDOJYkkejcRWYIQLylNoWjp6e8n9fJEHBlCenUeUJYa6QhQiIgaDnjPSA8gsUpK4QiU6WtMDJWqKyOParfOsXLmStMwMvEcNs8/HiuAgEEV8hg5Gcn+OkiiV+AwZSPaX8+FWElajianPP8+USZOoG1kP3zdeReZhe25iowakfrOUTt268uXns+nYsSNGo5H2nTtz12pG3qoFot5A8Z3bqDzc8G3RDABjwyhefPklhg4ZYg8//avjzAHuxMljRMeOHck4ew+j1mgvs1qsZOy/x7ETx5D1kNNmXntKG5XTs09PTp8+7dB+5DMjKU0uofu8nvRZ0Y8GzzSkJKWYzPOZSCSOrwtfbx/ubLvNtqe3cPTtw2zpt4HU/cn4NbZpA5gqTNw9ls69E3fxjvSh7F4ZogjmSkdhTgBzpcn+3+Xl5eTk5ODp6cmJIydQXJNjqbSwd/Iu9ozdyaHx+7n6+WV2bN1Bu9btKC0pZeuWrUx9eSpnz56lc+fOvPbiq+wZuYNTrx0ncdVVun7RHb9of1QeKiL61aPeyPp8OvvTP/PRO3Hyt2fClPFUaEqpRT0ChVAkSEjjBkpUXOUMt7nKih9/cGiTfCcFjbnqlNqCGQGBLNJoSAs0giuCIOAl+BFJE9K5ba9rRI+3T1Wo6LVr1xgz6lmaNGrKs6PHcv36dYdrpaSkoJQocRFsGSPDqEc2d7kjJlAmFpMr3uOG5gIffvwhkyZN4v3336dv375OA9ufSFZWFqqAAAetNQBZjQBS7t3lBla2x1+iTr16rF27luHDh3P66FGuX75MTHRj1I0a2A1sAIJUiqZJDPrbdwCbN5e+oIDZCxbw2ezZSCQStGXlSNyqfmPqyAjMJaXVB1dcDGoVgiAgCML9BAkKZH5+WMq0SEJrIj7Am9G1RqBdSuGX/LxzJ/LmsQ46QMqaIUjd3bh8+XK1+i2bN8d06TK5S5Yj8/LEJaYxFbduU3wxnoiIiN98pqdPn2bY6NHoOncgZPaneE57nuXbt/Hyq6/+ZhsnTpw4+V8hJDgYc36+Q5loNlNZWEhgYOAj9eXj64NVYapWbpYa7HqvYIveaduxIx+v+IHbtUKRN6xPvHCSAjEHvVhBBilkqVP54OP3AZu2HNYHRP+JVmQymf0937ZtW7Zu2sTwwYNRN4xColajwDHhnESQIhGlmEuKUQQGUHHtBt59elPri1kE/eNNtl6MIy8/n1vXryMLELkjS6BULAKrFVNhsePlLRab9EHfJ7ggO06CPI7rsnhOsxdRpcCEkWzSaUgLVIIGQRDwEQKoY23I4kWLUfr4OMzHoigiGoxIPRwzm8o8PZAKkHAhjvzsbGbPmsWFCxdwq1PHbmADmxFR3bI5CdnZ9B06lM/nzGHTpk3c1WlxHzMSTf1IXJo0Jmj6i+guX8WUZ/veFUE1UPj4cPHixYf5mv8S/NeNbIIgDBUE4ZogCFZBEH7XFU8QBKkgCPGCIOz8T43PiZO/EhEREYx6ZhRHpx4iZW8yd4+lc+qN45RlltL20w7U6l4HtxB36g2sT6PnG/OPD//h0L6kpAQXL1e2j9zKqZknOP7eEfa/sIe6fcPZvnu7Q90L8RfwqufN4B3D6Ld2IJFDosi5lEPKnjtcmHuWzf02cGvzDW6sv8aNDdexmq1E9K9H+pF0SlKqJonS9FJSD6QyefJkhj4zlICgAMKjIqjXsB7Z2dmcPXGW/Nx8su9l8+PcVfy4YBWZ6RksXraYuUvmUVJUgkwtI82QTs/ePbl+/TrvvvUuybeSeWHQVDwDPHEJcHQ1D2gWyJWrV/59X4QTJ39Dpk+fTuseLYjTHCFZc5V41TEypalYlWbCGgdz+twp+vXr59CmY+cOFMlz7X8rUCFDYfMoExy9ct3wovJ+5gKDWEmG6g7Tptu8js6cOUOblm05uz4e2TV3zq67ROsWbTh37py9fWBgIDqjDrNoW4CrBA0t6EIpRVxXnce9lZzv1yzntdecxolHpaysjB9//JFFixZx+/bt36zXrFkzylNSsWh1DuW6S1dw79QRvxHDCJw6Cf/nxvDcpEmYzVWHMr6+vgilZdX6NBcWInV1QTSbKdm7H4mrK94vPc/MTz6hsLCQHj16UHm+auHu0iQG/a0kdAmJtg2FKKJLSMSckoaxqBhLebm9riiK6C5dBlFEXT+S8nPnES0W++fWykoqEq/TrVu3auPy9PDAmJ17P8FCAlaTCdFqxViufWDCjr59+1KRl0/A5Al49uiGa7NYAiaMRR0RTtzvbDxmfv4Z6h5d0UTVRxAE5L4+uI14mh9WrKCsrPrzcuLEiZP/JV576SX0R45hyMwCwGo0Ub59F61btfpdLekHMXbsWPKkGZSJVfuMPDGTCmk5ffr0sZetXr2a5IJ89EXllGzajmARUXRrxTXhPInuZwjr5s/RE0fsGprDhw3DEHfJ4YDGmJWN9vrNausagKOnTiGtH4kquj6ZsrsOnxWL+VilInk/rqN49z7cO3fApUljBIkEmacnniOHsW37di5fvszzLz5PnfbBpHklInexoj1wCGNuHmAzsBXv3I3U3Q3Prp0I/uBtzP2bUtrIDXlELUI/eR95rWBkyO2edP+Hu+hFYUER2vS7mItL7OWCICD18EAXd8mhvvbCRdp16kRYWJjd08zHxwdjcTG/lh4zFxWhqBmC5wuT+Wjmx+zcuxca1Hc4cJKoVKgjI9GnptnuxWrFVF6Ou7ujce+vzP+CH3kiMAhY8hB1XwZuAI/PN+DEyZ/MogWL6LypM8tXfYdeX8mU/pOZcWkGgc0cT9qD24aw/5s9DmWCIODq7UqXhd3JOHUPqVxCy9fbcPdoOskHU+z1srOzOXniJP22DUKmlHHkzUOYtEZav9UWq8nK1e8vU6N5DTp/Ztt45CfkcfClfUSPi0EiE9g1djtBrYJBgKyzmYweMZr3PnyPPLd8+m8bjNxFTuapDAYPH8zZE2eJirIlN/i/pAXJycls3rKZ6HExRA6uSrqgy9bx+Zefs/K7lQQEBDBu3Dje+3AGlUWVDkkTCq7lExkR+W95/k6cPA5cunSJjRs3IggCw4cPdxBr/y3kcjk/bd1CQkICcXFx1KxZk65du1bzgv0lao2aHNM9JEipQRgG9JgxYsWKVizFVagyRhSRiwkT58RDVFCOzCylTp06ALz84nRCKyKpIYSBAF5WP2QVSqZPe4Uz520euz4+PgwaOJDj205Tu7IRCkGJET0WjYltO7bStWvXB47Rye9z9OhR+g0ahKp2LUQXDW++9x5TJ09mzmefVasbEBDA81Om8N3S71F2t2UfKz9zDkN6Or7PPG2vp2kYRaGLhmPHjtkNWP3792fyCy8gXL6CJqYxgiBQefsOukuXqXTRUHLwCIrgIALGj0Xm6YFr7VqcPXuWzz/9lIaNG1Ny7jxWrQ6JSoXVaCR/1VqU7u6oVEo0Uil7d+3i6ZEjyZq3CM8neiB1daH81Bn0ySmIoojU0xOlxUrpku+QtWyOaDZjOnWG0SNGEBnpOJ+IoohGpaRk9x400Q2xlJaRv3YDotmMVCpl3sIFzJ71mYPO361bt/AICkIZUpVJVBAEXNq0ZOvuXbz7zjsPfP5JSbdRPNXboUzq5obS3Z3MzMzHatPixImTx4+OHTuyYPYcXnnjDSrUKgxl5XTo0IF1v5CQeRCiKHLkyBF27dyFh6cHo0ePpk6dOqz4cQXjxo7HVeKOGRNSlYS9O/c6hCF+s2QpxowCIi3RuBJOwbUcUpPO4lavFt9/9jkDBgxwuFZ0dDTvv/MOH336CZroRghmC7rr11m+ZEk1UX+AWqGhXM3OwK1Te7JOnMEkVhJIKFrKuCfcxqVLR7QnT6O/k4J7+7YObSVKJbi78WT//mgaN6IiNxdjZRnqBvUxxSeQPXseCk9vzNpyJKKAWTBTfvositCaWA0G9LfvEPj8RASJBO+hg8mds4BKUYdaqAp1LZHm07JVCxrGRvP5/AUoOndA6umB7vR5ZFozxVu2Y8zJRRVeF2taOqZLl5l/5IjDONu0aYOHQkn5sRO4dWyPIJFgzMqm9PAxpG6uePbshmt4OGajEaHI0QMPwFxQgLR5LKIooj15miD/AKKjo3/3O/8r8T+T+EAQhKPA66IoPlC5UxCEEGAl8CnwqiiKfR+mX6cYqJO/OxaLBZ8AH7os6YF7zarFdubZDHJWZJJ4KdFeZjQa8Q3wpc0/29uNcqYKE3vG76Ayp5Kzp84y46MZ7Nm5B5WPisHbh5F5NoOLCy/Qd2V/JLL7IqOVJrYN3UK3uT3xirCFcx1/+ygZZ+5St18Evg38uLMtiYpcHSHeIaxeuZpuT3aj708D7H0AJCy7QitlC779+luHe3rttdfYdHEzXWZXpdUWrSJbh26hhkcNbiXetJe/OP1Fdp7dRewbzXELdiPz9D3iZp1n3459j6Tz4KQ6TgHq6jwOc84/3v0HX8//Bl99EAhQoMzkjbdf570Z7/2p1xFFkRr+QdQoqEshuRSSiwwZFWgJoQ55ZBFJDK54UEAOSVwhiqYUkouIiLvEi2ZDG7Jm3WqkUhldxP5IhKrQToto5rh0J2ZzVehIZWUlLzz/Ihs2rEcmkaPWqPly3heMHDnyT723vwsGg4HA4GBUw4agjrSFNFp0OkoWLuanH398oIeXKIqsWbOGBYsXU1xSTGpyCh5P9rJn+vw/7s2aw8/LltO3r225985777Fw8bfoTSaE+1ox0ko97du1I86ox71zR2RenvZrlHw5nz0bN1FSUsKT/fvjNaAfor4SQ2o6+tQ0BIuFH5YsoVGjRsTExCCRSNiyZQvDx4xGVCqReXujaVAfl6ax5K9aA8UlLJw9G4VCwZpNm1Ao5EwY8yz9+/d3OKEHm/j2qClT8Hhhsj2Dqi7+CkXbdxIwdRKVB49QVyLj3MmT9ra3bt2ieft2+P7jLYfwnfJzF2hapmXfjgcHcQx95hmOVGpx79rZXmYqKqJ43iLysrIcxKcfB5zzTnUeh3nHiROj0citW7fw9fV9YAj+L7FarQwbOowj+4/hqfPHKreQL81g2ffLGD58OJWVlZw+fRqVSkXr1q0dZB8sFgvuLh40MrTCXaiSnEjnNndVyRzYt5sOHTo86LKkpaWxY8cO5HI5AwcOJCAgAJPJxM8//8zegwfx9/Vh/HPjqKyspG3nzljDaqJPuo0iMBCZIEdwd8ViqMCYlY1YacRqNePRoR3e/avMGhZdBfc+mEnw268j9/UBQHclgYKNW/A2eBFtaoaWUuQoUePCRfVhwpvU51J8POoGUXj26Iq8RiCiyYy5rJTCLxbiKrgQWlEfDW4UCFlkapI5e/4MDRo0YPfu3QwZ/gwSk4IAYyA1rXUwYSRJmojeo4LxY8fyyksvERYW5vAszGYzEVFR3M3ORpBIkHp6YC4qxntgP0x5eZiyc1BV6pn/wYc8P20ariOHoa4XgWi1Un7yNMU7d+NTPxJTcQneKjX7d+9+YGKK/zZ/h8QH84A3AWd6LydOHgGpVMpLL77ED5+uoOUHbXCt4UrxnSKuzI1n3idzHeoqFApimsRw5M2DBLcJQe2jIf1wGiHta2LKMdG1R1dqD6nLoB1Ps334T5Sml5J7MYdaXWs7GMfkajkhHUPJD8R7SQAAIABJREFUuZRtN7KpvFX4RfnR6jVbltDaPeoQv/giNzdcp2WrlijcFeTEZRPUuuoU3z3cgzsnkqvdU15RHoHNgxzKBImAbyM/fLU+DuXzvpiHx0ceLJq8CG2ZjsgG9djw4wangc2JkweQmJjIwnlfE1vZyRZeIEJwRW0+++fnDBs+7De1ocrLy5HL5ahUqoe+ll6vp7C4gGihPb7YFtQVopZLHCdciMZV9CCZa+ipQIM7chQECqGoRA23uUqwtTbXE2/YNNvcPaks1eHyC0f3SnR4e3g5XFOtVvP9iu9Y8PV8iouLCQoKcmqu/X9w5MgRZH6+dgMbYEs+0LoFK1avfqCRTRAERo0axaj7WUR79+nD4bPncW/XBkEmw1xSQv6a9Zjz8hk4eDBdundnxttvs+Drr/F981UkGjXGjEysRiMVP21nUP/+nHt/BtY2tkQ+otWK9sQpfF1cadWqFTHNm+PRvStlh46gCAlCHRmBoJBTcTWRt997j++WLLF7Ww4ePBj5c2PxmToZuX+Vd4Lv04MpXrycCRMmIAgCzz777O8+l+UrVyJr38ZuYANwiY2heN9BrFod7sOGkPTlfE6ePGnfzEVGRlK3Vm0yDx/DtVtnBEHAXFqG8egJpi357WCP9999l70dO1KmUuES3RBjbh6VO3bz+quvPnYGNidOnDy+KBSKh/Zk2rp1K8f2naSxrj1SQQom8DeGMHH8RPr27Yurq+sD5x+A3NxcBHAwsAH4iTVIM96gXbt2D2wHUKtWLaZNm2b/22Aw0LVnT25kZyNEN0BITebrb79l1Xffs/r77xk4ZDCqunWp8cJkexvRaiXjk89RmUQkbZpQfj4Oibs7rs2aYC4qpnDTTyjr1rEb2ABcYqIp2rELtVaJVJDhQdVn3kIA48eMwcXFhWuuGszFJeT/uBZjbh6CTEbDqPpMe34qX82eS0p+Aq1atmLdnO9p0KABAD169MCg1dJFHGg79BFAjoJGlmac0e5j3pdf2u916dKlrN64EblCTrNG0ZRJBCSuLnj17I7MywtFaAgSuRyrwcDd9z7E1deP4cOH4+/vz+hx4ygGzAY9YTVD2XXsOLm5ufj4+NCmTZvfjXr4K/IfMbIJgnAQeJBy4T9EUdz2EO37AnmiKF4UBKHzQ9SfBEwCCA0NfcTROnHy+PHBjA8wmU0sem4RglSCXCrjgxkfPNB7IzIykvK6OtR+aoxaI12+6I5PpA97Ru5EE+pCo+dsGdSaTG7Koen78G3oh0xV/VVSfq8MqVKK1WLFpDORfjCV+iMb2D8//9VZtFnl9N8wCJdAVzJO3ePkh8foOrcnvveziOafy2VoyyHV+m7ZtCUnfzpF1NNV/YlWkdyL2cyc+5FDXZlMxqczP2XmRzMxmUwolcpfd+fEiZP7bNu2DV9TkIN+h1JQ4y8Gs2PHDl79lZh6XFwck8ZPJvF6IhKJhH5P9WPJssUOAsO/hUqlws/Hn9K8IjzuL3YVKDFhxCgaCBRCCcQ2h+eId8kmHYASCtHgRqmsiPbNbIeLL0x7geVf/UC9iqbIBQUm0Uia5gYvTHvhgdd2dXXF1dX1gZ85eXhMJpNDlk47MhkGo7F6+QPYuH49depHkvHp57i0aEb5yTO4tW1FwPixIAjEHzvJU4MGoYmqj9TVFu6iDK0JgKFJNEl37vDJjPd5+913UXh7I5qMBPn5s2vnTsxmM+lpaZgMelxiY/B+6kkA3Du0o/T4SfLPnGPYc2OZ8fobvP7aa7bECboKZN6Ov1+ZjzfGigp0Ot1D/W4qKiuReFfXXZMoFYhmM4JEgqJOba5du+bgMbF9yxZ69ulD7hfzUHh7U56axpuvv2735nsQ0dHRHN6/nzfefZe4OfPwDwjgg7feZvLkyb/ZxokTJ07+ymxYuwEfXZDNwHYfN8ETT5kPR48e/d13ppeXF0hs2q5KoSqEVEspUZH1H8nY8/3333OzqACPqRPtHsjKxo0YN2kS6cnJCAio64U7tBEkElSREejOxOEmCqA3UrJnHyW79iBxdcGi1eHbpVO1awlyOaWyUqiSBUUURUolhURGRjLmmWeYNn06erMZvzEjUNePxFxURMbmrVy9do2bd2488B5kMhn+vgGU5RfjQZXhsZRCaofZssFbLBZ69O5NYn4eijYtEU1mLm/9GbMogtmCIjgIRY0qU4+1shLRKrJx7VpkMhk9e/YkKz2da9euoVarfzeZz+PCf8RkKIpid1EUGz3g3x8a2O7TDugnCEIasB7oKgjC6t+53lJRFJuLotj8QXHSTpz83ZBKpcz6ZBb52fncvHqDnIwcpr0w7YF1J42bRPrOVGq0CKLR6MZ41/MmedcdDEV6AttVuW9HDo6i5ettKLxeQOr+FHIuZgO2F3764TQKrueTcyGLrUM2c3DcXprHNqci1SZ2rS/Vk7ovhQ4fd8Y1yA1BIlCzQyiNxsYQ/00cJaklXP7mEtkns3iqz1PVxjhmzBj0dyq5uvwyhlID2hwtpz48Tt2a4YwYMcI+jsuXL3Py5En0ej0SicRpYHPi5A+Qy+WIkuoyEqLEilwudyjLyMige5fuGK5K6WDuS2tjTy7suEzvnr0dhHANBgPbt29n5cqVpKen28sFQeCjmR+SrLlCsZiPRbRQQgEyqYwk5WWMoh6AMrGY2yQQTF1yxXukcwslanKV6bz97lsAvP/B+zw1og8XVIdIdD/DBdUhOvRug0wuY8GCBWRnZ//Lz8RoNLJgwQKaN2lBi9iWLFy4EONDGpAed7p06ULF3Xt2wWqwiVZbLlxixNChD9WHm5sbeRmZLPjkU2rnFqAJ8Me775NIVCokSiVuPbuhd3Ol8FI8pcdOOPy2JJV6rly5wjsz3sMtIhwQkVtFJFIpjZo0QePlhc6gR590u5rujVubVphy83Ab9ywffPSRPUlAg5gYtPGOiXF0ly5jlUrx9vWldYcOXLt27Xfv6ZnBgzFfuOiQJMFwLwNTQQHKWmGIoog5/W41LbfQ0FBuXL3Kvi0/8d2n/+RuSgofvv/+Hz7DFi1acPTAAbQlJaTcusWUKVOqhbA6ceLEyeOCQqlAFKzVyi1Yqq1Vfo1area5554jWZOA4f46o1wsIV11A1RSPHx8iGjYkGXLl1cT9f8163/6CVmL5g4h/sqwUGReniQkJBAYFIQ+Jc2hjSiKGFJSkSAgOZ9MG3M3uhr60tTUFonWCGYz5nMXEH+R+Eefkoo5P58ySSkH2cIpxUHSxSRuKy8TGOLPoKFDeWvObMxyGV59e6OsFYYu/gqGu/dwHdSf73/4geTkZE6dOlVtPSQIAu9/OINkzVVKxSJEUaRYzCdVc40PZ34AwO7du7mSkozH+GfRNGqIS2wMvi9OwVRUjLJWGGUnTgFgLi0jZ/EyMmZ9gUypZOTYsRw4cACw7UUbN278tzCwwV9Ik+0X9Trfr+fUZHPi5N/Eom8W8cZbb6DwUGI2mJCKUp4b9Ry7E/bQZlZ7ez1RFDkweg8vPfcSs+bMAg2I2F7YHWZ2wifKl3P/PE1tcy0mjpvIlBemUKNHMD6NfYn/9iL91w9yuG5+Qh5H3ziM2WhCkEqwGMw2l+Rmzfl5408O4qJpaWlMf2M6e3fuRaFSMGLECOZ8Ngc3NzeSkpLoP6Q/BSUFqDzUaLPLWbRwESOeGfGfeoR/C5zaONX5q885qampRDeIJkbfHo1gU2fQimUkqE6RlJxEUFBVmPaM92aw5ovN1DU2speJoki8y1H2Hd1L8+bNiY+Pp1f3XijMauRWJfnmLF6c9iKzPp9lNwKsWLGCj9+fyd2su0TUieDjTz9i/94DrF27BrlEgdlqwmK1YjDqUcpUWAUL7dq054u5c2jatKnD+AsKCkhOTmbZsuVsWrcZH2MAotxKPtms/HEFgwcPfqTnIYoivXo8QeKZGwRU2LzqcjV3iW7bgL379zgNGcCGDRsYN3ky6tgYrGo11quJ9OzYkfWrVz9y+MesWbP44vBBPO57nP0fRbv2Yikvx3j3Hi5NGuPZszvGrGwKvv4WuasrXi9MQebhjjb+MkU/bcNn6GCUtULR30mh6OdtIELgi5NRBFadtFt0Ou6+/zGKkBAk5Vo+evNNvl2+nLyiQirLtXh07YSqbh30t5MpO34S/4nPoaoVhvbsBSxHj3P7xg18fHx+fQuAzcPvib59ib9zGyG6IeaiYrRxF/EZMgh1/Xro9h0iSKvjSlzcH/6GcnNzbRuk1FQ6tG3LsGHDHiks+3HDOe9U568+7zhx8qgcPHiQYQOG00jX1u55Xyjmku5xjazcrD88VDeZTEx/aTorVqxALlGAFPRmI659eqFp3AhTXj6VO/bw6oQJvP/eb+vRPtm/Pxdc1bi1amEvE0WRki/mcXDrNt59+10OHDuCR89ueHTqgGixUrJ3P+rkVAoys2krPuHgTZctplPgl0GTVk05l5CA0KgBhqxsKhKvI5HLUQQH4dG9C4JUSv6qNXRo2py4+Eu4jn4GdUQ4mZ9/iUvTJpTtO4ynxA8RKLXmI1HKkVituIUEo8vOYcDAAaxYthzFfX1TURRZsngJMz+aSXZeNqHBYcz858eMHj0aURSJbdqMuyGBePZwDMHNX7MeS1Ex5vJypF6emPMLcIltgucTPRBkMipvJqFdv4nLFy4QHu7o0ffvJC4ujtXr1mE2mxk2ZAjt27f/l9dr/+qc8183sgmCMBBYCPgBJcBlURR7CYIQBCwXRfHJX9XvjNPI5sTJv5WDBw8yeNhg6g6NwLu+N7nncsk+nIlMJqPGk8HUG1ofi8HMte8Scct34dzJcxgMBlzdXek2rwcBTWsgSGwvM21WOduG/0RIw5oYK4yU55Qhl8spLytnwJYhaPyqNGMSvr/CjfXX6Lm4N551vDBVmrjw1TkKr+XTuHZjjh44+odjt1gshNcPJ3BQEBGDIhEEgaKkQo6/coRTR07RqFGjP+zDycPxV9/sCILwBDAfkGKbbz771eevAhMAM5APjBNFMb1aR7/gcZhzli1dxvSXX8FfGoSISL4lm8VLv2X06NEO9YYOGsr1n9MIEmo5lN9xu8Lnyz5h8ODB1KpZC8/sYAIFW3ifUTSQ6HKGNZt/5IknnvjdcWi1WoqKiuy6aRaLBdmDQhN/xeHDhxna72mide2QC7YFZJlYzHXNObJyshwyOv4RR44cYWi/YcRoOyARbAYjq2jlissJtuzaRKdO1UM6/o6kpqayes0aSktL6dunD506dfqXFrQ7d+7k2Vem4/5ilSeWKIpkz1+Ea4tmVN5KovL6TSRyOYLVSnTjxtytHYp7W5vGZsasOfgMGYg6omoxr7uSQOHP21GGhuD/7CgEqRRRFCncuAVjdg5efXtTkXgN7amzePbuiXuXTphy8yjauRtjcipSuQy/qZNRBAbY+yxfv4l3hg7j1Vde+c17sVgs7Nq1i9379iKVSLmamMiZkyeRymQMefppFs6di7e392+2Bzh//jzdn3gCZaMGWP18EW7fwccicvbkyYcKyX4c+SvPO/+OOQcej3nHiZNHQRRF3nrzLb5dtBg/amCRmSkRC9m+c9sjzcs6nY6CggJef/ttjlSU496ti/2zh0kgs23bNp6d9iIez0+ya3Bqz8ehORfHvp07ad6kBbX1DbmtvIHeVI4AKBQuvP3Wq8z/YgHNKxyNVlqxjHsB17mblc6BAwf4YeVKNm7ZjGvLFrjExmDKy6dk3wG8+jyBzNsb04YtCKE1cRv9DAA5363AmHiLFtbO9uzs5WIJFzhCwOvTUNUMwarXU752A2N79OLLOXOq3ZPZbHZYax06dIinnuyHrHFDfEcPc6hbuvR76rq6cenSJawWCzIPD4I/eNdh/i/ftYcxjWMfeK1/Bx/NnMkXC+ajbNEcUSLBfDGeMcOeZuG8+f9Sf3/ZxAeiKP4M/PyA8izgyQeUHwWO/tsH5sTJ/xi3bt1i06ZNWK1WBg0a9G8zFomiyAvTX6D5P1oS0t7muRHctiaJngqCc2sgL5OzbcAWFEoFzzzzDLNXzkYQBORyOYIg4F3f125gAxCkAlKFlE7fdgXg7tE0Er+6yvSXp/Pj66uJGtcQv2h/7h5J49qPCTQYE41nHdvmQa6W0/K11mzuu56LxZdISUmhTp06vzv+48ePY5SbqDe4vr3Mu54PdQeEs2T5EhbOW/hnPzInf0EEQZACi4AeQAZwQRCE7aIoXv9FtXiguSiKFYIgPA/MBoZV7+3xYuKkiTzV7yl27NiBIAj069cPf3//avVatWnFhX2XobKqzCJaKDTlEhMTw7lz5zBqzXYDG4BCUOKvC2X5kuV/aGT7tW7awxjYsrKyeGHKC2h1Oi5xgiAxjBDq4i544SXzY//+/Y/kzXbq1CncK3ztBjYAiSDBXe/DyZMnnUa2+9SuXZsZv3Pa/7D07t2bGjNmkL3pJzRdOoEgUHr4KFaDgZIDh3Br0Ryfgf2xVlRQse8g6RkZyBpFASBaLJhy81CFO2YnU0dGYNFqEU1m7r4/E3Xd2ujv3kOiVlPjxeeRumhQh9dFolBizMlFEAQUgQEETniOkk0/YbyX6WBgA7AGBnIzKel370UqldKvXz/69esHwJ07d9Dr9URFRT1Usg1RFBk9fjyqfk/i2jTWVtaxPQUbf+KTf/7zP7ZhcfLn4JxznDj58xAEgdlzZjNp8iT279+Pu7s7/fv3f6RDNAAXFxdcXFyIv3oF5ZO9HD6Te3sjd3MlPT2dqKioam1v3rzJ6pWrsZSUk/nRp7g3aohEp0NaVs76LVt4dtxzqPVuBAghBBhDsIq28NZMfQopd1IRBSs6sRwXoWrMheSg01fYvOh79eKbJUtwa9Man0H9AVCH10UZFkru4mWEzHiHnLw8fOvXqxqzjw+e1iC7gQ1sWnV+QjDG1DRUNUOQqFRo+vdl6fxv+GL27GoHYr9ea61dvY5AYxj3riRQ0aIJmvqRiKKI9vxFTFnZHM+6iEKhYPPmzUybU70//HxJSf/tswKTycSNGzfw9PT8/9bST05OZvaXX+Lz+svI3G2JsCzt27LiqwU8O2o0zZv/585nHq80Dk6cPKbMnT+XFu1asuH6RjYlbaF91/Z8/MnH/5ZrFRcXc+/uPYLb1nQoD+tZi7PnzrJlwxb0FXrKistY8s0SPDxsL3KpVErvPr25ua5qvSiKIokrrxLWrba9LLRzLVQ11Ozau4uSe8Wc+uA424ZugVMioWGhBDZ1zJEiU8lQ+2rQeKnJy8v7w/EXFhbiGlhdmFoVoCGv4I/bO/nb0BK4I4piiiiKRmx6n/1/WUEUxSOiKFbc//MsEPIfHuN/jcDAQCZOnMiECRMeaGADGD9hPEZXHSmS61SKOsrEIm6pL9KjZ3ciIyOprKxEJlTXRpEhQ6eteECP/38UFRXRomlLKpMtNKUDEUSTwz1ucdle51G9qwIDA7Goq+uvWVRGAgMflM/Jyf8PUqmUk0eO8HSTWHK/mk/Wl/NBIuDSJAZVndq203svT1vIzJgRaEtKMMVdsunmSCRIPTww/kIfDmxaaAo/X7z79cGq19MhKASrroKgN15xzP7ZtAn65FTHAXl7YSoqdNBWA5CkptHiV6HKv8WtW7doFBtLbOvWtOvRnbC6dTl27NgftsvOzube3bu4NImxlwmCgLJVc1atXs0nn3zC5s2bnfqAfx2cc44TJ38y4eHhTJ06lVGjRj2yge2XRISHY7yX4VBm0ekwlJRSo0aNavXv3LlD65ZtuLItiejy1kQYGmJMSOKpVm3ISEtjxscfc724mEpl1ftZIkiQCBJMCgNhtUIZMGgA8cJJCsUcDGIlGWIKqYrbWN3U7Nu3D4DEGzdwadrE4drK4CAkKhXa+CvUCK1JZcI1LBW214ZUo0Z234PfIOq5K94hTbyJiIjVZLL3IfP0pEKrxfKrue1BCALIBDmNTS0pXr6OrA9mkfneJ5T+tJ0P33sPlUqFRCKhVatWlCfdxqrXO3Zw8zZdf5Hg55ds2rSJwJAQ/h97Zx1YVfnG8c+59+6uk3XAxhixMZDuLukOkW4kBEUQCUFaAWmku0QQRneNHjlGjVx3b3c3z++P6XBuwEDwh3o+f+l73zrv9DznPOd5vk+9li0oU64ctRo0+EsaugcOHMCsXNlcBxvknInyo3Ls2VvYUgDvBsnJJiHxgfPs2TMmT5lMk7UfU3FUFSqOrEzTDc2Zt3Dea8WX3wYzsxxhNXVq3ptkVlwWtq9IbdHr9VhZWnFny20ODzrAzRXXOdR3H+Hnwqgw5MXLiEFnIP5ZPGZ1LOh0uBtdT3xK1S+rE/rwIfXq1CPsVN6vHanPUlAlqshKzCpUae9atWoReS0CVdKL8BpRFIk+HsHHjV4dOSPxn8INCP/Dv0f81vYy+gOH3uuO/mHY2tpyOegyNbtW4r7NFaJdHzHk6wFs+3kbADVq1CDDkEa6mJI7xiAaSDSPokv3F6L4Wq0W7R8e/t6WlStXYpRmio9YHgvBGjvBkQrUJpZw4sVoknXxNGnS5I3m7Ny5M+nyJGLEcERRRBRFYsQw0hXJdC6ksL/Em2FjY8PyJUs5eeQoJkolpj4+aOPjMS2ZVyxZUCiw9i2NZWYWaavXk3E1CGNXF+LXb0ITHQPkONgStv+CcXFPYletw9y7OGV8y2BsZISoymvjdImJudVLAUSDAULuU7K4N2mbtqGOjEKbkEDq3n2YpafnFtl5FRqNhvqNGxPr4439xHHYfT0GXbPGtGrXjqioqFeOVSqVGPT6PA4+fVo68Zu2kqE0Yv7Z0wyZNJEy5fyJjY197V4k/u9INkdC4gNlwldjyT52EtX9hzmFaZKSydi2k1atWxMQEMDJkycxGF4UWpj+3QwcstwpJpbEXLDEXShOeU1tdv2ym+DgYC5euoRd355oTAw851Hu80OiGEucIoL+A/rjUdQDmZ8n9xwfc9HkFOE+mTgOH4iidClu3copvuPm5oYuMSnPXg1qNbq0dFRHTzBr2nT69+1L6uKfSDsbiEGjIYbnRInPuWB0nOgKMuLr2JBgkoA2Jja3kEPmzduUq1SpUBkC3Xt0J9EsCktsqKNtRvmUjyiVURqlIGPQoEG5/YoVK0aP7t1JXbmWrJB7ZD97TurO3VikpdGnT5988964cYN+gwdj0qMbtl+NxnHyeB6YGNGibdvXFpx4GSYmJlDA86Sg1WL6N2uZSk42CYkPnL1791K0gWee6CzTImYUberJ7t27Xzk2OzubJ0+ekJVV+KgRExMTunTtwq1FN9CrcyrbZKdmc2fZbUYOKbgiKcCsObM4dzeQdr90omTH0ui1etCDDBlKyxcCpE+PPcHMwQy/Xv7IlXJkchnFW5TAsYoTHq4exJ+O5cr8S8QHx/H44COOjTiMkULBzOkzMTc3f+n6v+Pi4sLoUaM5PfQ4oQEPCTvznPNjz1JEKMInn3xS6HOQ+NdTUEhTgVZdEIQeQGWgwPwsQRAGCYIQJAhCUHx8/Dvc4oePh4cHm7ZsJCE5gbDI50yaPClXSNfMzIyVq1cQYnqZx7I7hImh3DG/SOlKJfn0008JDw+nVfNWmJuZY25mTqvmrYiIiHjNii8n8Mx5LFV5PwQoBCMssOaB8hobNm144y/d1tbWHDt5DJVnAtfMTxJkdgKVZxLHThzD6g9fSiXeLWFhYYwe+xV6rZakHb+QGXSd7MdP8vQRDQbUkVFsXreOT+rVJ2XPfvTxCcgFGVHzFvLsy6+JWbYCUadDl5BEkQ5tMa1cgWfhEbTv2IGMPfswqNUA6JJTSN27H1laOulXgsi8fYfU1evx8/DgYmAgAz9ujmHbTjJXrKVtcR+unL+Qzx4ZDAay//QF/9ChQ2gtLbCsXQNBJkMQBMz8ymDi78eGjRtfeQb29vZUqVaVzFNnc9uSAvZj5lsGly8/x6ZVc6yGDiTV3Y2RX3zxV45b4u/hndmc3/r8Z+2OhMS7pnbt2mxZtw7j46eIGj+JpB8X4yjCgUOH+Gr5UjoN6E9JX1/Cw3P85JcuXMJWnzfK30ywQJelo3KlyujMzZAZG+M4chARzgmcNTpEoOII94yC2L1nF56enpQsWRIzmQyXCV/iMec7HIcPxLhYUWRR0bkVOL/6/HOyj55AG58A5FTvTtz5K8bGSpbPn0/vXr1YMHcuP69bR1MzS9ziEjEIBu4pbuD0+RDs+3THrlM73Cd9Q3boI1JPnib96AlUAQdYMn9+oc6mQYMGdO/zCTdMz/BEEUKcaRhPTUPYtGVjHkkPgJ+WLmXml2NwvnELs8PH6VujFkEXLxX47LVo2TJMatfAuFhOiqigUGDZrAlPwp5z+/btN/sD/kb79u3Junsf9R+iErVx8ahu3KRbt25vNefb8n/XZJOQkHg1crkcUZ//OUzUiy/VdRFFkRmzZvDDvB8wMjVCnalm6JChzJo+q1BaMEsWLOGTXp8Q0P5XinjaE/8ojv79+jN06NCXjln601Iqz6yGmb0ZxZt5QzNv0tulcaBHAKeHHadYWy90Kh0hq4Nxq5s/A8KsuDkpqSlcv3KdKdOmsP+7/Wg0Gvy8/ZgxdcYbRaBMmzqN6lWrs2LtCtLS0/i840gGDBjwn67IJpGPCOCPOdHuQL7QEkEQGgMTgHqiKKoLmkgUxZXASsgRoH73W/3nEhsTi06vI0kWi17QYzDomfjtBERRpHaN2ihjraily5FffXDsMbWq1+Lh44evrQxWECVKluDBiac5kuG/IYoiWmU2+w7so3Hjxm91DZUqVSL0SSgPHjwAoFSpUlJV0feIwWCg0cfNSCnhjcu0yQhyOek3b5G4ZTsmXp5YVK2MIVtN5uGjlPIqTqlSpVi3aROOg/vnPqxnhtwlfsNm3L+dgPwP9/30LTuo1bUbQwYPpkffvhyZPgdT+yKkReWkp8gUCtL27KNoUQ9GDRvOgAEDMDY2ZvbMmcyeObM4v9keAAAgAElEQVTA/Wq1WsZPmMCKlStRZWZSonRpFs+fT5MmTYiJiUFWJH8EuMHOlvDIyNeexdb1G6jXuBGp9x+gcHYm8/pNPKbm1b4zb1ifPdNmIYqi9N/lh807szkg2R0JiXdNmzZtaN26Nenp6axfv55vly7FYcJYZEoloiiSevwk3Xr14vypUzg6OpDwOBVrXtzftaIGNWo88eV57CP0mVkY2dvj/PUotAkJpB86yqBGTXLfZzp16sS4CRNIO3YSi7q1QBTJOH0Os2x1rpZn69atmTJ2LJOnTsXEzo6sxETq1q3LjmPHc+V6BEGgadOmPHv+nEPnzmLTqS2ZN29j7PHiXUtuZopV3drIrl6nZfPmjD1/Hl9f30KdiyAILF6yiAED+3Po0CHMzc3p3LlzPsmMx48fM3DYZ5w9eQqZTEaLVq346ssvX1qFOywyApmzQ961ZDKMHRyIjo6mfPnyBY57FQ4ODmxat46efftiXsIb5DIy7j9k8YIFeHt7v36Cd4jkZJOQ+MBp164dX08cT6mepbEqmnNDzYjOIOzYMzpPKzhdaflPy1m6aRmNVjfF0s2KzNhMtn27HUsLSyZNmFTgGL1ez/r161m3ZR1arZZuHboxd9ZcYmJi8PX1xcHBocBxv5OckIyFS94vGubOFujUOqaPms6ugF2YmpjSbVIXps+fgUFnQKbICaYVRZHES/FUH1Mdd3d3Vq9Y/abHlI+WLVvSsmXLvzyPxL+Wq4CPIAheQCTQDciT/yUIQgVgBfCxKIqSoN8bcuPGDSaOn0QlTX1MhZyon0RdLB3bd2Lh4gXo0wQ89aURyXEOeBpKcy/tCnv27KFr1zfX+h42/DPWrl6LudYae1zQoyNM+QC/cr5v7WD7HUEQKF269Os7Svxlzp8/T0JWFjaN6uc6jSw/Ko/23kMUF68Q8WsAcrmc9h07sGzRYn7++WfMfEvnOtgAzP18SS1ShKTV67Fs0QyZuTlZFy+jC33E7LlzmTBpEjXr1CZg1y4WLlnCeXNzLLt0RG5lSfaz58Rs2kapUqUK5ezt3b8/uw8fQqvTgdKIh8+e0qJNGw7v3092djYpt25j1rYVst8iPEWDAe49oGGP3q+d28PDg9C79zhx4gRhYWEMu3b9LU9V4gNAsjkSEh84giBgZWXFqo0bMW5UL/e+LQgCFg3qcWPKDKKjo3n89AkJJGAuWmEjFEEjqrlrdBNT71JERERgm2VH9PcLEKzMEdVq5GZmmKSl8/mIEaxdu5bx335LQkwMVnZ2OD55xuMjx5DJBBo2acrqM2dyMwIAvhg9msGDBnHv3j2cnZ1xdy9YqnHuwoWYtPwYgyobQVZwsqKzkyNHjx3j0OHDdO7YkWlTphS6UnX58uVf6vhKT0+nZt26GKpUxH3mVESdnsATp6jToAH3goMLDPBo1qAht375Gf6gO6pLSyPj+fO/VKCgQ4cONGzYkIMHD6LT6WjRogX29vZvPd/bIjnZJCQ+cNzd3Vk4fwGjBozCo25RBJlA2JnnTP9uem448Z+Zu2AuH42piKVbTjqTuZM5FcdVYcGIBUz8ZmKBX7t79u3JueBASnQviYmRGYt3LWH3vt2cPna6UNFvNevU5Nmxp5Ts8OJF9Nnxp1SqXonevXvTu3fOC4Uoihw5cYTzY89Ssldp5MYKHu98iJXBivbt27/NEX0QhISEMG/hfO4+uEvFchX4ctSXf/tXE4nCI4qiThCE4cARQA6sFUUxRBCE74AgURQDyEnVsQB2/vb/TJgoim3+b5v+h7Fh3QacNB65DjaAIoIT8YRx6NAh9Bl6LovHSScFE9EMD0pglG7Knj17iImJoVq1alSrVq3Q0Tk+Pj7s3b+Hgf0G8SjmFnqDgSaNm7Bu49r3dYkS74GYmBiUDg75/u5GXsWoUbQYW9avR6FQYGSUU1QjKysLCnCGmZYpRWWZEY8PHyczIwMHGxvinB1Rtm6Jk60Nt6/doEOXzqjVGpwnjkP+W/qniWcxtM0aM/OHH17rnA0PD2fHzz9jXqUi9nXrIGo0JB86gjYmluZt2mBmXwSZvT3Ri5Zh06wJMqURmotX8LK1o23btq+c+3fkcjlNmzYF4MSZ0xw7dQarNq1yf888eZq27dtLUWwfOJLNkZD456DKykL25+wXuRyZkRHXr18nOyMbb8pyg3MIciMM6LGoUAH7zu1Q3b1L2tZ9IMiwadQAhZ0tyQcOk5kchbu7O4KxMfbdOuPhWxpNZDRPt+1g4sSJjB837qUfdszNzV/reEqIi8PCwQGZqQkJ239GHR6RG82mz1KRfiaQ506OWHXrhEwuY9vZ85ysV49b167l2tO3Zdu2beidnTByd0N17wEm3l5YtmpO4pKfOHLkCC1atMg3ZvCgQSxbuYK0n3dhVPEj9GlpaE6e4YtRo/+yU8zGxqZQuqnvE8nJJiHxD6B/v/583Oxj9uzZg8FgoO2itq8scxwTGUO14jXztFkXsyYlKQWdTpfvZnrz5k0OHztM8x2tUZjk3BZcqrlxatAxDhw4kBu2/CrmzZ5HgyYNyE7IxqGCI4nBCTza+ZBD+/Lq9gqCwJ5f9jD/x/lsWLIBrVZHp3Yd+WbLN3m+3PyTOHfuHK3ataJEl5LYdS7CxRuXqVStMmdPnqFcuXL/7+1JvARRFA8CB//UNvkP//zXwp/+42RkZCDo5fmUiOSiAo1GQ4IYS1mqUgRnMkjlLkFkkUHW3nSu/HqTZMU0qtaoQsCBvfnuDaIocuHCBQ4dOoS1tTWffPIJ7u7uNGjQgNAnD4mJicHMzCw3nULi70ev13Pnzh2MjY3fKMW2evXqpD8MxSQrC7lZTvVPURQR796n6ZChmJqa5unfokULJn73HWZNGyH/TR/GoFKhDw5h5v4DVKlShZiYGLx8fHCaOA7Zb+Ot6tQiLS0dzaXLuQ6231G6uvD06uujxtasWYOyqDv2nTvmtjn170PEjDlga4OielVcalQj4/JVUk+dRhcdyxfDhzPl22/f6qVmwdx51KxXl9SfVmPwcEcWHoGV3sCizVvfeC6Jvx/J5kj8m0hOTubRo0d4enq+NtvlQyAzM5OfVqzgl717sbK0ZOiAAbRt27ZA29ShTRvWnD2N0sOd7IePyH78BH1GBnY2NtjY2KCUGVMEJzBW4vLNl8hMTZD95iBTurqiRoX751+hsLUhI+g6hsdRlDPU4KnyEbIOtbD4rWKoibcXjgP7MWvOHCaMH/+Xrq9GzZpcvhWMVf062HfrQsyyFZj5+SIzNUEbfBeZAHaD+yP7LXDCqHMH4pavIiAggI4dc2yYXq/n7t27mJmZvVGgQOCF8ySHhqKIj0duaUnCth3YNG2MzN2N0NDQAsdYW1tz7dJl5v04n70HD2Jna8eoHxfQoUOHv3QOHwqSk01C4h+Cm5sbw4YNK1TfCpUrEBEYTvHmJXLbIi9GUNK3ZIEP9ufOncO1lnuugw1AJpfhWMeZ02dPF8rJVqFCBa5evMq8BfO4seMGH5Upz+bAjZQpUyZfX2NjY8Z/PZ7xX/81g/Kh8PmYzyn/RUW8mhQHwLWqG0o7Y776ZixH9h/+P+9OQuL/Q/uO7dm7cx/uGd7IhZyHumwxi3htDFHhjpTiI+wFFwAsscFfrM4VjlNWVR2ZIMOgNhB8IYgFCxYwduzY3HlFUaRXj94c2HsAmywnRKWeqd9+x8bNG+jQoQOCIODi4vJ/uWaJHI4fP06Pvn1QA3q1BjdnZ3bv2FGgPfgzHh4edO/Wjc0Ll2LdvCmCmRmph49hmppK8+bN8/UvVaoUI4cNY+nCZRhVrQQyGbqg63Tv1JkqVaoA8ODBAyw93HMdbL+jKO6F/vxFNLFxKJ1eiFhnhdyjtKfna/f6NDwcs7Jl87QJcjkmPiUQtVqynz7DqlYNLGtUw7JGNTJ27KK4l1dOFe8CUKlUbN26lWOnT1PM3Z3BAwdSvHjx3N+dnJy4H3yHgIAA7t69S5kyZWjbtu1fjkKQkJCQKCwGg4Evxn7FypWrMHN0ICsujs5durBq2fIP9mN5dnY2terXJ1yvxahyJfRZWfQZMZxBly/z/axZ+fqPHzeOXwP2Ej5pBjK1gLPOlUzSSDJNRaPRoEZFNlnIDKDPyEBh8+KDXlbIPWRGShS2NgCkHTyOn/YjbAUH7nAdhxLF86yldHJEa9ATFhb2lzJg5kyfTs26dUlTZ6Ms6YN13dqknTxDvdq18evRg60hwbkONsgJetB7e3Ht+nU6duzI0aNH6dW/H9kGEV12Nt5eXuzeseO1ezIYDAQcOIhd65ZYVsuxubqUFKIWLMXUyAj/Sf4vHVukSBFmTp/BzOkz3vq6P1Sk6qISEv9C5kyfw+3FN3mw8x4pT5IJDXjItZlXmDtrboH9nZ2dUUVl5mtXR2Xj6uxa6HV9fHz4aelPXD57mTUrVhfqheqfjkaj4fb12xRr4Jmn3bOJF+fPBf5f9iQh8SHQvHlz6jaqzR2LC4SJoTyT3ee22Xmmz5zO06dPsSavGK6ZYIEMOVpytL5lggyXLC/WrV6fp9++ffs4EnCUjzLr4o0fJTTl8FNVo0+vPmRm5r+PSfy9hIeH065TJ4Q2LbH9ajRFvvmKRL/SNGzaFI1GU6g5gkNCMLIvQsqps8Sv3Yg+PQOVtTWl/PyYPit/AYJZ06dzaPduuhQrTkcXd37dtJnlS5bk/l6iRAkyIqNyq4n+jj4sHAtzc2JXrCYzOARtXDzJR46ReuIkZwMDKertzcTJk1CpVAXu09/XF83z53naRFFEExGJITsbw58re6tUL61Km5qaSsWqVRm3aAHHtdmsuXqZcpUqcfTo0Tz9jIyM6NixI5MmTaJTp06Sg01CQuJvZf6PP7IhIACHcV9gNfIzHCeMY//Vq4yfMOH/vbWXsm3bNsJVWVj17oFZWV8sq1bGeugglixdSmQBRWhsbW0Z0n8A1lpzauga4S34UU6oQQlVOXp92puVa1Zy3/Qa1qINcT+tIfNWMNq4eFJPnSX5wCEMGjWiLqcKkyY5EWty0h/NBEvUz8LyrKVNSASdgVu3bhW49ytXrtCkZQvsXVyoVKMGe/fuLbBf2bJlCbp0iVYu7sj37Cf99DmsintxOyaaNevXo330ON8YRUwc3sWL8/TpUzp27YrQthV2477AYdLXRHl60KBpE/R6/SvPdu7cuWSKBiyqvkhnVdjYYFWvNkqZjAYNGrxy/L8VyckmIfEvpHbt2hw/dBzHJw7cnnwDy5tm7Nu976WFAFq3bk3G8wwe7QtFNIiIokhEYDiR5yLo2bPn37z7fxYKhQJTc1Oy4vO+TGVGZ2BbpHBiohIS/0ZkMhk7d+9k3fY11O5TieZDG3Lq3ElGjx6Fn68vKSTk6Z8ppiMCRrzQJJEhQ6/L+4C3ddM27DJckQsvIm+tBFus5XacOnXqvV7TPwm9Xk9QUBBXr1597UPyu2Td+vWYflQe01IlgZxqYRY1qqGztODw4ddH9t67d4+7D+5TpG8vRLUa29YtcJ8wFpeRn+E47gt+WLSIY8eO5RmjVquJi4vjI39/Rn/+OQ0bNsyTAuTm5kbrVq1I27oDbWISol5PRtB1si9cQpudjXWjBqSeOk308lWknbuAeflyOI0Yir5DG5YfOECzli0RxfwFHPv07o3u4SPSzl9C1OsxZGeTvO8ghmw1qkePkVta5vZVPQwl+9nzl0aGz50/nzhzUyz79caqZnWs2rTEsnsX+gwYgMFgKNTZS0hISLxvFixdilnrFrn3N5mpKWbtWrFi5coP9l518NgxZP5+eeyC3MIcy1I+nD9/Prft/v37nD9/nszMTHZu+wUXjRcyIcddYhANiIgkJSVhMBi4djOIvqM+pXaFilhcuIxm/WZqCnJuXL1Kw4YNSd+7H4NajbGdAynEA+Cl9iZ5516y7j1ANBjQREWTsGoj5vK8kgW/c+XKFRo2a8YNCzNMB/UjwrcUPQcPYt26dQX2L1myJDO/+46kpCQcPxuEzdCBWA7uj3XfXmTExJB64DAGjQZRpyP9zDmE6Bi6du3K6rVrMa70EaYlc7S+BZkMy7q1yZTJOHHixEvPVafTMX32bOQ21vnSbhUWFlSqVPE/qxcqpYtKSPxLqVKlCgG78n/t0Ov1BAQEcOT4ERzsHejbuy/FixfnxJETdO7emXtr7iA3UmAiNyHg1wCcnJzey/6Sk5MxGAwvLe38rvn9Beld3+xlMhkDBgwgYP4+qk2tiZGZEepUNbcX32T4kOHvdC0JiQ8BjUbDw4cPKVKkyGvTMmUyWYGVfqdMn0LLZq2QqxTY40w6qdwTgrATHXMfaEVRJMbkOb3/JF6rUMgRyf8gr9aq2b59OyqVirZt275V2opKpWLRokVs3bgNuVxOnwG9GTp06D8uWujixYt07NYVlZhTudVIb2Dn1q3UrVv3va8dFRONwTa/Fp5ga0tsbGzuv4uiSGRkJMbGxrl6PqIoEhMTg6m9A9qoaNDrsaxZPXeMwtoaZZ1aLF+9miZNmgAQHBxMo2bNEG1twNaG1DFjkAsCtra29O/Th4nffIOxsTEb167l6wkTWLVgCVkZGVSoUoUlBw/ySe9eaFxdcK01jIwbN0k/dwH77l1zbYWy5yfcnreQwMBA6tSpk+ea7O3tWbNiBb0GDiRx968ggmBsjMzUFKXCCF1wCBlZGxC1WnRx8QTs3o2FRd4q3L+zOyAAZZ0aeWyUSUkfkrR7efDgwX8iMlxCQuLDJyk+Hoc/PbsrbG1RZWai1WoLVZX57yQ1NRVzExMMURH5ftMlJePg4EBkZCStO3Qg9MkTjG1tyI6Lx9HOHktyZASSxDjuKK4hs7dF4VaSfp99RtOGDfl561YUivzulF+2baNH376c+G4WgkxOCFfxE6tggz1Fs4vxbN0mDGo1RkamuOjcSTBOyVdoRxRFxn87GZNmjbH6zQ4aFbFDYWPN15Mm0rt3b2QFVBGdPXs2itIl81TcNvH2wrZ8eewjongy6TsAqlSvxrrTp7GwsCA8MhL+VGVUdf8hGcnJtO/cmTJ+fkybNCmfZENwcDAyM1O00TFo4+IxcvzNlhsMZJy/SLeJk9BqtQQEBHDnzh18fHzo0KEDJn8uKvEvRIpkk5D4D6HRaGjSvAkjJo/kmtEN9j7aR4UqFdi7dy9ly5bl7q27XDh5gZP7T/D80bP38kL29OlT6jWuh1tRNzy8PKhWuxp379595+v8zqNHj2jZtiVKYyUWVhYMGDyA1NTUd7rG7Bmzqe5VjYB2uzk9+AT7O+2hdc1WjPlyzDtdR0Li/82GDRtwdnShfs2GlPDy4eMmH5OUlPTG89SpU4fdAbtQlNMQqDhArOtjho8dhtoynVDTmzwV7xNicYkiPtaMHTc2z9hefXuRYB6JVnyRepgsxpOkSiBwSxCj+n+JX+myxMXFvdGe9Ho9jRs0YfHU5SjuWkGwGbPHz6V92w4FRjF9qKSmptK8VSv0TRtjO2YUNl9+jtC6Oa3atSUxMfG9r9+ofgPEu/cR/xDRYFCrSQ0O5mpQEIGBgVy4cAEfP19K+ZelaHEvatWvT59+/bCwtqZxk8YkhT1H9egxMnPzfB9GZObmpKSmADkvIe06d4YGdbEc3B/LLh1xnTweg7UVKn8/lu7dQ9vfBJ2NjY35ce5c0lNS0Go0XLt0iRo1avD5sOGoDhxGn5GJJjwC0zJ5izQIMhlGPiW4du1agdfbvXt3en36KVZOTlg3rIdllcqYKY3o37cvsVFRrPpuGhvnzScmMpL69eu/9NzMzM0w/Dkt1WBAl52NuXnBUQ4SEhISfzfVa9Uk82be1Mas4BBKly37QTnYMjIy6NK9O85ubvyydy8pp8+ScuwkkOMESj93HnME6tatS6v27QlzsMN+wlishg/BZthgopMTea68zxXxJLe5CKKIISsTixrVsB8/htN3glm+fHmBa9vY2LD/118Jf/qUm1evsHH7BrJKJHBOvp8Y5XMUGhFPSuGGO0kmUaxcvSJXSuDatWvUrFcPuULB6VOnMCtdKs/cxsWKkpaWXuCz1549e1j500oEC8t8v+lNjPFwdeXc6dMkxsVx/tRpSpbMiThvXL8+3HuQ+6yTdfce8Zu3Yd2qOUXGfE54aR+69OrJ7t2788xpbm6OXq3GtnVLohcvI+XocdIvXiZ60TKM0jNo1qwZ/r7lGNF3FBun7mDckG8o6V2S8PDwN/pbZmdnEx8f/496FhP+SZt9GypXriwGBQX9v7chIfFBsHLlSmasnkndBQ2QKXJ87Akh8VwcG0h0RPR7M44qlYqLFy8ik8no0acHLq3dKNW1DIJM4FHAQx5vDOXxg8dYWuY3Cn+F5ORkSpctjUf7YpTsWBptlpbgFTexTbbhwtkL7zyqLSoqiqdPn1KyZMl/RKWlv4ogCNdEUXx1TfH/GP9mmxMYGEirZq0pnVUZS8EGvajnmfIuXjXcOXH6+DtZIykpic2bNxP2PIwaNWvQpk2bfFFkoigyauRo1q1Zh73BhSxdBgn6WMpRgyJCTuTtY8UdanWuwqYtGwu99oEDB+jXbSD+GTVz7w0G0cAN8zMcPL6f6tWrv2aGD4M1a9Yw/qflWPT8JE97+rafmdKjV6EL6LwtqampuHl5YXB0wKpBXUS1huRDRxAMBswrlEd74xbq9Axsu3XCrJw/ol5P2rGTpF24iMvokcgtLci4dIXEgAMIMhmuX4xA6ewM5Pzt09Zu4LtBQxg2bBjBwcHUbtoEu6/H5LmfZ1y/ScbVazgN6EPi7LmcOXyEChUqFLhfg8HAqC+/ZPWa1cjNzDDYF8FpUP88fdKWr2LN7Dm0bdu2wDlEUeTLMWNYvmoVOp0WhUzO0KFD+X7WrAKjHApi/fr1jJ4+DetB/ZCZmCCKIqnHTpB6/BTt2rZl6cKFOP92Dv9lJLuTn3+z3ZH48Lhx4wZ1GzbEuFZ1lN7F0YZFoDp9ln27d39Q+lut27fnYmw0Fm1bITM1JfvpM2JXrMHc1gZBb8DV0ZGAXbtQq9XUbNSQIuO/QvhDZFja6bOkBRzGU18aD0ogIJBIDHeU13GZ8CXamDjsrwQRHFTwB5g/s3PnTvoMGIBJeX806my0Ifcp5ePD7l9+yS0u8PjxYypUqYLxx02wqFyRqIVLsW3WGLOyfrnzaBOTSF64lKS4uNyIfVEUWbxkCWNGf0VxfWmeWDzDdfLY3IqnBpWK8OmzsSjrh/5hKGNHf8HkiRNz51Sr1VSpWZNIAZTVKpO4aw+2rVtg7v+isE/WvQdYngkk9E+BEf4VKxJTvBhKL08yrgShS8+AsHBWLFjAqROnObklEG9t2Vwb/Ux+n9JNPNl3cN9rz0ylUjF81Ci2btkCgoCDoyNLfvyxUAX53hVva3OkSDYJif8QO/fuxLOdV66DDcDezwFzFwsuX778ftbcuRMXDxf6jelH5/5diE9KwKmyM3KlHJlCRskOpbHxs2X79u2FnlOtVrN06VLqNq5L4xaN2bp1a4E6EBs2bMC2fBH8evljZG6EmYMZVb+pQXDoHbZt2/YuLxMAV1dXatWq9Z9wsEn895j/w3xcVF5YCjkVs+SCHC+NL1euXOHZs2fvZA07OztGjhzJ3Hlz6dixY4FpmoIgsHDxAi4FXWT4zEEkiDFUo3Gugw3AXevN7l935xv7KgIDA7HIsM3jrJEJMmy0Dly4cOHtL+pvJiEhAb1VAV+xrSxJSEgoYMSbkZmZydq1a/lq7Fi2bNlCdnZ2nt8XLV6MslhRTEqXJPX4SdIvXsakRHFEuRzr5s1QVCiPcXl/zD8qjyCTITMywrp5U+RWVmiiojCosrGsUwu76lWxtbYmZuFSUo4cI/3yVWIXLyfz6TPOnD/PgwcP0Gg0yJXK/NFuSiNEnQ5BLse0RAlu3rz50uuRyWQs+vFHwp485ZcNG1HGxpEeeBFRp8Og0ZJ+7CRmGi0tWrR46RwHDx5k1aZN2A7og8fs6TiMGcX6g/sZ8/XXhT7XXr160blJU+Jn/kDsyjVEzvyBjKDrOI8cxpmkBGrVr4dWqy30fBISEhLvgwoVKhB06RKtXdyxP3+ZRuaWBJ469bc52FQqFREREeh+KyxQEJGRkZw4eRKLDm1zq0qbeHli1/JjKvr6cv74ce7euoWPjw8JCQkY29rmcbAB6LJUmGJOMaEkMkGGIAjYCy44GdxIv3gVQWlERnpGofackZFB34EDsRncH+tO7XH49BOcv/2GsOQk7t27l9tv/sKFKKtUwrJ6VQSFApvGDUncvRd1eE6qqzYpicyfdzHss8/ySGLMnTePsZMnoTcSCDcOx1itIGb2AtLOnSf1bCARs+dhUakiRT7pgt3oEXw/fx4PHjzIHW9sbMyFM2f4okNHHK9eR5eQmKur+jumpXx4fP9+vvetPTt3YnbzNtm792KSnY34+DH9enzKp59+yq5du3DTFs9jo9113hw6cpj09PTXnlufAQPYc+0qjl+PwXn6t2g/bkL3Pn3e2zvru0RysklI/IeQy+ToVHmNkiiKaLM07yU//tGjR/QfMoDa8+tR76dGtNjWmupf1+DkV8fRa14IcZt5mfPk6ZNCzanX6/m41cf8sHku8mZKNDX1fDXjKwYMGZivb/C9YKz98moDCTIBxwpODBsxTHphkZB4AyLCIzEV8+pJyQQ5lkoroqOj//b9+Pr6Mnr0aGQyOUYoiRejuCVe4Jp4hjAewRsG6ru5uaE3y1/9Umuc/VrtuQ+J+vXrowu5h0Hz4v4m6nTo79x9ZbpiYXj69CnepUoxbsli1ty9w+ezZ1GmnH+u1lp2djabf96BcZ2a2DSsj8uIz3AeOpAiHdtjyMxCl5SEPj0DY3e3PPMKgoDCwZ649ZuJnDOXyDnz0JuaUL1mTa4Gnsc/W0vqvoPIHR2wG9iPk+kpVK1ZE2NjY/QZmahCH724VoOBtMALmPn75Vb6LCoaRjoAACAASURBVF68+Guvzd7enmbNmnH+zFk8I6OImjiV6Mnf4afWEHjq1Ct1+b6bPRuzlh9j4lkMAIWdLRZdO7Nq1aqXVib9MzKZjJXLlzNz6lRkKWkU6dIBt6/HYOzuilXrFqQKAvv2vf7Lv4SEhMT7plSpUqxbtYrbQUFs37yZjz766L2vqdPp+PzLL7B3cqLMR+VxcnNj+U8/Fdg3MjISMwd7ZH/SZlU4O5GSlk7Zsi8iqypVqkRWVHROlc8/rvcwFCu5Tb65zXUWGJJSSD19lsjwcH5cuPCV+xZFkf3792Pq4Z7H9smMjZFXqcSWHTty226FhKD4g5aaeXl/bJo0ImbJT4SNm0j0rLl4mJjR5w9F6QwGAxOnTkFwsMexf2+sh3ZHLOWKLE2NYu9NCLiCTBSwa58T/aWwssKkfDn27NmTZ58WFhZM+OYbbl25ioeXJ5rwvFVXNRGROLq55dOB8/b25smDh+xctZofPx/NvdvBLF6wEEEQeFm+kMGgx8XDg+9/+OGl5xYbG0tAQACWXToit7JEEARMS/lg2rAes+fNe+m4DwXJySYh8S8kNjaWjRs3sn379twvBXq9npDgEILX30adps7t++zoE4wxpnLlt8u+EEWRK1eusHbtWs6dO5cnX37RkkV4NveiSGn73DbPxsWxKmpF5MWI3PFJVxKoWqVqodY7ePAgD6NDqTO/PkXrFcOraXHqLW3E7r27CAkJydO3vF954q/H592vQSThTjzGDiYcOXLkra5ZQuK/SMMmDUgxzqtzphIzSdOk4u/v/3/ZkyAItGndhmDZJUK5jQOueFIKFZkYKYwK9aX0d7p3706qPIFYMRxRzKmyHMVT1Mos2rVr9x6v4t1StWpVmjZoQNqK1WRcv0HmjVtE/biYzOQUxnwznrCwsLeee/Dw4egrlseyTw9smjbCamBf0j3cGTp8OE1btsTK2prQu/dI3n8I7Z/030SDHkEmx7ioB5m37+SxFQaNluzQx7iMGErRGVOxa9Wc9LPn8XR3x9/fnzt37uAwZAAO3TpjUqwoVk0aYVSrOl+MG4tGoyFuzQYSft5F8vGThH83E01kNGlnA4mevxBHC4s30hf19fXl6vkLxERGEh8Tw+mjxyhatOgrxzx/9gylm2ueNoWNNYJC8caahcnJySjKlsHUp0SeyArRw4379++/0VwSEhIS/xa+Gj+eTUeOUOSrUThM/gaTPj0YN3Uqu3btyte3TJkyqOLi0SUl52nX3ntAnRo18rRZWloyfdo0UlesIT3wAlkhd0nbugNbEZKIQy++CE4QRZEYeQSqZ0/Qp6Tg8PlnTJg06aUaY4cOHcLHz5eevXuT+OAhSXv3If4xAk+vx8johaRAxXLl0D17nmcOua0NZGspqvHCX1OVrDtaqletkasTeu7cOXSA85CBmJb0wcTLE4cBvcDJBhutNdn6DEzK+RKzbCURM+YQv3kb+oyMV0oZTBw7jszde9BERgGgiY4h85df+Wbs2AL7y+VyGjZsSPfu3SlWrFhue6fOnYhUPs5j75/JHmLu64ftiKHMWLjwpZlFERERmDs4IPtTEIiRmyuPnhQuMOP/ieRkk5D4l7Fk6RK8S3kzc8ssJi2fjFsxN/bu3ZuTUmlhwKNeUfZ03kXglDMc/ewQl+ZcpF/PfgVWqHkdmZmZNGrWiBYdWzBvz3w69+1MlZpVOHPmDP4V/Vm5ZiXG9vl13oytTEi8l0DSw0SuTLuInZEdrVu3LtSaJ06ewKmeMzL5i/0amRnhXsuDM2fO5Onbq1cv4q7Hcmv1DdSpajKiMzg/7RzmzubYlshb6U5CQuLVjP5iNCqrNB4rgkkRE4gRw7hrdoXJ3056acXEP6PRaLh169Ybi96+iqnTppAqJlKJergKnhQRnPGnGpZ6G9asWVPoeezs7Dhy/AhZngkEmZ3giukxKJnNqTMnMf0t3eSfgCAIbN+8ma8HDiL5lz2knjmHVZ1auH83iWd2tjRu3vytxIN1Oh2njh3DvE6tPO2mNaqxd98+rgsirtO/pejsaZj6liZmyYrcaLq08xcxsrdHYWuDSelSaMMjSNnxC+qwcFQPQ4lZshzTMqUw8SyGIAiYlfXDskY11BoNERERaEUxX/SbiW8ZLly6hHmj+rh9/SUKGxsyr99EMDLC/pPOOPXthYm3N4mJiW9cBAPA1tY2V4j6dVSqVAnV/Qd52jSRURgrFG9codvPzw95WN4qeKIowvNw/Pz8XjJKQkJC4t+LWq1m5cqVWHTugMI6J0PF2M0V01YfM/377/P1t7S05Otx40hbs4HM4DtooqJJO3QUMTiEsV9+ma//6M8/59etW6lpEPC6/4jRbdqxffNmdKKBIMU54sUoksQ4bgkXURlrsG7SCJeRwzB2ccHcv2yBUcZXrlyh86efklGnFu5zpuM+YRya6FgSd+VEkOkzs9BeukrvT3u82MfIkWiCrpMeeAFDdjaamFiS127Fl8p4i37YC8546kvjmuHNmNFfAXDnzh3MfMsg/MFpJggCJpX8CVXcQS3LRhVyD6ta1XHs3xsjJydSbwW/MvpwwIABfDd2HKoNW4ie8C1ZazYwccRIRgwfXsi/WA5zfpiDeXEldywu8lC8xVWjc0RZxWHbtT1GDvaYtmzG7PnzCxzr4+NDVkICupSUPO2ah4+o/paBIX8nhVNjlZCQ+EcQEhLChG8n0HR9CyxdLTHoDJyfepaOXTqiNDXGgB6vTiVosaYVMddjMLY2JvlREhlZhdMU+DOTp0wmnEia72iNTCFDFEWuzrrEx62bU2l0Faqb1uTOxmBKd/HN1YFTp6qJC4rB8ExH6tlkunTswqStkwotDu3k6IT6mjpfuyomK58Wmo2NDbO+m8k3M77hzqZg5Eo5xT/2puJnlTna+yB15td5q+uWkPgv4uTkxPVb15g9aw7HDh/DydmJGWPWFlqAdtOmTXw+YhQKgxFZ2kwqV67Mz7t24Ojo+Jf29fz5c1wsPTBOf+EIEwQBG5UTRw4cZdSoUYWeq2rVqoQ+CeXRo0fI5fJCpRl+iMjlcqJjY7GuVQOrlh/ntls0bkD8/EWcP3+e2rVrv9GcgiAgyGSI+rx6LFn37mPk7IRV00a5bbZNG5N9/yGJa9ajANKePMXax4f0Xb+SdTuEQf36YWpqyq69e9Hr9Rjp9Nh375pnXqWHO1GxsRQpUgSdSoU+IxO5xYsqm9rYOORyBXIHexQ2NljWrE7qyVO4TxiH/LciOnZurqTpdSxasoQZ06a90fW+CdMmT6Zeo0akCQKmvmXQREWj2n+IOVOnFtq2/U7btm35etJEUvfux6x+XRBFsk6ewcFIScuWLd/TFUhISEh8uKSkpCACCtu86ZtKVxfC9x8ucMzEb77Bx9ubuYsWERsbS8v69Zmy7Cc8PDwK7N+oUSMaNXphxwYNHYpFk3rILC0IPR+ELjkFwcEG18/G5RYUABAM+gLv87PmzsWkYT3M/MrAb3t36PUp4d9Ow0g0oL4fysD+/WnYsGHuGC8vL86dOsXnY8ZwbsIUDIIAWi2O5P3I5IQ7Fy/nZOO4u7sjS8wfMa0Jj+TT7t35Zc+v2A3si9I1R/ZC6eyMIIqsWrc2z/X+EUEQ+HzECIZ/9hmpqalYW1sjl8sL7Psq7OzsuBl8gy1btjBw8GBsPumMrX/ZXIegkaMjMS+RG7GysuKL0aNZsnYDpi2aobAvgurWbbRXghi/tOCqrh8SUiSbhMS/iM1bN+PZsjiWrjkvGNcWXUGTrqH9r53pfLQbjRY05eaKa6SFpeLTpiRF6xUj/U4a5cqWe6v1Nm7eiN9A/1wHmiAImHlYYF/eHu+WJfCoVwwTWxOODT/MkyOPebj7PicHH2P4Z8MJfxLO80fP+WHODyQnJ3Px4kXS0tJeu2avXr2IOBlGdFBOCLMoijw59Jj0ZxkFRsMNGTIEPx8/ilUtRu0pdXEs78iFcWfp2rlrbulqCQmJwuHi4sLCRQu4+zCEU2dPFtrBdunSJYYPGYFPagXKZ9ShWnYTwi/H0rZV3jTMggqYvA5HR0eyDBn5orPU8ixc3d9cS00QBHx8fP6xDrbfCYuMRChil6dNEASUDg5vpaEnl8tp0bo1mSdO5Z61KIqogq5j6p3/rExKFKdWMU9WfjeNyOfPmfvFF0zs0JlrFy+ybMkS5v3wA88ePuT8qVPo09MR/6SRaXgYSr2aNbG0tKRrt25k7PoVfWYmQI4T6/BRWjZpgv7u/d/aolC6uuY62H5HUaoUZ95z4YqKFSty+vhxKqrUqFasweXWHdYuXszQIUPeeC6lUsnFs+do5l6UxO/nkzh3AS2KexN4+vQbO+wkJCQk/g3Y29tjYWGO+nleuQPV3ftUqVJwVJMgCHTr1o2gCxcIf/yYDWvW4OXlVeg1wyIjkTsUwbJmdZy+Go7DyIFoExIwZGbl9tFEx5ARcq9ASYmHoaEoPdzztMnNTLFwsKdfrboEXbjAjz/8kK9wT/ny5Rk+eDA2SmtqaBtihJJssvL0UZGJnU2OfW/RogWWOj1pp84g6vWIBgMZ128iPn7C8GHDMDI1zXWw/Y5pWV8uXr7y2mcuuVyOnZ3dWznYfkehUNCzZ0/sHBxQ2NjkibhTBd+hVs2aLx07bcoU5k+ejM35S6hWraO20pTL58//I57PJGstIfEvIluVjdws50aozdLy6MAj2v3cEdMiOREe9r4OVPysMsEbb2NXqggPtt/HEKenc+fOb7WeWq3GyCyvGHR2sgp735yIMplcRoMfGvPk8GPurL9NMbuirF+yjubNmwOQmppK1x5duXDxAjZutiQ9T+TrsV8z8ZuJ+db6HTc3N37Z8Qs9+vTgjsUttNk6rEwtOXboaIHFG4yMjDh19BTLly9n556dmJiY8P347+nevftbXbOEhMSbs/DHRbioPLESbIGcggme2jIEhZzk/v37XL9+nYnjJ/E07Aluzu5MnjKJgYMG5nv4LIhKlSrh4u5EeOhD3PU+yAQZ6WIKscZhDBux/j1f2YdL43r1OLNyBWK1KrnnqM9SkR76iGrVqr3VnCuWLKF2gwYkL12J4O6G/ulTXIxNSH72HFEUc9cRRRHZ0+cMnj2H9u3bA9CvX78C5yxatCifdOvGr2s2YNykIXILC1RB11FGRjNwwAAAli9ejGH4MHbO/AEjC3MErY7Z06bRtUsXylWsSOruvci9PNHExuZUFf3DQ7w+JhZvT8+3ut43oVKlShzdf+CdzOXo6MiWDRtgw4Z3Mp+EhITEPxm5XM73M2Yyctw4dC2aoXRzJfv+A9QnTjPjxIn3smaT+vUJ2r4VKlYAQOnshHX9OkTM+h67ypUQDAYyQ+6x6qefCozIr1yxIgdCH2Pi5ZnbpktNRZeWzqRJk14pRzB39jzcs0piLljiJhbnATfxF6uhEIzQiGrCzO4zYmRO6qaRkRFnTpygW88ehEyZjkyuwNXFhf3HjlG6dGm0mVn5IsE10TFkxMUjl8txdXJj0rcTGTxkcKGeud4GmUzGgrlzGTh8GNomjVC6uqC5/xDNhUtMDwx86ThBEOjXr99Lnx8+ZIS30eX4J1G5cmUxKCjo/70NCYm/hdOnT9Olbxcar/sYdUo2hwcfpNO+vCk4KU+SOTzgAAqZgrbt2jJvzry3rpz3Sc9PuK98QLnBFXLbLs4IJPFeIi03tkGQ5dysDToDRz49yO5Nu/KkKLXv0p4HuodU/KIKcqWczNgMzo0+zZJZS17r+NPpdNy4cQOlUkm5cuXem2GQeDmCIFwTRfHDF0b4G5FsTsHUrVmXtIt6HIS84vD3rC4zcHR/fvx+Id5Z/tjiQBpJPDYLZua86QweMrhQ84eHh9OudXsehT7CVGGGWlSxeNlievTo8frB/1IyMzOpWLUqiVYWGFWphCEzC82pM3zaug1LXlMN7VXo9XoOHTpEaGgo/v7+1KtXj8o1ahChVGDaoB6CIJB15hxOqencvn69UNFXBoOBZcuWsWTlStLT02j5cXOmTJqEq6sr8fHxLFqyhFPnzuHq7Ez3Ll1o0aIFyt+qxsXGxjJrzhwOHjtKbGwcspIlsG7TEsHYmOxHj0nfsoPAkyf/lup3Eu8fye7kR7I7Ev8VDhw4wLQ5c3j+/BmVKlZi2uTJVKhQ4fUD34K0tDTKV6pEmpMDyoofYUjPQH3yDN1atsTfzw+FQkG7du1eqrv54MEDqtSogbJhPczKl0MbH0/2gcMM+aQ7s6ZPz+2XkpLC0mXLOHT8OK7Ozoz87DN6dOuJc2QJLAUbDKKBB9wglgiUmGBQ6ujbtw+Lly7OF2EWFRWFVqulaNGiue9FfQcOJOBaEBad2iO3MEcdEUns8lV4ZnjiSSnSSOaJWTBT5kxm+Btqrr0pp0+fZubcH3jy9Ck1qlZj0vjxH3xW0dvaHMnJJiHxL0IURfoPHsD+Y/txb+ZOyNY7NFvREltv29w+d7fcoVhsUX7ZvvMvrxceHk6NOjUw97HA5iNb0u+nEXclFhc3V7Lt1fh0LYlBZ+Dh5vt4Wxbn6IGjuTf9xMREihYvStu9HfNEwz0/9QzNIRUXTr/f9B6Jv470spMfyeYUzNQpU1k3Zws+6vK5bdliFtdNzlDU3QOTR/bYC865v6WKSUQ43icyJuKNHOgPHz4kJSWF8uXLY2ycv+jKf42UlBTmL1jAroC9WFpaMXzgQD799NN3/lEiNTWVid9+y/YdOzCIIl07d2LGd9OwtbV9/eBXEB0dTcWqVdF6FkVRpjT6+HiyzwSyftUqOnbsmK9/SkoK3Xr25PixY4hyGTIEenTpwqpVq6RUy38Jkt3Jj2R3JCTeD0lJSfwwby4BBw9hY2PDiMGD6dq1a6Ft6K1btxg3cSIXzgdi7+jEmJEjGTp0aO745ORkKlarSrqdLXL/shiSk8k+cw5/71LEB6XiaSiTO1eCGMNzqxDuPriLs7Pzy5bMh1qt5rORI9m2dSsKU1NU6ek4q90pzYsPT2liMs/s7xATF/2PDloQRZEVK1eycNkykpOSaNSwITOmTsXzL0SzS062lyAZHon/GqIocurUKXbv3c29e/e4ef8m5UZUwNbblojAcB5uvM+5U+fw9/d/J+ulpaWxadMmrt++jm9JX/r06YOxsTHfz/2eHbt2IJfL6dmtJ1+M/iLPS29oaCjVG9Sg1e62eeZLvJ/Agzl3CQ0JfSf7k3h/SC87+ZFsTsEkJiZSoVwF5AmmFNG4kI2KaPMnfDl+NNOmTae6uikK4YWzXRRFTgm/ospW5UYsSfzz0el0HDx4kLt371KmTBlatmz5SufXsJEj2R5yG+u2L/Q2s588Rbfzf+3dd3hUZf7+8fcnhVBDSyhC6E1AwZVlwbUgqKv4Q2ys2NDVtbK6rGvBtaOrWLCgrmuvXxULVlCaYltRaVYEEVGiCYQWQkmE5Pn9cQ446ROmnEm4X9c1FzNnnnPOPSXzeXhOm0rOT6vKbcUvKCigT/9+bG7bhnr79sVSUyma/S7D+vXjxWefi9nrkvhR3SlPdUekdrphwgTufWsa6Sf/ede0X3Nz2XDfg9RPSqX51jY0396KLVbALw2+574Hd38P/YKCAtatW0fvXn0YWHQYqVa6bzU36TXyN22kYcOGEb2mkpISZs6cyeLFi+natSsjR46MWz9u3KX/5MlXXqH+kUeQ0rwZ2xYsgkWf8+WiRbt91Nbu1hxt1hOpY8yMoUOH7rpazcsvv8zEOyeyNPsbBg4cyCPvPBS1ATbwrv4yduzYctMnXD+BCddPqHS+zp07k0oKeV+tIbPvb+cyWDXnJ4YNqfhqNyJSO7Vs2ZIFixdwx+138Nabb9MqM4Ob//koxxxzDM8/O4UN3+SRyW+Hkuaznrat99IAWx2Sl5fHgUOGsHbHduiQhT3+GC2uvJKP3nuv3JWhd3p79izqD/9TqWn1u3Rm3Y5iVqxYQffu3Us99+STT7KteXOa/fm3vdzSsrJ46+bb+Pbbb+nVq9eu6evWrWPibbfx2vRppKenc9G55zFmzJhavRVfRERqjzdnziSlf79S0+q1aUODzEwevuMOpr40lekzZlBUUkzXrl1p2rTpbq+rSZMmNGnShJ49erLhy7xSVyzNd+vJbJlJgwYNqlhC9TZt2sQhw4bx4/p1WJfOJD39FJdccQX/e++9Sq/qGi15eXk8+OBDtLrysl3nn0s96gg2FRZy9+TJ3HrLLTFdf1mBD7KZ2SjgemBvYKBzrsJNMWbWDHgE6As44Czn3MfxyilSW51wwgkVHlYTtJSUFO6ZdA/nX3w+PU7rRXrnpuR+8AtrPlzN1Z9UfuEDEamdMjMzufW2W7n1tltLTb/plhs5ffQYbJvRnEzyWc8PDb9i0s13BJRUYmHcpZeyrlUG6ceOwMxwzrHu9Te5+JJ/8NzTz1Q4T8sWLflxw0bSOvzWOS8pKuLXrVtp1qxZufYfzJsH3buWmpZUL5VGPbqxcOHCXYNsBQUFDBg8iE2tWpF22KHkb97CuBuu57OFCyM6X52IiEi4MjNasnLjxlLTXHExhRs30rJlS6bPnontvy9N9+lLTt5aTjvvXG744UrGXXzxbq/z3xNv4uQTT8G2GS1o5fe5vubWG2+JeCPTVddey08pSTS9+MJdy9o0czZnn38+M6dF58JAlfnqq69oktW+1AUeAFJ6dOPDefNiuu6KJMV9jeV9BRwPvF9Nu3uAt51zvYB+wJJYBxOR2DrppJOY/up0OuZksemFDRzZ6U8snr+Y9u3bVz+ziNQJxxxzDE899yRFPTbwYco0NnX6hXv+ezd/+ctfgo4mUTT1pZdoNOzQXR1vM6Px0CFMfellKjt1yT/GjqVo9jvsyN8EeP/52Dx9BkMOPbTCvd96dO0Kq9eUmuaco+jnX+jYseOuaY899hgF6ek0/fPx1O/ciUb79CH93LN47PHHyc7Ojs4LFhERqcK4C8dS9O77bF+3HgBXUkLBrHfo3asXz7/4IrZvX9KPPoq0Dlk03n8/mvxlDNdcdx3btm3b7XUOHz6cZ6Y8zfae+XyYMo38jj9z138mcc6550T8ep6fMoUGQ4eUGqxrfMhBzJ09m8LCwoiXX5UOHTqwJScXt2NHqenFObl069IlpuuuSOB7sjnnlgBVjpyaWTpwMHCmP8+vwK9xiCciMTZ48GAGDx4cdAwRCdDIkSMZOXJk9Q2l1nLOQVKZvl5SElRxbuDRo0fz9bffcuftd9GgdSs25eSSnJzMT1278Pjjj3PmmWeW6j+e+9e/cvfkyViH9jTq3w+3fTubZ84hK7MVBxxwwK52s99/H9u7Z6l1JTdsSJPuXfnss8+0oUdERGLuiCOO4LrLL+fa66+nUbu9KFy3nu5duvDq1KkcfvTR1Dvkj6Xa12vditT0dJYtW0a/fv0qWWr1RowYwYgRI6pvWEMOV35MxwwHlW5M22nhwoVce+ONLFq8iC5dunLt+PEcfvjhYa+7a9euHDB4MItefpVGI4aT1KAB275dyrYP/sc/33tvN15NZBJhT7ZwdAHygMfNbJGZPWJmjSprbGbnmtl8M5ufl5cXv5QiIiIiUs6IY0eyZW7pgxa2vPs+I449ttINrWbGTTfcwMJPP6VkYz7pg/9AxgXnsO4PA7hkwgQuHz++VPusrCxmvfUWLRd9Qe41E8i9/iYGNmzMnLffLrWOTllZuLVrS83rnKNo9RratWuHiIhIPPzzkkvIyc7mhQf+y8fvvsuCefPYa6+9aN++HdvXlB7HKCkqonDDBlq3bh1Q2qqNOuEEtr73QakBtS0ffMRBQw6p8nxvn376KQcPG8YnyWCnnMTSdm04/pSTmfLCCzVa/9QpUzisc1dW3ziR1ddOoP6c93j5+efZd999d/s17a64XF3UzGYDFV1r9irn3Gt+m7nApRWdk83MBgDzgD865z4xs3uATc65a6pbt664IyISG7rKW3mqOSIVy83NZdBBB7IlLY0dWe1IXvUzjQqLmPfBB9Ve9euqa67mwffnkn7CcbumFW/eTN7EO/hpxQ9kZGSUm2fNmjXUr1+f9PT0cs8tXbqU/QcNosmpJ1G/ezcoLqZg1ju0yV3DlwsX6uIHCUx1pzzVHZG6Z86cORx78smk/+V00trtRUlhIZtfe5PBrdvyxtSpQcer0IYNG/jjIYew+tciSjp3JCV3DSlr1/HRe+/RpYpDNg894gi+bNGU9AMG7Zq2bfn3pLz5Nj99/32Na/LmzZvZvHkzrVu3jrieJ/TVRZ1zh0W4iGwg2zn3if/4JWB8Fe1FREREJEG0adOGpV99zSuvvMLXX39N7zG9Of7440lLS6t23vc++h8pPcsc3tm4MY3bZ/HFF1/supp2qFatWpWbtlPPnj158dlnOeu881hXVMSOwm0MGPB7pkyfrgE2EREJ3LBhw7h74kQuveIKtqSmUlRQwJ+OPJKnH3ss6GiVat68OZ8vWMAbb7zB4sWL6datGyeeeCINGzascr6FCxbQdNzYUtPqd+3CL7m5bNq0qcZXVW3cuDGNGzeucf5oCvycbOFwzuWa2Soz6+mcWwoMA74JOpeIiIiIhCctLY3Ro0fXeL6unTuzNHc19O29a5rbsYOtq3PJysqqYs7KHXXUUfy8ciXLly+nSZMm1e5NJyIiEk9nn3UWp592GitWrCAjI6PCvbYTTWpqKscffzzHH3982PO0bdeOjTm5pIQMpu1Yv556aWk0alTpGcISWuDnZDOz48wsGxgMTDOzGf70vcxsekjTi4D/M7MvgP7AzfFPKyIiIiLx9I+LLmLbBx+xbdl3OOcoKSyk4NU3+P3+A+jevftuLzcpKYkePXpogE1ERBJSvXr16NWrV60YYNtdV112Gdten86v/tXBd+Tns+XFV7jwggtISakV+4SVE3hq59wrwCsVTP8FGB7yeDGgczCIJIgff/yR5cuX06tXL50oWkRE2dZzZgAAGEtJREFUYqZ///5MeeYZzh07lryCAoqLivjTUUfxxMMPBx1NREREInD66aeTt3YtN9x0Ey45meKiIs4991z+PWFC0NF2W+CDbCJSuxQWFnLqGacya/YsMrplsmbpakaNGsXDDzxca7c2iIhIYjv66KNZddRRZGdnk56eTrNmzYKOJCIiIlFwyT/+wd/GjiUnJ4fMzMxqz+OW6PQ/YhGpkcvGX8bna79kxCvHkVI/he1btvPulXO55dZbuOaqai/4KyIisluSkpLo0KFD0DFEREQkyurVq0fHjh2DjhEVgZ+TTURqj5KSEh5//HH6j9uPlPreGH1qo1T2+Vs/HnjogYDTidSMmR1pZkvNbLmZlbtitZmlmdkU//lPzKxT/FOKiEhdobojIlL3aZBNRMJWXFzMti3baNCy9C68DVs1In99fkCpRGrOzJKB+4GjgN7AyWbWu0yzs4ENzrluwF3ArfFNKSIidYXqjojInkGDbCISttTUVPb/w/78MHNFqek/vP09Bx96SECpRHbLQGC5c26Fc+5X4HlgZJk2I4En/fsvAcPMzOKYUQIyffp0fr/fQJo3bcEBf/gj77zzTtCRRKT2U90RkYRXUlLC5MmT6da5Oy2bZXDCcSeybNmyoGPVKhpkE5EamTxpMl/eu5gvHlxM9oc/sXjyApY/vYw7brk96GgiNdEOWBXyONufVmEb59wOIB9oWXZBZnaumc03s/l5eXkxiivx8vLLL3PKqFMpWpzMPpsOoODTYo4dcRwzZswIOpqI1G6qOyKS8MZdPI5/XzmR5ivb0zv/D3z5+jIGDRzMqlWrqp9ZAA2yiUgNDRo0iPnz5nNAo0EUz9jBYW2HsXjBYvr06RN0NJGaqGjPALcbbXDOPeScG+CcG5CZmRmVcBKcKy4dT5et+9Da2pNmDWhjWXTe2ocrLi13+iSp40pKSiguLg46htQdqjsiktDy8vJ49NFH6bV1AM0sg/rWkI6uJ823tebOSXdFdV3OOXbs2BHVZSYKDbKJ7IFycnIYe/FYuvXuxsADB/LUU0/hXLk+XKW6d+/O/ZPvZ+6Md5l0+yRd7U1qo2wgK+Rxe+CXytqYWQrQFFgfl3QSiOLiYlas/J4WtCo1vQWt+HbpkoBSSbzl5eUx6pSTqd+wIWn163PkiBGsXLky6FhS+6nuiEhC++abb2ielkE9Sys1Pf3Xlnz6v0+iso6SkhJunjiRlq1bUy8tjR59+jBt2rSoLDtRaJBNZA+zdu1aBgwawPtrP6TX+D40Pq4pV9wynvFXaS8N2aN8BnQ3s85mVg8YDbxeps3rwBn+/ROBd1xNRqOl1klOTiYzoxUFbCw1vYCNtGtb9qguqYuKi4s5aOhQ3l2dS9vrrqL9zTcwnxIGHXggmzdvDjqe1G6qOyKS0Dp16sTGovUUu9J7cW9NzqfH3j2jso6rr7uO2x97lIZnn0HHSRPZdNBgThozhrlz50Zl+YlAg2wie5j7H7ifpvs143fjBtCyVwZZB3Xg4LuHcP9/7kfn9ZA9hX+um78BM4AlwAvOua/NbIKZHeM3exRoaWbLgUsAjUTvAcZfeQUrGn3FFrcJgAK3kR8afs1V110VcDKJh5kzZ5K3bStNjjma5EYNSUpLI/3woRS3zmTKlClBx5NaTHVHRBJdx44dGTZsGMvrf06RK8Q5xxr3CzlpP/LPyy6JePmFhYVMvvdeGp/yZ+q1bYMlJdGw9940OOpwbrj55ii8gsSQEnQAEYmv9z/+gNaHti01rX7zBrTq0YrPP/+cww47LKBkIvHlnJsOTC8z7dqQ+4XAqHjnkmCN+8c4tm/fzsRbbqVw2zYaNWrM9Tdcy1lnnRV0NImDZcuWYVntKXtBx+K99uKbJTpkWCKjuiMiie65F57lbxdexPPPP0dJiaNTh0688uBU+vbtG/Gy16xZg6WmkNqiRanpaR07svTDjyNefqLQnmwie5hOWZ0oWLmp1LSSHSVsWLWRdu10OJSI7NnMjMuvuJy8dWvIzskmNy+Hiy66KOhYEid9+vShZOWP5c5TmvzTKvrtu29AqUREROKjYcOGPPbEo2zI30DumhyWfPcNw4YNi8qyW7dujRUXsz1vbanpRd+viMogXqLQIJvIHubiCy/iuxeWkbswB+cc27dtZ/G9C9ln777svffeQccTEUkIycnJtGjRguTk5KCjSBwNHTqUjpmt2PTCVLavW8eO/Hzy35hOg81bGDVKOxiJiMieIS0tjWbNmpXbszvSZY6/4goKnn6OwhU/UFJYyOYFi9g2YzYTrr4mausJmg4XFdnD9OvXj2cee5oLLr6AzwrnUbS1iKFDh/LkS08GHU1ERCRQSUlJzJ01i8uvvJLn7/svxTuKOWbkSCY99QwNGjQIOp6IiEitduXlV9A8vSkT75xE7s+/sM9++3HHq68yaNCgoKNFjdX1C9YMGDDAzZ8/P+gYIgmnpKSElStX0rRpU1q2bBl0HKmFzGyBc25A0DkSiWqOiEjsqO6Up7ojIhIbu1tztCebyB4qKSmJLl26BB1DREREREREpE7QOdlEREREREREREQipEE2ERERERERERGRCGmQTUREREREREREJEIaZBMREREREREREYmQBtlEREREREREREQipEE2ERERERERERGRCGmQTUREREREREREJEIaZBMREREREREREYmQBtlEREREREREREQipEE2ERERERERERGRCJlzLugMMWVmecCPUVhUBrA2CsuJB2WNDWWNDWWNjXhk7eicy4zxOmoV1ZyEp6yxUZuyQu3Kq6ylqe6UEcW6Ey2J+p1N1FyQuNmUq+YSNVui5oLEzZYBNNqdmlPnB9mixczmO+cGBJ0jHMoaG8oaG8oaG7Upq5RXmz4/ZY0NZY2d2pRXWaW2SdTvQaLmgsTNplw1l6jZEjUXJG62SHLpcFEREREREREREZEIaZBNREREREREREQkQhpkC99DQQeoAWWNDWWNDWWNjdqUVcqrTZ+fssaGssZObcqrrFLbJOr3IFFzQeJmU66aS9RsiZoLEjfbbufSOdlEREREREREREQipD3ZREREREREREREIqRBtkqYWQszm2Vm3/n/Nq+ibbqZ/Wxm98UzY8j6q81qZv3N7GMz+9rMvjCzk+Kc8UgzW2pmy81sfAXPp5nZFP/5T8ysUzzzlclSXdZLzOwb/32cY2Ydg8jpZ6kya0i7E83MmVlgV24JJ6uZ/dl/b782s2fjnTEkR3XfgQ5m9q6ZLfK/B8MDyvmYma0xs68qed7MbLL/Or4ws9/FO6OERzUn6hlVc2JANSc2akvN8bOo7kgpZjbK/xsqqepv3syamdlLZvatmS0xs8GJkMtvm+z/fb0Zy0w1yWZmWf7f/RK/7d8TIZffLqxaEMVcYfWRzOw2P/8S/3fIEihbBzOb6Wf7Jtb9jkTuVyZaPzImfUbnnG4V3IDbgPH+/fHArVW0vQd4FrgvUbMCPYDu/v29gBygWZzyJQPfA12AesDnQO8ybS4E/uvfHw1MCei9DCfroUBD//4FiZzVb9cEeB+YBwxI1KxAd2AR0Nx/3CqBsz4EXODf7w2sDCjrwcDvgK8qeX448BZgwCDgkyBy6hbWZ6maE718qjkBZfXbqeZEP2tC1Bx//ao7upX9zPcGegJzq/qbB54E/urfrxfrmhBuLr/tJX5dfTNR3jOgLfA7/34TYFlFv7kB5AqrFkQ5Vzj9jgOAj/x8ycDHwJA4fJZh9d/89/Rw/37jnXU96Fz+83HtV4b5ecalHxlmDa5xn1F7slVuJF4xwP/32Ioamdn+QGtgZpxyVaTarM65Zc657/z7vwBrgMw45RsILHfOrXDO/Qo8j5c5VOhreAkYFo+tDxWoNqtz7l3n3Fb/4TygfZwz7hTO+wpwI96PWWE8w5URTtZzgPudcxsAnHNr4pxxp3CyOiDdv98U+CWO+X4L4dz7wPoqmowEnnKeeUAzM2sbn3RSQ6o50aOaExuqObFRa2oOqO5Iec65Jc65pVW1MbN0vAHaR/15fnXObQw6l5+tPXA08Egs84QKJ5tzLsc5t9C/XwAsAdoFnYvwa0E0hdNHckB9vIGSNCAVWB3jXGFlM7PeQIpzbhaAc25zSF0PLJefLYh+ZSL1I2PSZ9QgW+VaO+dywPuRA1qVbWBmScAk4LI4Zyur2qyhzGwg3g/Q93HIBl5BWBXyOJvyRWJXG+fcDiAfaBmXdJXk8FWUNdTZeFtsg1BtVjPbD8hyzsVl9/cqhPO+9gB6mNlHZjbPzI6MW7rSwsl6PXCamWUD04GL4hOtxmr6fZbgqOZEj2pObKjmxEZdqjmguiMV6wLkAY/7h2U+YmaNgg7luxu4HCgJOkhl/MPT9gM+CTYJEMzfeLX9Dufcx8C7eHs85QAznHNLYpwrrGx49WajmU31v/+3m1ly0LkC7FcmUj8yJn3GlCgGrHXMbDbQpoKnrgpzERcC051zq2K9ATwKWXcupy3wNHCGcy5exaSiN6fsZW3DaRMPYecws9OAAcAhMU1UuSqz+j+cdwFnxitQFcJ5X1PwDt8Zgrenxgdm1jfWWzorEE7Wk4EnnHOT/HOKPO1nTbQOWqL8XQmqOao5FVLNiQ3VnOAkyt+WRFFVNcE591oYi0jBO8z4IufcJ2Z2D95hYtcEmcvM/h+wxjm3wMyGRJIl2tlCltMYeBkY55zblAC5YvI3Hmm/w8y64R3uunNv71lmdrC/922g2fC+/wfhDZT+BEzBq5WPBpwrZv3KWtSPjEmfcY8eZHPOHVbZc2a22szaOudy/A+3osMIBgMHmdmFeMdW1zOzzc65qJ8AMgpZd+6qPQ242t+FP16ygayQx+0pf6jDzjbZZpaCdzhEVYcjxEo4WTGzw/B+JA5xzhXFKVtZ1WVtAvQF5vo/nG2A183sGOfc/Lil9IT7HZjnnNsO/GBmS/H+A/RZfCKWylFd1rOBI8HbcmZm9YEMKvnbC1BY32eJD9WcuFHNiQ3VnNioSzUHVHfqpKpqQpiygWzn3M49sV7CG2SLSBRy/RE4xryLidQH0s3sGefcaQmQDTNLxRtg+z/n3NRIlwdR+yyj/jcehX7HcXi/6Zv9ed7COy9kxINsUciWDSxyzq3w53nVzxbRIFsi9ytrUT8yJn1GHS5audeBM/z7ZwDlRvadc6c65zo45zoBl+KdgyLmV1ipQLVZzawe8ApexhfjmA28Dmt3M+vs5xiNlzlU6Gs4EXjHORfEls9qs/qHwzwIHBPgOVygmqzOuXznXIZzrpP/HZ2Hlzne/9mpNqvvVbwTfGNmGXi7Vq+Ia0pPOFl/AoYBmNneeB2zvLimDM/rwBjzDALyd+6eLQlHNSd6VHNiQzUnNupSzQHVHamAcy4XWGVmPf1Jw4BvAowEgHPuSudce/83azReLYh4gC0azNta8SiwxDl3Z9B5QoTzmxVt1fY78H4nDzGzFH9w8hC889jFWjjZPgOam9nOc4oNJfbf/0TuVyZSPzI2fUYXhytI1MYb3nG2c4Dv/H9b+NMHAI9U0P5MgrvSW7VZgdOA7cDikFv/OGYcjndVnO/xdkcGmIDXAQevw/gisBz4FOgS4GdfXdbZeCfS3Pk+vp6oWcu0nUtAV3oL83014E68ovMlMDqBs/bGu4LR5/534IiAcj6Hd96J7XhbWc4GzgfOD3lP7/dfx5dBfv66VftZquZEN6NqTgBZy7RVzYle1oSoOX4W1R3dyn4njvO/C0X+b9UMf/peeIei7WzXH5gPfIE3yN08EXKFtB9C/K4uWm024EC8Q9K+CPn9Hx50Lv9xud+sGOcKp9+RjLdBaon/u35nnD7LsPpvwOH+Z/kl8ARQLxFyhbQ/k/hdXTSh+pEVfZ+JsM9o/owiIiIiIiIiIiKym3S4qIiIiIiIiIiISIQ0yCYiIiIiIiIiIhIhDbKJiIiIiIiIiIhESINsIiIiIiIiIiIiEdIgm4iIiIiIiIiISIQ0yCZ7LDPbYWZDgs4RLWb2LzN7I4bLP8jMNsZq+SIidZlqTo2Xr5ojIhIB1Z0aL191R6JCg2ySEMxsrpkVmdlmM8s3s8VmNiroXLWJc+5m59yIaCzLzK43s9lllv+Bc65ZNJbvr6OBmb1oZt+ZWYmZXR2tZYuIVEU1J3KqOSIi4VPdiVwtrDuDzGyama32P/MFZnZstJYviUuDbJJIbnTONQZaAk8Az5pZt2AjBc88KUHniAEH/A84F/g04CwisudRzamAao6ISMyo7lSgDtedFsAUoC/QHLgReM7Mfh9oKok5DbJJwnHO7QAeBlKA/gBm9ncz+9bMCszsJzO7xcySd85jZs7MLjSzz/w288ysV8jzTczsSTNbb2Y/mtkZZddrZheY2VJ/S8M8Mzso5LnrzWyOmd1qZnlmts7MLjGzjmb2jr/OBWa2d3Wvz8yG+Ltvn+FnWW9mT5hZ4zKv5+9mNh/YCgwwsxQzu9bMVvjzzDGzvmUyzg553NDM7jCzH/z2b4cWcjNL9Xe7Xurn/97MTjCzk4B/AUP8rW2bzazLztwh81eX5wkze9rMHjazjWb2s5mdF/I5Fzrn7nLOvQsUVve+iYjEgmqOao6ISDyp7uwxdWe6c+4p51yec67EOfcq8BVwYHXvodRuGmSThGNm9YAL/IfL/H+zgaOAdGAkcBbw1zKzngmcAGQAq4B7Q567G+gO9Ab29ZcRWrhOxtu6MAZv69LDwNtm1jFkGQcD3wFtgNOA24FHgbF4WyqWAPeE+TKTgRF+lr2BHsCkMm3OBk4CGgOLgMv8fMOBtsAHwCwzS69kHY8AvYBBfuZPgDfNLNV//ib/dYzCe18PAb5zzk0BbgbmOuca+7cVFSw/nDwnAm/gvT8XAfeVeU9FRAKlmrOLao6ISByo7uyyR9UdM2sD9AG+qOT1SF3hnNNNt8BvwFxgG7ARKMbbynx2Fe3vAF4IeeyAUSGPjwY2+PeT/OUNC3m+uz/PEP/xTODfZdbxMXClf/964Osyz68BLgt5PHznOqt5rUP8dXcNmXaYnzEp5PWMKTPfMuCckMdJeAX55JCMs/37Gf4yOpRpn4+39cSAzcDRlWTctawyuXfUIM8TwLQyy8gDRlby+V8d9PdQN9102zNuqjmqOao5uummWzxvqjt7fN1pBHwEPB/0d1G32N+0J5skkn8772STGcB0YOjOJ8zsZH/36HVmlo+3RSWzzPw5Ife3AE38+5lAGrAy5PkfysybBZTdgvG9P72i5YO3a3NOmcdNCN+PIfdX+hkzykyrNKNzrsRvk0V5nf1/v/B3X94IrAdS/faZeD/2yyqYN1zh5Cn7noV+LiIiQVLNUc0REYkn1Z09sO6YWRPgLbxByzER5JFaQoNsknCccxvwdo8ebmYjzSwLeAZvl9+2zrmmwP14WyjCkQf8CnQKmda5TJtVFUzr4k+PldBdiTsBRcDakGklZdqXymhmSf58FWXcWdS6O+eahdwaOueew3tPtuBt5apI2XVXpCZ5REQSkmrOLqo5IiJxoLqzS52vO2bWApgD/IK3J+Kv4c4rtZcG2SQhOefWA3fiHS+fjvddzQO2m9kg4PQaLKsEeBa4wcxa+8fR31Km2RPAeWY20D/J5Zl4JyJ9LtLXUoVbzCzdzFrh7bL8tJ+1Mk8Al5tZD/9cDlfhnTB1WtmGzrk1eK/5P2bWDsDMmpnZcWbW2DnngAeA28ysr3namdk+/iJygQ7+eiLOUxkzSzOz+nifb4qZ1Q85j4KISFyo5lToCVRzRERiQnWnQk9Qh+qOfw629/DOZXeq8y54IXsADbJJIrsH7ySTvweuA17DO4/BeGpeEP6Ot9v0t8CXeCeoLN75pHPuWeAGvK1I64ALgeHOuZURvYLKFeP9QH8JLMXbFfmSaua5He91zwRW4+1ifoRzblMl7c/xlz3XzAr8dY3CO38BeIXiBeBVoACvCOzc2vMi3laaXH8X7LJbvnYnT0WW4p2f4iC8z3gb3olYRUTiTTWnNNUcEZHYUt0pra7VnfOAvngXR8i3365k+q8w55dayrxBXhGJFzMbgneizZQoL/dGYH/n3PBoLldERGov1RwREYkn1R3Z02lPNpE6wD9HQH9gedBZRESkblPNERGReFLdkdpEg2wiMRCyO3DZ21sxWmUO3lV0JsVo+SIikqBUc0REJJ5Ud0Qqp8NFRUREREREREREIqQ92URERERERERERCKkQTYREREREREREZEIaZBNREREREREREQkQhpkExERERERERERiZAG2URERERERERERCKkQTYREREREREREZEI/X/kfsw2XCTMigAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 1: -19.27484189021586\n",
+      "Silhouette score for iteration 1: 0.43882062341863026\n",
+      "V-measure score for iteration 1: 0.8320399528133794\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 2: -35.8236740296624\n",
+      "Silhouette score for iteration 2: 0.5222556186785831\n",
+      "V-measure score for iteration 2: 0.8342125126216047\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 3: -27.794179551961257\n",
+      "Silhouette score for iteration 3: 0.5928573194014382\n",
+      "V-measure score for iteration 3: 0.9062210893973692\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 4: -44.03586921205549\n",
+      "Silhouette score for iteration 4: 0.6346276673099741\n",
+      "V-measure score for iteration 4: 0.9813038496497519\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 5: -19.888481510925782\n",
+      "Silhouette score for iteration 5: 0.3905716399767413\n",
+      "V-measure score for iteration 5: 0.732339161768628\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 6: -13.795428151165442\n",
+      "Silhouette score for iteration 6: 0.5778639908559473\n",
+      "V-measure score for iteration 6: 0.9039506162150731\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 7: -42.38948891338657\n",
+      "Silhouette score for iteration 7: 0.5628838204973815\n",
+      "V-measure score for iteration 7: 0.9930346013311964\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 8: -52.80054799361462\n",
+      "Silhouette score for iteration 8: 0.3657287720200757\n",
+      "V-measure score for iteration 8: 0.7405886755951101\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 9: -23.020320345020057\n",
+      "Silhouette score for iteration 9: 0.5930489815079502\n",
+      "V-measure score for iteration 9: 0.9499458736045409\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 10: -33.00770974742527\n",
+      "Silhouette score for iteration 10: 0.44681997034310433\n",
+      "V-measure score for iteration 10: 0.8291450853472282\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 11: -50.56139916544864\n",
+      "Silhouette score for iteration 11: 0.501079881530276\n",
+      "V-measure score for iteration 11: 0.8438490920227738\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 12: -28.466196416161296\n",
+      "Silhouette score for iteration 12: 0.42872112340515506\n",
+      "V-measure score for iteration 12: 0.8051610327945621\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 13: -32.841403530417814\n",
+      "Silhouette score for iteration 13: 0.6960491338864279\n",
+      "V-measure score for iteration 13: 0.9960866319013288\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 14: -30.87103181156933\n",
+      "Silhouette score for iteration 14: 0.434427047679983\n",
+      "V-measure score for iteration 14: 0.8612695873717946\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 15: -19.31818917264638\n",
+      "Silhouette score for iteration 15: 0.5136509361539758\n",
+      "V-measure score for iteration 15: 0.866827839809779\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 16: -32.71470545328701\n",
+      "Silhouette score for iteration 16: 0.5230565747628154\n",
+      "V-measure score for iteration 16: 0.8384172044661217\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 17: -42.95181419949162\n",
+      "Silhouette score for iteration 17: 0.5245561795007441\n",
+      "V-measure score for iteration 17: 0.796263739407199\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 18: -26.72674291232747\n",
+      "Silhouette score for iteration 18: 0.6127901865685303\n",
+      "V-measure score for iteration 18: 0.979434971250246\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 19: -36.811682633414335\n",
+      "Silhouette score for iteration 19: 0.4626802270366495\n",
+      "V-measure score for iteration 19: 0.8526210061406365\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x864 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rp_score= []\n",
+    "rp_silhouette = []\n",
+    "rp_vmeasure = []\n",
+    "for i in range(20):\n",
+    "    random_proj = GaussianRandomProjection(n_components=n_random_comp)\n",
+    "    X_random_proj = random_proj.fit_transform(X_scaled)\n",
+    "    df_random_proj=pd.DataFrame(data=X_random_proj,columns=['Random_projection'+str(i) for i in range(1,n_random_comp+1)])\n",
+    "    \n",
+    "    km = KMeans(n_clusters=5, random_state=0).fit(X_random_proj)\n",
+    "    preds = km.predict(X_random_proj)\n",
+    "    print(\"Score for iteration {}: {}\".format(i,km.score(X_random_proj)))\n",
+    "    rp_score.append(-km.score(X_random_proj))\n",
+    "    \n",
+    "    silhouette = silhouette_score(X_random_proj,preds)\n",
+    "    rp_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for iteration {}: {}\".format(i,silhouette))\n",
+    "    \n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    rp_vmeasure.append(v_measure)\n",
+    "    print(\"V-measure score for iteration {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)\n",
+    "    \n",
+    "    plot_cluster_rp(df_random_proj,preds)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(20)],y=rp_score)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(20)],y=rp_silhouette)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(20)],y=rp_vmeasure)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### This kind of variation does not happen with PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for iteration 0: -13.337906664224475\n",
+      "Silhouette score for iteration 0: 0.7539386544728407\n",
+      "V-measure score for iteration 0: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 1: -13.337906664224475\n",
+      "Silhouette score for iteration 1: 0.7539386544728407\n",
+      "V-measure score for iteration 1: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 2: -13.337906664224475\n",
+      "Silhouette score for iteration 2: 0.7539386544728407\n",
+      "V-measure score for iteration 2: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 3: -13.337906664224475\n",
+      "Silhouette score for iteration 3: 0.7539386544728407\n",
+      "V-measure score for iteration 3: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 4: -13.337906664224475\n",
+      "Silhouette score for iteration 4: 0.7539386544728407\n",
+      "V-measure score for iteration 4: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 5: -13.337906664224475\n",
+      "Silhouette score for iteration 5: 0.7539386544728407\n",
+      "V-measure score for iteration 5: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 6: -13.337906664224475\n",
+      "Silhouette score for iteration 6: 0.7539386544728407\n",
+      "V-measure score for iteration 6: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 7: -13.337906664224475\n",
+      "Silhouette score for iteration 7: 0.7539386544728407\n",
+      "V-measure score for iteration 7: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 8: -13.337906664224475\n",
+      "Silhouette score for iteration 8: 0.7539386544728407\n",
+      "V-measure score for iteration 8: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 9: -13.337906664224475\n",
+      "Silhouette score for iteration 9: 0.7539386544728407\n",
+      "V-measure score for iteration 9: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 10: -13.337906664224475\n",
+      "Silhouette score for iteration 10: 0.7539386544728407\n",
+      "V-measure score for iteration 10: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 11: -13.337906664224475\n",
+      "Silhouette score for iteration 11: 0.7539386544728407\n",
+      "V-measure score for iteration 11: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 12: -13.337906664224475\n",
+      "Silhouette score for iteration 12: 0.7539386544728407\n",
+      "V-measure score for iteration 12: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 13: -13.337906664224475\n",
+      "Silhouette score for iteration 13: 0.7539386544728407\n",
+      "V-measure score for iteration 13: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 14: -13.337906664224475\n",
+      "Silhouette score for iteration 14: 0.7539386544728407\n",
+      "V-measure score for iteration 14: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 15: -13.337906664224475\n",
+      "Silhouette score for iteration 15: 0.7539386544728407\n",
+      "V-measure score for iteration 15: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 16: -13.337906664224475\n",
+      "Silhouette score for iteration 16: 0.7539386544728407\n",
+      "V-measure score for iteration 16: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 17: -13.337906664224475\n",
+      "Silhouette score for iteration 17: 0.7539386544728407\n",
+      "V-measure score for iteration 17: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 18: -13.337906664224475\n",
+      "Silhouette score for iteration 18: 0.7539386544728407\n",
+      "V-measure score for iteration 18: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for iteration 19: -13.337906664224475\n",
+      "Silhouette score for iteration 19: 0.7539386544728407\n",
+      "V-measure score for iteration 19: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "pca_score= []\n",
+    "pca_silhouette = []\n",
+    "pca_vmeasure = []\n",
+    "for i in range(20):\n",
+    "    pca_partial = PCA(n_components=n_prin_comp,svd_solver='full')\n",
+    "    X_pca=pca_partial.fit_transform(X_scaled)\n",
+    "    km = KMeans(n_clusters=5, random_state=0).fit(X_pca)\n",
+    "    preds = km.predict(X_pca)\n",
+    "    print(\"Score for iteration {}: {}\".format(i,km.score(X_pca)))\n",
+    "    rp_score.append(-km.score(X_pca))\n",
+    "    silhouette = silhouette_score(X_pca,preds)\n",
+    "    rp_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for iteration {}: {}\".format(i,silhouette))\n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    rp_vmeasure.append(v_measure)\n",
+    "    print(\"V-measure score for iteration {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
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+   "latex_user_defs": false,
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+}

From 8607ad7881a187f035f3306d939e77d4d76e0a66 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 01:23:00 -0700
Subject: [PATCH 074/165] Update index.rst

---
 docs/index.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index 2564905..ea9ebdc 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -160,6 +160,9 @@ Dimensionality reduction
 -  Principal component analysis (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Principal%20Component%20Analysis.ipynb>`__)
 
+-  Clustering combined with dimensionality reduction technqieus (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Clustering_with_dim_reduction.ipynb>`__)
+
 --------------
 
 Complexity and Learning curve analysis

From 6319085f5069a7684294fa3eab65b47ef9e5ba1d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 01:27:01 -0700
Subject: [PATCH 075/165] Update index.rst

---
 docs/index.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index ea9ebdc..7ad450e 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -65,7 +65,7 @@ the topics of NumPy, Pandans, Seaborn, matplotlib etc.
    `article <https://towardsdatascience.com/why-you-should-start-using-npy-file-more-often-df2a13cc0161>`__
    on Medium on this topic)
 
-Regression
+Regression related Notebooks
 ========================================================
 
 -  Simple linear regression with t-statistic generation (`Here is the
@@ -106,7 +106,7 @@ Regression
 
 --------------
 
-Classification
+Classification related Notebooks
 ========================================================
 
 -  Logistic regression/classification (`Here is the
@@ -129,7 +129,7 @@ Classification
 
 --------------
 
-Clustering
+Clustering related Notebooks
 ========================================================
 
 -  *K*-means clustering (`Here is the
@@ -154,7 +154,7 @@ Clustering
 
 --------------
 
-Dimensionality reduction
+Dimensionality reduction related Notebooks
 ========================================================
 
 -  Principal component analysis (`Here is the

From fdbf7f9e07df6ef84de7b5405cfc51940fb8ae3f Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 12:36:47 -0700
Subject: [PATCH 076/165] Add files via upload

---
 Datasets/winequality-red.csv | 1600 ++++++++++++++++++++++++++++++++++
 1 file changed, 1600 insertions(+)
 create mode 100644 Datasets/winequality-red.csv

diff --git a/Datasets/winequality-red.csv b/Datasets/winequality-red.csv
new file mode 100644
index 0000000..9bb4e3c
--- /dev/null
+++ b/Datasets/winequality-red.csv
@@ -0,0 +1,1600 @@
+"fixed acidity";"volatile acidity";"citric acid";"residual sugar";"chlorides";"free sulfur dioxide";"total sulfur dioxide";"density";"pH";"sulphates";"alcohol";"quality"
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From feb5504d29304cf5b7b8c4035c586579ce9d8837 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 16:08:21 -0700
Subject: [PATCH 077/165] Create Readme.md

---
 Business_optimization/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Business_optimization/Readme.md

diff --git a/Business_optimization/Readme.md b/Business_optimization/Readme.md
new file mode 100644
index 0000000..2ea1455
--- /dev/null
+++ b/Business_optimization/Readme.md
@@ -0,0 +1 @@
+## Business-centric optimization of machine learning 

From ed52d5e2c64041e3f7bcab4f9e00e85fbd1b41b2 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Aug 2019 17:04:45 -0700
Subject: [PATCH 078/165] Add files via upload

---
 .../Self_optimizing_ML_simple_example.ipynb   | 831 ++++++++++++++++++
 1 file changed, 831 insertions(+)
 create mode 100644 Business_optimization/Self_optimizing_ML_simple_example.ipynb

diff --git a/Business_optimization/Self_optimizing_ML_simple_example.ipynb b/Business_optimization/Self_optimizing_ML_simple_example.ipynb
new file mode 100644
index 0000000..4b87b92
--- /dev/null
+++ b/Business_optimization/Self_optimizing_ML_simple_example.ipynb
@@ -0,0 +1,831 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Self-optimizing ML: A simple case illustration\n",
+    "\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "In this demo, we show the core idea of a self-optimizing ML modeling: Running an optimization loop wrapped over a ML algorithm to ***optimally meet a target of not only the ML performance but something else*** - a business goal, a computational cost burden, a complexity measure, etc."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "sns.set_style(\"white\")\n",
+    "\n",
+    "from sklearn import datasets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X, y = datasets.make_hastie_10_2(n_samples=20000, random_state=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>X1</th>\n",
+       "      <th>X2</th>\n",
+       "      <th>X3</th>\n",
+       "      <th>X4</th>\n",
+       "      <th>X5</th>\n",
+       "      <th>X6</th>\n",
+       "      <th>X7</th>\n",
+       "      <th>X8</th>\n",
+       "      <th>X9</th>\n",
+       "      <th>X10</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.624345</td>\n",
+       "      <td>-0.611756</td>\n",
+       "      <td>-0.528172</td>\n",
+       "      <td>-1.072969</td>\n",
+       "      <td>0.865408</td>\n",
+       "      <td>-2.301539</td>\n",
+       "      <td>1.744812</td>\n",
+       "      <td>-0.761207</td>\n",
+       "      <td>0.319039</td>\n",
+       "      <td>-0.249370</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.462108</td>\n",
+       "      <td>-2.060141</td>\n",
+       "      <td>-0.322417</td>\n",
+       "      <td>-0.384054</td>\n",
+       "      <td>1.133769</td>\n",
+       "      <td>-1.099891</td>\n",
+       "      <td>-0.172428</td>\n",
+       "      <td>-0.877858</td>\n",
+       "      <td>0.042214</td>\n",
+       "      <td>0.582815</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1.100619</td>\n",
+       "      <td>1.144724</td>\n",
+       "      <td>0.901591</td>\n",
+       "      <td>0.502494</td>\n",
+       "      <td>0.900856</td>\n",
+       "      <td>-0.683728</td>\n",
+       "      <td>-0.122890</td>\n",
+       "      <td>-0.935769</td>\n",
+       "      <td>-0.267888</td>\n",
+       "      <td>0.530355</td>\n",
+       "      <td>-1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.691661</td>\n",
+       "      <td>-0.396754</td>\n",
+       "      <td>-0.687173</td>\n",
+       "      <td>-0.845206</td>\n",
+       "      <td>-0.671246</td>\n",
+       "      <td>-0.012665</td>\n",
+       "      <td>-1.117310</td>\n",
+       "      <td>0.234416</td>\n",
+       "      <td>1.659802</td>\n",
+       "      <td>0.742044</td>\n",
+       "      <td>-1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.191836</td>\n",
+       "      <td>-0.887629</td>\n",
+       "      <td>-0.747158</td>\n",
+       "      <td>1.692455</td>\n",
+       "      <td>0.050808</td>\n",
+       "      <td>-0.636996</td>\n",
+       "      <td>0.190915</td>\n",
+       "      <td>2.100255</td>\n",
+       "      <td>0.120159</td>\n",
+       "      <td>0.617203</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         X1        X2        X3        X4        X5        X6        X7  \\\n",
+       "0  1.624345 -0.611756 -0.528172 -1.072969  0.865408 -2.301539  1.744812   \n",
+       "1  1.462108 -2.060141 -0.322417 -0.384054  1.133769 -1.099891 -0.172428   \n",
+       "2 -1.100619  1.144724  0.901591  0.502494  0.900856 -0.683728 -0.122890   \n",
+       "3 -0.691661 -0.396754 -0.687173 -0.845206 -0.671246 -0.012665 -1.117310   \n",
+       "4 -0.191836 -0.887629 -0.747158  1.692455  0.050808 -0.636996  0.190915   \n",
+       "\n",
+       "         X8        X9       X10    y  \n",
+       "0 -0.761207  0.319039 -0.249370  1.0  \n",
+       "1 -0.877858  0.042214  0.582815  1.0  \n",
+       "2 -0.935769 -0.267888  0.530355 -1.0  \n",
+       "3  0.234416  1.659802  0.742044 -1.0  \n",
+       "4  2.100255  0.120159  0.617203  1.0  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=pd.DataFrame(data=X,columns=['X'+str(i) for i in range(1,11)])\n",
+    "df['y']=pd.Series(y)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "i=1\n",
+    "plt.figure(figsize=(20,20))\n",
+    "for c in df.columns[:-1]:\n",
+    "    plt.subplot(4,3,i)\n",
+    "    plt.title(f\"Boxplot of {c}\",fontsize=16)\n",
+    "    plt.yticks(fontsize=12)\n",
+    "    plt.xticks(fontsize=12)\n",
+    "    sns.boxplot(y=df[c],x=df['y'])\n",
+    "    i+=1\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 598.725x540 with 12 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_sample=df.sample(frac=0.01)\n",
+    "sns.set(style=\"ticks\")\n",
+    "g=sns.pairplot(df_sample,vars=[\"X1\",\"X2\",\"X3\"],\n",
+    "               hue=\"y\",markers=[\"o\", \"s\"],\n",
+    "               diag_kind=\"kde\",diag_kws=dict(shade=True),plot_kws=dict(s=100,alpha=0.75))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Data preparation and test/train split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=df.drop('y',axis=1)\n",
+    "y=df['y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, test_size=0.50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape of validation set: (3000, 10)\n",
+      "Shape of test set: (3000, 10)\n",
+      "Shape of training set: (14000, 10)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Shape of validation set:\", X_val.shape)\n",
+    "print(\"Shape of test set:\", X_test.shape)\n",
+    "print(\"Shape of training set:\", X_train.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Classification algorithms and the metrics - `accuracy_score` and `f1_score`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import AdaBoostClassifier\n",
+    "\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "from sklearn.metrics import f1_score"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Run the classification over a range of trees in the `AdaBoost` meta-estimator and record accuracy and compute time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done for number of trees: 1\n",
+      "Done for number of trees: 2\n",
+      "Done for number of trees: 3\n",
+      "Done for number of trees: 4\n",
+      "Done for number of trees: 5\n",
+      "Done for number of trees: 6\n",
+      "Done for number of trees: 7\n",
+      "Done for number of trees: 8\n",
+      "Done for number of trees: 9\n",
+      "Done for number of trees: 10\n",
+      "Done for number of trees: 11\n",
+      "Done for number of trees: 12\n",
+      "Done for number of trees: 13\n",
+      "Done for number of trees: 14\n",
+      "Done for number of trees: 15\n",
+      "Done for number of trees: 16\n",
+      "Done for number of trees: 17\n",
+      "Done for number of trees: 18\n",
+      "Done for number of trees: 19\n",
+      "Done for number of trees: 20\n"
+     ]
+    }
+   ],
+   "source": [
+    "import time\n",
+    "val_acc_num_trees=[]\n",
+    "val_f1_num_trees=[]\n",
+    "train_acc_num_trees=[]\n",
+    "train_f1_num_trees=[]\n",
+    "time_adaboost=[]\n",
+    "val_range=(1,21,1)\n",
+    "for i in range(val_range[0],val_range[1],val_range[2]):\n",
+    "    t1=time.time()\n",
+    "    # Fitting\n",
+    "    adaboost = AdaBoostClassifier(DecisionTreeClassifier(min_samples_leaf=20,max_depth=2),\n",
+    "                            n_estimators=i,learning_rate=0.2)\n",
+    "    adaboost.fit(X_train,y_train)\n",
+    "    pred_train = adaboost.predict(X_train)\n",
+    "    pred_val = adaboost.predict(X_val)\n",
+    "    # Accuracy and F1 score\n",
+    "    acc_train=accuracy_score(y_train,pred_train)\n",
+    "    f1_train = f1_score(y_train,pred_train,average='micro')\n",
+    "    acc_val=accuracy_score(y_val,pred_val)\n",
+    "    f1_val = f1_score(y_val,pred_val,average='micro')\n",
+    "    # Appending to the lists\n",
+    "    train_acc_num_trees.append(acc_train)\n",
+    "    train_f1_num_trees.append(f1_train)\n",
+    "    val_acc_num_trees.append(acc_val)\n",
+    "    val_f1_num_trees.append(f1_val)\n",
+    "    t2=time.time()\n",
+    "    time_adaboost.append(t2-t1)\n",
+    "    print(f\"Done for number of trees: {i}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plots of accuracy and compute time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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a6tWrlz8nJjdeaGb2l9TzJoY3tZMnT5o6hBxJfHnzKsR36dIlI0SiW3x8vMmOrY+CHp+i5BxjTn/b51075Q5ECCFErkgCEUIIkSuSQIQQQuSKJBAhhBC5IglECCFErkgCEULoRTFgj2ZhGnn9m0oCEUI8l4WFBUlJSaYOQ+SzpKSkLEOuvAiTJJDNmzfTvn176tWrR//+/Tlz5kyO6+/evZuuXbvi4uJCx44d2bhxo5EiFUIAlC1bloiICBITE+VO5BWgKAqJiYlERERQtmzZXO/H6GNh7dixg1mzZjFq1ChcXFz48ccf8fT0JDAwMHMMmaft2rWLiRMn0qlTJ6ZMmUJoaCjz58/nwYMHjBgxwtjhC/FasrOzA+D27dukpqYa9dgpKSk6BwksKAp6fKA7RgsLC8qVK5f5t80NoyYQRVHw8fGhX79+mUMot2jRgo4dO+Lv78/06dOzbOPn54ebmxuLFy9Go9HQqlUrLCws+Prrr+nXrx8lSpQw5lsQ4rVlZ2eXp4tNbp06dYr69esb/bj6KujxgeFiNGoV1s2bN4mIiKBNmzaZZRYWFri7u3P06FGd2/zzzz+8+eabWiNVNmzYkEePHnHixAmDxyyEEEI3o96BhIaGAlC1alWt8sqVKxMWFkZaWhqFnpl6rEKFCty+fVur7NatWwBERERkOUZcXBxxcXFaZZGRkXkNXQghxDOMmkDi4+MBskwOY2NjQ3p6OklJSdja2mot69atG99//z0NGjSgQ4cOhIaGsmjRIjQaDYmJiVmO4e/vj6+vr87jX7hwgaioqHx6N/nr1KlTpg4hRxJf3kh8eSPx5V1uYoyOjs5xudHbQCDrxCnZlYM6J3F0dDQzZsxg+vTpFC9enM8//5zJkydTpEiRLOsPGTKEnj17apVFRkYycOBAnJ2dqVSpUn69nXxz6tQpGjZsaOowsiXx5Y3ElzcSX97lNsaM2p7sGDWBZMz8lZCQQOnSpTPLExMTMTMzyzKRPKjj6H/55ZdMnjyZyMhIqlSpQnR0NIqiZE5C/zRTNfQJIcTrxqiN6BltH+Hh4Vrl4eHhODo66rwD+fPPPzl+/Di2trZUr14dS0tLgoODAahdu7bhgxZCCKGTUROIg4MDFSpUICgoKLMsNTWVQ4cOac3z+7S9e/cyd+7czN8VReGnn36iYsWK1KxZ0+AxCyGE0M2oVVgajQYvLy/mzJlDsWLFaNCgAevXryc2NjZz+sewsDBiYmJwdXUFoF+/fmzdupV58+bRpk0bdu3axR9//MGiRYuyPLElhBDCeIzeE33gwIEkJyezbt061q5dS+3atVm9enVmL/Tly5ezffv2zGoqFxcXli5dytKlS9m8eTMODg4sXryYTp06GTt0IYQQTzF6AgHw8PDAw8ND5zJvb2+8vb21ytq1a0e7du2MEZoQQgg9yWi8QgghckUSiBBCiFwxSRWWEEKIfJCQAHfuwO3bT/7NeGX8npqKhY+PQQ4vCUQIIQqi9HS4ehXOn4eICN1J4plx/wAoXBgqVoQKFaBePahRgzQdna7zgyQQIYQwtdRUuHQJTp9WX2fOwNmz6h1GBisrNSlUrAjOztC+/ZPfMxJGxYpQvDg80yk73UBjdUkCEUIIY0pKUu8qMhLF6dPw99+QkqIut7EBV1fw8IAGDaB+fahaFUqUyJIYTE0SiBBCZEdRID5evbinp0Namvp66mermzfVi76OZaSnq3cRf//95O7iyhV1GahJoUED+OQTcHNTf65eHfKpk3R0NBw+DFWq5MvuspAEIoR4PaWmQmSk2r5w65b6r65XUlKOu3HW93gVKqgJomdP9d8GDdQruwHuKkJCYPFiWLtWfZvbthlmyl1JIEKIV0daGty/D/fuPXn9+6/uxBAVpd5hPM3KSm1HsLeHhg2hWzcoX14tNzNT7wwyXv/7/Z+wMByrVctSnvmzlRXUqaPux4AUBf77X/j2W9i5EywsYPBg+PRTSExMMcgxJYEIIQoeRYGHDyE2liLBwVmTQnav+/ezJoUMpUqpicHeXq0uyvj56VepUi98RxBz6hSOJpwPJC0Ntm9XE8fx41CyJEyfDqNGQbly6jqGmu9KrwQyf/58evTogZOTk2GiEEK8mhQF/vlHvbjHxqoX+NjYJ6+nf3/25/R0AOro2q+trXqxz3g5Omr//uyrQgXQMQHdyyw+HtasUauq/vkHqlWD776DIUPUJhlj0CuBHDx4kDVr1lCjRg169uxJly5dKFu2rKFjE0K8jJKS4LffYNcu2L1brS7SxdJSbUTOeJUpA05O6s/Fi2eWX793j2pNmjxJBiVLqtVCr6k7d8DXF1asUHNtixawcKFa22bsAcr1SiC//PIL58+fZ9euXaxevZpvv/2WZs2a0a1bN9q3b69zalkhxGskMhL27FGTxq+/QmKi+jW4Qwf1VbFilsRA4cJ6VRfdP3VKbY94zV28qCaKDRvUhvGePWHCBDWBmIrebSD16tWjXr16fPbZZ/z3v//l119/ZdGiRcyePZv27dvTs2dPmjVrZshYhRAFhaKoj6bu3Kkmjb/+UssrV4ahQ9Wvw+7uJrlTUBS1ffzmTQgNhbt31Zubp5s6XoYbGEVRa/5On4YlS2DfPrUWzssLxo1Tn/Y1tRduRDczM8POzg4bGxusrKxITk4mJCQET09Pqlevzvz582WmQCHS0tRv5CtW4HLypNqiOW6c+g38ZZWcDIcOqQlj1y4IC1PLmzSBOXPg3XfVoTMM3NktPV2txgkNfZIknv735k149CjnfZQuDZUqPUkoGT8/XVasmGHfSkIChIerr7Aw3f9mPEFctqx6ij/6SK3FKyj0TiBXr15l9+7d7Nmzh4iICKpXr07fvn3p1q0b5cqV4+7du4wYMYJPP/2UPXv2GDJmIQquqChYvRpWrlSvAhUrklS9OpZffAFLl6p1DmPHgp2dqSPVz717ajvGrl3wyy9qy22RItCuHcyYAV26qA3U+URR1OGdnu6Wcfx4BZYvf5IgwsLUKpynlSkDDg7g4qLmMQcHtfO2g4P6JFJ0tPY+M36+dUu9eYqOzhqLjY2aSCpUAGtrtcnG0lK9e3n655gYe6pUyVqe8bNGoya8p5NDWBjExGgfT6NRj1W5str5vGtXtZuIo6M6aknhwvl2mvONXgnk3Xff5dq1a5QoUYLOnTvTs2dP6tatq7VO2bJleeedd1i3bp1BAhWiwFIUOHpUbdXculW9ur3zDixaBN26ce38eRqamcHs2epFd/FimDQJRo9WnyYqaKKiYMcO9b389pt6N1WxIrz/vnp1fuedXD3RlJ6uVic9ffF+tg/frVvawz+pKlK+vJoMGjeGPn20E0SVKs9/6qhMGbUrRnaSk9WxCZ9NMBER6sX/33/VzugpKeq6T//86FFZHj9+0rk8O8WLq7FWrgzNm6v/ZvxepYp6ii0N09/PYPRKII6OjowbN463334bc/PsN+nevTvdunXLt+CEKNDi4mD9eli+XG3hLFZMraoaORKercZ1c4PAQDh5EmbNgs8+U1tEp0yBjz9Wv+KaUkSE2plgyxY1Gaanq5XskyZBr17QqJHe9TkJCepQT2fPqkM9XbyoXpBv34bHj7XXNTd/0m/PxQU6dcparRQZeZoWLRoY4E0/YWWlftN3dHzxbU+dOkPDhg1JS9OdZNLS1D6ERYvmf9ymplcC8fHxITw8nN27d9OjRw8Abty4QWBgIO+99x4V/ncLmzGvuRCvtPPn1buN9evVKp0GDdRqq/fe00oEly+Dnx8cOuRE//4wcCBUbtRIbRs5flxNJJMmqT3Apk6FESOM21fh5k3YupWa/v7qewL1a/r06dC7t3pFf07SuHv3ycCxGf+GhDzpy1eihNos4u6etY2hUiW1bt/sOdPaxcZm0zGwgClUSP3zvU4PpeqVQE6ePImXlxeVKlXKTCBxcXEEBgayceNG/P39qVWrlkEDFcKkkpPVKp3ly9XxIgoXVhPGRx+p9Sr/u9BmrLZyJRw5og4n4eBQiM8+g2nT1AvpoEHQp09T7PbvV/c1axaMHw/z56t3Jl5ehqvwvnZNDXDLFvVuCDBzclJbaHv3htq1dW6Wng43bmRNFnfuPFmnalX1RmvAAPVfV1e1eqaADSAr8pOih/79+yujRo1SUlJStMqTk5OV0aNHK4MHD9ZnNyYTHh6uODk5KeHh4aYORaeTJ0+aOoQcvdbxRUUpytSpilKmjKKAolSvrigLFyrKvXtaqwUHK8qECYpSqpS6WrVqivLNN+rmJ0+eVK5fV5QvvlA3B0UpXFhR+vdXlN27FSUlRVGUQ4cU5a231IX29oqyfLmiPHqU9/hTUhTlwgVF+fJLRalfX90/KErjxmqA165le/6CgxVl3jxFadlSUYoWfbJpoUKK4uKiKIMHK8qiRYry+++KEhOT91Cz81p//vJJbmN83rVTrzuQ4OBgPvnkEywsLLTKLS0tGTBgAKNHjzZIchPCZNLT1fqnzz5T2zq6dVPvNtq2zaxzSUlR25pXrlTbms3NoXt3tSbqnXeeVM2Eh8Mbb8DMmWob+l9/wY8/wsaNsGmT2sD73ntv88GCQzSK+w3NrJlqu4i3t1qdNHSoeiuTlKQ9QOCzP+sqy5ixTqNRe5wtWqS2aVSt+uS9PjVQ0uXL6s3Jli1ParUaNVKHx3B1Ve8s6tQpmE8ECePTK4HY2dlx48YNmjdvnmXZzZs3sTZ1A6AQ+enMGbUh/K+/oHVrdYChp6p2btxQc8uaNWobQNWqMG8eDBv2/CdaNRpo2lR9LVqkPhn744/q/pYt01Cz5jsMGtiGQSOO4rB8MgwfrraTpKaqvbuzY2f3ZKiP0qXVIUFKl34ygGDHjmpr9TMUBa5dK8yuXRAQoE6Kp9HAm2+qndd69VKroYTQRa8E0rlzZ5YsWYKdnR2tW7fG1taW+Ph4Dh06xJIlS+jevbuh4xTC8OLi1FsEX1/14rt+vfroqkZDaqraFeL779WROszM1CdaR4xQn9HPzRhElpbqPt59Vx07cOtWNZnMmKlhBm/RsuWffDD6An0frKJEGfMnCSHj34yfS5Z8oec/FUW9uwgIUO80goProtHAW2/BsmVq0tCRa4TIQq8EMm7cOEJDQ5k0aRIajQZzc3MeP36Moii4u7szYcIEQ8cphOEoCmzerDZkR0aqVVVz50KJEty6pSaN1avVRZUqwRdfgKen+sU+vxQvru7T01N9OGrDBvjxRw0jfF0YwVJKlFDvbjJeGVNgP/t7dv0hFEUdEiOjeuraNTUJtm4NPXve5JNPqhp6ugrxCtIrgVhZWbFixQquXLnC6dOniYuLo2jRori5uVEnp945QhR0V6+qHfoOHFAfxw0MhMaNOXlS7e+3ebP6HH/nzurdRqdOaluHIVWtqj6x9dln6kX/wIEnHdru3IE//lD7VKTomCOoaNGsCSY9XX1b//yj3im98w5Mngw9eqjtL6dO/Uv58lWz7kyI53ih/wq1atXS+bhuampqlgb2nGzevJlVq1YRGRlJ7dq1mTp1Km5ubtmuf/r0aRYsWMCVK1coWbIkPXv2ZMSIES90TCG0PHqkNlJ7e6u9yHx8SBvxMbv2FmLRBLUvXdGiMGaM+spNB7O80mjUQWh1DUSrKOpQ3nfuqMkkI7k8/ftffz3pvNe2rdoe3717wRpLSbzc9EogqampbN68mb/++ouUlBSUp2b8SkpK4vLly/yVMRrnc+zYsYNZs2YxatQoXFxc+PHHH/H09CQwMFBnR8SwsDA8PT1p0KABy5Yt459//uHbb78lISGBKVOm6Pk2hXjKgQNqj/Fr12DAAOK/XMSafeVZWgeuX1fvABYtUquTCuqQVRqN2vRRsiQ8M6qQFkVR76AMfdckXk96fawWLFjAunXrqFmzJvfu3cPKyoqSJUsSEhJCamoqH3/8sV4HUxQFHx8f+vXrl/nob4sWLejYsSP+/v5Mnz49yzb79+8nLS2NZcuWYW1tTcuWLYmOjmb9+vVMnjwZjfRSEvq6fVtt59i8GWrU4NZPR1h2thV+jdVG7ObN4euv1XkWXpULrkbz6rwXUfA8ZxAB1b59+/Dy8iIwMJAPPviAOnXqEBAQwIEDB6hSpYRLMmIAACAASURBVAqPnx3gJhs3b94kIiKCNm3aZJZZWFjg7u7O0aNHdW6TkpKCubk5hZ968Lx48eIkJiaSoqsSWIhnPX6sjoRbqxYEBnJyuB/vu13GcXArvv1WHVj22DH11bevXHCF0JdeCSQ2NpaWLVsCajvIuXPnAChXrhwjR45k3759eh0sNDQUgKpVtRvsKleuTFhYGGk6hrPs1q0bhQoVYuHChdy/f5/z58/j7+9Pu3btsHoZZoURpnX+PDRpQtq4T9lebSJvucTS2M+L3fsKMXasWmW1ebN69yGEeDF6fdcqUaIE8fHxADg4OBAdHU1sbCwlSpSgYsWKREVF6XWwjH3YPPOsoY2NDenp6SQlJWH7zPDWVapUYfLkycycOZNVq1YBULduXb7++mudx4iLiyMuo/ft/0RGRuoVn3jFrF1L0sjxrLL8mCXljnDjrO1L0b4hxMtCrwTSsmVLfH19qVKlCtWrV6dUqVJs2LCBjz76iP3791OyZEm9DpbR+P5su0V25QABAQFMnz6d/v3706lTJ+7evYuPjw/Dhw9n7dq1WD7Tgcrf3x9fX1+dx79w4YLeyc7YTj01nERB9DLFp0lOpvK333JheyyeVuf552Fl6jnG4z3+Ou7u9zE3V5/eNVV8BZHElzcFPT7IXYzRumbaepo+A2rdvXtXeffdd5UPPvhAURRF2bx5s1KrVi2lTp06Sq1atZS1a9fqNTDX77//rjg5OSmhoaFa5WvWrFFq1aqlpKenZ9mmbdu2ipeXl1bZtWvXFCcnJyUgICDL+g8ePFDCw8O1XidOnJDBFPPgpYrvxg0lpt7biic//G9Qw3Tl119NF5uivGTnrwCS+PLOpIMplilThsDAwMxv73379qVq1aqcO3cOFxcXmjVrplc2y2j7CA8P12oHCQ8Px9HRUecdyJ07dzKHkM9QrVo1ihcvzvXr17Osb2dnh53UTbyWlD172dZ/E6MTNxJtVpYpk2DWLM1rNT+DEMakVyP6+++/z5EjRyj/1FgHTZo0wcvLS+/kAWr7SYUKFQgKCsosS01N5dChQzoHagR1NsTTp09rld28eZP79+9TqVIlvY8tXmFpaUR8Mp9eXZPpk+BPhdol+OuEGd7er9fkPkIYm153IFevXs2XJ540Gg1eXl7MmTOHYsWK0aBBA9avX09sbCxDhw4F1I6DMTExuLq6AvDxxx8zbtw4Pv/8c7p27Up0dDS+vr7Y29vLII6C9Khojvb/jVmhH5FSqAjzv0xl/GQreRRXCCPQ679Zr169WLZsGXZ2drzxxhtafTJe1MCBA0lOTmbdunWsXbuW2rVrs3r16sxe6MuXL2f79u0EBwcD0KlTJwoVKsSKFSsIDAykdOnStGjRggkTJmR5Yku8XoI3nWX44EccSZlKm1q3WbmrGNWrmzoqIV4fek9pGxwcTO/evQEo8ky9gEajeaEWfg8PDzw8PHQu8/b2xtvbW6usffv2tG/fXu/9i1dbaorCgt7/x5e73Shilswcrz/5fGVzmTpVCCPTK4G0bt2a1q1bGzoWIZ7r5JFEPLtHc/5+c/pW+AOf35yJSLCU5CGECeiVQGTKWmFqCQkwa/Q9Fq8tTnnM2TFoC939e4GZGREF/xF8IV5JeiWQHTt2PHedZx+1FSK//PorjBgUzz93SzGisD/fbKxKse59TB2WEK89vRLI1KlTdZZrNBosLS2xtraWBCLyXVISfPpJGt//UAgnIjhcdylv/fJ5/k4FKITINb0SyIkTJ7KUJSYmcuLECRYtWsSCBQvyPTDxert4Ed7rlcKFEEsmsoA5o6IovGjJC839LYQwLL0SSNGiRXWWde3alaSkJObNm8e2bdvyPTjx+lEU+OEHGDfmMUVT77Pf5iM6rB0AfSaZOjQhxDPy3N3K3t6ea9eu5Ucs4jV3/z4M90glYLsF7fiNdY19KR+wTJ0iUAhR4OiVQO7fv5+lLD09nbt377JixQqqVKmS74GJ18v//R8M6J3MrdtmeDOVSdOtMJu1TWZ3EqIA0+t/Z7NmzXQOdKgoClZWVixdujTfAxOvh/R0mP+NwvTpCpXT73C09BiaBUwAd3dThyaEeA69EshXX32VJYFoNBpsbW1p2rSpzjYSIZ4nMhI+6J9C0BFL+hKAX6cdFF+3BkqXNnVoQgg96D0WlqIo3Lhxg2rVqgFw7949goODs8wuKIQ+fvkFBr+XwsP7afiZf8yHi+qgGb0B6VIuxMtDr+Hc79y5Q7du3RgxYkRm2cWLF/Hw8OD9998nJibGYAGKV0tKCkyekEbHjlDmfggnHPvhdXIEmjGjJXkI8ZLRK4F8/fXXKIqiNVXsW2+9xZ49e0hISGD+/PkGC1C8Om7cgJaNk1mwqBAjWcGJocup+/dGqF/f1KEJIXJBrwRy/PhxJk6cSK1atbTKq1WrxieffMLhw4cNEpx4dWzcCG7OKVw9n8QW68Gs2FSKImuWg1SBCvHS0vsZyaSkJJ3l6enppKSk5FtA4tUSFwefjk1ltb8FzTnJz24LqLptMTg4mDo0IUQe6XUH0qxZM5YtW8bt27e1yu/cuYOvry8tWrQwSHDi5RUSAmPHKFSq8Jj/+BdiGl9xeOp+qh7fLMlDiFeEXncgU6ZMYcCAAbRv354aNWpQsmRJYmNjCQkJoXTp0tkOtiheL+np6tNVPj4K+/drsNA8pr+ykXFlfqLhxknQpo2pQxRC5CO9EkjFihXZs2cPW7du5ezZszx48IBKlSrRrVs3evfuLf1AXnNxcbB2Lfj6Kly9qqGCeTRf4Mtw+32Un+YBw7ZDHqZBFkIUTHq3gdjY2NCyZUuGDBkCSD8QAcHB4OsLa9cqxMdraF74DF+wgN7VLmI5bSIMOAYWFqYOUwhhIHr3A3n33XelH4ggPR327IEOHaBWLfBbkUav9K2coBHH6ngxYEsfLC+dhcGDJXkI8YrTux8IIP1AXmMPHsCSJeDkBF27wt9/PmSO9deEp1XAv6EPjfbPg5MnoXdvMNPrYyWEeMlJPxCRo3/+gW++qYy9PYwfD+WSb7KxyDBuPizJ9LeOUPbIVjhyRL0lkZ7kQrxW9P6qKP1AXi8xMTBhglpNtWN7KfpU+YuThd/kvxGO9O8Sj8Wp47BvH7RqZepQhRAmkud+IMuWLZN+IK+Q5GRYuBCqVYPFixUGVT3CdeUN1oa0oGH/GupcswEB0KCBqUMVQpiY9AMRgNo4vmkTTJumEBqqoWPJ48xXPsQl4gZ3e3WB+fOlA6AQQotedyAZ/UAmTZqEg4MDiqJQqVIlJk6cyE8//cT27dsNHacwoMOHoWmjNN5/H4rfvsSvtGWfbT9cFgyBW7cInzJFkocQIgu9+4HY2toyZMgQhgwZQmpqKgcPHmTLli0sWLCA9PR0Ro8ebcg4hQFcvgxTRiew6zcbKmnu4M80BjUOxWz8J9C9u0wnK4TI0QtdIW7cuEFAQACBgYHExsZSqlQpBg4cyLvvvvtCB928eTOrVq0iMjKS2rVrM3XqVNzc3HSu26ZNGyIiInQuGzNmjCSuXIi8ozB7xB1W7S6HtZLGV2afM67fHYpMGAuNGpk6PCHES+K5CeTRo0fs27ePgIAAzpw5Q+HChXn06BEzZszgvffew+wFn/nfsWMHs2bNYtSoUbi4uPDjjz/i6elJYGAglStXzrK+r69vlqe81qxZw5EjR+jUqdMLHft1l3DvEQs/vMT8nbVITi/Dx4X/w4yP/qXMxFFQsaKpwxNCvGSyTSAXLlwgICCA3bt3k5SURPPmzfnmm29o2rQpb7/9NjVq1Hjh5KEoCj4+PvTr1y/zzqFFixZ07NgRf39/pk+fnmWbOnXqaP3+999/ExQUxJdffpk5va7IWVpEJGtGHmfm3qbcSW9AL7tf8Z5ynxrjB0GRIqYOTwjxkso2gfTp04caNWowduxYOnXqRNmyZQF4+PBhrg928+ZNIiIiaPPUqKwWFha4u7tz9OhRvfYxb948XFxc6NWrV67jeF0kR/zLdo9dzDvQmAt0p3mJywTMjuDNMW2l058QIs+yTSA1a9YkJCSEwMBAYmJi6NatW56/8YeGhgJQtWpVrfLKlSsTFhZGWloahQoVynb7oKAgzpw5w8aNG9FkcwGMi4sjLi5OqywyMjJPcb9srl1KwW/UOdYcduRfZRg1ikURMOcOvUfXlrwhhMg32SaQwMBAQkJC2L59O9u2bcPPz4/atWvTvn17NBpNthfwnMTHxwNkGcHXxsaG9PR0kpKSsLW1zXZ7f39/GjZsmG2De8Y6T4/Z9bQLFy4QFRX1wnEbw6lTp/K0/ePHcOhQcXauNufY1aoUwo1OJf/LuyM1uPWwwcwMTp++/fwdGSg+Q5P48kbiy5uCHh/kLsbo6OicV1D0kJaWphw+fFj59NNPFVdXV6VmzZpKv379lA0bNijR0dH67EJRFEXZuXOn4uTklGWbTZs2KU5OTkp8fHy2216/fl1xcnJS9u3bl+MxHjx4oISHh2u9Tpw4oTg5OSnh4eF6x2pMJ0+ezPW2N24oymefKUq5UikKKEoVQpU5ZZYoET8eLBDxGYPElzcSX94U9PgUJfcxhoeH53jt1OsxXjMzM9566y3eeustEhIS2LdvH4GBgcyZM4d58+bRoEEDfvzxx+fuJ2PiqYSEBEqXLp1ZnpiYiJmZGdbW1tlue/DgQaytrWndunWOx7Czs8POzk6ft/XSevwYdu+G77+HAwcUNCh0UfYxsuhPdJj3FoVGfixDqQshDO6Fe4rZ2NjQp08f+vTpw507d9i+fTu7du3Sa9uMto/w8HCtdpDw8HAcHR1zrBY7evQob731FlZWVi8a8isjLAxWrYLVq+H2bbC3i2OmuS+e6T9QeWxPmLECSpQwdZhCiNdEniZuqFChAh9//DH79u3Ta30HBwcqVKhAUFBQZllqaiqHDh2iefPm2W6nKAoXLlzA1dU1L+G+lNLS1LuNd98FR0eYO1ehftk77Cg7nNC4kszudJzKl36BRYskeQghjMqoY1VoNBq8vLyYM2cOxYoVo0GDBqxfv57Y2FiGDh0KQFhYGDExMVrJIiIigoSEBBwdHY0Zrsmlp8OAAergt+XLw2dDbvPh+bE4nNoK9erBT7/AO++YOkwhxGvK6IMdDRw4kOTkZNatW8fatWupXbs2q1evzuyFvnz5crZv305wcHDmNhlT5ma0obwuJkxQk8fcSQ+YfHscFmvWQtmy4OcHHh6QwyPPQghhaCYZLc/DwwMPDw+dy7y9vfH29tYqq1evnlZCeR0sXqxOIftJm7/5/Ltmasv5lCkwbRq84g8JCCFeDjLcagEUEAATJij0rnWJhb+5Qvu26iNXr1kVnhCiYMtTI7rIf3/8AR98oNC8zDV+vNKIQp7DYM8eSR5CiAJHEkgBcuUKdOumUNU8gp13m1FkxiT44QeZl0MIUSDJlamAiIyEju3TsHj4gP1pb1NqxTwYOdLUYQkhRLYkgRQAiYlmdGmXTPStNA6bd8Vx67fQs6epwxJCiBxJAjGxx4/h8zHlOHvBnJ02g2m0fz60bGnqsIQQ4rkkgZiQosBH3W9z9FxFVhafQpc/ZkLduqYOSwgh9CIJxITm9v+bVXtdmFz8O4b/PQYqVTJ1SEIIoTd5CstE1r5/gJkBLgwuu5/3ttaR5CGEeOlIAjG29HQO9P0Br59b07bsOX646k56MelZLoR4+UgCMaaUFM6+O4M+W/pTp1QUWy47Y2lX2NRRCSFErkgCMZaHDwlr60HnvaMoZgd7z9pTrKQMhiiEeHlJI7oxREUR2+E9Op3zJbFIKf74rxX20uQhhHjJSQIxtBs3SG7bhZ43V3LVvDa/7DHD2dnUQQkhRN5JAjGkhw9J79yVoRFzOZz+Fht+hOdM6S6EEC8NSSCGoijw4YfMDh7ARnrz9dfw/vumDkoIIfKPNKIbio8P+zc/YA4zGDpUnQtKCCFeJXIHYgj//S+3JixmkOV5nJ0UvvtOg0Zj6qCEECJ/SQLJb1FRpPZ9n/cstpJsXpQtWzRYW5s6KCGEyH+SQPLT48cwYADTo8fy38eN+OknqFnT1EEJIYRhSALJT9Ons/t3a+YzgREjYMAAUwckhBCGIwkkv+zYwc1vfmaw1SVca8OSJaYOSAghDEsSSH64do2UwR/S3+Z3HptZExAAhWWIKyHEK04SSF4lJkLv3kxN+ZLjyS4EBED16qYOSgghDE8SSF4oCnz0EdvPV2MxHzNmDPTpY+qghBDCOCSB5MUPP3Bj3VGGWV2icT1YsMDUAQkhhPGYpCf65s2bad++PfXq1aN///6cOXMmx/VjYmKYPHkyTZo0oVGjRowcOZLw8HAjRZuNkydJHj2Bfnb70RSxYtMmsLIybUhCCGFMRk8gO3bsYNasWXTr1o1ly5ZRtGhRPD09s00IqampDBs2jPPnzzNnzhy8vb0JDw/nww8/JCUlxcjR/8+9e9CnDxOtlnEqzok1azQ4OpomFCGEMBWjVmEpioKPjw/9+vVj9OjRALRo0YKOHTvi7+/P9OnTs2yzY8cOQkND2bdvHxUrVgTA3t4eLy8vQkJCcDb22OhpaTBoEAERzfF9PJRPP4UePYwbghBCFARGTSA3b94kIiKCNm3aZJZZWFjg7u7O0aNHdW4TFBREq1atMpMHQO3atfnjjz8MHq9Oc+dydf81PAtfpFkj8PY2TRhCCGFqRq3CCg0NBaBq1apa5ZUrVyYsLIy0tLQs2wQHB/PGG2/g6+vLm2++ibOzM8OHD+f27dvGCFnb/v08mu1NvxJBWFhbsGkTWFgYPwwhhCgIjHoHEh8fD4CNjY1WuY2NDenp6SQlJWFra6u1LCYmhm3btmFvb8+8efNITEzk22+/ZcSIEWzfvh1zc+23EBcXR1xcnFZZZGRk3oO/eRMGDmRcSX/OxlRl926oUiXvuxVCiJeV0dtAADTPjG2eXTnA48ePSU1N5YcffsDOzg5Q71j69OnDgQMH6Ny5s9b6/v7++Pr66jz+hQsXiIqKeuG4NSkp1PzwQ7YndGNlcj+GDImkfPkITp164V1l61R+7swAJL68kfjyRuLLu9zEGB0dneNyoyaQokWLApCQkEDp0qUzyxMTEzEzM8Nax7jn1tbW1KtXLzN5ALi4uGBnZ0dISEiWBDJkyBB69uypVRYZGcnAgQNxdnamUqVKLx74Rx9x5VIaIwv/QMuWsGpVeczNy7/4frJx6tQpGjZsmG/7y28SX95IfHkj8eVdbmO8detWjsuNmkAy2j7Cw8O12kHCw8NxdHTUeQdSpUoVUlNTs5Q/fvxY5/p2dnZaySbPAgNJ/N6fvqWvUwRzNm4Ec+l+KYQQxm1Ed3BwoEKFCgQFBWWWpaamcujQIZo3b65zm5YtW3L69Gmtqqe//vqLxMRE3NzcDB4zRYowplYQF++VZ8MGsLc3/CGFEOJlYNTv0hqNBi8vL+bMmUOxYsVo0KAB69evJzY2lqFDhwIQFhZGTEwMrq6uAAwdOpStW7fi5eXF2LFjSUpKYv78+bi5udGyZUuDx7w9oT3/uQLTp0P79gY/nBBCvDSMXhkzcOBAkpOTWbduHWvXrqV27dqsXr2aypUrA7B8+XK2b99OcHAwACVLluTnn3/G29ubSZMmYWFhQZs2bZg2bRpmZoa/gbK1hdGjYfZsgx9KCCFeKiapzffw8MDDw0PnMm9vb7yf6Z1XpUoVli9fbozQsmjXTn0JIYTQZpLBFIUQQrz8JIEIIYTIFUkgQgghckUSiBBCiFyRBCKEECJXJIEIIYTIFUkgQgghckUSiBBCiFyRBCKEECJXJIEIIYTIFUkgQgghckUSiBBCiFyRBCKEECJXJIEIIYTIFUkgQgghckUSiBBCiFyRBCKEECJXJIEIIYTIFUkgQgghckUSiBBCiFyRBCKEECJXJIEIIYTIFUkgQgghckUSiBBCiFyRBCKEECJXJIEIIYTIFUkgQgghcsUkCWTz5s20b9+eevXq0b9/f86cOZPj+iNGjKBmzZpZXgkJCUaKWAghxLPMjX3AHTt2MGvWLEaNGoWLiws//vgjnp6eBAYGUrlyZZ3bBAcHM3jwYLp06aJVXqRIEWOELIQQQgejJhBFUfDx8aFfv36MHj0agBYtWtCxY0f8/f2ZPn16lm3i4uK4c+cOrVq1wtXV1ZjhCiGEyIFRq7Bu3rxJREQEbdq0ySyzsLDA3d2do0eP6twmODgYgJo1axolRiGEEPox6h1IaGgoAFWrVtUqr1y5MmFhYaSlpVGoUCGtZcHBwVhaWrJkyRJ+++03Hj16xNtvv82MGTMoU6ZMlmPExcURFxenVRYREQFAZGRkPr6b/BMdHc2tW7dMHUa2JL68kfjyRuLLu9zGmHHNTEtL07ncqAkkPj4eABsbG61yGxsb0tPTSUpKwtbWVmtZcHAwKSkp2NjY4OvrS3h4OEuWLGHIkCHs2LEDS0tLrfX9/f3x9fXVefyBAwfm47sRQojXQ3R0dJYv/mCCNhAAjUajVznA0KFD6dKlC82aNQOgcePGVKtWjX79+rF371569Oihtf6QIUPo2bOnVllKSgrh4eE4ODhkucMxtcjISAYOHMiGDRsoX768qcPJQuLLG4kvbyS+vMtLjGlpaURHR+Ps7KxzuVETSNGiRQFISEigdOnSmeWJiYmYmZlhbW2dZZtq1apRrVo1rbL69etjZ2eX2T7yNDs7O+zs7LKUv/HGG3kN36DKly9PpUqVTB1GtiS+vJH48kbiy7vcxqjrziODURvRMwIJDw/XKg8PD8fR0VHnHciePXs4ceKEVpmiKKSkpFCiRAnDBSuEECJHRk0gDg4OVKhQgaCgoMyy1NRUDh06RPPmzXVu8/PPPzNv3jzS09Mzyw4fPsyjR49o1KiRwWMWQgihm1GrsDQaDV5eXsyZM4dixYrRoEED1q9fT2xsLEOHDgUgLCyMmJiYzD4fI0aMwMvLi0mTJtGrVy9CQ0NZunQpHTp0oEGDBsYMXwghxFMKzZ49e7YxD1ivXj2sra3ZvHkz27dvx87Ojvnz52f28/j666+ZM2cOY8aMAdRqr7p16/Lrr7+yfv16zp8/T48ePZgxYwbm5kbvSG8QVlZWNG3aFCsrK1OHopPElzcSX95IfHlnqBg1SsYjUEIIIcQLkNF4hRBC5IokECGEELkiCcTA0tLSWLNmDZ06dcLV1ZXOnTuzfv16cqo5NObw9bGxsTqPNXbs2Gy3CQkJYciQIbi5ueHu7o6fn1+O7ye3jh8/rjO2jFfGEDXPMsb5O3jwIG5ublpliqKwYsUK3N3dqV+/PsOGDeP69evP3dfJkyfp27cv9evXp3379mzZssVgMT569IjFixfTrl073Nzc6NGjB3v37n3uvrp27ZrlfDZt2jTf4/v77791/u2++eabHPdliHP4bHzbtm3L8fOYk/w6f8+7nhj7M/hqtEIXYMuXL8fPz4+PP/4YV1dXTp48yVdffUVSUhJeXl46tzHm8PVXrlwBYPXq1VrDyBQvXlzn+vfu3WPYsGHUqFGDJUuWcPHiRZYsWUKhQoXw9PTM19jq1q3Lpk2btMqSk5MZO3YsdevWpUKFCjq3M/T5O336NJMmTcpS/t133+Hn58fEiROxt7dnxYoVDB06lL1792Z2on3W9evX+fDDD2ndujVjxozhv//9L59//jm2trZ07Ngx32OcPXs2QUFBjBs3jjfeeIPffvuN8ePHA9C5c2ed+0pJSSE0NJQJEybQpEmTzPK8PMSSXXzBwcFYW1uzZs0arfKyZctmuy9DnENd8bm7u2f5PMbExPDJJ5/QvXv3bPeVn+fvedcTo38GFWEwaWlpipubm7J48WKt8tmzZyvNmjXTuc2DBw8UJycn5fDhw8YIUVmzZo3SokULvddfunSp0qRJEyUxMTGzbPHixUqTJk2UlJQUQ4SoZe7cuUrTpk2Ve/fu6VxuyPOXnJys+Pn5KXXr1lUaN26suLq6Zi57+PCh4urqqqxcuTKz7P79+4qbm5vyn//8J9t9Tp48WencubOSnp6eWTZx4kSla9eu+R7jvXv3FCcnJ2Xz5s1a23h5eSm9e/fOdp+XLl1SnJyclGvXruUqJn3jUxT179u3b98X2md+nsPnxfesjz76SOnQoYOSlJSU7Tr5df6edz0xxWdQqrAM6OHDh/To0YP27dtrlTs6OhITE0NiYmKWbYw9fH1wcPALHevYsWM0b95c69t827ZtuX//Pn///bchQsx07do1NmzYwLhx4yhZsqTOdQx5/o4cOYKfnx+TJ09m0KBBWsvOnTtHYmIi77zzTmZZsWLFaNKkSbZTFYB6Pt3d3bVGYWjbti0hISFERUXla4wJCQm89957tGzZUqvc0dExx5Fag4ODsbKywsHB4YXjeZH4Mo71on+7/DyHz4vvaUePHuXgwYN8/vnnFC5cONv18uv8Pe968n//939G/wxKAjGgYsWKMXPmTOrUqaNV/vvvv1O+fHmdY389PXx906ZNqV+/PmPHjiU6OtogMQYHB5OUlMR7772Hi4sLb731Fj/88EO2bRqhoaE6h+PPWGZIixcvxsHBgX79+mW7jiHPn4uLCwcPHmTw4MFZht3JeO/PzqpZqVKlbM9LYmIid+/ezdfzmVOMlStX5osvvtCq+ktLS+PIkSM5jhUXHBxM8eLFGT9+PA0aNKBhw4Z8/vnnmaNr51d8oLav3blzh+7du+Ps7Ey7du3Yvn17tvvL73P4vPietnDhQlq2bEmrVq1yXC+/zt/zricZF3tjfgalDcTIAgICOHbsmM7ZF+HFh6/Pi/T0dK5fv06RIkWYMmUKFSpU4PDhwyxatIjk5OTMWSOfFh8fr3M4/oxlhhIeHs5vv/3Gl19+iZlZ9t97DHn+ypUrl+2y+Ph4LC0ts+zfxsYm2/OS0/QGTy/Prxh18fHx4caNG6xYsSLbilLigQAAFORJREFUdYKDg/n333+pWbMmgwcP5vLly/j4+HDr1i38/f3zLb6oqChiY2O5efMmn376KcWKFWP37t1MnToVjUaTZeRtyP9zqO/5O378OJcvX2bt2rXPXTc/z9+znr6emOIzKAnEiHbu3MmsWbPo0KFDtrfHLzp8fV4oisL3339PxYoVM7+BNGvWjMTERFatWoWXl9cL9VzN6cKeVwEBAdjZ2eXYWAnGPX9PUxQl22+s2ZUrz5newJDnE8DPz4/vv/8eDw8PrVlCnzVx4kRSUlIyhxdq1KgRpUqVYvz48Zw8eTLfxqSzs7Nj1apV1KxZM7PRvEWLFty9exdfX1+dfztTncPNmzfj5OSU7Rh+TzPU+Xv2erJy5UqjfwalCstI1q5dy+TJk3F3d+fbb7/N9g9arVq1zItfhpyGr8+LQoUK0bx58yy3r61atSIpKYmbN29m2cbW1jbL47AZvz87GVh+CgoKom3bts+9gzDm+Xta0aJFSUlJITU1Vas8ISEh26dfMs7Xs+czo20su+3ySlEUvv76axYuXMj777/P5MmTc1y/Tp06mRe/DBnVNhlP8eWHIkWK0KpVqyxPXLVq1Yrw8HCdj2Gb4hympqZy+PBhOnXqpNf6hjh/uq4npvgMSgIxgkWLFvH111/TvXt3fHx8crwIGnP4+qioKDZt2kRMTIxWeXJyMoDO4zk4OGRpcM0Ynt9Qc67cvn2b69evZ2k81MVUw/9XrVoVRVGynJtbt27h6OiocxsbGxvKlCmjc3oDIF8arZ+Vnp7O5MmTWbt2LSNHjmTWrFk51vU/fvyYbdu2cenSJa3yR48eAbo/I7n1zz//8PPPP5OSkqJVnpycTOHChXW2GZriHJ49e5aHDx/q9Xk0xPnL7npiis+gJBAD8/f3Z+XKlQwePBhvb+/nPvttzOHrU1JSmDlzJjt37tQq/+WXX3BwcNA553yzZs04duyY1hNkQUFBFC9enFq1auVrfBnOnz8PqANxPo+phv93c3PDyspKa6qCBw8e8Ndff+VYzdG8eXN+//13rTmng4KCcHJy0pp0Lb94e3uzc+dOpk6dmtn/Iyfm5uYsW7aMZcuWaZUfOHAACwuLLN+s8yIqKorZs2dz+PDhzDJFUThw4ACNGjXKNtEZ+xyeP38eW1vbLBPd6ZLf5y+n64kpPoPSBmJAd+/e5dtvv8XJyYkuXbpw7tw5reXOzs7cvn3bZMPXV65cma5du7J06VI0Gg3VqlVj//79HDhwgO+++w7IOrz++++/z/r16xk+fDienp5cuXIFPz8/JkyYkK8N/E+7evUqJUqU0PltraAM/29jY8OgQYNYunQpZmZmODg48P3332Nra0vfvn0z17t27RopKSmZT9J4enrSp08fPvnkE/r27cuff/7Jzp07WbJkSb7HePHiRdatW8ebb76Jm5sbZ8+ezVxmZmaWmaCfjXHkyJHMnDmTuXPn0qZNG/7++2++++47PvjgA+zt7fMtvsaNG9OwYUNmzZrFgwcPKFOmDJs2bSI4OJiffvopcz1TnkNQP48ODg7ZJjRDnT99ridG/wzq04FF5M7WrVsVJyenbF/37t1TpkyZojg5OWlt99tvvym9e/dW6tevr7z55puKt7d3jh2V8iIpKUlZuHCh0rp1a8XZ2Vnp3r27cuDAgczluuI7f/680r9/f8XZ2Vlxd3fX6rhkCLNmzVLatWunc5mpzp+Pj0+WTmapqanKggULlBYtWiiurq7KsGHDsnQeGzRokNK6dWutsiNHjijdunVTnJ2dlfbt2ytbt241SIw+Pj7ZfhafXk9XjFu3blW6du2quLi4KK1bt1ZWrFihpKWl5Wt8iqIosbGxyowZM5RWrVopLi4uSv/+/ZUTJ05orWOsc6grPkVRlA8//FAZOnRottsZ6vzpcz0x9mdQhnMXQgiRK9IGIoQQIlckgQghhMgVSSBCCCFyRRKIEEKIXJEEIoQQIlckgYiXxuvwwOCr8B4L2nswVTwF7TwYgiQQI/rggw+oV6+eziGSL1++TM2aNTn+/+2da0wUVxvH/9AqKqAEUm2r0dY0s6C77C43bwjKFrFqW7uixUsDUQEXQTDYim1UQOutAaSrXNQoIlAUAjU1lFAvCOWmjRBSLI1WQ0ERFeVSXSmyz/vB7JRhl6soJO/5fZo5c+ac85xnZs7MmZnnX1b2Stugk4l91dod/aG9vR1btmyBTCaDo6OjQanaGzduwNvbewha1zfCwsKwZMmSlyqjq43D0Ve98dtvv/Uoh/y6OXPmjOCHuMHwU18Ybv3wqmB/or9m2trasH37diQnJ/eqN/D/QmFhIX766SeEhoZCLpcblKrNzc0d1hfSgIAAgwJh/WG429gXMjMzcfv27aFuBk9CQgLmzZvHrw+Gn/rCcOuHVwUbQF4z5ubmuHLlCjIzMwXhBf6faW5uBgB4enp2qzQ43Jk8efJQN4HRB5ifBhc2hfWasbe3x/z583HgwIEeVfKysrIgEokEkXJbWlogEomQlZUFAFCr1VAqlfjxxx/h7u4OW1tb+Pj44P79+0hPT8e8efNgb2+PLVu2QKPRCMqvqqqCUqmERCKBUqlEUVGRYHtjYyO++uorODk5QS6XY8OGDYKInbq69+zZAwcHB3h5eXVry9WrV7F69WrY2dlh9uzZiIyM5MNHh4WFISwsDMCLoG665c6o1WocOnQIT58+5e3XTe+kp6fD2dkZrq6ufBTSc+fO4eOPP4ZEIsGHH36IU6dO6ZWZnJyMBQsWQCwWY/HixcjJyRFsv3z5MpRKJaRSKWbNmoVt27ahqampWxs7T43U1dVBJBLh4sWLWLduHaRSKebOndujaJMhG3VUV1dj5cqVkEgkUCgUyMjIEOzbm68MIRKJkJmZiaCgIMhkMjg7OyMtLQ0NDQ3w8/ODVCqFh4eHILAhABQVFWH58uWwtbWFi4sLYmNj+SB8YWFhyM7Oxo0bNwTTsZWVlfD19YWDgwPEYjE8PDyQnp7eY/t0vIyf3NzccOfOHaSmpvIyuYb8dP78efj4+EAqlUKhUCAvLw83b97EqlWrIJVKsXTpUj6gJ/BiyvX777+Hh4cHxGIxHB0dERgYiPr6+h77oa6uDsHBwZg9ezbkcjlUKpVgOrs/59SwoV/BWBgvxZo1a8jPz4/u3r1LMpmMgoKC+G3Xr18njuOotLSUiP6Le9PY2MjnaW5uJo7j+Dg1ulg9ixYtory8PDp79izJZDJasGABeXp60sWLFykxMZFEIhElJCQQEVFpaSlxHEcSiYQOHz5M+fn55OvrS9OnT+dj5mg0Glq0aBG5ubnR2bNnKS8vj5YtW0YuLi7U1NTE1z1t2jTy8vKi4uJiunTpkkGb8/PzydramoKDgyk/P5/S0tLIycmJVq9eTR0dHVRTU0MxMTHEcRwVFBRQTU2NXhn19fX09ddfk62tLZWXl1NjYyNvx9y5c+nChQuUnZ1NRERZWVnEcRxFRERQYWEhqdVqsrGxoaNHj/LlqdVqmjZtGsXExFBhYSHt3r2bRCIR5eTkEBFRXV0dicVi2rVrF5WWllJ2djbNmDGDNm/e3K1vt27dSosXLyYiotraWuI4jpycnCg2NpaKi4tp+/btxHEc5efnG9y/JxtlMhklJSVRUVERqVQqEolE9Mcff/TZV4bgOI7s7Ozou+++o+LiYgoMDCRra2tauHAhxcfH06VLl0ipVJKjoyM9ffqUiIiKi4vJxsaGQkJC6PLly5SUlERSqZTCw8OJiKimpoZ8fX1JoVBQeXk5tba20p07d0gqldKmTZvo119/pfz8fPL39yeO43gbuuNl/VRVVUVz5syhoKAgKi8v79FPR44coaKiIlq1ahV/DqWkpNAvv/xCCoWCFixYwLcrIiKCHB0dKSMjg8rKyiglJYXs7OwoMDCw236or6+nmTNn0qeffkq5ubn0888/05IlS2jWrFl07949Iur7OTWcYAPIa0Q3gBARnTx5kjiOo/PnzxPRwAcQjuOooqKCz7N582biOI7q6ur4tJUrV5JKpSKi/waQmJgYfntbWxu5uLjQtm3biIjohx9+IBsbG0EQttbWVnJwcCC1Wi2ou7KyskebP/vsM1qxYoUgraCggDiOowsXLnRra1e6BrbT2XHs2DE+raOjg5ydnSk0NFSw76FDh0gul9OTJ0+oubmZJBIJRUdHC/Js27aNFAoFERHl5OQQx3HU0NDAb8/Ly6MTJ0502z5DF6adO3cK2ubk5ESRkZH9trFzsMrHjx8Tx3F08uRJIuqbrwzBcRytW7eOX//rr7+I4zgKCwvj04qLi4njOLp+/ToREa1YsYK8vLwE5WRnZ5O1tTXV1tbq9QPRixsIb29v+vfff/VsOHXqVLftGyw/zZ8/nyIiIvh1Q37asWMHv113bHbuuzNnzhDHcdTc3ExERMHBwZSRkSFo165du8jJyclgPUREe/fuJZlMJjjGGxsbSS6X0969e4mo7+fUcIJNYQ0Ra9asgVQqRWRk5EtpiRsZGUEsFvPrVlZWsLS0FISJtrCwQGtrq2A/Dw8PfnnkyJFwdnbmX+CWlZVhypQpmDJlCp4/f47nz59j1KhRsLe3R2lpqaCcnjQRnjx5guvXr2PhwoWC9Llz52LcuHF6wk8D4YMPPuCXb9++jfv372PevHl8u58/fw4XFxc8efIElZWVqKioQFtbm8E8tbW1qK2thVgsxsiRI7F8+XLs378fZWVlcHNzg4+PT7/a1lnrwdjYGOPHjx/QC1y5XM4vW1hYwNTUFC0tLQD656uudNZX0ek+dD6WLCwsALyYOtVoNKisrMT8+fP1+k2r1Xb79aCrqyuSkpKg1WpRXV2N3NxcHD16FAB44aiOjg5BmVqt9rX6yVA/SCQSPk0nI6Dr84MHD8LT0xMNDQ0oKSlBamoqrl27pieE1ZmrV69ixowZgnd8lpaWmDVrFq5cuSLI2xedkeECe4k+RBgbG2PXrl1QKpWIiorCihUrBlTO6NGj8cYbb+il9YaVlZVg3dLSEvfv3wcANDU14datW5g+fbrefp0VysaMGWNQJU5Ha2sriEivLl19LzNwdi5Hh27uOzQ0FKGhoXp5Hzx4wH+b39388oMHD2BnZ4ekpCQcOXIEKSkpOH78ON566y3s3LkT7u7ufW7bqFGjBOvGxsYD+jegp3L66itDmJqa6qV1d+y0tLRAq9UiKioKUVFRetu7e5/X0dGBffv24fTp02hvb8fkyZN5YS+dDe7u7oJPtwMDA3mZ5dfhJ0P90LXPO3Pt2jWEh4fjzz//hLm5OWxsbGBiYtJjHS0tLbCxsdFLt7Kyws2bN/n13s6p4QYbQIYQkUiEdevW4ciRI4I7aeA/kfvOF5zB/PywpaVFoD398OFD/o7T3Nwc1tbW2L17t95+/RGNMjc3h5GRERobG/W2da5vsNDpN+/YscOgeuGkSZN4EaXDhw9jwoQJenl00p/29vZITEyERqNBSUkJjh07huDgYFy6dMngfkPFYPmqN3QXWZVKBYVCobe9q465jvj4eJw5cwb79++Hq6srxowZA41Gg8zMTEGeznfv48eP5yVgh5ufWltbsWHDBtjZ2UGtVvMD3YEDB3rUNx83bhwePnyol/4qzoPXCZvCGmI2btyIKVOmIDo6WpCuE7vXPRUAL35OGiwKCwv55WfPnqGgoABOTk4AADs7O9TV1WHixImQSCSQSCQQi8VISkpCfn5+n+swNTWFjY0NcnNz9epubW3tl0KgsXHvh+rUqVNhYWGBhoYGvt0SiQRNTU2IjY3FP//8A6lUihEjRqCxsVGQ58aNG7wKY0ZGBhQKBdrb2zF69Gi4ubkhJCQEHR0daGho6HOb+0tfbOzKYPmqN8zMzGBtbY3a2lpBv40YMQLR0dG4d++eQRsqKiogFovx0Ucf8XfWumNPd3MkEokEZU6YMGHQ/DSQPu2JW7duobm5Gd7e3vzgodVqUVxcLLjZ61qvvb09ysrKBF9VPnr0CCUlJa9UKfNVw55AhhgTExNERETo/WU9Y8YMmJiY4Ntvv4VKpcLdu3cRHx8/aHeViYmJMDExwcSJE3H8+HFoNBr4+voCePE/xqlTp7B27Vr4+fnBwsICp0+fRl5eHj755JN+1RMUFISAgACEhIRAqVSivr4e0dHRkMvlcHFx6XM5Y8eOhUajwfnz57vVRn/zzTcRFBSEffv2AXjxWXBdXR2ioqLw3nvvYdKkSTAyMsIXX3yBffv2obm5Gba2tqiurkZMTAwUCgXMzMzg4OCABw8eIDg4GKtWrUJ7ezvi4+MxadIkg9MQg0VfbOzKYPqqNzZt2oSNGzfCzMwM7u7uePz4MQ4ePAhjY2NwHMfbcO/ePRQVFUEsFkMikeDo0aNISUkBx3G8nKuRkRGePXvWbV2WlpaD4qexY8eiqqoKV69e5afOXoapU6fC1NQUcXFx0Gq1ePbsGdLS0lBdXQ0jIyMQEYyMjPT6wcfHB9nZ2Vi7di0CAgJARPz5PJwjLPQGewIZBsycORPLli0TpI0dOxYHDx7Eo0eP4O/vj7S0NBw4cGDQ5kcjIiKQlpaGwMBAtLW1ITk5mf/JyszMDKmpqZg6dSrCw8MREBCAu3fvIi4uDq6urv2qx83NDYcPH8bff/+NgIAAqNVqLFmyBMeOHdN7d9MTixcvxvTp0xESEoKzZ892m2/NmjUIDw/HxYsX4evri9jYWCxcuBCJiYn8tOCXX36JgIAAZGRkYP369UhOToa3tzc/8Lz//vtISEjAo0ePsGnTJoSGhsLKygonTpzAiBEj+mV/f+irjZ0ZTF/1hkKhQFxcHH7//XeoVCrs2bMHMpkMycnJ/LuTzz//HFZWVvD390dRURH8/PywdOlSHDp0CP7+/jh37hy2b9+OOXPmoLy8vMf6BsNP/v7+qKmpwfr16wfl6dHc3BxqtRotLS1QqVSIjIyEhYUFYmNjodVqeZ3yrv3wzjvvIDU1FePHj8fWrVvxzTff4N1330V6ejrefvvtl27XUMEkbRkMBoMxINgTCIPBYDAGBBtAGAwGgzEg2ADCYDAYjAHBBhAGg8FgDAg2gDAYDAZjQLABhMFgMBgDgg0gDAaDwRgQbABhMBgMxoBgAwiDwWAwBsT/AFrs5U32PC9XAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(range(val_range[0],val_range[1],val_range[2]),train_acc_num_trees,c='red')\n",
+    "plt.plot(range(val_range[0],val_range[1],val_range[2]),val_acc_num_trees,c='blue')\n",
+    "plt.legend([\"Training\",\"Validation\"],fontsize=15)\n",
+    "plt.grid(True)\n",
+    "plt.xticks(fontsize=16)\n",
+    "plt.yticks(fontsize=16)\n",
+    "plt.xlabel(\"Number of trees in the meta-estimator\", fontsize=16)\n",
+    "plt.ylabel(\"Accuracy\",fontsize=16)\n",
+    "plt.ylim(0.5,1.05)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(range(val_range[0],val_range[1],val_range[2]),time_adaboost,c='red')\n",
+    "plt.grid(True)\n",
+    "plt.xticks(fontsize=16)\n",
+    "plt.yticks(fontsize=16)\n",
+    "plt.xlabel(\"Number of trees in the meta-estimator\", fontsize=16)\n",
+    "plt.ylabel(\"Model training time (seconds)\",fontsize=16)\n",
+    "#plt.ylim(0.7,1.05)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### A simple linear objective function for the business-centric optimization\n",
+    "\n",
+    "The optimization (objective function) looks like following,\n",
+    "\n",
+    "$$ \\textbf{objective} = \\alpha.\\frac{v-v_{th}}{v_{max}}+\\beta.\\frac{t}{t_{max}} $$\n",
+    "\n",
+    "Here, $v$ denotes the validation set accuracy and $t$ denotes the compute time. Note the use of $v_{th}$ as a threshold value only above which the accuracy matters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "v = np.array(val_acc_num_trees)\n",
+    "t = np.array(time_adaboost)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "v_th = 0.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "v=(v-v_th)/v.max()\n",
+    "t=t/t.max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "alpha = 3\n",
+    "beta = 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "o = alpha*v-beta*(t)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(7,4))\n",
+    "plt.plot(range(val_range[0],val_range[1],val_range[2]),o,color='k',marker='o',lw=3,markersize='10')\n",
+    "plt.grid(True)\n",
+    "plt.xticks(fontsize=16)\n",
+    "plt.yticks(fontsize=16)\n",
+    "plt.xlabel(\"Number of trees in the meta-estimator\", fontsize=16)\n",
+    "plt.ylabel(\"Linear objective function\",fontsize=16)\n",
+    "plt.xticks([i for i in range(2,21,2)])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Constructing the objective function formally for Scipy run"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def objective(x, v_th=0.5,alpha=3,beta=1):\n",
+    "    \"\"\"\n",
+    "    Objective function computing a overall cost function\n",
+    "    involving the running time and performance of the AdaBoost classifier fitting\n",
+    "    x: number of trees to be used by the meta-estimator (AdaBoost)\n",
+    "    V_th: Minimum accuracy threshold\n",
+    "    alpha: Cost factor of the accuracy (indicator of profit)\n",
+    "    beta: Cost factor of running time (indicator of expense)\n",
+    "    \"\"\" \n",
+    "    x = int(x)\n",
+    "    if x<1:\n",
+    "        x=1\n",
+    "    t1=time.time()\n",
+    "    # Fitting\n",
+    "    adaboost = AdaBoostClassifier(DecisionTreeClassifier(min_samples_leaf=20,max_depth=2),\n",
+    "                            n_estimators=x,learning_rate=0.2)\n",
+    "    adaboost.fit(X_train,y_train)\n",
+    "    t2=time.time()\n",
+    "    pred_train = adaboost.predict(X_train)\n",
+    "    pred_val = adaboost.predict(X_val)\n",
+    "    # Accuracy and F1 score\n",
+    "    acc_train=accuracy_score(y_train,pred_train)\n",
+    "    f1_train = f1_score(y_train,pred_train,average='micro')\n",
+    "    acc_val=accuracy_score(y_val,pred_val)\n",
+    "    f1_val = f1_score(y_val,pred_val,average='micro')\n",
+    "    \n",
+    "    v = acc_val # Validation set accuracy\n",
+    "    t = t2-t1 # Time taken for fitting and calculating the accuracy\n",
+    "    \n",
+    "    # Normalize the accuracy and time measures\n",
+    "    #v=(v-v_th)/v.max()\n",
+    "    #t=t/t.max()\n",
+    "    \n",
+    "    # Objective function (a profit measure)\n",
+    "    obj = alpha*v-beta*(t)\n",
+    "    \n",
+    "    return -float(obj)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-2.898426469167074, -3.140829397837321, -3.3419099394480387, -3.392640603383382, -3.4783966541290283, -3.5320983759562172, -3.653601512908936, -3.7516391181945803, -3.805677728652954, -3.8654566160837813, -3.7641517766316728, -3.712255900700887, -3.750063428878784, -3.754453824361166, -3.752184219360352, -3.7502264690399167, -3.695710490544637, -3.6637176926930746, -3.6569201628367107, -3.717943604787191, "
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(1,21):\n",
+    "    print(objective(i,0.5,5,1),end=', ')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n=np.arange(1,21)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(n,list(map(objective,n)),color='k',marker='o',lw=3,markersize='10')\n",
+    "plt.grid(True)\n",
+    "plt.xticks(fontsize=16)\n",
+    "plt.yticks(fontsize=16)\n",
+    "plt.xlabel(\"Number of trees in the meta-estimator\", fontsize=16)\n",
+    "plt.ylabel(\"Linear objective function\",fontsize=16)\n",
+    "plt.xticks([i for i in range(2,21,2)])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Calling `minimize_scalar` from Scipy\n",
+    "\n",
+    "For a detailed discussion on Scipy optimization functions see this article on Medium: \n",
+    "\n",
+    "[\"Optimization with SciPy and application ideas to machine learning\"](https://towardsdatascience.com/optimization-with-scipy-and-application-ideas-to-machine-learning-81d39c7938b8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.optimize import minimize_scalar"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimization terminated successfully;\n",
+      "The returned value satisfies the termination criteria\n",
+      "(using xtol =  1e-05 )\n"
+     ]
+    }
+   ],
+   "source": [
+    "r=minimize_scalar(objective,bounds=(2,21),options={'disp':True},method='Bounded')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_items([('fun', -2.281078157424927), ('status', 0), ('success', True), ('message', 'Solution found.'), ('x', 9.764352625570279), ('nfev', 16)])"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "r.items()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### For various datasets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def objective_dataset(x, X_train,y_train,X_val,y_val,v_th=0.5,alpha=3,beta=1):\n",
+    "    \"\"\"\n",
+    "    Objective function computing a overall cost function\n",
+    "    involving the running time and performance of the AdaBoost classifier fitting\n",
+    "    x: number of trees to be used by the meta-estimator (AdaBoost)\n",
+    "    V_th: Minimum accuracy threshold\n",
+    "    alpha: Cost factor of the accuracy (indicator of profit)\n",
+    "    beta: Cost factor of running time (indicator of expense)\n",
+    "    \"\"\" \n",
+    "    x = int(x)\n",
+    "    if x<1:\n",
+    "        x=1\n",
+    "    t1=time.time()\n",
+    "    # Fitting\n",
+    "    adaboost = AdaBoostClassifier(DecisionTreeClassifier(min_samples_leaf=20,max_depth=2),\n",
+    "                            n_estimators=x,learning_rate=0.2)\n",
+    "    adaboost.fit(X_train,y_train)\n",
+    "    t2=time.time()\n",
+    "    pred_train = adaboost.predict(X_train)\n",
+    "    pred_val = adaboost.predict(X_val)\n",
+    "    # Accuracy and F1 score\n",
+    "    acc_train=accuracy_score(y_train,pred_train)\n",
+    "    f1_train = f1_score(y_train,pred_train,average='micro')\n",
+    "    acc_val=accuracy_score(y_val,pred_val)\n",
+    "    f1_val = f1_score(y_val,pred_val,average='micro')\n",
+    "    \n",
+    "    v = acc_val # Validation set accuracy\n",
+    "    t = t2-t1 # Time taken for fitting and calculating the accuracy\n",
+    "    \n",
+    "    # Normalize the accuracy and time measures\n",
+    "    #v=(v-v_th)/v.max()\n",
+    "    #t=t/t.max()\n",
+    "    \n",
+    "    # Objective function (a profit measure)\n",
+    "    obj = alpha*v-beta*(t)\n",
+    "    \n",
+    "    return -float(obj)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "19.047340010991547\n",
+      "---------------\n",
+      "17.998823385073866\n",
+      "---------------\n",
+      "17.673669979415227\n",
+      "---------------\n",
+      "18.039625249357616\n",
+      "---------------\n",
+      "14.44972126082691\n",
+      "---------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "for _ in range(5):\n",
+    "    X, y = datasets.make_hastie_10_2(n_samples=2000, random_state=1)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30)\n",
+    "    X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, test_size=0.50)\n",
+    "    result=minimize_scalar(objective_dataset,bounds=(2,20),args=(X_train,y_train,X_val,y_val),method='Bounded')\n",
+    "    print(result['x'])\n",
+    "    print(\"-\"*15)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From c813d1d845855011425971153ef7e66bf6aa2522 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 30 Aug 2019 10:44:09 -0700
Subject: [PATCH 079/165] Add files via upload

---
 Datasets/Height_Weight.xlsx | Bin 0 -> 3981 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Datasets/Height_Weight.xlsx

diff --git a/Datasets/Height_Weight.xlsx b/Datasets/Height_Weight.xlsx
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From b327e7efbddd8026b3f1b13d88bc181d7a0423bf Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 3 Sep 2019 23:27:09 -0700
Subject: [PATCH 080/165] Stochastic grad descent classifier demo

---
 Classification/Stochastic_grad_descent.ipynb | 664 +++++++++++++++++++
 1 file changed, 664 insertions(+)
 create mode 100644 Classification/Stochastic_grad_descent.ipynb

diff --git a/Classification/Stochastic_grad_descent.ipynb b/Classification/Stochastic_grad_descent.ipynb
new file mode 100644
index 0000000..12e294e
--- /dev/null
+++ b/Classification/Stochastic_grad_descent.ipynb
@@ -0,0 +1,664 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Classification using Stochastic Gradient Descent\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "In this notebook, we show the application of Stochastic Gradient Descent for classification problems. **This is particularly useful compared to some other popular classifiers like Random Forest as the training dataset and feature vector size scale up**.\n",
+    "\n",
+    "We make use of the `SGDClassifier` estimator class from Scikit-learn. Read about it here,\n",
+    "<br>https://scikit-learn.org/stable/modules/sgd.html\n",
+    "\n",
+    "### A bit of theory\n",
+    "Stochastic gradient descent (SGD) is an optimization method for unconstrained optimization problems. In contrast to (batch) gradient descent, **SGD approximates the true gradient of  by considering a single training example at a time**. This provides the advantage of speed at the cost of some amount of randomness in the solution trajectory.\n",
+    "\n",
+    "The class `SGDClassifier` (or `SGDRegressor`) implements a first-order SGD learning routine. The algorithm iterates over the training examples and for each example updates the model parameters according to the update rule given by\n",
+    "\n",
+    "$$w\\leftarrow w-\\eta\\left (\\alpha \\frac{\\partial R(w)}{\\partial w}+\\frac{\\partial L(w^Tx_i+b,y_i)}{\\partial w} \\right )$$\n",
+    "\n",
+    "where $\\eta$ is the learning rate which controls the step-size in the parameter space, $x_i$,$y_i$ are the instances of feature and response, respectively, $R(w)$ is the penalty function and $\\alpha$ is the coefficient of the penalty/regularization term. The intercept $b$ is updated similarly but without regularization."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.datasets import make_classification\n",
+    "from time import time\n",
+    "from sklearn.linear_model import SGDClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Train using various classifiers with increasing training set size\n",
+    "\n",
+    "- Create a synthetic dataset (i.e. classification problem) using `make_classification` function\n",
+    "- Standardize the feature set using `StandardScaler`\n",
+    "- Test/train split\n",
+    "- Fit with the training set\n",
+    "- Predict and compute accuracy score with the test set"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### `SGDClassifier`: Using `hinge` loss (support vector machine loss)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Size of the problem:  (1000, 50)\n",
+      "Took 15.59 milliseconds\n",
+      "Accuracy on the test set: 0.69\n",
+      "\n",
+      "Size of the problem:  (1584, 50)\n",
+      "Took 15.62 milliseconds\n",
+      "Accuracy on the test set: 0.746\n",
+      "\n",
+      "Size of the problem:  (2511, 50)\n",
+      "Took 15.622 milliseconds\n",
+      "Accuracy on the test set: 0.704\n",
+      "\n",
+      "Size of the problem:  (3981, 50)\n",
+      "Took 15.621 milliseconds\n",
+      "Accuracy on the test set: 0.678\n",
+      "\n",
+      "Size of the problem:  (6309, 50)\n",
+      "Took 15.622 milliseconds\n",
+      "Accuracy on the test set: 0.763\n",
+      "\n",
+      "Size of the problem:  (10000, 50)\n",
+      "Took 15.617 milliseconds\n",
+      "Accuracy on the test set: 0.766\n",
+      "\n",
+      "Size of the problem:  (15848, 50)\n",
+      "Took 17.748 milliseconds\n",
+      "Accuracy on the test set: 0.765\n",
+      "\n",
+      "Size of the problem:  (25118, 50)\n",
+      "Took 31.243 milliseconds\n",
+      "Accuracy on the test set: 0.77\n",
+      "\n",
+      "Size of the problem:  (39810, 50)\n",
+      "Took 46.831 milliseconds\n",
+      "Accuracy on the test set: 0.798\n",
+      "\n",
+      "Size of the problem:  (63095, 50)\n",
+      "Took 78.126 milliseconds\n",
+      "Accuracy on the test set: 0.786\n",
+      "\n",
+      "Size of the problem:  (100000, 50)\n",
+      "Took 131.656 milliseconds\n",
+      "Accuracy on the test set: 0.817\n",
+      "\n",
+      "Size of the problem:  (158489, 50)\n",
+      "Took 196.583 milliseconds\n",
+      "Accuracy on the test set: 0.774\n",
+      "\n",
+      "Size of the problem:  (251188, 50)\n",
+      "Took 320.144 milliseconds\n",
+      "Accuracy on the test set: 0.81\n",
+      "\n",
+      "Size of the problem:  (398107, 50)\n",
+      "Took 614.183 milliseconds\n",
+      "Accuracy on the test set: 0.81\n",
+      "\n",
+      "Size of the problem:  (630957, 50)\n",
+      "Took 834.651 milliseconds\n",
+      "Accuracy on the test set: 0.79\n",
+      "\n",
+      "Size of the problem:  (1000000, 50)\n",
+      "Took 1346.071 milliseconds\n",
+      "Accuracy on the test set: 0.809\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "sgd_class = SGDClassifier(alpha=0.001,loss='hinge',max_iter=100,tol=0.001,n_jobs=-1,early_stopping=True,n_iter_no_change=2)\n",
+    "hinge_acc=[]\n",
+    "hinge_time=[]\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()\n",
+    "for size in [int(10**(0.2*i)) for i in range(15,31)]:\n",
+    "    prob=make_classification(n_samples=size,n_features=50, n_informative=45,n_classes=2,class_sep=0.75,random_state=101)\n",
+    "    X,y=prob\n",
+    "    X = scaler.fit_transform(X)\n",
+    "    print(\"Size of the problem: \",X.shape)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
+    "    t1 = time()\n",
+    "    sgd_class.fit(X_train,y_train)\n",
+    "    t2 = time()\n",
+    "    t_delta=round(1e3*(t2-t1),3)\n",
+    "    hinge_time.append(t_delta)\n",
+    "    print(f\"Took {t_delta} milliseconds\")\n",
+    "    acc = accuracy_score(y_test,sgd_class.predict(X_test))\n",
+    "    hinge_acc.append(acc)\n",
+    "    print(\"Accuracy on the test set:\", round(acc,3))\n",
+    "    print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### `SGDClassifier`: Using `log` loss (logistic regression)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Size of the problem:  (1000, 50)\n",
+      "Took 15.632 milliseconds\n",
+      "Accuracy on the test set: 0.76\n",
+      "\n",
+      "Size of the problem:  (1584, 50)\n",
+      "Took 15.621 milliseconds\n",
+      "Accuracy on the test set: 0.687\n",
+      "\n",
+      "Size of the problem:  (2511, 50)\n",
+      "Took 15.589 milliseconds\n",
+      "Accuracy on the test set: 0.684\n",
+      "\n",
+      "Size of the problem:  (3981, 50)\n",
+      "Took 0.0 milliseconds\n",
+      "Accuracy on the test set: 0.7\n",
+      "\n",
+      "Size of the problem:  (6309, 50)\n",
+      "Took 15.639 milliseconds\n",
+      "Accuracy on the test set: 0.73\n",
+      "\n",
+      "Size of the problem:  (10000, 50)\n",
+      "Took 15.605 milliseconds\n",
+      "Accuracy on the test set: 0.767\n",
+      "\n",
+      "Size of the problem:  (15848, 50)\n",
+      "Took 15.628 milliseconds\n",
+      "Accuracy on the test set: 0.786\n",
+      "\n",
+      "Size of the problem:  (25118, 50)\n",
+      "Took 31.244 milliseconds\n",
+      "Accuracy on the test set: 0.778\n",
+      "\n",
+      "Size of the problem:  (39810, 50)\n",
+      "Took 53.865 milliseconds\n",
+      "Accuracy on the test set: 0.795\n",
+      "\n",
+      "Size of the problem:  (63095, 50)\n",
+      "Took 78.109 milliseconds\n",
+      "Accuracy on the test set: 0.782\n",
+      "\n",
+      "Size of the problem:  (100000, 50)\n",
+      "Took 131.795 milliseconds\n",
+      "Accuracy on the test set: 0.818\n",
+      "\n",
+      "Size of the problem:  (158489, 50)\n",
+      "Took 201.432 milliseconds\n",
+      "Accuracy on the test set: 0.776\n",
+      "\n",
+      "Size of the problem:  (251188, 50)\n",
+      "Took 345.422 milliseconds\n",
+      "Accuracy on the test set: 0.809\n",
+      "\n",
+      "Size of the problem:  (398107, 50)\n",
+      "Took 507.402 milliseconds\n",
+      "Accuracy on the test set: 0.808\n",
+      "\n",
+      "Size of the problem:  (630957, 50)\n",
+      "Took 812.97 milliseconds\n",
+      "Accuracy on the test set: 0.79\n",
+      "\n",
+      "Size of the problem:  (1000000, 50)\n",
+      "Took 1418.476 milliseconds\n",
+      "Accuracy on the test set: 0.809\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "sgd_class = SGDClassifier(alpha=0.001,loss='hinge',max_iter=100,tol=0.001,n_jobs=-1,early_stopping=True,n_iter_no_change=2)\n",
+    "log_acc=[]\n",
+    "log_time=[]\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()\n",
+    "for size in [int(10**(0.2*i)) for i in range(15,31)]:\n",
+    "    prob=make_classification(n_samples=size,n_features=50, n_informative=45,n_classes=2,class_sep=0.75,random_state=101)\n",
+    "    X,y=prob\n",
+    "    X = scaler.fit_transform(X)\n",
+    "    print(\"Size of the problem: \",X.shape)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
+    "    t1 = time()\n",
+    "    sgd_class.fit(X_train,y_train)\n",
+    "    t2 = time()\n",
+    "    t_delta=round(1e3*(t2-t1),3)\n",
+    "    log_time.append(t_delta)\n",
+    "    print(f\"Took {t_delta} milliseconds\")\n",
+    "    acc = accuracy_score(y_test,sgd_class.predict(X_test))\n",
+    "    log_acc.append(acc)\n",
+    "    print(\"Accuracy on the test set:\", round(acc,3))\n",
+    "    print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### `SGDClassifier`: Using `perceptron` loss/algorithm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Size of the problem:  (1000, 50)\n",
+      "Took 2.959 milliseconds\n",
+      "Accuracy on the test set: 0.72\n",
+      "\n",
+      "Size of the problem:  (1584, 50)\n",
+      "Took 4.014 milliseconds\n",
+      "Accuracy on the test set: 0.735\n",
+      "\n",
+      "Size of the problem:  (2511, 50)\n",
+      "Took 7.977 milliseconds\n",
+      "Accuracy on the test set: 0.703\n",
+      "\n",
+      "Size of the problem:  (3981, 50)\n",
+      "Took 6.982 milliseconds\n",
+      "Accuracy on the test set: 0.655\n",
+      "\n",
+      "Size of the problem:  (6309, 50)\n",
+      "Took 9.005 milliseconds\n",
+      "Accuracy on the test set: 0.753\n",
+      "\n",
+      "Size of the problem:  (10000, 50)\n",
+      "Took 15.618 milliseconds\n",
+      "Accuracy on the test set: 0.768\n",
+      "\n",
+      "Size of the problem:  (15848, 50)\n",
+      "Took 31.211 milliseconds\n",
+      "Accuracy on the test set: 0.778\n",
+      "\n",
+      "Size of the problem:  (25118, 50)\n",
+      "Took 15.622 milliseconds\n",
+      "Accuracy on the test set: 0.772\n",
+      "\n",
+      "Size of the problem:  (39810, 50)\n",
+      "Took 46.863 milliseconds\n",
+      "Accuracy on the test set: 0.799\n",
+      "\n",
+      "Size of the problem:  (63095, 50)\n",
+      "Took 73.802 milliseconds\n",
+      "Accuracy on the test set: 0.788\n",
+      "\n",
+      "Size of the problem:  (100000, 50)\n",
+      "Took 120.57 milliseconds\n",
+      "Accuracy on the test set: 0.818\n",
+      "\n",
+      "Size of the problem:  (158489, 50)\n",
+      "Took 201.719 milliseconds\n",
+      "Accuracy on the test set: 0.777\n",
+      "\n",
+      "Size of the problem:  (251188, 50)\n",
+      "Took 444.183 milliseconds\n",
+      "Accuracy on the test set: 0.813\n",
+      "\n",
+      "Size of the problem:  (398107, 50)\n",
+      "Took 591.417 milliseconds\n",
+      "Accuracy on the test set: 0.809\n",
+      "\n",
+      "Size of the problem:  (630957, 50)\n",
+      "Took 904.98 milliseconds\n",
+      "Accuracy on the test set: 0.79\n",
+      "\n",
+      "Size of the problem:  (1000000, 50)\n",
+      "Took 1325.461 milliseconds\n",
+      "Accuracy on the test set: 0.809\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "sgd_class = SGDClassifier(alpha=0.001,loss='hinge',max_iter=100,tol=0.001,n_jobs=-1,early_stopping=True,n_iter_no_change=2)\n",
+    "perceptron_acc=[]\n",
+    "perceptron_time=[]\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()\n",
+    "for size in [int(10**(0.2*i)) for i in range(15,31)]:\n",
+    "    prob=make_classification(n_samples=size,n_features=50, n_informative=45,n_classes=2,class_sep=0.75,random_state=101)\n",
+    "    X,y=prob\n",
+    "    X = scaler.fit_transform(X)\n",
+    "    print(\"Size of the problem: \",X.shape)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
+    "    t1 = time()\n",
+    "    sgd_class.fit(X_train,y_train)\n",
+    "    t2 = time()\n",
+    "    t_delta=round(1e3*(t2-t1),3)\n",
+    "    perceptron_time.append(t_delta)\n",
+    "    print(f\"Took {t_delta} milliseconds\")\n",
+    "    acc = accuracy_score(y_test,sgd_class.predict(X_test))\n",
+    "    perceptron_acc.append(acc)\n",
+    "    print(\"Accuracy on the test set:\", round(acc,3))\n",
+    "    print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Random Forest classifier\n",
+    "We set the number of decision trees (`n_estimators`) to 20 and `max_depth` to 5, to keep the individual trees simple and shallow. Please feel free to experiment with these values to see if that improves the computation efficiency."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Size of the problem:  (1000, 50)\n",
+      "Took 140.594 milliseconds\n",
+      "Accuracy: 0.76\n",
+      "\n",
+      "Size of the problem:  (1584, 50)\n",
+      "Took 124.964 milliseconds\n",
+      "Accuracy: 0.752\n",
+      "\n",
+      "Size of the problem:  (2511, 50)\n",
+      "Took 124.966 milliseconds\n",
+      "Accuracy: 0.755\n",
+      "\n",
+      "Size of the problem:  (3981, 50)\n",
+      "Took 125.091 milliseconds\n",
+      "Accuracy: 0.783\n",
+      "\n",
+      "Size of the problem:  (6309, 50)\n",
+      "Took 125.122 milliseconds\n",
+      "Accuracy: 0.801\n",
+      "\n",
+      "Size of the problem:  (10000, 50)\n",
+      "Took 112.7 milliseconds\n",
+      "Accuracy: 0.821\n",
+      "\n",
+      "Size of the problem:  (15848, 50)\n",
+      "Took 113.889 milliseconds\n",
+      "Accuracy: 0.804\n",
+      "\n",
+      "Size of the problem:  (25118, 50)\n",
+      "Took 214.046 milliseconds\n",
+      "Accuracy: 0.824\n",
+      "\n",
+      "Size of the problem:  (39810, 50)\n",
+      "Took 346.047 milliseconds\n",
+      "Accuracy: 0.831\n",
+      "\n",
+      "Size of the problem:  (63095, 50)\n",
+      "Took 453.022 milliseconds\n",
+      "Accuracy: 0.802\n",
+      "\n",
+      "Size of the problem:  (100000, 50)\n",
+      "Took 818.018 milliseconds\n",
+      "Accuracy: 0.83\n",
+      "\n",
+      "Size of the problem:  (158489, 50)\n",
+      "Took 1233.369 milliseconds\n",
+      "Accuracy: 0.811\n",
+      "\n",
+      "Size of the problem:  (251188, 50)\n",
+      "Took 2009.192 milliseconds\n",
+      "Accuracy: 0.792\n",
+      "\n",
+      "Size of the problem:  (398107, 50)\n",
+      "Took 3374.022 milliseconds\n",
+      "Accuracy: 0.815\n",
+      "\n",
+      "Size of the problem:  (630957, 50)\n",
+      "Took 5693.593 milliseconds\n",
+      "Accuracy: 0.812\n",
+      "\n",
+      "Size of the problem:  (1000000, 50)\n",
+      "Took 9441.015 milliseconds\n",
+      "Accuracy: 0.809\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "rf = RandomForestClassifier(n_estimators=20,max_depth=5,min_samples_leaf=5,min_samples_split=10,n_jobs=-1)\n",
+    "rf_acc=[]\n",
+    "rf_time=[]\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()\n",
+    "for size in [int(10**(0.2*i)) for i in range(15,31)]:\n",
+    "    prob=make_classification(n_samples=size,n_features=50, n_informative=45,n_classes=2,class_sep=0.75,random_state=101)\n",
+    "    X,y=prob\n",
+    "    X = scaler.fit_transform(X)\n",
+    "    print(\"Size of the problem: \",X.shape)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
+    "    t1 = time()\n",
+    "    rf.fit(X_train,y_train)\n",
+    "    t2 = time()\n",
+    "    t_delta=round(1e3*(t2-t1),3)\n",
+    "    rf_time.append(t_delta)\n",
+    "    print(f\"Took {t_delta} milliseconds\")\n",
+    "    acc = accuracy_score(y_test,rf.predict(X_test))\n",
+    "    rf_acc.append(acc)\n",
+    "    print(\"Accuracy:\", round(acc,3))\n",
+    "    print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_var(var,var_name):\n",
+    "    size =np.array([int(10**(0.2*i)) for i in range(15,31)])\n",
+    "    plt.figure(figsize=(8,5))\n",
+    "    plt.title(f\"{var_name} with training set size\",fontsize=18)\n",
+    "    plt.semilogx(size*0.7,var,marker='o',color='k',lw=3,markersize=12)\n",
+    "    plt.grid(True)\n",
+    "    plt.xticks(fontsize=15)\n",
+    "    plt.yticks(fontsize=15)\n",
+    "    plt.xlabel(\"Training set size\",fontsize=15)\n",
+    "    plt.ylabel(\"Training time (milliseconds)\",fontsize=15)\n",
+    "    #plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_var(hinge_time,'Hinge loss time')\n",
+    "plot_var(log_time,'Logistic loss time')\n",
+    "plot_var(perceptron_time,'Perceptron algorithm time')\n",
+    "plot_var(rf_time,'Random Forest time')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Bc+3VcUcMZYslWd5n8CyX0pkOfoY+8PwKwlmOszy0AmfNwPkenCsix0SoQ8L8tip1zxCRViIS0r+94anvcb5o4cOAwWXPAe7Hzey4JUq2d3AK7y0iUkYmEUkNfjZEwywVjtuB44FpIjIN55xZhJv9cQZOG724okpUNV9ELsPdyL7yxmhX4sZRe+EchWap6o8icjXuhrVMRF7ETQ9qDRyBu8kehnPuKWUV7sbYwZPnaJx5djlu+KCUJThT6+0i0hKnKHyvqjkVyL5ZRG7CmcdyZEes/otxTl9XqpsKFSuW4R5aN4lI6YyPg3BT4r7CTZmtiDtw5/VtEXkcN0UyA3ceIehNQFXne//tANyN9C12TCktxE0drQ6lDmcPiMjLXp1feW8VtYWPcA/2seLCuP+Ic8j8P9xQyBGlGT0fg0twVqvFIlI6pbQF7qH5NjDBb5/3qn0c50MzT0Rm4qwmV3n1dq7E73gT94CYKyJP4a7VU3HWr1+DM3rX2lBcv17qjUn/gJuOmYm7hoJNve94xy/EXTuvVkIucMpD76DvwekjI6SXxyLgMhG5B3e9lABZwc621WQRzrHwcRH5GKcsLFTVDRWUewPoAyz0zmcD3D0rLUZyxZq5uP/1Ck85KJ1SOhhntezoo46nRWRvnBL9A85P5jygKW56dilX466zD7xz8wVO+WqH629TcLM+oPL3jEHAMBEpnfK5DXct9gKmlTrPhiPOGfslnAL0Ns4SF5zlF1Wdr6p5IjII9wK2QkSe89ppgbP+not74cuOfprYKaaUlgl+FSV/Gi4g1FLv5P+Ju5CfBroG5buYCqbW4II6zWRH8JC1uHnY4YG0jsfdIDewI0jKe7g37cZB+dYQGvwqD+ec9yLQJkL7F+GmsRURNJ3Lp+zn4GJ25Hnbx8DZEfKtIcJ0N3xMZwrKux/OaWgjbvx2sdf+KHxO2cQ9FN/1ym/CXbT7e3mfCMtbGvxqmfe/bPL+p6jBr6LIHU2Wm3BDRNuCy0fLH+k8ltc2UaYA+vlfg/J2xN1Yfsf18WzcOPELRJhahzMPv8SOIEfrvXP218r2ee/8P4jzIyoEPsc9gCP93xHlCTp+Nk65Lg2a9Cou9kTI+QzKfxrO0raFHcGvniZysKY7PXme9Xu/CSp7hFc2H2cGL01PZ8f1eKCf6wnnvDzd66clweeonN/ZHf/XXzoulsIv7LA+dC+vrwWVvYIdQeR+wjnEtyL69NEK06L15Sj9o0xaBeey1I/oF9z9PQfn+/IGkO/jXJ2Lm9VRGmRrIy6GR58IeXcFHsI5GRfihteX4sIFHObnnhFFhr/gfDVW4vr9HziL4nBcVOSIfYAd95RoW/i56oC75ksDy/2Cew7cSVAQt2ibeJUYtRgRWYO7wLsnWJSkQESOBj4FblXV+xMtj5FceBa7B4Dj1DngGXUUEVkKNFDV2uoPknTs9D4VRnIT7pPije3e5O3G0gfE2AnwptxdCSw1haLuEMV3LQP3Vm73iRhiPhVGsvMfEVmIMy+m48zpJ+Lmbn+WUMmMpEFE9seFI87EjX+fn1iJjBjzdxE5Cje8vAU3lHApLi5GZUIJGBVgSoWR7MzCKRL/h+vP3+PG/uxGYVSGk3CRBH/FTXOurIOmUbv5EOfDNhK3eOQmnL/Knar6YyIFq2uYT4VhGIZhGDHBLBVB7Lrrrtq2bdtEi1EueXl5pKenJ1oMoxZifcOIhvUNIxqfffbZr6oavu5RlTGlIoi2bdvy6aefJlqMcsnOzqZ79+6JFsOohVjfMKJhfcOIhoj8UHEu/9jsD8MwDMMwYoIpFYZhGIZhxARTKgzDMAzDiAk1rlSIyGEiskBE8kVkvYiMFpF6Psp1EpF/ichvIrJJRN4Vka5Bx+uJyM0i8qGX5zcvf2XWFDAMwzAMo4rUqFLhLXD1Li7eeCYwGhe3/O4Kyu3jlauPW1SlNCbBv0RkPy9bKm71tSXe8Qtx8dQ/8sI2G4ZhGIYRR2raUnEV7uF/rrpV0SbjFIobIy1LHEQGbjW4c1V1jqrOwS081QS3iii4RWLaqeqNqjpXVed5eX4Cro3T7zEMw6gWqkpOTg79+vUjPT2dlJQU0tPT6d+/P4sXL8ZiCRnJRE0rFX8D3lHVP4LSXsUpGieVU64BsJ0d68/jfd8OCICqFqvq78GFVLUIt7z2btUX3TAMI7Zs27aNgQMH0qNHD2bMmEF+fj6qSn5+PtOnT6dHjx4MHDiQbdu2JVpUw/BFTSsVhwDLgxNUdS1umeDyVomb7uUZKyK7ichuwKO45Ztfj1ZIRBoBR+OW6DUMw6g1qCqDBg1i9uzZ5OfnU1JSEnK8pKSEvLw8Zs2axaBBg8xiYSQFNR38qiVubflwfveORURV14vIycBbwPVe8k9AL1XdWE57t3v1PhMtg4gMBgYDtGnThuzs7PLkTzi5ubm1XkYjMVjfSC6++eYbZs6cSWFhYbn5CgoKmDlzJpMnT+bQQw+tUlvWN4yaIhERNSOp2xIl3R0U2QN4A/gMuNxLHgLMEZHjPGtHeJkMnFIxXFVXRBVG9SngKYBOnTppbY86Z5HxjGhY30gunnjiCYqKinzlLSoqIjs7m6uvvrpKbVnfMGqKmlYqfgdaREhvTmQLRikjcbL2VdVtAN5y198BI9hhvcA71hl4DXhSVR+LgdyGYRgxZc6cOWWGPKJRUlLCnDlz4iyRYVSfmvapWE6Y74Q3XTSdMF+LMA4Bvi5VKCDECfOAsPoOAuYAC4DrYiO2YRhGbCkoKIhrfsNIBDWtVMwDeolI06C083DTQd8vp9wPQAcRaVia4DlhdgDWBKXtAbwDrALOV9Xi2IluGIYRO1JTU+OavzZg02V3PmpaqZgMbAVmiEhPz0lyFPBI8DRTEVkpIs8GlXsG2BN4U0QyRORMYCawB54/hIik4pSWlsAYoKOIHONtR9XAbzMMw/BNRkYGKSn+bsEpKSlkZGTEWaLYYtNld05qVKnw4kicAtQDsnCBrx4F7grLWt/LU1ruM+B0XACsF4EpQBpwqqr+18vWBjgS55/xFvBJ0PZmfH6RYRhG1Rg+fLhv60Pjxo0ZPnx4nCWKHTZdduelxmd/qOo3QI8K8rSNkLYA5ycRrcwavEBYhmEYtZ0uXbrQvXv3Ch0wGzduzFlnnUXnzsmzjNHixYvJysoiPz+/3HwFBQVkZWWxZMkSunTpUkPSGfHEVik1DMNIACLia/bHvvvuy5QpUxBJnnemsWPH+nYsLSgoYOzYsXGWyKgpTKkwDMNIAPPmzWPevHmB/Z49ewacGRs1ahRI//nnnysMkFXbsOmyOy+mVBiGYdQw27ZtY9iwYYH9yy+/nPnz55Obm0txcTH5+fkcfPDBAPzxxx/885//TJSoVaKy01/z8vIYP348S5Ys8R0QLBybaVI7MKXCMAyjhpk4cSIrVrhAv82aNWPMmDEhx1NSUrj++h0x/SZMmOD7zb82UJXprzfccANdunShefPmnHDCCYwcOZLp06ezfv36CsvW5ZkmSacsqapt3nb00Udrbee9995LtAhGLcX6RnKwYcMGbd68ueKWJtCHH344Yr4///xTmzVrFsg3b968KrdZ032jX79+mpKSEpC9utu+++6r/fv310cffVQXLVqkhYWFgbZKSkp0wIABmpaWVm4dqampOmDAAC0pKanRc1EdioqKAr8t/HympKRoenq6DhgwQIuKiqrcBvCpxvA5apYKwzCMGuTOO+9ky5YtALRv357rrosc+LdJkyZcdtllgf1x48bViHyxoCrTZQcOHMj+++8fMc/atWuZNm0aw4YN45hjjqF58+Ycd9xxDB8+nPvuu49Zs2ZVaqZJMqDJOi03lhpKsm9mqTCSGesbtZ8vvvhCRSTwtpmVlVVu/lWrVoXkX758eZXarem+UVJSor169arQAhHJevDzzz/rzJkz9eabb9aTTjqpQgtEZbaUlBTt379/jZ6LqrJo0SJNT0/39bvS09M1JyenSu1glgrDMIzkQ1UZOnRo4I2yV69eFUbJbNeuHb179w7sP/7443GVMVaISMgMlnBSUlJIS0sjMzOzzHTZNm3akJmZyf333092djZbtmzhs88+Y+LEiVx44YUccMABUeutiGSaaZKs03JNqTAMw6gBpk+fzvvvuyWO6tWrx6OPPuor9kSww+YLL7wQGDqpzXz55ZfMnj07sH/aaaeFOBn27duX7OxsXnnlFRo0aFBuXfXr1+evf/0r11xzDS+++CIrV65kw4YNzJ49m9tuu63SsiXLwmzJOi3XlArDMIw4U1BQwIgRIwL71157LYceeqivsj169OCwww4DIDc3lxdeeCEeIsaU4Nks55xzDu+8805gumxubi6vvfZatSKEtm7dmt69e3PvvfeSlpZWqbLJsjBbsq5ia0qFYRhGnBk7diw//PADALvssgt33RW+3FF0RKTM9NLi4tq7APPXX3/NG2+8Edi/884749peXV2YLVlXsTWlwjAMI478+OOP3HfffYH9MWPG0LJly0rVceGFFwbKrFq1KiQSZ23j3nvvDfiN9O7dm6OOiu8i0XV1YbaMjAzfodlrk7JkSoVhGEYcueWWWwLTHTt27MgVV1xR6TrS09O5/PLLA/vjx4+PmXyxZMWKFbz22muB/XhbKcAtzNa7d29fikWHDh2SZmG2Fi1a+J4mWpuUJVMqDMMw4sTHH3/Myy+/HNh/7LHHqFevXpXquuaaawJm/vnz5/PNN9/ERMZY8o9//CPgXHj66afXyANcRJgyZQqZmZkBZ9BoLFmyhKysrLjLVF0mTJjA008/7StvampqrVrF1pQKwzCMOFBSUsINN9wQ2O/Tpw8nn3xyletr27YtmZmZgf0JEyZUS75Ys2rVqhAFqiasFKU0aNCAqVOnsnDhQvr06RMy0+Tcc8/loIMOAty03vPOO4+PPvqoxmSrLC+++GKID83uu+9OWlpaGWWpvGm5CaUyQS2AvYCjgeOBQ4HGsQyakejNgl8ZyYz1jdrF888/HwhO1KhRI129enW168zOzg7UmZaWpps2bfJVrib6xmWXXRaQ7ZRTTol7e5Xh559/1gMOOCAgX4sWLXTp0qWJFqsMM2fO1Hr16gXkPOaYY/SPP/7QnJwc7devn6anpwfCc/fv318XL15c7TaJcfArP4rEKcA/gXVAsbeVeJ9bgUXACGD3WAqWiM2UCiOZsb5Re9iyZYu2adMm8HC4/fbbY1JvSUmJduzYscJ1Q8KJd9/4/vvvtX79+gG53n///bi2VxVWrlwZ8p/sueeeumbNmkSLFWDhwoXaqFGjgHxHHHGEb6WxOsRaqYg6/CEifUTkKyALaA6MA84AugAdgZOAyzyl4nJgjYhMFJHdy7OMiMhhIrJARPJFZL2IjBaRCgcZRaSTiPxLRH4TkU0i8q6IdI2QL1NElopIoYh8IyLnVVS3YRhGLPnHP/7BL7/8AsCee+7JLbfcEpN6w6eXPv7447VieukDDzzA9u3bAejWrRvdunVLsERlOeCAA5g3bx5NmzYFYP369fTq1Ytff/01wZI5X4+zzjqLrVu3Ak7Wf/3rX5WeJVQriKZtACtwykK6H+0EOBJ4HrilnDwtgfXAu8CpwFVAHjCmgrr3ATYDC4EMb8sGtgD7BeU7AdgOjAdOBh7CWVVO8/MbzFJhJDN1vW+UlJTookWLtG/fvpqWlqYiomlpadqvXz/NycmpNatPfvfdd9qwYcPAG+eLL74Y0/rz8/N1l112CdT/5ptvVlgmnn1j7dq12qBBg4A87777btzaigULFiwI+X+6du2qubm5CZPn66+/1latWoVYUL7//vsaa5+aGv4ApEoVllMOuBX4HWgWlHYTkB+cFqHcVbjhlhZBaS29tKuD0t4BFoaVnQt85Ed2UyqMZKYu942aWAI6VmRmZoaMiRcXF8e8jVtvvTXQxsknn1xh/nj2jWuvvTYgy7HHHltrlLvymDZtWshCbaeffnpC+s7q1at1zz33DMjRqlUr/frrr2tUhlgrFVGHP7zGKk0F5f4GvKOqfwSlvQqk4oZTotEAZ4HIDUrL9dIEQEQa4awT08LKvgocKyLNff0AwzBqFarJswT0/PnzmTVrVmB/3LhxvlvDwHEAACAASURBVKM9Voarr746MDX1vffeY+nSpTFvww8//fRTyNTHv//977VnFkI59OvXL2RxtrfffptLL73U91obseCnn37i1FNPZf369YBb6v7tt98OhGRPVnz1dhHpLSKDgvb3FZGFIvKziLwsIk19tncIsDw4QVXX4iwVh5RTbrqXZ6yI7CYiuwGP4qwer3t5DsApH8vDyi7D/c6DfMpoGEYtYvHixWRlZQUCSEWjoKCArKwslixZUkOShbJ9+3aGDh0a2L/ooovo0qVLXNraZ599OPfccwP7iZpe+tBDDwX8ADp37kyvXr0SIkdVuOaaa/j73/8e2H/ppZe4+eaba6TtTZs20atXL1atWgVAo0aNmD17dq2JNVEd/KrQdwGtg/YnAG2BycCJwL0+62mJ840I53fvWERUdT3OCtEH+MXbzgV6qerGoLqJUP/vYccNw0gikmUJ6MmTJwcCUjVp0iQkNHc8CHbYfPHFF/ntt9/i2l44GzZsYPLkyYH9O++8MymsFMGMGjWKwYMHB/YffvhhHn744bi2mZubS0ZGRsC6VK9ePaZNm1atGCa1ifo+8x0IfAkgIs2A04F+qjpbRFbilIrryykfTCTbpERJx2tzD+AN4DOc8yjAEGCOiBznWTui1S9R0kvrHgwMBmjTpg3Z2dkVyZ9QcnNza72MRmKoq31j9uzZlVoCevbs2TV+HrZs2RKyDPf555/PihUrWLFiRdzaVFXat2/Pd999R2FhIbfddhvnn39+xLzx6BtPPvlkQNk78MADadKkSVL2v/79+7Ns2TI+/PBDAEaOHMlvv/0WF6tLUVERt99+O59++mkg7eabb6ZZs2ZJee4i4sfxAvgD6OF9PxMoBFK9/W5Agc96NgB3RUjPBUaWU+4RYA3QICitIfADMN7bPwynOJwUVrazl965IvnMUdNIZupq3wh2qPOzpaSk1LiMQ4YMCbTfrl07LSgoqJF2X3jhhUC7++yzj27bti1ivlj3jY0bN2p6enqg7RkzZsS0/pqmoKBAu3XrFvg99erV0zlz5sS0jW3btmmfPn1C+uqECRNi2kZVoKYcNcNYCpwnIg2AS4H3VbXUHrk3sDFqyVCWE+Y7ISL7AOmU9YUI5hDga1XdVpqgqkXA1zhfCoBVwLbw+r39EuBbnzIahlGLqOySzg0bNoyTJJFZunQpkyZNCuyPHTuWxo0b10jb5513Hq1bu5Hp//3vfyFOovHkscceIy8vD3CLdAWHD09GGjduzKxZs+jYsSMAxcXF9OvXj0WLFsWkflXlyiuvZPr06YG00aNHc+2118ak/tqEX6XiduB8oAA4DRgddCwTWOyznnlArzDHzvO8et8vp9wPQAcRCdwtvNkeHXAWDFR1K/Ae0C+s7HnAJ6q6xaeMhmHUIjIyMio1g6J0KKDUgTCeqCpDhw4NDM+ccsopNfqAbdy4MVdeeWVgf9y4cXFv8/fffw9ZJfXOO++MywyXmqZFixbMmzePtm3bApCfn09GRgbLli2rVr2qyogRI3juuecCaUOHDuWOO+6oVr21Fr8mDaAVbs2P1mHp5wCH+6yjJfATMB/oifNlyCUs+BWwEng2aP9onBViDi7w1Zk4BWUbcGRQvtLgV48B3YEHseBXxk5CXe0bixYt0tTU1EoNgQB62GGHaU5OTlxle/PNN0OGXRKxnsS6detCQmR//vnnZfLEsm+MGjUq0NYhhxyi27dvj1ndtYEVK1borrvuGjKs9L///a/K9d1zzz0h/fLiiy+OS+ySqkJNr/0R6w3n+7AQZ534CbgHqBeWZw3wQljaKcAHwCZvex/oHqH+s4GvcOuSLAcG+JXNlAojmamrfWP79u3aunXrCpWIxo0b62677VbGv+Lmm2+Oi49DQUGBtmvXLtDWkCFDYt6GX84///yAHJdcckmZ47HqG5s3b9YWLVoE2nrppZdiUm9tY/HixSE+I4cffrj+9ttvla5nwoQJIf3x3HPPjer3kihqTKnARbr0u0V1skymzZQKI5mpq31j4sSJZRSF8P20tDQdMGCAFhYW6sSJE0MeCKVv1J988klM5brvvvsC9bds2VJ//fXXmNZfGT755JOALI0aNdINGzaEHI9V3xgzZkygnfbt29e6B2Qseeedd0IsQMcff7zm5eX5Lv/SSy+F9MGePXtqYWFhHCWuGjWpVPwZthV4QwklnhWg9HsB8EcshUrUZkqFkczUxb6xZs0abdKkSYjp2M8S0KtXr9aTTz65jPIxYsQIzc/Pr7Zc69atC1FcEu3FX1JSop07dw7IM2bMmJDjsegbf/zxR8gaFc8//3y166ztvPzyyyF9qHfv3r4UqdmzZ5dZwvzPP/+sAYkrT0KGP4BOOD+HS/HW3wBa4FYpXYWP6ZrJsJlSYSQzda1vlJSUaK9evUKsDZUZxiguLtZJkyaFKCWAHnzwwfrxxx9XS7aLLrooxDReG97Yg9+M99xzz5C1LGLRNx544IFA/fvvv3+tWGelJnjsscdC+s+ll15a7vom7733XsgS5h06dKjS0ElNkSilIge4Ksqxq4ElsRQqUZspFUYyU9f6RnAMBhGpsiKwZs0a7dmzZ8iDQUT0xhtvrJQ5u5ScnJyQuubPn18luWLN1q1bdffddw/I9eqrrwaOVbdv5OXlhfi1PPXUU9WUNrm45ZZbQv7zW2+9NeKKuT179gxxKm7Xrp2uX78+0eKXS6KUigLgb1GOnYHP4Fe1fTOlwkhm6lLfWL9+fYhD4NChQ6tVX0lJiT711FPatGnTkIdD+/bt9cMPP/RdT3FxsXbt2jVQPjMzs1pyxZrgmRnHHXdcIL26feORRx4J1LvPPvvo1q1bqylpclFSUqKXXHJJSN9p2LBhGf+e4G333XfX1atXJ1r0Com1UuF3cvF3wPUiEhLW2wuGdYN33DAMo9qoKkOGDGHzZreMT7t27RgzZky16hQRrrjiCr766itOO+20QPp3331Ht27dGDZsWIULlgFMnTqVnJwcwAXZivc6EZXlyiuvpEGDBgB8/PHHIeGgq0pBQQEPPvhgYP/WW2+t8QBjiUZEeOqpp8jIyAikFRUVlRs+/qijjgrEvNiZ8KtUDMMtTb5WRJ4TkftF5DlcUKpu3nHDMIxq88Ybb/Dmm28G9p9++mnS09NjUve+++7L22+/zTPPPEOzZs0Ap8Q89thjdOzYMbD+g6qSk5NDv379SE9PJyUlhbS0NK644opAXcOGDePAAw+MiVyxYvfdd2fAgAGB/eAgVVXl2Wef5eeffwZgzz335JJLLql2nclI/fr1GTlypO9AXx988EHCVsxNKH5NGsC+wHjgE+B773M80DaWppNEbjb8YSQzdaFvbNy4MSTWxODBg+PW1tq1a/X0008v42sxZMiQwFh5NPN248aNa63z3eLFiwNyNmjQQH/66acq943CwkLda6+9AvWNGzcutsImGf369St3yCN4S0lJ0f79+yda5AohQcMfqOpaVb1eVY9V1f29z+tVdU01dBrDMIwAQ4cOZcOGDQDstddeIWb3WLPPPvswd+5cnn/+eZo3bw64l6yJEycyffp08vPzo5q3S0pKGDJkSOkLV62ic+fOHHvssQBs27aNp556qsp1vfDCC6xbtw5wqzgHW2p2RubMmVOpFXPnzJkTZ4lqH8kfsN0wjDrBnDlzePnllwP7Tz75ZOBhHy9EhIsvvpivv/46ZLy8ImWhqKiIrKysWmvevv766wPfJ02axLZt28rJHZmioiL+8Y9/BPZHjhxZ6cXd6hqlS73HK39dwJdSISL1RORaEVkoIt+KyNrwLd6CGoZRd9myZUvIwlgXXHBByEM+3uy1115kZWXRuXNn32UKCgoYO3ZsHKWqOn369GHPPfcE4OeffyY7O7vSdbz44ousXetu7bvuuitXXXVVLEVMSiqrVO2MSphfS8VYYBwukmYW8HKEzTAMo0rcdNNNATP7brvtViOrbYYjInz99de+89dm83aDBg245pprAvszZsyoVPnt27eHWCmGDx8eM2fZZKYyK+ampKTUqGJcW/CrVAwAblPVv6nqcFW9NXyLp5CGYdRdFi5cGDLu//jjj7PLLrskRJa6ZN4ePHgwjRo1AmD58uWBqbB+mDp1KqtXrwagVatWDBkyJC4yJhvDhw/3bX1o3Lgxw4cPj7NEtQ+/SkV94LN4CmIYxs5HXl4el19+eWD/nHPOoW/fvgmTpy6Zt1u3bs35558f2Pc7vbS4uJh77703sD9s2DCaNm0ac/mSkS5dutC7d+8K//fU1FTOOuusSg2n1RX8KhXPAv3iKYhhGDsfd9xxB99//z0ALVq0YOLEiYhIwuSpa+btYIfNadOmsX79+grLTJs2jW+//RaA5s2bc91118VNvmRDRJgyZQqZmZmB+CXBlMYzyczMZMqUKQnty4nCr1KxGuglIvNE5EYRuTR8i6eQhmHUPT755JMQ34nHHnuMPfbYI4ES1T3z9lFHHcWJJ54IOD+JyZMnl5u/pKQkJHrpDTfcEPcZOMlGgwYNmDp1KgsXLqRPnz4B5SI9PZ2+ffuSnZ3NK6+8EohsutPhJ5gFO5Y5j7YVxzJ4RqI2C35lJDPJ1DcKCgr00EMPDQQKOv3008td+bGmKCkp0QEDBoQsChVpS01N1QEDBtQKmSvi9ddfD8jdunVrLSws9JW3SZMmtTbAlxE7SFDwq9QKtrRqaTaGYexU3HPPPSxbtgyAJk2a8OSTT9YKU3FdNG+fffbZ7LbbbgBs3LiR1157LWK+kpIS7rnnnsD+ddddR6tWrWpERqPu4EupUNWtFW3xFtQwjLrBF198wQMPPBDYf+CBB9h3330TKFEodc28Xb9+fc4+++zA/rhx4yIG95o9ezZffvklAOnp6dx44401JqNRd/AdUVNEmorIDSLyuogs8D6vF5EmlWlQRA7zyueLyHoRGS0i9SooM0pENMp2a1C+hiLydxFZKSIF3ufdItKoMjIahhEftm3bxqWXXkpxcTEA3bp1q5VBlUSELl26MG3aNHJzcykuLiY3N5fXXnstKT36zzjjDBo3bgzA559/zscffxxyXFVDrBRXX301u+66a43KaNQN/EbUbAt8CTwM7AX84X2OBb4Ukf181tMSeBc3ZpcJjAaGA3dXUPQZ4NiwrfRVZ15QvvuBW4AngDOAScBNQPwWEDAMwzcPPfQQ//nPfwDn6PjMM8/4nm1hVJ3mzZtz4YUXBvbDp5fOnTuXzz//HHD/y4gRI2pUPqPu4PdqfgQXTfMgVT1OVc9R1eOA9kChd9wPV+F8MM5V1fmqOhmnUNwoIs2iFVLVH1V1UfAGHAEsV9X/BGUdCExS1UdU9T1VHYtTLAZEqtcw6iKqZZftTk9Pp3///ixevDhhi2B988033H33jveHe+65h/bt2ydElp2R4Oml06dP58cffwTKWimuuuoq2rRpU+PyGXUDv0rFKcDtqvp9cKK6FUrvAnr6rOdvwDuq+kdQ2qs4ReMkn3UgIq2AU4FXwg41ALaEpW0Gar83lWHEgG3btjFw4EB69OjBjBkzyM/PR1XJz89n+vTp9OjRg4EDB1ZpganqUFxczGWXXUZRURHgVtIcOnRojcqws3PEEUfQvXt3wP0f+++/PykpKaSmpgaibTZs2JCRI0cmUEoj2fGrVAhuyCISJfh/aB8CLA9OUNW1QL53zC99cQrEq2HpzwBXisjxItJERE4ErgYer0TdhpGUqCqDBg1i9uzZEZftLikpIS8vj1mzZjFo0KAatVhMmDCBRYsWAc4R8rnnnqN+/fo11r7hFM7t27cH9rdv346qsnXrDj/7/fbbj9atWydCPKOO4Peqfh+4W0QWqWogJJuI7IGzVGT7rKclznIQzu/eMb8MAD5X1W/D0m/BWT0+Ckp7QlVHR6tIRAYDgwHatGlTpdX8apLc3NxaL6ORGD7//HNmzpxJYWFhufkKCgqYOXMmkydP5tBDD427XOvWreOWW24J7F9wwQX8+uuv1o9rkD///JPTTz+9wqXaf/jhB04//XTuuOOOpJgua9Q+/CoVw4D3gNUisgj4BdgN5zC5wTvul0ivR+VZQkIzOkXmJODmCIdHAhcC1+EcS48E7hGR31T17xGFUX0KeAqgU6dOWmoerK1kZ2dT22U0EsOoUaMCwwsVUVRURHZ2NldffXVcZVJVTjnllMDb8BFHHMGTTz5Jw4YN49quEcoTTzxBTk5OiFUiEkVFReTk5JCenk6XLl1qSDqjLuE3TsVKnFPmLcA6oDWwHjez4iBVXeWzvd+BFhHSmxPZghGJ/jglJCSCi4jsCowBblbVx1X1A1WdgFM+bhWR3XzWbxhJyaJFi8oMeUSjppbtfvrpp3nvvfcAFzjqueeeM4UiAUybNs33iqoFBQWMHTs2zhIZdRXfg5qqWgg8Vs32lhPmOyEi+wDphPlalMMA4CNV/V9Yejucn8V/wtK/wP3O/XBWFcOok/i1UpSSl5fHE088Qd++fQMRF2PJjz/+GDI1ceTIkXTq1Cnm7RgVUxsVTqNu4jdORTcRuSDKsYEicoLP9ubhFiYLXkf3PKAA57dRkRxtgWMoO+sD4Afv869h6Ud7n2t8ymgYSceCBQuqVG7IkCHsscce9OzZk2eeeYZNmzbFRB5V5corr+TPP/8E4KCDDuKuu+6KSd1G5amswunXqmEY4fid/XE/EC2O7j7ecT9MxsW7mCEiPT0nyVHAI8HTTL1ImM9GKD8A2A68EX5AVX8BZgIPeJE/TxaRYZ5sr6vqRp8yGkbS8O2333LWWWfRs2fPKs/mKCkpYcGCBVxxxRW0adOGjIwMpkyZwpYt4bOz/fPyyy8zd+5cwEWnfPbZZ32v/mnEnsoOOdl/ZVQVv0pFByCa2/Cn3vEKUdXfcTEv6gFZuMBXj+JmkART38sTzgBgQTkKwkW4aaXXA3OBIcCTwGV+5DOMZOH3339n2LBhHH744WRlZVW6fGpqKiNHjqRbt24hXv7bt29n7ty5XHTRRbRp04ZzzjmHV199lby8vIj1RAq0lZaWxqWXXhrIM2TIEE44wa8x04gHxxxzjO/IpSkpKWRkZMRZIqPO4mcpU5wTZb8ox/oBf8Ry6dREbbb0uVHbKSoq0vHjx2urVq3KLMd92mmnaWZmZqWX7f7xxx/10Ucf1a5du0Ytk5aWpv3799fp06drfn5+QJYBAwZoWlqapqSkRC23adOmRJ4yQ1UnTpyo6enp5faL4P8sJycn0SIbNQQxXvrcr1IxD/gYqB+WXh/4NzAvlkIlajOlwqitlJSU6FtvvaWHHHJImYfAiSeeqJ9++qm+9957gQd9enp6mQd9SkqKpqWl6YABA7SoqChiO6tXr9b7779fjzrqqKgPnaZNm+oFF1yg3bp1q1CBadSoUYgCYySGhQsX6oABAyqtcBp1n0QpFUcBucAq4B7gGu9zJfAn8JdYCpWozZQKozaydOlSPfXUU8s8APbff3994403Ag+A0r5RUlKiOTk52q9fv4BykZ6erv3799fFixf7bnfFihU6evRoPfzww3294Ubb0tPT7c03wcRC4TTqJglRKly7dATe9IZCSrzP6cDhsRQokZspFUZtYsOGDXrVVVeVeQA0bdpUH3zwQS0sLAzJH8++sXTpUr3jjju0ffv2lVYqUlJStH///nGTzaiYWCucRt0h1kpFZeJUfAmcAyAiKarqb9KzYRiVYuvWrYwfP54xY8bwxx871t5LSUnhiiuuYPTo0XGJK1EeHTp0oEOHDowePZovvviCrl27hqwjUR4W96D2ICJ06dKFadOmJVoUo47id/YHAN4iXZ2Bs0WkuZdmAeINowJUK16OXFWZPn06hx12GDfddFOIQnHqqafyn//8h8mTJ9e4QhGMiPDXv/6V4uLiSpWzuAeGsXPgy1LhKQ53A0OBJjizZmfgc2CeiHys5SzaZRg7M9u2bQusHlpYWBiIbFi6HPncuXM54YQTyMvL46OPPgope/DBBzN27FjOOOOMWrXAU2pqKvn5+ZXKbxhG3cevpeIenEJxM3AYoUudzwTOirFchlEnUPW3HPk777wTolC0bNmS8ePHs3TpUjIyMmqVQgGQkZFhcQ8MwyiDX6XiEuBWVZ0EfBd2bCVwYEylMow6wuLFi8nKyvL9Vl+vXj1uuOEGVq5cyXXXXUeDBg3iLGHVGD58uG/rQ+PGjRk+fHicJTIMozbgV6loBayIcqw+lViYzDB2JsaOHVspf4LTTjuNxx57jFatWsVRqurTpUsXevfuXaFikZqayllnnUXnzp1rSDLDMBKJX6XiG+CMKMdOo+zKoIZhAHPmzPG9OiTABx98EEdpYoeIMGXKFDIzMwOOp8GUhuvOzMxkypQptW74xjCM+OBXqbgPuF5EHgdOxDlqHioit+PW17gvTvIZRlJT2VkPyTRLokGDBkydOpWFCxfSp0+fkFktffv2JTs7m1deeaXWDuEYhhF7fA1bqOobInIpbsXPa7zkF4GNwBWqapPQDSMCdX2WhMU9MAwjGN9xKlR1CrA38BegJ/BXYE8v3TCMCBx33HG+89osCcMwkp1KOVh6UTS/LN0XkVQgeey1hlGDvPnmm3z44Ye+89ssCcMwkh1flgoRuUxEbgza7yAiq4FcEfm3iOwRNwkNI8lQVR566CH69OnD1q1bfZWxWRKGYdQF/A5/DAMKg/Yn4BYUuwxohjlqGgbgomcOHjyYm266qXQhPtq1a0dGRobNkjAMo87jd/hjP2AZgIjsipsB0ktVF4hILjAuTvIZRtKwefNm+vbty4IFCwJpJ554IjNmzGCXXXZhyZIlPPzww8ydO5eCggJSU1PJyMhgxIgRZqEwDKNO4NdSsQ1o6H3vjrNavO/tbwRa+m1QRA4TkQUiki8i60VktIjUq6DMKBHRKNutYXl3EZEnReRnESkQkeUiMsivfIZRFVavXs2xxx4bolBceOGFzJ8/n1133TVklkRubi7FxcXk5uby2muvmUJhGEadwa+l4lNgsIisxMWl+Jeqlq57vD/wk59KRKQl8C4umFYmcAAwFqfc3FFO0WeAt8PSzsatRTIvqP5mwAdALnAd8CturZKGGEac+Pjjj8nMzOTXX38NpI0ePZo77rjDhjMMw9ip8KtUjADm4Nb9+Ak4NehYf+ATn/VcBaQC56rqH8B8TxEYJSIPemllUNUfgR+D00TkTmC5qgZH87wNaAR0UtXSWSnv+ZTNMCrNK6+8wiWXXBJwyGzUqBHPP/88559/foIlMwzDqHl8DX+o6pfAvsA+wH6q+k3Q4buAm3y29zfgnTDl4VWconGSzzoQkVY4xeaVsEOXAM8GKRSGERdUldGjRzNw4MCAQtG6dWsWLlxoCoVhGDstlQl+paq6LmjYozR9iaqu91nNIcDysPJrgXzvmF/6Ag1wCgkAIrI/sBuwWUTmikiRiGwUkUdExIY/jJixdetWBg0axF133RVIO/TQQ1m0aFGlgl0ZhmHUNaIOf4jIaGCyqq73vpeHqupdFeQB59C5OUL671TC2RMYAHyuqt8Gpe3ufT6IUzZOB44E/gFsJ4o1RUQGA4MB2rRpQ3Z2diXEqHlyc3NrvYx1mS1btnDnnXeydOnSQNrRRx/NqFGjWLt2LWvXrk2YbNY3jGhY3zBqivJ8Kq4AZgDrve/lobhhED9ohDSJkl42owu0dRLOSTOYUqvL16paKu9CEWkK3CYio1S1zCIMqvoU8BRAp06dtHv37n7ESBjZ2dnUdhnrKsuXL+fyyy9n1apVgbQrrriCiRMn1opFs6xvGNGwvmHUFFGVClXdI9L3avI70CJCenMiWzAi0R+nhLwWlr7J+wx3zFwI3I2babIUw6gCpStxbt7suqmI8NBDD3HjjTfaDA/DMAyPSq39EQOWE+Y7ISL7AOmE+VqUwwDgI1X9X1j6KqAoQv7SO35JJeQ0jADPPfccV155Jdu3O3eitLQ0Xn75Zc4+++wES2YYhlG7KM+nokdlKlLVhT6yzQNGikhTVf3TSzsPtyjZ+9GLBWRqCxzDjuXXg9svEpH5QLjcp+AcQVf6kM8wApSUlHDbbbfxwAMPBNL22GMPsrKyOProoxMomWEYRu2kPEvFuzg/Bz+2XQXKjYrpMRm4HpghIg8A7YBRwCPB00y9IFvvq+plYeUH4Jwu34hS/2jgIxF5HjfdtCNwC3CPqvpb2cnYaVBVFi9eHDF09rXXXsu4ceOYMWNGIP+RRx7JW2+9xd57751AqQ3DMGov5SkVh8a6MVX9XUROAR4HsnB+FI/iFItwuSIpKQOABaq6MUr9i0WkN26Bs4HABuBebMEzI4xt27YxaNAgZs+eTWFhISUlbnQsPz+f6dOnM3369EAawJlnnskrr7xCkyZNEiWyYRhGrac8R80V8WjQC5xV7tCKqraNkv4XH/W/A7xTJeGMnQJVDSgU+fllJgSFKBMAN9xwA2PHjqVePT/GOMMwjJ2X8nwqfAfGAlBVc4Q0koLFixeTlZUVUaEIp2HDhgwcONAUCsMwDB+Upzhsx61O6nczjKRg7NixFBT4i+S+fft2xo4dG2eJDMMw6gbl+VRcg8+AVIaRTMyZM6fMEEc0SkpKmDNnTpwlMgzDqBuU51MxuSYFMYyawq+Voqr5DcMwdlYq5TdhGHWB1NTUuOY3DMPYWSnPUfMDYLCqLve+l4uqdoupZIYRJzIyMspMGY1GSkoKGRkZNSCVYRhG8lOepWIdO8Jer/f2y9sMIykYPny4b+tD48aNGT58eJwlMgzDqBuU51NxftD3ATUjjmHEny5dutC7d29mzZpVrr9EamoqZ511Fp07d65B6QzDMJIX86kwdjpEhClTppCZmUnDhg3LHE9JSSEtLY3MzEymTJliq5AahmH4xPcqpSLSETgH2AtoHH5cVQfFUC7DiCsNGjRg6tSpnHnmmcydUnSLPgAAIABJREFUOxdwykZaWhoZGRmMGDHCLBSGYRiVxJdSISLXABOA34EfKLvEuMWzMJIOEWHduh3uQNnZ2XTrZv7GhmEYVcWvpeJWvBVGVbU4jvIYRo1RVFTEN998E9jv2LFjAqUxDMNIfvz6VKQCM0yhMOoSy5cvZ9s2F2F+v/32o0WLFgmWyDAMI7nxq1S8BJwVT0EMo6b573//G/h+5JFHJlASwzCMuoHf4Y8RwBMi8hawENgcnkFVn4ulYIYRb0ypMAzDiC1+lYrjgT5AS+CMCMcVMKXCSCpMqTAMw4gtfoc/JgNLgaOB5jgfi+AtLS7SGUacUFVTKgzDMGKMX6ViX+BeVf1CVf9U1a3hm98GReQwEVkgIvkisl5ERotIvQrKjBIRjbLdGqXM2d7xT/3KZuw8/PLLL2zcuBGAJk2a0K5duwRLZBiGkfz4Hf54DzgcmF+dxkSkJfAu8A2QCRwAjMUpN3eUU/QZ4O2wtLOBm4F5EdppDDwC/FIdeY26S7CV4ogjjiAlxYLLGoZhVBe/SsWDwFMiUp/ojpqrfdRzFW645FxV/QOYLyLNgFEi8qCXVgZV/RH4MThNRO4ElqvqfyIUGYlb5GwV0MGHXMZORrBSYfEpDMMwYoPf17Ns4CCccrEE+C5oW+l9+uFvwDthysOrOEXjJJ91ICKtgFOBVyIc2xe4CbjBb33Gzof5UxiGYcQev5aKv8WovUNwlo4AqrpWRPK9Y1k+6+kLNMApJOGMBaap6ue2EJQRDVMqDMMwYo8vpUJV34lRey2JMHSCW1OkZSXqGQB8rqrfBieKyMlAL5xVxRciMhgYDNCmTRuys7MrIUbNk5ubW+tlrO0UFRWxbNmywP7mzZvrxDm1vmFEw/qGUVNEVSpEJFVVCypboY9ykRYfkyjpkerfAzdUcnNYen1gPDBGVX/2KS6q+hTwFECnTp20e/fufosmhOzsbGq7jLWdzz//nJKSEgAOOOAAzjgjUuiV5MP6hhEN6xtGTVGeT8VaEblDRPauqBIRqS8iGSLyL1z0zWj8DkRaYKE5kS0YkeiPU0JeC0u/wqv7nyLSQkRaAA2Bet5+A5/1JwWqSk5ODv369SM9PZ2UlBTS09Pp378/ixcvRtUWjo2GDX0YhmHEh/KGPzKBMbiZGUuAj4GvgF+BrbgH+P64gFineGUeBR4rp87lON+JACKyD5DuHfPDAOAjVf1fWPrBwN5AJCvF78D/4dYwSXq2bdvGoEGDmD17NoWFhYG37vz8fKZPn87cuXPp3bs3U6ZMoUGDOqVLxQRTKgzDMOJDVKVCVT8GeojIEcAgnOJwPRAcqGoD8G8vfbqqFlbQ3jxgpIg0VdU/vbTzgALg/YqEFZG2wDHANREOPw7MDEu7Baf4XAksK1MiCVHVgEKRn59f5nhJSQl5eXnMmjWLQYMGMXXqVMxhNZQvv/wy8N2UCsMwjNhRoaOmqi7FxX3AG0LYFWgMbFLVLZVsbzJOAZkhIg8A7YBRwCPB00xFZCXwvqpeFlZ+ALAdeCOCnCtx01sDiMjFwK6qml1JOWsty5YtIysrK6JCEUxBQQFZWVksWbKELl261JB0tR8Lz20YhhE/KhVGUFW3qepPqvp9FRQKVPV3nMWjHm766N24IZO7wrLWJ9QiUsoAYIGqbqxs23WFadOmUVDgz3+2oKCAsWPHxlmi5GLdunVs2rQJgGbNmrHffvslWCLDMIy6g984FTFDVb8BelSQp22U9L9Usq2LK5M/GVi0aFHAh6IiSkpKmDNnTpwlSi7CI2na0JBhGEbssAUPkoyioqJK5fdr1dhZsKEPwzCM+GFKRZLRsGHDSuVPTU2NkyTJiSkVhmEY8cOUiiTip59+qtQU0ZSUFDIyMuIoUfJhSoVhGEb8qJJSISKtRMQUkhpk6dKldO3aldzcXN9lGjduzPDhw+MoVXKRn5/Pd9+5te9SUlLo0MEWsDUMw4glvhUDETlFRN4XkVxcfIq/eOkTReS8eAlowNtvv83xxx/P//63I95XRRaLhg0bctZZZ9G5c+d4i5c0fP311wEn1/bt25OWlpZgiQzDMOoWvpQKETkf+BcuWuXwsHJr8RbkMmLPpEmTOPPMM/nzTxcrLC0tjbfeeos+ffoEwnNHokGDBjz99NM2uyEIG/owDMOIL34tFX8HHlXV84Bnwo59BZgdOcYUFxczfPhwrrnmGoqLiwHYZ599mDBhAhkZGUydOpWFCxeGKBdpaWkBR868vDyefPLJRP6EWocpFYZhGPHFr1KxPzA3yrF8oFlsxDHAKQR9+vThkUceCaR16tSJnJwc2rVrB4CI0KVLF6ZNm0Zubi7FxcXk5eXx0EMPBcqMGTMmEOjJKBujwjAMw4gtfpWKdUC0u/BfgdWxEcf46aefOOmkk5g1a1Yg7ZxzziE7O5s99tijwvJXXXUVBx54IACbN2/m3nvvjZusyYSq2pofhmEYccavUvECbrXSvkCph6CKyPHAzcCzcZBtp+PLL7+ka9eufPbZZ4G04cOH8/rrr5Oenu6rjoYNG3L//fcH9idMmMDq1abz/fDDD2zZ4iLLt2zZkr333jvBEhmGYdQ9/CoV9wLTgWlAqT39I+ADIEtVH4lW0PDH22+/zQknnBCY4VGvXj0mTZrEww8/TL16kZZBic65557LcccdB7hl0m+77baYy5tshPtTmAOrYRhG7PGlVKhqibdi6BG45cTHALcDR0VYSdSoJJMmTSIjIyMww6Np06bMmTOHq666qkr1iQgPP/xwYP+1114jJycnJrImK+akaRiGEX8qu0rp16o6XlX/rqqPqeqXFZcyohE8w6M0fsK+++7Lv//9b3r16lWtuo899lj69u0b2B8xYgSqWq06kxlTKgzDMOJPpZQKEdlPRI4TkR7hW7wErKuUN8PjiCOOiEkb9913XyBI1kcffRTi/LmzYU6ahmEY8cdv8KtDROQz3CyPj4B3w7b5cZOwDrJ+/fqIMzzef/99dt/9/9u79zir6nr/46/3cB0wCdTAa1pmhIqaiNXpgpZa8FB+eeVQgt0sOVkZJGlhZGmJoOd0yszsnCOdh7fjJUQy8zaWaQHZRVFUUDQ0zAtqMCOg8/n9sdbebjZ7z6wZ9m2G9/PxWI/Z+7u+a63P3qzHzIf1/a7PGlGx4+y9995MmzYt//7MM89k06ZNFdt/T7Fu3TpWrlwJJHNVRo0aVeeIzMx6p6xXKq4ABgDHAwcA7ypa/Fs6o1J3eMyYMYPrrruuKmWjZ82axZAhQwB47LHHuOyyyyp+jEb3wAMP5Id+Ro4cycCBA+sckZlZ75Q1qdgXmBERN0bEAxHxSPFSzSB7i9wzPFavXg0k/2u+9NJLufDCC8uW295aO+ywA9/4xjfy72fPnp2/tXJb4aJXZma1kfUv2VKg88pL27iI4A9/+AMnnHBCvnT24MGDOfHEE5k5cybjx4/PP2U0d4fH5z//+arHdfrpp/PWt74VgOeff54LLrig6sdsJJ6kaWZWG1mTitOAL0o6LvfY8+Il6wEljZJ0h6RWSc9IOldSh4UYJM2WFGWWs9I+fSTNlPRbSS+ky68l1eQxnZs2bWLy5Mkcfvjh3HDDDbS2thIRtLa2ct111zFnzpz8Jfg99tiDe++9d6vv8Mhq4MCBnH/++fn3F1988WZPPO3tnFSYmdVG1mRgNfAISfGr54BNJZZOSRpKMrEzgInAuSRPPf12J5teDry3aMn9d/uW9GczSQ2NJcDJwCfTuO6RdHCW+LorIpgyZQo33XQTra2t+dtDC9fnDB06lN///vfst19tn8E2adIkDj44+RpeffVVZs2aVdPj10t7e7vv/DAzq5G+Gfv9HBgH/BBYAWzs5vG+QPLH/9iIeAW4TdL2JCXA56RtW4iI1SSJTZ6kWcDyiPhz2tQGvC0i1hb0uQN4FPgi8KluxtypxYsXs3DhQlpbWzvtu2HDBv72t79leo5HJTU1NTF37lwOO+wwAObPn89XvvIVDjzwwJrGUWuPP/4469evB2CnnXaq6N01Zma2uaxXKj4CnB4RX46I/4yInxQvGffzMeDWouThapJE40NZg5Y0DDgCuCrXFhGvFyYUadtGYBnwlqz77o558+bR1taWqe+rr77KvHnzqhlOWePGjePoo48GkqsnX/va13p9QSyX5zYzq52uDH9U4paBkcDywoaIeIrk8ekju7Cf3IPNru6ok6QBwMHAQ10Ls2sWLVq0xZBHOe3t7SxatKia4XToggsuyD9L5Pbbb+fWW2+tWyy14KEPM7PayTr88XXgG5KWRsQzW3G8ocBLJdrXpuuymgTcHxGPdtLvG+l+Ly/XQdKpwKkAw4cPp6WlpQthJLJepchpbW3t1nEgKeTU3W1zxo8fz8KFCwGYNm0aP/3pT7v80LKe4o477si/7t+//1Z/d42sEueG9U4+N6xWsiYV04E9gMclPUqJxCAiPphxX6Wut6tM+5YdpZ1JhkpmdtJvAklSMb2jOhoRcRlwGcCYMWNi3LhxWcLYTHNzc6b5FDmDBg2iO8cBaGlp6fa2OSNHjuQd73gH69at44knnmDVqlV85jO987lwTz/9dP71pEmTenWdikqcG9Y7+dywWunK8EcLcCPJHIWnSyxZrAXeXKJ9CKWvYJRyIkkSck25DultpNcAP4mIf8+4326bMGFC5uJVTU1NTJgwocoRdWzEiBGceeaZ+fezZs3KT2bsTV5++WVWrVoFQL9+/Rg5sisjbGZm1lVZH33+r50tGY+3nKK5E5J2BwZTNNeiA5OAeyKiZKEFSfsAi4A7gNMz7nOrTJ8+nebm5kx9Bw4cyPTp06scUee++tWvsssuuwDw97//vW6TR6upcD7Fu971Lvr371/HaMzMer/q1IYu7xbgKElvKmg7ieR20Ls721jSnsB7KLjro2j9zsCtwErgXyPi9a2MN5OxY8dy9NFHd5pYNDc3c8wxx3DIITWpx9WhwYMH853vfCf/fs6cOaxZs6aOEVWei16ZmdVW2aQirXS5S8HrDpeMx7sU2ADcIOkj6STJ2cBFhbeZSloh6Wcltp8EvAZcVyLeZpKkZSjwXWC0pPeky0EZ4+sWScyfP5+JEyfmy3MXampqYtCgQUycOJH58+c3zG2NU6dOzT9mff369XzrW9+qc0SV5aTCzKy2OrpS8TneqO9wavq+3PLZLAdL60h8GOgDLCSppHkxUPzXrG/ap9gk4I6IeK7EuuEkT1AdAtwM3Few3Jglvq3Rr18/rrzySu68806OO+64zZ79cfzxx9PS0sJVV11Fv379qh1KZn369OHCCy/Mv7/88st56KGq3n1bU04qzMxqq+zdHxGxc8HripUhjIiHgMM76bNnmfay5R8jYhXJBM66kcTYsWO59tpr6xlGlxx11FEcccQR3HbbbbS3tzNz5sz87aY92euvv86DDz6Yf++kwsys+jLNqZB0YvrcjlLrhkg6sbJhWS1deOGF+SGZm2++mbvuuqvOEW29FStW5OuH7Lzzzuy00051jsjMrPfLOlHzKuAdZdbtTZmJk9YzHHDAAUydOjX/fsaMGZkrhDYqD32YmdVe1qSio2GFocA/KxCL1dF3vvOd/N0r999/P1dd1bPzRCcVZma1V3ZORVqRsrBK05mS/lHUbSBwGPDHKsRmNbTbbrtxxhlncP755wNw9tlnc9xxxzFw4MA6R9Y9hUlFb66iaWbWSDq6UrEH8IF0ATiw4H1uOQC4l+SR5tbDzZw5Mz/34KmnnuIHP/hBnSPqPl+pMDOrvbJJRUT8OCL2j4j9gT8AR+feFywHR8QnIuKx2oVs1bL99tsze/bs/PvzzjuP559/vn4BddOLL77I6tWrARgwYADvfOc76xyRmdm2IWuZ7vdGxMPVDsbq73Of+1z+j/Arr7yyWdXNnqLwKsW+++5L375Zn5tnZmZbo9Zluq3B9evXjwsuuCD//pJLLuGxx3rWhSgPfZiZ1YeTCtvCMcccwwc+kEylee211zjrrLPqHFHXFD5IzEmFmVntOKmwLUhi7ty5+ffXX3899957bx0j6hpfqTAzqw8nFVbS2LFjmTRpUv79jBkziIg6RpTNa6+9xrJly/LvnVSYmdWOkwor6/zzz6d///4A3HfffVx//fV1jqhzjzzyCBs2bABg9913Z+jQktXlzcysCrI+++OXHSw3S7pS0pmSKvbgMau/vfbai9NPPz3//pRTTtns6asnnngiixcvbqgrGC56ZWZWP1mvVLwO7A8cCexMUolz5/T9AcCuwNnAw5IOqkKcVidnnnlm/nHt69evp7W1lYigtbWV66+/nsMPP5zJkyezadOmOkea8HwKM7P6yZpUXAm8COwdEQdFxJERcRDJQ8ZeBP4LeBuwErig/G6sJ4kIvvzlL5dd397ezvr161mwYAFTpkxpiCsWTirMzOona1JxLjA7IlYVNkbEE8C3gW9FxIvAhcB7Khqh1c3ixYtZuHBhp1ch2traWLhwIUuWLKlRZOU5qTAzq5+sScWuQJ8y6/oAubkUazroZz3MvHnzaGtry9S3ra2NefPmVTmijv3jH/9gzZo1ADQ3N7P33nvXNR4zs21N1qTid8D5kvYtbJS0H3A+cE/atDfwVEc7kjRK0h2SWiU9I+lcSR0mIpJmS4oyy1lFfSdKekDSq5IeknRSxs9oRRYtWkR7e3umvu3t7SxatKjKEXWssOjV/vvvT58+zm/NzGopa1JxKvAa8FdJKyX9XtJK4C/ApnQ9JI9Cv6jcTiQNBW4HAphIMqwynWQIpSOXA+8tWnJzN24p2P/7geuBu4CPAYuAqyQdmfFzWoGsVym627/SPPRhZlZfmZ60FBFPpFcpjgXGkAx33AUsAW6MdIZeRPyok119AWgGjo2IV4DbJG0PzJY0J20rdfzVwOrCNkmzgOUR8eeC5lnAbyLiS+n7u9K4zwF+neWz2huam5tpbW3tUv96clJhZlZfmYtfReL6iDgrIj6V/rwhujbl/2PArUXJw9UkicaHsu5E0jDgCOCqgrYBwGHAtUXdrwbeK2lIF+I0YMKECTQ1ZTtFmpqamDBhQpUj6piTCjOz+upSRU1JTZJ2kfS24iXjLkYCywsbIuIpoDVdl9XxQD+ShCHn7Wnb8qK+D5N8zn26sH8Dpk+fnvnqw8CBA5k+fXqVIypv48aNPPzww/n3+++/f91iMTPbVmUa/pD0FuAS4Bi2vLtDJHMkssyKGwq8VKJ9bbouq0nA/RHxaNG+KbH/tUXrNyPpVNI5IcOHD6elpaULYdTeunXrahZjRHDooYfyu9/9Ll/6upQBAwbwnve8h/Xr19ft+1uxYkX+1tcRI0bwpz/9qS5x1FMtzw3rWXxuWK1kSip4Y6LkLOAhYONWHLPUcInKtG/ZUdqZZKhkZsb9q4PjEhGXAZcBjBkzJsaNG5cljLppaWmhljG+//3vZ8qUKSxcuJC2trYt7gZpamri4x//OPPnz89X3qyHp55646ajQw89tKbfUaOo9blhPYfPDauVrEnFh4DTIuLKrTzeWuDNJdqHUPoKRiknkiQK15TYNyX2n3ufdf9WoF+/flx55ZUsWbKEuXPn8stf/jJfqhuSW0m/+c1v1jWhAM+nMDNrBFnnVDwPlLwzo4uWUzR3QtLuwGC2nAtRziTgnoj4W1H7SpLbW4vnZowE2oFHsW6RxNixY7n22mtZt24d7e3tnHDCCfn1V1xxRR2jSxTWqHBSYWZWH1mTim8DMyQN2srj3QIcJelNBW0nAW3A3Z1tLGlPkjLgVxWvi4gNJLe5nlC06iTgvoh4uXshWymnnHJK/vXPf/5zXnvttbrFEhG+UmFm1gCyDn8cAewFPCnpPrYcSoiImJphP5cCXwJukHQByUPIZgMXFd5mKmkFcHdEfKZo+0kkRbiuK7P/7wAtkv4d+AUwPl0+miE264IjjzySESNGsGbNGtasWcOvf/1rxo8fX5dY1qxZw3PPPQfAdtttx1577VWXOMzMtnVZr1TsDTwDrAB2Ink6afHSqYhYC3yY5E6RhSRXQC4GvlXUtS+l7yaZBNwREc+V2f89JLebfgS4leRulckR4cJXFda3b19OPvnk/Pv/+Z//qVsshVcpRo8enbm2hpmZVVbWiprvrdQBI+Ih4PBO+uxZpv3ADPv/BclVCquyqVOncuGFFwKwYMECXnzxRYYNG1bzODz0YWbWGPxfOuu2fffdl0MOOQRIik9dffXVnWxRHcVXKszMrD7KXqmQ9GlgQUS8kL7uUET8V0Ujsx7hlFNOYcmSJUAyBDJt2rSax+ArFWZmjaGj4Y/LgQeBF9LXHQnAScU2aNKkSZxxxhls3LiRJUuWsGzZMvbdd9+aHf/VV1/lkUceAZJbX12e28ysfjoa/miOiMW5150sW3urqfVQw4YNY+LEifn3ta5ZsWzZMl5//XUA3v72t7PddtvV9PhmZvaGsklFWvch/7qzpTbhWiOqZ80KF70yM2scWetUACBpD2A3YGDxuoi4s1JBWc9Sz5oVnk9hZtY4Mt39IWkfSUuBJ4B7gNuLltuqFqE1vHrWrHBSYWbWOLLeUnoZyaPDJwMHAO8qWkZVJTrrMaZOfaOgaq5mRbW5PLeZWWPJmlQcDJwREddExAMR8UjxUs0grfHVo2bF6tWrWbs2eTjtkCFD2GOPPap+TDMzKy9rUvEkXZx/YduewgmbtRgCKS56JanqxzQzs/KyJhVfA86WtFs1g7GebdKkSfTv3x8gX7Oimjz0YWbWWLImFWcDuwIrJP1V0m+KlyrGaD1ErWtWOKkwM2ssWZOK1UALcCOwDHi6xGK22YTNatescI0KM7PGkvUppf9a7UCsdzjqqKMYPnw4zz77bFVrVrS2tvLYY48B0NTUxH777VfxY5iZWdf4KaVWUbWqWfHggw/S3t4OwD777ENzc3NVjmNmZtl19JTSc4FLI+KZ9HWHIuKcikZmPdbUqVOZO3cu8EbNimHDhlX0GJ5PYWbWeDoa/vgccAPwTPq6IwE4qTAA9ttvP8aMGcPSpUvzNSsq/Uh0JxVmZo2noweK7RwRfy543dGyS9YDShol6Q5JrZKekXSupD4Ztz1W0hJJbZJekPQrSYML1veXdI6kFWmfFZK+LWlA1visMqpds8JJhZlZ46npnApJQ0meFRLAROBcYDrw7Qzbfha4ErgF+BjwWeAxNr/a8n3g68AlwHjgx8CZwJyKfQjLpJo1KyJiszs/Ro8eXbF9m5lZ93X1KaVjgH0o/ZTS/8qwiy8AzcCxEfEKcJuk7YHZkuakbaWOuyNwMXB6RPy0YNWNRV0nAz+OiIvS93dJ2hX4BPDlDPFZheywww4cc8wxXHfddUBSs2LOnMrkdqtWreKVV5JTZdiwYey6664V2a+ZmW2drE8p3VHSH4HFwM+By9PlpwVLFh8Dbi1KHq4mSTQ+1MF2J6Y/O6um1A94uajtJcD1m+ugcAikkjUrioc+XJ7bzKwxZB3+mAu8BryD5A/0B4CRwHnACmDfjPsZCSwvbIiIp4DWdF05hwKPAJ+RtFrSJkl/kPS+on6XA5+X9C+StpP0AeA04IcZ47MKytWsAPI1KyrBRa/MzBpT1uGPw4GvAk+k7zdFxKPAOZLagXnAhAz7GUpy5aDY2nRdOSOAdwLfJJkj8UL681eS3hERz6b9vk5y1eOegm0viYiyt8RKOhU4FWD48OG0tLRk+Bj1s27duoaPsdC4ceO45pprAJgzZw6DBg3a6n3efvvt+dcDBgzoUd9HNfW0c8Nqx+eG1UrWpGIY8GxEtEt6BdipYN1vSCZbZhUl2lSmPacJ2A44ISJ+BSDpXpKnp34RmJX2+xrwSeB04K/AAcB3JL1Qro5GRFwGXAYwZsyYGDduXBc+Su21tLTQ6DEW2nHHHfNJxX333cfo0aO3umbFM888k3990kkncdBBB23V/nqLnnZuWO343LBayTr88QTJ1QKAh4GTCtZ9lC3nMZSzFnhzifYhlL6CkfNi+rMl15DOy/gjMArykzm/C8yMiB9GxG8i4j+BmcBZkt6SMUaroFzNCiBfs2Jr/POf/2TlypVAUr1z1KhRWx2jmZlVRtak4tckyQPA94DJklZKepjkKsUlGfeznKK5E5J2BwZTNNeiyMMkVzKKZ+QJaE9fv41kouafi/r8ieSKzFszxmgVVsmaFQ888ED+9ciRIxkwwCVIzMwaRaakIiKmk1bVjIibSO7U+AVwF3B8RJyf8Xi3AEdJelNB20lAG3B3B9vdTJJAHJZrkDQEOBjI3QrwZPrz3UXbHpz+XJUxRquwStascNErM7PG1WlSIWmApOkU3OEREb+LiOkRMS0iimtFdORSYANwg6SPpJMkZwMXFd5mmlbC/FnB8ZYCC4CfSZoqaQJwE7AJ+FHa51mSROcCSV+WdJikM0gKYv1fRDzXhTitgnI1K3KuuKKzO4PLK0wqXPTKzKyxdJpURMQGksqXW/1EqIhYC3wY6AMsJKmkeTHwraKufdM+hT5JkjRcBFxHklAcnu4zZyrJbaVfAn4J/BvwE+AzWxu7bZ1K1azwlQozs8aV9e6PP5LcSdHREEUmEfEQyS2qHfXZs0TbOpKaE6d1sN0rwIx0sQaSq1nx7LPP5mtWjB8/vkv7aG9v32xOhZMKM7PGknWi5peBf5P0WUm7SOojqalwqWaQ1vP17duXk08+Of++OxM2H3/8cdavXw/AW97yFkaMGNHJFmZmVktZk4E/klTT/AnwN2AjyfBD4WLWoalTp+ZfL1iwgBdffLGD3lvy0IeZWWPLOvwxjY6LU5l1KlezYunSpfmaFdOmTcu8vZMKM7PGVjapkPRB4P6IWBcRl9YwJuvFTjnlFJYuXQokQyBOKszMeo+Ohj/uIq1WaVYpW1OzwkmFmVlj6yip8POkreK6W7PipZde4sknk/pm/fr1Y+TIjh4W9W9IAAAP5klEQVRqa2Zm9eC7NqzmulOzovBx56NGjaJfv37VCM3MzLZCZxM1x0vK9F/CiJhfgXhsG9CdmhUe+jAza3ydJRUlHxdeQgBOKiyTXM2KuXPnAsmEzc6SisIrFU4qzMwaU2fDH4cBb8qwbF/FGK0X6mrNCl+pMDNrfJ0lFW0RsT7LUpNordfI1awA8jUrynn99dd58MEH8++dVJiZNSZP1LS6KZyw2VHZ7scee4y2tjYAdtllF3bccccqR2ZmZt3hpMLqJmvNCg99mJn1DGWTiohoiojFtQzGti1Za1Y4qTAz6xl8pcLqKkvNCicVZmY9g5MKq6tczQogX7OiWGFSMXr06JrFZmZmXeOkwuoqV7Mip3jC5gsvvMDTTz8NwIABA9hnn31qGZ6ZmXVBzZMKSaMk3SGpVdIzks6V1CfjtsdKWiKpTdILkn4laXBRnx0k/UTSmrTfcklTqvNprBI6qllRWPRqv/32o2/fzuq1mZlZvdQ0qZA0FLidpALnROBcYDrw7Qzbfha4ErgF+BjwWeAxCqqCStoe+A1wIHA6MB74T6B/JT+HVVZHNSs8n8LMrOeo9X/7vgA0A8dGxCvAbWkiMFvSnLRtC5J2BC4GTo+InxasurGo69nAAGBMRLSlbXdV9BNYVZxyyiksXboUSIZApk2bBjipMDPrSWo9/PEx4Nai5OFqkkTjQx1sd2L6s7PnZH8K+FlBQmE9RLmaFU4qzMx6jlonFSOB5YUNEfEU0JquK+dQ4BHgM5JWS9ok6Q+S3pfrIGkv4C3AS5J+KWmjpOckXSTJwx8NrlTNik2bNm1WEMt3fpiZNbZaJxVDgZdKtK9N15UzAngn8E1gJnA0sB74laThBX0A5gBPAx8FzgdOA7671ZFb1RXXrFi2bBkbN24EYI899mDo0I5OETMzq7d6TKWPEm0q057TBGwHnBARvwKQdC/wJPBFYBZvJEjLIuJz6es7Jb0JOFvS7Iho3eLA0qnAqQDDhw+npaWl65+ohtatW9fwMXbXwIEDGTp0KGvXrmXNmjXMmDEjv2633XbrtZ+7UnrzuWFbx+eG1Uqtk4q1wJtLtA+h9BWMnNw9hi25hoh4RdIfgVFFfYonZt5JcnfJ24EHinccEZcBlwGMGTMmxo0b1+EHqLeWlhYaPcat8elPf5p58+YBcMcdd+Tb165dy6BBgzjkkEOQVK/wGlpvPzes+3xuWK3UevhjOUVzJyTtDgymaK5FkYdJrmQU/zUR0J6+XglsLLFtbpv2EuusgWzatImHHnqo5Lrly5dz+OGHM3nyZDZt2lTjyMzMLItaJxW3AEelQxI5JwFtwN0dbHczSXJwWK5B0hDgYOAvABGxEbgNOLxo2w+TTARdsbXBW/VEBFOmTOHuu0ufBhHB+vXrWbBgAVOmTCGio9EyMzOrh1onFZcCG4AbJH0knc8wG7io8DZTSSsk/Sz3PiKWAguAn0maKmkCcBOwCfhRwf7PBQ6S9N+SjpQ0A/g6cH5EbKj2h7PuW7x4MQsXLqS1dYtpL5tpa2tj4cKFLFmypEaRmZlZVjVNKiJiLcmVgz7AQpK5DhcD3yrq2jftU+iTwC+Ai4DrSBKKw9N95va/mOTOkAPS/X8ZOA/4XqU/i1XWvHnzaGvLVl6kra0tP+/CzMwaR83v/oiIh9hyiKK4z54l2taR3B56Wifb3grcuhUhWh0sWrSI9vZs017a29tZtGhRlSMyM7Ou8lNKrSFkvUrR3f5mZlZ9TiqsITQ3N1e1v5mZVZ+TCmsIEyZMoKkp2+nY1NTEhAkTqhyRmZl1lZMKawjTp0/PfPVh4MCBTJ8+vcoRmZlZVzmpsIYwduxYjj766E4Ti+bmZo455hgOOeSQGkVmZmZZOamwhiCJ+fPnM3HiRAYPHrzFUEhTUxODBg1i4sSJzJ8/36W6zcwakJMKaxj9+vXjyiuv5M477+S4447LJxeDBw/m+OOPp6Wlhauuuop+/frVO1QzMyuhHk8pNStLEmPHjuXaa6+tdyhmZtZFvlJhZmZmFeGkwszMzCrCSYWZmZlVhJMKMzMzqwhFRL1jaBiSXgYey9h9CPDyVvbpaH25dTsCz3caXX1l+W7que/u7KMr2/jcKK+a50al9l/N88PnRnnb+rmRtW93z49y7W+NiJ2yhZdBRHhJF+CySvbtrE9H68utA5bW+3uq5PdYj313Zx8+Nxrn368nnx8+N3xu1Ov8qPb3m1s8/LG5hRXu21mfjtZ3JZZGU83YK7Hv7uzD50ZlVDv2Rj8/fG6Ut62fG1n7dvf8qMm54eGPHkbS0ogYU+84rPH43LByfG5YrfhKRc9zWb0DsIblc8PK8blhNeErFWZmZlYRvlJhZmZmFeGkwszMzCrCSYWZmZlVhJOKXkTS3ZL+Iumvkq6TtH29Y7LGIukSSZ5IZZuRtErSQ5L+nC6j6h2T9UxOKnqXYyLigIgYDTwFfK3eAVnjkPQBYHC947CGNT4iDkyXh+odjPVMTirqTNLekn6SXmF4XVJLmX6jJN0hqVXSM5LOldSnsE9EvJz2bSL54+H/kfZglTw3JA0Avg/MqEHoVgOVPD/MKqVvvQMw9gXGA78H+pfqIGkocDvwEDAReDswjyQp/GZR318ChwDLgOlVi9pqoZLnxjnAzyLiOUnVjNlqp6K/O4BfKDk5bgZmR8SmKsVtvZjrVNSZpKaIaE9fXwfsGBHjivqcBZxJ8uCXV9K2M4HZwIhcW0H/PsD3gOcjYk7VP4RVRaXODUmjgYuAIyIiJEVEOLPo4Sr5u0PSbhGxWtJ2wM+BxRHxvZp9GOs1PPxRZ7lfCp34GHBrUfJwNdAMfKjEPl8HrgCmVCRIq4sKnhv/AowCnpC0CvIT8yr3ZEKruUr+7oiI1enPdcDPgPdVMFTbhjip6BlGAssLGyLiKaA1XYekoZKGF3Q5DniwZhFavXR6bkTEjyNil4jYMyL2TNv2jIjnah2s1VyW3x2Dc3eKSepL8rvjrzWO03oJz6noGYYCL5VoX5uuy/W5VlJ/QMDDwOm1Cc/qKMu5YduuLOfHcOCGdIJ3H+A+4LzahGe9jZOKnqPU5Bfl2iPiccBPIdw2dXhubNHZ8ym2NVl+dxxY04is1/LwR8+wFnhzifYhlP5fiG07fG5YR3x+WE05qegZlpOOf+ZI2p2kFsXyklvYtsLnhnXE54fVlJOKnuEW4ChJbypoOwloA+6uT0jWIHxuWEd8flhNeU5FnUkaRFLABmBXYHtJx6fvfxkRrcClwJdIJlNdALyN5D7zi4prVFjv4XPDOuLzwxqRi1/VmaQ9gSfKrN4rIlal/UYBPwTeSzIWejlJ1bvXqx+l1YPPDeuIzw9rRE4qzMzMrCI8p8LMzMwqwkmFmZmZVYSTCjMzM6sIJxVmZmZWEU4qzMzMrCKcVJiZmVlFOKkwMzOzinBSYdZAJEWGZVwFjrNG0ne7uM3A9Pif3drj15KkyZI+WYH9jEw//0cqEZdZb+Qy3WaN5b0Fr5uBO4HvAosK2h+qwHHGA//o4jYbSOJbWYHj19Jkkt91/7uV+1lF8vkr8f2b9UpOKswaSET8Pvda0nbpy5WF7eVIGhgRr2Y8zv3diC2ATuPordLvdpv9/GZZePjDrAeS9IX0Uvy7Jf1WUhtwuhLzJD0oab2kv0m6QtJORdtvNvwh6WpJ90gaL2mZpHWS7pb0zoI+Wwx/SPq9pP+VNFXS45JekbRQ0oii471N0m2S2iStTIckbpb0q04+5zhJ90r6p6SXJd0vaWJRn9MkPSxpg6QnJH2l8HMBE0ie1JkbPvp6J9/rw2mcz0u6S9I+6brNhj8K/g2Kl1cL9tdH0qz0u9kgabmkyR19ZrOezFcqzHq2a4AfAecAL5L8R2EYyZDJ34HhwNeAX0t6d3T8sJ+90+1mA5uAi4CrgHd3EsMHgT2ArwDbA/8OXAIcCyCpCbgZ6A+cArwGfCuN88FyO5W0A7Aw/YznAH2A0cDQgj6zgG8C3wd+C7wHmCNpXURcnq7bLd32jHSzp8oc70jgB8A3gMXAm4F/ST9TKTcAfy543xeYD6wraLsMOAH4NvAXkmGn/5X0XETcVu6zm/VUTirMera5EfGTorZP5V5I6gP8EVgBHELyx7KcYcChEfFkuu1A4CpJe+aeeFnGYGBCRPwz3W434LuS+kbEa8DHgXcBB0TEX9M+96cxlU0q0m0GA/8WERvStlsLPtsw4GzgnIi4IG2+XdL2JEnI5RGxQtJLQN8MQ0hjgSURcWFB24JynSPiHxTMS5H0A2AH4KPp+32BTwOTIuKagvh2S+NzUmG9joc/zHq2RcUNko5JhyVeJrkqsCJdtU8n+3o0l1CkchMSd+tku/tyCUXBdn2A3BDIIcCqXEIBEBFPAA90Fg/wKnC1pKMlDSla/wFgIPB/kvrmFuAOYHdJwzvZf7E/A4dKmivp/ZL6Zd1Q0lTgi8DJEfFo2vwRksmtC0vEd3AXYzPrEZxUmPVszxa+kfQvwI0kd2h8kuRuhQ+mqwd2sq+Xit5vrNB2I4DnSmxXqi0vvRJwFLAdcD3wnKSbJL017bJj+nMlyXBNbsnN09i9k7iLj3cz8AXgwyRDKc9J+g9JzR1tJ+lg4FLgvIi4qWDVjsAAYH1RfJcCzZJ2LN6XWU/n4Q+znq14jsRxwFMR8YlcQ+FkyzpZA3yoRPtO6bqyIuK3wBGSBgNHABcDVwDjSOaQABwJrC2x+cNdDTSdh3F5epXjeGBeuu/ZpfqnE2BvBFpI5okUepHkSssHyhyuOBkz6/GcVJj1Ls28caUg5xOlOtbQEmCmpNEFcyr2Avank6QiJyLWA7+QdBBwWtp8D8lnHdHJpMeNJFc7MouIZ4EfSToRGFWqTzqU8X8kVx8mR0R7UZc7Sa7WNKfJkVmv56TCrHe5DfiCpAtJhgE+CEyqb0jcCCwHbpB0Nsk8j9kkCUXxH+I8SceSxL4AWE0ynPFpkj/WRMRzks4Dfixpb5Ikoy/wTuB9EXFiuqvlwBclHQM8A6yOiC2SGUnfI0kCfgu8QDIX5L3Al8qEeA7JFZjPA++UlGtvj4jFEfEXSf+dfu4LgPuBQcB+wFsj4rRSOzXryZxUmPUiEXFDepvltHT5LfD/gGV1jKld0gSS2yvnkyQT3ya5S+WVDjZ9lOR31AUkQyX/AG4iueMjt+9zJf2N5A//TKAVeAS4smA//0Hyh/wKkttEzyK5BbXY4nQ/nyS5svEkcFZEXFomvtzE1+K7bzbwxnySzwJfBT4DnJd+3gdJvguzXkcd37ZuZlZ5aQ2Kx4HvR8T36h2PmVWGr1SYWdVJ+iLJpMUVvFGQC5KrB2bWSzipMLNa2EiSSOwBvA78AfhwRDxT16jMrKI8/GFmZmYV4eJXZmZmVhFOKszMzKwinFSYmZlZRTipMDMzs4pwUmFmZmYV8f8BPAittc31PCYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_var(hinge_acc,'Hinge loss accuracy')\n",
+    "plot_var(log_acc,'Logistic loss accuracy')\n",
+    "plot_var(perceptron_acc,'Perceptron algorithm accuracy')\n",
+    "plot_var(rf_acc,'Random Forest accuracy')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Observation\n",
+    "\n",
+    "While achieving similar accuracy level, the `SGDClassifier` estimator variants demonstrate faster training time as compared to the Random Forest classifier. The difference is not that significant at the low end of the training set size (< 100,000). But the difference becomes prominent for larger training set size."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 411873df17ca8104591c86b91a98c7d43d58c1a2 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 3 Sep 2019 23:29:40 -0700
Subject: [PATCH 081/165] Update index.rst

---
 docs/index.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index 7ad450e..3bd8439 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -126,6 +126,9 @@ Classification related Notebooks
 
 -  Naive Bayes classification (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Naive_Bayes_Classification.ipynb>`__).
+   
+-  Classification using Stochastic Gradient Descent (SGD) (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Classification/Stochastic_grad_descent.ipynb>`__).
 
 --------------
 

From 14b1f8044bc7bdfbcf4a37028cbad99bdf12c3d2 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 6 Sep 2019 12:49:06 -0700
Subject: [PATCH 082/165] Add files via upload

---
 .../Clustering_metrics.ipynb                  | 833 ++++++++++++++++++
 1 file changed, 833 insertions(+)
 create mode 100644 Clustering-Dimensionality-Reduction/Clustering_metrics.ipynb

diff --git a/Clustering-Dimensionality-Reduction/Clustering_metrics.ipynb b/Clustering-Dimensionality-Reduction/Clustering_metrics.ipynb
new file mode 100644
index 0000000..87d19f0
--- /dev/null
+++ b/Clustering-Dimensionality-Reduction/Clustering_metrics.ipynb
@@ -0,0 +1,833 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Clustering metrics - alternatives to the _elbow method_\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "\n",
+    "Clustering is an important part of the machine learning pipeline for business or scientific enterprises utilizing data science. As the name suggests, it helps to identify congregations of closely related (by some measure of distance) data points in a blob of data, which, otherwise, would be difficult to make sense of.\n",
+    "\n",
+    "A popular method like k-means clustering does not seem to provide a completely satisfactory answer when we ask the basic question: \n",
+    "> **\"How would we know the actual number of clusters, to begin with?\"**\n",
+    "\n",
+    "This question is critically important because of the fact that the process of clustering is often a precursor to further processing of the individual cluster data and therefore, the amount of computational resource may depend on this measurement. \n",
+    "\n",
+    "In the case of a business analytics problem, repercussion could be worse. Clustering is often done for such analytics with the goal of market segmentation. It is, therefore, easily conceivable that, depending on the number of clusters, appropriate marketing personnel will be allocated to the problem. Consequently, a wrong assessment of the number of clusters can lead to sub-optimum allocation of precious resources.\n",
+    "\n",
+    "For the k-means clustering method, the most common approach for answering this question is the so-called elbow method. It involves running the algorithm multiple times over a loop, with an increasing number of cluster choice and then plotting a clustering score as a function of the number of clusters.\n",
+    "\n",
+    "In this notebook, we show what metric to use for visualizing and determining an optimal number of clusters much better than the usual practice - elbow method.\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create synthetic data using Scikit learn `make_blob` method\n",
+    "\n",
+    "- Number of features: 4\n",
+    "- Number of clusters: 5\n",
+    "- Number of samples: 200"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import make_classification\n",
+    "from sklearn.datasets import make_blobs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_features = 4\n",
+    "n_cluster = 5\n",
+    "cluster_std = 1.2\n",
+    "n_samples = 200"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data1 = make_blobs(n_samples=n_samples,n_features=n_features,centers=n_cluster,cluster_std=cluster_std)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d1 = data1[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Feature_1</th>\n",
+       "      <th>Feature_2</th>\n",
+       "      <th>Feature_3</th>\n",
+       "      <th>Feature_4</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.801901</td>\n",
+       "      <td>3.605896</td>\n",
+       "      <td>4.369392</td>\n",
+       "      <td>2.325192</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-6.901915</td>\n",
+       "      <td>-10.952801</td>\n",
+       "      <td>-5.004106</td>\n",
+       "      <td>0.308243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.016578</td>\n",
+       "      <td>1.299328</td>\n",
+       "      <td>-8.264865</td>\n",
+       "      <td>-7.548624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2.053912</td>\n",
+       "      <td>3.702495</td>\n",
+       "      <td>4.520239</td>\n",
+       "      <td>3.023131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.806206</td>\n",
+       "      <td>-6.826686</td>\n",
+       "      <td>-8.700822</td>\n",
+       "      <td>5.238822</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Feature_1  Feature_2  Feature_3  Feature_4\n",
+       "0   1.801901   3.605896   4.369392   2.325192\n",
+       "1  -6.901915 -10.952801  -5.004106   0.308243\n",
+       "2   0.016578   1.299328  -8.264865  -7.548624\n",
+       "3   2.053912   3.702495   4.520239   3.023131\n",
+       "4   2.806206  -6.826686  -8.700822   5.238822"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1=pd.DataFrame(data=d1,columns=['Feature_'+str(i) for i in range(1,n_features+1)])\n",
+    "df1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from itertools import combinations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lst_vars=list(combinations(df1.columns,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(lst_vars)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,8))\n",
+    "for i in range(1,7):\n",
+    "    plt.subplot(2,3,i)\n",
+    "    dim1=lst_vars[i-1][0]\n",
+    "    dim2=lst_vars[i-1][1]\n",
+    "    plt.scatter(df1[dim1],df1[dim2],c=data1[1],edgecolor='k',s=150)\n",
+    "    plt.xlabel(f\"{dim1}\",fontsize=13)\n",
+    "    plt.ylabel(f\"{dim2}\",fontsize=13)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How are the classes separated (boxplots)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x1008 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(16,14))\n",
+    "for i,c in enumerate(df1.columns):\n",
+    "    plt.subplot(3,2,i+1)\n",
+    "    sns.boxplot(y=df1[c],x=data1[1])\n",
+    "    plt.xticks(fontsize=15)\n",
+    "    plt.yticks(fontsize=15)\n",
+    "    plt.xlabel(\"Class\",fontsize=15)\n",
+    "    plt.ylabel(c,fontsize=15)\n",
+    "    #plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## k-means clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Unlabled data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=df1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Feature_1</th>\n",
+       "      <th>Feature_2</th>\n",
+       "      <th>Feature_3</th>\n",
+       "      <th>Feature_4</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.801901</td>\n",
+       "      <td>3.605896</td>\n",
+       "      <td>4.369392</td>\n",
+       "      <td>2.325192</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-6.901915</td>\n",
+       "      <td>-10.952801</td>\n",
+       "      <td>-5.004106</td>\n",
+       "      <td>0.308243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.016578</td>\n",
+       "      <td>1.299328</td>\n",
+       "      <td>-8.264865</td>\n",
+       "      <td>-7.548624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2.053912</td>\n",
+       "      <td>3.702495</td>\n",
+       "      <td>4.520239</td>\n",
+       "      <td>3.023131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.806206</td>\n",
+       "      <td>-6.826686</td>\n",
+       "      <td>-8.700822</td>\n",
+       "      <td>5.238822</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Feature_1  Feature_2  Feature_3  Feature_4\n",
+       "0   1.801901   3.605896   4.369392   2.325192\n",
+       "1  -6.901915 -10.952801  -5.004106   0.308243\n",
+       "2   0.016578   1.299328  -8.264865  -7.548624\n",
+       "3   2.053912   3.702495   4.520239   3.023131\n",
+       "4   2.806206  -6.826686  -8.700822   5.238822"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y=data1[1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Scaling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import MinMaxScaler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = MinMaxScaler()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_scaled=scaler.fit_transform(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import silhouette_score, davies_bouldin_score,v_measure_score"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running k-means and computing inter-cluster distance score for various *k* values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Score for number of cluster(s) 2: -30.352003414553124\n",
+      "Silhouette score for number of cluster(s) 2: 0.45936723608066826\n",
+      "Davies Bouldin score for number of cluster(s) 2: 1.0093937644665807\n",
+      "V-measure score for number of cluster(s) 2: 0.5897275217561558\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 3: -16.1340246424723\n",
+      "Silhouette score for number of cluster(s) 3: 0.5779386568713396\n",
+      "Davies Bouldin score for number of cluster(s) 3: 0.6958113982658629\n",
+      "V-measure score for number of cluster(s) 3: 0.7918756684685209\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 4: -9.28898992833155\n",
+      "Silhouette score for number of cluster(s) 4: 0.6631543270567946\n",
+      "Davies Bouldin score for number of cluster(s) 4: 0.5094494331888024\n",
+      "V-measure score for number of cluster(s) 4: 0.905746099275519\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 5: -3.0508604525131533\n",
+      "Silhouette score for number of cluster(s) 5: 0.7278567892731838\n",
+      "Davies Bouldin score for number of cluster(s) 5: 0.3828631273455477\n",
+      "V-measure score for number of cluster(s) 5: 1.0\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 6: -2.8646363609639005\n",
+      "Silhouette score for number of cluster(s) 6: 0.6320426894330352\n",
+      "Davies Bouldin score for number of cluster(s) 6: 0.7040419517840836\n",
+      "V-measure score for number of cluster(s) 6: 0.9587820033385084\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 7: -2.700957548449713\n",
+      "Silhouette score for number of cluster(s) 7: 0.5264715175622142\n",
+      "Davies Bouldin score for number of cluster(s) 7: 1.0091793597367678\n",
+      "V-measure score for number of cluster(s) 7: 0.9212234750540854\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 8: -2.5306323604690317\n",
+      "Silhouette score for number of cluster(s) 8: 0.43132973669771707\n",
+      "Davies Bouldin score for number of cluster(s) 8: 1.2404354675007188\n",
+      "V-measure score for number of cluster(s) 8: 0.888762396041958\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 9: -2.3768980717779913\n",
+      "Silhouette score for number of cluster(s) 9: 0.3474674405313392\n",
+      "Davies Bouldin score for number of cluster(s) 9: 1.3802332474253154\n",
+      "V-measure score for number of cluster(s) 9: 0.8630288819887606\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 10: -2.2470513366675737\n",
+      "Silhouette score for number of cluster(s) 10: 0.24294610654282767\n",
+      "Davies Bouldin score for number of cluster(s) 10: 1.5347029282924933\n",
+      "V-measure score for number of cluster(s) 10: 0.8281105928700783\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "Score for number of cluster(s) 11: -2.1407632404196013\n",
+      "Silhouette score for number of cluster(s) 11: 0.24150066616676769\n",
+      "Davies Bouldin score for number of cluster(s) 11: 1.4652990878516001\n",
+      "V-measure score for number of cluster(s) 11: 0.8140945177247814\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "km_scores= []\n",
+    "km_silhouette = []\n",
+    "vmeasure_score =[]\n",
+    "db_score = []\n",
+    "for i in range(2,12):\n",
+    "    km = KMeans(n_clusters=i, random_state=0).fit(X_scaled)\n",
+    "    preds = km.predict(X_scaled)\n",
+    "    \n",
+    "    print(\"Score for number of cluster(s) {}: {}\".format(i,km.score(X_scaled)))\n",
+    "    km_scores.append(-km.score(X_scaled))\n",
+    "    \n",
+    "    silhouette = silhouette_score(X_scaled,preds)\n",
+    "    km_silhouette.append(silhouette)\n",
+    "    print(\"Silhouette score for number of cluster(s) {}: {}\".format(i,silhouette))\n",
+    "    \n",
+    "    db = davies_bouldin_score(X_scaled,preds)\n",
+    "    db_score.append(db)\n",
+    "    print(\"Davies Bouldin score for number of cluster(s) {}: {}\".format(i,db))\n",
+    "    \n",
+    "    v_measure = v_measure_score(y,preds)\n",
+    "    vmeasure_score.append(v_measure)\n",
+    "    print(\"V-measure score for number of cluster(s) {}: {}\".format(i,v_measure))\n",
+    "    print(\"-\"*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(7,4))\n",
+    "plt.title(\"The elbow method for determining number of clusters\\n\",fontsize=16)\n",
+    "plt.scatter(x=[i for i in range(2,12)],y=km_scores,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Number of clusters\",fontsize=14)\n",
+    "plt.ylabel(\"K-means score\",fontsize=15)\n",
+    "plt.xticks([i for i in range(2,12)],fontsize=14)\n",
+    "plt.yticks(fontsize=15)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=vmeasure_score,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"V-measure score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(7,4))\n",
+    "plt.title(\"The silhouette coefficient method \\nfor determining number of clusters\\n\",fontsize=16)\n",
+    "plt.scatter(x=[i for i in range(2,12)],y=km_silhouette,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Number of clusters\",fontsize=14)\n",
+    "plt.ylabel(\"Silhouette score\",fontsize=15)\n",
+    "plt.xticks([i for i in range(2,12)],fontsize=14)\n",
+    "plt.yticks(fontsize=15)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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mFOgiIjGhQBcRiQkFuohITCjQRURiQoEuIhITCnQRkZhQoIuIxIQCXUQkJhToIiIxoUAXEYkJBbqISEwo0EVEYkKBLiISEwp0EZGYUKCLiMSEAl1EJCYKCnQzu8vMvm9mx83sgSHWzzCzvWb2gpkdNrMPFr9UEREZSd5AN7NK4MvAMuCngTVm9tODmv0P4FvufhvwEeArxS5URERGVsgZ+vuB4+5+wt3fAtLA3YPaOJAKH/8k8M/FK1FERApRVUCb64BT/Z53AAsHtfmfwFNmtg6oAX6hKNWJiEjBCgl0G2KZD3q+BnjE3f/QzBYBf2Zmt7h7z4Adma0F1gJMnTqV1tbWUZSck8lkrmj7OFFfDKT+6KO+6DMR+qKQQO8A3tXv+fW8fUjlk8BdAO7+nJm9A6gDzvZv5O4PAw8D1NfXe0NDw+iqBlpbW7mS7eNEfTGQ+qOP+qLPROiLQsbQnwdmm9kNZnYVuTc9Hx3U5kfABwDM7GbgHcC5YhYqIiIjyxvo7t4FfBp4EniF3NUsL5nZ75nZh8JmvwXca2YvAjuAT7j74GEZEREZQ4UMueDue4A9g5Z9tt/jl4ElxS1NREQuhz4pKiISEwp0EZGYUKCLiMSEAl1EJCYU6BIrQRCQzWYJgiDqUkRKToF+BYIgoKOjQ+ERsWw2SzqdZsHCxdRNmcbRl16mbso0FixcTDqdJpvNRl2iSEko0C/T4PC4ed4ChUeEOjs7WXRHA/c1P8SpaxuYvm4HVZNnMn3dDk5dm1u+6I4GOjs7oy5VZMwVdB265HR2drJ02QpOnstQMW850+/8DFZZhXd3cep4O/c1P8QXvriVp5/YTW1tbdTlxl42m839PHrqSK5+ALPe85MurLKKmjlL8JsWcXLvdpYuW8Fzz7SSSCQirVlkLOkMvUADw+NBauYswSpzfw97wyO5+kFO9lzD0mUrdKZeArt27eLEuQzJxnv6hflAZhUkG+/lxLnztLS0lLhCkdJSoBdI4TH+bNq8hcp5y4f9efQyq6By7nI2bd5SospEoqFAL5DCY3wJgoCjLx6i+j2Dp+YfWvXs2zly6AW9gS2xpkAvgMJj/AmCgEnVyUvDXvlYZRWTqpP6mUisKdALoPAYf1KpFG9ezODdXQW19+4u3ryYIZVK5W8sUqYU6AVQeIw/qVSKW26dz8Xj7QW1v/jD/cydf5t+JhJrCvQCKDzGpw33r6f78OMMutPh27j30H3kcTbcv75ElYlEQ4FeIIXH+LNq1SpmTU6S2bt92J+Lew+Zvdu5cUqKlStXlrhCkdJSoBdI4TH+JBIJnn5iNzdUvM75nc1cOLbv0rCYd3dx4dg+zu9sZlblGzy15zF9qEhiT4FeIIXH+FRbW8tzz7SybWMzM860cXrrGrrOvcrprWuYcaaNbRubebZtrz65KxOCPvp/GXrDo6WlhU2bt3DkO19iUnWSNy9mmDv/NjZsbGblypUK8xJLJBI0NTXR1NREEAS0t7fz2tkzeg9DJhwF+mUaHB5BEJBKpRQe40QqlSKRSOjnIROSAv0KKMhFZDzRGLqISEwo0EVEYkKBLiISEwUFupndZWbfN7PjZvbAMG3+s5m9bGYvmdlfFrdMERHJJ++bomZWCXwZWAp0AM+b2aPu/nK/NrOB3wGWuHunmU0Zq4JFRGRohZyhvx847u4n3P0tIA3cPajNvcCX3b0TwN3PFrdMERHJp5BAvw441e95R7isv5uAm8zse2a238zuKlaBIiJSmEKuQ7chlvkQ+5kNNADXA8+Y2S3u/q8DdmS2FlgLMHXqVFpbWy+33ksymcwVbR8n6ouB1B991Bd9JkJfFBLoHcC7+j2/HvjnIdrsd/cscNLMvk8u4J/v38jdHwYeBqivr/eGhoZRlg2tra1cyfZxor4YSP3RR33RZyL0RSFDLs8Ds83sBjO7CvgI8OigNn8FNAKYWR25IZgTxSxURERGljfQ3b0L+DTwJPAK8C13f8nMfs/MPhQ2exJ43cxeBvYCv+3ur49V0SIi8nYFzeXi7nuAPYOWfbbfYwd+M/wSEZEI6JOiIiIxoUAXEYkJBbqISEwo0MtcEARks1mCIIi6FBGJmAK9DGWzWdLpNAsWLqZuyjSOvvQydVOmsWDhYtLpNNlsNuoSRSQCCvQy09nZyaI7Griv+SFOXdvA9HU7qJo8k+nrdnDq2tzyRXc00NnZGXWpIlJiCvQyks1mWbpsBSd76kiufpCaOUuwytyVp1ZZRc2cJSRXP8jJnmtYumyFztRFJhgFehnZtWsXJ85lSDbeg9nQPzqzCpKN93Li3HlaWlpKXKGIREmBXkY2bd5C5bzlw4Z5L7MKKucuZ9PmLSWqTETGAwV6mQiCgKMvHqL6PQsLal89+3aOHHpBV7+ITCAK9DIRBAGTqpOXxszzscoqJlUnFegiE4gCvUykUinevJjBu7sKau/dXbx5MUMqlRrjykRkvFCgl4lUKsUtt87n4vH2gtpf/OF+5s6/TYEuMoEo0MvIhvvX0334cdx7Rmzn3kP3kcfZcP/6ElUmIuOBAr2MrFq1ilmTk2T2bh821N17yOzdzo1TUqxcubLEFYpIlBToZSSRSPD0E7u5oeJ1zu9s5sKxfZfG1L27iwvH9nF+ZzOzKt/gqT2PkUgkIq5YREpJgV5mamtree6ZVrZtbGbGmTZOb11D17lXOb11DTPOtLFtYzPPtu2ltrY26lJFpMQKuwZOxpVEIkFTUxNNTU0EQUB7ezuvnT2jN0BFJjidoZe5VCpFIpFQmIuIAl1EJC4U6CIiMaFAFxGJCQW6iEhMKNClKIIgoKOjQ5OBiUSooEA3s7vM7PtmdtzMHhih3WozczOrL16JMl4NvrfpzfMW6N6mIhHKex26mVUCXwaWAh3A82b2qLu/PKjdTwDrgcJmj5Ky1tnZmbsd3rkMFfOWM/3Oz2CVVXh3F6eOt3Nf80N84YtbefqJ3fqQk0iJFHKG/n7guLufcPe3gDRw9xDtPg9sAn5cxPpkHNK9TUXGp0IC/TrgVL/nHeGyS8zsNuBd7r67iLXJOKV7m4qMT+buIzcw+zDwi+5+T/j8Y8D73X1d+LwC+FvgE+7+qpm1Av/d3Q8Msa+1wFqAqVOnvi+dTo+68EwmQzKZHPX2cVLqvnjl2DHeSvwEFe/I/5o9P85wVTbDze+dU4LKcnRs9FFf9IlLXzQ2Nh509yHfpywk0BcB/9PdfzF8/jsA7v5Q+PwngX8AMuEm04A3gA8NFeq96uvr/cCBYVfn1draSkNDw6i3j5NS9kUQBNRNmcb0dTsKuh2ed3dxeuuaks41o2Ojj/qiT1z6wsyGDfRChlyeB2ab2Q1mdhXwEeDR3pXu/m/uXufuM919JrCfPGEu5Uv3NhUZv/IGurt3AZ8GngReAb7l7i+Z2e+Z2YfGukAZX3RvU5Hxq6DTLHffA+wZtOyzw7RtuPKyZLzqvbfpqePt1MxZkre97m0qUjr6pKhcNt3bVGR8UqDLZdO9TUXGJwW6XDbd21RkfNIt6GRUeu9t2tLSwqbNWzjynS8xqTrJmxczzJ1/Gxs2NrNy5UqFuUgJKdBl1Abf2zQIAlKplN4AFYmIAl2KQkEuEj2NoYuIxIQCXUQkJhToIiIxoUAXEYkJBbqISEwo0EVEYiLvfOhj9sJm54B/vIJd1AGvFamccqe+GEj90Ud90ScuffFud5881IrIAv1KmdmB4SZ5n2jUFwOpP/qoL/pMhL7QkIuISEwo0EVEYqKcA/3hqAsYR9QXA6k/+qgv+sS+L8p2DF1ERAYq5zN0ERHpp+wC3czeZWZ7zewVM3vJzH4j6pqiZmaVZvaCme2OupYomdk7zWynmR0Lj49FUdcUJTO7P/wdOWpmO8zsHVHXVCpm9nUzO2tmR/st+ykze9rMfhj+WxtljWOh7AId6AJ+y91vBm4H7jOzn464pqj9BvBK1EWMA18CvuPu7wVuZQL3iZldB6wH6t39FqAS+Ei0VZXUI8Bdg5Y9AHzX3WcD3w2fx0rZBbq7n3b3vw8fnyf3S3tdtFVFx8yuB5YDX4u6liiZWQq4E/i/AO7+lrv/a7RVRa4KuNrMqoBq4J8jrqdk3L0NeGPQ4ruBb4SPvwH8p5IWVQJlF+j9mdlM4DagPdpKIvVFYAMw9N2aJ45ZwDngT8Lhp6+ZWU3URUXF3f8J+ALwI+A08G/u/lS0VUVuqrufhtyJITAl4nqKrmwD3cySwC7gv7l7EHU9UTCzFcBZdz8YdS3jQBWwANjm7rcBF4jhf6kLFY4P3w3cAFwL1JjZr0RblYy1sgx0M0uQC/O/cPeWqOuJ0BLgQ2b2KpAG/oOZ/Xm0JUWmA+hw997/re0kF/AT1S8AJ939nLtngRZgccQ1Re1fzGw6QPjv2YjrKbqyC3QzM3LjpK+4+/+Jup4oufvvuPv17j6T3Btef+vuE/IszN3PAKfMbE646APAyxGWFLUfAbebWXX4O/MBJvCbxKFHgY+Hjz8O/HWEtYyJcrxJ9BLgY8ARMzsULvtdd98TYU0yPqwD/sLMrgJOAL8WcT2Rcfd2M9sJ/D25K8NeYAJ8UrKXme0AGoA6M+sAPgf8PvAtM/skuT94H46uwrGhT4qKiMRE2Q25iIjI0BToIiIxoUAXEYkJBbqISEwo0EVEYkKBLkVhZt1mdiic3e9FM/tNMxvV8WVm9Wa2pQg1fcLMzvWra6eZVY9yXzP7z9w3aF2rmdWHj/eY2TuvpG6R0VKgS7H8u7vPd/efAZYCHyR37e9lc/cD7r6+SHV9s19dbwFNRdrvkNz9g1FOCmZmlVG9tkRPgS5F5+5ngbXApy1nppk9Y2Z/H34tBjCzb5rZB3u3M7NHzGyVmTX0zu1uZjXh3NbPh5Nu3R0u/xkz+7vw7Puwmc0eqaZwxsEaoDN8/m4z+2647XfNbEa/Glb32y4zxL6uNrN0uO03gav7rXvVzOrC7/kVM9se/u/gKTO7eoh9fTicr/xFM2sLl1Wa2RfM7Ej4GuvC5R8I++BI2CeT+r3mZ81sH/BhM7vRzL5jZgfDfn9vIT83iQF315e+rvgLyAyxrBOYSm7q1neEy2YDB8LHvwR8I3x8FXCKXDg2ALvD5RuBXwkfvxP4Ablg3gp8tN+2Vw/x+p8gNwPjIeBfgGeAynDdY8DHw8f/Bfir8PEjwOrB3xcwEzgaPv5N4Ovh43nkPolZHz5/FagL23cB88Pl3+r9PgbVeAS4rvf7C//9r+TmKqoKn/8U8I6wf24Kl/0puYnpel9zQ799fheYHT5eSG5KiMiPEX2N/ZfO0GUsWfhvAthuZkeAbwO9NyR5gtyEYpOAZUCbu//7oH38R+CBcJqHVnLBNgN4DvhdM/sM8O4htuv1TXefD0wjF56/HS5fBPxl+PjPgJ+7jO/rTuDPAdz9MHB4mHYn3b13eoqD5EJ+sO8Bj5jZveRuQgG5ibW+6u5d4Wu8AcwJ9/eDsM03wjp6fRMuzUK6GPh22Gd/DEy/jO9Nylg5zuUiZcDMZgHd5Ga0+xy5M+RbyQ3z/RjA3X9sZq3AL5Ib294x1K6AVe7+/UHLXzGzdnI393jSzO4BbgbuDdd/sH9jd3cze4zcfC+/P8Tr9M6B0RXW2DsR3FXDfIuFzJnxZr/H3fQbmulX16fMbGH4fRwys/nkvufB+7fB2w5yIfy3AvjX8I+YTDA6Q5eiM7PJwFeBP3J3B34SOO3uPeQmVuv/xl2a3CRadwBPDrG7J4F1YbhiZreF/84CTrj7FnKz6M1z9y977g3Q+e4+1N15fg74h/Dxs/Tdku2jwL7w8avA+8LHd5P738VgbeE2mNkt5IZdRsXMbnT3dnf/LPAa8C7gKeBT4bg/ZvZTwDFgppm9J9z0Y8D/G7w/z90b4KSZfTjc1szs1tHWJ+VFgS7FcnXv5YHA35ALpf8VrvsK8HEz2w/cRN/ZJGG7O4G/cfe3htjv58mF6uHwssHPh8ubgKPhsMJ7yY0pD6Wp941Tcne36t1+PfBr4fKPkbsvK8B24OfN7O/IjT9fGLxDYBuQDLfdAPzdMK9diD8I3+Q8Su4PxYvkbif4I3Lf84vAL7v7j8n94ft2OHTVQ+6P5lA+Cnwy3PYlcn+YZALQbIsiIkbkwFAAAAAzSURBVDGhM3QRkZhQoIuIxIQCXUQkJhToIiIxoUAXEYkJBbqISEwo0EVEYkKBLiISE/8fRy1a2zw7Xl0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=db_score,s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Davies-Bouldin score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Expectation-maximization (Gaussian Mixture Model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.mixture import GaussianMixture"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BIC for number of cluster(s) 2: -785.8861656737248\n",
+      "Log-likelihood score for number of cluster(s) 2: 2.3488434232590447\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 3: -1063.8143073144524\n",
+      "Log-likelihood score for number of cluster(s) 3: 3.242350678606415\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 4: -1158.0930844329039\n",
+      "Log-likelihood score for number of cluster(s) 4: 3.676734522648095\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 5: -1223.633901730918\n",
+      "Log-likelihood score for number of cluster(s) 5: 4.039273467138682\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 6: -1190.184775333069\n",
+      "Log-likelihood score for number of cluster(s) 6: 4.15433755238961\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 7: -1157.7996605582453\n",
+      "Log-likelihood score for number of cluster(s) 7: 4.272061666698102\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 8: -1096.0173488819105\n",
+      "Log-likelihood score for number of cluster(s) 8: 4.3162927887528175\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 9: -1072.7140763780408\n",
+      "Log-likelihood score for number of cluster(s) 9: 4.456721508738695\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 10: -987.1290914066891\n",
+      "Log-likelihood score for number of cluster(s) 10: 4.4414459475558665\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "BIC for number of cluster(s) 11: -968.2266431634569\n",
+      "Log-likelihood score for number of cluster(s) 11: 4.592876728193337\n",
+      "----------------------------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "gm_bic= []\n",
+    "gm_score=[]\n",
+    "for i in range(2,12):\n",
+    "    gm = GaussianMixture(n_components=i,n_init=10,tol=1e-3,max_iter=1000).fit(X_scaled)\n",
+    "    print(\"BIC for number of cluster(s) {}: {}\".format(i,gm.bic(X_scaled)))\n",
+    "    print(\"Log-likelihood score for number of cluster(s) {}: {}\".format(i,gm.score(X_scaled)))\n",
+    "    print(\"-\"*100)\n",
+    "    gm_bic.append(-gm.bic(X_scaled))\n",
+    "    gm_score.append(gm.score(X_scaled))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(7,4))\n",
+    "plt.title(\"The Gaussian Mixture model BIC \\nfor determining number of clusters\\n\",fontsize=16)\n",
+    "plt.scatter(x=[i for i in range(2,12)],y=np.log(gm_bic),s=150,edgecolor='k')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Number of clusters\",fontsize=14)\n",
+    "plt.ylabel(\"Log of Gaussian mixture BIC score\",fontsize=15)\n",
+    "plt.xticks([i for i in range(2,12)],fontsize=14)\n",
+    "plt.yticks(fontsize=15)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(2,12)],y=gm_score,s=150,edgecolor='k')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 1201d0b1bbc303b680c684d92ff123a8c2d84493 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 6 Sep 2019 12:52:21 -0700
Subject: [PATCH 083/165] Update index.rst

---
 docs/index.rst | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/docs/index.rst b/docs/index.rst
index 3bd8439..d222863 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -154,7 +154,10 @@ Clustering related Notebooks
 -  Hierarchical clustering with Dendograms showing how to choose optimal
    number of clusters (`Here is the
    Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Hierarchical_Clustering.ipynb>`__).
-
+   
+-  Clustering metrics better than the elbow-method (`Here is the
+   Notebook <https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Clustering-Dimensionality-Reduction/Clustering_metrics.ipynb>`__).
+   
 --------------
 
 Dimensionality reduction related Notebooks

From 84bac37cb5579d063a0a998122ec3a11d27eaaa5 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 18 Sep 2019 23:50:27 -0700
Subject: [PATCH 084/165] Updated with more examples of generative modeling

---
 .../k-means_clustering_GMM.ipynb              | 285 ++++++++++++++----
 1 file changed, 232 insertions(+), 53 deletions(-)

diff --git a/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb b/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb
index 43218de..2c73bbb 100644
--- a/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb
+++ b/Clustering-Dimensionality-Reduction/k-means_clustering_GMM.ipynb
@@ -5,7 +5,11 @@
    "metadata": {},
    "source": [
     "# k-means clustering, Gaussian Mixture Models (GMM)\n",
-    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536 ([LinkedIn](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/), [Github](https://tirthajyoti.github.io))\n",
+    "\n",
+    "For more tutorial-style notebooks on deep learning, **[here is my Github repo](https://github.com/tirthajyoti/Deep-learning-with-Python)**.\n",
+    "\n",
+    "For more tutorial-style notebooks on general machine learning, **[here is my Github repo](https://github.com/tirthajyoti/Machine-Learning-with-Python)**.\n",
     "\n",
     "---\n",
     "\n",
@@ -19,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,12 +42,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -69,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -91,12 +95,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -114,9 +118,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\users\\tirth\\docume~1\\personal\\datasc~2\\python~1\\tf-gpu\\lib\\site-packages\\IPython\\core\\display.py:694: UserWarning: Consider using IPython.display.IFrame instead\n",
+      "  warnings.warn(\"Consider using IPython.display.IFrame instead\")\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -126,7 +138,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -163,12 +175,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -218,12 +230,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -254,12 +266,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -284,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -294,12 +306,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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xb2Gi2ecQiNOHzjCiwxgcqc4sb99mm5mXZw6hTuvauJ1uRnQYw+lDcT5OaYPJwI1tbmDo9OdZ9MlSfhj/U0ATUqVaFbmhZW1W/t/ffh3tiqLQ++W76fF8V4QQqGl2Pn9lBusWbsTtdGOyGKnRqAZ9ht1NnVa18/x7FAUl7W+huKI7i3WuiGO7jzO48Ut8/fL33gfdm3N4vtlQVs9fB3gfXpWur0il6ytekbni5w8WsXX5dlx2F5qqoakaLruLzcu2sfDD3wpqOj7MfmtulpyJC7jsLr55dQYA6xZuIP7YuYCRSU9/NAijyUinQe0v40c4ReueLYiqEJmlKJ7RZCAkIoR3/h7H3f/rlpk0VqF6LCERoYB3ReFMd7Fn9V7eue89lny57EqmraNT4OiKoISiqRoT+k0mNTE105zhdrhxOdx89vxXAdtS5hUpJYs+XRowImfRJ0sL5Dz+2Pz7toDF5E4eOEVKQir/zF0bMNfBZDGxa9UeAIwm42WduL9+soQJy8dwz9AeVKlTmUq1KnLX812ZvOYtrqlZMcu2/207wvLv//Q5t9PuYuaYH0k+m5zbaeroBB3dR1BMSU+xs+zbFfzz01o0VeWmbs3o+Ogdmbb9HX/vwh4gW1ZVNf74biX3vdbniuXwuDykJwf2B6QmpeJxey5T1jq/BH6Fz2sxB8WgUO+WOmxbuTPgNtv/3ElIeAh3De7CXYO7ZBlTPSqHtx9FahrV61fj9+//xOPy73NQFMH6RZu4Y0C7PEqpoxMcdEVQDElJSGXknWM5H38+s3nMLx/9xh/fruSNpa97bYpHzwY0h6hulRP7TxWILEazEVuYLaAyCI0IDZISgIa3N2D9oo1+VwXlry1PmbJhtOnVkj1r9vldFahuD/Xa3pj5+d4RvXNUBEqA0tj/zF3Lt6/OwONWvQpICGo0qOK31wOAx6MGVNI6OkWBbhoqhvz49jwSTidm6SDmdnpISUzNtI1Hlo/MMWM3Mjb3UUHZOXM4jnnvLWTm2Nls/n0rdz56R2bNnksxW81e23uQuPfVXt7cgmzPZ7PVzEPj+wPQonszYqqW8ymnbQkx0/XpTpQpe9GBVqNBNSrfUMnvuYQiaNqpsc/3W5dv5/MXviE1MQ1HqgN7qgN7ip196//DaPGvAI0mI7Wa18SR5mTvv/vZ8sf2AjPV6ejkB31FUAy5EK+fHalJti3fjsvhwp5s9z4gA1pPLj49NVUDQa4cxj+9M5+FH/2GpmqobpVl36wgskIktW66nv0bDuCye5WT2WbixjZ16PF813zMMHdUvK4CYxeN4PvXf2Dn37uRUlKjQXX6j+6bGZljspgY/curzBr/E3/+8A8uh4voimXp9dJdtLv/Fp9jDpr0EON7T8zi8xCKwBZmo8/LPX22D5Rk5nF5vDWNDCJLcpnRbKRS7YqsmP4nf81enbmaEYqgev1qDPnqmRz7O+voBANdEQQRTdPY/c9e4o7GE1sthjqtaxdIMlFO2a0ScDncpCSkYDAaAtYUcqQ52Lf+ADNGz+LAxv8QiqDhbfXoP+ZeH8fnBbYu386v0xZnibd3ZFQEja5UlhE/DWXD4s0IIWjWuQnXNa5xRfPMDZVrV+KVWS9mdkHL/uYP3uS0hyc8yENvPYDqUXM0VV3f7DpG/fwK/zfuR3av3otiEDS5sxH9RvbOUvDuAkdzSjITULPxdRzefgST2Yjb6aHh7fVwpjv5a9bqLNFOUpMc2nqYUV3H8966t/2usHR0goWuCILEiX0nmdBvMmlJ6WiahqIIwqLCGD7rhYAP2txS9cYqHN7uv55NREw4oREhVKtXFZPZ6FcRWELMhJctw5t93s1UKlKVbPljO3vW7WP876OoUKO8z34LP/rNf3VTt8q+dQcoe01Z+o3ofUVzyy+5yVUQQuTKX1GjQTVe/fGlXJ3XZDEFVMxCCF6bO4ykuPMknEqkfLUYzscnM7LzOJ+Q1wukJqaxdsG/tL23Ta7Or6NTEOg+giDgcrgZd/fbnDuZgCPNgcvuwpHm5OyJc4y7++08tXm8lNSkNOKPnqX3y3f7Lb5mtpnp+0ovhBDUaV2bsteURTH6XmKDyci2P3f6PMCklDjSnMyeMM/v+eMOB7ZjmyxGzh73zdwt6bTueZNfJaQYFBq3b4DRbKRc5WhqNa9JRGwEO1ftRvME7gPhdrrZ8deuYIqso+ODviIIAut/3YjL4fK1z0tvc/X1izbRtFNjfvt0Ccu+WUlacjpVb6zMPS/1oP6tdX2Od/b4OT5/4Rt2r96LwaSgGBQa3VGfHX/v9tYTAqSEvq/0om1f75ukEIIRc4byzv1TOP3faUSGSSok3MYzHz/Om33e9Su71CSbl271O1bh2tiAD3u300NMldJn27731d5sW7GTlITUzKqkRouR0PAQBrxxv8/2JqvJW2k1hwKwYVGhwRJXR8cvuiIIAkd2Hg1Yk8aR5uTwjqMs/vx3juw4mhn5s+/fA0waOJWH3uxP614tWbvgX1bPW4fqUflvyyFvBq0m8WSY57f+sZ1b77+ZNr1aoWkaNRpU97ErR5WP5K0/RnN4+xFO7j9FVMUoare4nrSkdESOkfb+zRbdB3fJaEaTdSVhMBmo07o2URWicvcDlSAiYsKZsHIsv3+9nH/mrEVTNVrc1ZwHXrkbt58Fd9NOjflu5MyAxzNZjNzSVzcL6RQuuiIIAlEVojIbpGfHbDVzPv48R3cd9xl32V18M2IGv3z0G+dOJubY/ctpd7Fi+t/0erFHZr38QFSvX43q9atlfi5TNozy18ZyYu9Jn22FImiUrSPZBerfWpcez3dj3uSFSCnxuDxYQ62UqxLNMx8/nqMMJZmwyFB6DulOzyHdM7+LDFAfJqp8JHf/rzvzJi/0qYiqGBRa92pJ1RsrB11mHZ1L0X0EQaBNL9+OXheQSM4eOxfwIa+6Vc4cjstRCVzAaDKwd93+fMn40Jv9MVuz+RmEt/dv3+G9Au539/+6MWn1m/R9pRc9X+jOkK+fYcKKMVni8XVy5uberbLUK7qApmr8M2ctT9R5nrmTF6JpgX0JOjoFia4IgkB4uXAen/IwZqsps0G70WTEbDXx1AeP5tg0XnWrqDk4E7Nsq6rsXrOXPev2BYxCCUTdm+swfNYLXNe4BkLxNktp0K4eYxeNoOJ1gTudAZSrHE23pzvR5+We1L+1rl5fP498OuSrgIr+QsmOnz/4la9f/r6QJdMpreimoSDRumdLrmt8Lcu+WcGJfSepVLsS7Qe2o3z1WBJOJ/Hf1sOX7XZ1OVx2Nyum/8mKGX8RVSGSV354MdfNYABuaFmLcYtfw+P2oCiK3jmrEEhJSGX/+oMBi+VdwGV38des1fR84S7KVix9vhedwuWKFMHChQuZNm0aHo+HgQMH0r9//8yx3bt3M3z48MzPCQkJRERE8MsvvzBv3jwmTZpEdLQ3yqRdu3YMGTLkSkS5KilfPZb+o+/1+b7dfTez8MPfcDvdl30gXI4Ljtszh+IY1+ttpvz7dp6PEaxaQDq+pCenYzAachVCrBgVdvy9KzMSTEcnWOT7CXDmzBnee+895s6di9lspl+/frRo0YKaNb2doerUqcOCBQsAsNvt9OnTh9GjRwOwY8cOhg8fTrdu3a58BsWQkPAQ3lj8GhP6TeLEvtwVfzOYDFhCzLjSXaiq5qNApCZJTUhj+8qdlL+3dTDE1sknmqqxd91+UhJTqXJDpVyvvIQQGPPR1EdHJ6/k2xawevVqWrZsSWRkJCEhIXTs2JHFixf73fbTTz+lefPmNGvWDIDt27czb948unfvzksvvcT58+fzK0axJbpSWZp1bpLjNgaTAVuYFZPFxN3Pd+XzvR/S+p6WAVcRbqebo7uPB0NcnXyye81enm4whIkPvs+nz3/J8NtGERkb7jchMDuqW6XBbfUKQUqd0k6+VwRxcXHExMRkfo6NjWXbtm0+26WkpDB79mwWLlyY+V1MTAyPPPIITZo0YfLkyYwdO5ZJkyblV5RiS8WaFbCEWnD6yTkw28y0vbc1dW++kbq31CEs0ptkVK5SNEazAY/LNyPJZDFmtqHUKXrij53lnfun+DiG446exeSnJtKlmG1meg7pTliUHo2lE3zyrQg0Tctsywfe8gSXfr7Azz//TPv27TP9AQAfffRR5r8fe+wxOnTokKdz59R7syCIick5Lr+g6PrwbUx/7Qec+CoCk9nIc1MfxRZqzfJ9r8Gd+OXjxQRKTe0y8Fag8OYQTIr7HP6a8adPrgBkRIZlqwFlMBkwGg143B5CI0O5rV8bHhzRE4vNUlji+qW4XwPQ55Ab8q0IKlSowIYNGzI/x8fHExvrW51x2bJlPPHEE5mfU1JSmDNnDg899BDgVSAGQ97soCWpef3w2S8y4d5JeNwqLrsLs9WEwWRg+A8vkpruJjU9a9KZEmLlwXH9+H7k/6F6vKGmRrO3zeKznz1Fqt2DLQy9YXcRExNThs0rdua6rtQF5WCymkg+m8KSr1ewbPrfjJgzlOr1qgZZWv8U92sA+hwucLnm9flWBK1bt2bq1KkkJCRgs9lYunQp48aNy7KNlJKdO3fSuPHFhh4hISF88cUXNG7cmIYNGzJ9+vQ8rwhKEtc2rM5HWyezcfFmzhyOI6ZqOZp3aYrJErgM8R0PtuOGlrVZ9s1yzhyKo1rdqrR/6DaiK5UtRMl1LkdEbESe97lQ4ttbosTJW30n8dHWSXpkl05QyffdVb58eYYMGcKAAQNwu9307t2bBg0aMGjQIJ577jnq169PQkICJpMJi+Xi8tZgMDBlyhRGjx6Nw+GgevXqvPPOOwUymasJKSXxR88ipSS2Woxfs9kFks6cZ+3P69m4ZAuaR6N6gyXc/1pf6t5SJ+A+la6vyMDx/QOO6xQ9HR66jV2r9uQqSzwQbqebzb9vo3mXnAMLdHSuBCHzmpJ6FXC1m4Y2L9vGV8O+I+VcKghvNcmH33rAb6vDhFOJDL/tddLOp2eJBjJbzTz/xVM07tCwSOZQ1BT3OcTElCEuLpnPhnzN2gXrM5WBYlRyLEOdHYPJQL+Rven6ZMdgiRqQ4n4NQJ/DBS5nGtJTSQuYnat28/5jH3PuRAIuhwuX3UXCyUSmPvEp21bu8Nl+/pRfsKc4fEJCXQ4XX738fZ5LR+hcPQghePy9hxny9TM07dyYms2uo9Og9lStWyVH09+lmCwmYqvGZP1SurFoc4hQ+xGpdiZMfRmD3BuEGeiUFnTDYwEzc+yPfktHuBwuZoyZTYN2WePC1/+60W9kCXjLEcQdiffbIlGneCCEoEG7elmuuzPdyay35rL8u5W4HG4sNjMulztLb+MLmMxGGne4pBqs9FBGexYT2xAZ0WYKf2DWVpGiTMAtfPsw6+hcDl0RFCCaqnF4m/8WkgDH95wgLSmNf+auZcWMv3HZXdhTHYUooc7VQFLceVbPWQsZfiOn3YXJYsIjPRjNRtwON9ZQCwaTgVd+fCmLo9iizcXERgQXzUsCCTgI00aRqCwFof9Z6+QN/Y4pQFISUhCK8PtmB95a/2/c8w6nDp65uGrIoT9MWFQosdViAm+gUyz56OnPSElMzWIOdDvdmG1mburWjLIVIqlU+xpadGuWJQNZyERCmZRFCWTFjZGteGga5BnolDR0RVAASCmZMXoWv3+9IuA2QhFUqFGeUwdOZ21IE8AFYLaZeejNB3KMNtIpfpw9fo4jO475LRPisrs4tvsYT3/4mN99rXIWOfa4BATpBSGmTilDVwQFwK8fL+aP71Zm9qzNjmJUsIVacaQ5/XYtA6+iEEIgpaTyDZXoP6qvjz9Bp/iTfC7Fa/4JcK8knw0cHWKWyzLMQP4RuPCg3zM6eUdXBFeIpmr8/MEinz6+F1AMCrfd35Yez3dlZMexAY9jCbEw+udXqFizQq4jSnSKHxVqxOJxB8g2FlAtxyziwKtDCbhogxR67wKdvKOHj14hqYmpOO2BE4YUReHRiQMoVzmaWs2vz9HUoyuBkk9IeAg3926F2U+rSrPVzN3/C1ya3Sk6IglUtdREqnizgKTUKW3oiuAKsYZaySnU31bmYtG4ni90w2D2ratksZnp/kxnXQmUEh56sz+NOzTEZDFhCbVgK9WvpREAACAASURBVGPFYjPz6MQB1GpeM+B+TtEXjUgkWe8hiYVUMRIUa4A9dXRyRjcNXSFmm5mmHRux4bfNPvkAJouJ2we0A+D0oTNMfeJT74pAANLrFzCajHR+siN3DymdTXpKIyaLiee/eJq4I/HsW38AS4iZBu3qYQnJudKoFOGcV2YQok3FwhLAhcp1pCuD9fwBnStCVwQFwENvPcDBLYdIOZeS6SuwhFiodH1F7n6+Kx6Xh7F3TeB8fLJPpnBYVCi9XuyuRweVQmKrxeQ5PFiKsqQZRpHGKJAyMxdBR+dK0BVBARARE847f77BP3PWsO7n9RhMRm7p25qbujXFaDKyZv6/ONKdPkpAapK08+msX7SJVj1uKiLpdYotuhLQKSB0RVBAWEMt3DGgHXdkmIIu5b8th3AEyCB22V1MG/wFLruLW/vdHGQpdXR0dHzRncWFQERsBCZLYJ3rcXn4evh01i/aVIhS6ejo6HjRFUEh0OaelpddxrvsLn5446dCkkhHR0fnIroiKASiykfy0Jv9/caOX8rpQ2cCZpzq6OQLqWKSf2FTP8SqfY8i44paIp2rEN1HUEjc1r8t1zWuwSt3jPZbZwa8WcgGY976N+voAJjkCkK0zzFwBI0IHKIfTjoQIZ9AkIhCOlIaCZEfkyaew6ncV9Qi61xF6IogF3hcHv6a/Q9/fPcnjlQH9dvVpetTHYmpUg4pJQc2/sfGxZuRUtK0U2Oub3ad33DQqjdWoU2vlqyev86nS5ViEDTr3ATFUDIWaenJ6fz94xoObz9CTJVobu13i95TOUhYta8JkV8g8AYkGHAQIj/BxhcI0jILUwi8pS1C5Xuoam08Br39pY4XXRFcBrfTzRu93uHormOZOQJxR+P5a9Y/vDL7Rea/t5Bd/+zBZXcjkSz9ajm1W1zPS989h9Hs/XlVj8rKmX+z5ItlJJ9LQVEUhEmgur0JaEaLkZAyITw4tl+RzbMgObDpP97q8y6aqmXU2jey4INFPPbuQG7p07qoxStRCJlEiPwMQdZaV96mNc4A1YlUwnmCZPkpHqErAx1dEVyW5TP+4sjOY1m6jqluFdWtMrbHBAQiSxExZ7qTPWv2MnfSz/R9pReaqjHxgffZu3Yfzkt6EBgMBiJjw7GG2WjZozmdHmtPeLnwwp5egeNxe3jn/veyNNxxO72/z5cvfcsNLWoRU7VcUYlXvJF2bHI6FjkfQToeGuAWdQH/5sRA4Qne7zXCtWdJUuaiifLBkVcnXxjkHqza9xjZi0ZFpPNRhLwW8GaXBwNdEVyGP75Z6bf1JJD5Rp8dl8PN0q/+oM/wnmxcspm9/+6/qAQApHeV4Eh38f6GiSWqxtCWZdvxBPhdVFXjj+//pN+IewpZqhKAtBOhDcTAscy3fxP/YJJrCdjU4rJ4sGg/YjcMLjAxda4Ms7aIMDkecGU0IDqETFxDFAJQUKlOmvJyga/krsggvXDhQrp06cKdd97JjBkzfMY//PBDbrvtNnr06EGPHj0yt9m9eze9evWiY8eOjBgxAo8nQFneq4D0lPw1+rCnOnA7Payc8TfONP/VSYXwNrsvSZw7mRBQQapulTOHzhSyRCUDq5yPgRNZTEACmWH3z7lZTSAEHkxsLyAJda4UIVMJk28gcGTrQicRaAg8GDlAuPYsRrmlQM+db0Vw5swZ3nvvPWbOnMn8+fOZNWsWBw4cyLLNjh07mDx5MgsWLGDBggX0798fgKFDh/L666+zZMkSpJTMnj37ymYRROq0qp0vB25IeAgmizHnnsSSgH0MiivX1KyAwej/9zJZTFStW6WQJSoZeM1Bge6lwO1qclorSAQqulnoasEk//KpLOsPgYMQ7f0CPXe+FcHq1atp2bIlkZGRhISE0LFjRxYvXpxlmx07dvDpp5/SvXt3xo4di9Pp5MSJEzgcDho1agRAr169fPYrCo7tPs7CD39j9sQFHN97IvP7Hs91zXT65hazzUznx9sjhKBR+wYB8wc8bpVaza+7IrmvNureUoewqDC/UVOKQXB7/7Z+99M0jf0bDrL5962cO5kQbDGLHdmdwZcisZDTn3JgZWDBqfS5ErF0ChCFlMzIrsthZDvI/K0E/R8vn8TFxRETc7FyYmxsLNu2bcv8nJaWRp06dRg6dCjVqlVj+PDhfPzxx7Rr1y7LfjExMZw5kzdzQXR0WH7F9kH1qLz1wAesWbgB1a0iBBiMBtr0asGwb54h5pYbGP/LK4y/fwpJZ87neCzFoGAyG2neuTGPvXEfBqOBPv/rwqJpS3C7PFnyByw2M237tKJW/Zw6UuWfmJgyQTlubnh3+Sheun00aefTcdndmYpw9Nyh1Kxb2Wf73ev2M7b3u6SdT0cxCFwODy26NOHl75/FepnSzFczBXkNtOTbIX06+HlQKEKAtT/Yf4TMVYMALIgyL4N6AtK/wqsSZMaYFRE6kKgyOUdxFeV9VFAUlzlI903Ic7nLIxIIysWEI0TBhJvnWxFompblrU9KmeVzaGgon3/+eebnRx55hFdffZW2bdvmuF9uOHcuFS1AUlZemTd5IWsWbsjiEPa4VVbNXUd0lXKER5dh/W+bqNn0Wk7uO8WZI/E+NnCLzUzHx9pjDbPSuEMDqtWtSkLiRd/C6F9f5eOnP+fIrmMYTQZUt0a7B9rSf1Rf4uMD96jNLzExZYJy3Nxijghjyr/vsOWPbZzYd4qoCpE079IES4jFR66EU4kMaz8GRzY/yr+/bWJMn0m88M2zhSl6gVHQ10CRfYngp4y8gIv3vsRKOgNxOB/DpDTDqs3AwGlUYpFEQMpq3KIZLjEXK4swyq1oxOJUeuNx1ANHYBmL+j4qCIrXHGoQTk2M7EEQuMKAROCmJSln03J9ZEUROb5A51sRVKhQgQ0bNmR+jo+PJzY2NvPzyZMnWb16Nb179wa8D3yj0UiFChWIj4/P3O7s2bNZ9itMpJQs+nSp36ggl93FT+/Mx2w1ZdrxzSFmbGFWnOkujGYjUkpsZWwM+eoZaja5NuB5KtQoz9jfRnLuRAIpialUqBGLNbRkd5NSDApN7mxEkzsb5bjdki+W+Y0ycjncbF2+g/hjZ4mpooebaqI8ycpXhGqjMXIAMCAxYBeP4hAPghC4uRm30oYQbRJW5nEh8sQsVxGClfPK19iVJ4p6Kjo5kKJMJUx7BRMbkRgRpGcJA5YIJDbSlRcK9Lz5VgStW7dm6tSpJCQkYLPZWLp0KePGjcsct1qtTJw4kRYtWlC5cmVmzJhBhw4dqFSpEhaLhY0bN9K0aVMWLFhA27b+7cbBxu1wY0+2BxyXmszizHWlu0CTdHnyTq5rfC3h5cpQs+m1KErulmfRlcrq2bXZ2L1mLx6Xf7uo0Wzg0LYjuiLIQBXXkWz4HiHjEaSjcQ2IrP4nE6uxktWxLLADDspoQzlv+KGQpdbJC1KUIcXwIYp2iDA5AiP/ASoyI4rIww2kKuPRRLUCPW++FUH58uUZMmQIAwYMwO1207t3bxo0aMCgQYN47rnnqF+/PmPHjuWpp57C7XbTpEkTHn74YQDeffddRo4cSWpqKnXr1mXAgAEFNqG8YLJ6e8baUwIrg+y4HG7+mbuWe1/VY+ELgvDowAkyUkJYZGghSlM8kCImoAPYqs3MePBnRSAxcAyDPIQqagRXQJ0rJkR+ipFDmSaiC6sCI4dQSEKjYBWBkNnbZhUDCtJH8MMbP7H4899xOXJf9dMWZuXLgx8XyPmDwdVuFz154BQrZ/xNwqkEbGVs/P3jGr/muTLRZZi2/b1iWX+pqK5BhHoPRg77HdMII0WZiEfkrhve1X4f5YbiOAchE4nSuviNFPP6B24hxfBeno4ZNB9BSeGeoT04uOUQBzb+h9PudVhabGZcDnfAKqGVal9TmCKWKH79eDE/vj0P1aOhelTMVhOqR8NsNWUqY4PJgMls5H9fPF0slUBRolILA0f8ZhYIXGhkRKlJicIRBA5UrgVhLmRJdQJh4BgSs19F4F3Z7S/wc5Z6RWCymHj1x5f47dOl/PbZ76Qnp1O+eiyx1WLY+sf2rKUh8OYI3PNSjyKStnhzePsRfnx7fpbV14V/W8Os3NCqNufjk6nd4noeeKUnxjIhRSVqscWuDMCs/QXZks8kJtw0RxMVMMrNhGmjUDiXkcAksYvHcIgBeh/kgkSmYZULMEtvnpRLdMIheoDI2dypUS7HqCGNmIBj+aXUKwKAnz9YxPwpCzMdw4e3H+XUwdOUrxHLqYOnvT0ChEDzaNz3Wm8a3l4fgLPHzzFn4gLW/7YJqWo0vKM+vYfdzTU1KxbldK5aln61PEuBvktRPSrdB3em7s11gOK5pL8aUEUdUsVIwuQ4JIaMBCUFD7VJVcZjkAcJ1wZnOpMvPPZD5GeAAYd4oKhEL1EImUiENgCFhMzf2igPYpX/x3nlO6SICrivJq7BQ02M7PJZ2UlsOJT+BS5vqVcE504mMHfSzz6dwZzpLk79d4ZnP3uK1fPWkXQmiTqtanNTt2YAxB89y6sdxmBPsaOpXo/+uoUb2LJsG6MXvqqXUvBD3NGzmb+VD1KSeDqpcAUqobiUziTItpjlnyik4KYeRvYSrg3EwAn8JaUJHNjk5zjkvT6RSDp5J0T7AIW4LJnCAgcKcYRoH5BmGBVwX5Nci4FjgMxM//OqAwtOOuDijgKXt9QbYNf9vIFASfgel4cpj3zE+l83smfNPn75aDFDWgxnw+LN/DD+J9KT07M82KQmcaQ5+XbkzEKSvnhRo35VjCb/7x5SwjXX6yupAkOE4lK64BB9sckZhMpJGDmCwBOwPDVoGDhaiEKWUKTEwmK/5SIEHiws9t7wfjDI/yijvYhCMoJLS4kbcNGKNOX1oJjvSv2KwJHmwB0gjl1q0quTM/KdLqwaPnziU1SPGtCZvHfdflx2F2ab7oC7lA4P387v36wgu/lTGARCwKiu41EUQZM7G/H05IGYwvXQ0SvFyHbM/JVDwbqLCDxIdL/MlePB5ybPgjtjG9+Vl1X7Gvw6iVXMrEaQgqTgexKU+hVBreY181zPxuVwoXoCF3wSQqCqBVcQqqQQWy2G5794GmuoBWuoFaPZiMlqgoyVlOpWcTs9/PvrRp5u9jJnDuuN1q8Us/Yb2R3HgZDY0IS+KrtihMmb7BcAjUoBzW8mtmYrQX0pKka5rgAE9KXUK4K6t9QhtloMBlPBNY2vcG15bGG2AjteSaJx+wZM2zGFhyb0p9ZNNfE4PT6rZKlJ7Cl2Zr01t2iELEF4a9vnLudGYAdpR8gkTHIN0rWpQCtclibSxdNIfMvISKyki6cD7ieJyOGoKmHyDRR5qgAkzEqpVwRCCEbOHUb9tjdispiuuNql2WbmgRLSezhYmG1mVs1ezf71BwiUz6hpkk2LC7b5RmnErdyMJHcmSomRUG08UVpnwrThyMRHidLuxCRXB1nKkodL6US6eMa7yiIUjVBvjSDxDC6lY8D9HKIvEv8vkV6fgR2b9lmBy1vqfQQAYVFhDJs5hMQzSRzZ/B9TnvgMlyOPDWMExFaNYeD4+2l4W73gCFpC2Lf+APs3HszsZRwIKQMtkXVyi4u2AZOTsiNwYGE5Apd3e+l9UyyjDeW88g2quD74ApcgHMr9OGRPTHhfaNw0ApGzpcApumCWv2JivV+nvtdXsJw0Akcd5YdSvyK4lKjykbR/oC3RlcsG7vwdgGsbVue9dRNo3KFhcIQrQWxausUnUS87QkC9tnULSaISjDDh5I7LGockCt4CBv7aqrqwaV8GQbhSgLDhFq1wi1aXVQLe7Q2kijHk/I5e8C9IuiLIhhCCIV89Q2hEaJaoH4NRCdiC0RJi4c5H7shzX4XSishFtVaLzaIX9isgXMpd4MdefQGJBUkZvzZtAIGGka1Bkk4nO1LEogVoIeqtNZRzM6H8oCsCP1SuXYn31k2gz8t30/D2+tzStzUj5g5jyNeDMVtNWR74ZpuZanWr0LpniyKUuHjRvHMTb7Z2AISAuwZ3ouqNvt3MdPKOh4a4aO3zoJcoqFQkXTzLeTEth2gVghKyqOMHKTGyDZdohcy2KvCu6mykK08W+Gl1H0EAwiJD6fpUJ7o+1QmAlIRUvnjpG1SPtzOblJLQiBDuHtKdOx+5Pc99jUsz1zWuQUzlaE4f8h8eKmVG+0WdgkEIUpUJWORP2ORMFM6hUgm7eBSXcmfmZqpaBQMHfKyiGlYconfhylwKEfIs4dpgDBzHa/4xIFERCCQCDw1IU4ahBaGMuL4iyAUel4fR3cazaelWVI+KpnnfnNxON/v+3Y/Joqfk55W7X+iO0ex/VWANtVC9nm8vZ03T2PXPHlb9tIbD248EW8SShTDgVO4lybCABMMqzhtmZVECAKnKG0hCkZckOklsqNyIU9xd2BKXOsK15zDwHwI7AmfGfxIwkyRmk2z4AlXUCsq59dfYXLDht00knk7y6VXsbae4nRP7T1FJL4+QJ1redRMzRs0iJSHVZ8xkMXHLPS04n3LRcXl4+xEmPvA+9lQHINFUScXrKjBs5v+IKh9ZiJKXXFRxPUnKHKzaTMyswWgKJ9XTA5e4U68/FGQMcndG+XB/eRsqFrkQO8Hr362vCHLBxiVbfJqrX0ACO//eVbgClQDMVhMj5w4jIjYiS5ZxmegwRs4dhtl60VGfdj6dN3q9Q+LpJBypDhypTlx2F8f2HOfN3u8GzEXQySWX/H5SxGA3PM95ZSYi6nNcorOuBAoBgzyIDBiq6MZIcJ8xuiLIBWabOWA4qaIoumkon1SpU5mRc4cREmEDKRFCYE918OXQ70iMO5+53d+z/8Hjp6SH5tE4e/wce9buK0yxSwbSg1X7kii1PWW1ZkSpHbFq34OWToj6LmW1tsi4m4jSbvcmMMmccz50rgxJNIHDQpUcS1YUBLoiyAU339MKi81/xrGmajS5s1EhS1QycKY7GXf3BBJPJeFxq7jsLjxODwc3H2JY+zGZb/r71h/Ele4/70BTNY7uPFaYYhd/pKSMNpQQ+RUKiQhA4Swh8hOiZHeszMnoe+xBIQWb/JYwbWRRS11iMcjdhMlRAXI4ACRuEdxnjK4IcsENrWpRr+2NWLJVEzXbzNw9pBsRMXpoXX5Ys+BfnHaXj2lH9aic+i+OPWu8b/plK0YFzOEwGBXKRJcJuqwlCSM7MPGvT0VSb12iJJ8sZIEDM39hkIcKU8xSgZAphGtPonAuhxxWSZicgFEGr+TKFTmLFy5cyLRp0/B4PAwcOJD+/bN2zlm2bBlTp05FSknlypV56623iIiIYN68eUyaNIno6GgA2rVrx5AhQ65ElDyjqRrrFm5g2bcrSEtKp+4tdej8eAdiYnwfKheSzH7/dgWLP/2d82eTqXBteXoO6UbzLk0LVe6SxJ61+3AG8L040518/uI33DO0B6163sTv3yxH9fgunaWEph31FVleMGkrIODbZyA0THIVahBCF0sLRrkNm/Y5RnYjKYND9Mko6nd5s5vAQYj2LsmG6UGRTch8etrOnDnDfffdx9y5czGbzfTr14/JkydTs2ZNAFJTU+nUqRNz5syhfPnyvP/++6SkpDBy5EjGjRtH48aN6datW76EPncuFS1AL4BA7Fm7j1lvzuHg5kMYzUbCIkNJPpeCK6PUwYWG6RP/GEV0jQr5kutqobi0efy/cT+y6JMlfh/wFzCajSgGhaYdG7FxyRbcTjdSkxhNRhSjwvNfPE3j9g0KUerccTVfgxD1fax877cq6YWOWL7fm0kXg4PSJjGYXC3Xwaz9TpgcDTgyf1+JFYkVhdx15pMYSFBWgsh7zwhFEURHhwUez/MRM1i9ejUtW7YkMjKSkJAQOnbsyOLFizPH3W43o0aNonx5b6p07dq1OXXKWz51+/btzJs3j+7du/PSSy9x/vx5v+coKDYt3cKEfpPZu24/HpcHR6qDs8fPZSoBANWt4khzMv6+KXoUSiFx6303oxhyvgU9Lg8uu4uNS7bw2MQBtL23DTe2qU3Hx+7gnT/HXZVK4GrHpbQlp5ITAfcTbQtemNKAdBMqx2WY3i7i/ZyaUecptwQn0TLfpqG4uDhiYmIyP8fGxrJt27bMz1FRUXTo0AEAh8PBZ599xoMPPghATEwMjzzyCE2aNGHy5MmMHTuWSZMm5frcOWm27GiaxlfDvsvy0M+JhNOJJJ88R81GxXsJ7M/EdbURE1OGe/7XlR/eXnDZbd0ON9tX7OD1H18sBMkKhqv1Gkh5CzKxEbg2k7VpjRUhQkGmZfvehrB1IzrixsIVtIAo6usgnf8gk4Tfjrjedpa5e7gL443ElIstWOEyyLci0DQtS80dmRH+l52UlBSeeeYZbrjhBnr27AnARx99lDn+2GOPZSqM3JIX09DRXcdJS7bn+tguu5tvx/zEc58VfD2PwuJqWQ7nhi6Du/LTe7/iCdAu9AJSSvZtPFhs5nXVXwM5GRvTMiKEHEisaERjkKfw9mY1INBQKYddPITT2Reu5vkE4Gq4DiaZRJgM/N7vbVHvzbIXqJn6QmTZxkqy9gKefM4laKahChUqEB8fn/k5Pj6e2Nis2iouLo7777+f2rVrM378eMCrGL755pvMbaSUGAwF1x0sO5qq5rkq6KalW9i8bNvlN9S5YoxmIzf3bpWrWk1RFaIKQaJSgjBjNzxPorKS8+IzBE4MHEXgzig+pwKSdAbjVPqB0AMM84uH+ogcehh7n04KGjG4aIGTHrhpikTxmo1MzUlWPsUjgmcGzffVbd26NWvWrCEhIQG73c7SpUtp2/aiDVFVVZ588kk6d+7MiBEjMh/GISEhfPHFF2zd6i1rO3369DyvCPJC5RsqXdYOnR2X3cWiaUuCJJFOdh4c149KtSpiDb1MdzgBqYm+JSl0rgChECbHI/Bks197CWMUEeq9WLVvELL4rQiuBqSIwsldAct8AwjcKCSRrjxLmuF1UgyfkaCsI0FZhxI9A48IbrMrw+jRo0fnZ8ewsDDKli3LyJEjmTlzJnfffTddunRh0KBB1KhRg+3bt/Pdd9+RlJTEDz/8wA8//MCOHTto3749DRo0YNy4cXz77be43W5Gjx6NxZL7FpF2u8unz20gFINCWFQoO/7enWPD+ewIIeg0KHgKKpiEhlpID5CAdTViMpu4rX9bqtapjMetEn/0LICP0/7s8XP8/s0K2vRuRUj41d0TurhcAyHPEiI/CtjX2JtsloCRrVjkQpyic76iVoqKq+U6uEVrkOkY2QloAbwCKlKWw6M0834UAoQokDkIIQgJCdyyNN/ho0VJfsJHV81Zw6w35nD+bDJSSmo2uZaDmw/5t00LaNyhIUO/f76AJC5crga76JVw5kg8L7Z+BS1AWGlY2TA+2PAO1tC8R74UFsXlGijyOJFarwDFzrIiMeCkA2mG8YUgWcFwtV0Hm/oeNqYHCNEFSSjnldlo4mIIe0HMIWg+guLGzfe04oNNE/lwyyQ+3/sho35+hXptb8Ro8vVPmK1mug/uXARS6gAc3PQfFmvgt5e0pDT+nq03VC8INCrmurm9QMXCHxlJUDr5wVv6O1AnOG9z+jDt5UKVCUqRIgDv8ig8ukymLbp2y1o+xcwUg0K/kfdwQ4vg1P3WuTyKQUFVAz9spCZZPW9dIUpUghEG0nnmsj2NL5K7TFgd/6iibka3OP/GIW9b0P0o8nihylWqFMGlbFq6hXmTfvaJ7TWajaQlpReNUDoA1Gt7Y0Cz0AXyGgCgExin4T7SeRSZ4SnISSloVASRe3+eji+pyoQcW39KTCjEBxwPBqX2r2nOxAV+k8xcdheLPlmCx62/9RQVYZGh9BseuCOWJcTMzb1bFaJEJR+H4WkSxGpSxSicdPVrLpJYSRdPF4F0JQxhwEOjHFYFLlQKt193qVUEJ/afCjimejTOxyUXojQ62Rk4pp/3YZ/tb8VoNlKucjRterUsGsFKMooZl3IXaYaxpIkXQYSi4f1PYiNNDMaldCpqKUsEdmUg4Luykhn/a+BkocpTaltVhkaEBCw7oamat1mKTpHy9EeDaNqpMT9OmMupg6exhlq59b6b6f1yT2+zIJ2g4VR6U6Zcf1LiVwMSD/VAXL1RWsUNj2hImniBUDmBS8NJvf/vJlx7FI0o3LRCegYDwSktcYFSqwjaP3QbC6b8gsuRNePPYDTQ8LZ62MJ0RXA10KJ7M1p0bxawhIlO8BDCjEfoZdaDhVu0AGnIyOTOivDWGkVhMfLscozKx1dnZnFxp9vTnajesDqWS7JZTRYj1lALNRpV59zJhCKUTic7uhLQKWkY2XvZ0F1vfoedMO11cp1Fmw9KrSIwWUy8NncYT019jEZ31CckIgQpwZ7mYMGUX3mh5SvMmTi/qMXU0Qk6ZrmcCPU+yqptiFS7eXsXy8C1cXQKBo0Ico7RuohCPArBa8laahUBeM1AN3VtSlhkKG6HG4/Lg+bRcDvduJ1ufvl4MRsXby5qMXV0goZV+4ow7TWM7EPgwMApQuQnlNFeQMqcQ3h1rgwPjfHnMPaHxIAgeGHtpVoRAKQnp7Pul424nb5vQM50Fws++LUIpNLJzvE9J1gx/S/WzP8XR5rj8jvoXBYhEwmRn/vtXWxkM7jWFJFkpQRhIEWZiMSGxATktD6QqASvR0qpdRZf4NyJBAwmg19FAHD6UFwhS6RzKY40J+898iF71+4DIVAUBU3T6D/mXq5veh1R5SOJiAmcnKMTGLNchcTo06wevKUOZPp8FBnlbakoYvwcQedK8YjGJCk/YtV+wMQ6DBwEH+exDbt4KKiJfKVeEURViETNIXks+pqyWT5rqvci6ZmthcNnQ75iz5p9Por662HfYwkxo6mSOq1q8dSHg3SFkGfc+D50vAgA5yIiWQqoqFQnVXkdVdQpRPlKB5qoSLphCABGuZ0w7XUU4pAYAIkS9iSO9PuDKkOpf5qFRYXR4Lb6vGY5aAAAIABJREFUGPwUn7OEmOn2tDeB5tC2I4zr+TYPVh7Eg5UHMa7n2xzefqSwxS1VJJ9NZuPizQFXa850F26nm52r9jC625t6NngecYvmfkMX4YKJwo3AjsCFkX1EaINQpH7PBxOPqE+SMpck5f9IVj4jUVmGEvaktyR1ECn1KwKAJ6Y8zJi7JnDuRAKONAeKQWA0m2hzTyta92rBoW1HGNvjLZyX1ATfvXovY+56i9cXvEKNBtWKUPqSy8mDpzFZTLidOT/gVY9K0pnzTBo4lRN7T+JyuAkrG0qVGyrR7r5bqN+uLopS6t95siDkeQTJOGmFhbUInJljkkBddF3YtC9JM4wtJClLGNKNWa7AJNciCcWpdPG/whICjaqFKpquCPCuCt5eOZbNv2/lwL/70BSFNj1bUrVuFQCmv/5DFiVwAWe6ixmjZzFy7rDCFrlUEFU+Eo8rdyWPnXYn25bvyGxmk3w2mZP7TrF52TZqNavJsBn/y1U7zBKPtBOqjcfCH0jMCOxwSZ9cLwr+TEYCFTNrSSscSUsUQiYQoT2MQgKCdCQKVm0uTrqQprx68Y1furHIBVjlTwiS8dAQ6R4MVAqqfKXmL0NKya5/9nBo2xHCokK5qWtTQsIvdlpSDApNOzWm04NtszSB0FSNPev2BTzu7jV70VRN9xkEgfLVY6lUqyKHdxxF5qIRkb8eS650F/v+PcCiT5dy17NdgiFmsaKMNgwTGxC4/DqJAWQAc5F3zBQs0Uo0YdprKJxGZJTw9prkHFj4DbdsjkvcCdJDuPYMBnaiZERyKSxDnvsLkzLR2+UsSJSKp1dS3HmGtX2NSQM+YNb4OXz76kyebvACaxf8W9Si6VyG5z5/ijJRYVhC8h8x4XK4WPLFsgKUqnhikAcxsTGgArgcEjNO0a2ApSr5CHkOE5sylUCWMexY5fcAmOVSjOzKVALeca/C8GYWB68hUKlYEUwa8AGn/zuNmlHj/kLv4k+e/4rKN1Sicu3Ayy7FoHBDi1rsXrPX73idVrX11UAQKV89lvf+ncCqH9ewbeVOEk4lcnz3cdz+WozmQPLZFCYNnIrL7qRpp8bc0rd1qasnZZRbCGT9vxTBBT/BhX95VwIa5fj/9s48TKrqTNzvObf2XlibRVRQ1LhFRUGMUQiK7IugiQoOMRo1/oy7KIQoInEcFZe4TSLqaAgS0QmgGWjRjJqZYKRBjTAQxSAqIHTT3dBrrff7/VHV1RR1q7ppeqXP+zz9QN1z7q3v3NN9v3u+8y1BdWVLinhYoilBcGdUwC4+Iz/2YzR7E6Y6J0K42ECUM1pIxsOc7f/YwTf/2JFUAvsTDUcpfO7tBq9x5f2X43Uo/OwNeJh+32XNIqchM/5cPxf95ALuePkmHlh9L7f/7mZO/N4J5PXIbcxzDYib+NYXfsyG9zexZP5r3Pn9OZR9W96ygrcz4oFLjfuTt+kJ3pHY5GPTk1qms08vRlReC0t5+GFzBIrMKTsUMdxsRLMjy1V0+40sfvPNNxk3bhyjRo1i8eLFae2bN29m6tSpjB49mjlz5hCNxt/idu7cyfTp0xkzZgw33HAD1dUtt/2085+7sFzOw7RjNl9vargk3DGn9efeFbM56dzvoLRCacVJ536HuW8Yj6G24PQRp3Lv8lnMX3UP3kamo95//yBUE2ZfSQXP3fpiS4nYLomo8xtZpN5DSF2K7vYM5da7lFtvUWvdhCgTp9EUROUT4oJGJJiTjJHFijBRTm5+4RI0WRHs3r2bxx9/nFdeeYXly5fz6quv8sUXX6T0mTlzJvfeey9vvfUWIsLSpUsBmDdvHtOmTaOwsJBTTz2VZ5999tBGkYUeR3THjjnfXqUUvQY0LmLymNP6c8+yu1m0fSGLti/knmV3M+C7Rgm0NrZt887L73Lr0LuZOeyXaWnEG32dmM2mNZ9RVV7VzBK2X0TlUa1mxiOF9z+e8n8vMfpRq6a3tniHNdV6DlFOTdx7V5YHvlOaCR9BJiOqa4vJ12RFsGbNGs455xy6du1KIBBg9OjRFBYWJtt37NhBMBjkjDPiNq2pU6dSWFhIJBKhqKiI0aNHpxxvKY49YwDdendxTGPs9rkZ89ORB3U9bWmzJ9CG/PvPn2fx3Fcp3lZCJBhplDdRJiyXRdXezuUMGdJTqNBPE+FcYvQiyvFEOJsYfYgygBr1M/bp34GKe9QpKcFnv0wg9ghe+00Qk+epSagAFdZC9unn4ukiSA9g3R/Bl6gM54XA5dToO1tUvCZvFhcXF1NQUP823atXLz799NOM7QUFBezevZvy8nJyc3NxuVwpx1sKpRR3LLqF+yc9SDgUIVQdwnJZaJdmyu2TOO6sgS323YbmZevft1G08qOMleUOGgXd+3ZvuN9hRlQNotJ6qsF+ds0yutn3AoIijC1+AvIEFfo5Ysr83TSFmDqFWk5MxAnsdewT5VSq9Hw0FUQ5hoL8PhCqdOzbXDRZEdi2nfKWfWAFqUztTpWmDrboSI8euQfVv6Agj8Vf/TvvLvkrm9b8g259ujL6qhEcecIRGft3dA7HMSx/5+8Z003EV2qq0QFo3oCHKT8fS7+jWk4RdOQ5kOg2ZM/clIhjTS1QS1duRvV8D6U6xsq4vcyDiEDkU4h+hoRHQ/ANSPMS8uHpdgc9vKekHG3pMTRZEfTp04d169YlP5eUlNCrV6+U9pKSkuTnPXv20KtXL7p3705lZSWxWAzLstLOawylpVXYTTAJDJl8NkMmn72fzOlatqAgz/F4R+JwHUNFeXVGU5AgiGR4oVCgtMLrj8cixCJRzrl4KBNumdBi96mjz0Eg9hJ+B793ANuuoLLkXaLqbMf29kR7mQcle8i3f47F9sSWsAJiKNwpm8jV6i7CFacB9TI3xxi0VllfoJusCM4991yeeuopysrK8Pv9rF69mvnz5yfb+/Xrh9frZf369Zx11lmsWLGCYcOG4Xa7GTx4MCtXrmTixIksX76cYcOGNVUMQyfijJGn8d4r/0OwOpTW5nK76Na7CyXflKYpC4/Pw92v3ErV3moiwQgnfu87dO/brbXE7pBYbIMMigAES3YSNdVDG4dIQglsRRFL8XgW/FSpOYjqTpTTQTXOC665afLarnfv3tx2223MmDGDiy++mAkTJnDaaadx7bXXsmHDBgAWLFjAgw8+yJgxY6ipqWHGjBkAzJ07l6VLlzJu3DjWrVvHrbfe2jyjMRzWnDrsZI44ri8ub+r7i9vn5sShJzB76Z10KcjHl6hD7fK4cHvdXPaLqZx07okMGXcW5049xyiBRhDlOMiYTkIRU62bFK0j42IjFtszuO7GcPE1UTWkzZQAgBKnBC3tnKaahg4kWB3ib2+sZeeWbyk4uoBzpwxlwHG928VS8lBoL8vhQyHTGILVQV6avZgPVqxN7i0Nv/w8pt93GR6fm0goQtF/rWfL+q10Kcjn+5ecQ8FRPQGoLKti/VsfE6oJc+I5x9P/lJZ7mHX0OdCyg272j+CA6mWCwuYI9uoVLZ4auTloD/PgtZcRkAUpqSP2J8x5VFq/znh+a5iGOq0i+OfHX/LgjxYQi9qEakJ4/B4UMPePMxlwZsf2iGgPv/yHSkNjCNWEqCyrIr9nPh5f/ZvrvuJ9bPu/b8jpEmDgoGOSyuKtF97hlXmvoS2NHYuhtOaEwQO5/eWbkyuI1pS/I9Aj9wNk3x0ICkUQIYCQQ4VeiK2OamvxGkV7mAe3/IVc+5doh7ytgibEVKqt2RnPb9d7BB2ZcDDCv132KDUV9Tv2dS6J8y5ZwK+LHiK/p4mibM94A96URHSRUITn73iJv71RhNvrxo7ZBPID3LzwBiKhCEvmv57mcfTZ2i28MPNlbnz2utYWv0Og/aPYU1mIR95GU0pMHUeY80F1jgykSkrwyF9QhIioIcTU8U26ToTvkTluwE1QX9pkGZuLTqkI1hd+TCyWoTKTCP/z2hrG3zCmlaUyHAoLb3+JtX9aRyQUTRayCVaHePCyR+l/ylGOsQeRUJS1f1rHjx+YRm63g3NJ7iyIyiekLmlrMVodn72QgLyIoOMZQEURYTCV+pHG1w4WwSvL8cnvEisqRTxnUCyR88lNjbq2yQqmOemUiqDk6xLCtemeJxBfGezcsquVJTIcCnuL9/G3N9Y6xhDEwlG2bfg647kuj5uSb0qNIjAkcct7BOSlRM2G/Y6zjhz7saxmnP3JsefjZXVKRlFBEaMvEb5PUF9CTJ3QzNI3jU6pCHr1L8Dj8zi6IXr8Hvqd0LcNpDI0lW0bvkIy1FKJRmK4s6QEiYajdO1lzICGevz2CyiHjV1FCC9vUi23gqpPYa5lGwH7N7j5gHh6uJGE1Ei8FKYE5MWvEUVTRq2+AlsNaNmBHAQdIzSwmTlrzCAst7MO1Fpx/o++38oSGQ6FHZ9/m6wx4UTBUT0d04hrS3PcWcfSrY9xJzXUY5F5BQkWmvpAWUs+p6s9HQ9vo6lCU4mXFeTL7ZCxAFAMj/x3c4p8yHRKReD2upm99A4CXQJJjxGP34M34OW+P84kr7sxE3QkNv11c9b2cyYPYejEIXgDHpSOL/Z9OV669e5qNooNadj0zNIaRah/cci17wWCKSakeFWxEE55ROPEstYnaAs6pWkI4NjTB/DMJ4/y4Z/W8e0Xu+h5ZA++d/HZ9B/Y8eMIOhuVZZlTSWuX5qgT+3HJnZO5cMYP+J/X1lBTUcPpF3yXoROHpLieGgwAQXUlObIgzTwkuAhzbn1xHrsaiy2OtZGyR1j4iKjvNZO0zUOnVQQQd0EcZsxAHZ6Tv38i2zZ8TdShfKVlWQwcdCxiC8HqIAMHHUO/4/sy8MxjDzrZoaFzEFKTcUsRHt4HQigEmwBCAdX6nmQ/F58f9LUFD1FOIsp3m1HiQ6dTKwLD4cGoqy9k9Yv/naYI3D43Z1z4XSpKK7ln7HxCNeFkHqKCo3pw9x9up8cRnS8NtaEBlKZKP4CLDXjsVShqiOjzCTPcIYbCuZTMgcR7eAgxgWp9R7uLyu6UewSGw4vufbsx5/WZ9OjXHV+OF3+eH5fXxZmjTueqf72SBy55hH3FFQSrgoRqQoRqQuz8YhcPXPoIHTCw3tAaKEVUnUaNdTfV1jzCamSaEoj7/2cvMFOH4KdCPUW1NQeUrwUEPjTMisBwWDBw0DE8uf4Rtn6yjaryKo4++Ui69elG4cK3icXSPYrsmM3eXXvZ9Nd/cMp5J9U3iGCxCU0ZMY7HVn1acRSG1kZJJW5Zk4gePhNbHdnoc11sJF5puKE9gXjvqDq96YK2MEYRGA4blFIMHHRMyrEvPtpKuMbZjS8aifH1pu1JRWDJZvLsmYnKURaKMBG+R6X+VbJ0o+HwwWu/Ro48jmABgpIYYYZTpec3mEZDy7fk2Xekef/UrS9TU037qFZ3tuvUHMY0ZDis6XFEdyyX8/Ld5bboUhAPJlNSSr59PRbfoqlFU4UijJsPyLPvbk2RDa2AWz4kR55AEUJTg6YWRRgPfyFgP9Hg+V57KTiklY4rAI3gRVBEOYFK/RBhPaG5h9CsGEVgOKz5wfRhaFfmX/OzRp8BgN/+D5RDdsi4MliPlmxBRoaOht9+PmP0sI9lIAeWkEzFzaaMsQCCjyr1S8p0EfusJUTUec0ic0tiFIHhsKbvsb25Ys6leHxudCLVhMvjwuP3cMvz/y+ewVRsfPxnRjuvoHHJptYT2tDiWHyRsU2wsMiebyxGn0TiOGds1bPdeQZlw+wRGA57xlx3ESefdxLvvPwuxV8VM+C7/Rn54xH0PLIHAG6KcFrm16GIIsrkIzqcsOmOpsKxTRHBpmvW84P6R3jtdziwcE8cP1EGH7qQrYhRBIZOwdEnH8nVD/2LY5slW8nu9yFEGJJyJJ6r/l0UNUTVWUQ5tUO9AXZ2guoKcuRxh+hhgBg++/fU6htBpb/1u2QtPvtVbPLQhInnFBVsfIBFhX7C8bz2jFEEhk6DHbP59L2NbNvwNXndcxk6aQi5XXOwVS9E3CiHYu0ChBiR4vHhs18iIL8lrjyiiHiIcTwV+mlQOa02HkPTCakpeOR/cbEWRSj5GhD/18bPHxDxElSpuagCscfw8Z/U5ReKexwpIpxMWP2AkLoYUdlXE+0RowgMnYLSHWXMn/IQFXsqCdWG8Hjd/O6eJfzs19fwvcnnk5OlglSt/nn9J/mAgCxE7ZdZUlGLYjO59v1UWQ+18EgMzYKyqNSPkW//JBEPcEAzQfyyiKBclSwq75INib2k4H794iZFi60E1XNtWoD+UGjy+mXnzp1Mnz6dMWPGcMMNN1Bdne5xUVxczDXXXMPkyZOZMmUKH3zwAQCRSIQzzzyTyZMnJ3+cgn4Mhubi4elPsGd7KcHqIGILodowkWCE3976Iju+KKVSP5HIJxPPRiu4ELxUq7uTQUYu2UiOPTeDt0kED39Byd5WHZfhEFAai+1ZjYIW3yT/77X/CDgXtAJws6b5ZGtlmqwI5s2bx7Rp0ygsLOTUU0/l2WefTevz8MMPc8EFF7BixQoeffRR7rzzTmKxGJ999hmDBg1ixYoVyR/LalyotsFwsHz56VcUf1WM7VCeNBaJ8tbz7xBVg9ir36BGXUeIUdRyJXv1UkJ6ChA3CeTb16Mpzfg9ggfNty02DkPzI2Q25SmiCHnJz5rSRByxEzZa9jWzdK1HkxRBJBKhqKiI0aNHAzB16lQKCwvT+l100UVMmBAPpOjfvz+hUIiamho2bNhAWVkZU6dO5Uc/+hFr1649hCEYDNnZtXU3Sjv/qseiNt9s3g6AqG4E9VVUWQ9Sa92UXAm45cOkSSDb26MijE1Bc4tvaEGCampyFbg/8WCwgdiqV/JYRA1y7AvxGgQ2ObhkLUrKWkzelqJJewTl5eXk5ubicsVPLygoYPfu3Wn96hQFwAsvvMBJJ51EXl4eSikuvPBCrr/+erZs2cK1117Lm2++SffuJhOkofnpeWSPjMnltKXpc2zvrOf77D/g7CZYj+AiwpmIylbUxNDeCKrL8co7aL5EJ+ZYcMfNgnpeSt+QmoJfXoL9Npfj/V2AkCf3IRJPTRLiAqr1vY0vdN/GNKgIVq1axYMPPphyrH///mm53LPldn/ppZd49dVX+f3vfw/A5Zdfnmw7+eSTOe200/joo48YOXJko4Tu0aNlK4gVFOQ13KmdY8ZQT88xp9O9T1d2bd3NgfrA7XVx+cxJad8l0W8g/DdQXqR6Nw4ORfvhRVl98HZ/HJ9Vfx0zB+2D7GPIQ+Q1pGYZ1C4FqUX5foAO/Jju1oEvCHlIZDFSfgPIXkCDhBMbxnHngbqnoI938bkF3e2pVhjDodOgIhg7dixjx45NORaJRBg6dCixWAzLsigpKaFXr16O5z/88MO8//77LF68mD594pkcly9fzplnnsnRRx8NgIjgdjc+IVNpaRW23TLpgwsK8jp8hTIzhnTu+N3N3D/p3wgHwwSrQ7jcFkprLv/lpXTp17P+uyRCjn0fXv6b+J+1Jr5BqBztw4KmWt1GSKZAmQuobBH524LONYZxiR/ii78g1M1lKkcCb+BSG1GUJcyGy5LeQ/WEkNC7lBZ/jq36Nn0ANM88aK2yvkA3yTTkdrsZPHgwK1euZOLEiSxfvpxhw4al9XvppZf48MMPWbJkCfn59ZGZn332GZ988gn33XcfW7duZfPmzZx11llNEcVgaBRHHNeXJ9c/wt/eLOKL9Vvp2qsL5//oXAqOSjXl+O0n8LI6UXe2HqfXDsFNhDMJ6R+2oOSGdodSyQpjfl5KcSXeH8GNi02EOTRF0BooaWJljh07djBr1ixKS0vp27cvjz32GF26dGHJkiUUFxdz8803c/bZZ5Obm5uiBJ577jlycnL4xS9+wdatW1FKMWfOHM4555xGf7dZEWTHjKGJSIju9nlpSiDZjEbwEy8+DlFOpFI/UV/Ddj/MHLQPWnoMebHb8PAXxzabHKr0I0TU0EP6jna7IgDo168fixYtSjt+xRVXJP9fVFSU8fwnn3yyqV9tMLQIbvkAMiiBOC6q9X0o2UdUnUxMfae1RDMcDBJEU4pNN6BlbetBPRWXXYTGKVupJsKZLfr9zYWJLDYYEliyJWu74CKsLmhMOSpDWyAhcuzH8PIm8b2dGPbe0Si5E1Et42AS4TwinIeH/0UllEE87YSbKv2v7boYzf4YRWAwJBDVFUTjtCoQIMpJaccN7Yc8+zbcfILaP/o3+Bb5fM4+9Tvc6m947LcBIawvIML5oA4xkFUpqvS/4uHP+OxXUZQT5bsE9Qxi6thDu3YrYhSBwZAgrEaQI4/ibB7S1KhbmuV7lJTilrWAIqKGIqpbs1y3M2PJJtz8PVUJABDG4mu6yGVY8m2y3WuvQujGPvXv2Hqg4zWVVOGVFXjkHcBFSE0gpMakxwYoTZiLCFsXNf/AWgmjCAyGBKJ6UqNuICC/TXmgCB5CjCemTznELxD89q/x82oiCAmURKlVM6hVPzNprA+BuGJ1rhimqMViW4pFL+4QUEpXuYIq+37CekzqOVJCF3sGiopkoJklm/HJK+zTLx52WWY7VtJsg6GFCeofU6kXEOFMbHoQ5SSq1H1U6zlY8iVuWYOW7Y7nKtmbNemcV17Fz2sowok6uTUowvjl93jlzZYaUsdABKQaJGvkXhbckCGDrOC8raOIZw/NlftRUpLSlmM/hKY0qQQANLVYfI3ffr6JMrZfzIrAYDiAiDqXiHVu8rOWnXSxp2PxFYILRYQIp1KlH0JUN1yynhz7ISy+Iv5oOQoJzQVOrb+oCAF5MUPm0iB+WUiISRll0vIVfvt5PHyA4CbEWIJ6RofMfZ+CCF55jYA8j2IvYBFiDDX6toOqChdWIwiIcxRvw+sswSv/RVBdlfgYTGz+OhWnD+NjBbU0j5mwvWAUgcGQDQmRb1+dyDxpJx8qbv5Ovn0D1Wo2+XJzygPexVak/Hpc+imiqs59MJh40Dmj2QliO1a2smQzXexriee4ie9f+HkFr13IPr24Q+8x+O1n8LNkv/sXw8tK3PYn7NVLQPkadZ26RG/pb/8Wkoj7yHguYXzyCoHYM4CLENmLzSvSU+53dIxpyGDIgkf+jKI6LchMEUWznRx5wPEtH4IE7Mf3vxLZ3ruEnIzlDXPtXyWK39TLoIigKcVv/8dBjKZ9oaQcP4vT7p8iiqIEr6zGki9wy3tY8nnG61iyhS7yEyDi8MCvSxOSGQGspKIP4+U9siWXitFxvIEai1kRGAxZcMtHaGoc2xRhLP6Z8VwX/wCJxH3JlUWIsXh5M83kICjCDHf+DinL+B2KKF5WUsPtjRxNKyHRRF0Gb0oa5wNxsw7B7ZiiQVNLQBagJIZgoYgRo1+8gJA6IqVvjn0P7LdaSyWKTVc0ezOuCg48rrATVYgth7nyUaNvyDimjopRBAZDFmy6OD4QgMRDzMY5E1EdiceMxFcQzq6pgpc/E5KpRNWgA84Okf2N1jnPTVvhtV8jIP+eeLjHiNGfKj0Xl/wffnkBxT6EAqqVc2H4/YmvxOof1BZfkm9fw179RjJQS8leXGzNavoR8rHxJ8x74f1my4IMZqN4MXoPYNd7eGFTrW4lotLzqnV0jCIwGLIQ0hPw20vAceNQiDAUNx86ZCZVRDgbVPxPzCOrcfN/jhlM4w+iELn2fezVy1PcSG16I+Q6+MfXFU9pP8kavfZScuTXB+yXbKGLPYPUN/bt5MlsgjIOlcEE4+TpEzfdVOGRdwmrUYljQeqiiDMR4xiq9EN45L9xy99QVBFT/YnRj1x5hMzlJ32U62W4+BgS9SYau2fR0TCKwGDIgq2OoVb9GL/8DhIVygQFeKlWM4moQXSx/wX2s+ELCqUC1Kg7gLgtPCDPJFMQZEKzB812bI6KHxDBK0sh8Rab/ubqpUb/rP6jxHDxEZq9RDkRWx11qMNvPBIhIM9m2C9JN9sowMdKapmGnz+mnCc4R3cDaGpwyUbCjEpcuRdCPipjCVFNUF8Jyk1YjSZMfbEsxEbkNxmUrEWYHyAqjwiH3wrgQMxmscHQALX6eir0r4kwjCjHEuYi9umFhPTF2Ko/+/RiwoxE8CP4CXMhqscfialj0fIlXe0paNIr+B2IoFMeiAH7IXLkKTSVyQepULcSOJoK/XQy8Z1LPqabPZo8+w5y7Pl0tS8jL3YjSqpa4I6kY/E1md7Ks5ltNLVUqV/GXW6JZ+yMJ2rzOPYX3Nj7e0kpTbX6eYZyk4D/iv08tw4UTFOtZiKkvuXH9wf81Oqrs0h+eGFWBAZDI4iqwVRagx3bbHUUVVZqFT+/Kw+oJM/+JYqqLEXP98cixgAgHrvgY0XaRmp8ReKlRs9M7ido2UW+fVPaisPNenLtu6m0nmnMEA8JweO4j5KNuD/PHsJ6LGHGxoPKlEJJGd3s8RnPCqvUQllhPYlqO0pAniTuYhtDCFCl7qJrl8sgSwrnsB5JpXgI2E9gsZ24SW8w1Xpm2qb04YxRBAZDC6FlBxZfNkoJCD5q1M+Sm6Bu+SuZ3qUVQTz228mgN6/9Kk7ujooIbj5GyzeOZiKXrCVgPxX3bsJNiJHU6JsQVdDoMdZhcyQ2vRMrgwPH5jwSAcKqPnCvbm9EVHequYkcHqPOEFd3B2uZiq36pF0rpKcSkklYbIuvGji60Sk7ImoY+6xh8chmXB2mznBzYkxDBkMLEfeQyRY7ELdF2+RTrW4hpC8/oDUb9e3xZGvOeXYAcu1Z5MVuxGv/ESS+anDLe+Tbt+JmU2ITNoSXQrra09D2P0GcbP1ZUIoqfS+CL/HorpPSOQ1zfOweQuoSx3YP7wNW8kp13kN+VqBlVwYZXMTUcdiqf9PyNqmcTqkEwKwIDIZDwpJ/ELB/g4uPAA8hxiVsy3nYHJ3VKybMYGr0HGyOAOVCSQkB+zd4eDvxYHd+uAt+wnpk8rNNz4xv3RDCzT8AcMvf8cuL7FMvkSMOc7dNAAAQ+klEQVQPpm2Sxk07ZXSVy0Es7PKRKLnDOXJZQnhlJV5ZgSJEWA0jqC5jn34Jv70QN0UIXkJMjHvn8AD7bwALAfaplx3TQGv5EjcbMty7KF57KbXWzY6jNTQNowgMhibikvXk2zcTt0sLUI2PpXjsPyP2G4jKJchkfLzh4E3jo1bfgq2OBkDJHrraV6CoSNrahXSziuAhykAifC95LKgvxWOvAQevpNSMm7VoIuTKvegMaRLi/e34T+htuvApe/XSVLdJqaWL/VM02/bLzLkNnyxln36ZKuvhtOuWyWi88l9Y8jmaMlxsoKtMg1gEIY8gU6jV14Hy45ItidgNJ/kiuPm0Af8rw8FiTEMGQ1MQIde+H0UwZQ+gLvWDVL8IQI2+nRAXIXiwyUn85FKl5xNTJyfP89svoKhM2XCtM4fEayVrhABBfkiF/k3Km3SUIYQYn/BaSoiXQWxFFDfrG7V1DVEUZXilMOWoT17B4suUzJyKMIpKcu15Gb7YT1SdhZfVeHgfiz2oREoITSV+/kAX+zqQCLbqSqb1jaCwOfg9DEN2zIrAYGgCmh1oShzbFBGoXQHqWlBuqq37qJEbcbMBwU+EwWklDL28ndGMBBZ71evYqp+z7VspqvUsQlyIz34dzR5c/D2L9FFUVqfO/cdZi0feIcTFyWM++aOj771CcLEJJWWI6p7WnmPPTSg7hyEQRvMlHt4nzAji7qNOqxYvQf3DRsluaDxNVgQ7d+5k5syZlJaWcswxx7BgwQJyclKLNezYsYMJEyZw9NHx5W/Pnj154YUXCIfDzJkzh40bN+Lz+ViwYAEDBzpXCTIY2iNxG37jUz+IKiDMBY49XfIRin1ZrmXF0zFk2wBViihnU2WdnchW+i9kWhfEVxl2Im7BOXArtX81+bFrcbEJIYAiW2yChaIKIVURKCnBxZYGYwo89irC1kgq9aPk2z8nrrTCiQ1oH0GmJOMCLPkCn70IF/+H0JNafRkRfmAK/DSBJiuCefPmMW3aNMaPH88zzzzDs88+y8yZM1P6bNy4kYkTJ3L//fenHF+0aBF+v59Vq1ZRVFTE7NmzWbp0aVNFMRhanXgAlMcxWljQKO+wRqUBiu8z3JT1gWyTj03fRsumKUfwZojyjRP3tXcRo1diZeOcc8fGjYvNSa8kRTARcJXJeBPFll5pjZqqRC2H7DelzjQWVadTrv+Iz16Km78To4CQvjQZO+GWv5BnzyaecTQGfIllbyTMSKr1XKMMDpIm7RFEIhGKiooYPToerj116lQKCwvT+m3YsIHPP/+cyZMnM2PGDD777DMA3nvvPSZNihfhGDJkCGVlZezcubOpYzAYWh/lokb93CEqFcCHymlchsoc+xFHM0v99XzUqNvTHmyWfElu7G66xX5At9hIArGHURJPsxDjuEa96QsuatXVlOn3qCF9LOBJuJamei9lj4sQcuTxtKMx+tFQiRgbP6FEDiGIr6JqrRupsJ6j2nqgPiGfhMi1f5nYn6nfU9HU4uUdXKzP+j2GdJqkCMrLy8nNzcXlii8oCgoK2L07PYTe6/UyadIkli1bxjXXXMONN95IOBymuLiYgoL6DZ+CggJ27crgG2wwtFNCeirV6i5suiN4EdxEOZl9eiHKNaDB85VUYfFlxnYBqtR8wjq1KHqd6cfDn9FUoinHx3/GvY6kFFv1Isz3kQxpGurRCH5QAYLWT6jS84lyXCIgqxv4JjqmboA685LT8She3kBJ+QENHmrVDAdlUzdWFza9CauRju374+bDLK1BvPayBq9hSKVB09CqVat48MHU8Pn+/fujDnhDOfAzwE033ZT8//Dhw3n00UfZunUrIpLSX0TQuvE6qUeP3Eb3bQoFBXktev3WwIyhtbgSkWlg7wLlw6u7Jx+dDckvtkKKM7crPHTpPTntuL3n38CuPaBvFMU+untfRneZi9iPI3tvgfAaMsUjaGLkF4xD6To5Jyd+EvKF16JDb2V0QcqY31956JH/T5RvRMpxkVuRKoHq/6AukiKOC+WfjDtvNgW64fKUUhtBKsRRLoXg81QQ6F5/7zvG71F2WnoMDSqCsWPHMnZsam6PSCTC0KFDicViWJZFSUkJvXqlF6BYtGgREyZMoFu3eECKiOByuejduzfFxcXJTeQ9e/Y4np+J0tIqbLtxDnAHS0FBHiVZcpN0BMwY2oK6P9S4zI2VP58TcLMp7Xi8WM35VB1wDSXldLM/y2yfr32T0nBdoZrH0OprcmUuFv9AJx68dearanUbodJ6mQ+kZ49TEYlmSA+hMpqIRGrYty9KtNLputei9BVYbAbxEqM/onIg7IIssuyPluPoKs57GoKXmshZBEsObh7aM80xBq1V1hfoJpmG3G43gwcPZuXKlQAsX76cYcPSU7UWFRXx+uuvA7B27Vps2+bYY49l+PDhrFixAoB169bh9Xo54ojOk+DJYKijRt+VSMtQT3wzNkCNvjGtf0PeSgfa8219NBX6BarVL4nyHWx6EuFsKvSvCelLs8qmdIAadXWG7Jy+LDsFNlamNBCAqFyiaghRfRqiuyRrNjQWW/Unwllppq+4XB5C6uIMZxoyoUSkSa/WO3bsYNasWZSWltK3b18ee+wxunTpwpIlSyguLuaWW25h9+7dzJo1i5KSErxeLw888AAnnngioVCIe++9l40bN+LxePjVr37FKaec0ujvNiuC7JgxtD0HI78lmwjYT+JmPfFH+XlU65ux1YD0ziJ0tcdjOaS1FhQRzqfSSt+sbQoFBXmUFFfglT8QkIUJLySbCKcTYiK5zMu4KR3hdCqsF5tFDkekllz7Xjz8bzLzaYxeVOlHiKl6V/SO/nsErbMiaLIiaEuMIsiOGUPb0yT56/4UG3B99NiryZV5ae6hgo99+j+IqRMa/ZVKytGUxCuhqS4pbSljkBiaEoQcROXhljXk2rMypqqIciL7rMWNlqOpxOMTtmLTnRjHpd27jv57BK2jCExkscHQXmik73tYj6LKtgnI42gqASHGUVTrOY1WAkoqyLHn4WEN8drLEcKcT7W+B1EOG5PKwqY+/XOU72ZJqOclpEY4tmVEbNx8iEs+RcghrC7CVr0bPk0VEDEpJw4ZowgMhg5IWI8hLKPQ7EZwHVwNAbHJt6/F4qtEvp/4JrKHv2DZN7BPL2pQKYnKo5Yr8PMHDiwzKfgzppd2Qkk5+fZ1aHahqAHcBOQZatTPCOofN35chiZjks4ZDB0VpbFV34MuJOPmb1jsdAgUi6DZhot1jbpOrf45Neqn2OQmNo/dRBjEPv2yc+rqDOTac7D4Gk1NItFeXDkF5DlcUnQwQzM0EbMiMBg6GW67KPHmnY6iFre9nqg1pOELKUVQ/YSgXImmOLF/0PWgZNGyGzcfZzAzBfHbv6OyMbIYDgmjCAyGToaoACIWzjWG3YgKHNwFlRubfk2SRbMz4fWTnoNIARZfNem6hoPDmIYMhk5GSF1E5ndARVhd2Gqy2PTJmoguRnqtZUPzYxSBwdDJsNUAglyKjT/luOCnVl0Zr3vQarL0JcKpCOklKwUfQf0vrSZLZ8aYhgyGTkiNvo0oZ+CzX8ZiBzGOpFZfRUT9oNVlqdL/Rhf7GhSlaGoQXICmVs0gos5pdXk6I0YRGAydEaUIcwFhy7lYTmsiqgd79eu4+Stu+yNE5RNSo7CVMQu1FkYRGAyGtke5iDCciDW8rSXplJg9AoPBYOjkGEVgMBgMnRyjCAwGg6GTYxSBwWAwdHKMIjAYDIZOTof0GtK6cel62+v1WwMzhrano8sPZgzthUMdQ0Pnd8jCNAaDwWBoPoxpyGAwGDo5RhEYDAZDJ8coAoPBYOjkGEVgMBgMnRyjCAwGg6GTYxSBwWAwdHKMIjAYDIZOjlEEBoPB0MkxisBgMBg6OUYRAE888QRPPfWUY1s4HGbmzJmMHTuWKVOm8M9//rOVpcvOzp07mT59OmPGjOGGG26guro6rc+OHTsYNGgQkydPZvLkyVxzzTVtIGk6b775JuPGjWPUqFEsXrw4rX3z5s1MnTqV0aNHM2fOHKLRaBtImZ2GxvD0008zYsSI5L136tMeqKqqYsKECWzfvj2trSPMA2QfQ0eYh6effprx48czfvx4Hn744bT2Fp0H6cRUVFTI7Nmz5bTTTpMnn3zSsc/zzz8v99xzj4iIrF27Vn74wx+2pogNct1118mf/vQnERF5+umn5eGHH07rU1hYmBxDe2HXrl0yYsQIKS8vl+rqapk4caJs2bIlpc/48ePl448/FhGR2bNny+LFi9tC1Iw0ZgzXX3+9fPTRR20kYeP45JNPZMKECXLKKafIN998k9be3udBpOExtPd5+Otf/yqXXXaZhEIhCYfDMmPGDFm9enVKn5ach069Ivjzn//MgAED+MlPfpKxz3vvvcekSZMAGDJkCGVlZezcubO1RMxKJBKhqKiI0aNHAzB16lQKCwvT+m3YsIHPP/+cyZMnM2PGDD777LPWFjWNNWvWcM4559C1a1cCgQCjR49OkX3Hjh0Eg0HOOOMMIPPY2pKGxgCwceNGfvvb3zJx4kTuv/9+QqFQG0mbmaVLlzJ37lx69eqV1tYR5gGyjwHa/zwUFBQwa9YsPB4PbrebgQMHpjxnWnoeOrUiuPjii7nuuuuwLCtjn+LiYgoKCpKfCwoK2LVrV2uI1yDl5eXk5ubicsWTyBYUFLB79+60fl6vl0mTJrFs2TKuueYabrzxRsLhcGuLm8KB97VXr14psjvdd6extSUNjaG6upqTTjqJmTNnsmzZMioqKnj22WfbQtSsPPDAAwwePNixrSPMA2QfQ0eYh+OPPz75kN+2bRurVq1i+PD6+s0tPQ+dQhGsWrWKYcOGpfxcddVVjTpXRFBKpXzWuvVvm9MY7rjjjhTZgLTPADfddBPTpk1Da83w4cMJBAJs3bq1tUR3xLbttPu6/+eG2tsDDcmYk5PDwoULGThwIC6Xi6uvvpr333+/LURtMh1hHhqiI83Dli1buPrqq7nrrrsYMGBA8nhLz0OHrEdwsIwdO5axY8c26dzevXtTXFzM0UcfDcCePXsyLj9bEqcxRCIRhg4dSiwWw7IsSkpKHGVbtGgREyZMoFu3bkD8l6huFdFW9OnTh3Xr1iU/Hyh7nz59KCkpSX5uq/uejYbGsHPnTtasWcOll14KtI/7frB0hHloiI4yD+vXr+fmm2/mF7/4BePHj09pa+l56BQrgkNh+PDhrFixAoB169bh9Xo54ogj2liqOG63m8GDB7Ny5UoAli9fzrBhw9L6FRUV8frrrwOwdu1abNvm2GOPbVVZD+Tcc8/lgw8+oKysjNraWlavXp0ie79+/fB6vaxfvx6AFStWOI6tLWloDD6fj0ceeYRvvvkGEWHx4sVcdNFFbSjxwdMR5qEhOsI8fPvtt9x4440sWLAgTQlAK8xDs207d2CefPLJFK+hV155RZ544gkREQkGg3LXXXfJuHHj5OKLL5aNGze2lZiObN++Xa688koZO3asXH311bJ3714RSR3Drl275KqrrpLx48fL1KlTZfPmzW0pcpI33nhDxo8fL6NGjZLnnntORER++tOfyqeffioiIps3b5ZLLrlERo8eLbfffruEQqG2FNeRhsZQWFiYbJ81a1a7HEMdI0aMSHrcdLR5qCPTGNr7PMyfP1/OOOMMmTRpUvLnlVdeabV5MBXKDAaDoZNjTEMGg8HQyTGKwGAwGDo5RhEYDAZDJ8coAoPBYOjkGEVgMBgMnRyjCAwGg6GTYxSBwWAwdHKMIjAYDIZOzv8Hi74kdpug0YsAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -327,20 +339,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "c:\\programdata\\miniconda3\\lib\\site-packages\\sklearn\\manifold\\spectral_embedding_.py:237: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
+      "c:\\users\\tirth\\docume~1\\personal\\datasc~2\\python~1\\tf-gpu\\lib\\site-packages\\sklearn\\manifold\\spectral_embedding_.py:235: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
       "  warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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vIT25NsdPQL+Nnw+o4A6SYgw+/QkgSIoDiYsz8u63TskDKdcPIfV3COI4YnhWtJCWJVTyd4TehtSbcMSQnKURldyLKvU7QvpxvCxB4yHFfkTET13r/KazebrF78dQDCZBCB8LECg0fpIcRIRfUeBcS4AZtXmAtP4vKT2CSnFTg4XkDYZ8YES/rdARgvoFpF6HEoOJibNbFwtfc1oKGu3TBKp/zvZPaySaXvjUdEL6KbwsAe0hySii4qek5GjXc0u1nKB+MSupm49FhHiMiLyOOGe3/MZaihAo0fjuXy1641Rn4myIpDycpB6PZGP6CUK4FFqvpuEduooK+TA+PRMP35JiBCl5MAXOzQTrZSgVgI8lFOi/U8GDjdpoMLQlRvTbAI9aRKG+cUcGSQ0B/SqV4iYcuVerzh0XpxLQb2QJjsZPQhyfLnAiwqTYHw9vZ41PsTdaeynk73hqE4Mp/HyMR99ImXoCLbPzxwTInboh16Jxl0WIJi20psTuBHIsJjtiKAhBUhy542tSx/E1UEPAx+d41GIcObK5FhsMLcb49NuAdK71zJTB6Q0692YeqJMIXVGdwqABtMajPsevXkMxkKi4AocddWQdehMVPyIpd5T1qxJXk2TfjNOk2JWI+CVBptQR/B14WE2QZ3IYYQqF1ycmziXlljXTM5wY52c1CyoQLr/3Hf1JZJ2UzQZDe2Bm+q1EqtXVycey8fE5Uq9H0YsCdUd60w8VOAwhLs4gLs90Od9yCvQt1b7hJA59SHA8ZUzGL95A4BBnAlr2zxin5UDK9b/x69fx6JVo0Y+YOAtEiJDzSG779SbX9jgTCPKM62w/Ve/LpccgwpSL2wnrf+FlATUpF4K9f4nelu0W0vTGYRck7usyDv1IcXCejTYYMjGi30oEEXJX5k6AjlCobyfAe7WtkoV49TK08pHkKEI8glcvJO2BX42HHUXAPWwlyH9Rojcx2UiOeeFzTbXQUKUoJUrd2+WuxNS5hPSTGYvESfYlKi5v2I5uTDrh3I0ZbWFvEVl1gQGEh4SYgFffh6i3yUADCTHBdcHYYMgnRvRbiSOGkdJ74uOrrL4UFlJX4Hfx6wpiBPQrBJmS80lhx7Hg1zNri4Q0l7j4Hn79AbJe1SuHnYhxTs5xUflTkmo0AT0dQSxdeF2c0yYL1D2FmLgIocsI8FztRjBNkBink9KjEWq765qKwZAvjOi3FuEhLs7Bo+/KcIUoioiJH+BhAUK77/r08DWeRlL41iAb8A03RkqOolJdR0g/jZelgKyesf8so4C6+9ixpBjb4mv3dIRej5+ZeOpEVglihHgBwXM4uh8J5xgi8tcmVYOhXTCi3wbE5UQc1Z+gfrV6y30pMXEGKTkGn5rhmuYXyCgb2BgaQdi5DUfsRFyc1excOkl5Ikl9PB79DZoASg5p1nhDywjlqMW7IzHbZoI8h9aFRMXP29k6Q0/EiH4bkZKHUclhWe1JcQQpvU91DvhMJKkmnVsDXtbi5VnQENSvUSH+ipJDm2ekkDhij+aNMbQKT45F3LrUuO+i+me56xQbDG2ECdnMN0JQKf5Agv2bnI5MI3DoU523JZQVPOnFpqB+OKihU6LTOykaRbCF3AEBBkPb0eKZvmVZEngAGAXEgUtt215W3TcauLvO4WOAicA84Cuo3d0zxbbte1pqQ1dByd2ocm6ghO+Di5tHsyMqXhEiLs4iIq7Eqz6lmF+4ntPL5whdDiaZV6dC6EoC+kUE5aTYjyTj8DPL1b1XF8UgwN8+Rhp6NK1x70wEgrZtj7UsawxwB3AGgG3bnwNHAViWNQlYa9v2m5ZlHQc8Y9u2u5J1Z4QPtAc30QdJlIloUUycE1DSqh6jEdrJccJ49T9DZ8GnZlCgb6+tRazxkOQQYpxOgDdzpnHWeKtrGxvXjiH/tEb0xwNvAti2PceyrKy8upZlFQB/Ao6objoQOMCyrBnARuAq27bXtcKGLoOSO5N09sXPp1l9KfYjIv8v648+JQ4gpXfFy7dZYxwsdAPx94Z2RscJ63tqBR9A4OBnNil2ouZZTlGAQymSKJLtpBhCQkwgJs/rIMMNPY3WiH4xUFbntWNZlte27bqrk5cAz9u2XbPbaCnwiW3bb1uWdT7wD8idtat37zBeb37D2EpL2889ohLXwPbrQdUp+yd3xtfrGkoDxe5jqi6EijuA6I5G0Rtf8SWUhtJj2vMe8kVXv4e+he9AefaXM4C3Tg0ASRWSKghOAlL4VASft5KCcCXS23jm03zS1d8DMPfQFFoj+vUdyrKe4AOcT6aovwtEqn+eAvy5oQts2xZpqLvVlJYWsWmTy07KvDECoR8mKP6L1BtRopSYPhddXorrjk4AvodP9K5OurYVhwHEOZNU5YFQWdEB99D2dPV7KC0toqpicwP5ULPRsRd3+PkT4ETeYru4CadObYD2pKu/B2Duof55ctEa0f8QOA14rtqn/2XdTsuyegEB27brFm59GHgReA44FvikFdfvkmhZSpQrkXoD6GiDqXxrSMqjSKaXSAydlARHEuKRRtIv76D+wq6HNYT0w1Tyj3yYZzDU0hrRnwIcb1nWR6QdlhdblnUNsMy27VeBPSFrV8r1wKOWZf0MqAIubcX1Ow86jl+/Deh0Wb4cRTsApEqHW3r5HEGClN6TmPgBCXlq+9lraHOU3JWEcwIBXsoIsa0bmdUYPhYidBlamHw8hvzRYtG3bVsBV9RrXlqnfz7pCJ+6Y1aAS629LkxAvUxQP4GX7wBw9MNExQ9dM2im693+Hi/f1Db5WIpH345SfUlJk+6gK1Mlf4ujh+DTH1ZnUx2KZKPr4r3B0FGYHbmtQKolhPW9yDrr2R5WEdb34KjhpOR+GccH9QsZgl97HioI6lepNDluujZCEhMXEuPCHW2qkgL9d3zMRbIdh10QlONha9bwJPtkz/J1grC+D5+ei6ASh6HExCSS8qi83oqh+2JEvxUE9csZgl+DpBK/fpUUmaIvde7oVFmn2LahGyELiagrCGkfXmw0hSgsYC6eOllPHXYiKrK9nYXqdwR4p/a1h/V49WIqlSQpj8g63mBoDCP6rUBS3nCfjhBW9+HlUwQJdAM7LhXuee0NXRupVlGkr86qrBZnHAl2QrIVJQYR5Vy0HJhxjM95E3+9+rqQ/mwF9AskMaJvaD5G9FuIV32BJPfMXTGYIvVr/MzNaNd4EfUSrSkKiYnT8mKnoWMJ6iezBB/Az3zKxQWk5CHuA3WKAu7JKr5SQ80aksHQXEzCteaiNWHnbxTrn+HLjFKtJcUQHAbjY15WnyCFQz80fjSQZE8i4mpSclyeDTd0BF6X4joAggQ+5uQc59fT8DTg8lO4b+YzGBrDzPSbiV9PJchLWXHWGlCUkGI0UXEZfv16zlmaYifKxSMIqnDEcFM8o1vTUN2D3O4+D6ty9gEkhVn0N7QMM9NvJn7tnjFRAAmOpdJzB47cC0Tu/ZmKQpTcGUdaRvC7OUmRlZIKAIfexMiuZ7yjf2jOVNwO/Xt0nWJD6zCi32xyZ7YUJGt/jnE2jsvirEaSFOPzYpmh8xEVFxPnKDQ7vtwVJUTFZVkLt3VJiBNJsW9Wu8ZPlbjaTBYMLca4d5qJI/YAPcu1LyV2hGhqUUxCjyHAu+kEW6Tr5sY5mbiY1C62GjoBwkelvB2vnoVPzwMRJM5ElNypkXEeKsRfKNS3V0d/VZFiOHFxJkl5QvvYbuiWGNFvJjEuxM8cvCzJaE9wMHGRTqUg1bLqnbc7FvEc+lHJH0h5zIJtj0MIUuJwUhzerGFa7kQFdyH0VgSVKHYyM3xDqzGi30y07EW5upuQfgwviwFJUuxPVFySLpQCFOg7s6I2PGwmxLNUYETf0Dy06IOmT0ebYegmGNFvAVr2I8K1rn1SrcHH5659PuYjnWUoz/B8mmcwGAw5MQu5bYygApFjsVeQpJifEFRPtrNVBoPBkMaIfhvjiOGkGJaz38N2QvohvGp+O1plMBgMaYzotzXCS0xMQhHKeYgkSkBPa0ejDAaDIY3x6eeBuJyEUn0p0LfiYZPrMaKJFZYMBle0QlCOpqA2gEDoSgJ6Ml69HE2YuDgpd24fQ4/FiH6eSMpjiKuvCeuHXPsdsWs7W2ToLgTVU/j1G3hYg6Y3CcYS5XyK+Q1e7NrjAnoaEXU5MXlxB1pr6GwY0a+PjhFW9+PlEwQxHIYTFRfgyP1Apwjol/HpjwFIigOIizNBuP8aY/pc/LyHl68z2lMMI8b5eb+V9mLNV2t569F32LxqC8V9Cxk/aRz7HD6io83qlgTVfwjr++pkaq0ixPP4mI2X1RnHChKE9T9JOIebiDFDLUb066I1Reo6/HxY2+TlW7x6IRXOrYR4nADv1fYF9HR8eg6V8tYdwq+ThPU/8OnZCCpQDCDB/ki2AJBiH6LicrQsaddbyxdLPlrKP3/xMJtX76gENX/aZ/zghrM57kfdqjJmx6BTQCpdd1lr/PqNrNTcAJ56gl+DwKGYH1Kl/kZSHplnYw1dASP6dfDpmfiYndXuYQPF/BRJJKsvwAySekptaoVCdSMB3qozdhOKMJXi991y+/wr97yeIfgA0fIo0/71P444dzz+oK+DLOvaCFVBWN+Jj0+ACA7DiDERT44aDg0VX/cQJ6zvo0wfVuv/N3QO5k6dz/uTZ7Fp1WaK+xVxxFmH0m/X/iAEIw/bC+lp+1gbI/p18PKFawZNwFXwa/Dpz4gzCalsfMx0HRvUL5Gke4l+pCLKigXfuvatW76Bz99ZwCGnHNjOVnUDtKZQX4e/Tj0GDx/j5St0C/9kvSzHr6eTECe3lZWGVvLBfz/ksf/7D7HKGABrv17H0tk7dvIP2XsXzvjlKYw9o20X41ss+pZlSeABYBTp1JOX2ra9rE7/vcA4oKK66QzAB0wGQsBa4GLbtnOraTujKWrVeB/zkURd+xrLj94VkVI0OBPx+s2coiX49Hv4+DirXVKOQ98Wn1fU/ikaOhqtNdOfeL9W8N34btEqHv+//7DTHoMYMnKXNrt2a54dJgJB27bHAtcDd9TrPwA40bbto6r/lQF/ACbbtn048Bnwk1Zcv82JcxYOudPd5iIh0t/EmkHoHA/a3bHSUbAgyPAD3Tei7TJyZ0YdvU87W9Q98LI05xOnphhF0LVPNVCwxaEPCY5rE/sMradqexVrvl7b6HEVmyt456kZbXrt1oj+eOBNANu25wC11SKqnwL2AB6yLOtDy7J+XH8MMA064FOoFX71BgXOjajt1+NXb4FO/4FpWUyVuBqHnZt2KiDOcSSq69smxNGkGOl6bFIc1ibmdzYmXf89drIGZ7SVDOjFmdecjsfrnhEyHonz5r+n8/zfp7DgvYVonatcSM9E0a+Bvr7ExLlZBVYUISL8nDjHZLmANB7i4gy0bPlTgqFt8YcChIvcv7zrU76pvE2v3Zrn72KgrM5rx7Isr23bKaAA+AdwJ+AB3rMs6+N6YyqAXg1doHfvMN4cwtEStFbosmsg9ka6IQZFTIHAbESv2xBCAt9DqxPR2y6FZPYjNnIg+A4BIRH+sQRDZxASO747VeIvUHEjJL8EFFAIweMo6HUdhTlCO1tLaWnr3FKtu/YI7p/zV6bcO411yzfQq7SI0356IoN2G+B6/Pz/fc4DVz3K6q/SC5Jev5f3n57B7/57NYFQQ6UFOzdt+R5ofQF684vgLKvX48FfdBKB8IXoqkEQ/x+oLeDZCRn6HsWh0wFQiS8h8hQ434HohQgeT2H4bArb8R46iq50D/sfvS9vP529BlifXfYc1Kb31RoVKocMJ7isFnyACHBPjb/esqx3Sfv+a8ZEq//f3tAFtm1rW3e/X71MoX6jngNGo2OvURnbCw+r8GKj8ZJkP3x48TEfgQNAil2o0teTSo1JD00CVVX1rrIL6IfxiZlI1pFkLCo5FDa7+/pbS2lpEZs2dbyv9sQrTsx47WZTKpHigV8+Viv4NW1zXvuE+371OD+8+by825kP8vEeeNRvKeAOvCxBoHHoR0JMIFI1ESKVwNnpf1rjT07Fn3gNUfYcDrsRFRei5e93nKwKqGrYvs7yOWoNXe0evv/7s1n/7SYWz7ZRKXd3XumQfhx5/hHNvq+GviRaI/oRIlz1AAAgAElEQVQfAqcBz1mWNQb4sk7fnsCzlmUdQNqFNB54onrMycDjwATgg1Zcv9n49TxXj7tAE+JBPHUWuvzMJ87hVHAbXrEIRQlx8T0QuXPq7DihJCmOajO7uwsfvjSH1ba7H3PRB0tc23sqjhxNuX4Cn/4QwSaSHIWW2Tn1w+oOgvy3zhrAPHx6LhXqDpQc2q42G5pHYUkhv33+13zxzpd88/kKln++klVLVrF9Yxlen5c9Dh7OmdecTt+d2tYt1xqf/hQgZlnWR8BdwNWWZV1jWdbptm0vAf4DzAFmAE/atr0IuBk417KsD4GxwH2tM7+55PYde1wiG/zMQogEUfkz4vK8pgm+IScVW3PnG4pV5a493GMRkqQ8nIQ801XwpVpBgKlZi75eVhLSj7eTkYbWIIRg5Li9+Gr+Mj6b/gWbV28llXAQUjDq6H2xDt2jza/Z4pm+bdsKuKJe89I6/bcCt9YbswE4qaXXbC1JsT8B/b8mHy/QePUnJDg+j1b1HA44YRRT7ppKtDzb1bXziEZqxhqy8PM2MkfivnRVN0NX4MXbX+HL9xdltEUrYrxy72scetqBbT7T71GB1HHxPXz6IwL1vEoOffCwNceorru42BmY/8anzHllHpXbqxgwtD/7Hbk3c6dmLpD3HtCLky4z4YTNx5+zR2N23nYVls75yrW9Yksl7z8zi7N+fUabXq9HiT7CR6W8jaR+AZ/+lEDAR2ViFOgkBdyV5e9XFBAzOxhbzMt3v8bLd04lEU8C8CWL6LdLX4676ChW22uJlEUYNHwgk645lcEjh3SwtV2POKcRZDIeNmf1pRi944VO4NdvIagkwbFo2b8drTQ0RiqRnUupKX0tpWeJPqRzj2gvkq2Q3ERAryPBcSQ4CT/vIEgLlKKQqPghSlqZ43UVAo0WjQXA9Wwqt1fx9uPv1gp+DZtXbWHbhjL+8Mr1tW1dLeqis6BlH6LqEsL6n0h2xHInOZCI+CkAPvUeYX0fXlYC4PAIcXUaUXEViIYy9hiaQ9nGMl68/RWWfbYCgOH7785Zvz6dXv0bjEoHYLdRu7qmMwmE/Rw0Yf82t7XHiX5QPUFY/zMt7gp8rMHLQqJcQrm4G7/+CC18xDkFJXevHSeVTVg/iJcFCBQp9iYqfkxKHtCBd9N5mf3yPLauc4/IXbFgJUoppDSF21pLXH6fpDqYIC+DjuCIvYmLUwGJcFZTwK142Fh7vIdthPR/UOxKXEzsOMO7EdHKKLddeC/LP19R27Zywbcs/2IFv3vpOoIFDW/COv7iY/j4zc8zN2EJGHfWWIbtv3vugS2kZ4m+ThLQU2tn8zUIFAGmkdCHAlV49UYkW4iriaTkaIQqo0j/X+1sCcDPbDx6BeXqnyhpXBP1aSi7psfrQZhZZpuh5G5EuDr9QjuE9P349Uwka5FkR0UJHHz6PeIY0W8Lpv1reobg17D885VMe2g637v6tJxjP3p5Ls/8+YVawRcCSgaUcMZVp3D8j4/Ji709aqolWYunjnDXxcNqevFTQryMn48IMpUifQ0+9QZBJmcI/o4x6wnqZ/NrdBdl7MRDGTjMPY/RHgcPY/uG7ZS18fZyAxSovxPWT+Blhavg1yBN8rU2Y9VS91oGAN8tzp1osXJ7Fc/8+Xm2rNlS26Y1bFu/ncrtVXmbGPUo0df0QudIfKYh6wlAUkZYP4ZPz8p5Tpkjv3lPxx/0pX2apZm/7wFDS1m/fCPXjPkt14y9nlvOuYOl877OcRZDcxBqC746RX4aoqn5pQyNEwzndt801Pfu0zPYssY9anDB+wtbbVcuepboixKSO/LCZZDrO9XDcnw7th9kn5PuUQErH4w7cwx/ev0GTv35BI6+4AiOu+goqrZHWP7ZCuLRBNGKGAveX8QtF/6Diq1m5tlavCxoIPQ4k+6Y9bWjGHPGwfgD2e5Mf8DHmAZy4TeWVnnFl+61KlpLjxJ9gCrxGxIcUhvH3Fh+x4YesBRFxMXpbWZbd6T/rqWcfe0ZpBIp3n92FpXb6+cqgjVfr+PNf7/dAdZ1Lxx2zZl2uT5e0j5oj1pMSD2EqnoUoXPvmDbkZtQx+3LqLyZQUBKubSsoCXPqLyYw6pjc6cX3OXwEPpcvC0jvUH/gZw8RrWz7nF09ayEX0LIvFfoBvHouvQq+RVU+lbMEXUOkGEpMXEhKtn1IVXfjkeue5IPnPmrwmM05HnMNTUfJ3Uk5e+Pnk0aPFcQpcP5Yvas3ChXQi8epEleSlBPawdruxdnXTuSI749j1gvpcqvjJ42l/5DSBseMHDeCA04azdxX5rv2r/lqHW89/A4Tf3Vqm9ra40QfACFIiTHIwuOJVX7ZbNGPcRJV8o+m3mgTqNhayRfvftnocb36GXdDWxDnlCaJPjjVeXt24GE9BfpeytQYtOydLxO7Lf13LeXM/9e8J/+f338Zyz9bwabvsjfYAWxa5d7eGnqce6c+UfEjHDJLkWnAIex6vMZPXJxpBL+JrP9mPeWbG0nru0tfTrz02HayqHuTFONxyE7OVpcUw6oDF7LxsJEAL+XFNkM2Xp+XPQ/JnVStZEDbrxn2eNFXcjjl4m6inEmS/YkzjirxG6r4i+tiV4KxpKQp9t1UBu85OCuCpy7+kJ9f/vNy+g5uWKgMTUPLviQ5MrsdcBhAlEmUi3tqa0S4IchedzHkjyPPGUeoODuDb/8h/TghD7H6PdO9Uw8lhxLhhqz2iPNjAryKZDuaXiQ5hIi8qgMs7LoU9ApjHboH815zdzkkYgkG7Jq7PKCh+VTJ69E6jE9/gGQrDoNIiOOJiR/Xpl5wnN3wsShrrMZDErPLvD1IxpO8+/QM1n69Duvg4axfuZH132xAeiTDRu/G93/7vby4PY3ouyDUJgr1n/HxCYI4iiKSjCAifwUid2ZDgzvf/78zmf/Gp2iVHSvl83sJhE0m0zZFeImIa0BfhaAKTSGIzLKjUXE+Pv0pHjKL2iQYR0qMa09reyRb12/jrh/dxzef7djJ23tgCT/84yT2HLsXu40aajZntSeF+ib8fISo3tEoqSDIG4TVXR1sWddk8LBBjBhrufbtcdBw13q6saoYrz3wJv+58Vnem/wBqWTbZxvs9ggvWvTKEnwAJfekQtxKjJNIMQy8+xERF1Ep/24SsbUDz970QobgQ3on7vv/nc2QkbvkNU2JmenXQ6qv8OWIfvDzERGdNIu4LeCcG87in794hPXfrK9tGzhsIOfccFbWsUtm2zz8/x5n3Tcbatvee2oGVz38U/q1cUGJnowjR1DFXwAo7VdE1GQ6bReUUtg5dqF/t2Q1s1+Zx+GTDsvb9c1Mvx5eViBw3ykn2IbIUanI0DB7HDiMm9/8HWddewZ7jdmTvQ7bk9N/cRLD9t8t4zitNZP//HyG4AMs+3Q5k//4XHua3P3QEaT+FnTmhh+hNqPi8xCqrIMM62HohvPk57t0qJnp1yPJaBQlSLLTAjvslDN3j6FxNny7iY+nfca3C78DYOnsr5jxzIf86aVrwZv+KC75aKlrxkKApXO/Ih6JmzWA5qKTFKjb8fEBkg0oBpHgaCLicgr0LfiZDdvK6EU/ks6RVMlrzdNsHolF4gQL3XdO992pD2Mn5k7d0BaYmX49tBxAwjXkzUNCnOTqHzU0jad//2yt4AOgwZ77NQ/86rHapootla4LvgCJaIJkvaIshsYpULcQ5AU8bEAAHtYRYjLF+ocEeRNJeobvYTNBXiSs7u5Yg7sxiz9cyg3H/4l1y9a79gs0iz5YklcbjOi7UCV/S1ScT4pdURSTZC8i4kpi4ocdbVqXZcWClXz98TLXvk+mf0GkIu1yGHXsfpTu4u63H7L3LhT2NhXLmoPQZfhwzxLrxT3tr5+ZoHMnAzM0nVQyhdbpSYzWmmduep4NKzbmPH7zmm089tunWZmnZGvQQveOZVkSeAAYBcSBS23bXlan/2rg3OqXb9i2/SfLsgSwGqhZwZht2/ZvW2x5Y2iNYDMQRBMkpB/Gp+ciiOCwO1FxHpAjNE346oS8RdEUgDDfj61h24YyUkn3DUFV2yP8YcJN7H/8aI4+/3COvvBIptwxNWNWX9inkJMuNcXTm4vUy11r6EJ6Vuk6hk1ItqEYlE/TujUfvjSHd5+awZqv11FQHGafI0dywPGjWP7FykbHlm8q5+0n3ufS2y/Ki20t9elPBIK2bY+1LGsMcAdwBoBlWbsD5wOHkt4I+IFlWVOACPCpbdu5y8i0ET71BiH9HB6+RhMCfBkl47x8g1cvQCXuBYbnPpHwoinKt7k9gpGH7UX/If3YmCPHyNqv17P26zeZ8cwHnH3dRC6762LmvDKX8k0V9BvSl2MvOIq9Dx/RzlZ3fRRDceiNh21ZfRrhKvyKgShMlFRLmTt1Po9e9xTR6qfX8k3lrPtmPcs/X5HTdVmf7RvcS422BS0V/fHAmwC2bc+xLKtukvpVwEm2bTsAlmX5gBhwILCTZVnvAVHgatu27RZbngOfmkWhvrVOZSD3x1QPGyDyJPDntjbB4EKwIMAR547nhdtebjCfdeW2KqbcOZW/vfsnxp81pv0M7KZo2ZukcxgeXs/qc9gFL99ltcfF0WYTYit456kZtYJfl+8Wr6ZkQC+2b2g8Sqr3wPwlvGup6BcDdS13LMvy2radsm07CWyudufcBnxm2/ZXlmUNBP5m2/bzlmWNB54GDm7oIr17h/F6m7dwqra9DvEmxhsnPqG0f9efyZeWdo17+Mkt5/PpW5+x/IuG/ZVlm8qZ/+o8zvvtme1kWevpzO+B1n9Dl/kgPhP0VpD9IHA03sLroeLvkJgBaiPInSF4AgVF11LYRd2ZneF92JIjM2YylmTXsbsQKYuSiCVyju89sIRJV5+St3tpqeiXQ4bfQ9q2XRt4allWEHgUqAB+Vt38MZACsG17lmVZO1mWJWzbzjnv27Yt0mzDip3VNDnYTK2nasOficirm32dzkJpaRGbutCmmgNO2r9R0Qco21rVZe6ra7wHv0ewDSm+RaoKgtEH8UbHItAoeuMpvJ4tkVMhHoR410y41lneh2CRe4ZeAHv+MnbffyjhohAV26rwBX1Ubqlg7bL1KKWwDh7OhJ+cQPHgvq26l4a+MFoq+h8CpwHPVfv0axOmV8/wXwHetW3773XG3AhsAW61LGsU8F1Dgt9SmuuLDOiXiakzUHL3tjbF4MIpV5zIwpmLWTr7q5zHBEJ+Dppgkn61NVr2RqvNFPBLPHU2GXrYCJV/x0eApCfvS27dnv2P348VORZsY5Uxls7+imMuOIJfP/XL2vaN327CcRz2PWQ4mzfndwOoqAknag51onf2I52W+2LgZGAZ4AGeAebUGfJbYClpl04h6Rn/z23bzl18Fti0qaLZxvnVGxTqm2vz5tSQK384QERcRlRe0dxLdQo6y+ymOcSq4rz+wDQWfbiUFQu+JV5vB6LwCEYethc/u/8yeuchn3hb05Xeg7DzR0JMde3TeEmxGyn2JiouQ8uB7Wxd6+gs74NyFI9e9yRzpn5MpMzdW9FnUAm3zfoLocLMlMptdQ+lpUU5k/e0SPTbi5aIPkBQPUFQT8HDKjQ+kuyDZCte3N0KVeIKYvKyVtnaUXSWD3pL2bxqMw/8/CGWzs2O4S/sU8hfp99Iv507dyRJV3oPejnn4sU970tdUliUi3+hZcf7yJtKZ3sfZr8yj39c/mDO/j++fgN7HjQso609RL9rrtY0QkxexHb5LOXiH5SJR6mQ/yaJewIjRQlx2rYGpaHp9NulX874/cqtldzxw3vpzBOTroaiV5OO82IT5D95tqZ7s++Re1PSP/fv++H/9zib81AOsTG6pegDIIIk5WE4ciQIQVT8hCR71TsoTFRcgJZmE0pHoRzF1nXZMeQ1fLdkNZ+/03iNXUPTiDMRndPRmYlHf5Nna7o3hSUFHDhh/5z9q5eu4eV7skNp8033Ff16BPgvnjrbzjUSfAcTE/nZ9WZoGtIj6Z8j7QKAVpo19pp2tKh7k/BMIMbp6c9/I2gK2sGi7s1FfzmP3etlkq1LruSC+aRHiL5HLSKkH0fWqf0pUJCcQUCbItAdzVHn5K7U5PV72G2/XdvRmu5PxPMHtjGVGMeQYCTaJchZ4ycuTugA67oXXp+XA04YlbPf08x9SG1BjxD9gJ6GJHuHHIBPf9TO1hjqc+avTuWAE0e79o0YazFyvEm/0NZoz0CqPLdR4XmKiLgMxI7C9IoSouJHpGT+Cnn0JI48dzxFfd0TBe4+emj7GkMPEX3Ivfutfminof0RQvDrJ6/inN+dxcDdByA9guJ+RYw54xB+/s/L81o6zgAxeQn0fYUqcSVV4udsF/8hKn/S0WZ1G/oO7sOpV05wzaH/2dtf8On0L9o1WKFbhmzWx69eo1Df6Lp8FRUXpgued1E6W5haS6h7D6lkii1rtlJQUkBhSdfwKXe396Cr0tnv4Z7LHmDuqx9ntXt9HopKixm69xB+8Jsz2Hnfoa2+Vo8L2axPQkwg6ZZG2TuSKCZHfmfC6/MyYGj/LiP4BkNTWWOvc21PJR22rd3GZ9O/4JYL781Zd6Kt6BGij/BQIW8nIi4jwYEk2ZcEB4JnV0L6AbxqdkdbaDC0H1oh9HbQpgpZexKPNO5K3rpuO/975J282tFzauQKP1FxBegYRepq/MyDOISAoH6dqPoBUXlVR1tpMOQPrQnqp/HrN/CwFk0JCQ4jIq/paMt6BLuM2IlNTdiMtb6BylptQc+Y6dchpB9NC34dBAmC+jmkajAVkMHQpQnq/xDW9+HjKySVeFhNiOcoUKamRHsw4fITKBnQ+I7ocK/cWTrbgp4z06/Gq79wbZdECfIWkaxdu4b2RCnF7Cnz+Hr+MvzhAEeffziDhnWtxF+dEq3w62kIUlldfmahUt8B+SvcYYC9Dx/BL//9M9565B3WLlvHumXrSMYz3w/pkRzUwC7etqDHib5A5e7UDfQZ8k4imuDOi+9jwfsLa6trvT95Jkeedzh9B/VhZ2swex8+woRwtgBBBA9rXfsk5RCfiV8JNL1IivEg2n/TUE/AOnQPrEP3AOCz6Qt45qbnWV2947yobyEnXHQUx110dF5t6HGinxJ749OfZrVr/CTEUXUaNFKnS8kpMQSM0OSdF29/hQXvLcxoq9xWxev3vwmAx+fBOnQPrrjnkk6febOzoQmh6J0W+Kw+D6Lyfor0FjSQ0hYRcRUpacpV5pP9j9+PfY8ayZyX51O5vZJDTzuIPfcdkvew0x7n04/yY5Lsm9GmkcQ5lZRMP1b51CyK1Y8p0ZMo0ZMoVj/Gp2Z1hLk9iqVzchdWAXCSDotnLeWR655sJ4u6EcKTnsG74oDekj4M8GFTqP+K0J035r274PV5GT9pLCdddnxe6+JmXLNdrtKJ0LKYcv0AQf00Bb5viCckCTGOhDgFAKm+pUDfjIdNtWN8LEDqmylXD6HkkI4yvduTTGT7m91Y/MESbjn3DtZ+vZ5IRRR/wMfAYQMYdfQ+nPKzk/D6etzHukE8ahFePiOpRyPYgJ9ZSGJoAijCeMjOcuphDQH9PDHx4w6wuOtTVVbF1PvfZNWiVfiCPkYfux9H/mB8p3BN9sy/DhEmJi6nqE8RlfUepYL6uQzBr8HDJoL6v0S4tr2s7HEM3WcIKxc0Xj83mUix4L1Fta8jwPaNZSyd/RXLPl3O1Y9eifT0uIfYbHSUQvV7/MxGEKteJvEgSNcvUPRG4wcX0QcQOnfKa0NuyjaVc9sFd7P885W1bfPf+JRvPlvBJbft2AyajCd59uYXWDhzMdHKGIP3GMSka05l2CF75tW+7vmXoWME1VMUOH8k7NyBVE3f4SbJHUcr2dIW1hlycPovTmbwHq2rbfDJW5/z0ZS5bWRR16ZA3UmA9xDEgLTrpkbwATysR7Ih53hHDMvZZ8jNy3e/liH4kE4RPvO5D/mqzm7b+674F9Mems6qpWvYvHoLC95byG0X388X7+a3fkS3E32hNlGsLqNA302QqYSYTC99GQHVtBTKin4N9JnFw3wycPcBXP/M1ZxwyTGMGGcxeM9BSNnMx2ENSz6y82NgV0In8dH4l58kjiKU1Z5kPxLCVJRrCbmKoidjST6Z9hkA9tyvXYsDlW+uYPrj7+XTvO7n3gnrB/CxOKNNUk5IP0Jcnwii4ZwuMfF9/PqdLBePQykxcU6b22vIpN8u/fjRXy+off2/R95h1otz2LxmC6lEisqtlY2e49tF33HzmbeSSqYYus8QTr/qZPoM6tPouO6EII6gaQuxCQ4h6E/hJBYDAZLsT0T8EkS3k4d2oSHX4vvPzOLLmYvxej0k4+5pMNZ9sz5fpgHdUPS9uG++8rCegH6NeCPCreSuVKnfE9KP4CUdPphiH6LiErOI2wGccMmxnHDJsSil+MvZt7Hkw4Zn8UKIjEfrr+YtY+mcr/jNs9fQe0BJnq3tPGgKcNgVScOuAg0kxTGE+/yALRs3Al4Q2UVVDE1nz0OG54xEq9hSQcWWhr+Mw8X53ZHb/dw7uBfZTtO06JCkHEe5fITt4jm2i+col4+QlLmrOxnySyqZnuGHCrPdEHURHuGal/y7xauZet+0fJnXORGCuDgDTXYO97qkOICEmFA9JmQEvw0485rT2eeIkS0eP/qYfdrQmmxaPNO3LEsCDwCjgDhwqW3by+r0Xwb8hLTS3mzb9muWZfUDJpPOc7YWuNi27Ugr7M8ixUg8rM5qd+hDgglNP5EQKDG0zewyNB/lKJ79ywt88tbnbN9QRrAgkF6NzFFlQQiBztG5avEq1/buTFx+D628BPSr1QnWAmgEkjiaAKlaN47ZfduW+EN+rpv8K2Y++yFff7KchTMXsWXNVtdjC0oKqNqeLuMaKg5x5Flj+N41p+fVvta4dyYCQdu2x1qWNQa4AzgDwLKsgcBVwEFAEJhlWdZ04A/AZNu2H7cs63rSXwp3teYG6hMRl+DRS/HyXW1but7nJLTsWX7drs6Tv5vM/x59t/Z1tCJd8tIX9JGMZftDVSp3Gg1fwN/2BnYBEvI0EpzWpGO96lMC+jUEZSixE1HOQ0uT96gleH1ejrnwSI658EjuvvSBnKI/7qxD2eOg4WzfsJ3Rx45i9Lg9874jtzWiPx54E8C27TmWZR1Up+8Q4EPbtuNA3LKsZcB+1WP+Wn3MtOqfc4p+795hvM0uHLw/KvUkRB6D1EqQxYjgSRQGj8etSmVpaVEzz9/56I73ULm9ik/e/Mz12D4DS4hWxijf3PQ/jrGnHpDX31NXfw9U1X/ope+EmsVfDSE5C3rdhfTn193QlnTG9+GY74/lk2mf4tSblBT0CjPxZyexx/67ZbTn+x5aI/rFQFmd145lWV7btlMufRVAr3rtNW052batpZ6fItIPGoADJIGKbIHo7OXVmkJ3vYclHy1ly1r3zUGbVm2h7+A+kCM6pe6TgNfv5dDTD2bcuePz9nvq8u+BjtKXR8n6fapviW+9l0rPHR1iVnPpTO9DKpHivckfsOartRT2LuDoC47goylziZSln1aLS4s5/cqTKdm5X4bNbXUPDX1xtEb0y0mraw2yWvDd+oqA7XXao3XaDIYs+u/Wn3CvMJGy7C/+XqXF7H7Abq4FKUoG9OJXj/6cT//3BU7SYfQx+7L34SPaw+Qui1+/A9p9zcPLonSFLbPA22S2rN3K3Zc8wDefLq9t67tTX869YRLlm8vx+Dwcce44evfvmGiy1oj+h8BpwHPVPv26sWHzgL9YlhUEAsAIYGH1mJOBx4EJwAetuL6hG9N3UB/2PWIkc6dmF5Le7+h9OP0XJ7Nm6dratLQA/pCPEy85jj0PGs6eBw1vT3O7OA0F8XV8rpiuxjM3vZAh+ABb1mzh7cff4y/T/4Cn2S7rtqU1oj8FON6yrI9IfzIutizrGmCZbduvWpZ1L2lRl8ANtm3HLMu6GXiiOrJnM3BeK+03dGMuvfNHOI5i4czFxCpjhIvDjDp2Xy7+2wX4Q35ueOlapj34FmuXbSBcHGTsxDGMynO4W3ckIY4F+Qg4K7P6UuxjZvnNIJVMYc91j9H/bvEqPnnrcw455cB2tiqTFou+bdsKuKJe89I6/f8G/l1vzAbgpJZeszVItYagfhbJBhR9iImzgAM6whRDEykoDnPNY1ey9ut1rFz4HcMO2I0Bu/av7e/Vr5hzfzfJdezyL1Yw64U5JKIJ9jh4OIefPdYkYcuFCEDBFajyvyHrLMWl2J2IqP8nbmgI5WhS8dz7gWrCMzuSbrcj1w2v+phCfSMedmxv9uu3UdE/AWbTVWdn8B6DXBOxLZ3zFYs/XEpBSZj/3959h0dVpQ8c/86k9wIJICUJ7UgLEFqQ3g3SBBVFERQrrrisWLD8LLvrutbFggUBQRQFpBfpLbTQIRBO6BACIZT0nszvj0mbzJ1JgfTzeR6eJ7nn3pn3zoR37px7znv6PtYLB2cHAFbMWMOKr9aQlmQsNLbll+3sWbqXf8ybgr2jumrVonceze1EPxwNy9ATT7auMWmMw6Avfk1XpYC9ox1+7RqbVIHN432PN92Gd9Y4qmLViqTvZPjJJOEDxhriyd+DoTvo1BVgdZKVkcW3k3/k0Iaj+fVL1s/axPh/jqNB83qs+nZdfsLPc2zbCZZ9sZKxb42pjJCrhRx9S1J4o7LDqBQReyLZtzKMzMxs7u3Wgh6jg8v0zTA7K5t+T/Th4oko4q8XfGuyc7BjwPg+5V5ioSRqfNLXGW4aRyBoyYrARneUbF35LkSs3F1LPlludoP32vnrLHjvdzqHdNQc8QNwat/pighPqWZ+//cS1v24MX+Y79ZftrN35X6mzn4JW/uSpcicnBwWfbSUA38d5va1ONy8XWjSuhFObk64ebsSPLIL9z1YNZafrPFJv3hqdEJ1c3y79of41bPXuBBueRGW7ExrdZmU2ujs4XOsn7XJbIb34VS9fNgAACAASURBVA1HWfXtOh6cqj2bOTUpFZ1ObywNAvz6wSLWfb+hoD139viwl0IY93/a950qS41P+gZdHbJoiz1h5o22rcnOCaz4oJQ7cu38dYttdRvXxc7BTrNsbdP2fuUZllIN7VkeRnpqhmab1KiUGbH7FCu+Wsv5oxfQ2+hp0bkZI14eSthq86HFAGGrDzBm2oj8+01VQY1P+gCpumewMVzGhqv527Kpg43LC5Ck+vOrk6jIaDJS0zXb9Ho9A5/sCzmw9bcdJoXZ/No2ZsSUoRUTpFJt5GRbrteUlWX6zfBKZDQznv2ehBsJ+dsOrDvM2SPnuX1Ve57p9YuxxF6+QSPR8O4EfBfUiqSfpe9EfM4snPgdveEaOdQhTTeGOk4dIKlqTNtWSubIpmNmNUzy2DnaEhDozzOfTyCgvR/HtoaTnpJBkzaNGTb5fjx83Cs4WqWqC+zblo0/b9Xs+mva3t/k9z/+s9Qk4eexlPDBWG7Bs4qt41Arkj6AQd+AFKZWdhjKHXKvY7mmiG8TH8BYYnnghH4MnNCvosJSqqn2A9oRPLIru5bsMdneLKip2TfDMwfPlvrxA/u2wdXT+mp9Fa3WJH2lZrjvwW6s/nYdUTLarK1NL+PCFSmJqWycs4X42HgaNKtPv8d7l3gUhlK76HQ6Xvx6Ei07N+P4jpNkpmcSEOjHA5Pvx6XI8Eqtct6WOLk7Edi3LU//98m7HfIdU/8TlGrF1t6WJ/75GPPe+pWrZ67lb2vfvy2PvvMQJ0JP8dO0n4kpdLN3+8JQXp71gslsXkXJo9frGfRUfwY91d/qft73eJNsYTiwyX4NPHln6RvUb1rvboV4V6mkr1Q7gX3a8J9N77N9YSjxNxO5N7gFbXu1xmAw8Pu/FpskfIBzRy+w8IPF/H3OS5UUsVITdBwUyOUI81X5imrcqnGVTfigkr5STdk72TPoadMrs4i9kZw7ekFzfxl2mrTkNBxdCtaMzUjLZPtvO4m/kUDzTk1p378dOp2at1FTRZ26wo5Fu8jKyKJNr1YEDe5Q4vd736oDbP9jV7H72TvZ0+uR++401HKlkr5SYyTfSsKQo71GbkZ6JpnpWTjm3lM7GRrBnDcXEH3aOIzXxs6Gdr1bM2XW5PwJN0rNsfKrtaz4eg2pCcZJUxvmbKFzSEde/uGFYksdZ6Znsvi/S4mPiTdr827gRUZqBimJqTRu1Yj+43tz34PdyuUc7haV9JUaI7BfW3z9fbl+wXzyln/bJrh5GxfMzM7KZt67C/MTPhhn6x7ZfJzfPlzE0/8dX2ExK+UvKjKald8UJHwwjs8PW32Q1TP/YuSUB6wev3fFfqJPX9Nss3Ww5aNN75GalIZP47rVopJr1Y9QUUrIwdmBARP6YO9ougi6ex03Qp4blP/7X7M2cvmkdt/sidCIco1RqXg7F+3KX6awqJOhpzS3F5aanGaxLSsjC1dvV+r5+1aLhA/qSl+pYYZPDsGnUV12L91Hws0EfBrXZcCTfbk3uGX+Pjt+t9w3m5aUhsFgUH37NUimlfr2WuU6igoe0YXlX64iTqN7JyDQD72+eiT7PCrpKzVO8IguBI/ootmWlpzOrRjtBdfBuMauSvg1S9terdkwZzM5GjO5vRt6F3u8ex03+o/vw8qv15oskFK3kTfDJofc1Vgrgkr6Sq2Sk50Nlsut0L6f+XKLJ3dFsGf5fjLSM2neIYB+T6jJXtVJx0GBdBnaiX0r95u1HVp/hLlvLmDifx43+7A3GAxsmLOZA2sPkXg7mSatGmFjZ4utvQ31/esx5JmBNGndqKJO465Rf7lKjZSalMr6WZuJPnMVZw9n+jzWk4B2fji7O+Mf6MeJneZ99571PBk1dYTJtiWfLmfVN+vyZ2Pu/GMXYWsO8Or8V9Qon2pCp9Pxt++eo15APdbOXEdWoTo7aUlpbPx5Cw3FPQwuMjnrtw8Xse6HjSZF2Vy9XXnui4l0Dqm+S61Wr84oRSmB6xdj+WDExyz6eCmhS/awYfZmPhrzGZt/2QbA8Jfux6u+aREsRxcHRkwZarKcYlRktMniGnlOhJ5i6ecry/08lLvHxtYGGxudScLPZ4AjG4+ZbIqPjSd08R6zKpxJt5JYP3tzeYZa7tSVvlLjLP5kGZdOXDbZlhyfzMoZa+gxujuB/doxbcEUNs3dSuzlm7h7u9Lj4e50HNgeMH6t3/bbTlZ+vdZkmF9hpw+cKffzUO6u1CTLo3BSEk3LKxxYd5j4WPOKmgBREVfITM/EzqF6rrdcpqQvhHACFgC+QCIwQUoZW2SfT4Geuc/xo5RylhDCG4gEwnN3WyalnFHW4BWlKIPBwOkD2tUQYy/fJPTPPQx8si8B7fx59ounNPdb8N4frP9pk9Va6zk5Vm4MKFVS86CmxoXyNObvNWx5j8nvHr4eFvd1cHHAxs76hK6qrKzdOy8Cx6WUvYD5wDuFG4UQ/YDmUsruGBP/G0IILyAIWCil7Jv7TyV85a4zZGvPygXIKWbJxOsXY9nxR6jVhA/QrENAmWJTKk/wyC607d3GbLuvnw9Dnx9ssi1ocHsC2mmvtCa6NWf7wlCWfbkKWQ3XXS5r905P4JPcn9cB7xZp3wMcyf3ZANgAmUAnIEgIsR24DkyRUl7FAi8vZ2yLmSJ9p3x8LNdnry7UOZhqHdyS7ZdvmG2v29CbEc8PxM3L1eKxW+ZuJjnOeiXFll2aMelfj+JZKGb1HlQNxZ3DR6vfZO7bCzm+M4KMtAyadwjg4ddG0FzjQ/xvXz3NjBd/5FLEFQB0eh3N2vtz8fgldi4y1t+3d7Sja0gQ0397Bfu71N1T3u+DzmCwfFUEIISYBGarj8QAf5NSRggh9MAlKaXZ2CUhhB3GbwLHpJT/EUKMBJKllJuEEI8DD0opH7L03LGxidaDu0M+Pm7ExlbvlbPUOZi7FBHFjEkzuXq2YOq8g7M9o6eNZPhLpuOqDQYDhzYcIXxHBDZ2NuhtdKz+5i/Nx3V0dSTkuUEMfXGISa119R5UDeVxDhmpGWz9bSdxMXH4t2vCsi9Xm90vAgh5fhDjP3zsjp/vbp2Dj4+bxckmxV7pSylnA7MLbxNCLAXyPo7cALP1wnK7c5YA26SU/8ndvAXIu4xaBnxY3PMrSmk1adWIt/98jbU/bODauRhcPJzpMbobgf3ameyXk53DNy/+wL5VB/ILtTm4OODs7kSKxg3cng915+E3HqyQc1CqBnsne4ZMGgDArj/3aiZ8gPAdJysyrDtS1u6dXcBQIAwIAXYWbsy90bsZ+FxK+Wuhpp+AP4FFwADgYBmfX1Gs8m7gxRPvj7W6z6pv1rJ3hemEnfTkdGzsbHDxciH5dnL+9lb3Cca+PaZcYlWqh7jrltfCTU20PDKoqilr0v8OmCeECAUygHEAQohPMF7d9wCaAs8KIZ7NPeYp4E1gjhBiMpAMPHMHsSvKHdkwZ6vm9uzMbLoMDcKjrjupSWkEBPrT86HgYkvwKjVbhwHtWfrFKs1hvA1bNqiEiMqmTElfSpkCPKyx/fXcH8OALy0crlarVipdWnI6ibcs951mpGQw9i11ZV/VXTsXQ+SBMwS088PHp1W5PlfDlg3o+kAnti8MNdnu6u3K4KcHlOtz301qcpZSK6UkpFgdllm3cZ0KjEYprYzUDL5/ZQ7Hth0nJT4VB2cHOg5oy1OfTrA6OutOPfv5ROo29Obo1nCS41No0Kw+gyb2o33/dsUfXEWopK/USh4+7jRoVo8rkeYjhu0cbXlg8v2VEJVSUnOnL2DvirD839NT0tm76iA5OfDSd8+x5rv1yLDTGHIMtOjUjGEv3Y+D853XStLb6Bnz2ijGvDbqjh+rsqikr9RKNrY29HmsF7//ezE5WaYjg/s/0eeuXS3KsNMcWHsIdNBteGeaBzW7K49bm6Ulp3F8W7hmW/jOk3z08Gcmk6aObQ1n47wtPPfl0wQNaq953M3oWyz/cjXnjl7AxkZPiy7NGPPaSJzdnDX3r85U0ldqrWGT78fewY7QpXu5cfkmnr7udA7pyKipw+/4sQ0GAz9PX8C2haH5Bds2zd3KgAl9eeKDR+/48WuzxJtJxFsYy56SkKo5SzYhNpH/TfqWiR89Tv8n+pi23Uzgs/EzuBheMBzzzKFzXDh+iel/vFrjymjXrLNRlFIaPGkAgycNICcnJ38FpJzsHEKX7Ob6xRs0btWQziFBJrXWc7JzCA+NAIOBNj21bx7uXR7G5vnbTe4bpKdmsH72Zlr3aEXQYO0rzsKyMrPQ6/XVZhm+kkpLTudi+CXqNPKmbsPS3zvxqu+Jr78PV8+Yr1urt9FbvFeTlZ7F+p820+fRniYjsdbMXG+S8PNE7JZsXbCDQU/3N2urzlTSVxTIT/hRMprvX5nNucPnAePU+3uDW/LyD8/j6evJ7uVhrJixOn+N3cb3NuTxt8cQOLiDyeMd2nhUM/lkZ2azf+1Bq0n/5K5TrJ65jgvHLmFrZ0PLbi149O2HqNuoet9cNhgM/PHvJexevp8bl2/g5OZI6x6tmPTpeDx9PYt/gFy29rZ0GRrEyq/WmrXZ2NpYvUF/OSKK0wfPUeceL+wd7fHwcSfq1BWL+587dqHEcVUXKukrSiHz3v41P+EDGHIMROyWzH97IaNfHcH8t38l4UZB18LlU1eYOXUub/z+D5MCXWVdl/XiiUvM/NssbkUXLOl4Y+k+rp6N4b2V003q/Vc3K79ay8pv1uVXrkxNTOPgX4fJSEln+uJpJX6cwxuPsOln8zkW7Xq34vqlG8RciNU4ykhno2PO6/O5di4GO0c7RJcW5ORYLsJn72Rf4riqi5r1vVFR7sDliCgiw7SrJp7cI/nrp00mCT9Pwo1Etv6y3WRbQHvtCo0ALTpZvpm7YfYWk4Sf5/zRC2wp8hzVTdjqA5qliiP2RhK+M4Idi3bxx0dL2fbbTrIytT80r0RG8/XzP2iWybgUcYWWXVsUG0fUqStkZWSRmpDKkc3HiJLR6G3MS9U4ujjQ86HuxZ9YNaOu9BUl161rcRav0FMTUoi7Hm/x2ISbph8GAyf0ZeOczdy6ajp138XDmTqNLC/Gff3idYtt0aejLbZVlqS4ZA6sPYSrpwtBQzpYvP+Qk5Nj8fXLysjih7/P5mbUrfxtG+duYfK3z5rVuf9r1ibSktM1Hyc+NgGvBl74t23ChfBLZu0OLg6kaxx7K/o29wa35EL4JdJyF1px9XJh2OQQqx/Q1ZVK+oqSS3RtgW+Tuly/ZF6WuZFoSINm9SweW6fIDcmfXp1nlvABkuNT+GnafNy83BDdzK9KXTxdLD6HtbbK8OdnK9j66478byZ+bZvw2Dtj2L08jIPrj5CenI6zuzN9Hu3Bo+88hPc9Xty+Zv6a6HQ6k4QPcP7YRea/u5Dpf7xqsj3mQozVmBydHZi++FXWzFzP+eMXiYuJw62OG63uExzZdIyzh85rHufXrgkTPnqcsNUH0Nvo6fXIffg28SnNy1FtqKSvKLkcXRzoNbYHy/+3muxCi604ONvTf3wfOg5qz/41h7h+0bTPuJ6/D0OeKZiGf2pvJIc2HLX4PAmxCWz6eYtm0u8cEsSh9UfM1nL1qu/J4Co0imTHol2smLGarIyCOC+GX+LzCV+bfFtKuJHAqm/WkRSXTPeR3Th/7CI5WaY3WnV6nebCN5H7TnP9Yiy+fgXJ19oHn72TPT0f6o6btxuPvmNesf3yySiLSd+rvid+bRrj16ax5ZOuIVTSV5RCxkwbiXtdd/at3E98bDx1GnrTa2xPejzYDTDO9lz62QrOHDyHAWgeFMBTHz6af1UYJaOZ99avVm/WAmYfHDk5OSz85xL2rz5AVma2MRHmlntuJBry0Buj8Krvlb9/SmIqm+dtI+l2Ek07BtD1gU4mw0rL275VB0wSfh5L3WO7l+7l+xMzyEjNIPTPPVw9ew03bzeaBgVwZKP2B2R6agbxNxJNkn63EV04sO6wyYdyngeeGWh1hFOvR+7j2NZws+6hBs3rM/ipqvOBWt5U0leUIgZN7Megidp1AVt0asYbC/9BUlwyGAy4ernmL3xxJTKaLyZ+xbVzlvvl87h6m874XfzxMtbMLFi8JS/ht+jcjHeXv4GtXcF/1cMbj/LzW78Re8n4waHT62jTsxVT576Ek6tTqc+3LJJuJZVq//SUDKLkFUZNHcawl+4nNuombt6uOLs58dagDzTr1Dds2YCAdk1MtgUP78LVM9dYP2czCdeNC5c7ujkycEI/Js94yuoCJJ2GdOSx/3uYjXO3EHUqGls7G5p3asZj7z6Eo4tjqc6nOlNJX1HKwFWjm2HNd+tLlPBt7W3oOrxL/u9ZmVnsX3tIc98rkdHcjL5FPT9fwDjc87cPF+UnfDB+QITvOMlvHy5m0idPWnzenJwcbly+iYOzAx4+7sXGaY2vv6/FBeg16cGrgfGbiq29LQ2aFtwfGfBkH359/w8yUgu+Hdna2dD38d6as2EfnDqcQRP7sXt5GI7ODnQf1RW7Ei5VOGhif/o93puzh87j7O5Eo3sbVug3pKpAJX1FuUsuR0QVu49XfQ/6PdGHPmN75G9LjkvhZvQtzf1TElI5f+RCftLfvWyfZpE4gFN7Ii0+7/bfQ9kwezMXT17GwdmBe7u15In3x9Kgef1iY9YyaGJfwnecID73ajuPTqdDawnWOg288S7UPVXYfaOD2TBnC1dkwegkRzcnkw+Goly9XMvcJWNrZ6t5P6W2UElfUUopJTEVWztbs4lS9s6WJ/K069ua4BFd6fJAJ5NvCSkJKWRnZuPdwEuzrICTuxP+gQVj/q0t2n7r6m3+Oeq/ZGdl07SDPyNfGYaHjzuHNx5l/rsL8xf/SE1I5fDGo9y8cpMx00bSoHkDfHxEic8foGWXFjz/v6dZ+8MGLp28jL2DHaJbSxqJe1jy6QqTPncnN0em/fKKxcda+MFik4QPxu6jhf9cTGDftjWu9k1lU6+mopTQoQ1HWPfDBi6cuIy9ox2iawvGvfcIPj7G5aLb9mpNxC5pdpyHrzsvfPUMXvUKSg1En77Kwn8tIXL/abIysnBy0+6LD+zThvoBBVe8nUM6svx/q0gqtJRjntTEVCL2GJ8/cv8Z5L7TvLnoVbYtDNVc7enSySi+fPpbHJzsCezbhvH/Gqd5IzQtOZ1FHy9F7o0kKyMLv3Z+jHh5KB0GBNJhQCAZaZnY2Orz69kEj+rKHx/9yY3LNwkI9OPx98ei1+uJuXDd2I/vblq58tRe89cM4ErkVXYv20fvQt+KlDunkr6ilMCpvZH8OHVu/ozcZGDviv3EXr7JN3v+DcCIl4cSJa9wYO3h/NE7nr4ePPzmgyYJPz0lna9e+J5LhYp8pSamYe9oh5ObE/GxCbh5u9KubxsmfWraR+/r50OPMcbukLybvZacP3aRNTP/4tZV8xm+haWnZrB/3WFSktJ4a/E0s+JyX0z82mTh78unrnDm4Fle/20q9QN8zb7x1PPzZcoPL3Ih/BKrvl7Ly0HTSE1MIysjC3cfd9r1acNTHz+Os5szBoOB9NQMi7Elx5t/uCl3RiV9RSmBzfO3aZZgOHvoHOt/3kbXUd2wsbXh5e9f4ERoBMe3ncDB2YF+T/TG09fD5JhN87eZJPw8GWmZdAoJYugLg/FpXBf3Om6asTz5r3HU8/fl8MZjJMcnc/tanOakJzB+WHn6luymrdwXycldp0wqh+5ettck4ee5di6Gtd+v5+n/jtd8rCuR0cyY9K1ZHZyE2AR2LdlDWlIqr86bgk6no0mbxty8Yn5Pw62OG12HdS5R7ErJqaSvKCWgNUs3z8WTUXQd1S3/9zY9W1ksuQzGhGlJXEwczToEWI1Fp9Nx/7ODuP/ZQQD8o9ubFvc9feAszToGYO9sT0aK5StqgKyMbC5HXKF1j3tJjkvG3tGeMwfPWdz/SqTlshDrftxgtfBZ+PaTnD92kYBAPx54fjAXjl00+eDS2+jp9XB36txjuWSFUjYq6StKCbh5W15Jy6ueh8W2onYv28fBvw5bbHcvw1DKzCzLFT0NOQbOHDxHy67NSY5LsZqoHZzsSUlI4f1hHxEVGY2Tq6PFew0Ajq6Wx7ZbGmGUJz01g9MHzhAQ6Efrnq2YOvdvrJ+9mZhzMTh7ONPp/g4MnFAwV+LwxqNsmr+NmPPXcfV0oeOg9gx/OSS/JLZScmVK+kIIJ2AB4AskAhOklLFF9lkJ1AEygVQpZYgQojnwM8Zae+HAS1JKy8WvFaWK6D6qK8e3nTCbaevr78OIyUNISbdcnjfPmYNnmff2ryTe1J7Y5ODiQM8xwRaPT0tOR2+jN+tDd/N2NatdU1R8bAIfb/mAC8cvcWTLcdbMXGc2o7bhvfew5rv1pCYWjPKB29jY2pCdZX5+ybeTycnO0SyyVtwkMTsHO/wKlaJuHtSU5kFNNfcNW32AWa/OIzmuoH8/cv8Zbkbfsti9pFhW1o/JF4HjUspewHzgHY19mgM9pZR9pZQhudu+AN7JPU4HjCzj8ytKheoxOpgH/zG8YHSLzlg++dnPJuDiXrJ1VLf+usNiwnfxdGbs9NF0GtLRrO3Ezgj+M/ZzXunyGn/v+jr/e2Ym184XTAJr1b344ZZJcclkZ+cgurVg7PTRPDJ9DE3aNMbe0Q7ve7wZMrEfLh4u+Qm/sOwsY1mIoiL3n2HZl6s0n6/j4EDNY/Jjvk8gujQvNm6ADXO3mCT8PHtXhHEj6maJHkMpUNbunZ7AJ7k/rwPeLdwohKgHeAKrhBCewMdSytVAJ2B7oeMGA8vKGIOiVKhRfx/G/c8O5OBfR3D1cqFd3zal6l6IKzKRqbAOAwLz++gLu3jiEt+9/JPJCJywVQe4di6GD1a/hYOzA2OnjyH69FWObTthcURP/YB6OBXqjhk2+X6GPj+YuOvxOLs709i/LhNbWR5Lb+lxD286xphp5tduAyf0I+pUNDuX7CYtMS1/u72jHe36teWZTydYfK7CsrOyiT6t3VWUdDuZQ+uPMHjSAM12RVuxSV8IMQmYWmRzDJBXHDsRKNqpaQ98DswAvIFdQogwQCelNFg5zoSXlzO2hdayLA95Y6yrM3UOFcjHjcYvmCfnksTfsKkvlnrz/UQDzcdYsDBUc8jlpROX2b1kN4+8OgKATzf+H6HLwljwwWLOHb9osq+9kz3DnhuIr8Yonnr1C/4L1mngaTZJqjip8SkWz/312S8ydtpwQpfuQ6+Hph0C8G/TmHqlKFlsMBhw9XAmLsa8Fr9OB/6t7jF5/mrzd2RFeZ9DsUlfSjkbmF14mxBiKZAXmRtQdLzYNeB7KWUWcF0IcRgQQOH+e63jTNy+bXn24d2QVyirOlPnUPlKGn+PR3oQuizMbDERXz8feo3rrfkYl6wk4bPHLpkcc2+v1ny4/l2WfLqcQxuOkngrEd8mPvR+tCfdHgy2GqOPjxsdB3cgfOcpszVm6wfUIzbqhmZly6S4ZKuP61zXg8HPDTbZVtr3WnQXRGncGPYP9Kd5sMh/vOr+dwR37xysfXCUtU9/FzA09+cQYGeR9oHAIgAhhCvQFogADgsh+lo5TlFqLL+2TZj02QRadm2Orb0tDk72tOnZihe/fgYPH+0vvdZGDWm16W30PPLmaD7e8gFfH/qM91ZOp9+4XiWKb/DTAxj2Ugje9xhr5NjY2SC6teDlWS/g4qF93yI5Ppnwnebj+O+mJ94fS8dBgSblGBq3asSEf49To3fKoKx9+t8B84QQoUAGMA5ACPEJsERKuU4IMUQIsRfj1f1bUsobQohXgVlCCHuMHwJL7vwUFKX66DSkA0GD23Pj8k30tvpix6H3GBPMoQ1HSC8yxt67QfGLqpQ2Iep0Oh59ewwjXg7h6JbjeN/jRcsuLdDpdDi5OmlOTsvJNnD20Hna9mpdqucqDQdnB15b8HfCd57k9P6zeNX3pOfD3U3KTSslV6ZXTUqZAjyssf31Qj//XaM9EuhTludUlJpCp9Ph06RuifYNGtyBh98YzYY5m/MXXmnSurHZoiolIfdFcv7oRZoGBdCys+WRM87uznQvNNkMwKOuGzEXtMtG+zS2vHDJ3dS2V+ty/XCpLdRHpaJUcUNfGEz/8X04+NdhHFwc6DgwML+4WUkk3Ehg5t9+ImK3JDM9EzsHO9r0asWL3zyDm5fl7qPCgkI6EnnwrHGGTSEB7f0IHtm1NKdDeko662dv5uKJSzg4O9J9VFfa9VbJvKKopK8o1YCjiwM9rEzcsmb2679wbGt4/u+Z6Zkc2XSMuW/8wpQfXyzRYwx/KYT4mHh2L9tHfGwCels9LYKaMfHjxzUnZ1mSeDORT5+YwZlDBeUddv25hxEvD9Uc+qncfSrpK0oNdjsmjhM7IzTbwndGkHgryerN4jw6nY7x/3yMEVOGcnRLOD5N6nJvcMtSrzq15LMVJgkfIDMtk79mbaTXw/eZrIerlA9161tRarBb0bdISdAe+px0K4n4WPPx79Z4+HjQe2wPWnUXZVpm0FIBt+S4FHYu3l3qx1NKTyV9RanBGomGFq+eGzSrRz1/34oNSGMpRaViqaSvKDWYQ+7C4UXr4Oht9Nw3OrjEC4rfLc06ahdVc3F35r4Hu2m2KXeX6tNXlBrukemjcXJ1Yt+q/dyOicO7gTfBIzvzwIv3V3gso6cN5+zhc5w/VlAqwtbehgET+9KgWdkWaVdKRyV9RanhdDodI6YMZcSUoRZLIVcUT19P3l76Gut+2Mjlk1HYuzjQbVgnzeqiSvlQSV9RapHKTPh5nN2c1fDMSlT5fwGKoihKhVFJX1EUpRZRSV9RFKUWUUlfURSlFlFJX1EUpRZRSV9RFKUWUUlfURSlFtEZVC0MRVGUWkNd6SuKotQiKukriqLUIirpK4qi1CIq6SuKotQiKukriqLUIirpK4qi1CIq6SuKotQita6evhDiQeBhKeU4jbZngeeBCLni2gAAA+tJREFULOBfUsrVFR2fNUIIJ2AB4AskAhOklLFF9lkJ1AEygVQpZUiFB6pBCKEHZgLtgXTgGSnlmULtVfq1hxKdw1dAD4zvDcBIKWXpVh6vIEKIbsB/pZR9i2wfDvwfxvdhjpRyViWEVywr8f8DmATk/b94XkopKzi8Ygkh7IA5gD/ggPFvfmWh9nJ7H2pV0hdCzACGAEc02uoDU4DOgCMQKoTYKKVMr9gorXoROC6lfF8I8SjwDvBKkX2aA22klFVt1t0owFFK2V0IEQx8DoyEavPag5VzyBUEDJFS3qiU6EpICPE6MB5ILrLdDvgS6JLbtksIsUpKea3io7TMUvy5goAnpZQHKzaqUnsCuCmlHC+EqAMcBlZC+b8Pta17ZzfGxKmlK7BLSpmee3V2BgissMhKpifwV+7P64CBhRuFEPUAT2CVECJUCDGsguOzJj92KeVejAk+T3V47cHKOeR+C2gB/CiE2CWEeLpyQiyRs8Boje2tgDNSyttSygwgFOhVoZGVjKX4AToB03P//qdXYEyltRh4t9DvWYV+Ltf3oUZe6QshJgFTi2x+Skr5hxCir4XD3IHCX8UTAY9yCK9ELJxDDAUxasVnj/HqcwbgjfEKIUxKeb08Yy2hoq9vthDCVkqZpdFWqa+9FdbOwQX4GvgCsAG2CiEOSCmPVUKcVkkp/xRC+Gs0VYv3wUr8AL8D3wIJwDIhxLCq2FUopUwCEEK4AUswfmvPU67vQ41M+lLK2cDsUh6WALgV+t0NiLtrQZWS1jkIIZZSEKNWfNeA73OT0HUhxGFAAFUh6Rd9ffW5cWq1Veprb4W1c0gBZkgpUwCEEFsw9v1XuaRvRXV5HzQJIXTA//Luowgh1gAdgSqX9AGEEI2BZcBMKeVvhZrK9X2obd071oQBvYQQjkIID4xfscIrOaaidgFDc38OAXYWaR8ILAIQQrgCbYGICovOuvzYc/vDjxdqqw6vPVg/h5YY70XY5PbJ9gQOVXyIdyQCaCGE8BZC2AO9gT2VHFNpuAPhQgjX3A+A/kCV7NvP7YrdALwhpZxTpLlc34caeaVfGrl3+89IKVfmjr7YifHD8G0pZVrlRmfmO2CeECIUyADGAQghPgGWSCnXCSGGCCH2AjnAW1XopuIyYJAQYjegA56qZq89FH8OvwJ7MY6cmi+lPFGJsZaYEGIc4Cql/DH3fNZjfB/mSCmvVG50xSsS/1vAVoyjqzZLKddWbnQWvQV4Ae8KIfL69mcBLuX9PqjSyoqiKLWI6t5RFEWpRVTSVxRFqUVU0lcURalFVNJXFEWpRVTSVxRFqUVU0lcURalFVNJXFEWpRf4fJQ2PdcjCnAEAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -373,24 +385,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
     "from sklearn.datasets.samples_generator import make_blobs\n",
     "X, y_true = make_blobs(n_samples=400, centers=4,\n",
-    "                       cluster_std=0.60, random_state=0)\n",
+    "                       cluster_std=0.7, random_state=0)\n",
     "X = X[:, ::-1] # flip axes for better plotting"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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5ewqfGr2YdQ0laV0PL8g9YVjbsXtCRLkSaThwyFcQ1KMziZC4GakMr3zlOjMxyEShMaldoiKlAlJauXwtes2QFG+Ar0y4kKgRZ0vTQcIyxgRnHp8avThppXosicvOaymHO+QnMaTk7r3PsqZ+d5ozEkSNOL898DL72rn37QyWEohHzN1PgFxbBp8uOr17Ez9OiCrLiLIMxSjFydO45OPEjDlExaUwQG9f3UZKbHI9ChXExFKkSCQHM5QiovpSnLyQ1F2g4+VeYsZ7NItfIJXh7dZpMTgMWfHO1jz8eNqnKAvXUR9rZrq3qM8mk4Ohal44sp7qaBMF9kyWF55MPuZZ+GZ6x/Fh417TYwBTPaOTfl5Vt4O1XQg3QK7dmyTcrayo3Uo69T4xa3KX4x6P2IwP8Mq7UEn8vpzyOSLyPZqVXw8ZARdGOV75/9DYjEBHlw8QFtcTVj4DQED5Abocg12+jo29bal8BTHsrMUtf0+AHw3eDVgMW4aseLdS5Mzps383JFwP7y55jop2RRI2Ne3nt9k3kkFqubKrCk+lJFjBmvpdKfGLJ2ZO4ooOUZf+QFmXDoITnHmMsWdTGkm1g9Z38D1vz0ixdXfEJR9uE+5W7KzELv9DVFyS5qyBxSPvwc5HbT+rVOKSfyFqnIih+ECohMUXUPUyNFIXAzY+HsjpWhxHDHnx7i+er1yfJNwAZZE6Htu/mi+OPj+lv6ao/GDKVWxs3MeO5sNURRvxqA4muQpZkjsbtUPeinReICoKmaoTr+bi7JxZvFS1ocdzr4mlesMc98gIKiUpzQKwyS1EGQLiLYOm4qvQjJPXCOIbhElZjBR6Jd4+n08D/g5MBBzAz/x+/4v9OK9+pyJNubLSUOc5QBZkTmJB5qSktteqN7O6bicBPcJkVwHXjjmDZfkLebpiTUpmQh2DOj1InR7kX+Xv9SoXygRnImlWzNB5qPRt1tXvpiEeREVhqns0ywtP5qSsKYg+bn7p0qAhHiRDdaINekZCDUkmkPr5tNqUhwbpPs/k9qhYgkO+mhLME2fBMZqXxfFOb7+h1wM1fr//Bp/PlwtsBIa0eI9KszLOc5iXMUvH0xVreKT0nbZiCDsDpewOVvDzaZ/GMDovRdYb4Z6XUcyS3NmE9Sh3lzzHhqbkV++NzfvZ2Lyf83Lnckfxsl4L+H+qNvJK1UeUhmsZZfdyevZMbh57dp8fCL1GKETFWdjk/qRmnTGEuXpw5tQR4SbOCaisTGo28BLmE0ltMeVsQsaNOOTzqFQjcRBlEQFxxwBO2OJ4orfi/RTwdLufexdOOIB8In8BW5oO0qAfTaOabXNzxfhFYOJYEjFiGFLiaueep0uDFTWpVWx2B8v58rYHCcqeFV3oDLuwcWb2DL5cfCFPlX/Aq9WbqIo1pu3/Zs0WTsmaxuKcnr+qf9Swj78dXtFWVKI8Us8zlR/gVe1dpgo4loTEbYDALt9D0IjONELiliHlMhgQdyJkQ8uGpYFOAWFxXcLe3YGQ8mXC+pXYeYs4c9HVuYMwY4vjhV6Jt9/vbwbw+XwZJET8v7s6JyfHjc02eB4CF+TPw5Nh5697VlATbWJaxhiumbiYBaMmJvVriAb4zfaX2Fi3n5ihMztrHF+dfiFTM0dTG2mmPJq62QhQk6YmZUcURKcrcE2onFEwg9t9n2CcO5c3yj/miYrVRLtwXQTYFS9jef5J3ZpHfv5R08Oacn9KNSAJbAzu4yv5F3ZrvGPHD1rKwhloQsXZh5Fa71kazcjQM4ABzitQ1L64n85AyseR0VWgl6M6LiRDzUrxYZJSIpv/COGXQK8AdRy4rkLxfi65T3Q9GOUIx7kIpW9JuNp/xiOFkXTPvTZs+ny+8cBzwP1+v//RrvrX1aXmARlI9gYr+fOBN9rC7puiIUYr2SzKnZoUHn/XnqdY2y7n9+pqPxWBen4z4wZ+WfI8UaP3LxkaKhKJgUQABVoW5+TOYXewgupYIwVaFssKFnJS1hQIQFWgidcObu6WcAMQxTTUvyMdUwLUBc0/m4ZIuFvjDQda71kzVuCRv20Lv9eb/kaTuI2osqyPV5if+BcASP2dOYwn8cj7Ea2vefoeZPPvaAhkEVUubHE5/FHLCj5OnDGExA1ElN5FlaZL+3A8c7zec7oHUq9Kffh8vkLgdeA7fr//732Y14Dxv4feTMqXEjCiPFW5hru2HLX+lIfr2Nx0IOXcklAlDxx8g3WNqYUcAJwifYV5r+LkxIzJjHPkEkNvM7lIoDLWwMdNByhyZDPJVcicjPHMyyhOOj9mdE+4c2xuLsrr3ebXNPdo0/Ypx5uLoozhlvcn5U1ROYJbPgDy2C4u7HLlUeFuQRDFLt8EwCN/g50NiBYLpEo5bvlnFMP8b87Cord1mr4P5AA/9Pl8K1v+DdmKt+XhOnY0l5oee6V0Ixsb9wFQG2smbJjn6D4YrjJt14TKZfknYrat51EcXFd0JndNv4ZAmiRV2wKHebFqA2/XbuXvpW/zpW1/YX1dCRWReupiAWZljOv03gSCYmcetxVf1Ovo0ysKF3FS5pSke5jsKuxT+t2hiCZXYWNfSrtKGXb56jG9tsC8ZJ0ghJDN2NicckyhCQf/Oabzshi+9Nbm/XXg6/08l2OKTGNnNpB82FDCgsxJTPcUMd6Zy6FwTVIfj+pgqns0OwNlKecX2LO4buxZSCF4q+ZjatsF2wSMCE+Ur2aSu4CAbl7arCNHoo38eO+TQKJM2ryMYk7JmsZHDXuJoSNIFJX49sTlCCUht9k2d5+8QjTFxo+mXs27tdspCVWSZ8/gE3nzcSjp3yiGIxI3smXXIZVju/aI40Mz8QmPixmkdzckJSOhhUUrg+3MOyCMceYww1PEtoB5nmiX4gASgTlXFZ7K3w+voLHFK0UTNpblLWR54SI2NOylvEOgz2nZ07EpKjePW0J5pI5V9TuTjtfrQV458lEi/1APv4chGWNt4x5OyZrKXdOuYXvgMOOcuSzO9qH0swufIgRLcmezhNn9Ou5QIi5OJi5nobE1qT3GNKLivP69mNSxy1dRpR8pCghxIzb8bQIugTgnExKfA+FCZy5quzqY0OpyONgbxhZDlREh3gC3TriA7+96jCY9+fW1wJnJRfnz234+L3cuh0LVvF27jYgRY4Irj0XZU8nW3PzXpOU8UbGafaEqvKqDRVnTuK7oTCoi9bxbu4NdJitzgHX1e0yLBHeXj5sOclvxRczLLO66s0V6hEJAfA+P/BU2tgASg9EEuQM67Fsoxn6c8jEUKjAoJCyuwVCmdO86MkqG8U003k+YoiQ4eJkmfo4mPkKRh9HFVKLiorYcLQHxTYRswMbWFpfDfMLielOXQwsLAJFwwzr2VFU1Dfr7X1CPcteepygJVhCXBpPdBXzRdy4+cdSu/LeDK3i2am3SeYX2LH7pu44Ce3L2t5ih8/1d/2JnoKxPVeS7QkFw/6wvMN7V/XqIDbEgJcEKPKqTbc0HybVnckbODFShDMtdec14HYd8BYUGDLKReAEHMbGIqDi/y9SqrfcsjCoy5R3YOPqGFGMWTeL3bcWCFWMvmfJOVI5W7tEpokn8Bl2ZAdJAUJuYg0h1XnQaD+GRf0xpD3MxAfWn6ScpJZpcjaCSGOf1KdvgcPyM+8rxes/5+Rmmf9wjZuUN4Fbt/NJ3HQE9TEiPkqtlYM9W+fv2lVRHG9kfqqIkVJFyXmW0gRcq15Npc7ErUI5TsXPWqJm8XrWZ7QHzjdDOcCl2ZnjGcv6oufz6QNeBqVPdo2mMB/nx7rfY37LqPzV7Op8pOjPFfCKl5K+H3+Kd2u0phZafr1zHNyddmjaT4lDFYTyPW96DYrLp55AvEJHrCKhdhhoA4JJ/SxJuAI3tuORDBPkWAE75ryThhsSmplM+StQ4FZd8FJV9SEYR5SyCyp1JWQ5tcofptW3s6nxyQhATZ3TrPiwsRpR4t+JRnXhUJy8f2cBDm1cS0ruOjHyvdic18aNP9ffr/L02hYzSvPxs+qfRpcETlR9wII0nCyRW/Zfmn8j/7H+JymgDAFUx2FdRhYHBjWOXJPV/6ciHvHBkvel7wK5gOQ8dfpsF42/p1bwHC4d80VS4AQQGDl4hYlxGXOm6UIcNc9c7ld3t/j9NDU38eOUqFBpaWspw8ThSulqiQRNIkyyVifbjv4SdxcDRW1fBYc9b1Vv486HXuyXcQJJwA0SJ91q8i12JWoyqUFhecBIe1ZF0/OTMKVw7+gxuGbuEe2fcwqFIbZtwt+f9+l0YHcxeGxr3dWrA2RkoI6Kbu0MOVRQqOz0uiKDxQbfGMtK8dUgysBkbcBhPYqQRWUGonXAfRZOrk36OiIsxSI6OlAii4qxuzdHCojuMyJW3lJIHD7/ZbSt1npZBdT+lZS20Z3FVu1zgF+bPZ4Irj7drtxIx4szxTuDc3LlJ5pDmuPmqszEeIi517OLox6h3EY1pE0q/e6oca3SKUEk1Z7XHoHsBRVFxIXb5flswDCSEVWE3mfKrCGIYeNCxo7bLAJhoG4eNVDOZQrJ5Kq4sImDciVM+icpBDPKIinMJi5u6NUcLi+4wIsV7bcPuLiu7tzLPO4FTs6fzv4ffTDmWoTgJGzFiJpmtbCicnDWVWd5xxKVOabiWLM3NpQUnkW9PzmQ40zuOmd70wThTPWOgemNK+wRnHvYOqVtneMeysWl/2rFme8cPgXSvPSMsrsYmd6OYhJ1Dwoc6Ii7BZqzCKV9GYT9goDOLiLiEuHJiW9+oOBtDelE56vIpkGjtTCUKAdPqozpTgLUpR+LMSGmLKsuJyksRNLRsbB5fPvMWg8/w+hb3E+Vh8+RS7XEqdk7Nmso3Jl2ClPB27TZ2twuvFyRWzQsyJ/F42Sq2Bg4lfeENJGOdo7hy9CkpY/eU83Ln8kGdn/WNR4sT5Ni8XGUy9jWjT+dAqIr19SVJDxWHsHFC5kRuHX9Bn+cz0MSUC2gyvDjlvxHUIqhDEERgEGcWQfFV7PJVPPI3SatgjT3Y5RuEjC8DtwJgl68kCXc6Or6bKDShUk6Ec7Czsi3QJ85kgtwM0oAOBToQCpK+V4GysDBjRLkKtnIoWM2XdzxoajZZnncS4915zPSOZWK73B7V0Ub+r+w9SoIVuBQ7J2dN5ZOjT8VA8vXtf2efyaajAvxwytUsyp7a5znHpc6rVZvYHSjHY3NyUd58MmwunqtcR2m4lhy7l2V5C5joTsz548YD7AqWUezMQ0Eh35HFBFeiqMNx4VLV+ncrBEhJpnFzSvBNKzpF2ApeobpGx2E8jVf+oleXjDGbRuVh7HIFqtyCoBmVA6jsR5JBTJxFUNw+JOprHhefcQ85Xu/ZchVsx95QpalwexQHN41fYhoWnmfP5I6JicxzddFmqmNNxKVBeaSO/Wm8RQwSJpr+EG+bULmk4Ojrf10swA93P87edsWM19Xv5tuTlzPbO555mcXHd1BPkt0+hoJ5gBQk3PxkbAMwn4i4uKU2Zvr+6TAoACGIinNRjBlkys+3q7FZi00+AgiCYlhljrAYpoxI8d4frjZtDxoRaqJNFDlHmR6PGnHuPfAKHzaU0KyHGesYxQW583ArDgKGee4SxTRlVffQpcErVR/hD5ThUuyclzcPn6cIgOcq1yYJN0B1rInnKtcx2zu+19ccTIRxBJf8X2zsJs50guKboHQng7eGQT6qSck0SGw2KuqElou4CYiv4ZF/avPljlOESlmnn5QEFHahGSuIKefg4JmU4sgAmnwX5Ne6DBqysOgrI1K8i515mKUaKbRnk2tPH8Dyt8NvsbJ2W9vPpZFaHil7F5vS2Wty777EhpTcvfdZ1tQf9T9+t24Ht064gKWjZlOaxm5fFu68JudQRdW3kcmX22zWGltxyDeo159Eql14kghBVFyCTe5FkOoGGeMUXLZiWvNsx5lPmItRKSHGIhRK8fBw55cANEpR5D00GPMR0vz1XOUgLuMBQsqtloBbHFNGpJ/3maNmMtc7IalNRbB01OxOM+ltakzN9R3HSJtGFuCjpn2dHk/HqtodrG0n3ADNepgXKtchpSRHMw8EydH6Vn1lsHDzyxSXO4UmMrizW+eHlc8QEN8jykIMMjFwo1NEmCtoVu5q6+cwniMpPtuzAAAgAElEQVRLfgYPf8HJm3j4A8LUu8QclUocPEdczDU9R2Dg4iEc8plujmhh0TtG5MpbFQo/nPJJHi1fxYFYFUIX5Ng8ZNrcNMVCZGjm6UFjsudVdCoidfibSzkhc2KPzvMHy0zF4XC4loZ4kIvzF7KuYQ81saPl1xxC49zco3URy8J1PFG+mgPharyqkzNHzeTCvBN6fA8DgUrqg7GzdjMiynIiLE/8IGXKylfIZlzywSTzikITTl5AkoHo4IooMX9vEkSJimVE5XvYWZHSR6Bjl+8Q4ZPdnruFRU8ZkeIN4LY5+Pz4cymz1fLzzc+yoXEvb9Zu4ZnKD/j0mDO4KD+1Ks10zxjTSMfO8CgORveiSEJ2mmr3WTY3HtVBtubh25OW81zlOsoidYzSPJybO49zcucAicCen5U8kxR6v7XpICE9whfyz+3xfI49duiw8gYQhFGNrejKnOR22YBEA5H6BiKMChTK0JmVlDhKk6+hmkRrKsSIMQGJ1ibsBm4kBirJ8QAGHiJcAEKlWfklmcY1aCYFHtIVX7Cw6C9GrHhDItLyDzv/k+QtUh1r5l9l77Eoa2qK/fumoiVURBra/L27KiYMsCBrUq8q3CzLX8iKmq0c7LC5elr29LYgmzkZE5iTMcHsdF46siElZ0oMnRU1W/m8PKfH8znWxDgThRdNVrEGbnkvTTwIgKpvxMuPWiIuVWLMoln8D1LJBhnGY/wEO++j0IwuxxMW1xBWrm0ZLbOT1XQT9cor2OVrCFmPk+dTqu4YaITETRjKFBTDj8aH6EwxFW+zwB0Li/5kRIv3wXA12xpSkxDVxQOsqN3K1aNPS2of48zhnhk38HbNNmqijWTZ3Pzl8JvE2oWkCyBbdeOxuZibMYHPj+/dKtetOvjOpOU8Wr6KvcFK3KqDk7Om8pmi7mWdSxfOXxNrJt7dgsYDSED5f9iMD7GZuPBpbEWRFRgyk0xub5ekSsfOJjLl54gaS7HLd7Cxt+08lUO45J+IGz7gbKJiKVJmIUzyk0hyQGhExSU4jEexyVRBlmQS5ho8+l3YeR2FEBIVg0wEjW0PhRgLCIkvtTsxjF2+g0EWcXGKtZFp0S+MaPFWW/J86CaLZzXNXq5NqJyfl8he93DpO0nCDQk76TRvET+aenVyu5R8UO9na/MhvKqTi/IXkpPGNNLKRHcB359yZfdvqB1j07g7jnZkD83weCGIiMuxyftTDkk0JBoe+UvT7IIq+3HLh0yHVQi11Kc8G4SNAF/Cy29SyovFxKntzqnBDIVGXPIxHLzQJtQCHUEjURYRF7PQKSYqLoaWfDN242Xc8kFUDiFRiMvZNIv/xlD67vtvMbIZgt/igWOcM5cTcor5sHZvUnu+lsn5uV2nFy1N45bX0V3PkJJ79r3Iu3Xb2yTjzZotfKP4EuZmJps96mIBnqr4gMOhGjJsTs7Lm8eCzEndv6kWluUvZHWdn53t8o27FTsX97LC/EAQ4XKcPIVKsrknzgKkyEVJk6q1q3WsIIaUBsggUeVTBAyJk0dRKcUgjxhnERJfaesfYwGSR1KqvceZjMruNGaXOsCGJjegUkpYXgvouOV9qFS39DHQ2IJH3kMTD3QxawuLzhnR4g3wrZmX8tNNz7AzUIqOZIIzl+uKzkrrcdKedCvnju56q2p3JAk3JAo8PFHxfpJ4B/UIP979BHtCRzfVPmzcy20TLuTMUbN6dF8ORePHU6/m6Yo17A8dwau6OCd3DidmTe7ROAOJVHIJGN/ELR/ERgkSjRgLaRbfBRKiajepst7pmChADFlzOdlGBQZFRMQVNIhnUORhpMhDiuS9jbg4nag8DzuvtQm1gY0IF+Jghel1VA6iyb+2XhSNlcRY3Cbc7dHYgE1/n7i6uEf3YmHRnhEv3pMzCvmV73q2Nx8maERYkDkJWzdzUyzLX8ia+t1Uxxrb2uzC1ubx0crW5kOm25p7Q5U0xIO8Vr2JQ6EayiN1ScINCd/ul6s29li8ATJsLm4Zt7TH5w0mMeV8GuQSbHITBjlJ5oWw8nmcxkuo7cwa6TYgAQxcxJmNg7cgHkUFVOpR5T4MRhFTlpifKATN4ntkyc3YWlLRKsRx86eU1XgrCskRthp7AIdpX4FBBt8mbFxLSPlqmtlbWHTOiBdvACEEszN6HlI+wZXHtydfxvOV6zgcriXb5uGc3DltNvFWXKrd9Hy3YueuXU+xM9R5no2KSNdZEI8rhEZcnGzS7qJBPIxb/hqNLUgcGIzCzvakbjo5hLmCqDgPj/wDguSCGwoh3PI+4vpKdDGZsPhUci1KaZAh72gT7qPnmQu3gRMFsxTDAp1RpmH7CiGc8jGixtkpbpAWFt2hT+Lt8/lOAX7l9/uX9M90hh+zveO7zCVycf4C3q7dmhRQA4kN066EGxJJsSwSSDGagLgbcLZkFIzhNn6PxmoEzRgUEmMBEXEFUilC6M2m49g4gI0DIMEu36VR+QOIhKnMJf+Axqbuz4kcoDyl3SCPiLgCl3wgxY4PrZupK8B4B02uRiHQktPlS9aGpkWX9Fq8fT7ft4EbMIusGEHUxZp56PBKdgXLsKFwQuZEbh67FK1dvpNCRza3F1/UYn+uwqM6OSlzEitrt3cycgK7sHFuNzZPRwIO41kc8jkUyjAoJCouJaxcS1D9L4T+Bbx8D42NaOzEKVvqWjIFjS2djquxEad8jLD4LEgdu3y3RxlpYixA0JgU3m/gJiIuIaYsJWqcSrb8pKmnjMYqNHk0T7vKYVS5nwb5DxBWzUuL9PRl5V0CXAk80k9zGXYYUnJ3yXNsDxz1gtgXrqIxHuSbky5L6nty1lROypxCQI9gFzZeq96UNhMhJJLOzPUWc37ePJbmWq/VmvE2bvnbNgFUqccm92EYGUSVS3BzH3bWtfVXaMApHyHCUuJM77Jyu022FiaOIrpRrKGVGLMJKN8jKk/DJZ9FoRyD0YTFFcSUxH6DVEYT0xcnbO/tMHBjoyRlTBt7ccqnCIubuz0Pi5FHr8Xb7/c/4/P5Jna3f06OG5tt8JPUm5Gfnz6TYGe8Wf4xOwKp7mvrG/dChkG+Myvl2PaGw/x8xzNsqT/Y6dgFziz+cNpncarHpnxWb+95sDDq3oRI8spVECVDW4Ey6lqMqq10NEkLwMnb4LkdxHLQSyHyDhipdSgdrjxcWRlABkbNNIitTz8ZkQPaHLBNRfN8kXw1F7im5V/LeB3nr/8CGr8PkTVAANQpKPqhtJfwuJrJyOzbZzTcPuP+YCTd84BtWNbVBQfqUj2iL9U3/FXlpl4kTfEQW8oOMzcjOdDHkJK7dz7HrmCqfbQj872TaKoN02S6EdY3Wu+5Lhrg1ZpNxIw4Z+TMYLK7sN+v1V9k6LWYbfvGonU0VjWRpcu0f8yxwBs4Rr9IVVUTTjkaN/cmeY3o5NEYvhQjmvg70Izr8LDP1M0PIC5dNOi/TzwsIkCa2prJqMCvEEoVQjZh11fi4U+mPSXQHJpONNL7qjDHa1WZzjhe7zndA8nyNukDJ2QU4xAaEZmc8nW0PZtp7tEp/T9q3JtUB7MjCoIs1c3iUT6+MO68fp9ve96v8/OXQ2+0hdG/eORDriw8pdvh9wONzlRoZxZpJc60lv/OTwqNb49CDa3l/sLiM4COXb6BQi06EwmL6zCUaYk6lAhiypk06b8hk8+htNSqbI8k8UalGStxyH+jUEecYsLiFgyl881rKfKRIh/D2JyaUL6FKKcQFcf287cY/lji3Qd83rGcNWomb9R83NZmFzYuyp+P08Q9MGzE0qaxujhvATeOXYJbtaN2LGTbz+jS4NHyVUn5T0JGlBeOrGPJqNkUOYdQ0VwZxSY3EuF8bGxJ2nyMM4OQ+CwAAeUbqMYmNBMB15mE1ppPRAjC4kbC3Nh2XDW24tW/jg0/Ejs6YwhzMzpTUUxs5REuRzNexSvvblc8YhOa3EKj8QBSye3ytqJiGXH5ODb2JLXHmUqzcl9qMWMLiw70Sbz9fv9+4NSu+h3PfK34YmZ6x/Fx4wFsisoZOT5OzjJ38zolayrjnbkcCifnzhhtz+Zz484xFfxjwa7GcvaFUkt4NesR3qvbwTVjhkbkn8N4Hqf8JzYOYOAkzkKauRWVGgwxusU/uyUlrHDTqPyLTOMmtHaCq5NLWHwGJ6AY+/HIX6FSAhjEmUGEy3HzR2wctT/bKMXOR+hMTPHhjnESEWU5GcZXU4pH2NiLk0cJcXuiQUawyzcBJbGSFu32L4SdZvEj3PKP2NiGxE6chQTEd9vyolhYdIb1V9IJMUNnVd0OpJScOWqmaUInRQguzDuhW0UONMXGjUVn89fDb7XlBc/XMrlh7FkDJtwAmZoLp9AIy9QKP161OzUjjz2KsR+3vA+lJQOgQhg772PgIaD+MqW/MJpwy7tRqGrJ9JdBjHmExJcxlOkY4XfIlN9A5ajft8oHaGwydeETGNjYS4TTAQ8QRBfTEyt9obWkpE1FlYl2zXgXt/x9wpcciMu/ExDfIq6c0tZXV2bRxP0I2YBi+HHyHzzyJxj6BELiRqSS19tfn8UIwBLvNGxo2MuDh99sWyU/UfEBnx9/TtpVdXdZnONjfuZE3qregoHkvLy5eAZYMMe6RzE3YwLrG5Pd1MY7czkvb26aswYWBy+2CXd7NNbi0P+PqDgPqRzdV3DLn+PkjbafVeqBPQQZjTBqoPFnScLdiplwJx+voVG9L6VdpwiVVK8VXYwBGcEtf4eNox5FNvbilr+lUf4rZWVtk9vw8KOkSEyHfIVG/Xfo6tD4PCyGHpZhzYS41Pnr4beSzBuHIzX87fAKYkbPS6F1xK06uLTwJJYXnjzgwt3K1ydezKlZ0/CqThzCxhzveL5WfFGnNTwHEpEm57hCI15+R5a8Dpfxp5a+jWh8mNJXpQyP/D5Z8howul9OreMVzQiLqzBI9gKIMZUw12GXrycJdysae9Dk6pR2h3w8JYReoY4MbkUz3kjpb2EB1srblDX1u1Mq2AAcCtewqs7P0tzZgzCr/iVH8/LDqZ+kMR4kaujk2YeWf2xULMUpn0Z0cJVsjXxUqccl/4+YcQKGmJZif25FYz0KvX/gxsWJpu0xcR5N0oWTfyOoR6eYkLgZqeSAYR6fmdisTn0YqGlS3aqEccl/EpPnWhuYFilY4m1CZ6HRynFWBCXTZl6Fvr/QjP/glK8gqMOgmJC4AV3pukRYXJlPyLgBp3wChUbT7IGCKHb5DkFxOnFmoPFx0nGJ2qVwp8tKKLETYSnBdnm+odW2fg8aH5HY9JxLs/hxkgknKi4gLh/Cxv7ke8JHTKRuBhvkQZpCyzZ2o1CJwZhO78Ni5GE9zk04NXs6E535Ke0TnHkszrZqE3YXu/EiXvlz7LyPxg4cvEqG/A7C6DoZF0BIuZUG8X8E+BoG5pWBQAEhCIovolPU1ipxEmdm2rEloJORKGLcAR0n9TxEQL0bRPJGskf+ECf/RqUMlQocvIFX/qDFR7wFYSco7iTOlLZrJRJOfROEClIiZC3IhL09Ii4znQeAQSaSofVWZDE0sFbeJqhC4Qvjz+Ovh99qc6mb6Mznc+POSUo4ZdE5TvlSyoagymFc8nGC3NmtMQxlLGFuQtX3ovLvpGMSB1FxDjYjkVgKIuiMwmAsQb6BIXLIkjebbnwKQE0TGakQQxVlGO2LCMsYTuOv2Hk/pb/Gx2jyXWJiSVtbTDmdBrkITb4L2IiJ00HYsBlrcMu/ouJH4iHGIgLK92iSOl5+nZJaNsZipEgu7mFhAZZ4p2V+5kTunXkL6+r3YCA5JXtqt4s0WCRQTNKgJtqT9xNUYytO+XRLxON4QuKGJDMEQFB8C0XWobEeQRSdAsLik+hMJkt+FrVd4WKFWrzcSUyeSpgLcfFkj7IECnTs8j1inJNoMAJkyjtaTCVm/Q0UE88ThEZMHC1ALYxavPJnqG3pY4OovAyGIKD+hEZjKi75ADb8gJMYpxJQvtmDmVuMJCzx7gRVKJyWM31Ar7knWM5zFesojdSRY3Nzft4JLM7xDegc+gudcaikJl8yyMZh/AtJAYb04OXHSdVxbPJDmow/IpWjpiupZNDEfajGdlT2E+MMpJKJy7g/SbihdVVdj8qrGLhaWtLFtnaBjOGRv0gr3In7ySTGki6HcvBMO+E+isZakEEETYATg0IMxhARF4Ewr8ZjYWGJ9xCiNFzL3SXPtQXwQKKEmi71XpVBG2zC4hpU6U9yg9PJxcGrKLIBCUi8KB38rzX24OJfBLkjZUxdmYXO0d+FkI0pfdrTlR+3GRKFKGdiN17GJR/Cxr5O+toJiysxlLEtDTFc8s9o8kNAJ848guI2UDwIzJOzCQJoxvt4+CUqrVWTtmOTH9Nk3GNV2rEwxdqwHEK8eGR9knADBI0or1V/nOaMoU1MOZNm8RvCXEqEMwhzPgrNbTZoASnC3YoqP0Q1ui5WERezur2mli3GEx1nS2Hi1vaOGGhsaAm0SS/cOvk0insIKbe3tXmMu3DLh9HYhsZOXDxJhvwOSEmM05AmuRF1fDh4vZ1wJ1Cpwimf6ubdWYw0LPEeQtREzYWsJjZ801zGlfkE1B/TrN6LpABB+gIU7bGzgyz5ObL0T+LQHwZpvmqNimVEObtbY0Y4h0bxK+qVN2kWdxPmYuJMNHFBBDuvpYhpeyQCg/xEmHyLp4lilGLnvZS+GuuxyTXElUWEWZ4k4DqjCYrPdbI/kJqDxsICLPEeUox2Zpu3283bhx1pAk3SrZwFUWzsw8t9ZBufRjPeNemk0qz8mmbx30RZiNGJJVAXM4gp54FwEVXOJ6D+lDjpctKY51FPmHoEAonGdrzybrzGD0FKbHIDiokHiyDekgwLgup3aRT3EuIGAuJLNIhHiCunoafx427v/mhh0R5LvIcQVxQsoriDf3m2zc2lBeZRfsONMMtSQsoBYswjwhnopH9IqZTiln8Ek2RaCBsR5Qqa1AdpEvcTY7rJAyELRdaidKiiExfmfvsG41s2O5OROBEdRrfzFg7jKVw8nGYsFzFOPnpNZRFB9Q7CyheRSsJ/PSyuQye5GIbOuJb84xYWqVjiPYTItWfw46lXc2n+Qk7MmMy5o+by31OuYmHW5MGeWr9gKNMIiq+iMw5o8dNmMc3iHprVe4mxtNPzbZSgydSCDO2JKyfSqDxKUNxGjDkYeFuktgEXj5EpP4tmrGzrr8sC05W/JIOwuAGDzKNjMzElXB9AEMPDr1IiKhPjQJTFGErnHkO6MpsmfkKcIgxsGGjo5NFrL5leUNcU4unVW3hx7TZCEZOHpMWQwvI2GWIUOLK4dcKFgz2NY0ZEuZqIvBRNrkOnMEnUouJMHPLfCMyFQ6IgTVbDKQhBWNxC3JhOprwzyaatUo1L/oOYPBuEwM77pj7gKqU0iQeIsAw7KzDIIcbpZMlrTcujpfMjF0CEK7qeM+DmEWzt3B7tbEKR/48G+XByLvBjwMvrd/DI2x9R15zwznn2g6185eLFLJreeWUgi8HDWnlbDDzCSUw5K2U1GlPOJiSuT2s+iTOHuFjQ7ctofIgwyW2isgfR5ldu/hUQ1JNpXI9b/hqdIqLKpUhlFDHO7Pb1AXTGElfmd9lPMfajsSGl3YYfu3ytR9fsKQ2BEP9aubFNuAHKa5v4x5vr0Y3UMnAWQwNLvC2GFCHlNhrEowS5ljjFLRuEKjHm0yy+B6IHsZIyXXa/DCQeIJFEysy2rRBGw4+D1XjlT9CMVwEIKN8lzLJuGTMkGmFxNYiu3xYUqkxNMoljtabt/cVbm/dQ05TqzVNSUcv2g5XH9NoWvccym1gMOaRSSIhvEZIGqtwKaOhiRs+EG1AwT4ClU9gmqHFlISHjSzjlE6iUI1GTKssnxgnilC8S4xMgbOiiGNEN9Y4yn7ByQ7fmGhcnEJcTU+zmBplEOdf8pH7CoZnLgE0RONMcsxh8rJW3Rb8Tj8Z5658reeynT7P6mTUYei9fvYWCrsxDV2b2WLiBlOK+rUiS86aElRuoV56kUfwPURaanqNyCKUlG6LRwSskPV0XIm5D2AmJm5JMRgYuwuKao9Gbx4jz5k9jXG5mSvvM8YVMLbJKsQ1VrMeqRb9Sf6Se3970R/Z8dLSK+7tPruab/7gdu2vg6nRCwq2v2+3CTUwsQTM2gVyfcliljCz5aWL6Ipr5b2LMRmNbJ9dWiIrTejTfqHIZcWM+Dl5EyDhRcQ5xZV6PxugNDs3GbZeczt/eWM+esmpUVWHW+AJuv+R0RC8emhYDgyXeFv3KM79+IUm4Abas3MZLf3yFq/7r8gGdS0yciiZ3JLUZuIiI9N48Ia7HxgdoJqt2hQAO3kbiolncjVv+ARsfAxEgjkIYgY5BJhEuJiqW9XjOhjKBELf1+Ly+smDKWO6bVMSusiocNhuTRqfLn36UTXtLKSmvYXbxaGaMKxiAWVq0xxJvi35l/9bU2o0AezftH9iJACFxK4psRGMlKjXEmUiET+CQr+HRf4tEIy4WERRfbXPFk0oeTcZ9uOQj2HknJWMhgMYGAqKQZuVXIGWbScdmbERlNzEWYyjjBvRe+wNFEd0S4Ugszt1PvsWGPaXEdAOHZmPxjGL+68qzUVXLEjtQ9Fq8fT6fAtwPnEBi6fF5v99vbmS0GDE4POYpTNO1H1OEjYD6fYS8nVE5QRpqs8iQX8HO5rYumvQjZAMB9UdtbVIpJMi3QDdw8UTqsNSB1BOC386sEFcWEKf7rozpUIy9KFQl3CLFwJqausM/V2xgjf9oqt9ILM7bW0qYNHoU15yZLt2ARX/Tl8fk5YDT7/efBnwX+J/+mZLFcGbh+ScgOhT6tDvtnHLpyWnOOPZIkYGiTcXOOyl1LgE03kUYqe54UU43dQlM5FxJ9cnuK8KoIUO/nWx5A1nyK2QZ12I3Xur36/SVHYfMk2VtPVAxwDMZ2fRFvM8AXgXw+/1rgJP6ZUYWw5qLvnQBl91+MYWTCtAcNsb5ivjU967klEsH/89D4XBKXhJIFG5QTCq4G8okzGInBaCxsd/n55G/aon4TPh729iPW96LYqQWtBhM1DRVuNO1Wxwb+mLzzoSk4oC6z+ez+f1+03LdOTlubLahWUYsP3/kFXg9lvd82+9u5ou/+Az1VY2MGp2NbYj4CntyzoLav0HHtLRKMTn5CxEdgmmkMRZZXQhG6orS7R2H19N/v0NpNCOrNqWkMlGpI8f1GkrmN3o85rH6jBfPncTH+5N/J4qAJfOn9vs1D1TW8uZHe/C67Fx22mxcjs7TBIyk73JfvlWNkJQiTkkn3AB1deb5mAeb/PwMqqqGb77s3jBQ9yycDurqe17J5liQn59BTcM0PJyHg5fb1tMSB0F5BeHqOJikc/UYp+PkmaS2ONNpCFwEwf77HQrZSLaMmb4Kh0IBgpGeXetYfsaXnTiTfaU1vL9jP02hKDleF0vnTuHsmZP69Zr/WvkRz7y/lUA4CsD/vfkRdyw/g3kTzdPnHq/f5XQPpL6I92rgUuBJn893KrClD2NZWAwIAeXHxOUJaHIDEjsRcS5xJX2+koDybaR0Y5NrUAgRZwZB8eV+ry0pRSZxZmPng6R2AxcRzuvXa/UVVVG48/KzuGHJQvZU1DBjbAE5Gd1IGNYD9lXW8vTqLQTbZTcsrWng18+s5MHbrsLlGHobuQNNX8T7OeB8n8/3Pgkz4C39MyULi2OIUIiIq4hwVTf72wiK1Fqax4KA+BqKrG2pHg8GWYTFp9GV2QNy/Z6Sn+0lP9t7TMZ+b+u+JOFupaohwLf/8Qr3fPaStGH9I4Ve373f7zeAW/txLhYWIxpDmU6DfBi7fB1BLTHOxVBGZiUdu5Z+f2xXaTUvrNnGp0a4W6LlUW9hMZQQGlFlGRHlhhEr3AAXnziD/CxP2uMHq+oHcDZDk5H93mFxTIhH4zz3u5fYuWYXQhHMOn0Gl3/9EhQr+s6im2R6nHx12Wn84sm3icT1lOPZnv61sQ9HLPG26Hf+9NUHWfvi0eRO21ftpOpgNV/6/WcHcVYWw43TZkzkhnNO5O+vr6N9XsrROV6WnzIr7XnvbCnh3W37CEViTC3K5dqzFnTpYjgcscTbol8p2bSPjW9sSmlf/8oGln99GaMndTedqoUFXH3GPGyqwnvb9tEYDDMhP4dPnTnPdKN0U0kpv3v6XbYdqMBo8ZffUFLKzkNV3HX9BazecQCQnDl7MvYhGnPSEyzxtuhX9nxYQjSU6iUQbAhRsnGfJd4WPeaK0+ZwxWlzOu3zzxUbeHrVx6Ymls37y7nl909S21Lm7bF3NvGFT5zCKdMnHJP5DhSWeFv0K75TpuH0OAgHkqMYvTkepp00ZZBmZXGskVIes9zf0bjOE+9uYsehI2g2lUW+8Vx84oy261XUNfHi2m2mwt1Kbbv6nIeqG3jw1bUsmDx2WK/ALfG26Fcmzi3mpIsWsurp5GCTUy47mYIJ+Z2eu3ONn3ef/IBwc4jJJ0zkws+fh6EbPPfbF9m7aT92l4MTLzyBpdeffSxvwaKbSCl5/L1NvLd1P/WBEOPzs/nk6XM5eVr/VZyXUvLzJ95ijf9oquF1uw5ypK6ZT581n+c+2Mr7Ow/QFIr2aNxD1Q28t20f554wtd/mOtBY4m3R73zp3s8y1lfEjvf9KIrC7LNmctEXz+/0nPeeXM3D/7+98wyMq7rW9jNFvfderDaSrOLee69gwNhgei8hhEDCDQRS+XLDTUJCIJSADabYgMGAG26y5N5kS1Yfq1jN6r1rNOX7IWuk0ZxRs2zZ8nl+afacso/mzDv77L3Wu17bQkt95wjp1I9nST+ehUatIe1whn675EMpVJfWsfbXt1/TaxDpn2+OpbA57hy6K/PL1Y0tFFbW8pcHlg+omMNASMwuJjHb0JhLq4P9yRc5l1NMdmn1kI8tvcmrBIniLTLsyOQybn9+Jbc/P7BKMlqtln0b44j6mrMAACAASURBVPTC3cWFOGPHBa1ay7FtJ1j9s2VYWI+AR7iuAwvdD8h0F9FJnGljPTrp8AjVzcbxjHy9cHdR09jKT+eyeHbljGE5R3ZJFWqtsRNkTWMrNY19++bYWJozLyqIlPxSiqrqDd4LcHNkVmTgsPRxpBDFW2TEaaptpjS3fMDbVxRUUlNai1ewZ/8bDye6duy0L2DOmSuvwZx9NGn/ikYafn37cgPQ0Nom3N7SLtg+FAI9nJFKoLd+m8mkdAgUtpZKJTjZWBEV4MmzK6fjaGNFUu5l/rv3NHnlnZ7tge5OPLlsKmY38Xw3iOItMsJotVoSfzqPkRdqH7j5ueDk6WTyfZ1OR9zmBFIS0tBqdUTOCOeB395x1X211G3pFu4ryCnCSreJJv7vqo9/sxHg5kRpjbGLX5CXi1FbQXkN53IvE+DmxIQQH6PFTa1WR1VjM/ZWFliad8dkTw/3Z3yQD+dyLxts7+lsT5FAlmV0gCd/vn+pge/J+GAf3n16DaeUBeh0MC08APkoSBgTxVtkxNDpdLz/3Mcc/+6U4Pu+4T7YOtmSdVKpb5PKpMy4cxqWfZRV++y1rezbeFD/e3B+XzKV+eU89NcHrqq/ct1FwXaZQLHiW4F1s2O4VF5DeV2Tvm1ckDdreiTQ6HQ63tl1gviUHFraO5BLJcSM8ea36xZga9X5GcZdyGH7iVQKKutwsLZgqsKfn62YgUwmRSKR8Oq6Bfzy4x0UV9Wj1YGVuRlBHk7UNbXS2No9yjc3k7FoXKigYZVMJmVm5Jhr+N+4/ojiLTJipCakc3rnWaN2ubmcySsncueLq3H2dmL733eQm3wJCytzxi+OZfEjC0wes7qkhhPfnzYayB/99iQLHpqPX8TQCwNrEfZV1mE/5GPezIz19+Qfj61ix+kM6lvaCPJwZsXkCIPwu33nL7LnbKb+41BrdZzPvczGA2f4xW2zySmp4oM9J2m4IsJVDS3sPpuFpZmcJ5dNAzoXRgsru+esW1UdHE2/xKrJkeRX1lBa04iLnTUTQn3JLKogLb+UCSG+zI0KumbhizcConiL9IlapUZmJrsmX4LMk0rUKuPYXJ1Wx/pX7sQ9oDO08L4/rB/wMbNOXqSx2vhRvqWxjfRjWVcl3u2S2zDXHUJGbXdfkaKSzB/yMW923BxseWzJFJPvJ+WVCE6IZRZ21sHcl3RRL9w9Scy+zJPLOv++cKnE6H2tjs4fgV/cDcD2E2l8Hn9ObyO7Pzmb1Pwyfr565iCv6OZBFG8RQTKOZ/HD27soyizGxt6a8Ytjuff1u4fVXMrRw0Gw3c7VDlvnoflEB48fg5WdJa2Nhotp5pZmBI0PHNIxu9BIo2jWvoKVbitSCtDhjEqyiDbJg1d13NGMzMSPvlTaeR+1q4yzcQFaVd1x2xqBaBOA0toGiqrqcHewZcfpdAP/b50ODiQp8XS2Y3FsKI62AzOy0ul0nLlYyKXyWiL9PUxW7bkREMVbxIjaslo+eH4jVcWdMbT1FQ2U5JSh1el44I/3DOpYapWac/uTkcllTFgcayD+8zfMIf6LoxRmGMbxjl8Ug/UQK7N4BnkwYel4jvdKEpq8dDxhk64+IaNDupAOFoJOBZjBKH4sN4Vao+VA0kWKKuvwdLFn2QSFyUzFaeH+HE7PQ90rMiRmTGekUFSAF/uSso32C/V21f/t4WhLdkmV0TYarY4TmQVE+LpRWmv8tNWu1vLxvjNsP57KkvFhPLJ4Ms1tKgoqaglwd8LG0rAaT2t7B3/66iDJeZfR6sBcLmWqIoDfrJ1/Qy5wiuItYsT+TYf0wt2Tc3uTcfZwpKGmiYjpYcQuiO5zOiXpQApb/vwNl5Wdj72B0f48+MYGwqeFAWBuZc7PP3yKb//vB/KS87GwtiB6/ljufW3tVfX/qX89gpufCxnHlei0WsKmhPDs3x+kvnH4QtiQ3JpluJrb2vnDlgMGBYjjkrP5w4bFONlaG2yr1epQa7QEeTpTVFlHq0qNtYUZk0J8eXTRZAAWjQvlXE4xRzMu6UfYAe6OPDB/ov4498+bwPFM45hyACdbKzyd7LGxMKe5XTjLsqaplW3HU8gtrSavvIbqxhZc7WyYHxPMY0sm6+/hzYcSOd8jqkWl1nI0/RKh3q6svwELP4jiLWJES4Nwseiqwiq+/OM3AOz5YB/Tbp/CM+88pn8E7omqVcXnv9tKWV53/HZ+aiGfv76VP+97HalUik6no6a0Flc/F/wifFn44Fwc3ISnUgaD3EzOut/cadBmbmkOwynetyhbjyQbVY7PKq7ky4QknlvVPb+s0Wh54+s4TmYV6Oe8nW2teHbldGaPDUKn03HwQjYX8kqxtTTnkUWTaGhpx9bKnOZWFZ8cPIuVuRnzooOZHhHA1DA/TikNn9AAknJLWDwulEmhvhxOyzPZb41Wx9mcYv3rqsZmvj2RgpujDbdP7Swzl1lcKbhvekEZiOItMlgqi6o4+Gk8LY2thEwIYvbdM655UYPQScEc+CTeqF2r7X701XRoOP7dSWLnj2XW2hkkx6Wwf1MclUXVuPg44x7gZiDcXVxKLSDtSAbRc8ey6X8+5/DWY6hVagASthzl8bceJmZu/zUbd3+wj5Pfn6Ghsh7PEE9WPLWEcQtjruKqRQZCbmmNifZqGlva2HEmk/rmVprbVJzIKjDYpqaplYPJOcweG8Q/fzjK/qSLemG3sjDjkYWTOJFVQHJe9wLlKWUhTyydyotr5vLo29/Q1GY4uj6SnsfC2GBeumMO7s62nMoooLSmEbXWOIGnNzodnL1YpBdvM6nwU6RcdmMm84jifQOTdjSDD57fRE1J5xcmbnMC5/Ym8cLGn11TAZ9x5zQSf0rmzK5EfZtUKkHbe+FIBxknlDh7OfPBzzfScCXK47KyBHMrE9MKus5okrSjmQbCDVBVXM0Pb+0kek5kn9Mx+z4+yFdvfIumozNSpepyDUWZxfzPll8SGB0wxKsWGQjWJosa6PjlxzuN0tB7k1dWTVpBGYdScw2iUFrbO/jqaLJRyntbh5rdiVlMDPGhrUNNb9QaLSn5ZUwK9eOVexdSWdnIOzuPs+ts5oCup6JHjPr4YF9SCwwHHDKphKmK4TPaGk5uvFl4EQDamtv4/p879cLdReJPSRz99sQ1PbdUKuX5/z7NM+8+zsKH5rHqZ8tw9XcV3NbS2oL4L47ohbsLVasKc2tjAQ+I8id67lhS4lMNhLuL/LRCGqqMF596cvLHM3rh7qK+ooG4zw/3d2kiV8mcsWOMFiflUgmqDk2/wg1gbWlOcl4JHQL2raa8SkprG0AH9ia8bBxsLAH4Iu4cz73/Pccz87G1NKdrIG1lLifQ3VFw36rGFtquRLzcMyeWlZPD9cdztbPh7lmxLBkf1u91jQTiyPsGo6Kgks9/9xUXz2bTWNMkuE3OuTzmrp91TfshlUmZffcMZt/daTCkblez9+ODBtvYOtsw955ZfPzrzYLHcPF2RqeDstzOOVLfcB/u+8N6pDIplle+IL3RqrVUl9bi4GY68cXU/+Xs7nPEzo9i0vIJ/V6fyNCYGx1MTVMre88pKa9rxNXehoWxIewXiBgRYprCH1cThYUtzeSCo2tnWysaW9tQdQj7dcclZ5NbWs2RtDwDvxNrCzMWjwth2cQILl6u4J8/HjPat7lNxZH0SywZH4ZMKuX51bN4cP5ECiprCfFy1UekaDRaDiRnU1BRi4eTLSsmhmMukMl5PRHF+wZCp9Px/vMfozzV9xfB2t66z/evBRt+vw5VewfJBy/QUNOEX7gvK55egm+4DxX5wgs97c3trP/tXei0OuRmcsYviWH/xjgObIpDIpVg72JnPGJvU/Gfpz/klW0v4epj7JEB4BPmTWlOmVF7Q1UjH/xiEy/aWxM589Yzirpe3DE9itumRNLY2o6tlQVymZQTmQUmt5dJJXg42jE9PIAHF0xEp4PdZzK52Cv8b0ZEAGeyi2jq5c0tl0r5LD7JaL67i9yyGnLLjOfiW9o7aFWpCfJ0pqLe9NOcba+QQUdbK4O48DZVB7/78oBBstChC7n8/t5FuNibrnB/rbkq8VYoFHcAdyuVyg3D1J9bmpT4NLLP5va5jYuPM0seuf4ZfXJzOY///SHamttormvBycsRqVTK0W0nTI6Ea0pr+eD5j7F3scN/rD/7P4nj4pluHxAzCzPMLM3oaDNM1CjNLWPvRwe530Rm5ernlpOXlEdNqbExUUt9Cwlbj4nifY2RyaQGAjdV4W8kxl0sjAnhF7fPNoiVfmXdAj49eBbl5Sos5DLGBfmwcFwIxzMuGe1fXttIdWPzkPrZlb05JdSfMG9Xoz6GeLkwVdF3ObStRy4YZXkqL1fyRUISv7jt2j4B98WQxVuhULwNLAWMq82KDInqkhq0AjaXXTh5OvLkvx7FxcSI9HpgaWNpMOVRV973PKdOC/WVjaQmpBu919Hegdxc+BasLe1OQT+/P5mDnyZQfbkaV18XFj2ygPFLxxH3aYLgvnXlxqIuYhq1Rsu+80oKKuvwcLRl5aQILE18LqbYMHc8mUUVJPYIxwNwsbNizfQooyQXb2d7Xl230KBt99lM2tXG93+bWoOd2dAiPnJLq0m5VELMGG+ev20Wb34bbzA339jSzrmcy0wJM70omWui4IOp9uvF1Yy8TwA/AE8NZGMnJ2vkN6h/rpubsOHQ9Wb5Q3P5/h87qC6pFXzfO9iDBXdNHZZzDdc1L31gNjvf3UNT7dBGRhqBOU4AvzAv3NzsSDxwgQ9/sUk/ui/Kukxe8iVi5pkOJwyM9BW8vhvlc75eDOR6m1vbeeH9HZzL7hbdI+mXeOuZ2/B0Gtz/678v3c22w8nsOpVJXVMrAR7ObFg4nmkRA4sAmj8xhE0HE2nq5XViZ2XBpDBf4i/0/VRqYSanvdf9VFnfzNs7j/Plq/cxIcIPSa9wwPL6Jj6NS2TJNAVmJkICHe2Fs30d7az0/+OWNhVfJyRTWtOIj6sD6+bFYmVuKjJneOhXvBUKxWPAL3s1P6JUKr9WKBTzBnqi2lrhxI+Rxs3NjsrKvqMbrifLnlzM1j9/KzgCt7CxHJa+Duc1mzvYsujh+ex+bx8d7cI+FX1h72qPWqWmub77/vAN92H+A/OorGzk+3f3Gk3L1Fc1Ul1ah9xcbhSxYmlrwfJnlxld3432OV9rBnq9mw6cNRBugKyiCt757igv3D570OedFxnMvEjDQtMD/b9bS82YGR7AviRD691ZkYE8vXwaWo2O08oC2kwsXPYW7i6Kq+rZvOcMznbWFFYYP5Xlllbz8F+38tTyaUT4eRi9Pz3Un/jkHIMUf6kEJgX7UlnZSGV9M7//cp/BvPtPZzL5831LB+yp0hemfoT7FW+lUrkR2HjVPRAZECufWQYSiUEcM3Smks+4c9oI9kyY8vwKNGot4xZF09HeQV5yfr+hfnokMHvdDGLmRZGw5Sj1VfV4BXux+mfLcXDvzLSsrxCeltGhY/mTiznwaTxtTZ0mVPaudvzi42dx8hAOCxMxJk9goQ8gt+z6TwmoNVqjuW0rcznTFP5Ympvx6roF1DW3sutMJqeUhRRX1yGVSGk2sZDZk+Z2FW4Ops3OMosr+cs3h3jj/mUEeBgW+qisN17TCfV2ZfWUCAC2HE4yWjC9eLmKr44m8/Ty6f32baiI0SY3ICufXoqNvTWHvjxCVVEVLt7OzL13NjPuGJ4pk+Hi9M5EPn3lS+qveC1L5VKm3zEVWwdrjn93mqZa45ve3NIcN39XrO2tsLSxpLygkhPfn2LBg/OInKEw2t5jjAfK08bRN56BHtz7+t3MXj+TxD3nsXe1Z/bd0zEzmUQiIoS1hbAE2FgMj3fLxcuVHEjOpr1Dzbgx3syPCTaZgLXvvJLEHMOKOa0qNV8mJDEtvHPqxdHGivvnT+D++RPQanX8Z/eJfhNyZFIJU0L9UPi689XRZAoERt8AFfXN7DiTYWAj296h5sfTGUbGWoWVdeSWVRPi5UpBhfAP4KUy4enP4UIU7xuUeRtmM2/DbLQa7ZCyKXU6HWqVGrm5fEhe3O0t7bQ1tWHvZi+4v1arZec7e/TCDZ0x2md2JPKbr1/i3tfXse3/vufo18dpqmtGq9YyJiaA1c+vwNnDkS1/2kbq4e5FzLO7z/PQXzYwa61h4dpVzy4j60QWFYXdUQL2LnasfGYpAL5h3viGeQ/6+kQ6mR8TwmllkUF8tVwqYVY/VWd0Oh1fJiRxMquA5nYVY9yd2TB3PKE+3clc+88r+XDvaX2I3/7zFzmfe5lf3TlX8JgX8koF2/PKalBrtEaLnlKpBJmJlPaeTAryJSW/jLzyGh5fPIVP4hJNPnHUNhlO72aXVFFS02C0XatKTWL25Sux4MLJQ7amsoyHiasSb6VSmQAkDEtPRAQZinDHf3mEQ58fpqq4GmcvJ+bcM4uljy3sf0c6I0A+feVLLsSn0lzfgn+EL7c9v5KJS8cZbFddXGNk5dq1f0p8KhHTw7jvd+u473frqK9soLm+mcsXS9n+jx8pSDPer7m+hX0bDzHzrukGPxaeQe5Y9Yprb6hu5MjXx7nnKt0HRWB6eABPLJvKT4lZlNY24mpnzfyYYFZdmRIwxadxiXx95II+xb20ppH8ilrefuI27G0s0Wi0bD+ZZhCbrQMSUnNZNC6EcUE+RsesMhEOqNZqqWlswd3RFpVaw6XyGlztrHGxt2FedDB7z2UJRqkAONpYkFZUzumczntOLpXi42KPu4M1FfXG63BezobJYR4OtthYmgtOzXg4dsZ4z4sOIjmvBFWPrFFLMznBns68v6fTmnj22DFEBQxvwWxx5D3KOLc3ic9f30pbc+eKfX1lA5eVJVjbW+mzJfvis9e3Ev/lEf3r7MRcNr38GX4RPrj7u+nbrR2ssXawoaHKeFRi42jD2T3nOb3jLO1tKgKj/JAgYdd7+2hrFq44DlBysYTsszmETg7RC/iRb05QkFZotO2pHWe586XbTHuoiAyYVZMjWDExnOZ2FdYWZsgEXCJ7otFqOZ6Rb1Qhp6SmgV9u3ImqQ4O5XEpxtfG90aHRkpxXIijeEX7upBcam5kBVDc0cza7iO0n0iiursdcLmNKmB8v3zWPRxdP4cvDSUZV6/1c7amoa6Fd3f1UodZqKaisQ2i8biaXMi96DDtOp1NYWYeLnQ23TY1kUoixY2G4rxtzooIAWBgbSnObin3nL1LV0IyHox3OdtZ8fTRF/0Sz95ySDXPHsX7OOKPzDhVRvEcZx749qRfuLlTtHZz84Uy/4q1Ra0hNSDNqry2r49Bnhw1GujYO1sTMG8uxXkUPvEI8UXeo+c8z/0V1ZbRy7qekAfW9tamNP93xJiETgnjwjXsJih1DRX6F4LY1JTXUVzbgZsJzRYikAykc+DSOquIaXH2cWfDgPCYtGz/g/UczUqkEOyvTRZ170qHWUN8i/CNcPAB/k8OpeSyfGI5Hr1DEQHcnE3vAv3cdp6S6QS+GKrWGYxn5NLbs4/8eXcnSCQo2xZ3lrLIQJBImBPlgbWnGtmOpgscTqs3Todbyxy1xVDZ0PwEkpObyP2vnY2dlwYVLJXRotCh83Hhs8WSDH7nbpo5l9ZRIOtQaWtpVPPPe9wZTUW0dan48k8HySeHYWwtbQwwWUbxHGc0Cj4J9tfdErVLT2iTseS00Yn787w8ht5CTdjiD9lYVY2ICuP2FVWx8abNeuAeLVq3l4pkcNr38OX/66TX8I/1AgtG3zT3QHSdP01ElZ3afI/6LI9SU1uIe4MqE+VFsffMHmq6EHRZnXSbnfB5m7z9J7PzoIfX1VsXCTI6vqyMZJkbJ/VFS28j7P53iDxsWG7T3tILtjak56tTCMhqaW9l65AI7T2Xob5PdNVn4ug7eG76ncAPkV9Ty3fEUfn3XvH73lUgkmJvJOXghh5omY5Ot6oYWTmQWsGyi8cL8UBDFe5ThF+5D2pEMo3b/cOPHVOhceDz5/RkyT2ZhYW2B5xh3wQK+lcVVaLVag8IL5lbmPPnWI6hVatQdGixtLCjPr6A0z9h3ZLDkXcgn+WAK026fzJGvj5MS3/1EYG5hxrwNs01mZ57bm8R/f7mJlvrOL1BRZjEp8elGcehNtc3Ef3lUFO9BIpFIWDsjmrer6k2OwLuQAkKz0ZlF5bS2d2DVIzpIpRGO3+4LrVbHrjOZJPSymAUora7H3trCaDplsFwqH1zUiJezPTKpxKj2plwqwdvFtOHaYBHFe5Rx+y9WojyTQ15yt0eEVCZFIpA9ptPp+PD5TZ0Ws1fuMyt7K2wcrI1G6kn7U9j+jx2s/fUao+PIzeV6IXVws8fa3ormuqtMytJBa2MbUqmUFz95jp3v7tGXSpuyehLTbptsctf4LUf1wt2FqQQiU3HkIn0zMzIQD0db9p6/SHObCqlER9wFYwF1srOiWsjqVWDeYqy/B0fSjL1N+qOuuU1wpKvRwcQQX/LLarnUK5zPztIclVpDe49FRmsLM4Mixl30rnXZH+PGeDHW35OUfMPomagAL6KHcdFSFO9Rhr2rPYopoQbirdVoOfRFAqGTg5jdIxQvJT6NEz+cNvgitTa0Yu0g7FqYHJcqKN49aWloRdU2+EzL3niOcWfyik5rV3Mrc+7q57w9GYwgewYZZ9SJCNPQ0saexCxa2juYHh5AhJ87z10pFKzV6mhpVxtUz7Eyl7MoNpSdZzONRVECr372EwHuTtw7ZxweTnasmBhOUm4Jp5TGC9QAFmYy2ntlV7o5WHPXzCiOpOdR22tqTy6TsmRcGLFBXiiLKzmWkU9NYwsONhasmhzB5ZoGDiRlU9fchp+rA2P93Hl/7ymae9y/MqmE2WP7DpvsjUQi4Tdr5/H+T6fILCpHgoQIPw+eWT51SGG7phDFexSiPGuc1KJVa0k+mGIg3pknlEZFDQBaTZjid2Uy9sWRr44buQT2xtbZlramVtSqznO7+jqjalfTUNkZneDk6UjY1FAyTmT1W+RYCI9Ad3KTjEdw1vZWtDR0X5tnkEdnRqtIv5zLKebtHccov1J55odT6ayeHMETyzoTx6RSCa+tX8iuxEy+O55KVUMzrSo1e84p8XdzJK+sxiCUrq65jbrmNjKKKsgqrmRGRADHMi5RIZDY1cX08ADyy2vIv5JkE+DmyKOLp+DhZM+cqGB+PG1ofjYpxIfxwd5IJBIi/T2I9Df8ofZzc2KawtB3RSKVsuNMBqU1jTjbWTE/OlifSTkYXOxteG39Qn1yz7WoPi+K9yjElDOhtlcsrJ2zcLqwlY0lLQICPiYmsN9zSwZwj3oGubP212vIOnWRptoW6spraahqxM3PFblcSklOGUe+Os6xbScJmxzCs+89YdLbW4gVzywh+1wulT0SewIifXnoL/dzZnciVZdrcPF2ZtmTi/AIcB/wcW9VdDodXySc1ws3dGYe7jybyeyoMYT7dv4PZTIpNY0tBts1traTZaKwbxeXymu4VC68INmFVALzooKYtnY+KZdKaevoYGKIHxmFZfxp6wFKahpwsLGkXaVGJpXg5+bIr++cO+gf/kXjQlkYG0J7hxpzuRzpAJKA+uJaiLb+2NfsyCIjRsjEIPJTjM3xI2YarnIvfGgeCVuPcvmi4dzclNUTaaxt5vy+ZHRXFl0CovxZ+/Lt/Z577r2z2bfxUJ+2rJUFVdRXNhAw1p+PXvrEcH66R2SJVqMl69RFvvz91/zi42f7PXcXQbFjePnLF9i/KY7a0jrc/F25/7d3IrG0IHz6jVnS6kamqqGF7BJjr5P2DjUnswr04g2Qmn/1i9W9kUklLIgJYXywD+/sOsGFvBJUajVeTvbkV9RQL7AgmVVcyd+2H+GP9y3p89hpBWVkFJYT5OnMxBBfJBIJEokEy2vsCDgciOI9Crn3tbVUFFSSfjQTTYcGubkcV18XakrrqK+s17uUWdpY8ux7T/Ld337kUko+ltaWRM8by/1/WI/MTMaZ3efIS7qEs7cT8++bi7ll/ze0o7sDG363lu/+vpPyS8KhZPWVDXz4wibc/FyNFhaFFrIuJubqU/2rS2oozSkjeMIYrPpwbPMJ8+aRvz6gf32ruQoOFzqdjh9OpqIWqDkJGNme6gQjqIeGt7Md0xQBxI7xYqrCnze/jSc+tTtZpqK+bxvi87nFXLhUSuwYL6P3NBotb36XwPHMfNQaLVJgXLA3v793iZGXeU1jCzKpVF/b8kZBotMN3z+7LyorG6/PiQbJaP1S63Q6Evcl88XrWw2mD7yCPPj9d7/C3ttwGkKr0SKRSoweM3U6HQVpRbS3tBE6KWTA6fqqtg7O/XSe3R/u71w8Ffj0JTIJOk3/t4WLtxN/O/b/2PTy55w/cIGW+hZcfV1Y8MBc1rywakD9Ga2fsyl6Xm+bSk17hxp7a4tBTyPsPJPBe7tPoBX4mDwdbXn36TXY9Ug62XjgDN8cTbmqvnexblYMjy2ZAnQK6JPvfktj6+DyB55cNpW7ZhiHgn51JJlPDiYatY8P8uavD68AIKekio/2n0FZXIFMKiUqwIOfrZyBu+P19YV3c7MT/NDEkfcoRSKRkH8h30C4AUrzyvnqzR948u3HDNqlMik55/M4/t1JNB0aQiYGk30+l6R9F6irrEer1hIQ5ce6V+5i/KIYk+etKKhk+z92UJBeSEtDq9H5ezIQ4QYImxLKd3/70SCbs6q4mu/f2olPmLc+KqWprpna0lo8gzxEd0FA1aHmnV0nOJ9bTEt7B0GeLmyYO56JIcIx/0KczCoQFG5bS3Oev22WgXADPDB/IqXVjZzNLhIsJjxQogI8iQrw5LsTqYz18+BsdtGghdvCTE6knwfFlXW0dagJ8nTRz2GbSjBKyS+loq4JZztr3vrxqEG1nFPKIto7jurFfaQRxXsUU5R1WbC9IN04FGv/xji+/t/vaG3sjCg5uDnBeL+0lOE96QAAHwdJREFUIt595kNe++7XgouXaUcyePvx9waUzWkKe1c7pDIpdeX1yM3lRExX8OAbG3jz3reMtu1o7yDxp/NMWBLLJ698wbm9SdRXNOAV7MnCB+ex4um+5ztHO+/sOsH+HoUN0grK+NePR3n7ydtwthtYEeveoXldhHi5MDHE16jdXC7jtXsWXhm1nibZhFOgEFIphHm7syAmmMScYv781UE6NFqhBNsBEeXnzqYDZ8ksLket0RLm7cojiyYzPtgHjVZ4UV+j1bE/6SJezvaCZc7SCsvIKakixHvgtgzXClG8RzG2jsJfUPteWV6qVhU/fXRAL9x90drQyh9v+ytLn1jE3b9eo0/O2fHOHr75y3a0Jr4UA8Ha3orfbn8ZF29nkvZfwD3QldCJIQCoTYiIpkPDtje/59Bnh/VtpbllbHtzO95hXoxbcGtmT7ap1CTlGf94V9Q3sTsxiwfmTxjQcUK9XUgrMF6EVPi6CWzdTYi3Ky/fOY9XNv9EQWX34rWZTEpHr4o0AW5OhHq7Mi08ALVGw84zmaT2OKcp4ZYA86ODsLexoqS6HpVWg1ajQ3XFeyUpvxRtj8cG5eUq3t11gveevYPYIG8j73D9+XQ6GlqEw2U71FpqBRKCRgJRvEcQnU5H0oEUipWXCZ8WStjk0GE9/tx7Z5O4N1nv5wEgN5cx927D6h4XE3MovyRsACWEqlXFzn/v4ejXx/EL98XJy5Fj354w+KIMhZaGVjQqNdZ2Vsy8y7BqUPCEIIoFniQiZ4YT9/lho/b2FhWnfjxzC4t3By0m4u1b2gc+/XD/vAnklFbro0gkwLggbzbM7d/Qy8Xehj/fv5Rtx1O4XN2Ao40lIZ4upBaU0aLqwNHakmkRASyICaG0tpG/bosnq3jg92GItysvr52vn8d3c7OjoLian3/wI6U1wusbxdX1HEjOZsXEcDbHnTMqsmBtbsbi8WGYyaR8dSSFumZDofZzdSA26MbwjxfFe4RoaWzhX4+9R8axLLQaLWYWZkxeOYFn331iSB7eQiimhPL43x5k38Y4yvLKcXR3YMZd01j9zFIqKjoTYiQSCWd2nRvS8evK6/utHm+ABKzsrAibGsKFA8Zub3bOtjh7OwvuuuG1tVTkV5B16iI6rQ4Lawumr5nCvPtms/fjA4L7DEem582Ko60VQV7ORqF7cqmEicEDn/O2tbLgzYdXEJ+aS1FlHYHuzsyNChpw/LOHkx3PrZpJc1s7f/kmnk1xiag1WqwtzJgXHcz86M56lxv3nR6UcAOU1TaQXlhOfkUNthbmLJ8Rye6zWRRX931Ptqk6+O5EmpFwA5iby9gcl4iznTXLJoSx80wmzVd+7JxsLLlnzjjMb5BC6qJ4jxBf/2U7aYe7DaQ62js4sf00Y2IC9VVi+uJSagHf/2MnhRmFWNpaMX5xLHf/zxoD4yiAKasmMWXVJHQ6HRKJhMbaJt586B1SjmSg1epw83Uh+1yeibNcPTK5lMhZEShPZ6NqVdHa0Erm0SycPB2pLTOMBR+3KAZ7F+GVfDsXO17b/jKJP52nNK+cqNkRBMV2pi2PiQmkOMvYkU4xZXBPMsUXS0hNSMNX4UPUnMhhTWUeCe6bO55/1h3VJ83IpRIWjw8TnKvuC5lUyqLYgf0vs0uq2JKQRE5pNTaWZkwJ8+ehhRP55GAiiTndhY5b2jv4KTGLUG9Xlk1QoLzcdyKPEI2tKn61cZd+WuU/e04S6C7849+Fk40l86ODee2LfYLv1zW1cSils0q9t7M9L94xm5ySamRSCcsmKvqsg3m9EcV7hMg9L2zAozx9sV/xbq5v5t2nP6Q0p3tUVZhehLq9g/v+sF5wny4hev+5j0g+2D3qrSrqu9CsRCpBKpMKptH3iwQ2/H49cZvjUfWIFFC1dSBtbmXCklguZ5diZm5G1JwI7n397r4PJ5EwecVEo/b1r95JaW4ZOVd+hOTmMiavnMTih+cPqJs6nY5PfvMFx7eforWhFZmZjMiZ4Tz/0TPY2A9sYe9GZHywD28/cTu7Ezu9RSYEe+sTUa4FjS1t/HVbfPfIt77Tka9DrSGj0HhUrQOS8i6zfKICeR8FICzNZCYrxvecqGtoaSe9sBS5TCo4qnawtmDDvPH8dE5p0mK2JyU1DRxNz+eVuwd2H11vRPEeIWRmwjerbACPZAc+iTcQ7i4S9yax/rd3ITcT/lhzk/NJP5o1qH7qtDr8on1xdHMg9XD6oETc2t4a9wBXSgT62tbYTkN1E38/9v8GdM194ezlzO93vMLx7aeoLKxCMTWUqNmRA97/8NZjHNwcr1cCTYeG1IR0vvrztzz2twevqm8jjZNdZ8He68HOM5mCUxYnlYXYmAjdlEmkSCQSogK9KKk1nKe2MpNz79xYFo9XsPdcFt+eSNOXI5NKJYJrLBot+LvZU1LToBdwawszpoUH8NjiyTjaWPHUu98N+JqKKq9tEeGrQRTvESJqzliyz+YatMnMZExY2n+ZpAaB8lIAjdWNtDW1Yesk/GhXlldm0hq1LwrTi7jv63Xc8ctVbPr15xQI1K4UorWxFbmZHHMrM1StxufNOZfLV298a/JpoT9UbR001zXh4OaATC5jzrqZ/e8kQOqRdBOZnTlDOt6tiilv74aWNiYF+5DTK/ROLpUwJcwPgGeWT6O5rZ3zuZdpVanxdrbn9qmRrJkeBcCGeRNYNC6Mw2l5WJjJ+SL+vMnzRfi68dSyqSTmFGNpZsaKSeG4O3Z+J2qbWqg2UStTCAcb01m8I40o3iPEnS+upq6sjsS952msbsLZ25k562cMqM5k8Pggweoy3mFe2FwpiirEuIXROHs7UVNiOJowtzLH2sGaujJhPxKtWktVcTVz75nF8x8/zUszfzugwFufUG+i5kTiHuAmOCcNcOFQ2qDFW6vVsuWP20jcc476ygY8gz1Z8ugC5t83Z1DH6aL3OkF/7SLChPu6IyHd6NawMpezZtpYGlrbOZtdREt7B862ViwZH8aC2M5QUGtLc35372JKqhsoq20g0t/TKE3d3dGWu2d1JoglZhdx+qLxIEIqkTA1PIBJoX5MCvUzet/e2hIvJ3vy+jHCApBJJCyICR7g1V9/RPEeIWRyGU+89TBrf7OGy8oSgmIDsR7g/Or0NVM49eNZzu3trg1p52zLiqeW9DmfaeNgw5JHF/LDWztpu2LmIzeXs+KpJaz62TJO7zzL1je+MwgtBHD2dtZnMe58d++AhNvc2pxZ62bQ3qrqszBDWz+VWIT4/q2d7Pmge8GpIK2QL/7wNR6B7kTODB/08SYsGcfpnWf1FrVdREwfnnJVtwpzo4I4mn6J45n5Bu1VDS28uGkXDy+cxIMLJnCpvJboAE8cBbxpvF3s8Xax57SykITUPNpVHYT6uHLXzBiDKI/Hl0ylsr6JvB5VbizkMlZNjWBmRKDJPsqkUlZMCufj/WcMMkB7x59bW5jzyMKJLB5/4xqZieI9wji5O+LkbroWoxBSqZQXNj7Loc8Ok5OUh6WNBfPum8OY6IB+973t5yuYtDCKfZ8fQafRMnHZeGIXRJOfVkB2Yh52zra0NLTo7WOt7K1Y8dQS/Q9LUWax4HFlchlrXlhJ6pEMSrJLaaptZsfbuzj5wxmjqJKeDKTPvUk6cMGorbWhlWPfnhySeE9fM4WizGIObz1GbXkdlraWxC6IMii4LNI/UqmE365bwK6zGXxyMJFWVbc41je3sfVwMvOi78TXte/7fcfpdDbuP6sX1+NZBaQXlvOn+5bqQxT93R1595k7OJKaR3JeCS72NqxfOA4L+l8/WT01Eld7GxLScmlt7yDYy5U5YwPZn5xNQ3MbYzyduW1KJOYm1o5uFIbUO4VC4QB8AdgD5sCLSqXyZN97iQwnMrmMxY8uYDELBr1v7NyxeEf6619nn8vl30+8T/Xl7kdJawdrJq+cwNJHFxLYQ2DNrYRLQgVG+zN73UwObk6gqbZzTrGloZWCVGNr2i4sbCy46+WBV8jpQqgYMgxtFN/FulfuZPlTi8k4noVfuC/eocZOdCL9I5NJsbG0MBDuLirqmziSdqnPArwajZbdZ7OMfFESs4s5kp7H5CtTITaW5sikUubHhjD/ytTLYMzHpkcEMD3CcODw1LKBe8bfCAz1p+VFIE6pVP5LoVAogK3A9VnSFhl29v73gIFwA7TUtyCTyQyEG2D84lgyTyoNp04kYO9mz4FP46mvFF5MFWLcomj8IwYXcwwQGB1ASbZxBEvI+KBBH6snds52TF1tujamyMBwtLFEIoHehqWSK+/1RU1TK5drjO8hHfDpwUT+s+sEEqmESD8Pnl0x7bo7/N1IDFW8/wl0OaDLgX6HPE5O1shvkMyk3nT5W99K9Lzm2hLhxZv6slpSDiRzYHMCtRX1+IX5sPZXq1G3trPzvX20dpVF00HS/gukH8kUPI5ULjWq4gNQlV+JtqV10NVsnvjfDZTllpF3oXNUL5FKmLZqIvf9Zo3JMEm49T7nkbrepS7h/HffaQoqDKfLxgZ6snLm2D6zM+0drfBwtKW4yjjksLRHKOHJrAI6tBo+fGGtwTrPrfQZ9+vnrVAoHgN+2av5EaVSeVahUHgCPwEvKJVKY4OJHoh+3jcOva/5rUfeJXHPeaPtFFNCyU8roL2lO8HGzd+VZ//zBP948N/66ZH+GBMbQGleOW0CxleeQR68tPnn+IQZ+kVo1Bqqiquxc7YVXMhVtaqI+zyBmtI6gsePYcqqiX1Gh9xqn/O1uF6NRktcSg6lNQ2E+bgxTeFvtECu1er42/YE4lNzDUbeIV6u/OqOOYzx7DsDEmDj/jNsO5bS77q4XCrhrw+vIDqwc4prtH7GQ/bzViqVG4GNvdsVCkU08BXwq/6EW+TGZtGDczvrSfaIMnHyckTVpjIQboDKwip2vvvTgIUboKa0zmR8eVleObvf38eT/3xE35aw5Sh7PzpAsbIEOxdbxi+K4dE3H9Q7GELn3PvyJ29ty9frSV1TK3/66iDpV3ywpRKYGubPb9cvxKzHE/XhtDziU3KNhNfR1nJAwg3w6OLJ2FpacPpiIW2qDszlcjIFfE/UWh2VDQO/D0cbQ12wjAS2AeuVSqXx0r/ITUXM/Giee+8JDm5OoKakFrcAV5Y+vpiPfvmJ4PYSCTi42Q94fru+om+joLIejoY55/P47PWt+kr19RUNJGw5hqWNJQ++sWGAVyQy3Gw+dE4v3ABaXWfm5LfHU7l3bndiWWpBqeCIObe0msbWdvYkZlFUWYeTrRW3Tx2Lq4NxXoJEImH9nFjWz4kFoL6pjaff+46aXlasHo62TFcMPlpptDDUOe//BSyBtzvXK6lXKpX9V6cVuWGJmR9NzHxD+1SPMW6U5hovDPqEeeMR6GEQa90fNo7WJuO9HXrMU375h6/1wt2T1MPpBq8vHEol7rME6srrcQ9wY/lTSwgeP2bA/REZHNklwhWRsi4bjoh717TswsJMxutf7COzqHv7Yxn5vLpuAaH9FDZwsLUkws+dE1kF+qkYc7mUtTOjsbqFKyYNSbxFob41WPbEYi6lFFBf0T3CDozyZ+UzS7F1siXp4AVBjxUhImdFcPFMjtEo3NbRRp8Z2dbcRn6acZUfgJYe8+VJB1N4/2cf0VTX+ciccz6Pi2dz+NXnz+MfaZxVJ3L1WJhYCLaQG7avmBROXHI2tb3COe2tLAyEGzqNn745eoHfrl/Y57kTUnNJzLlsMIeu03Xa1d7K3NhR6CKDpquSzXCkdsfMi+JXnz1P3GeHaahqwD3QnfaWdv605k1UrSpsHW2RmckMzKosbSzQarQGXto+Cm8e/st9WNpY8Pnvvur05Nbp8Az0YOFD84iZ1+lfkZKQTntzu1E/AGyduh+v4z5L0At3F1XF1ezfdIjH//7QVV+3iDGTQ32NKuqYy2XMGhuof93Y0s6Ww0noALlUik6nw9HGimkR/tQ0tkKJsYNlzyo7pjicmkd7r7jvDo2WhNRcFsSEDOl6RgOieI8SGqoa+Px3X3HxTKeZUuiUEB744z04uNn3s2ffjIkNxC8yl8wTShJ/Om9gIVtZWIWzlxMO7vbUVdTjOcaDxY/Mx8bBhvgtR2isasQzyJNVzy3DyaMzq+7Jtx4xdSo8AtyQW8hRtxsneCy4v9u3pKZU2OnNVLvI1bNuViz1zW0cTc+jsqEFXxd7lk5QMGdsd2z937YnGPmNeDjZ8vNVM/nnj0cFj+tg3XfcN6AvhtCbrkpBjS1t7DqbhVaqQ+Hpek1tb28kRPEeBeh0Ot595r+kHeku7lBZVEV9RT2vbvvVVd3I/33hE458fdzk+zWltdzx0moW3D/X4DzRc8cO+lwBUf5EzY4w8BsHCJkUxOJHujNJ3fxcyU8xztx087u5MuRuJqRSCU8tn8aDCyZS3diCu6OtgddIbmm1YLHhzOIKTisLWT5RwSllIfU9plPkMilzo/tfpwh0d+LCJeNjB3o4kZZfxj9+OEzJlbJncqmEBbEhvLhmzqgXcNE2bRSgPJ1N1imlQPtFMk8Ytw+USyn5nN6Z2O92taV1w/ZFeeadxwmZEITcQo5ULsXJy4nbX1htMA207IlFOHoY+mN4BXuy/Kn+KxCJXB1WFmb4ujoYlQIrrWmgXW38xKTTQWldIxF+Hrxw2yxCvFywt7Yg1NuVxxdPYdXk/n3XN8wdj8LHcFEz1MeVDXPH80XCeb1wQ2f44MHkbE5mmbZlGC2II+9RQGlumZEjHoBapaE0t2xIZk0AmSeUtLcIz0H3xGPM4DIk++LkD2coSC/ST53UltbyxetbCBzrh8uV+pYR0xW8+MlzHNgcT11ZHe6Bbqx4agmew9gPkcExIcQHdwdbKuoNHSntrC2YER5IcVUd351I5VJ5DRqtDgdrS0FXQSEcba3426Or2HU2k9KaBjwd7Vg1JRLQkStQEUerg6S8Emb04S44GhDFexQwYek4HD0cjIoBO7jbM2l5/1W+TeEX6We0IClEQ/Xgs9r2fLCfkz+cpr6yAe9QL1Y8tZiY+dEc++6UUUJP+aVK9n18kA2/W6dvC5kYRMjEq/MyERk+rC3MuX1aJF/En9ebUpnJpKycFI6Hoy2vbP6JtILuOPGiqno+2neacWO8cbLrX8QtzOTcNcMwlFWt0WJlLqdBIAI1o7AcrVY34ELJNyOieI8CHFztWfTQfH789246rizimFmYsfjh+Ti4OQCd6eTxW45SX1nPzNUT8Rnbf3JD1OwIoudEkhxnXOm9C6lMineQ56D6u/ejg2x9Y5v+R6GquJrCjCL+Z8uL1JULRx/0l+gjMvKsnRlDuI8bCWmX0Ol0TA/3Z1KoHxX1TaT3EO4uqhtb2Jek5J45/VePEkIukzIxxJc9ical/XJKq/nqSDIb5g198HKjI4r3KOHOl24jbEoIZ3edQwdMXjmR6Dmd84mFmcX855kPKcq8DMCe9/Yx485pPPHPh03OVas71CRsOYqTpxPBE4LQdKipKq42SosPnxbGuMUxg+rrqR/PGI3m68rrifs8Ac8xHoJFkT2DB/cDITIyRAV6ERVoaKer0WjR6IyNyQA0AnUoB8MzK6ZzPvcyZbXGT3+JOcWieIvcHETNjhQsvLvtr9v1wg2gau/g8NfHiJ4XyfQ1U422V7V18PcH3jaIXvEK8eR/tv6SI9+cIPOEEq1GQ8iEYDb87u5BL1Y29qrU00VTbRPLnlhEYUYRDVXdX8bgCUEsf3LxoM4hcuPg6WRHhK87qb3ixB2sLVg8LvSqjm0ulzHGw1lQvFXqgRfLvhkRxXuUo9VquXTBeOVdp9WRfixTULz3fLjPQLgBSnPK2P3+Pp7/7zNX3SefMC/BtHtfhQ8Tlozjpc+eJ/6LIzTVNuMd6snq55Zj2Y8PtMiNi0Qi4YmlU/jXjmPkXVlgdLGz5p45sfrCwFdDpJ+7YHRJ7wiV0YYo3qMciURisvqNuaVwe4GJFHVTJdAGy+rnlpOfVkRVUbdfRtjUUFY83RnqFzoxmNCJN27hV5HBo/B1552n1nAkPY+m1nbmRQdjP4AEnYFw54xosoorOX2xELVGiwQYG+DJQwsmDcvxb1RE8R7lSCQSouZGUpZnuGBk62TD3HtmCe5jY6IQ8kALJPdH6KQQXv/+ZfZvjKOhqgGfcB+WProQC+tb26titCOXSa9JOrtcJuX1exaSU1nD6fQCfFwcmBsVNKojTWAAxRiGC7EYw8jR0d7Bppc/IykulcbqRoJiAljy2EJmr5spuP3FxFz+fv/bNNV2z01LpBJm3jkVKztrLG0sWPjgPNwD3K7XJVw1t8Ln3JNb7Xph9F6zqWIMoniP0g9ciOb6Fppqm4iYEEhNjbA9axcnfzzDvo8OUppXhoOrPVK5jMKMIn3tSis7K2beNY37fr/uphgx30qfM9x61wuj95pF8TbBaP3A+2Kg16zT6VC1qkg9ksG/HvuPYB1Kj0B37vvjeiYtu7FDsm61z/lWu14Yvdc85DJoIrcuEokEC2sLlCeVgsINUJ5fwdd/+Y5xC6INypR1oWrr4Ks3tpF1+iI6rY7QScHc+/rdWA0wNVpEREQYUbxF+sXKoe+FysvKEs4fuMCUlRON3nvvZ//lzK5z+tcFaUVUFVXz8pbeNa1FREQGg+gqKNIvSx5ZgHtgH4uTEjC3NC5HVZR1mZT4NKP2tKOZZJzI4mJiLmlHM9BqhEf1IiIiphFH3iL9Yutky9NvP8b2f+wg43iWkdiOiQkkZn6U0X6FGUW0CVTGUavUvPfcx9SV16FVa/Ef68e9r60ldkG00bYiIiLCiCNvkQERPi2MV7f9ipe//AWBMf4g6QwfDJ4QxMP/e59g2bWxsyJMVvKpuVyjn0cvTC9i86tfDsh+VkREpBNx5C0yKGLmRxM1dyxZpy4ilUpQTA0T9DbRqDXs+/ggAw0xKrtUwZFvTrD44fkAZJ7IYv8nh6guqcXV15mljy1CMeXqfDBEREYToniLDBqpVErkjL4LPGz+7RYOfho/qON2+XhnnlTy76c+0Fetz0nMRXkqmxc2/UxMmxcRucKQxFuhUNgAWwBnoBl4QKlUVg5nx0RuXloaW0ncmzSofZy9HJmzbgYABz+N1wt3F7VldRz45JAo3iIiVxjqnPcTwDmlUjkb+Ap4bfi6JHKzU1/ZYLKoghDOXk6sffkObJ06HeZqSsTq8CIi/TGkkbdSqfyXQqHoqkDqDxiXyRC5ZXHzdcE7xIuSbOOK33JzGWqVBgd3+ytRKmOZtXYGto42+m1c/V1RnskWOO7otvgUERkM/abHKxSKx4DeGRWPKJXKswqF4hAQDSxWKpXJfR1Hrdbo5L0qTouMXn78z142vvIlrU1t+ra562Zw7ytryE8vZuLiGByvlGjrjfJsDn9c+w8qe1jGeo5x5w/bf01wbOC17rqIyI3GtfE2USgU4cBupVLZ52Sk6G1y43C9rjklPo2TP5xB1aYibEoIix9egFQ2sJm6S6kF7P84juqSGlx9XVj2xCL8I/2G3Jdb7XO+1a4XRu81D6u3iUKheAUoViqVn9O5YDm66w2JDImY+VGCyTsDYUx0AE+9/egw90hEZPQw1FDBTcDmK1MqMuCR4euSiIiIiEh/DHXBshxYNsx9EREREREZIGJ6vIiIiMhNiCjeIiIiIjchoniLiIiI3ISI4i0iIiJyE3LdaliKiIiIiAwf4shbRERE5CZEFG8RERGRmxBRvEVERERuQkTxFhEREbkJEcVbRERE5CZEFG8RERGRmxBRvEVERERuQm7ZAsQKhUIKvAfEAu3A40qlMmdke3XtUCgUZnS6QQYCFsAbSqVyx4h26jqhUCjcgXN0Fg3JGun+XGuuWDbfBpgD7ymVyo0j3KVrxpX7ejOd97UGeOJW+Izh1h55rwEslUrldOA3wD9GuD/XmvuB6it1R5cD745wf64LV77cHwKtI92X64FCoZgHzABmAnOBoVewuDlYAciVSuUM4E/A/xvh/lw3bmXxngXsBVAqlaeASSPbnWvONuD1Hq/VI9WR68zfgQ+AkpHuyHViKZAKfA/sBHaNbHeuORcB+ZUnaXugY4T7c924lcXbHqjv8VqjUChG7TSSUqlsUiqVjQqFwg74FnhtpPt0rVEoFA8DlUqlct9I9+U64krnQORu4GngS4VCIVhGa5TQROeUSRbwEfDvEe3NdeRWFu8GwK7Ha6lSqRzVo1GFQuEHxAOfK5XKLSPdn+vAo8BihUKRAIwDPlMoFJ4j26VrTjWwT6lUqpRKpRJoA9xGuE/Xkl/Seb1hdK5fbVYoFJYj3KfrwqgdaQ6A48Bq4BuFQjGNzkfNUYtCofAA9gPPKZXKuJHuz/VAqVTO6fr7ioA/rVQqy0auR9eFY8AvFArFW4AXYEOnoI9WaumeKqkBzOgszTjquZXF+3s6R2UnAAmjvw7nq4AT8LpCoeia+16uVCpviYW8WwWlUrlLoVDMAc7Q+WT9M6VSOZoLhP8T2KRQKI7SGV3zqlKpbB7hPl0XREtYERERkZuQW3nOW0REROSmRRRvERERkZsQUbxFREREbkJE8RYRERG5CRHFW0REROQmRBRvERERkZsQUbxFREREbkL+P++Zz6raGlkeAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -408,7 +420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -418,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -440,12 +452,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -473,12 +485,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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IfHzGFn815wBEUcB13RG3rnuZNWMGZqfXZV1v2IRSXEWoT6MDQVKILjgbK9mJlezAdR1gEEvT8cYqKBpytAStfDoFi98HQMfKPxIQLM4//8IRn89wYppWPnHJr5Pt4+ML9gC8R29vgcuyRt6iu+TiizEaN2N0NGB2NaGV1w7YRhBElNIppDa/CC7kmnYM2Ca9ez2uC2rxJLSqWUixMpJvPoVSMhkxEGHK5MkTrrVYb5SI6zoTbuw+PiOB/y04AEEQcF0H1/XCy0aaiopKrrvmWuKv/BWjsxE7M3gQvpvLYGXiSOFCEuufIFO3HsfIYme66V7/T/S9G5HCBYhaCLOzkczO1wjPXU5q8/MEJs0hFAyO+FyGG8dx8xa2IMBR2pPYx2fI+D7sPvQ+dnvV+UbPX3r55R9i5+46nln5LJm6dYSmL0JU9wus2d2CGW8mNH0xmR2voZZOxWitI7XxOVxRQgDCs5YQnrUk70oxOvYSf+0R1JLJmPEWSmbMG7X5DCeWZeX92KLoh/f5vLvxBbsPvYLtuk7+cXw0EASBf7/lq5y6dCk//PGP6Hj2vwnPPgU5UozR0Uh29zpiC88D10GOFGElWik99zoEQcToaKR73WP9xBpALZlCYNJszO427EQbF17w5VGbz3BiWTaq6vnsRVFgFO+jPj7jDt8l0odewXNdd9QtOUEQOP30M/jpHT9BxsVo30Nq68s4eoqiZZcTmDSbXOtuAtXzkCIlxF99CH3fdszuZtTi6kFrZSvF1djpLlxcpkyZOqrzGS564+Fd1x10jj4+7yZ8C7sPnv/as+bGKuZ3+vQZzDtmHrviNsFFFyJIXrZftmETRutulOLJ2Ml2BCVAevsqrEQ7UqR40GNZiXZwHSJV01m58l8UFxfzwksv0dTcyrSpU7j0gx9k5sxZozzDQ6N3AdgT7DEejI/PGOO3COuDpskIAhiGTiKRGpWwvsFIJpN8+z+/w1sb3iJYWk2qvRnHdQnPWUp68wsUnPQB1OJJAFiZBJ0r/0TshAsJVM3MH8NKx+l87n+ILTqf9KbnvVR1WcU1c6gV01FiJVh73+LGz93AhRdeNCbzPJD91fr2I0kSBQVRVFUDRHR95GPjRxK/it3RxWhX6/MFuw/BoNJTPyRHd3dizBe4Ghsb2b17F8+/8CyrdnZgpLpRy6cRqjm+33bZfVtJrH0craIWtawGK9mOvmcDrguCKBKYuoDovFMRJAU7myCx/kmkUAGhGSeSevle7r3nfykqKnqbUYwegwm2IAgUFRWgKCqiKJPNDl/lxLHAF7Kji3FXXvXdhUBvUsp4SIOurq5m+fLTuOFzn8Nq3orZ1ThonHZw0hwELeQtUNa/iSCrFJ/xMcovvIHQ9BMw2naD0JMxGIxRcNIl6Pu2IUgyWtVMVq7812hPbcj02hO+S8THxxfsfggC9D5vjPCDxyFRVVXF9797O4LrYOupAe+7tgWmjqgGKT79aqLzTkOOFCGIEpG5pyIqAXLN+5NtRFlFKarCaG/AVsLE44P3i/Tx8Rlf+II9gPEj1H057riFfPJjH8fY9dqAm0mmbj2CEkCrmjVoJIVWXkt2zwa6X/8HiTefwujch5XLYCXaoKOO2bPnjNY0DovxdPP08RlL/CiRCcTll1/Biy+/TONrDyBOPhZB1tAbNqE3bQfbwsl2D7qflenGSrYTnnUyTi5L/NW/geuSzXQjCAI/+8XPsW2bE044AVlWCB6QFanrOs888zRvvLWBwoIY7z3vfKZPn37Y83Ach9dfX0Nd3W5KS0tZtmw5mnbk/TJ9fI52fMEewPh1lGqaxs9+8lP+9a+neOzJf9Le3E530z608lrCc5bR+cKfiaS99PVe7GyC3L6tFJ/2EexsAsfQcREpXNxTTxswO/by7VtvRXBtBEFgwcLj+cINn6emppaGhgZu/OKNWIFC3KIpsLOdh/9+A5dfeimf/tSnD3kOTU37+NLNXyaVsxEKJyFk4/zov37Mrd+5leXLl77NXoP/TQTBy37sLYnrpa/v/7kvrks+nrv3Z8dxe+K8D3kaPj5jgh8l0odgUMVxLEzToKure9w8ig8WPQGwa9curv+3z1J0znXkmneS3PICWCahGSeiFFZixltIb1uFWlaD0V6PHCkBAax4C8FpxxGZfwaC4HnF9KYdpLe/QvGyD5Hd8xZO/ev87je/5T+++Q3aA9UEa0/In9fJpUm/8r/c+s1vcsIJi4c8D8dxuPpjV5MqmkmgZtH+NPq2PehvPs5DD/wVxxExDANJknBdl2g0SnFxIbKsoCgKuZyFJImIothPlHvFGNw+P+/HO5fQR9CFPvv2liPwEqZG8u/uR08cXYx2lIhvYffDpdea65tEM17ZsmUTWnkNgijh6Em0shoC1fPI1q0nt28bghJAEGXMjr0ULb0cpaAcAMfIEn/tYdLbXiEyZxkAWuV0ul9/FHAJTT+BjJnl17/+NU3NLUTP7B+nLWph5Kkn8NcHHzwkwV63bi2JrElo0aL+afRlU7HKa7n209fRuK8BbAEHG1GSmDZ5Gv/n6/+HM844E1mWeqxjB8exev53BhXog7FfuMUeK13sqVki4ThuTy/PkRVvH59DxRfsPvRNfxZFMZ9lN16JRKLY2QQAUriIbMNmYgvOzifVOKZO+1O/8/o99og1gKgGiR1/Pp0v3E145sleNmVv7ZQei1udNJe1ax5AKyjLW+F9kaIltLS8eUjj3bOnHqmwctCFUaGgipb1u8EWqEjWUJAtBQSS7Z184XNf4M7f/orly5djGHq/7MfeZr37O9S4eRHvd3xBQBSFHstcRJJEZFlCluX9tcd7XhdFCUXx/vUK91jH5Pv4wBAF+6Mf/SidnZ3Isrf5d77zHRYuXDiiAxsLXHd/AaiJUDB/yZJTsG67FTPejFpeg7thJZn6NwlNOw4AUQkAoJXXDNhXDhciKhp2NoEcKSZb9wZa2TT0hs1eN3fXRZYksp3NqLaFcEBfRSu+j+m1A4/7TpSVleNmugZ9z4y34to2pakpFGb331xiuRJoge/d+l0efvQRcrkchmFimtYh3VC9+jCD14gRRQFZVlBVBUWREQQLQRCQJBlJktE0rzyAadpYli/cPmPHQQXbdV3q6upYuXJlXrCPVg60sMc7mqZx0xe+yA9//CNCM08mPHspqU3Pkd29DrV0Kma8BXCxs4l8z8heXMvEyWVxchmSezaQ3bPBW8UTQC2dhpXuIpPJUFlZQee6f4AWAQS0yhleze369Vxx00/zx3Mch3Xr1tLQ0EBlZSUnnnhSvixqL0uWnAI/+gG5lp1oFTPyr1upTnJ7NuIKZo9l3Z+oXsyO3WvYvbuORCJBYWHRsEaVOI6LYRgYhpdFqSgymqahqi62bfW4SxRUVUZRXAzD9i1unzHhoAq8a9cuAD71qU8Rj8e54ooruPrqq0d8YGOBZ7AJPY/P41+wAS688CK2bt3Cw4/+3ctmFCWwTTJ169EmzcXtbia1dRVFS6v7uTbSu14HIPHaQ577QFSIzF2Wt84B7Bkn0vz8XSApBGoWAS7JN5/CNbLcfNOXmDVrNgANDXu5+au3kM7ZiAUVuKl2ZDvHD27/fr/iUoqi8L3bvsct/34Lbst2nFgVQraL1O43KEiUEQ834wrugFB4FxfbtvnAxRcjCzI2Fuee+14+9/nPEwgEhv2amqaFaXpWdiCgoWkqtm0jSRKyrKBpMo7jkstZvo/bZ1Q5qGAnEgmWLl3K17/+dUzT5GMf+xi1tbWceuqpozG+UcXrlyghCJ5/c7zjOA63fvdWnnnmX8iRElwrh+s4YFvI0VKseBNK6TQEx6bzhb8Qql2EIGvk9m3F6Gyk+IyrMXaupjrksqN+L8GpC/odXwoVEKhdjKOniMw6GYDwjJPIrHuUffv2AV6DgS9+6SaMqgUEpx6Xf0LRG7fwpZu/xP/ec1+/uO7584/lnrvv5YknHmfHrl1UVS5AXzSTh+59GMXS6Ao1U57qXwq2O9iG7KhMbTgWxVExRYOX//4qe+rr+cnPfz5iZVdd1yWb1clmdQIBjWAw0NNfUuqJV1cwTRvT9It0+4wOhxzW96c//Yl9+/bxta99baTGNObouo5hGKRSA9PAxxO//NWv+fNfH6FwyQqkYBTXdTFad9O97nEESUEQRKLHnY1aOpWO5/4HUdFAkBDVIGpZDYHq2eA4tD/1G6KTZxE8/n0DzqE37yBb/yZFS1bkX7OSHRhrH+KZp//JypUrufWOOwmedNnAfdf9nc9//HIuueSSt52D4zhs3LiRaz55LTVtC9hTspGiTCWFmQoEV6A72EZrbA/T2ucTsqL5/VxcGqdt4ke/+CGLFi06wis5dFRVRVVVRFFE0zQURRm1c/v4HNTCXrNmDaZpsnSpl9Tguu4h+bInUhw29K3YZ6Pr5rjwVQ4Wh63rOvfccw+Fp34EKegJmSAIaBXTCU9fTK6tDjuTANf1wv7MHFK4CLPTKyBltO4itfk5QtMX44oiyeZ6Aq4DCLhmDscyyO5eS3bPW7i2Tdeq+wnPWoJaOhUpUkwyEae7O82WLdtwopWDjtuOVrJx0xbOOef8/GuCICDLnmvGcWwcx6GxcR/FchkBO0RNxwLaIw3sLFsPuATMMJKl9BNrAAEBrSvGC8+/xOzZxwzfxT4I6XQOSRIJh8PkciaSJCPLCiCQy5kH/az78clHF+MuDjuZTPKzn/2Me++9F9M0efDBB/n2t789rAMcTziOm48QkSQZ2x6f5Tz37KlHCkQGLCYCqJUzSNetB8eme+1jCIqGa+bAMig79zoEybMKrXSczhfuRi2ZitXdSvszf8Q1dW9bUSIwaQ7Fp30EUQuRa95J9+v/ILrgbKRglJKyCmRZpqSkFEkfPCVe1LspK9svpqIoIEmeWNu21ROWZxEKhTEkHRcX1Q4wqXsmk3oO2RlqJh5uHvT4ruSgqKNv4dq2QyKR7HGTBHEcB1VVCQQUDMPyI0l8RoyDCvZZZ53FG2+8wQc+8AEcx+Gqq64a1UfQ0cZxXCRJQhAEFEXCGJ96TSgUxjayuK4zIE7a6GjENXXCM04mMHkuTi5N1ysPEDvhwrxYgxfaFz3mDC+z0dQRHJmCRedjJjqwulsoWLTfMg5OmY8ULqT79UcJRgr45Ic+BMCZZ57Fz3/5c6SuJpSiqvz2VqKdXNM23nvetwB64puFnpRwG9d1yeUMHMdh3rx5aBGFZKCTmF6SP4YtWKRK27wem4JFVknRFW7GkHRkW8UMZzn99DNG4vIOCV3PYZoW0WgYw3BRFBVVlRFFG8Pw/do+w8+QQiG++MUv8vjjj/Pkk0/y8Y9/fKTHNKb0ukC85Inx65+cPHkyVZWV6A2b+73uui7pbauILTiHyNxlyJFiRCWIFIwiBQY+ZqklkzG7WxG1EAWL34dWMQOjeQehaQPj7NXiagAKVAE9p9Pa2ko4HOabX/8mmdcfJrvxGbJ7N5Ld/Bzp1fdz85e/4lngebF28m4QXc/l46hFUeQ/vvl1uiY10lZWT0LroDPcROPULSw+ZTG1M2rYWbmOfYU7iOhFVMdnUaCXItgi/3p6bGt527ZNd3cS0zQxTQPLspBlCVU9ukNgfcYG6Vvf+ta3RvIE2awxYsV1wmGNTGZ4TWDXJR8h4roOhmGOeeiWqsqDRiIcM28ej93zO8xMAmQVq7uN7nX/wNGTFCy+qH8Y345XvSgRsX/0ixlvQm/ajoBLdME5CIJApn49WsUMpFBswDmzdesxI5PYXLePv971O2KxGOeccy7nnXseYq4bNdvBiXNrueXmWzh+4fH9xNq2PbE2jIGfidLSUi686HwMVScV6KJqfhk5S6du6x6yuy2ycorp7ccTNguQHZWAFSaWKWHV3pWc+Z73EIsNHOtokssZSNL++ia9GZQHroGMxGd2POLP8/ARBIFQSB30Pd8MGATbdnq+fAKqqpDNjs/H29mz5/CH3/2B++6/j9VrXkEUBc44YylPPP1MP2EWtRBqyRRS21cTnbc8/7prW6S2vITQU2ipt5aKVl6L3rgJtaS63/msZDuOaRA99kwESUatXcyvfvNrjp0/nxkzZvKpT/av3negWNu2k09O6UtTUxNNTU1MmQ2sXKAAACAASURBVFLNx3qe4G77zq3odQ7V7fPoDDcRy5ahOP0/xLKjEk0V88wzT/Oxj33iyC7mMJBKZQiH99+JvMVIyXeP+AwbvmAPgm07PRaS2CPY+lgP6W2pqqriCzd+If+7bds8/+JLmAf4lKPHnUPnc3dhdjYSnHIMjqGT2bUWRAnXNJCjxeSathOYNIdgzSI6n/8z6eCrBGsXIUgKZmcj3Wv/QXjWyfk0dTlciDr1OB546EG+8uWv9BuXV7ej12ftDCrWXV1dfO/W77Jt2zbCQpSMm6J2ei2fu/EGVr+2mpqO4xAQcAQb2Xkb95QhkUqOn/DLdDpL3wJisuwl2fgLkT7DgS/Yg9D7GCtJEo4jIUkStj0xrCRJkrjmU5/ml7/9PSw8H6WwEtd1MDsbcRybQFEV2bo3cDNxHNMAUUIprsYxMyTefArHyBKYNIeCxReReOMpzwIXJQQtiKiFMdrqCU1fvL9gUrSMvY2N/cbg1eEQ8wuMtm0PEGvHcfjqzbeg73CYFj+OrJpEUoI0pFr4xn/8ByEpjOR6H8+gEaUlVkdZagpCn9rYLi5mcZrjF/VvSjzWpNOZfmVcVVXGcQ4e8ufjczB8wX4bLMtBliUsy0tPTqczYz2kIXPRRe/DcR1+/4c/kHPBzOW8KnWWQa5uLacsXc71117H7T+4nS11jdjZBIHKGWTq3iC9bRXJt57xqvYJAoVLL0OJliKoQXBd2p/5A5ldrxOqWYggKbjdLdTOm9Lv/AfGWRuGOWCMK1eupL2xg6rELHaXvomAQMiIYbsWqc4EgiRSLthIrkTYKEB0RVpidZQnpyK6Eg42ncX7iFVEWbLk7RofjB2pVDofwqiqATRNQdePfp+uz8jiNzB4G0RRIBBQ8iv/8fjYNTR4uwYGB8OyLBobG1FVlaqqKhzH6Ve8P5PJcNVHP0IyZyPHygjNWuIlzehJ0jtfx053Uf7ez/YLBUxueh69YTOuYxGathB730Z+c+evmDatBtjvt+6Ns87lcgP+/g0NDfzbZz6DmgiT0RKUpKspTVfnreek2klDyVaCVpSKrhqCVgRbMGks3EFa6yaqxMgJOguOPY7/+42vU1RUdJhXdmQRRYFYLNYTNaJh2y6xWNBPKDmKGHeJM+9WvLrKXlanbVtomoquH7pojiWyLDNt2rT87wcWtAqFQkiiRMEJ56Pv20J81f24Zg4pGCU0fTHpuvVYqa5+tbRxbII1CwlMmk3XS//LB993YV6se/3WvfWoDWNwN8DPf/IzpIxKJpBAdpR+Yt0ZaqI1uoewXojkyOwp3oTsKIStAqxIlg++fwVnn3MO5eUVlJWVDf9FG0YcxyWVShOLRbAsE1kefOXfx2eo+IL9DliW3ZMIIREIaBNOsIdCOBImaeaIHnMGkXmng2N7Ff9ch9S2VV79kR4cM4feuJmiZR9CjhQTW3gea9atz7/vuQDcPlEhA/3+yWSSTZs3IaESy5biCDa6nEZxVHJylvZII9PbF6LaXhU+F4eGwm0k1E4KYjE+/olPUlAwMLtzvGJZFrqeIxgUEEXveggCfh9Jn8NiYtQQHSO8FlGepdpb7Odo4/0XXoRVvzZfC1yQvPjh7J4NgICVjuMYWXKtdXStug9t0hzkqJeNqJbXUr97B67r9kk5t3tqsViDnk/XdSRBQldSGFKWZKCTpsKd7Chbx76CHZSkJuXFGkBApKp7Bo5g47bK3PuXv4z4NRluMpkslmVhml5Mv59U43O4+J+cg2CaVt7KDgYDGEbuqLKOLr74ElY+/xz1r9yPpYZxcmkcI4udiSPHyul+7RFcx0KOFBOqPYHA1GPz+zp6kmAwnO9c7rpOT2eWt68TXVxcjBbQyBk5VDvIlNa5SK6MLdi0ROuIh1opzlT1iwaRXQXF1gimojzx+BM4rstbb75BJpslmUjQGe9EUzTOOus9XHPddZSUlAx67rEknc4Qi0V7GgyLPa6jo+iD5DMq+Bb2QehtxCrLSs9C5PAXzB9LNE3j+muuxUy1I4oCwakLCFTNQhBE3FyW4tM/QmDyMSilUwlOW5BfsHRdl9yu1zjvvPciSd5rXk9F5x1DICVJ4qxzzkR2FKoS0/Ohe5IrUZWYDkBKi/fbx8HGlAx0KUO8u5O/3nsfdW/sJfOWjd0gItgC0bZS1jz8Btdfew3xeHzAeccay7LJ5YyeLE/fyvY5PHzBHgKmafe0iZIJBLQRK5g/Fti2zbf+89sEF5xHbNGFBCfPIzJnGSVnfQrXNnDNHNF5yzFadxN/7RFyzTvRm3agr/s7UaOTc84+m3g8nl9ofDtXSF+CwRCxbGk/Kxq8kqkxvYS02l9w2yONBMwwnZEmVCtIWXIKNZ3HUpquZlJiJtPbF9IZaSaSLIZWhb/ef9+wXqPhIpvVeyoUmj2VC4+ez5HP6OAL9hCwLKcnYkRBFEXC4dBYD2nYWL9+HZaoEaic2e91KRAmVLuI7J4NiFqY4tM+gloymeSmZ9H2rmZyYYD29ja+9q3vsOKyy7j5q1+lra1tSI1xW1tbsKWBsdkAlmgSD7fSFtlLZ6iZ+uKNJAIdCI5AJFeEKzgUZfrX31btAMXpSuKhFiLxElY+/czhX5ARxPPtm/lqhYriW9k+h4Yv2EPEMKyeVGOvu7Y6BnWYR4KOjg6kUOGg70nhIpxcGgBR0QhNP4FQ5XQURWFv0qbgjE8SOvVqCt5zDZvaTW784k1YlmdhO45DMpnI/97vnC0dJAIdWGL/RBJLMOkOthFwgiS1Tloj9WSUJLZiIhTZSI6EZoUGWOYAASuMIeUQEEgmk3zj//4Hv/z5z6mvrzvCKzS89LpEvOa+Qr72uo/PUPBv8UPEqwdh98Rl24TDIUwzMeaV/I6UGTNmkOtoQHUcBPHAutp7kWP7Y51dyyC7ZyOmqhE7c0W+wJQoqwTnLCf52l958cUXaG5q5oG/PoCe0xEEgbPOeg/XXn8t4XAY8K5lRC+krmQDpakpBM0wupymLdqAZCsUp6qJ6SW4uKTULppLdpHVszjBNJIr4eIOEO2skkK1A8SDLZgpmx3/aGBLYCePPvJ3rrn+Oi69bGALs7HAi0838jd/WRb94lA+Q8a3sA8Bw+h9lPV6+kUiE981MmPGTAoLYiQ3PtvThNgj11aPvmcDSlGV55vuaqLrlb/h2BZKxYwBZVoFQYDS6fzu93/gwbseobSuhpl7FzO1YT5rHlvHV750c97aPnHJiagBjYpEDYlAG3uLthAPtlGanIwtmQQNrx2YKeVoKtxFLFVKTesCprcvRHBF2sIN/c6dkzN0hveRURJ0BzqY1DYL1QoSSRYzqXEOv//Nb6mvrx/hKzl0dD2Xt7InQrNnn/GDb2EfIrmcRSCgIMsKrusSDAbGdTW/oVBZWUXr1p20P/171JLJ2Jlu7HQcrXou3Wv/gWvmEIMFBGuPx9ITYA6eQOTksnS0d1LdVUvA8qxpxdEoa6uhKbCNV15ZxfLlp3HBhRfwlz//BUlSmdw1FxERU8zRWLgdwRURXU/EWqN7KMpUUpaanD9HTcex7C59i0SwnWiuGEPKkta6KUtORVfS2JLJrrI3UO0AjmAjuiLBVIRHH3mEz33+8yN/MYeAZXlJRaJoIUkykiSOi96hPuMfX7APEcdxMU0bRZFxHIdgMNBTjW7wRbSJQDjsLTAqhZVYiVZEdQ5qeQ2CKNERb8ZVTexskvTWlxAlGadlJ1o2gRTc3zTAsQz0ureo6J5MR2QfMX1/FIiAQKAjxkvPv8Ty5ad5JUddm2Sgk/Zog9fuSzIoylQguhLdwVaKMpUkAx1UtUzvN1bF0ZjetpBtFa+hW2miRhFV3TOQXQUXlz1FmwkaEcrTUz2XitZFY+F2du3aParX9GB4DQ+knpBRX7B9hoYv2IeBF+YnoCgqrusSDoew7dSEKcF6IO8952zW/+xO5KkLUAor8q+ntr2Ko6eJnXABalkNrpEls3MNbtNmOp//M5FjzkApmoSV7CCz8UWiyRjFmSraog3Yooncp+GAi4soeaVqd+zYToFQQllnLaaYwxYtVDuA6EokAu3Eg20UZSq9fdyBXjupxwKfGp+L0MerJyBQnKmiI9wIae/3aK6YktQkuuNduK7L5s2bWL9+HZqmcdppp1NeXjHg+KOBYZiEQkEcx0aS/K+hz9DwPymHSa9rpFe0o9EwiURqSGFt441ly5Yz66GH2L72YZTak5DCReRad5Pevori5R9BKfAWHgUtROSY08naOuKezZivv0JGyqE4GuXxUmJ6KV7XGgehj9C6uGRLuznr7LMoLCzwrpngLdYqjobi9KlXIjjogRTtU+pRTJVEoJMCvbTfeBOBTiRH7ifWvQjuwKiLaK6EnTvf5JKLLsIyHMKpQlAcfvvr33Dlhz/MJz/16QH7jDS9TR0kye5xiwjY9sRewPYZeYYs2N///vfp6uri9ttvH8nxTCh6RVtVVQzDJRqNkEwmJ1zKsSRJ/OD2H/DXv93Pw3//O4nubsrLy8iFC/Ji3W/7qnkEuxoINIcp65rX7714sBVRkMkqKUJGDEPO0lW2j9o50zjnnLORZZklS04hIyTISVk0O5jf1xP2ONdd9xnKy8tpbW3hj7//f4jNEpGcF3qY0uI0F+3Cdm0MKYvaZ3+A7mBrflsHm0Swg6TWCbjYnSLTuubnXTVF4iT+ds/fmDV7NsuXnzacl3RImKaZX3QURXHCPqH5jB5DihJZtWoVDz744EiPZcLh1Xs2EQQRRdGQZYloNDohY2sVReHDV17FvXffw2OPPsYtN9+Cpr5dOVCXwqIizPIUbUV7yUlZTNGgM7KPeEUTH7r6Cpz5SbZXv0bXjL287+oL+OWvf4mmaYiiRDgc5rM33EBz9Q4SgXZswUKX07RU7qJyejkf/OAKzjzzLK644kq+9Z/fwZ6bYFvla2ytWE1zbBexdAmSrVBfvIm0ksDFxRZMWiL1pLVuwrkY8UAbO8vW0x1oJ2TEKMpUoispz13Sg+yoFLRWcs9dY1NQqrfmiuM4E/Iz4zP6HNTCjsfj3HHHHXzmM59hy5YtozGmCYXjeKKtaQqKogE5YrHohHWP9DJ79hwwdcx4Sz+/NoC9bzPnnHUm3fEuHn3kH7QF9iK6EjXTa/nmLf9Fbe10PvrRjwGe5VhYWIiieAW0BEEglUrz/vdfTElJCf/9//5EXf0bRMJRVlz6AS67/EoUZX9S0pIlp3DyKUt49sEXKe2YjGwr6EqGWLaM5uguGou2epX8BBfBEUFw2VO8FXApTVVTktnfSLgkXU1dyVsEzShhwyvRGjQjNDTuGvkLOgi27YU5uq6DKPreSZ+Dc9BPyTe+8Q1uuukmmpqaRmM8ExLbdsnlLDRNzot2QUGUZDI9aKbfRECWZW74t8/xk1/8AnvuGWgVM3CMDLndrxPItrN61as0bW5jSvs8VCtIRk3QLjfy9D+f4trrr88fo7CwAEmS+oh1Jh9Rs2zZqSxbdmr+nIN11nEchyeffJzqjnlklSQtJfU9/msBSzRwcJjdeiIZOUlD8VYqktMIGlEairZQnJnU71iKo1KSnkQ81JIX7JycQVXGprGA47h5C1uS/DrZPgfnHQX7/vvvp6qqiqVLl/LAAw8c1gnertXNcFFWFh3R4x8OjqORzWZRVZlcLodpHnnIXzg8+rW4V6y4hNLSIu78ze/YteYRFC3AueeeyyknX8yP/vMOJjXPyfuDw0YBWmOIRx/9B1dceQXV1dVEIhFEUezpQC+g6zqKIvTc1AbnwHlms1lM0yQnZ2iJ1TOlcy5By/tM6XKa+uJNxANtdAfbiOQKKc5UkdS6UN8mhV2zQiQCHQDYgkVLrI4CMTaq17fvuSRJQFFEwmFtTP7GI8l4/G6OBKM5z3cU7Mcee4y2tjYuueQSuru7yWQyfPe73+VrX/vakE8wUXs6Hi6iKKBpMoIg4Tg2oijjujaZTPawj3m4PR2Hg8WLl/CH3y7J94OUJJHv3XYbgbbYAEGUXYWYWcyaNWuZNWs2risAIqZpk0qlD1rJb7B5uq5ALFpAm76Hyu7avFiDVz+kOj6LhqKtSLZCSY9FrVkBdCWNg4N4wDJNRkngCi4t0Xq6g22IjohtWaN2fQfOUey5TjkMw8KyJq4brS/j8bs5Eoyrno5//OMf8z8/8MADrF69+pDE+t2I47jo+n6ftiCYBAKgKDKpVGbCRgL07QfpOgNreexHQFWVnqYGErZtk0ymD9ufLwgCV171Ye688xdEcwOb7YaNAlzBIWRG88WkVDtI0AzTFt1DeXJafqw5KUNnuIlwrhBwmdI5l5ySQa4ZO7dVX2PmaCrb6zMy+LVERgDXBV03sSynp7qfhizLFBRECQYndgMEQRA48+wz0Uu96Iy+2IJFUulk+fLliKKEaZrDsvh6+RUfQpZkLHG/a8nFJaMkaIrtBFdEdGQ6w004gndDnNQ9i4yaYGfpeppiu9hTtJndpW8R1YvRlTSd4WbqSzbQGWxmas3UIxrfkdBbR7y3RZuPzzsxZMFesWKFH4N9iBiGhWFYiKKEqgaQJJlgMEBBQXRCF/1ZunQZlTXltJbvxpC8OipZOUXL5J1cfMnFVFdPJpPRSSbTw1LNUBAE3nveBXQWeAvfLi7NsV00Fm5HtjWiehGJYDuWaLK97HVaIvWYUo6IXowlGtiCSVqNE0uXkdGSVCWmM7d5CTPbTiBkRli75nXS6fQRj/Nw6LWwPcEekyH4TCB8C3uEsSyHbNbEdUFR1Ly1HYtFiUTC+ea1EwlZlvnpL37Ke644ncYpW9g2eTXdsxr51I2f4JZ//3e6uxPo+vAWxLrm+uvIFsTZW7iFtsheMmqS6e0LySlpLMlgcnw2M9sWUZGsJR5qZW/hFkxZp6bzWKq7Z6PZIbojLUztnEfYKEBAQHZUKpPTEbtVHnrw8BbVj5SJXp7XZ3QR3BH+xLzbFh3fCVkW8738LMvEtq2e5BuDbFZ/W9fBWC46HogsS4RCAa+Ak+N14jEMg2AwiK7nhlS50DAMnn12JatXvUogGODc957HccctJBIJvOM8f/iD7/PkI0/gCi5ViekIrkRrtJ7p7cf1S1M3pCw7S9+gpmM+ruDSHmkkrXYTsELUdhw34LhJrRPpuBx/+vNdQ7oGe/fu4dlnV6JndRadcAKLF584ZHfGgX9L7+YdQVUDuK6XPXs0MNG+m4fLuFp09BleLMvBtg0URUaWFSRJxra9TjaapmIYZk8Y4Pj70sqyTCCg9mQrCgiC0FPT2RPtRCI5pIpznZ2d3PDZz6K3G6idURzR5rmnn+XEpSdx+w+++477nn/BBTz95FNYhoVqBekMN1GUqRhQU8RbdIxQV7IRAQHNCCK4Xp2SwXBxsWyL7912G6+vWYOqapx/4flcetnl+aYL4FnDv77zTh5+6CGiqWIwRf5e/CiVUyv4r5/8hEhkZENYfXwm3vP4BMd1Pd+2rpv5PpGqGkCWFTRNJRqNUFAQIxDQxjxdufdGUlAQJRaLoGkaiqIQCARRFAXLckgkkqRS6SGXB/3B927HqhepbJhFcaaS0lQ11fXzWPviOh599NF33PfYYxdw8tIluIJLRk3gCE6+dvaBSI5MYbaMgkw5upqhIFOBJRnk5Ey/7Vxc2iINtLa1sv6hTRRsq0bdWMTffvMwn/jYR0kkEvltn3nmXzz8wMNo3REsyyJoRJhUP4fOzQl+/IMfDmn+B+L7rX0OBV+wxwgvpb2/cGtaEEXxRDEUClJYWEAsFkVVVSRpdBYpJUkkENCIxSIUFRUQDodQFK8qoTc+FUEQetw4WSxr6GGK8XictetepyjePwNRRCLWVsE9d937jvsLgsC3vv0d3v/Bi2mN7kUzg/kkmL44gk1a66YkXU1VspbajgV0h1tRjSD1xZtIap24OBiSTlPBTkxZp6xtKiWJajQrRMiMMqljJnqDxSc+ejWJRIJMJsOPbv8BZAWCZgTVDtISraehaAtFHZN4edWLJJOJQUb9zvS6UrwnlkPe3eddhu8SGWN6hdvr8Sciy1K+sL3XlcRGlgUKCiQcx8l3K7EsC8uyj2jRyjundz5ZlpFlCVEUEQTP5SGK3nuC4N3XLcvu6WvpjU8UD+1+H493EZCC+XrWfdGsIB2dB28yIEkSN930ZXK6zhNPPIHoSLRE6ilNT0ZyJQxJZ1/BDmJ6CarthVAGrDChXAFprYvCTCVtkb3sLdqC5MpEskUIrtBTGrbPtUGgJF1NQ+dWfvj971NcXIySCFIdn52P6y5OV3ntzcItaGKQtrZ2otHYgDG/E73X0BPsoyNpxmfk8AV7nOC6Xicb07SRZRFJ8lK6QSYYVHDdLI7jIMv743Z79+td/PP+d/q8t/+R2xNgsadTt4ggiHmXS69Ae6+J+bofALbtYNv7M/C8cQEcesfv8vIKDFfHFA0Up3/9joyapGZa7ZCP9ZVb/p3urm7WrllHIthOZ7gJyZWxRZPCTDkViZp8pmNOyqIrKURXwlAymHKOSK6I6vgsLMkgoyUHTQSSHBnBFXjppRcBlxmJRf22ExAoT05lT9FmJEegrKx0wDEORu8NEvw6Ij4HxxfscYhlOf0EMhzWEEWZvl4RT5h7/7k9/wDcQa3uvo/efQV6v3DvFw1PpO1B/dK9x+7d/1AIhUK897wLeOHRlylvqs2njRuSTndZM1+95oYhH0uSJG67/XZWr36VJx57nO54N8FwgA2rNuEKsLViNa7golgBLNGgNF1NaXoyAgK6lKaxcDvby9cguCIuLgmtk1iuuN85koEOwkYBKbqxRbNfo4VeNCuIJRmctuzsQ7augfwCLvghfj4HxxfscU6vaGazRo+VLCBJnpX8zq2l3D4W9ttbwo7jYlmehW7bg4t9v6P2EezDSf753I2fp729nbWvv040V4QrOSTkLq655lqWLVt2SOGLoihyyilLOeWUpQB0dnZw2YoVSKqEgIjggi2ZSK5MR2QfWTVFSaqaxqKtFGbKKYxXILgC8WArjYXbID6LWK4EF5dkoIOO8D6mdM6lO9CO5ErocjrfXLiXjJpEkwN8+StfOeRrAfS4nHzB9hkavmBPIDy/totXjsRb7BOEXmt3v/Xcy4HlOvta4vst8kMdg/ev91FeFMVDSj1XVZXbbv8edXW7870Vly1bTkFBwaEP5gDu/vNd4EB5soaYXgJ4HWqaCnZQnphKd7CdvUWbKclMoiw1Jb9fWXoKoiuxr3AHrU49jmAj215H965wq5fOLmfYV7CDaZ3zkdyeWHrBpKNsL5+/6cbDDunru0Yw0ToV+Yw+vmBPcHrFt+e3UTmnV7nPExlJkg6rVkhNTS01NUP3WQ+FJx97kvLk1H49IKO5IuieQWPhdgoz5ehqiqJ05YB9i7IVtMTqMUSdqF6MIzo0FG0BBGRLRXZkVDvIjvK1RPQiryN7sJN5c+Zz0UXvP6zx9m0P5ou1z1DwBdvnkHEcF0WR8m6R4aj3PRyk9TTV2XkDXo/kPIEtTU2mM9w8oOQqeM17BbxbXioQR7UDVCVmINsqe4s3U90xn4AVxkhXk9LiCK5AYbacPXvqD3u83qIyCILoN+D1GRK+YPscMr3WoCCIqKoypHT00UCWJBzBQTpA+1wcEEB0RSK5AroD7RRl+7c9SwY6EVyRmF5MTs5Q27EAAbGnX6SFZoUAUO0AxZn9FnpDZgumaaK+bf/Lt0dRlLxryXEmZtldn9HFF2yfQ6Z3IdRzh0iIojDmj/Su67JgwUL2xJsoT03r915XqJVwLoaIRGlqCnuLNiO6Uh8/dxf7CnZQlK4ip2QoSU/Kp7sLCEiOzO6StzAlHdlRKcyUU5ypJCdniYZj/XpQDhVBIN/nEhhypqjPuxtfsH0OC9t28mKjKAq5nDFmY3Ech+/eeitbNm5GD+dwBJfiTAWCKxIPttIRaaSmYwEAITPK5PgcWqN72FewAwEB0ZFwcSlPTaW+eCOSs1+AO0JNCIiUpCcRNmLkJJ326F7SWjdSUOSyKy4/rDrWvSIvilJPb8fhuRY+Rze+YPscFrbtIEkyoiiiquqYCvZjj/2D155bw9TGY7EFi/ZII3UlG3AExxNGWyCrJNF6+jyGjBgF2VKMSBbFCmAoWXpDHwNmhM5QE13hZkzx/7N33uFRlF0fvqduy6YXQu+9iCjSpQgKSLOBqK+9Cxbs4ieovPaGiq+9IiAKIioqKGBBUAEFlRLpoYSQnuzu9O+PSTbEoIRqYe/ryqVsdneeGdjfnjnPOb+jockR6hQ2i9Zoy7aKP78Vv6X9SN0GtTl39HkHtWZVVaJVNoYRS4fEqBkxL5EYB0XFLbwoSuW39n/dP6X3ZrxLfG4GoiOh2B4yixvTfPeJNNvdCQSHZ6ZMwWkeYUeDtezJ3MLWOj+TE9yCYnoI6AnUzWuJYqvlhlImmhIiGEmmVnFj0krrsDNhA0XePdHjuRF3JqVFpdGNwwNBEIRyf5gKq91YOiRGzYhF2DEOioqOyAqLWK/Xc0iDhg+FvPw9ZBhNqz0uOTKq5CUYDPL29On89NOP7Ny5gzp16vLG66+T9c1G0kvrl7eYN2Bb4lpEJJrkHhettfYbQeK0JDan/EJQS4q6A4qOSOlBbrZ6PO4GpSTJ5emQWD4kRs2IRdgxDhrDsKImURUi9FdQt249Qmp1E3lD1DEcjdTUNERRpGPH4xk06HQ6dDiOIUOHEvIXszllNUXeXBwcBEckqaxWVKwr8JoB/HocJZ4CwLVkLfTlUrdhXcB1Ifzss09ZsuSbGtWku9a5bllkLB0S40CIRdgxDpqK6HDvKDsSOfqTcc77z/k8sPG/+LPjo6ZSDjZ56dsYMOA0fD5fled/9tknPPnIE6QW1CUnfjOFvt0IiKiWt5opVQWSrWALJpZgkhu3DU0Os2XjZs4580xy9+xGNX1YogEyXHnNVZx99sh9vo8su+kjWZajdykx5vcZYwAAIABJREFUYtSUGgn2U089xaeffoogCJx11llcfPHFR3pdMf4hGIaFqrrlaV6vF03TjnrFQ/fuPRh5wSjeevMN4o1kBFOk1FdA++M6cO2YMVWea5omTz81mYwdTdCUMuK0JOoVtgQg37+TEk8+ieH0Kq9xsCnxFlCqFpATv4U4LYkmezqQnbiektIQzQpOQLaVcg+SfKY88yypqan06dOv2lo9Hg+2TflU+Vh0HePA2K9gf/fddyxdupQPPvgA0zQZNGgQJ598Mo0bNz4a64vxN8c0bRTFHcBg2xZer/cvaaS54D//YdDgwXzzzVdoms7xxx9PkybV89pr1vyKZCr4zDhCagmSXfkRSAinkxfYTp5/B8mhTAQELMFiZ/wGPIaPOkXNkGwZyZExBYOIUkbT3ccjO26JnoBAfCSFUFkxz05+pppgezxq1L7WcYgJdowDZr+C3blzZ9544w1kWSYnJwfLsvD7/UdjbTH+Iei6hccjI0lyNC3yV2ykpaSkMHTo8D99jm3bUU9rvxFHbtw2EkMlSEiopjugYGvyGvLidqCaXiJKCByHRnntUS0vhqgRUovRpQheIxAV670JRlLYlre2ymOCAD6ft3w4hYSux8Q6xoFTo5SIoihMnjyZV155hdNOO42MjIz9vyjGMUPFIN6KKDsQ8FNaWvZXL2uftGzZCk0IE5FClKnFOKLNjqQsbGwkRyKprBaypVKvoAWmZKCaPnYlbKRMLWCPmk2JtwC/Hocmh3EEx92s/J19rSXpCOU+1xUTfXw+D6rqwePxoOsWglBh/uSUD5+IVYrE2D+CcwChUDgc5qqrrmLQoEGMHLnvTZUYxza6rqNpWvm8x7/f9HeAt6dO49nJUxA0kboFLfBYPtd9z1NAduJ6HMGhRc6J0WqRkFLM1qQ1BPRE6hQ1RXQkbGx+S1tBZnFjgnsNPnCw2Zi6ijadW/H2tKmAW3etKAqSJEVncx5Md2SMGPuNsDds2ICu67Rq1Qqfz8eAAQNYt25djQ+Ql1d6xKKHtLQgubnVy7n+bfxTzlNVJWRZwjQdRFEmFAodUGokEPAc0ACDg2XQ4CE89+wU6hQ2x2O5FSQCAkEtudzRbwe74jdRu6gpAgKK5QGBqFgDiIjULU+fJIcziAsnY0o6uXHZWB6DSf+dRCSiAw6S5DoaCoI7+k3Xzb0EWyifOiNGR7ftLeamaWEY9j+uVvuf8m/2UDkS5ymKAikp+/ZX328ddnZ2NuPHj0fXdXRd5/PPP6dTp06HdYEx/h3oujsUWFHczbW4uMD+X/QXkJ29DUX0RB349iY+kgwSBJv4yG7wK7mJW8lJ24TXDETFugK/EU9GcUOonYPdZi07EzdQt0Umcz+aS0ZGBrbtDkzWNI1IRCcSiaBpGqFQOPoTiUTQdR3TNNB1DU0Lo2lhDEPDskxkWcLnU/B6ZSQp1jZxrLPfCPvkk09m1apVDB8+HEmSGDBgAIMHDz4aa4vxD0TTTLxeBVlWcRwHv9/3l3VA/hFerw/TNvadfxZNamXU4s23p7J69SpWrfqJ/Px8Fsz9HPL2/X7HtRV5dbLKudeIDBx6KT6fn/z8gvI8tRydKmNZNj6fSiSisXLlCmbPepNt2zaTmprO4NNH0q/fKciygixL5a+zME0DSXI3dD0eGcdxR7rFKkyOTWq06ThmzBjG/K6eNUaMfWHb7vR3RZFwHAWvl/Io868zh/o9mZmZZGZmUpSbW6Xm2sGhOCWXM04fhiAItG/fgfbtO2BZFosXLqLEU+BOsCnHFixC6dmcf7Yb+aan2uTm5hKJRJAkaS+/a7HKxuL777/L9Gn/4/pLHU7oIJK1sZinXn6Q1auXM2bMLWjlWSFZlvF6VVTVwbLM6BxPRZGQZRFNMw853ViZfakY3xCb3v53JtbpGOOwU9GyLssKjmMTCPjLhfyvnUxj2zbvznyHGdOmk1e4BzFBRFciBEPJ2KJFScoeEhvEccaZZ0VfI4oCwWA8jz7+GNddfS3hgmL8oQQMSSOUns0pfW369lAwDIevl1ncO6RVuYOhUp6XlspncbodjYWFhbz88hQ+mSpRv46bYmnZVOTkrg79Rn7KgAFDaNHCbeQxTZPSUhNBCOPxePB6VSzLQhRFFEXF61UwTetPSwQFwT0Ht/5bqDL/88+onPvpWr/ath2rZvkbEBPsGEcEXTcRRQVF8eA4GsFggJKSUgzj6FaO7N6dw8aNG0lISGDunA/4Zv63JOXUJt1oRplayO7kLZQm5FGrVi1Gnn4WQ4cNj7ayezwqfr8PQRDo2PE43nlvBq+8/Cpz3/+Axg1sJo2ROKWXQigMdz/s0KRpKxo3bozHoyIIQrQiZG83vkWLFnFyV5X6daoKX3xQYNRQhy8+/yQq2BU4jkMkEiESiaCqCoGAH8fRkCSlPHVSNdqWZXdzs0Kg934fx7Gx7Yo5oPs2nqoc5iyUe8UIVVwJXeG2MU07JuBHmZhgxzhiaJqB16ugqiq6rhEMxlFSUnZUIu1wOMwD909i2bKlBIVEIoQI6WXUzWuB3wgCEKcnEdiVwPb6axl70w0cf7y7mS4IAnFxfhRFKY+OTWzbJhyOMGjwYE7p358nn7ifux7azTOvmazNMkhJSeSyy8+I+lxXWqdWjX5DoRDJCRb72u9PSXLYlFP6p+el6waGUUwg4EdVHWzbRFFU/H5PNCIGV5Bt2y4XaPe/vxfnvSNo97zd/+7LKrfCu7uimsXNs0vR6Ns07ZgvylEgJtgxjhiOA5FIhWh70HWdYDBQXh1xZMv37p94L2uXZNFodwdEx50oU+zNY3tSFo33dIiaPAmIePMTWLxoMccf36ncq1omKysLn89L/fr1WbZsGU88fh979uTiUUUQPHTt2pfPPptL3Uy46ByFrI2lPPv0/Sz/YSm33X434EbWvw9gO3bsyO3TYOLNDrJcNS0xb6FKnwGd93tujuNQWlqGx6MSF+fHNPXoBqdl2WiaFnUNdL9wLEzT/XFTG/Z+XQUrIuuKVvoKgd67jrzid65bY+WG6O+/pGIcPmKCHeOIUiHaHo8r2oah4/f7kCSJsrLQETnmjh3bWb78BxrmtEekXGAQSIikElKLKPTnkFZaL/p8SzDZnbOLDRuyWP7DUqa+/TqSYBIKm1gW+HwC/zlb4parVURRYMXqCJfeNJvLR8sMPVXm+v/TyMt3aN5YYMGCj9mwYS3XXHsLrVu3rZYrbtWqFQ0atmTcvWuZeDMkxguEIw7PvmazfXcCJ5/c+0/PzXEcdF1jwYLP+HTeu+QXFNC0WTP69BlMZmZtWrVqRUpKCqWlYQzDOOio1xX6ity7Gd0IBfeLQVUVVFVBFK3yFIrrQKgoEopSXqv+N5j1+W/jgDodD4ZY48yh8285T69XQRQFTNPAskwMw6S0tCwa7R2uxplFi77g2fv/R9q2htV+V+LJp8C/i/oFrbEEk/zMLEo9BbRvE2DTVh1dM8stY6FxA5GsjTZtWohs3mZzw+Uq545wvUOWrrC49d4Imi5w3SUK550hI4qu+N79sM6nC22SktIYe8NddOx4fPT4gYCH3NwCnnn6Ib766ivq1VHZvlOnTZs23DTuHlJTU/d5TrZtM2vWDGa99za7cgrweqBnZ5GBfSUef8EkHIFGDbys+82iZ89e3HHnfUel9E+S3BFxFcZWbnOQRHx8gFBILy9BNP+1lSdHu3EmJtj/AP5N51nRDWnbFoahR3PDkYh22AT7hx++Z9Kdk8jc0rza7/L8OynzFFK/oBW76q6iz6kR/nunit/nRoNTZ5k8+pzOolk+khJESsscxj+ks3uPzc9rbZZ95MfnE3Ach1a9QvTsIvHiI94qx7Ashx7Dwlx6rszkVyQee/yFqLvl3udYVFTEzp07SUlJIS0t7Q/PRxAEnnziAbZu+oKJN9t0aC2xcYvNPY9qfP+jzYSbFc4Z4n4ZlpY53PkglBmdeODByZSUHD1PF0VR8HpVFEVBVWVs260UAvZbzfJP5W/X6RgjxuFE163yChIJVfUiyzJ+v4/4+LjDNhfyuOM6YntMStXCKo/bgkVx4m5INlmT+S12XBmP3uOKNbgflAvOUujeWeL9ea64xAUEHrlbZd0Gh7q1BZaudB/XdHezLhiAr5ZZWFZlUCJJAid3lVAUgSvPh3feeW2f60xISKBly5Z/KtaSJLJr13YWL57PW09Dh9ZuuqFxA5FXn/CSliJQp5aEKAp7rReWL/+eH374npdfeoa77ryWJ598gKysrIO7oDXEMAxKSsooKirGMAxM00DTwlU6NmPdmodG7OrFOOqYpk0kYuA4oCie8h8Fv99PIOCPis/BIssy/zdhArm1N5OXlE2ZWkSBL4ft9dbSe0Bv5n70MTfceBOn9PJX2/gD6NtdYsXqymhQUQR6dZGIaGCakL3Tpt/ZERLiBXQdHnha5+Qzwvy6vvI1u3Y7JMQLnNpb4Jeffzzgc6hw+hNFgSVLlnBqb4m4QNW1yrLAqGEyC76sWirpUQU6dxS58cZrCcpzuPjMtTTL/Jw7br+a2bPfOeC1HCiWZROJRCgqKimvatHR9Qjg4PHIqGps6+xgiV25GH8Jtu0QiRjRTSpR9CLL4PXaqKpa7r+h7bea4Y/o1OkEXnz5Fd6bOZNff/6VzKR0hp5xBV27dkMQBBISEvghVwSqv3+F2O7N7j0223Y4pCTDiIsjXDJK5qoLleim4pxPTf4zVmPRez62ZNssX20x/gaFZ1/T0TSHKVMeZ9CgEbRp07La8X5PRQ21e53cyg43CVzzL7Kt2RFuu0biknNFQOTU3nDGYJuB5z1P587dqVOnTo3f62CxLIuSklIURSEQ8EXHycmygiQph6VT81gjlsP+B/BvP0+3lE4iPt5HaWkE0zSwbddIyjAMIhHtsDfcRCIRRo0awtRnHNq3qjR1KipxOHVUmCkPeji+nfv4L+ssRlwSwe/34jgSqUk6n8+sPvvxkhsjIDisXG0zapjM1Fkmp/SSME34bbPDpq0Cp546lOEjzqZu3Xr77DasEGu3jtq9Blu2bOH6sZfyzRyZYNzeTn4OvUaEmXiLSv9elbHXDz9ZnH+dxqovfKhK1WNMeNTG8ozkoosuO+Rr+Gf8fj9CEAT8fl90c1JRPAiCgKaZ/+j67aOdw5YmTJgw4bAe7XeEw/oR2yEOBDyEQn8fj4ojxbFwnpZlEwh40DSzvHtPjtYCV1QhVOQ/Dzbq3ptgMI4mjZtz4x2fo+k2guC2lo+5yySiObRvLaJp8N5HJrfcZ9Cy1XEkJcaRl1fIwD42vbtJ1d4zv9DhowUmt16rMPllkzuuU5k6y6RJQ4lB/STq1Yb35vzKJ/PeZ+EXn9CwYXMyMmoBRAcauKVwdjSy1jSdQCDA7pxdvPb2Zlo2tamVJrBhs8Ntk3QKihyWfG/i9QqUlsGMOQ73PGrS7USJMwZWv4HesNlgyQ/w3kdzePGVF1j41SL8Hh+NGjU6rB7dqipXq1Jx89oWiiJj2xUt9u4a/6mR9pH4bLpfbvseBh2LsP8BHGvnKUkVk1pcgbYsq1zArGh3nmma0WYQ9/c1F3FJkkhMdLsd161by9S3XmHDhjWkpKQzcNBZRCIRPpn3LgUF+dSr3xgBmc0bv+XGyy22ZNssXWHzxmRvtfe9478a733k4PP7aNYwzJZsm4fuUunbo1I4t263GXRemHFXKTzxosTjT7xA48ZNkOWKLyOrvHPQ4uuvv2L2rDfZuHErSUlBMms3JivrZ/LzQyTEwzlDZAb3E7n3Sdi2QyI9PZ1GjVvSuHErPvv4RT6d5lQT4R5nmORoPvwjjkNpmIKxNQ/9g184tWsfxlwz9oD/zv6IP6v4EUWRYDCALFekRyoafv6eAy/+jFhZ3wFwrAnZv53fn2dF1CnLUrRtukK43XbrvVuxibZh23bF4xX/7oRyEyS3Ttjv95bfjmuYpkFJSSmCIFBSUsqLLzzN/PnzsSyb1NQEevcZzCfzZrDwXYmEoFs213VIiDee8tKxXWWUvWmbzdALw9x9o8r4Bx26nwjFpRbvveSrdp6TntQQRIH4oMjqjT256677ALAsM5oGmj3rXea8/yp3jXXodoLE5mybx18QCBvNGDL0HD6YM411634jGPTTt+9AzjhzZNQDxbZtxo65lGH98xhziYgkuSmWh541mPKmRdyQDviOr49SO9F9fplGwd1zeX7y8zRo0PCw/F3WpEQzLi6Aqirlwq3+I0X7aAt2bNMxxt+WisnihmEhigKS5JoaubMQXfb2yagU8OqmRhVmRq4PhoJhuLexkYiOJMloWoQbrr+czu33sPA9iYxUmZU/l3HzvdNoVM8iIeh+VOICAk9O9HDB2AhD+st06SSxboPN27MM7hqrcs4QhY8WmPz0q8kpvfadYmjRVOSrZRYjh8pMnb0cqBRrTdMpKSnhjTdeZt5UiQZ13XNNTpJ47QmHAaN+Ztmy+tx73+PVomfbtvnqqy/5YsEHiILNW7MU3nxXp1MHhaU/mhSW2HiPr49dUMaeRz/D0yqTpIu7IwY8eE5qyKJFC7nwwosPx19djSgtLcPv9+L1essrhlQ8HvkfJ9pHk5hgx/hH4DrEWeXWrUTtQt0fmZqmXyVJRBDcNIuuuzlVx3H45JPPyEjO5793VDrcHd9OYvpzAj2HGxQUOiQluo/36ykz9hKbGXNNCosdamcIzHzRR7NGblpjxECH738UWfK9K8K/F9ZlKyyaNRIpKHLw+XxVxNq2bZYvX06nDioN6lb90pFlgUvOlXnyxXncm5dDcVEu67O2Eh/00bfvqezZk8PunSu5+kKLerUFvlwKL09zyC9ti+ZZT8b4U5Di3Sg8YVRn8p5dSPGcH0k483gcn0JEixzKX9FBEQpFcBx3ojzERHt/xOqwY/zjcBx3k9IwLDTNJBzWCYV0wmGdSMRA00x0veqPpplEIkb5bbeOZdmEQpHoxPfvln3O2aeb1cQ1PVXkuDYiX39fVUCaNBIRgCkPeOjdTebjz01em2GQm+eweRt06tSZohKZp18xqkT7Xy2z+GyxxTlDZV6aJtKn76AqYg1gmga+6ilyAPw+gYw0m9/Wf0/D2tsI+G1Mo4y5c2fx3bJveOVxi6EDJOrVFrn0XJGXHhNZ/vNKvGceFxVrAEGRSDzvJEJfrsfWTOyVOzi+418z+i8cjhAOR7AsE9PUkSQx6kcSoyqxCDvGv4YK0/3K3HVVKkTAFQYTy6qsYhAFAesP9lpMC2Z+YFArTSQ9VSA+KPDhfJOt2x36nR1GlgX6dpfYvNXmkSkhHAe8vp+5+prbmPzUJGbMMTnpeIlNW202bbW5/nKV8Q/Dpuw0rrvprCpiDdC+fQf+95xOUYlMfBxs2OxQXOrQoonInE8NsjY6dOkkEg7D3Nd9NKwnsmOXzYTHdPqP1EhMgJJS0A3odqKEpTuoTat3U8ppQZBESt9YSmYwhU6dTjiEq39ohMMRBAG8Xi+CIJZXkjj/6JK/I0FMsGMcM8iyGN2w/L29a5duA5g2ZzVnDq6awti23WL1GhtBgKzxGsWlbkt6l04SXq9Azy4SE8ap0ddsyVYYdlGYDq0ivPTiUzw0XiE9RWTJDxY5uZCYAM+8YtKi1Qk88eT/IcsKlmVRWlrKxx/P5btlC7Ftm/r163PmpZsAm5JSSEkW2LjFxqNCs0awNsvhqzlePKp73Nq1RJ570EPP4WEuGSVzybkKobDDRTcZIIuYO4qQmv/O86Q4jF2m0zHQgFvH33rYrAEOllAogihKUfc/j0cmEjH+sSV/R4KYYMc4JnBz1wKmaZZblFYdotC7dx8+mDONseO3c+MVDvXrCHz9ncVNEywa1BV46TEvDeqKWJbDrI9NJjyqY1pwxxi1isA3qCty3SUqXy0z0HWdIf19iKJA1xMqb/EXf2vy0P92oqoqhmFSWFjIbbdeR4dWJYy/zkGU4NV3bBZ+bfHI3R6GDnDrs3fm2Fx1u8a27TZD+ktRsa48R7dVfeMWh8deMHlvPuzKk/A0T6N49kpSb+qPUH6X4TgOofd/onefPky4a8KRu/AHSFlZWbScU1W9eDwy4fBfO1ru70SNBPuZZ55h3rx5gDtF/dZbbz2ii4oR43AjSe6QWbcZpXq5maqqPPzIFN5682VGXPohBYVlNGpQi9JQLh+96SUzQ4y+z9lDFH5e6/DpYgevp/puZ4fWIu984CCWz1P8PanJAqFQKNq9Oe3tV+nTtZj7bq0U9fmLTS44U2b4aZUf0cwMkRcf8dBtSJiikn1Hnbv3OMz81MHbqR7SWU1I0CxKPv8VY2s+O8e9g7dtHZT6yYSWbCBVDHDzczcf0HU80jgOlJSUkZAQxDA0VNWLqsroemwTEmqw6bhkyRK+/vprZs+ezfvvv88vv/zC/Pnzj8baYsQ4bIiiGK3P/qM2d7/fzxVXjmHW7E+ZMeM9SkrDNKzrRMV6b4aeKlFWZmEY1YXzl/UmpWUCoYjA6jXVLUU/WwytWrWP/nnhwi+46oKqwv7DTzYD+1aPp9JTRRo3kPhogVVNtMNhhxmfgDqgPf4LeuBpmYlj2xib8vC0rEWgT0vM3FJKPv4ZqyRC86bNiYvbd73vX4lt25SVhcobiIzyGZWHrwvzn8x+BTstLY3bb78dVXV9bps0acKOHTuOxtpixDhsuP4cFVUY+/dlnvLsw5zSM1Ruo1pdlAsKHRzgmVeq3q7P/czgwafdtEvLpiJnXBbhlnsjmKb7Pp8sNHllOgwbPhJwUxNlIZ3UlKqCFPBDXkH14zqOQzjiITEpheEXh/n6O4vSMofvVlqccWkYPWLj79fKPc+8UgpfW0LquP6kjOlLwoiOpN81iPgzO4JmEioro6ioqEbX72ij625KyS15tGMOf+Xs9yo0a9Ys+v+bN29m3rx5TJs27YguKkaMw0lFjrliluH+mntLSkr4/vsVfPexzJALTRYtsejTverU8CmvG4iCw/QPTJYst+jXQ2LNbzbzPrd48VEPvbq4m2f5BSqX3BSh29AQkihQXAJnnXMp9erVj66tTevGfP5VNoP6VR5j2KkyL0416N9LqhJdfvG1RUmZiN9XSse2ItffHaGoGBrUFWjdXODXrRKixx0aUPLRarwnNEBtWHWKTaBXc0o/+YWff1vDOaPPonfvPtw0dhwej+fQLvRhpqwsHG1yUlUviiIdlSk6f2dq/LWVlZXFlVdeya233krDhg1rfIA/arE8XKSlBY/o+/9diJ3noVNWZmLbAoHAnwtTcXE+waBMfFDkv7d7uOaOCFecb3NKL5k9eQ5PvaxTXOIQF4BFs7x8utBmxc8Wm7Y4XHORQvvWErt2O6SnQnKSwAuPeOh9Rpg3n/GwM8fm+WmLOf/80dHjnTv6Mu55dCJ1Mq3ogIK2rUQmPQUjr7K45kJISxFY8JXbCAMmH76ukJwk88wrOjtyHP57hwfLcpjXV0ffnIcd0gj/sJnEUdWH+gqCgNo4DcGvoDZMZckPPxN++H4ee/Dhw3q993eda4LjmMiygqqKh+X9jgRH87NZIy+R5cuXM3bsWO68804GDx58QAeIeYkcOrHzPDTcsWQimhahrCy034ntpmky8pzBvPuCTdNGImuybF6carBilYUD7MxxePFRladeNJn1SmUzSs/hZaSluM/3ewW8XhhzicKo4Qr9R4Y4tbfExSMVTjrdYM6cj6scc+HCz3nl5SkkJ9pIksCu3Tbnjr4IUZRZvOhDQmVltGjZHtsRaVxrMbdf5wr7zhyb/qPCzH7F7bQccbnGyu0+sB3UxqlICX4SRp5Y7Rxz7pqNuasYMdGHHTaQJIkXn3GNqA4Hh2vcG0B8fFx5B6QX07T/VhuQfzsvkZ07d3LttdfyxBNP0LVr18O6sBgxjgZ7bzju3SzzR8iyzMBBw7jurum8/ayXVs1EHp/gYf1Gm3OuiOA4Aq2bSazfqJNX4FBa5jBmfIScXLhopMTUZ734vAIrf7a44e4Iy1dZ7Mp1mPGByVvvmfh9/mrH7NOnHz17nkxWVhaOY9O0aTNU1bXYHDz49Ojzpjz7OGnJNpRPg8/MELn3Fg9nXhpmxECZhrVtftxmYxsOweEd2TPpY/zdm6LUTYq+R9mSDTimTeb/zkP7eQeFU5chxnt59MlHmTL5uT+8Lpqm8ckn85i38FN0TaNLp5M4c8SZpKTse3Dw4SIUihAfL5ePGpMxDGG/aa1/K/v1w37qqadYvXo1q1evZvr06UyfPh2Adu3a1egAMT/sQyd2noeGokjRgQDhcKRGH/Zff/2FbVt+4qkXNX74yWbabIMprxnccLnK19/ZpKVA3doib8w0eGmqSVqKQO9uEjdd6UEpHzuWmiSw4CuL9ZscbrpSZWBfmVAY1m/U2bJ5MyUlIerVqxsdVCuKImlpaaSlpSNJ+27NLi4pY9GXyzm7UsNp1UxkYB+JCY/pxAVg+1YTkgLED26PlBIgf8oizF3FmDuLKJm7itCidaTePAA5KYCjGZi7ijG2FbAnP48FCz4j4AvQsGHDKo00kUiEMePG8NWmHwmfXBe9dSpr169l9otv0r1LdxITE6usc19+2AeLbdvljo0Csuz6pP9dOiBjftgHQCxV8O/iSJ2nz6dEp7QXFhbV6N/jbbdeyVXn/sZxbSW+/9FCkaH7iRI+n8Doa2HFaoMrRgss+lYnGCeQVwAP3KnSsW2l0D79ss70OQatmknUzhAYOUymTQuJ59/QeedDkzqZHlavVbj33keiU9X3h67rXHP1RYweXsKVF0ioikAo7DDpKZ2sjTYznvey8meb4ZcbpN8/HDk1DqsoTGjpRuyiMHp2AUpmAonndia0dCNFM74n7tQ2eJpnYO4qpvjDVaCbeAWFk048iXNGnE3Llq14c+obzFw+n7hrelZpFCr7fC111kR49olnq6zzcKZEwPUwT0gIoigqkiQf0UDwQIh1n28UAAAgAElEQVRNTY8R47BTKTA1/ZB7vX4Kix1SkwUG9pU5pZeMr3y6emmZwLXXjiNrx8ls2S4z9FQZRYbIXmZ3i781eeZVg3493OaX5CSB/4zReP5NnbRUgZzdDn6vwdD+Ye6/784apWrAbfB54MEnWbCkEZ0HWQy50KZj/xCbt9m88Kjr811a5iArkPfkAsycYqQEH3GntELOjMfYkkfcgNbYYYPCqctIHTeA4GltURun4e/WhPTxg3GAiBe+2bKKa8ddx+lnns4b099CPbVlNXMsf69mZK1fT35+fs0u7EFiWVa5/4ubv97bYvdYIlbcGCPGPji59+m8NvNXhp/mVJms/uMvFlt3yPTvP4BBgwbz5BMKe/LmM6ifxGvvGHTpJBLR4Pq7Nd582kvnjpXCMrifxLCLIrRoKnLnWBUHmDnXJBIu5Pvvv6dLly41WltaWjr/fWAyO3bsYM+ePWzYkMXsWW8z7GKLnAKNUMhGyojH3FPG7gkfIAa92GHD9b1uUQs5JY7Qso14mqVXyW0DiH6VQK/mlH21Hr0oQvyI4/C0qEXokU+REqvn3gVFQonzUlZWSnJy8sFd7BoSiWjIsjteTJbFY7LELxZhxzgGOPB75169TiYQbMHoa91oecNmm1emmVx0A4wdext79uzhoQf/j3nzPuGlaQYjBsps3GIzdrzG6+8YtGkhVhFrgKmz3aG8s172MvoMhfPOUJj1speTOgp8/PH7B7zG2rVr0759e0aMOJNXX3uHWvU74dROJ+Ohs8iYOIzaT48ifmRnrFINKclH6h2nYWzJo2jWCqyCEGJ8dQ9XY1s+kdXZ2EURsNwuSUGRUJtlEPlpW/Xn7ygEzaJWrcwDXv+BoutGuYOfa4N7LHY/xgQ7xjFFTQfNyrLMvfc9TpeeV/HAlEwuuN7HlytO4P5Jk2nVqjXXj72UFvW+4dsPVQb0khh9TYSLRylousMjUwxqpVf9aNm2w7tzTW69tqpZlCgK3D5GZd3aX/jxx5WsXLmSSOTABwmUlBTzw/IfSLi6F1KCW2ooiCJxvZvjP6kRZn6I0nk/k3B+F8LLt1A8ayWhJRvJmfAB4V+2A6Bv3sOeRz/Dd2Ijaj12NhmThiOlxpH7wDz8JzWk5MNVaOtzosc088sIvbKUc88ZjaIoB7zmg0HTtGjz0x9tzP6biaVEYvzrcfPWrkgeyGBwWZYZNuwMhg07o8rjk596iBGnaYy7yv34PHiXyrwvLJ573WDrdhtJhq+XWdFpM79tsvn+R4uyMKTuI2vQsJ5AUbHG9LfuRRQFNmw2Oe+8Cxk67Mwar3X9+iz8jdIR99Fc4juhIXrWbiI/ZVO2aB1inAcx6EWQRZyQTv7kLxAS/YiiQPxZnQj0rOxujh/aARyHyE/ZJF7YlfznFiF7PfgTg0R25HP2Wedw3rnn1Xidh4quG/h8Xmzbjrr6HUvEBDvGvx7HcaKueZIkHXJJ2DffLOad/1WKhSAIDOonc1ofifZ9Q3gUiGgODzytsXELrFht0+0EkZZNBToPDPPERA/9elZ+9JatsGncQGDu6wAOm7YKXDD2dYLxifTp069Ga/L7fVgl4X3+zi6JIGfEIygSuiRiF4Xxd2mE76TGYFiULlqH9ssOrIiBnBFPePkW5NqJKJkJgNvKnvN/c0i6pAfWki2c1rQzXbp0o0WLlvj91fPaRxLLssotBiwkybWdPZb8smOCHeNfj227t88Vdby/98I+UEzTZF9e/4JQ+dOpg8iMORY9Okt8+6Ev6l29fJXFJTdGePclkWaNRHLzHO5+WOPqCytTCo3qizx4p8U1dzzOz6tXMHDQCJo2bfqna2rVqjVSyEJbsxNPq8p8smNalM7/lbgBrSl4+WsEVSZuUDviB1X2Uagta1H46jeEvt9CwWtLUDIT0H7bjehx5UHwKTi6SencVUjZJVx43yVHXaj3xjCMaDpEktyhFMcKx949RYxjjooITBDEw5L3bNK0OTPnVhf9xd9amBZYFtSr7VaLPPJ/niqDBjq1lzjvDJnLb45wyY0Rug4JcVofiZFDq8ZO3U8UKS01aFZ3MRPuuYl58z760zVJksQtN4yj9PlvKJ27Cn3zHkrmryHn9tmYuSWUfrEOLAfHsIjr17LKawVBIG5gOwQBMiYNJ9C7OYIgEDilFanjBpB4XhfUZhkYi37jiYef/EvFGkDXzfJGqGMvLXJsnW2MY5KKeYmiKByW+t1hw87lhakmL76lUxZyME2HeV+YjJug06G1QESHBV+atG4u4vdVT5r36up2PBYV2+DA6BFKtc3QPfmgqnDDZTKzXhZ49ZXnyMvL+9N1dep0Ak8+8gQnhNMw/reU0jk/EujRlOQreuHrWB98CoIkIuzDqlQKenFsBxyHwreWkXxVL4ID2iBnxONpnkHqTf2R6yayatWPh3bxDgOm6dZiO469zwER/2Zigh3jX0/FcF5BcMeEHersQr/fh98rMnWWSYdTQrTsFeJ/bxhcdp7MitUO/XpINKgjsCXb3md+dfM2m4QgrP3NoWkjgWdeNaq1y095XWfoABlJEmhUT+S0vhKLFy/a79oaNmzINVdcTTgcJvW2UwkOPw5v2zoET2tDxsRhAOgbcqu9LvzjNpR6SRib8xA8Mp6WVcv0BFFA7tOUjz//9ACu1JGhIrqu+CKuaeXPv4GYYMc4JrBtJyrUhxplS5JEeqqPBnVFEoIwoJeIJMJLb5t0O0HEcaBZYxFBgHc/quosV1Lq8PTLBrdfp7J4tp/iElj4jckVt2jM/9Lk869Mrr4twsKvLW69ttJPol6mSXFxYY3W98033+BrUQulXtWSFDklgKdRKgXPL3brp8vR1udQNON7Es7qhKNbiL59+1iIPpWIduAlh0cC07SiAymOpXrs2KZjjGOCvTceVVU9pI3H1q3bkFco8sj/Kfi8KqvXWCQnCvQ4SaT/KJNdOQYeFZ6818Mt9+p8+4NNn+6uR/brMw325Dv0OEnEowpceYHMB59aFBUL3DzRRJEdrvyPzMN3ewjGVQrRom9VBg1tUaP1lZQU4yTvO8/s6dSAwIKN7Ln/I4REP+gmdkjHsR3Cy7egZeVg7SrGyi9DSg5Uea25IpvOHatbtf4VuILtAM4xlRaJRdgxjglMsyIak1FV5ZA+5LIsc821N3PJTbDqV4u+3WUyM0TGTYSyMol2LQWKSqDbiRLzZ/ho0UTgowUmv22yefRuFccBTXOP36KpRNYmmw3bfEx+5k28/lQMQ8RfbrNtWQ5TXrPYUxCgS5ea2Rs3a9Yc69dd+3QljPyUTaEdxrZt1CZpJF3bB7FWEEEUcCybxPO64O3UgD1PfY6ZUwy4lSZli9ZhLs/mrBFnHfR1O5zYtivYFbXuxwqxCDvGMYHrhW0jSa6vssfjIRw++Nv7Pn36IcsKT704mYmP70YQZHr26k/tOhvYsn0t8UFY+I3FwL4yV/2nMsXw7XKLOrUEguVmbMt/sujbXeKLb0rJz8/nvvsf56EH7+b1mTtp1VxhzXqD5JTa3Hf/vTWucGnXrh1pgUTyZ/1IYFgHt0HGdihbvB59/S6EBB+CKBJevgV/1yZQqhMcdhzBU9sAoDZJo+Tj1ey+dy6Cxy3pk0SJPt1OZtIjk9i1O4da6RkEvQFWrFqJZuikp6Rx3VXX0q1bj4O+pgdCRf66Ym/iWCFmr/oPIHaehwdJEvF4ZAxDwzAMCguLD/q91q5dw513XE+/HgI9OptsyRZ4faaDplk8NF7C74O7HtB59UkPrZu7Qrtxi83FN0QYc6nCWacrrN9oM+qqCG9M9vDZYov12/swZszN7nM3bmDnzp1kZmYe1BSYwsICJj54P+vWr0NpmoaxJR9EgZRr+6A2SsUqKKPg1SXo2QU4IZ3ak0dVqx7RN+aS+8inIIr4T2yIXaqhrdlJoHdz5NqJFL+3Aik1Dn/Xxmhrd6GtyubC0Rdy0UWXHHZ71d8jiiKJifEoioooSoTDh1Zbf7D87SbOxIjxb8GyKjwoZCzLQlWVg8plW5bFvRNv48E73Qi64mNkmhqbtjkMHeD+uaDQ4fzrNDLTBSKaw5ZsB78fVq+xmf9lhG++s7j8PIUX3jJYtsJGNxbRqFFzTjttEI0bNyEYjGfB/E+YO3cmtWs3on//ASQmJv3JyipJTEzi8QceZeDAU5HS47GKIqSNHxTdeJWSAqSM6cuOG2YgKNK+S/1S4twyQFnC16kB3nZ1MPNK2fPwpyRekEn6hCHsvnsO3ta1ievTkvDKrbz+whucc86oIz5/sWqEfeykRI6de4kYMXBz2aIoIQgiXu/BicpPP/1IUrxWLtaVbNrm0L9X5WNnD1FY+pGP/xunkpwo0KwRyBLUzhDo20Pi/ttVXnvHoG1LiTef8fLERIHvl7zMxAm3MXXqm1x5xQVoxdPp1fFrinKmcuWVF7JixYoar1MQBGo3qo+1u5hAj6bVyhkdw8LboS4IAvrm6jXekR+34WlRi8RLu1P41rcUvr2Mkrmr8LTKpGT+GqR4H74ujQl9twkAX8f6yLXimTlzxoFczoPmWBwTFouwYxxTmKaFokjIsozj2AcVZefl5dGogQhU9SRJShDI3lH1MVUROKmjRFkYTu2j8N1Ki207HUafKdPnzAgvPealU3s3ZdK8sUiPzg6njf6Z6dNWM/cNL21auL87/0xYusLisnETee316fh8PmpCn269eHv2O6hN06OPaWt2Ujx7JUZ2AY5lIwa9FLz4Jclj+qLUSsBxHPT1ORS/v5Lkq3sT+nYDjmEjJviQAh7Cy7dgbNyDVRBCivdihyqvn1I3ab8NPjEOnliEHeOYwnFc0ZYkGVGUCAT8B3xL3ahRI374ycA0q0Z4Z50u8+oMk4LCqo9/t9Iia6NNRipMedDLzhyHLoPCJMYTFesKZFngmotU6mQKUbGuoMvxEse3E/j6669qtM6PPv6IWfM+QM6Mp+zztdiaibZ2J/kvfEncgNZkPn0utZ8dTXD4cViFYXZPnOv+3D2Hgle+IfHCblh5pRhb8sn47wjiB7cn0LsFqeMGEOjbksK3viW8chtqs7Tya+ugrc/hxBM7H9D1PFjcAPvYirJjEXaMYw5dt5AkEUVRcBybQMBPaWlZjV/ftGkzatduxEPPbuKOMWK0RDASgYgmMvB8m8vOtWnSUODLpTbT59hENHjhLZPhAxVeftzL1PcMPlxg7vP9kxLAs+/eFVo2MWsUwZaUlPDCyy+QeNdpSOlB8p9bxJ4H5+HYDgmjT8J3QsPoc+N6NAPdovTzNciZCcQNaINSPxlBFMh9+BOCp7dH9Fb1uw6e3p5dN72DlBLA274ujuNQOv9XfLZMjx49/3RthyvvfAylrqPUOMIuLS3l9NNPJzs7+0iuJ0aMo4KmmQiCiCwrqKr7cyD83z0Ps/SnBvQY7jBuIpx1hcDVd8jcM+EhEhLr8MJUi8f+p5Obb3P6AAmfV6C4zOH0C8K884FBfBCWr7IpKKoeIX70B0IOsGS5Q9269fa7vqVLv8XfurZrqyoIJF/VG3+Pppg7i/AdX7/a8/1dGmPllRFZuRVt3S4c3cQ2bcxdxci1E6o9X/TIiHEeUESKpn3P7rvex5n/Gw/d9yAvvPQ8I849m/MvPZ+XXnmRwsJCNE3jpVdeZOiZQ+jTtxcj/zOSDz6Ycxjy0MeWatcowv7pp58YP348mzdvPsLLiRHj6GDbDqZpIctuxUgg4McwimssIImJSTzx5EusW7eW337LosNJyXTv3o2PP/6QoH8nH73mqTILsmdngTsmaQjxDgu+tFj7m01CPFx1a4Qn7/WQmSFiGA5TZxl89qWFKMBni00GnFz5EZ0xx2DDZodPF80nvyCfU/qd8ofOebquw16VGoIo4O/RjKKZy8Gy4Xcud06FR7gqo2ftpnjWSgRJAEVCz9qNUquqaFslEexSDUWScL7bxrWXXsFJJ3XlmuuvxmmXgTqyNY7tMPfrpcy7ah4Z6Rlky6V4x/YkrnYCetZuXnjnDbbt2Ma1V11Xo2v+e46l6pAKahRhv/POO9xzzz2kp6fv/8kxYvxD0HW3W05RFERRJC4usP8X7YUgCLRs2YrTTx9Kjx49URSFBfPf58rzrSpiDXD6KRKyDFu3w9btFqUhh1ef8NKxnUT/UWEGjArTeVCIae+bZKQKvPqklzsf0DnnijB3Pahxyjkh7n7EgB4t+K2FxNRl87j0qsvYtWvnPtfVtWtXtNXZOGblJqjokd2But9urPaaskXrEBQJJ2IQN7ANok8m8eJuxA1oTdHM5URWV95ZO6ZF4etLAAe7VEOtk8T/Xn6e68Zdh9O1HnHnnYjaOA1P03TiLuqC0SGNrK0bibuqB0rdJARRxNOiFnE39uaDD+ewe/fuA7ruQDQNJQjCMVUtUqMIe9KkSUd6HTFi/CVomonXqyDLbtI4Li5wQPnsSlzRKC0tJT21euQnigJ1MkUuP0/mx19sps02adtSom1LiTGXKGzaapMQL5CaJNCuX4iObSWWzPWx4EuTcRN1yiwZb6eGIIBcJxG1WxPKPvmFh554hCceejx6HEEQSEpKJD09jePaduCX15biH9UJMc6DY1goqUGKZ3yPEzHxdWsMlk3oy9+wFm3AIypY9ePJe+pz1GYZFM34ASkpgKdlLfJf+ArBq6A2TkVfl4PjOMQNbEvwtHYIsog3pLHrxnfI7Ne32rn7+7emZOFahN9F9VKcF1/7eixb9i1Dhgw7oKtd0d3oCvYBvfQfzRHfdPyjjp3DRVpa8Ii+/9+F2HkeeXRdRlEkPB75oAbhArRrdzwLvlxAh9ZVH9+Va7M12+aUnjKD+sH0901y8xzSUgQCfoG2Ld2KkF/XW6Qlu4JvmTD/S4uQKaE2TkVtmIJdHCHv6S/wn9SI4PDj2Pjp++Tn76FWrVoIgkAwGERRFBRF4ZknnmL8xHv4/M45eNMTiewpok2btlzy2JPMmP0uy+6YgyiJ9OzVk6tfvZv8/Hyuv/kmLFFEX59D8pW98LatA4Bj2hRN+47w8s04DiiZCQQHtUdbsxMzpxgxwZ3ALvir75aKQffLYp+bjaKAokgH3GgjyzKqKuP3e5AkiWCw+gT4o8XR/Dd7xAU71pp+6MTO88ijKBKKImHbAo4jIAjyAUfaiiJx5lmjufaaBXRobdKvp+sOmJvnMPYujfPPVKIOfEP6Szw8Refh8ZVT1C3L4b+TdfIKHIZeGGbTNhtblgmc1tYdhltOXP9W5D4wD7VZOp6UILm5e0hJSSMxMRFJkgER07TRNJNbb7yNqy69mh07dpCSkkJamluC17btcdXWn5yczqwZszn3P6PQWidHxRpAkEUSzj2R0HebkOsmobaoxe7/m4OguF8mxrJCBFVG+2U73nZ1q7xvZOU2pKDPvQnZS6/tsE74x210uLbTAbexe70gSSaCYGBZGrr+14wJi7Wmx4jxF2AYFoIAsuxOf6n4KS0trfEtt+M41K/fkAkTH2bchFsJ+MLEBWD7TofRZyjcck1lJcpd16t0HRJm3W8Oo8+QMAx4dbrBrlwHvxd++c3BEUVMXSBzUNsqxxEDHoKD2lH2xTqc3UXUrVuPpKQkFEUu7+IUCIXCaJoOQHx8PPHx8TU6B4/HQ2JKMoVtalf7nSBLqE3ScIDQ4nXEDzsO/8nuODGrJELxnB8peOlrUm48BbVhKgCRrBzCM1aQmZxO8Svf4hveHjk1Dn1LHpHpK+h/Sn8yMzOrHWt/uFa57kCK2BDeGDGOQdxNSFCUyo9FQkI8ZWUhDOOPS+0qcBw3OurYsSO33jaBKc9MIODXGXuZzJUXVE0VrMlyUBXIyUvi1ZlxbN26hfp13AC0TUuRzdsccvId5LQgwj4GLsi1EzGyC+jZpQsNGzZAFMWoWJeVhaJifTA0rt+I73L27PN3Vl4pnha1sAtCBHq3QMvKofjdFRjbC9zCaMeh6PEvkDwKuq5jlUVQvV7adm+HKIgsvP8TDN0gLj7I6LNGMvLsUQe1RlmWohuPMcH+A7744osjtY4YMf4WGIZ7a60ocnkEpxMMxqFpGqFQ+E+jbbdawRWRE07oTGbtFljaWp59VaNhPZH+vVyRWbHaYtxEjftuU5n1cQjJ15HiwmzqZjrMfMFDfNCtfJj1kcmN9xdhhw1EX9U6cS0rBwDTthBFqXwYrcCGDRtZtmwZsizRuXOXGkfWe9OjSze+eOy/+Ls3QdorNxz+cRtWXhl4ZLxta6Nv2kP+MwtJGN3ZbcQRBCKrsil4/itQJBIu7IK3fV2sojBLPlmDP6uI6W+9g6Io+Hy+gy7LE4TKCBuOLcGO2av+A4id59FHkkRUVUYQwDQNLMvEsqw/jbYFQUCWRWzbwrIsiotLmDlzGnPefw/HieDzCnhUV3BuvkplxCCZr7+zuG68SiRczLKP/SQEq4pYz7M1cjLqk3RJd4Ry8yYzp5jcB+aReGl3ip/7imVLluE4MHHSvXw2/xN8beqCaRNas4OLLryY0SNHH9C5v/nm67y18H3MwhCBvi2R0+KI/LqTyIqtKI1SEH0qdsRAALzt6xLoXTkJxzEtdo2bSerNA6qNKCt5/mvO7XQq5x7gen6PLMvEx8ehqh5AJBL5a6xVIZbDjhHjb4Fl2YTDOh6PjCwr5ekGN9rWdZ1wWMOyqm50VcQ+Fflvr9fLeeddyIknduWZybfy6uMOhgGN6gvR2/mkBHcKePMmYjWxBrhnjMRld2xl17gdeDvWxy6JoP26EzHgIfRlFpZlsWzZMpZ9/x1f/LKU5AeGI5ZXanjyy3jrsenUzaxDr14n1/jci0tL8BxXj2CLDEJLNqBvzEWpn0z6hCGULlyLsTIbfbfbZJR0WdU2dH3THqSUuGpiDaB0b8Tn8xcesmC7X6TuMGXTtPf/gn8RMcGOEeNP0DQzGm2rqhfTNKJzIU3TQtO0KvniimG/gmAjSSK2bdOgQQNydts4jkCThlVrkT9ZCG1at2XTxu/RdJv5i21+22xTp5bA4FNkikockAR83ZsiJ/gQGqWSdGE3BK9M7sOfgixy88Q7CeUXIdeKZ8/j8/F2qEugTwvk5ADeMzvw+vQ3D0iw27Zuy6dTv8IzuB2evVz+HMfBWJnNKR17cEKnE5k4aQKO8bvqjN9VglRBFNC0Qx9qUNHoBAKWdWwJdsytL0aM/VARbVuWjSwreDxeFEVFVRUCAT9JSQn4/T4kSdqr605AFN3NQo/HwxlnnMOVt8Hmba7A2LbD3M9MXp8pcPElV2JacXQcZHDnm0Fe3NaC+z5IptNgjUnPmDiCSMKIjsT1b02gZzPEOA+CLBEc1A4x2Y9mavg61ifx3M4knN0JK7eE3EkfYxWG8LSsxbZNmw/ofLt374E/DGUfro52SjqGRWj2T2T4khh30y306dOXbt17EFq0Pvo6x3Ewsgv4//buPbqq6k7g+Pe87ysvSEJ4hvIe3tiqyHRRRRSRBrSgohTpjAOooPgWqxWm2Cml1BdMbUtbKRY6iLYgtiCKVGeK0zG0GJBHEQRBCIEEklxyn+fs+eOEK5EAScjN5cL+rMVa5D7O+R1Iftl3n71/v/jB43W6sp904v1dlJeWndfORFVV0TQt8W9r25fO/DXIEbYkNVgkEkdVFXTdraetaTqO42DbcVTVbYhwspN3PB53V0nYNvF4nFtvm4CiQNF3VpCfC5VVDpmZuTw96zE6duxI2NHQxl6F76ouX5xvxyGOvvguWp7vtF2CAHprPyIYwffP3cga99XE41bPAipfLaZq5Wb8Q7tj+hq3qUTXdV78yQJm/8ds9jz+BzztWxM+UE737j3493nPJxohTJ86janTp1JtO3iHdqdm4yfUfLAH/7BelC94l+yJV2H9UwFOMEJw3cdEd5SiolBS8hEDBpy+DrwhThbpUlXtkhtdg0zYktQojiOIRuNEo6Drau2GGxMhBI7jIIQDiNqdeCY+n5d43N3ld8+99/Nvk+9m9+49eL0+Cgs7oWka7777Lmp+AP8pyRrA6tUWz6BOhP62D7syhJZVt2lBaOvnODVRArXNc08VGNGHw0/8nvjRavp16V7nua1bt7Boya/4ePNH6KbB1VcP465JdyU21QDk5+fz0+d/yv79n1FaWkq7du1p3759neO0a9eeX/znImY9M4t/rFvpvm92EUZBFkanVlQu/9DtvC4EWis/3qu6EN9WysGDB5ucsC3LTCxf/PI9hEuBnBKRpCaKxx1CoRjhcCwxd+2Wa7Xw+fx4PB5M00LTdHRdxzAMMjIy6NevH926da2di9XcksWF2fWew+ySixqwqPjZn3Fqvpgrj3xSRvCtj8ERqP56toMHLEQ0jr3/OLeMvTXxeHHxhzzy5KPs622S9+wtZM+6kY32PqZMm0x5+elrrzt27MTll19xWrI+qW3btsx+chaKpqLnBhJV/XxXdiF/dhFtX7iN1g9dh4jZhD/ajxpxznisc3E/1Whoml7biEKOsCVJaiTHEUQiXyz10zQFj8dAUdz5VsMwEqNBw9ARou6ywIKCtijv1L80LPrpUbRsH1qOn9LHX8fsmod9NIhTHSbnX4ZQ/UYJkS0H3d6MpwiXHEDL8tEht4ArrrgScOeYn/3P5/BNugLvgNqa2l6DjHGXEYx+yLLly7jv3vsbff1t27bDq1unLa9TFAXFMsAWiEgcNdNDNj769evf6HMAeDwWiqKgaRrx+KU3ugY5wpakZmfbgmjUxnEgEokRDkc4dqyS48erOHHiBMePV3H8eBXHjlVSUXGcQYO+iv35ccIf1W0OEt17lHDJ57SePoxWU4bSZs4Y/EN7YKg6ulCxdx7BM6gjx5Z8QHRf+SnvK+f44o10yC3g+R+/kJhzLi09xLHjxxK1PpxghOC7O6hcsQnHb7DhvQ1Nut6tW7fgeDXEiQiRnaV1nhNCcOLPOxHhGBkhlXnPzGvShhlVVTBNo/BD+7YAABHbSURBVLZWCsRil97oGuQIW5KS4svNft1RYRzHcXCcusnGsizmPvMjHnrsIU50bYXZq4DYvnLCHx0gZ/LXE3PXWrYP72WdiK/ZwSMP3cfOXTsp/mgTmdm5lD+3ASPb786jByNMnvCv3H77hDrnsW0HVAUUCG85QMWi/8HTtx1G+xyiu8sIVlQwb/6PeOD+BzHNM/QoO8WRI0dYtXol77z/LrZHg6BKxUvvkfmtQXgGdsSpChNc9zHxg8cxLIv/emU5ltW0TvVer6d2dK1j284lVQP7VDJhS1ISnJxj1XWdeDyOz+ehqip4xtf36dOXV5etYPqMeyldvxMlz+f2S+xbd743suswVIb5xjeu5tprhycej8fj7NrlLrHr3r0Hun76j3a7du3wWz7Cm/dz7OWNtL5/WJ111qHN+1mzaC0HDx/k2R89lxiZ12fr1i089uRjmJd3Qi3qhvdokOo3S9By/YT+vp/K1/6G6jXwXt4ZIzeTom98vcnJWlVVLMuq3Y6uNKiuy8VKmz179uxkniAUiiatwLjfb1FT0/QiN+lCXmd6chwHw9Bqm8WK2m7tSqJeyZd5PB5Gf3MMbbJbc3jvAaqPHCO0aR9KbT3p8F92U7P87zz1+FMUFhbWea+qquTl5ZGXl3fGRKsoCvmtc3l74TKsAe3JGF63aLdRkEV4+yGOHjhE7269aNeu/puDtm1z74x70O8YhO+6f8IoyMLqkodvSFeqV5cgYjaBa3phdG5N6IPdFPryeGrmU/X+Ejmb/fs/Y8eObViWQW5uHoZh1bZ2u3CmQ5LxPasoCr566oqDHGFLUtII4RaTMgwd23ZH2fH42X+4dV1n5MhRjBw5ing8zttvr2PlmlVUVX1Cv569uePZ6XTr1v2sxzibq68exh/X/ol/dK4/6ZmFrYjpKhv++8987WuX1/uaLVtKiHlUMgfWbQasZXoJFPUnXPwZkd1lOHsrGDzga8yZ/cxZR+tfdvToUZ5+Zhaf7tuDp2NrIgcq6NalGwufXUB2dm7DL/YiJBO2JCVRLGbXbrQxcBwHVTUbXKzfTd43MnLkjc0QR8xNtLEY/fv0Z/vW9fW/bm85Wis/jnPmVRiVlZXoufUXJzLyMwmXBenatRu3PDCZq68e1qibjLZt88CjM6jul0POPTeh6CreuMNnaz/mjkl3sHLFHxs9Ur+YXLpXLkktJBaLY5ruzki3FKrW7Js+ampq2Lz574Cgf/+BBAJfJNR31r/N8wueQ8sNoJg6NXvLcBwHz85SrJ4FideFivcRK63CCAuGFg0947m6du1Gza5SvDEbxahbq9vZXsbYom/x8AMzGt1FBuCvf/2AKjVKYHT/RKJXdBX/N/tR/fF63n9/A8OGXdfo414sZMKWpCRzbz66dUggTiDgo7Ky+Upyvvracn69+Fd4CnNBVQn94DATbv82EyfcyebNf+cnC58jcP9QzMLWAHiO1XB8/ttUPL8es2cbjK/kEt1zlNj+CrydWtNByU6s3a5Phw4dGNBvADuXfoh/wuWJpB3e8jmRv+7l5kWzm3wt27ZvR/TJr3dU7vTOpWTLRzJhS5KUXJFIHK/XxLI8RCIxfD4vNTWh8z7uhg3rWfzab8l66gb02mawVsUJlr/wB1pl5/D2++9i3dQ3kawBtBwfmfcO5cSzGxiY1YXidz4kFothmCbX97yKKXdNQdNO73JzqlnfncXs/5jNlsdX4u1RgH00iBqMMXfOXNq0KTjre88mMyMDdV/9I3O1MkpWYVaTj30xkAlbklqAEBCNxvH7LXRdx+Nx12pHo+e3wuDlpb/BO/6yRLIG0Fv58U74Gr/57SsEq6vJGn/6HLjRPgehqUyfdj9t2rQhHA4nls41hN/v58c/+DH793/GJ5/sIisrmwEDBjb4/WcybNhwfrXk13hu7F3nmuLlQcIf7mXk4988r+OnO5mwJamFnFyOpusmjiPw+304jt3kbdZCCD7b/Sntev/zac8Z3fIoPXwY1TIoffx19LwA/m/0xD+sJ4qq4kRixEMRAgE/qqri8/maFEPHjp3o2LFTk95b//E68ND9D/LCvAWYw3uid25F/LMKom//g+n3zKCgoPENey8mMmFLUgtzHFFb4c9NmFVV1U1qo6coCr4MP3Z5ED2/bu/GyiX/i5afQfYdV2J0ziV2oIKq1/9GbF85OXd9nZp3dtJ/wEAyMhrf8zFZTNPA6/Uw8dsTuWzQV/nVkl+zZ+2nFHYo5NvPPsSAAYNSHWLKNShhr169mpdeeol4PM6kSZOYMGHCud8kSVK9IpEYHo+JaZpEo4KMjAyqqqqbtN16xIiRrP/jRwS+Mzhxoy526DihTfsomDcW1VvbLqx7G1o/eB2Hn/wDlS9uQD94godf/FmzXtf5MAyjdrSvoesmffv2Z+6c+akO64JzztXshw8f5rnnnmPZsmWsXLmS5cuX88knn7REbJJ0URLCTdqKomIYFrqukZkZaFJRpLsm3UXOYZvgC+9R8+FeQsV7qfrp+/iu+EoiWZ+kWjq+wV3oqrbmN79cQtu2F8b0gmHoZGS4ydo0zdOqH0pfOGfC3rhxI4MHDyY7Oxufz8eIESNYu3ZtS8QmSRetk0lJVU8mbZ3MzIxEc96GCgQC/GLhL5h6w+103hyi499quKxzbzTLqPf1qqnTs2cvsrIujNUWpmmQkRFAVVVM00z8MpPqd84pkbKystM6UZSUlDT4BGdq195c8k65k3wxk9d58ajvGm3bJBQKYVk6oVDotIp+Z+P3W9x661huvXUsANu3b+fuh+9HfGsgiv7Fqg1hO4hNn3PNk1Px+5tWiKkxznUO03SnhXRdx+v1Jj5hBAKNa2mWai35PXvOhO04Tp2PakKIRn10Ky8PNumGSkPk5WVw5EjzbUC4UMnrvHjUd42apmJZOqDhODaGYREM1jR5yV+nTl3o16sP2176H3y3DULPzyReHiT02mY653egV6++TdqF2Bh+v3XWcwQCPhRFw3EUhNAIBiNEIrGkFYpLlmR8z6qqcsaB7jkTdkFBAcXFxYmvjxw5Qn5+/lneIUlSY9i2Qzgcw7IMDMMiFosSCPgIh7Umb66Z8705/PLlRbz5w9XYwkERcMOIkdw9+Z4GD7gqKysJh0Pk5uad9/rqk1RVJRDwYxg6mmag6259azln3TDnTNhDhgxhwYIFVFRU4PV6WbduHXPmzGmJ2CTpkuE4gnA4imW5PSHj8Rgej3tDLhisaXTtEdM0uXfqNKbcNZXq6moCgQCGUf+89pft27eX+S/+hB3bt6NbBpZh8Z1vf4cxRWOadGP0JMtymxK78/ZuM11389Cl2e6rKc6ZsNu0acODDz7InXfeSSwWY9y4cfTv37SebJIknZkQ1I60dXTdQFVVYrEYWVkZhEJhQqFwo4+p6zo5OTkNfn1Z2WGmPTANfWQv8iaPQzE0op8eZdHLLxONRrh13G2NjkFVVfx+X+2o2l22pygK0Wj8gqptnQ4atA67qKiIoqKiZMciSRJu3RFdVzFNHctyk7bX68GyTGpqQkSjyVtFsfy15WiXd8R/ba/EY+ZXclHu/jq/mb+Ym0bf3KD2YeBu7PF4LDweD6qqoOtuT0Z3hUwsafe2LmayCa8kXYDicYdQKIptu7siTdNd+hcI+MnMzMAwkrNJ+X83/R/m5advNTfaZaNl+9izZ3eDjmOaJtnZmfh8XnRdxzQ9aJpOLGYTDstk3VRya7okXaDcNcnuaNswdEzTraOtKDF03W3qGw5Hz7uA1KkMXScSPf0GoBACOxI7a/MAVVWwLAvLMrEsE9sW6LqBoqhyVN1M5Ahbki5wJ0fbsZiNpmlYlqd21G0SCPjIycnC5/M0qg3XmVx/9XVE/7z7tG3yke2leFWTLl26nvYew3BH/tnZWfh8XgzDwOv1YhgWoBCJxOWoupnIEbYkpYlYzK3sZxgauq7Xzgc72La7Y9Lj8WDbDrFYjGg0Rjze+KVyN425mT+t+xNVv/4Az/W9UDM8hDfvJ/zGVmY/MQtVVVEUpXbEb2AYBoqioCgKmubGpCgKuq5TXR2RNxWbmUzYkpRG3Lra7lI4XdcwDLW28p/AcWw0zX3c47EQwu3Ubts28XiceNw+5w5Kn8/HSy/+jGX/tZS3fvYW4VCYPn37MmX+CwwcOAhd1xJrshVFSbQ8U1X3Mdt2iMdt/H5LJuskUERTSoQ1gtzpeP7kdV48knGNmqbUJtKTUyICx3FwHBvHEQjh1JnicJO7k3jOfQzcJdYKqqokRtKnrrt2E7SKoqioqpaYgnF/MTjE41+c51L4v4QLcKejJEkXNtsW2LY7/aFpCpqmomkq+ql1RMSpCVogBLXJVdQ+fzJhAyiJZP3FH7VO8nYcUTtF4zSpLKzUNDJhS9JFxE3eNmCjKO6mFXfEfHJ03Pgt5o4jsG2RGLHLm4epIxO2JF2khHDnlOvb1e5ObwCcvtVciFNH4NKFRCZsSboECSFqE7lMyukk6Qm7sQXZL7TjXyjkdV48LoVrBHmdyThe0leJSJIkSc1D7nSUJElKEzJhS5IkpQmZsCVJktKETNiSJElpQiZsSZKkNCETtiRJUpqQCVuSJClNyIQtSZKUJmTCliRJShNpnbAPHDjAhAkTGDNmDBMnTuTzzz9PdUhJUVZWxpQpU7jpppsYP348Bw4cSHVISbVt2zb69u2b6jCSZtOmTYwbN44xY8YwadKki+r7dvXq1dx4441cf/31LF26NNXhJM3ChQsZNWoUo0aNYt68eS13YpHGHnnkEbF06VIhhBBLliwRDz/8cIojSo5JkyaJZcuWCSGEWLZsmZgxY0aKI0qempoaMX78eNGjR49Uh5I011xzjdi+fbsQQogVK1aIu+++O8URNY/S0lJxzTXXiGPHjokTJ06IoqIisWvXrlSH1ez+8pe/iNtuu01EIhERjUbFnXfeKdatW9ci507rEbbjOASDQQBCoRAejyfFETW/iooKduzYwfjx4wEYO3YsDzzwQIqjSp65c+cyadKkVIeRNNFolBkzZtCrVy8AevbsyaFDh1IcVfPYuHEjgwcPJjs7G5/Px4gRI1i7dm2qw2p2eXl5zJw5E9M0MQyDrl27cvDgwRY5d1qXV50xYwbjx4/nlVdeIRaLsXz58lSH1Oz2799Pu3btmDt3LsXFxeTl5fG9730v1WElxfr16wmHw9xwww2pDiVpTNNkzJgxgDvgWLhwIcOHD09xVM2jrKyMvLy8xNf5+fmUlJSkMKLk6N69e+Lve/fuZc2aNfzud79rkXOnRcJes2YNP/zhD+s81qVLFyKRCN///vcZPnw4b731FtOnT+eNN96o08oondR3nYWFhWzbto377ruPJ554ghUrVjBz5kxeeeWVFEV5/s70/xkMBlm8eHFqgkqCM13n4sWLiUajzJw5k3g8ztSpU1MUYfNyHKfOz54QIm1/Fhti165dTJ06lccee4zOnTu3zElbZOIlCcrLy8UVV1xR57Err7xSlJeXpyii5Ni3b5+47LLLEl/X1NSI/v37pzCi5Hj11VfFtddeK0aPHi1Gjx4tevToIUaPHi2qq6tTHVqzCwaDYuLEieK+++4TkUgk1eE0m9///vfiu9/9buLrhQsXigULFqQwouQpLi4WQ4YMEW+++WaLnjdt57BzcnKwLIvi4mLAvfPu9/tp1apViiNrXp06daKgoID33nsPgA0bNtCnT58UR9X8brnlFt555x1WrVrFqlWrAFi1ahWBQP3do9PZo48+SmFhIc8//zymaaY6nGYzZMgQPvjgAyoqKgiFQqxbt46hQ4emOqxmd+jQIaZNm8b8+fMZNWpUi547rRsYlJSUMGfOHMLhMH6/n6effprevXunOqxmt2fPHmbNmsWxY8cIBALMnTu35T6CpUjPnj3ZuXNnqsNodtu2bePmm2+mW7du6Lo7I5mfn8+iRYtSHFnzWL16NT//+c+JxWKMGzeOyZMnpzqkZvfMM8/w+uuv06lTp8Rj48eP5/bbb0/6udM6YUuSJF1K0nZKRJIk6VIjE7YkSVKakAlbkiQpTciELUmSlCZkwpYkSUoTMmFLkiSlCZmwJUmS0oRM2JIkSWni/wHlmk1MBUbk8AAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -512,12 +524,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -535,17 +547,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.463 0.    0.537 0.   ]\n",
+      "[[0.022 0.    0.978 0.   ]\n",
       " [0.    0.    0.    1.   ]\n",
       " [0.    0.    0.    1.   ]\n",
-      " [0.    0.    1.    0.   ]\n",
+      " [0.    0.    0.999 0.001]\n",
       " [0.    0.    0.    1.   ]]\n"
      ]
     }
@@ -564,12 +576,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -585,7 +597,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -613,9 +625,9 @@
     "    ax = ax or plt.gca()\n",
     "    labels = gmm.fit(X).predict(X)\n",
     "    if label:\n",
-    "        ax.scatter(X[:, 0], X[:, 1], c=labels, s=40, cmap='viridis', zorder=2)\n",
+    "        ax.scatter(X[:, 0], X[:, 1], c=labels, s=40, cmap='viridis', zorder=2,edgecolor='k')\n",
     "    else:\n",
-    "        ax.scatter(X[:, 0], X[:, 1], s=40, zorder=2)\n",
+    "        ax.scatter(X[:, 0], X[:, 1], s=40, zorder=2,cmap='viridis',edgecolor='k')\n",
     "    ax.axis('equal')\n",
     "    \n",
     "    w_factor = 0.2 / gmm.weights_.max()\n",
@@ -625,12 +637,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -655,12 +667,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -672,17 +684,17 @@
    "source": [
     "from sklearn.datasets import make_moons\n",
     "Xmoon, ymoon = make_moons(200, noise=.05, random_state=0)\n",
-    "plt.scatter(Xmoon[:, 0], Xmoon[:, 1]);"
+    "plt.scatter(Xmoon[:, 0], Xmoon[:, 1],edgecolor='k');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x360 with 1 Axes>"
       ]
@@ -706,12 +718,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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oNJp2l50WBVAUsdOZ6qEjo8yv1LtSKTNJBddxaQSMbyYpc2pmpO8cAi2Z5I78gi+TXNctUvEY+8ZznX2/dXo2JGXT5sylFSY7A0f3PRE8D8EDy3WxTFir1HnxrcW+4DP4/v83Lyzz2LFxzlxe61sF1XSbH15cYWokhed5LJeajOQTJGL+V86yXco1k0RcIhWXozTPiHeNqDjrXUCW/PS/zSZzeJ6fq29YLmbADy5LAsm4TDYVw3U9nj41yfXlepeLJ5tUePjoaJfOfXZAOmabTFLm/oOFTk78RpycKXCjWOsz3I8cHSMekxBFEGmJnLXSeFzXQzcdxodT/OQTBzhzcYWqbpJNxnj24T3oDZM3zy9TaZjkUn5l70gugee1dHZaVbGiKPgNU3pIJRV03SK4AKk2wge69vYzl1bQze4VS9NyuTxfpZBPAHButhJq8Nvoho3jeX0utja1wDV4eKyUmxRycZLx9fvRNPxU20xSiWb9Ee8KkdF/F5BEkXw6RrVhbTjjNywb3XAwLAcvJOXQcTwM0yQRdxjKxJmZzvMrP3WKb7x0hVLdJJdSeOTIKJMjaWy3PVMXeOi+MWaX6l3ZKrIoMJyNMzqU4KH7xnyNnR572p58+iqXvi5NPj1ENilzWluXX3j02Bh7x8KlGsCXMkgn5FYOeyow04bhoRT1eJOffOIAMUUknVBQFBERodXFyrnpYCkikE7GMG0bw3RxPcimYsyHBGuzKX8VNGhQKNfNjjRDw9jYJdbuqpVOyiyX+19PJboHWw+P1YrBUBbSgdccx3f/JWLyQKG3iIjtInrC3iUUWWI4K9I0nU4hVduW+fn2FoYVnlze7kjlK176M0zTcknGJcaHU3zm6YN9xwRv7KE9Ob7w3CFOny1u2lBvxN7xLAhC6/0MTp/1UzoHvZ/QkkTOpCSytCuFQZIEhnNxcNZn04bl+BLKskAi5gc8258X4EaxxulzRSp1g1w6zqNHx9jTOm9MllFkj2uLFQzDRhS78/UzSZlTh3y30aBBoVQ3qTctUnGZVFwBwmMQiZjEwWk/Q+LoviEWVxtdWVnJuMTR/XlM2+2q8vXwWKv6qadBw++17qvreZFsc8QdJTL67yKC4LtnknEZ1/NoGjYrFYNqwwx0pPICRp6BBT513SQZ71d4vF6sdYxxPh3nUXWU6bEMUyNpPv3+VFfvWcN01tMlPW/DwjC/FaHvplpYqfOVF9bF2Wapc22xxs995AgHJjIdl0zbBx/mr7YcF31ANpBpOZ28dlEQSCcUEnGXC7Nl/uz5S1Qb7Rl4nWsLVX76A4c6hn+uWOcvXrjaFbiWRJgeTfP48cnOKuPUoREu3Shj96y8HMfjRxdWefrUJPftzVEs6V3BXlHAzxjam6OQ9d1AI/kkjxwbRbtWptJy9WQSMvW65cc5kgpKT/FZmOEH/54IQv/2iIjtIjL67wHtbJ5S1cBxPWRJxBU8BHxj7wgeguu7KQSvu6dsG9cD23b9/R1/3+vFGl954UrHjTNLnSsLFT711IENJZKFwP+E9v+FgFunZbhFQUAU8VMTe7KBKg2T09oix/YP9Z8gBEUSUdIxMukY1bLeZXzDJAwkQeS1c8WAwfep6hanzxU7Rv/0uWLftTku5FIxDk1nO93BpkZSDGXjLJf7C75uLNdoNC1G8gmeOjnBhesVdMMmk1K4f2aYsVySlWr/cbWG1clsKpYNXnlnCcfzOLwnRz7d32qxVDUQBbp8/OD7+QWEyNUTcUeInqp3Ac/zG3k4jkfTtFmuNDFDCrTaQVBZEggqZHgezC3Xef18kUrDJJtUOHGwQD4d82V/W7PiH11c6asyrek2P76y1pE0EAQ6wVCBW5MwbjOoAnb5FhqktInLErl0DMtxMUwH2/GIh8hFAJRqG4vG+f8esE/DQpEkFGn9vSeGk6FG33Xh/PUyT56YIBGT2D+eReiJsSqiiBXwHV2Zq/YV3TVNh0tzFYazCWKyTDLe/bnaPv6RvNDJ6lk/1iYRkyINn4htJzL6d4BOx6pW16q20mXDsCnXjJsGJl3Xw/HWG5LPL9f5xquzXWmB14t1fiohs2/PEHJLXaxYCq8kLZb0zj7bQT4Tg8WQ7ekYnufd1kCiSCKJjExCkTBtF8NaVwhtM5SJ4yt4dDOaT5BNKVi2H+CeXbp5GivAo+o4Z6+tEaZYXdNtxvL+oNDr+Foq6bx9aZVK3SQZl7l/ZmRg5pNu+GmslYaJ7Spkk91fuXZWTzCdE/yBvmnafcHgiIitEhn9baCtWe//53U15QDfL1+um6E+bNf1X3dbq4F2+8EgZ0IEz+pNmzfOL/P4A3s6xw+Sd9ANh3rT6jLG7aYmnVaBAwz19aUa3z+7SLlmks/EeOLYBE8cm+DKfI1KIAMml4rx7INTt2Xw/c5X6zr2suwXdpmW01Ie9a3y06emuDRX6ao7yKdjPH1qqtXoROSD79vDtcVa1z7ZpMKjR8f6zrtnLMP+iSyX5/sHklw6hixJpBIK9eb6ey2VdL77+g0azdbfumqyWjUGVvImEzLxmMRKWee7b9ygXDMQEBgfSvLEiQk/j79l+MeGkl2VuoN6B0dEbIXI6N8GbT+67XhYjou3QRqm5biUqoafrdMKzLZn8O2A7c2oNcJTB0s1g0rd6OjRKAPyvGOyiOvC/ErNdxHVLXJphYePrKdqphISUo8P4/pSjf/83Yvrxn0RrszX+NkPHeZnP3S4MxgMZeI8++AUh6dvqqHXTcvYZ1JK6KATU3ytGtfzsCyX+/bm+a8/rvLCmXnKNYN8Js7Tp6Y4MLGuM3JgIssvflzlxcA+T52YYHo03eoX3B5Y/f0/8MA0y6VLXXGA4CCRSSk0TRun5co5e2Vt3eC30A2HdFIhEZO6M3hiEsf3D7FWafK9H85hWuv3+upSjaWSzmeePtgx/MWyL9kQu8MigxG7m8jobxLX9braFPZydaHK82fmWKsYDOfiPHtqmvFCitVKE8fxVwJOyCx+IN76CmBQQC+T7HZZjA4lKIb4qEeHEsyv1PnKi+tB3hvLMLtU57NPH2T/RKbP4AN8/+xi12wefDfF988u8vkPHGbfZJaYLBFXbs11JIgCMVkkprRm0iFB0SBieyUQk3jfkVHunymsp72G/DkPTGS7BoI27Xipx7rxP7wnz9/98GF+8M4SpZrfVjGYBioikE/HWG1dY2+VbxvXcXns+BhX5nxpB7+zV56RfJKX317oMvhtdNPpVO2CH/splnTGh5IoskTsFv+uERGbITL6GxDsSRtm6NtcXajy/3397Hpl5nyV87NlPvb4Psbym2+c7bngeC626+EGzqfuyzO/Uu8STEvFJR68r1uq4OEj/UVYmaQ/o3/9fDEkyGvxo0srXbr1QQZVmpbrFsmEPHBlMQhJEokrIsoWZrKCIHRaGnqtLmH+PfKwQzSBQt8DAVkU/Fi5DMf2Fzi2f11O2aUlR+H6hrjdZ6Bh2OQyMRbX+mMn2XSMPaMZ9oT0E64PGCigv0jM8zyK5SZ7RlN9wd2IiO0geqp6CPal3cjQB3n+zFyfgaw0LH54YYWPPLIXgMXVBmcurwYUIgu+eJgHtud3vGoHLoslnbPXSuuKjvuHeO590/62pk0mIXPswBD7eoqhpkbSfPbpg7x+vki1bpENuHAqb4a3JByUiQODA7aj+fimDb4oCiiySEze/kwUQRBQZKkziHQNArZ72z5xsZ2vGhibxoaTLKw0eOi+UeaXu/WD0kmZo3sHu7YGVewCxGQJ1+3u9CWJAnXdJpd2I2mGiG0nMvot2r1pfZfB5o2F63oDUxXbM+vF1UZ39s2qn4L50Uf2MpSNs7TW6Bh5WRJYqegYLXfAUgkWVhs8975pnn1gqvPesiKGBk2nRtJ8KpCTL4q+DMRwNs6N5f6slnxmcDPvp05McXWhOyiaz8R49tT0Bn8Rf0YvS76xl7Yxa+hm9A4CwdhLO8jemxG0WSRBZKilQvrJJw/ww4sr1BommVSMh9Sxwa3EgKN7/ZVar4snrkgc2ZtjrWYwnIkTj4nEFcnv2+t5LK7pTBVSUdpmxLay642+7fjpgZt1DbTxPI+m5bbULgdos7fK6Qdl3/zo0grH9g/xN2/ODdS6B2gYDmevlTq67ACK2O8iEUTWG36Lgt+8pDUwPHX/BNcW+zNunji23sTcP05Elv3jj6WH+OInjvmxilZnrmdPTXOgtzOX4NcWyK3uUjvFSPlyDhJK4Cn3B4L1GEsnoL6JwSCdUNANm6mRVMcPD5DLJbk0uzZQV2kkn+TBw6P86OKKLychtFJUYyLnr5eRJJFMQiGfjXe1mrRsh6WSzsRwMlLhjNg2dq3Rd12Pmm5Rv4nOfBiO69IwnE7WzmPHxrk0V+le8idkTs34fuJB2Tc13ebtq2sbGvw29aaN0JJBEAS/WjMek0jGZcykhEi43EGbveOZroybfCbO+09OcnAyhyQOlks4MJnlwKTavVFoK18KnVTJu4W2rk9v+0LP686o6s6woqNaOpSNs7jidOXuCwhkkwqlAa6ylbLOW5dX17WVPF9u27RdynWLYqlJ7BGppUWU6DL8TdNmuZXOGRGxHexKo2+Yfv53LDnYtTEIX31x3eC7nkc6ofCxR/f5PnvdIpMM+OxpNeNe7X+vmm4NbCHYS92w+cYPZjvxgH3jGcSWOyMs86aLlpGe2ZPnyP6hTnerTRPI55dbrpt7beYptFYr3CTG7HoeiiyxVtE7mUOZVAw7l0AAmoH72R6kX32nuqFEc71p8/blVcaHk5QqTYZzia6+BPWmhVz1XXQREVvlto2+qqoi8LvAg/hShL+sadqF1mvvA/51YPcngc/ht0o8B7zV2v5lTdN+53av4XZoNC2sW3TlBPGgy+Cv1fwc/LCuTm1OHvQ16Htn9A3DRtzkQqPWsPwVwyrMr9QZySXYO96fKdIROxPaRVeDZ/GDaLt5JGnd2N9rRv52EQWBQjaOYdqdAVuRfSmM4VyCYqm/grfevPlNbu/TtBzWqk2Gs92Gv1w3kCSBXOrWJyoREUG2MtP/HJDQNO0pVVWfBH4b+CyApmlvAs8BqKr6M8CcpmlfV1X1I8AfaZr2j7Z22beH3uo4tRXElmulYdh+0dUAOeQ2TctBiUs8dWKCl99eotFTru+6vgpkMFEoGZMYySdwXI+qbvW5h2q6zQ/OLjGzJ08iJpFMyB29+1s1zoLgd6KSA0Y+MvA3Z2woydxyvau4TpZFKnWD01qRetMinVA4MVNoKWZu3Gw9qKrZNB1KNaNvZr9aaSKLQiTNELEltmL0nwG+DqBp2iuqqj7au4OqqmngN/GbowM8Ajysqur3gCXgv9M0bX4L13BLbNXgtxFFAdN2kUUJISas+31df47ntbTva/q66uJIPtkZLHrJJBWGMnEaTZvhXJz3HR5latTPwPmTv7kYGhOo6ibJmEQitvl8eUFYD/LKkj+b3ylB17sNWRIp5BIsl9eN+fVija9+/1pACVRnYbXBfXtySKIwMNCbSsicmCl0bdMNGwE/hhCkWGoyUegXaIuI2CxbeXJyQDD72FFVVdY0LWjV/gHwXzRNW279fhZ4TdO0v1ZV9ReAfwN8YdAJhodTyNtYkp5Mm32Gf2Tk1hqJtKsmU+k4qQFqxU3DplQzyceUrqV+IZ8IVXWcHE3zsScOAjBR6M7UGB1OhqZaTo5kOtfe+xnahl0UBSRJ7Gjr7FQDPzbWXz17NzAGJFfq1BoWw0Np/uqVa33Sz/WmzdtXujN7RME35n7zeAX1wDB7p/IklP5n3ZOkjm5/G1sQyA+lunR6tuXz3KX3IUj0GW7OVox+BQhendhj8AF+gW6j/h2g3a7oy8D/stEJ1tb6OxttBdfzMFqdq8A3lisrtU0f73kea1VjoLAZ+H76etPq7bkNwJHpHNcXq32VtfdN5ahWdBAg0TNpP3lwmIvXy13VtPlMjMePj1MqNZgYz7K6UvdlmVu++LuJsbEsxWK/4NndguB6yLJIcblKcTX8ee0tEnM9v11lXBap1g1+fHEZXTfYP5Ej0SMrXanqVMs6uZ56itJag8mR1LZlTt3t9wGiz9D7PoPYitF/EfgM8Mctn/6Z4IuqquaBuKZps4HN/x74U+D24FolAAAgAElEQVSPgZ8AXtvC+W8ZsdW5KqaIWLbr69BvsmO51wrabmTwa7q1YXPxsaEkH3poD+9cXaPetEknZI4fGO6k47Vn+ILQamYiwP7xLF/44CFOa0WqDZOpQoqfeGxfR9wslVCoD9Cfj7jziKLAeD5BcbnqF7otbe645XKzU8+1gtFZAe4Zy3ZkH9rUmhaCKHQ1uLddl2JJZ7KQimIwEbfEVoz+l4GPqqr6En4/ji+qqvrrwAVN0/4COApc6TnmfwB+T1XVXwPqwC9v4fy3jSSKSDGRbCqGnlK6inTafWhdz+tSzyzVTZoD0u48oFo3B6ZfBo34VCGNLIm8fXmVWtPi3GyJmCQyMZImEZPIJJW+L/Gh6TyHpvNkUkpLUz5iJ5FKKORSMR47Ps7VhSqVRrBVY7gvv3eTbjpcnqt2XDm9hr/aMJHE7m5ahuVEOfwRt8xtG31N01zgV3s2nw28/ip+hk/wmMvAh273nHeCdn72oNCB53mUGyYi7awJL/Car9h49mqJN88vU9MtsimFkzOFgTOwhdUG3379eqeQawGd+dUGH39sP0f2DW04a4v6pu5chrNxZqbyfOFDh3n1naVOA/rJkRQvnVnoqsgWhXDVhnaQX29aCNCnrlqumciS2KW+WW9axGoi+WgyELFJohSAm6AbDrW6FQiCrhtlx3M5e6XE175/tWPE51dhbqXOxx/b32nCHeTM5ZU+ed6abnPm8gonZoYHXkciLvVVkUbsHARBYCyfwLZd9vYI4eVSMd48v9xJ49RNm7nlfv9/Kr7+dWw0LURBIBGXWFrTefvyKvWmRTYZ4+lTk+wPSGGs1QwUWYxSOSM2RWT0N8BoFcqE4XoeparJmxeWBxrxyUKKhdUGZy6vUG34q4DVkOwd/xgLWRrsm4+KcnY+MUViOBvvaO+3ObZ/GMd2WxpMFpIoklBEmoEaj2RMYma6O/hW003O32hw+myx4yJaQGdutc7PPHcf+yfWB5diqcnUiLjtGT0R9x6R0R+A7bislJuhMV63lcVj225fil6basNiYbXBN169tr4KWPGzNsLIh/RwbZOISdGX+S4hl47RNO2ueoz51Tp//fqNrgysRExiejSFYTqk4jIz09m+1MzVapPTZ5f6evjWdZuX35pn3/iRTtWuh8fSms7UaOquy+CKGMzt9pzeiMjoh+B6fs/SMOVFF49S1eD6Uo0zl1dYq4bLKmdTSqgrx3Y9JEnACaTxZZIyT9w/0fsWHcKaeu8UDMuhaToI+HIE8Zg0sN/ubmE0n2RupY7dstavvrPU18CmaTokYzIffngvtUa4UNvluWpo03aAct2kWje7Ujlt12VpLcrouRdoNC0aTRsPSMbljmLvdhAZ/R68lsEPq95tG/zZpVrXDL6XTFLmxMFhXvlxeP7eUDrGSD7Rcfm8775RDk2FN+HYybN81/X8B7O1HGrLVKcTyq6OP4iiwNiQ33TFwxvYgazetEjEJExL6tSOBAmr3m6TTijUmlaniXwbw3JYrRiM5BMDj43YuXieR6lmdCr5wX8OZGn7qrAjo99DqWZihOTie3iUW1o7YTN48P2y06NpDu/JEZdlYgMM30g+wUcf2df5PbvBTH6j195rmqbd13DGdT2qDZNkXCYZ372PV1yRKOTirFSaA/P329lY2ZTCWtXDdbsnGqm4zAr9K0lJFDqyDWEZPVXdJKb4KckRdxeVutll8NvUdIu4Im3LCm73TsdC2Ehfv9qw/AYYrX+HkUnGeEwdp5DxZ1lH9+RJxaWefWROzQR624p+hkYY8ZjfC3anYm3QjlA37A0L1XYD2VSMTELhsePj5FLdy/N0QG9HELoLr9rMTGdJ9hTeSSI8eXKC8WE/N9/Djy85PfditWLQNHf33/9uY6PvjOvRcRduld07FevBtHxlwzDqTQs9kGedTSnMr/TvFzTwK2Wdc9fLxGN++7uYLDKST3BqZqQrlTMVl/2erCHsZF8+cNNuU7phIwjsanGwQj7BjN2fv39k7xCF3HpuvSKLJONy15e+kE3w2PExLs9VaRh2J+A71aO15Lgua1XfpRMM7PoZPdsn1RBx57Adl5puUdigx4dhuZ1WoFth934bA7iux0qlGaqX07ScPpXLUzMjzPU0x07GpE5z7JWyzgtvLaAH3ETtGX5X7r7QX3nZeb+4vKNn+W0l0ZvRaHX82smf5U4iCgLjQwkcpzt/33E8lstNnIBLJ5VUMB0Px15/bgrZBAW12z9vmDayJJIMTDJM26FcN7oqth3XZbncDK0XidhZ1FtB240wLQc2COi6nteq/N/YBRRNAfB1ynuXx+D3KC2HzP4nCyk++uheDk5mGMsnODCe4ZmTk4zk/SX3uevlLoMPfu7+X71ylW+9NstCS5grlVBCM10EYeOG5TuBW2kv3mja27Y0vRtRZKkvsCpJAsPZGEJglScAuRAZjjDqen8zoEbT7uvF3DTtgRlmETsDy3Y21UHPdvsnWq7n4bgutuP6MjKbON+un+lXGmaoiJrjuX7P0wF5+qmEwpPHJ0Pfsz7AL9c0Hc7NlplbrvPxx/dzangkdL9sKrbjl+S3kpbZ7i2QS8d2bTpnOqFgpJyuxvQxRSKXiXVNLCRJIJeOtTJ+NvoKe1TqJsPZeJdkdqVmokhCV8ZXuW4QV6Q+WYeIncGgLMAwXM9DEgRfG6zVt7mNKAib+n7tbMtyh2maNpWQZtbtNDs3ZPbv4lFpmDj24C9k+iZZKzXd5sdX1kJvkCSFB/V2IreSSeC63m01ob+XGM7G+9xc6YTcZ4wVWSS9ibxsz/P6XI9+YNfsi7csl/VdvdraqTRNG+sW7ovtBGb1QYMvbr5fxq41+q7rUVzTQydTtYYV2gbRxaNa39jgAxzdm+/LuuilMaBvaj4dv2sKa271Mi3b3dUZJYLg5+/3Vszm03FiPQG6ZFzaVADctJ0+9VfHba1SA7it5j+bicNEvHs0mpv7Pnien9IbVj8kipub4bfZteu91WqTZLq/gKVpOaE3wsPPP7dvYvDBb4347INTXFmoMrtY6/PvA6GqiPHY3bUE9wenWzMiuuGgyOKulQqQJZHxoSQLq41OVzVB8FcBvYHdTEv227L7n5/VarMrq+eB+0aZGkl1ibMNZ+M8dXKyE0D2taQMCrmocGsnYFoO9k0y4LyAG8fzPN/+BMJ9t9PT+u6xMNtITbdoGg7JnnaHtutSrpt9ImmnZkbIpBRsy+ukYtYNm3Rc5ujefCeAG2TfeI4je4b69HfAF0978niP7IIAQzs8eNuLJAo4LXt0daHKi2/NU6oaDGXjPHVigoOTub4H0vM86k17VwvIxVuN74P9df3AbtzXewoMpLm0Qqnm4QRcAKvVJq/8eKlTN7KCwWJJ5/Hj45w+W+zEqBZWdbRrJWamsnzwoT3sHctQaZjEY1Ik070D2KjiGs9r+e3p9PkAuiYKonDrBh92odG3HTc0I8fDo1IzWViu94mk3SjWeX9LGyeYirkMLJX0rswdgLV6k9cvFDuDxqPqOHMrdaoNi9FcgqdOTLJ3vDvX2pcuuLvSGqWWD/HqQpX/+E1tXW5gvsr562W+8NxhDk/n+1oA2raLYTrEd3HHr0xSwbR6A7si+Uysq15EEARyqRjlutmp2D17tdQx+G1My+UHP17qq+Z0Pbg4V6VYusgXPnSYvWMZVspNYrJ41z1v9xK244ZW3gJ4rm/w3Z5sHaE1q99qv+tdZ/RXq0aocmZdt7HscImFetPmez+aR5bEPleNbjqcu17mqZbRX6novPT2Yid1bn4FP1vnsf0cnMqST/e7dSRJ2PEpmmG0jf6Lb8336ctUGxavvrPEntE0tuOSTshds5KGYe9qfR7wXTpmT5wjlZCxHY+abna5atIJhb1jaYazcUoDtHwGGRGASut+7B3L4HoeS63Crd2aTfVeE8wYvLZY5eW3FlirGaQSMqbpYNku+YzvEdg7nkFo+e0FgS0ZfNiC0VdVVQR+F3gQMIBf1jTtQuD1/wt4Gmh3+f0soAB/CCSBOeCLmqZtb/fzDajpFmaIf912HL+ZOYMlFkx78MgcXKZdnKv05UrXdJu3Lq9y6nB4iuZwNn5Xfvkkyb/m0oA88HIrmGg7bqcncNvwe5638fJ2F+AHdhPMrzS6MmtyaYUbxRrffu164FnyO6w9po7d9vnKgeCuZTusRcJs7wme59FsPfvXFqv8wTfPdd2bDotwZaHGz/3EfRyYzN62O6eXrUy1PgckNE17Cr/37W/3vP4w8HFN055r/VcG/jnwh5qmPQu8AfzKFs5/S2zk1inXrU488nbSJTsdj0QBfUAf3YZhhxr2dFK5a2UKJFFEEASGsuGt+oI9AmzHpdHztzEtJ1RdcjchiSITw8m+Z+Oda2t9k4dG02Z2qT4w9nOzoudeWY+qbm46eyRi+zAsBxfA83jpzEK4wW9RqZt8/50lRFG89XS5AWzF6D8DfB1A07RXgEfbL7RWAUeAf6eq6ouqqv5S7zHA14CPbOH8t0TQrXN9qcaffO8i//qPXuc/f/sC15dqnf1OzYyQSW7eCAflF1JxmWw6fNAYDjGMd6tbJ4gsCTx9cqrvc2RTCo8e656VWravvX91ocof/vU5fvfLZ/jtP3iNi3Pld/OSdxyKLDE2lOyqzq0McOE0DIvHjo0Tk7sNQEz2lTd7t7dJJ2TuP9DfjnOl0p0xFHHnMUwHz/NwXG9gZ74gYZPVrbCVKWYOCH5bHVVVZU3TbCAN/Bvg/wAk4Luqqp7uOaYKhIvItxgeTiFvQ7CpXDNI2x5p4Mp8mT/+mwtdftHZYp2feu4we8Yy5PJJ0pk4L5+ZZ3axGlqtm0kqZJIK6aTC/TMFxgsp4opEPhPnyVPTzK/oVAMBunwmxkefPMBwoTtdaKKQ2hb54bGx7M13ukOkmxa5fIp8Psm3T19juaSTTcV55sFpDkzl+va/Ol/hS98615EGuDRf5ey1Nf7Hv/8Y6oHCu33528Z23INcPsVyyc/oGSukuBaYjLQZziZQZ0ZJJmOcPrtEo2mRSigc3T/M2FCS8ZEs566tUa2bWLZLPCYymk/yvqNjTI1miCfjXb14AdxWm8738jnaLnb6Z7AdFwuBmOPi4d/nq4v99znIRCHNSMt2JONyaLr3rbAVi1MBgn9hsWXwARrA77T99aqqfgff998+Rm/9LG10grW1rbv7Ldtlaa3RmeV/65WrfYGwasPklTNznJoZ4czlFcp1k4QscepggbeurHYFb5MxiaeOj3dl6zQaJrF0jEpZJxuT+Nijezspn4VcgqdPTJKPy6yt1jvHpJMKtYrAxrf75oyNZSkWqzff8Q5hOy6VuslQUubzzx7CcddbSK6t1fv2/86r1/q0YFbLTf7k2xr/8DMn35Vr3m628x7YhkVVN3nwcIHz19aoBGJM6YTMkb15KlWdobTCBx+colI3WanovHNpmdcCSpyF7AiFXI9EQ1WnVmsyNpSkXSYhCAJrJT97zNQHuxnuBt7r78LNcF0/QF9pmK0MHXjwUIGzV9b6Oqu1yadjPHx0lJWW7UjF5U3dp40Gv60Y/ReBzwB/rKrqk8CZwGtHgf+kqurD+C6kZ4Dfbx3zSeA/AJ8Ant/C+TfFWrW7z+2gpdJq2ejLp18q6Zw8WGCppHeKYPry8gXI9ginTRZSTBZSJOLSPZWtE4Ys+X79dmrZzQJN5Xr433+5dPNl7m6gkItju74iZ1COOZNQOLI3z9jw+rOnyCKm7fLqO8XOxGQFg+Vyk8eOj5FMyH0qro7rT4La/n1Z9mW/l0s6SYkojfMO4LVy7h3Ho9G0uiQUpkfTfOqp/fzo4gorZYO6YWHbLqIoMjmc4BNPHWT/xLoB3w63/laM/peBj6qq+hK+QOAXVVX9deCCpml/oarqHwCvABbwHzVNe1tV1X8B/L6qqv8tfpr7z2/x+jek3rT68pnzmTiELKcM2+lL1dRNh6WSzlMnwoXVwE+xC0s9lGRxYNerQjZxV2brDEKRxU5Atp1DPEhrP5+OM0v/CiCXjuF63j31d7kd2lINCysN9o5luuSYm4bNWtXsKt46e3UtNI348lyVseE0QYei63odNUdZFknFZWzbxXFcX+q5ZkT9dbcZ1/VVMF3Pw7JdjJY9EgR/NqxbLvvGM8iSyFdeuEK9Y4NcimWD3vxyYUDvjVvhto2+pmku8Ks9m88GXv8t4Ld6jlkEfvJ2z3kruF54b9Inj09waa7StZzKJAe3NtworTAWE0mGZd4IMJRWQpujZFLKPVeUJEsCZmB1Kokirusbl+vFGqfPFinXDfLpOAcmM1xdrHalxuYzMZ4+OUXTcO4qGYo7hSgITBSSfamcibhM3qOreKs+QMOpYdg4toPjeEiSvxIzA3IO1bpFXJZar/kNbwzTplQzQ5MOIm6NdqDWdX3NHNfzOk2FBPxCK8/18BwPQRR5/fxyn4unplu89NYC+yfXY2Pv9Ux/R1Op9ysNAkyOJPn44/s4c2kF3XBIxqWOL3+l0u966A16tZEVYaASoi+N3G/YFUXsSmO8V+hd6UiigIVv8P/0e5c6Bn6WOlcXq3zgwSmuLtQo102mxtI8oY5zYDKLYTkkYtKWi0/uBfxUzhTzK3XcwGyvPSi2Db8vp6D3Hd9+bj1gaU3nzKUVarpFOiFzdN8QY0NJqrrVSf90PQ/DdKjUzU2LvUWEE5zduy3DD34luigICKKAJAo0LBtaz3p1QNrmWs/EdTtWwvfknbVsd2BgpFz3gyi9OmEnZwrMLtW68uyD6Ziw3gJRN23y2TgP9HbCAhJxKXSgEESBkVzinlw6S6KILImdWancKto6fbbYV+xWbVhcXajxuWdnABgZyWA3/Qe7XbCV2YSs8G5AkX3DHxRnA9/we54fHzkxU2BhtdGV059OyJw6PEImFWO10uSvX7veyccvAotrOs8+MMXYUBLTljoKn47rYTsOy+Um06PpXe9qu1Uu3ijx7deus1w2GM7Fee6BKfa3iqp8vz5IkuhParzuCupsOgbFfrfnUM8kMZrpD6BcM7qMenupVTdsrsxX+euuSkeYK9b50CN7eebEJOeul0ODtr0tEJdKTeZb8gptwy9v4McfzsR3fGOUraDI60ZfbGmEDAraBrf7fma3o89jWg52TLqn/1a3QjwmMTaUoFjqFmJLJ+VO8PwnHtnbJdcwNZpCu1ai3rSoNay+AizdcDg3W2JsKEmlYTOaC7ZddJEkl1KkxnlLXLhe4t/++VvrM/MbcH62xD/89HFm9uQxLddPemjN7JvmenvEueUaetNCFCFYMpFJKjxxf7cw43ZMGu85o68bdlduvd90wP/zNnSr9eXokUlo2py5uMyRaX9WHxaCHNQC8czlFd/oi35GTpgfP51U7nlfdUwR0Vu2XBQEZFEYGLRNJZSuoK1hOcQUsfN703TIJCOj3yaVUBjOeaxWujOcMimFtgdzfHgP4Ltyvt0zqQmj0fSfZdt2aBh2p2DGdT1s26XSMEkn7r3403bTzsz59mvX+1wxpZrJ3/xwniP7h9ENp2PwwS/QAt/gf+X5K12eCUmEfeMZnn5giv0T3cKM0Uy/B8/zuoJclu3itL4VpuVg2y61AYGv4prO7FKNdtysV0GzMaD5R7VhgQDD6RhyiEa8ooh3nWTy7SCJIpIkdiSAFVni0WNjfUHbTFJm70iKP/vbS9R1i7HhNA8cGubQdL7jFrNsvzNQ5NtfJ5eK4The3+opl1bA8zrPddikJoxUYt2Y1xoWTiBuYDkusiyyXGkyPRJl8wyi47P3PFYq4SnHpZqBKAjYAVeOZTnYrb/36+f6A7iOC8mEwvRot8GHdZHDrXBPGf2qbnUanAcNPkDd8P+wmQGBr3qIZo5uOpy5vEoyIQ8UYsumFHLpWFdP0jb3sh8/jJgsorf9+rLA3rEMn//gIU6fLVKqGb5S5GiK759d6qTHzi7VOT+7xuc/eIjjB4aRRNEXpDKjTJ5ehrNxHKd/4pLLxPDwM3kGZfP0Mh7I93c9j3rg+W4HHy3bD+xutQL0XsQNyB+7nsdwLgE3Kn37jeQS/iQmsC3oyx8UwL06X2FuuUZ+/3qVuihsj3vnnllDu57XMcyO223wLcvBbuXHnpgp9BWsbOQ+XirpXJ4fJMcg8/ix8fC0TaCQvbf9+L3ElPXPKgoCsiSydyzD556d4cMPTQPw4tuLffUQ1YbVav6x/mUwLCdq7RfCSD4R+rzlMzFScXnTzVGW1vyJT7Gk8+KZef7g6+/wVy9fZX7Fd8e14zOlmhnauWu34scH3S6DD/Chh6YZ7lnRD2fjfPiRvX3qvFZvADeEhuHwleevMBuQ4tiubnPSb/zGb2zLG90JGg3zNza7b7VhYZgOrud1fPid1/T19M10QmGikMJxXJIJmYmhpJ+nHGLUIdy/n4hJHJrO8aGH9qDuD9eLyaVj70oWSjodp9HYGeXzoiBg2m6gy49vPK4Xa/zZ85eZW2n03Zs28ZjEqUMFlIBvXxSFu2LQfDfvgSAIpBIyhuX2NTqPx/xCQe1aKbRnRBBFFsmmFF44s8By2aCmWyyXm1yer7JnNEU6ud7Ux7K9uyKj6k7fh7ahB9Yr0EUBSRQZySc4sjeP7bikWmmxf/fD93F4Ok9NtzqxF8dxu2xNJilzea4aKttutgrnTh7yJdkVWexrSDSIdDr+m4NeuyfWz67nUW35xWzb7XrgHdfta3I+PpRk/KE9ZHNJqhWd775xg9UBmvBhDGfjfPLJAwOLWFIJuU/GdrcQdPEosh/cDUvd7KVdv2CaLsm4b+gN04nyxUMQBYHx4SSLq41OhS34Qb7jB4cpvBGnWN5Y1iIRkzh7rdQnBV7TLd44v8zUSBrHdZFEkaZpU22YZHdxi8vgrB78wVcQaP3nNzg5vGeIw3uGuo5zXLerD27vqml6JM3HHt3HV79/pWul2yYou7xdIa6dP43aBDXdwusURHS/NmgGHyTc5SMwPqDBRD4dYygbDy2Jjinirq5oDBZqiYKAJIkDUzfbZJLrMsym7Xa+XI7r7Xq9/UGIgsDEcKqTYx9kciQVcsQ6yZjE4ekc+oBq80q95SYNrMrWqkbfymK30Gvw24itWf5G9Qz9bS2736dpOowMJ7rkNoIMBeIp2xHEhXvA6LueR601iwxzHRgDsm6CjA8l+cgje7lvOsdkIcl90znef3Ki5Wro3jeTlHnmganQ1ExJEhjJ757AbRiyJHa5ZBRJDBWdazOUifHJJ/Yz1TJUnud1fVGakdEfiCj6cg29ImmPHR8n19MMSBT9v/X+8QxP3D/uxwYGVJu3e0IEK9pdz7ul1fC9Qv8Mf93tuJniNSswUHquhxVMxHc9ZherfPe166xWjT6jnk0qPHVyXfdru7LZ7vq1c123OmXPvYOxaTm4A3zIvbRdPuAHb3sLuEQR9o1m+Ohj+9g/3i9bKogCo/nktgVb7mbiMQlb9x/umCLy6LExfnx1lbBeHbl0nMmRFIblkWqNDabtdHyXtu37ru8G3/57Qbvz1sLquk5PW6Hz5bf8rkxxWeLIvjyFXKLLvXB4OsdyqdktHR6XOs1WHM9vzN2exDSaFrqhbEsPiLuBoMEPunFuhWCqZu+q9cpClW+d7rYziiQylI0xOpTkieMTXQqb2zXTv6vvXlfGTtgsv8d/5rU7zLePH6AEGZbr7LqQy8a6bkIHAUZziV3f6LtNTBZptErPRUFgZjLHwcksl+b6tc7bEtOO4+J6/uzJdT0uzZV55ceLlKp+H9ePPb6fw9Mb9tzZtciSyGQhxcJKA7s1sk6PpPnkkwcAfwVcqhk0etI5R/IJnrh/nItzFQzbJSFLHDswRK69MvP870i7FzL4Hej27BKjD63qcm4vVbLXn28GbZTn8eb5Yp+dsRyX0aEkn37/QZI9QVtpmyY+d/XdazTtTk5xmP0OpkbZjttn5C3HxbJdZKm74fCgAq5KLXz7cDYeVS4GEASBuCLRbLnW4jGJDzw4TbF0qa9Q69Hj/vLVa0nPxhXJz/b53mUqrUyMS/NVLtwo82s/dSoy/AOQJZGJgq/T4696vcBrAsOZOJbtdAV+wTf8I/kEmXSCWr1JTJawbRfX9Ve3jusR1A60bGfXBHW36k4J2h88DzswCbUsp5N80ks7dz94elHYHrE1uMuNfruSLSzI4uLhtNIHbccbmPPtGxsPWV730Q0q4AprfJJNKZvOjd5NxGMiLR01ZEnkwESWz3/wEH/7wznmlxt4+HUMQeyW0T99ttgx+G3Wqibfee16ZPQ3QJFFJluSzFbf4+7RNGzevLBCpWGSjMscnvYley/OVTAsl7gicmRvnqmRNKZtk4jJoavhtapfaBdVTG9MMA2zt0DrWrExUBSynbsfNPLb6Ta+a41+07Q7/rKwB7Odpum4gw1+ENtxUVpdoE7MFJjvUS7MpWI8ebxb/CiV2Hq/ynsVSRRRZLEz22kHG4sBH/K1pTp/8p3zfOLxfUyOpHBasZlB2T6DSt0j1lFkiclCqquoB+DGcp1vvBr0HxssrungeZj2+vdjudTk2QenSMcVErEBEyrPo1yPdPdvRpf0QiCgO1es8Y3vXw2Vy1AkkX3jfuub4KAqS9s3wN6W0VdVVQR+F7/vrQH8sqZpFwKv/xPg77V+/aqmab+pqqoAXAfOt7a/rGnaP7vdC293mGlLlvbiuG6XlvVN8XzfpyILjA8l+dRTB3j7yhqVukkuHeOJ4+PsHV9Pq0rEpeihvwmJmNQx+jFF5DUtTGrZ5Gs/uMYnHt/P5EgK2/EGCrUNRwPspogpEuPDSW4U6zgtH/8PL670GZnedELwU5y12RIHJ/xVgOfRFcxtU6mbZFNKFGAfgOt6Xf58OzCwvqb1+/LbWI7LS2cWGRtKMnxwvfBzJ8z0PwckNE17qtUf97eBzwKoqnoI+AXgCfyizOdVVf0yfs9SJR0AACAASURBVLP01zVN+8xWL9pxXfSWv9gZYNTnluucfmeJWtMmk5CZLCRZWNU7vx/bP0Qml+w6xvM8HM9jOJtgbDjFfYFCi+Azn4hJu0pT53ZRZAlJtHFcP6BbGaAzUm1Y/OnzlxjO+FkLh6dzod21nn1g6t269LseSRQZH06yVNJxHJfqLVSq1nUbSV5/tl3PQ+p51j384PBoPtl7eAS+8b62WOXltxZYqxmk4jIPHR1lejTT57rspaZbvH5umVMzI51t0ns908dvdP51AE3TXlFV9dHAa7PAT2qa5gCoqqoATeARYI+qqt/Fd5j/E03TtNs5uW44HX2EsOXnjWKNr75ytaPxsgRcWljPHFkCFtYaJNNxMgG9GEn2O1vFQ8TTPM8/VzIu7/pc/FshHpM6eu6FXIKrIf2Jwc++Wi4bLJcNbhTrne5aVd1iJBfn6ZNTTA8oYInox8NDlkTGh3zD78so9MepwsinY136Pq4brk9V123yaSdqph7Chesl/uCb57oqaq8t1vjsswdJx28eA6w1zK6Z5nvu3gFyQDnwu6Oqqqxpmq1pmgUst9w5/wp4Q9O0c6qqTgL/q6Zp/0VV1WeALwGPbXSS4eEUcsgDZS/XGVb8S2+adl9+/tdevdYn6tVLw3D45vev8rEnDjA5kiaVkMmkFARBICaJiCFPeTbly53utADW2FhIGukOwfN8HXjPg089c4jL8xVKIb2Lg1QbFvOrTb74d04iiUJX3CSfie/I1Niddg/igXahhUKaZ8oG86vnO4WMQCclsEsLJqXw9IPTDA2tV/X6mi/hpkKMKYyNpENfey/YKffh5b96p8vggz+Df+vyGo+fmGB+dXAgF2BsOMVIYf3vOrmNf+PbNfoVIPjXFTVN61hZVVUTwO8BVeDXWptPAzaApmkvqKq6R1VVQdO0gU73tbVG3zbLdllc9bd7ntfpLh9kebX/uDCqDYuvv3yFTz15gH3jWSqth18U6Zu9xBSBbExgZSV8pvpeMTaWpVjsz3/fSeiGjW7YDCVlfuGjR/jSN8/3fSF6Ka41WFvz/fpG00ASfENfrzZ3nOTyTrwH1YbZmQzZjsvB8TSffGI/b5wvUmtYWI5LvWFh2C6yKJBNK4zmE5yaKZCOiZRK9c5qVhIFEgNy80slAc+yd4Rvfyfdh/nlcDvxzuVV6g2Th46OML/cYK1qUKqZXW7qTFLh4ftGWFn1n39FEpHCKhs3YKPB73bv1IvAJwFaPv0z7RdaM/yvAD/UNO1X2m4e4H8G/nFrnweBaxsZ/EE0A7IKg2K0t5JDXG/63a+CuC5dGT+KIjCSS4K3s2b4dwtxReoYkJmpPD/74fvIpjZe4lbqJteL/hfHCuQfRjK/myP41fA8PxPkxEyBTz15kPv25lkuG+iWr1Vlux5rVZM9IykmCqnOMWHv1X8e76ZiersNx3W7NHOCmLbLhRsVXteWOTFT4KefO8yn33+A+/bk2DuW5n1HRvnsswfZP5nrHLOdrh24/Zn+l4GPqqr6EiAAX1RV9deBC4AEfBCIq6r6idb+/wz434Avqar6KfwZ/39zOycOFpcMSsV86Mgo15ZqGy6fgrQFpoK0KxFjLYMvikJo/CDi5oiiQEwROy3i7tub5wvPHebVd5ZYqxosrvVLLpfrJl/65jk+/vg+Hjs2gf9YtZt3R7IMt4b/txUFgUIuzhsXlkP3euGtRbTZMpmUwkNHxtjXyla7WcpztWH6rUKjOBfgZ+o8dXKSS3OVgSvaetPm7curjBdSjBdSTBXSZDMxhvNJ1sp6l6Hf7mf9toy+pmku8Ks9m88G/j2oo/Knbud8QYJpZmHPout5TBbS/J33H+SNC0UqdYtcWmHf2P/f3ptHSXJf9Z6fWHPPrL2qu6v3Jbq1tbVLlmRLtmwtNggYOBgbMH7Yw/BmHjyYeQyP5Q3nHWbzHGB4vAEOfjaYMWZ5BoHN4N2y1GpZ1m51S63obvWi7q59zz0zlvkjIrIiMyOzqqurqqsq43OO1FkRmZG/iMy8vxv3d+/3Jnn+zXEWArySdKLZ67Rsm4Qq0p2O1n2ZwzZ+KyOqSjWjLwoC+7dn2NGXoLs7wYnT4zz5zPmmH4hh2nz9hUv0Z6LcsLe39jl4TaZDloc/MCAIApUACV9wrvfoTBFmioxOF/jh+/awrTfRMm2zdnxX9LBT5cQbMSyLXYMpPvbBQxx/fZRTF2cD9fL9PY+lOnVaEH0pmhvC6F8vqoZZl3cf6IG427b1JtjmW/ywselKRviX71+sW+RNxmRuPdDfdJiIKtETkJZp2XagwmZIeyRRJOIz/BFFpGI413G4P0k6oQR6RYZp8/ybE+zoTxFVJVRZdEM8m+qru/40xnd8xCIyFWOptEGjpqvvHaKdI79QcPL2w6y2xaKsXYMpBt8T42+eOsupC7NNz5svVJmYKTDQE8efm+DvtS2w+uGdTeUuNS7aBt10tlrv8PR5elIRoqpEzO1+9ehduxls0B9PJmS6kpHAO4kwwrNyYqpcMwqCIBBVFg13O/nlbKFK1TCdxceyQbZQrVvbCWlP43f23hsHlvU6f9hzqRCPYVoUWujzdxr+UKVh2dx2qA85IDpgmjZvnJ8B6ouvZLk+tLPaE+mmMvqN0qSBRrnFstOVqTxfe+Ei70zkKVVMihWTyTnn9qomvyxAOqmQijm3qUEx/LBv68oRRaGuBkJVxJpc7B2H+wN/GOCkyvr7dxiWxVyuQrFshJ/HVWLZNkcP9PPoXcNkEiqqLLb0JP1hz+Vc5UKLKtNOwnILPD1M02Z7X5LudLBTkytWEakP78h1oZ3Vv3PaVPfIdQ0JWgqoNW+zbIvX354OaMhd4cS5aYZ64siSTXcqUpePHPQeoYm5NqIRqa7puZd+Odyf5KHbtvHUq6N1nlIyJnP0QC9Wg7a7YVpUqiamZROPyOE6SxvqHEX30h490M9RN6w5MpXjy8cv1oXXEjGZWw/2Nb2uHa06cXUSjRLvngxGX1es5mT6cXoTl0n7sn1kee3i+bDJjP5y0sgCjb5Fy9LnbKGCJEFXOtJUgBKUEhp6lteGKAhEValmIBRZQpElSuUqN+7toycd4wdnp8kWqqTiCkcP9LqLifVG33SVU03TIleskojJYQMbPwLL9lC29yX52COHeebVS8xlK8SiEjfv7WGoZzHs2eoO2o9l25QrZkfLjJtWvZyy99dth/q4NJ5tcjxzRYN/evYc3akIfV0xHrp9F7v66wvjVptNZvTbW/128snpuMrodHPRViap0puOogTNqGFMf02Iqo637y3KxyJSrcFH4wK8H0/jHRwjZFg2iuQ0a8kXDeJROczqcam3+QJBD/3sHEzxxP37iKpOH4TG1ojL/d4XK0ZHG33/Xaq/4Gp7X5IP3rmLbwSoBRimzeRcicm5EiNTeT72gUPsGkwhsjae/qb6hSzl6bf0/oGb9/WSjNXPcYosMpct8/dPn+PieHMlX6u8/NDbvzYEQahruScKQqDeUSONl92vXGjbNvmS0bHNuxupW/xb2ua7ONczqsoMdMWItJBeaEenh3j8hr5R4XewO+5qILVmPlfheyfHgLXx8mEze/qBTwjaZGPbMNQT59G7dnPi3DQzC0VmcxWqhsXoTJHRmSIXxrL87CMau4c2hnbHVsfprLW4MC+KAqosNuUz27ZNxbAw3S5nUVVGlpywkGPgJf+TKZQMkrGwwYcfv+kQBIGRqRyvnJ5iPl8hk1C57VAfXZn6DDbZbWifL1WZX0IryU9Q29JOwvQ5HUGy7ssRvpvLOXdZayVkt6mMviKLgRrg7fBf9qGeOHu3pfj6i+8wOV9/+zqfr3D85GiT0Q8qSrFZymMKWQ7xyOKX2rJtIqqEadXHRStVs06X3Ol0BlXDoCKZJKJSXSGL4/FXScY6O2dcFPxFWYvX4dJEjn88dqHWqu/yZJ53xnOkkjF6ks1eaCquElWlwKr1QDr3kjtrTH5Pv8ELtW3badA0XWippw/UJBzWytPfVOGdVkp/y0FRBHrSKpmk2rI0ei4b3LEpZG1QZAnVF9YRBIF4VGJitsjXvv8Of/uds3zzpctMzBTd/fWvN0ybhUK1fvEMx8MKc8YXL5b/un3/zfGm3qzZYpXnToy0LL5SZImh3hh9mdiSMeZOnmhNq365uzHSKAgCAz1xHr5jmAM70vRlok1pyt2pCPfeNIRIGN4BnAW/BbehUuBXK2CjLArEk0pdDLkrEeEizSp4XWEnrHUn4Xrk3sLjlak8X3nuQp2I1+XJPL0Zp1guk1B514G+2mJv1bTIl0zikfpFL8OwOjqTRBQB03u8+MPwQgeNjM0U+Mdj51nIV+hKRrj7hkEO7+6u7RcEgWRMJhGVyZcM5nLlwPWT5AZTQF1PGsM5dsPfgvsl9/R20jGFsdkCr5yeIpuv0JuJ8vh9+8jE5DWVD99Un5AiSyTjSp0meCsEEfdLqtSJtAHcc+MgF8aydR5/JqFy302LnZkujmU5fnKU+XyFnlSUB9+1nT3b0oSsLpIoEItIZAtOFs6LpyaaVBtLFZMrk07m1chUgUsTeX7o3bvZ1ptwfmi2TaFskojWVzaWqiayLHRkKqff4xYFoZbO05WMBDaymZ4rMeZmt10cz3F+LMu/evwIe9xwp8BiJXUyppCIyhTKBuWKScWwsG2bqCp3tP5OYxe/xklAkgS86LQqSYiSyPa+JNv7ksiCQCYVobcnwfRMPjT6frqSEQRBYCGgebYkCigxydVokXwl//WZHzsHknzk/Qd45ewUEzNFuhIq775pqBbPvziW5S+/odcWsN5mgTOX5/jUh28IDf8aEFVlFEmkbJjLWjTMFat87+QosajC1HyJqmERUSQGe+I8+K7t7PU+I9umWDZJxjrP6PtFAi+MZfnuq5eZzZaxTNuJ9/t+D7Io1BU+giNtfez1EfYMaYHHFwSBRFQhEV26C1Sn0Jjtd3kyy0uuF59KqLxrfw/JRAQJJ4zpR1Hqv6Nr2Y1s0xl9cLzyZExmIb/YKMIr8Q9KGRMFoa40GhzDf/TwIDNuowLJdwt8/ORok/GZy1X47msj/Ny2dCevVa0ZybhCZcEik1SdfpZLcGky3xQzHZ8tcnEsyyceO1ybwE3TolQxrmk9aDPi2fwLY1n+/KunWk6msiSQiinMBuwP17iuDr+n/87YAk8eu7Ao7z6Z59J4jg/du4tdA6naB+RlUhWKVXrSUR599166w/BOMJIY3MJNFBzdey88M5ctk0lGuOvIQE0fPAi/Z9Tqyz6bdcqoO3mxaq1QFYmIKnHnkQEujmUDJbD9tErHn887k/PHH130UMtVC1XuLEls7/t87PWRtndPhmm3bEZUt8bVOZduxfjDOc+dHGvq55ErVnn93EytQcrIVI5/8k0MF8dzXBjL8vFHD9PXtXYN5zet0YfmsI2zES6O1odnIMu5kQU+8v4DLQ2/35B3pSIw2lys1Z1q1SYg5FqRRIGYKrFnKM2PP+Q2WFkoI8kCEzPFuj6uSzE6necvv64znyvTnY7wwM3bOTCcId5BoQhRdOL4s8vw1iOKSFdSretdnEmoPHDL9sXjhUZ/SfxGP+jOCeDCaJa//uZpUgmVYqnaNDHMZsscPznKLft712ycm9voIzRpgoiCEBiemc9XeP6N8UCjLwpCnRd4303beHtkoe4YXUmVB9+1va2meMjKkUQBBIFERGZnf4rh/iTFkoFp2YxO53nt7BQL+Srz+fKSTe+nF0qMz7oFMKNZzl5Z4BOPHuaGvT0dJdMgCgLdy8hI29ab4AP37Oabz19kLl+hK6Fy381DtUVcCO9ul4Pf6HclVS4GPKdYNrg8acBknlb5BfNrHFZbsdHXNE0E/hg4CpSBT+q6fta3/1PAL+C0RvxdXdf/WdO0PuCLQAwYAT6h6/ryupgH4KVA+RHF1uGZuRb5+VKDG7N7KMXPflDje2+MMZcr0+3L3hHC+9w1QRAEFEmgagskYjK5YhVJEjAtu06P56+/dbqt0RcFmlsv5iocOzHC/uFMRxl9SRR44JbtnL0y3zLEk06o3H3DIHu2OS0sPdQOTXVdKZZPXA3g3huHePvKQtuWra16f/Rm1jaicC2e/o8AUV3X73Wbo/8e8ASApmlDwC8Bd+C0TnxW07RvAv8B+KKu63+hadqv40wKf7DSAQgBVl8UhJbhmZ5UczqZKApIAYZg91CKQzu7muLAocOzdsiSSNWwUCRnvca2nLUZz8tPJ5Q6rfGrYTZbxjAsTMvqmBROURTYM5TiE48d4djrI8wslBwHx4aqZdPlGvygu1+p4Yse9r9tj2laWJaFbTse/2B3jA/ds4vX3p4mV6gws1AODFFKYv36VE8myvtuH17TsV6L0b8f+BqAruvPa5p2h2/fXcBxXdfLQFnTtLPALe5r/jf3OV91H7c0+t3dceQ2qUuepnojH7p/HxdGs3VKgT2pCB+6fx8D/alaUYksimwbbJ2CGYvITbe1iiyuaTrVSujv39x6Qd74Lctm3lc8dPLcNP/y/Du1eoorU450QywiUSwHx/hbLUoO9Sbp7U0SUaU1ie1vxM+galjki1V6e5PcfuM2DMsi32aBfL5k8PQrTmrnQHecD969m/3DXYCjRrsZQjzr9TlYlo1pWRimI+8tVEyiVX/HLIsDu3s4sLsHgH965m1OnptpOs6hXV1kElGmF0r0pqP8yIP7uXFfX9PzVpNrMfppYN73t6lpmqzruhGwLwtkGrZ721oyO9s+8uPpdzfSm1D42AcO1bJ3ulIR7rtpG10xhYX5RbGj3t4E09P5wGOLokAhQPnR6fa0cTzF/v4Uk5PNdzWbhcbx50vVWo/Rb79woUkyo1A2Ge6PE1NlLoznqAY0nBZFoS6+mkmq3KX1Mz2dA0Egvcq9XDfqZ+A1LPeTK1YCZZLnSwZ/9o8nWXCv99nL87xxfppPPHaEPdtSVEsbv+hqrT8H07IwDBvDspoKryqGWadPZFl23Xf38K5uLowuNPXnvvfGIQ7syCCKIpIgcHhf36qcQ7vJ71qM/gLgP7LoGvygfSlgzre96Nu2YlrdckqiyO6h1DUpZjbG+T02g7ezmVFlqWb0ZxeC12ZM0+Z9tw3znVcuc+bKQtP+vUNJEjGF+VyFTFLlgaPbF78Ltk2lanWEPIOXoOA3UK1EC59+5XLN4HvM55wCrf07Dq/5WDcqlm1jGBZVs9nQ+wnKIhybKXDi7WkWChXScZU7Dw8wMlUgW6yQiqncfaSfHX1JShWTiAKxJWSXV4trMfrHgR8C/s6N6Z/w7XsB+F81TYsCEeAIcNJ9zePAXwCPAceu4f2BZq/O2xaYznmVxw3cHhr9NUWRRQRRwLZsp69owNpMyi31v3FPD6MzhQbvSeGBW3xVuYDScMdWMTpHk0dqNPqSFGj0Z1pMsHPZckd+5w1Xynu5/RkaZd9HpvJ87fsXa9/N0ekCV6ZyPHr3boZ64kgipBMR97VQrpr0ptcnJfxa4hRPAiVN057Dicv/iqZpv6pp2g/ruj4G/Ccco/4d4Dd1XS8Bvwt8RNO048C9wH++tuG3NsLXkqUhikLgcTvxy389iLhrJg/cvN2p0PWRjCncdqgfAdjWn+CJ+/ZyZHcXw30Jjuzu4on79jDYU68N3/jDtSy7rde2lWhsrC2KQmC1Z0+Lxt1dqUhHFbVVDYtCqUqxvLyGPJZt1yYI0/ffi6cmAlsjnnh7GqBOABLW17as2NPXdd0C/ruGzW/59n8G+EzDa8aBR1f6nkH41QT9SKKAP5rpr9D1Yvy9LdrytepAv4FC+VsaRREpVQV2D6X4xKOHOXZihKn5MpmEwt2HB9nRn6BsmFSrNomIwocaPkfLtrk8keP7b43XQjzvObqd/dsXl5CqRmeEeJzMtPofiKo4DWj8zul7bxtGf2euLsSTSToFWq1CnVsJw7TqWni2wrJtLNPGdLXzveeXKiZlY/E6tyqKyxYrKJLQlAwSUaQmwba1YlMXZ4Gnqtg8IwuC49FUDatJQI3RLG+PLJDJROlqiKOJQmtVxk7yeK4nTvtEkXLFdNdmNAzTouBrPBFVZK5MzPOiPlFL57ztYD/behOMTOX5yvGLLBTcz3scLo7l6jR5qqZFhK1v9IPi+k5zerlOp2rPtgw/88FDPP/meM0xeuCW7ewZSm3pO1zLsilXzbZevWXZGGbwAq5HYyg5nVC4MtX8vFRMJR5pNrsRZf08yk1v9MHx6oNmSVkSMU07uEI3V+HbL13iv3lgX932dkJHGylrZ6ujKk7s2YuVypJYm8QBLk/k+Mdnz9c0eq5MwaWJPE/ct8fJ6y80V2QfOzHCblc10jStwK5oWxFZEqg0/D5kSSQWkakYJrYN0YjEweEuDropmh6CsDWdHdtd0K+43vmFsSzHfjDCTLZMTyrCA0e3M9yfcIz9VfRdHp3O8+qZKabmSsiiUNf1LRmTuetIP2JD6FmWgmuF1oqtYfSlYKMPTqigVYXu9Hyp7m9ZElt+wTvhFncj4TVLL1UWvdGIImGYNrZt851XLzeJsuWKVV45M9myCrLxltu07JahvK2ELAVn7MiSWFv7iihyQFuha1sb26g0hnIujGX58385VdMeOgecuTzPTz18sK1IYyOj03m+fPxi3fdPkgQycYXuVJS7j/SzZ1tzlnrETTRYr2u9NYx+ixAPOMajJx3lXEAWiL/cWZaCF7hqxwmN/roTUSUqxuKPU3Qbrpx+Z44LY8G5zPmiQXcqwqWJ5vqLRh0ax+iv/rg3Gp4zs5LF6602KZarZlNB57EfjNSJzYFzZ/i9N8bYOXCg6RiXJnJ876Qj0dKVdNob9qajvHpmqsnhME2b/u44j9+9i1iAKrCA3+ivz7XeEkYfnAvWqLni8dCtOzh7Zb5eRTCp8v47drqvFZfUrw49/etDLCKT9/2QZEnkpdOTLaWVu1Iqdx8e5MJori7Ek46rPHDzdmzbleiznZaKiixu6Zi1hyKJlK3lK5V6rGfYYS2xbJtS2QiMCMy0iAT4Q8KW5SzgXpzI8jffOUOh5FzLi+M5Tp6fpicdbdnRL1eo1lRPG1EUZ0KWJXHdQo1bxuhLkohhBn+p92xL86kP38B3XxthJluiy81KOLynl7nZ/JIXWxKFjoj9bkRkSXTj+4uf7XyLPq+iKHD34UGGB5L85EP7a9k76YTKHYcHGOiOU/JVcBuWVdNSEgShtugpicKWu7NTFLGpbehSSFJw6vJmw7QsimWzKZcenMkg06LFYyapYphOFa5pO17Gd1+9UjP4i8eHyblS0CEAZ1FXEILj9jHVkXqJBFT/rxVbxugHZSn42bMtzc81tDpU5OXNrlsxrrmZiKpOiqH32bYq2to3lGLYjcFu70/ww717MT2dJalZnM9vA2zbS8ODKs4kIEvr64GtJaIvm225qGvYvWm9MEyLUiXY4DuxfYu7bxjk3MhCnWxCOqFy+6H+polybObqRIGTMYVbD/ahBNgQ2a2ZUOTWa4lrwZYx+rDyW9h2iFvQ69tsCILghHlKBtg2D9y8nbNX6vsdpOMqD926A4AL4wu88OYEC/mK++PtY9+O5gW0IEPg31c1bKqGVQv/bXbjH1ElpxfuMkL7grD5nZ2qYdUlAvgxDIuSa9B3DiT5qYcP8r03xtw7Q6cAcKg3HvjapYipEj3pKOmEY/B39CeRAybQaERCEoV1n1y3lNH3bs1Xs8ghaIYOWX9kSSSmOj2Q/UVbs9kymUSEO7QBhvsTXBhf4EtPnSPr6036zniOj33gILsGV6bFZJiOmqLnlW1WRMExMEGZPI2osrSpJznDXJ7B99g5kGTnwAGMqkW5RZj4ymRuWddkz7YUj9+zG3AcliCjLgoQVWWiarOS71qzpYw+gCyLmFfRWq8dWzG2u5lR3arFSnWxaMvDtJzirRfenFg0+C7ZYpXn3xxn12AK07KwLEeCeWQyx8tnJpnLLrZV3Lcj3SKObVN1M4lUZfN6/V7aa7tMHlEUUNexWGi1MS2rbu3G48JYlqdfu8L0QpmupMq9Nw7VpWQaRnuD/w/PnHfuNtvghXM8VFlEDKjviUcV4lH5utiXLWf0RcH5wi7Hm2mHILQv1Aq5PsQisht6qf98nRi81DZHv1gxa4H8y5M5/v7p84sZPqNZzl5e4Kc/eIi929K1eH4jjkGxiSjSpnQIBEEgHpHJl6otBQmj6ub18i3bDly0vTCW5XP/cqoWEryI06/Wy8W3bZtKmyKsl/RJsgHZOcmozFBvnKppE49I3Hqwr9blLaJIgYu3suT0JL5exZ5bzuiDk7cvS3bLFM7lsNlvb7cyjliVUWf4q6YN2HSnIlwcby4zSsfVupXbl96aDKzafe7kGLsHU1QsJ6avKs2yHLZtU6qYRNXNafidegdHhqHONgpOPHozx/LLLRZtj/1gJLBvtpeLb1p22zWeRtlpj76uGJ94/AjgOBZelbcqi4EGXxCgNx25ro2YNu+nuwSKLK043Wy9V9NDrg5BEIhHlbo7Mcud4O+9cagpBS8VV7jjcH/dtom5IkH4szNs26ZcsVpkvDiaLda16HdfR2RJJBlTiCiSmxYrkowqG64r3NXgrL0Ee+szC8EplbWJYImPMd0mrdNDcluvRtVgD18UIR1T16Rz29WwZY0+ONkKV1tUpcjipvZ0Ool4VEFVJDc+7fxqdw4k+ejDB3nXgV52D6W4eW8PP/7efQz315fTt8pZL5WbY7ZVw6JcsZo8Qdvt3NbOQ9zICILgto+UiUeVTe/oBH12HplksHT0XK7MpYkcsiyitEjPlQSBe28YajL8mYSzLgDOtUy5k2jgMURH5C7VYvJYT7ZkeMePqkjLboaw0VohhiyNE+qx64y4l4nR7nOPtPBoVVXGsu26u8SL41meOznGfK5MbybKe49uZ49b82HbNpWryH0PWRsM02qbtffum4aacvEBBzRpXAAAIABJREFU5nIV/vpbZ2qxfdmuX+Qemco7yqO5CoPdMQa6ohimTca3ECyJTnGVZYuUc81hIEV2CgwTUXlDrBNueaMPzkWXJAEzQDHPy0cOq243L4oskYwpFCsGpm8d552JHC+8Oc5cvkxXIsIdh/sZ7k9iWTDYG2M8IMQz2B2lXLFQFAFZFLk4nuUL3zhdMxbnRrOcuTzPJz90pGb4q4ZTOLbZPeXNzFJO3a7BFD/18EH+5ttn2ursiIKA6GrgXJrI8TffPls3UWQSam2CkNziKi8yICIgimC5QxFF3AV/kYgikbjOYR2PFRl9TdNiwBeAAZwG5x/XdX2y4Tn/F3C/+x5/puv6ZzRN6wFO47ROBHhS1/U/XOngrwZREBBl50OybBvsxTzZkM2NV42diCqYroLi+dEs//Wpt2uLtZfIc2E8y08+dIAd/cmW+jx3Hx4EbM5fyfKiPsGZy/NNaXpzuQpP/2CkZvTBMTqquHnj4ZudpZI2ZFFg50CSTDLSZPSBpkVewCnWauwbnK/w/TfHOTicCQwDJ6IK2UIVRRJQFQkEAVkUSMU3hsGHlXv6vwic0HX9dzRN+wjwW8Avezs1TXsIOKDr+r2apkWANzRN+xJwG/DXuq7/m2sd+LUgCo74UeiZbQ38n6MkicQlkRffmmjKzskWqrx8epKdA6kmfZ5MUq3p9lyeyPG3vgkjiEaZZqd4qzP0+TcjsiwiWzZdSZWLAfsb23ICgZMDwEKh0nLdLx5x4vrFiomAE35MRNe/AKsdKzX69wOfdh9/Ffjthv3fA15zH9uAhCNpcjtwm6ZpTwMTwC/puj66wjGEhNRo1F2abSHKNpcr16q2hweSNa0eP99/a7ytwYdmmWawO0aff7MSVSXec8t2Loxmm0I23oKshyAI9KQiXAyQ8FYkkf/363pdw5V929O1TCiARMxGcI+z0VjS6Gua9vPArzRsHgfm3cdZoE7YxG2CXtI0TQE+jxPeyWma9hbwsq7r39I07WPAHwE/3uq9u7vjyGucQtbfv7LS/I3EZj+H1Ri/J6zlsa0vydtXFpqeN9iboH8gRaVitMzSy5faV3R3pyL80HsP0tu3OO7evhQRRdzUKY+b+XsUL1YxTIve3vZNT3p7k/T1Jvj68xeYmi/Rk47y/jt2sm9Hl3P3LwhIIoiiyI88eICL41lmFhYdiFRcYWS6UMvbPwecG8vy7z52O0ODaWzbWdx3I8gtEb33khbVXb0JYq0/hyWNvq7rnwU+69+mado/AN7IUsBc4+s0TesGvgR8V9f1/93d/B3AS4R+EviP7d57dvbqFO2ulv7+FJOTwc04Ngub/RxWc/xOsZHzU7vncD8n356q76GQULn9YB/zs3lM26JScVI9G5uoCy1SMBNRmUM7u3j3TdvoiUlMTznj7u1LMT2VRZLEdZXIXU02+/eoalgkUlGmp4P6f9XTFZP5yYfqm6PksouL+pabwRNXBH7q/Qc4fmKcuVyZTEIlX6xydqTemZiZL/F339T5qYcPrnj8ngrq7uFuZmaaGwBdLe0mjpWGd44DjwMvAI8Bx/w73YXebwO/p+v6X/l2/Rfg74G/A94PvLzC9w8JaUKRxZru/p5taT75oSM8/YMRphdKZBIR3n3TELtd0TVJEIlEnAXbL377zOJi7ThEFZFEVK5bwM0kVH76g4fYPZhqecu+8W7kO4erEcOzLMeom65x94y887hefbUvE+OJ+/cATqjmz7/6VuAx51qEE5eLZTtpx0FSD6vNSo3+nwCf1zTtWaACfBRA07RP43j39wH7gE9pmvYp9zWfAH4d+Jymaf8ayAOfvIaxh4TUIUsipmljujlze7alaxk2lWpzzr6IwFOvXW7KzilVLXZ2xzi0s6vWEs8/YbSK22/A8G1H4VVpe/1vTfe/RsN+NQhuCEYWnbTvVnH+rhbFX1eDKAgkYjJzpfbrSdfKioy+rusF4CcCtv+a+/AF4A9avPyhlbxnSMhyUBWRUqVZR0VVREQRKtXF6l2AK5PBt9Iz2TL/5sduadruNVcJYiMu2m1lHMPuyF6blo2cLVEoOZpMVdOqNdBp93rLjb9bvji8KAgIgjOJi4JA1QAwsbG5ZX8PZ6/M13nk6YTKu28aavU2y0KVJRIxeV3WhMIk9ZAthSAIRFUpsFuSLImIgk252iyp0ITt/bP4PAEBVXEMu//1Xt/dsI/y2mDZNqa5aNxNt/rWsm2nWvqE06R8sDfB7Yf62D2YQhQlTEnAMC2qhjM5mKbtM/Q24Bl3oWbo/Z+hbYPZ8D3Z3pfkRx/Yy8unJ31Nevrpy0RXdG4RRSIWkddV+iU0+iFbDk9TJkgXx1GYlGqNUbb3JThzeb7pGEM9cYo+LRdZEpBlkXKl2XsslAwMw6KI93zB13vXGY+Xvud5kP5tIQ627Rl1G8M10oZptRS1uzie5QtfX6yWPj+a5Y1z0/zYe/Zi2zQZ5h39yVWpzdnRn2SHT8tJlkTikeUXX0miSEQRXW2w9ZdlCI1+yJZEdFsslqtm3W3+omFxPLkP3DnMyFS+Lq4fj8i8/7Ydi+l0koDYZpnWK8dfxK5JFp8fWeDpH4zUcrr9uj0OTum+l7bn/dsJeKqYhun0R/DWYoLwx+g9T/+7r15pqpjNFqo884NRxqcLFGopvHlOXZhl92CSd9+8je29SSd0Iwp16zBXJnOBE0UrFFkkqkiBrRAbcfp8SEQU6brr74RGP2RLE1EkDFGgUjXdxdz6mP6ewTQ/99hhnjs5FrhoC06Ix7Qtx5Db1OVgC4Kzv9zQtEcA3hnP8udfe6tW4v82NOn2gO108sIGX3mAUJsE/I8372RgWXYtzl41bQzDqgud+fF7+qZpYdo2Qc5+K437K5P5JhE8y4bzYzkm58/zwTt3MtTj9L+NqhIRVebKZI4nnznv67qW552xHD/6nr11hl8QnPj7cnopSKKTUbTR6jdCox+y5fHitE5YpdmA7B5M1Rn5i+NZvvit08xmPXmGgbrKXX9ef086ymP37aUr2vxTejqgccdcrsK3X7nCxz6QcL36xQVDf6jn/Mh8wB1CBkly+kBvZIFA23YaGBmmt6Bq13nx/jh8VzLCXTcMsr037sTsTatlUZNl2RiWjW05k0Krszfa3DHkigYnz8+wvS9BRJVr/WtfPj0Z2GbTk+2IKCKyJCHLra+5gBMCVN300Y0q0R4a/ZAtjyfG5fwQhZpBCvIeL4wt8IVvnFmUYRh32ur95EP7A3V5Lo7nuDCW5aMPH2TnYH0ooJUUxGyuTLVq1oybNw5HEkrg0mSWv/rmmVro4m3g9KV5fuaRQ7XJyVsXkCURWXSb/njrCPjTR+vXEdbibsFwDXvVDdeYph3oxds2XBhd4K++dcbnpWc5e3m+yaP2JgovnGM1ePtvXpjhylRz5lVMFZ0+ym1SM+eyFZ569UpdGKfVXUOhZATq8njIkmPgFfffjToR+wmNfsiWRxIFPB9OEAQUV221lsPtS9179sRYk+7OQqHC998aZ/dQihf1ZiG32WyZp165zIfu3bOY+mfbLatzbdNmbLZQW8xt5DuvNMeq5/OOofrh+/YGHtNLJZVEgeCj+p/sTQCLi8umKDI7X6zdcTSGlUSR2t2F58l7/QpaLbTa9mLc3onZ2zzz+kiTgc0Wq7ysT2KYFi+fnmIhXyEVV7hpb08tDONnbKbAs6+PEZSR2dcVA+DSROuq1pmFkq9zWp53xnMMuK9rpDH/3gvZeEZ+M66/hEY/ZMsjis4iWqWhW5YXJvGwbJtcC6G12WyZhUKFybngtnuzuQr5hvDAtu4YZy/PNRmnidkCl8ZzDPXEEdwxiOKiqW5VlTmfqziWNMCbdJrF21QRUCRHbbSl8XcnJdP7AyhVTErlYM0hy3Zi8IZlUzWcFpHeXcPYTJ5XT0+xUKiQSUS4Q+vHsmyOvT7C2EwRQYDBnhgP3LKdHf3Jlh712EyBi8ez5IrOgvrotNPAxB9/9zh5fgajhSdvWfDgrdt58plzFALOx7vT85MtVBnqiZNJqPVCbEmV975rB/GIgiI7rRA387qKR2j0QzoC2f3Blqv1aZzeAmPVcP5LxIJT7xJRhaphtdRFTzW8bmymwEv6ZKA3WqxanDw/w1BP3I1POznjsiIgCa2115MxhXLVcjz6lvFim6rpxLVlt5J0JXjx+FZZNbZtc3kqxz8/d7FmqC+R5+yVeUzLyY33OD+aY3TqLI/ds9vtdNZMxbBqx/Hw4u9+oy8KArlia6mCrpTKrsEUP/7gfl4+PcnkbImKYRJTJQZ7EozPFhidbtb0Mk2Ln3vsMMdPjDKXq9CXifD+O3ayf3sm4F02N6HRD+kYHI9fJFeoki1WqVbNJo/x1oN9XBjN1i3qJWMy7zrQC8C7DvRyeTJXZ6DScZWjB/rc0AeMzeT55suXyZVa92xtXDQEG8sUmJjPUywbdR2YvDEc3d+L5carJ6dyvHZ6ivlClXRc4dZD/WzvTdTF0itVp12oLIm19QLv30acto/mkiEbD8uCl/WpJkPtVzqt2161eP3taQ7v6uLSRI6izwuPqVJLDzpfNIhFFaSaEqWjcjoy1Wy4FUnk7hsGiaky2q5ubtzTi9Aw5/31t84EGv2BnhhHD/Rx9EBf2/PeCoRGP2TLY1oWxbJJoWw4IR7XnkmSiI3leuPOxh39SX70PQ0Vlwf7GOxJYNuwrTfJh+/dzWtnp8kWqqTiCvffuoOU6sTvR6fzfOOlS03GsJG4W0NgA9g2tgATs0WeeuVKXVhCFGCwO87RAz2oisj0QpHJuSLPvD5KwScBfXE8x/tuHw6ITQtElIA4vxuzt0wnbDOTr7KQLdbCTIL3r28B2OtZ4OXWL9VzoJF8qcpQb4KH79jJm+dnyJWqJKMKR/b0cOrCTNM6BjgplfO5cp3+zdH9vbwzlqubOBVJ5GOPahze1dV0DEfCWESRBD5w5zAXRheY9WVVdacivP/2nVd1LpuZ0OiHbFkM02IuW27pfYqCgOrmT5u2hWXamHZzxaUfBdg9lGLnQAobx0NOp2PMzTne42tnp5dh8CUODqepGPXjevP8TFMc2rIhqor014y5wJnL83UGHyBfMnjz/AwDt+5oej/P4I/NFDhxfppsvkI8qnBoZ6YmHyCrMlWjdR8BG8eLN027VtgUvcrcc69H7EBXrGmcgtDDlckcJV+9Q1QRuWV/DxFZQpCc0JezRhDnQ+/e5VzrQtVJq71hkNtvHKKYK6MqEpLoLWzXL7Ye3tXDv/6xm/nOy5eZXijRm47yvtuHt2QYpxWh0Q/ZkmQLFRbylcC0zCAkQUSSHaNuYWN5Oi0QIOXgiLd5RCMyogjFstlWYtfx2mMcPdDrM+KLNKp91raXTURRRBJBEMSWYaPZbJnvvnql5kHfsLeHHX1OPHxspsDXXnjH9x5FRqfzvOfotsCxNGKY1JrO27bzeM+2FBNzRYq+SVVVRCzLonH+UBWBA8NpqqbpeOyiiCDihG0E53WN6Y6C6MhpqGp9jEZAYLg/xa7BNJJ7XSRJwLKcFMty1USVJVRFRFVAFeqPvX97pqOMfCOh0Q/ZcuSK1cBG18tFxJFewHVkbRaVGC+NZ3nxrUnm82XScZUb9/Sw0xaYyzmhBsebLTYdMxmVefC2HQx0LQpzTcwVOXVhllzRIBmTW5bzp2JKXaFPMqowHvAe8/kKM27v3nGKjM0UeOTOnfR3x3j1zGTTpFIomxx7fYxEVKYrFWXftmTLCWAuW0R/Z45s0SARkTkwnKa/J8Y9Nwzy9sgChbJBPCKzfziNCLxxfoaZbAVBgK5UhFv299KbjmGZNlXLxBRt55wk567h5LmZuskDnEn0B2en2TOUQRQFJAFESUBqDNQ3YJo2RdOg6M2/AqiySFSViaqS07C8gwmNfsiWI19a3UYU3gLoyGSev3/6vC+WnefCWJYfea9MQpWwbbhxbw9jM4U6A5uIyjzUEG+fmCvy1CsjteeNzzrhDE8h1P/aG/b2gKcZZFns35FmZDpftxgqiWA2LErnSwYv6ZMcPdDb8g4kXzLIlwwm5kpcGs9y15EB+jJRBJ8O0MxCiWOvj9bebwqYnC/ynqPbGB5IMDyQaDru9j5n2+ScM1m8+OY4VdNGlUW6kirari76u2KIpkgFmMsGj69QMom3yPhZNrbTT6FSrbCQd0NTqlSbBDZjrv21EBr9kC2HKktUq+211FfC86eaG6bnSwavnZnkwVu2A7CzP8mjd+1yYueFKsmYzI17exjsdsIsXqTo1PmZwOYtO/rixFSZXKlKwo27J2Iy84WKE1gXHP32e24c5NzlBfJlx/OeWigFhodGpgvsHEgQjciQbX/3U6yYnLky35QyevL8TN0EA85dwqkLc3TfEnULwpqZmi/xzA9G69Yp8jg1DRNzJR69axdDPU7xUyapMj7bfPcSi0jkS9W6puPXimXZFEoGhZLh3AUoEjFVIhFTtkQe/lKERj9ky5FOKFSqTvrhajLfwlteaAglDfXEAytJPcZmClwOkBAAZ+H2kbt2Oe9XKGNUHSE2WRDr+jEOZuIMZhbf48vPXQg8nmFavHJ6ikO7MswstF7U9iiVDWazZc6PZSmVDaIRuWWxWLZYpVAyEABZEVElCVUWUVVnIfX7pyYCC6TAmSxPnJ+uXaeb9/YyMpWvWwRPxmRu3NNDrlAlRxVREogqErGovOL6gyZsqFRMKhWTBXeBOxVXNqxuzmqwIqPv9sD9AjAAZIGP67o+2fCcLwO9QBUo6rr+mKZpB4C/wPFZTgL/va7rq++ShXQ0kijS3x1jdqFcp4l/rWSSERhvbrydbqPN0sjYTIGvv/hOS+Pr97IlUcSgvZH2UGQBWqwhFysmcwsVHrhpiNOX58mXHS+3EHBtZEnildNTi/H1bIVW9lWRRGLKogmxTJuSaVKqmERUqWX1rYd/MhnqifPInYt3SKm4ws17e+smz5HJfG1/l5uxs2/b6i3I2jbki1XyxSrRiEQqphJRt178f6We/i8CJ3Rd/x1N0z4C/Bbwyw3POQDcqOu6P9D4+8Bv6br+XU3T/hR4AnhyhWMICWmJKAj0ZqIUSga5YoXKKoR77jkyyIXRbF2IJxVXuOembcs+xonzrVM6kzGZm/f2Lv4dVVBliVLFYGw6z+lL87VwzqHhDL2ZxTWCrkSE+XzrtYxC2aA3E+Ne9zXT80WePTlWt3jqFEnRtKBqWc5NRmMi1Fy+wvR8sW4c4DyxXDaJLJHS2RhGaneH5E2WizINBS5N5Hji/r0c2tm1tN7QVVIqm5TKRZJxhUxC3RRCastlpUb/fuDT7uOvAr/t36lp2iDQBXxF07Qu4P/Qdf2fgduBp32v+yBtjH53dxx5jXWo+/tTSz9pg7PZz2E9xl+umizkKhRK1ZbSvUvR3ZMglYnyzCuXmc2W6U5FeM9tw+zZlqFqmOQKVUoVo22aaGNs3CMelfmxhw4G1gdcmczxvVMT5FzPeAqYWijxvjt2MuAayVsO9beM6wOkkxESqUXxsEQqwsNxlTfPz5AvVknEnBTPF94cD3y9IotNGvXlqsm58Ry7hpsLorwxTWdLgZNcKq5yz83bSTdOGC347usjgTINr709zQ37+0m7wmjdPc2LyteKJUkMdMfXbcF3rX8PSxp9TdN+HviVhs3jgNdjLgs03mOpwO8Bfwj0AMc1TXsBEHyef9Dr6pidbS6XXk36+1NMTjZ3tt9MbPZzWO/xq4JNvmRQKhsrivlnIjI/dO+epu25BUeILSJC1bAoVy0qVROj4T1ikWAnZrg/QUqVWJhvXsx8/sRIzeB75EsGp85N05+OYpgmmbjMu28e4sTb00zMFvEn8sRUiX2DSfINGTIJReLOQ/3O41SEfLZM9Cq7Ok3PFZuOiyigygIDmVgtZDM9X6JiWERkiZ5MhJv39rY83yBm5oOF7mbmS0xO5zArBt09CWZnWqtrXgv5bIl0YvlhvJWyWr+HdhPHkkZf1/XPAp/1b9M07R8A76gpYK7hZWPAn+q6bgATmqa9CmiA/xcQ9LqQkDVFlkQyCZVMQsUwLUddsmK4/XSv/fgCTpWvKksQUzBti0rVES4zDIub9wUvWPrDOo20WkjNlw1iqoRXUJCJRzi0o4uR6Rwnzs2QKzoZQId3ddGbiTp6OjZuwRnYlt0Uszk0nGkquIqpEpmEylhAdk22WGGhWGGwO14rIJOlRdmHpRa1l0sqrjA63bw9HVdJtxCoW00aq6c3MysN7xwHHgdeAB4DjjXsfxj4H4APaZqWBG4CTgGvapr2oK7r33Vf99QK3z8k5JqRJZFkTCQZUxzBsapF0Z0AVivzRxJEYqpIzHUSu9MRMgmF75+aYD5XIRlTuGlfL4NtqmJbGbxWapzbe5Ns723d27URG5tkKoYi2GTSKomEwhvnnUkjGVO5eV8PAP90/EKtKtfDtODslXn2DqWDDr1qBGf3KDxwdBuytPaLrZ6ExFZgpUb/T4DPa5r2LFABPgqgadqngS/puv5VTdMe0TTteRzH4jd0XZ/SNO1/BD6jaZqKMwl86dpPISTk2hEEp+Tfy9awLEd1suKGacqG5XjG1/o+COwZyrBnqD6yaViOiJnl6xRlmjamba/o7uBqxySJi5WuO3qT7AiYNLoSKtMLzSlCre5EVpOh3jiP37ObE+echfDuVIR7jgzWtbFcCwTBydpqJQm9GVnRmei6XgB+ImD7r/ke/9uA/aeB967kPUNC1hOnalMm6gvjeh2gKoZFtWpSMSysVZgIAGRRpFU4vT8TI5NUeeHNCebzFdJxhXcd7GOwO+5MErYzWSy1Ql0TXGuRErkUvZlooNFvdcex0rEIooAsOv1mZVcdU5ZFBrvj3LRKE92SCI7CZ1cysuVy9rfO9BUSssbIkmOEYr4OeqZl0dUVB8PAMCy3T6wjP7ziNKEA9gym2TPYOoRiY9faP5qWIxLnb904MpVrSHl0OlM9cteuZRv+VgVUbe84vIQXtzWkJDrdtr7+4qVaM5TRaScF8yce3M+uoRTiKqdfLhsBIopELCITi0hIq1UAtsEIjX5IyDUgiSLRiNwU8/X6yPp7xBqW03Zwte4O/Ag43jEt7NQ3zs8GpjyeuTzP0f19dHXHiUjOuG2bWktFd+0XAWc9Ip1QeEmfZD5XIZNUufPIAMP9ycXmLG5/9nZ580+9eqWp+1W2UOUlfZI9a7w20IgkOf2So+rWNvR+QqMfErIG+BuwN2J74mmmI6Bm+B5721d7YmglIeGpkQqC4HjYgkA7R3vvtgx7r7EKdqmxrAkCtWbm3n+q3HliaxAa/ZCQdUcQnAYfTt1hcOZJ48RgWjaW7Swwe3F823JDOvbS8fxWEhKZq5CQWC3Waiyi4BSRSaLTKctroiK73vxWqqq9FkKjHxKyAVnOxODHco2/F9e3bO9fZ997j27n4li2riVhJqFy741DrLctDJKzSMdV7jkyCFDrzCW6nbI8iWfBbbhSk30WBCTJzTwSBQYG0kxKoWFfitDoh4RsAUTRCc+0Ui3pTvWTTqot2wT296eI+WL6TqHaYkwf50/3H7uukM32PcF7KLj/9yYUf8y/vztGV1rl6VdHmMmW6UlFeOi2HRzY0dWR4Zb1JjT6ISEdwlJtAkXBjemvA4d39XB4V8+6vFdIPVt/qTokJCQkpEZo9ENCQkI6iNDoh4SEhHQQodEPCQkJ6SBCox8SEhLSQYRGPyQkJKSDCI1+SEhISAcRGv2QkJCQDiI0+iEhISEdxIoqcjVNiwFfAAZwGpx/XNf1Sd/+R4Ffd/8UgPtxWibGgK8AZ9x9f6Lr+t+ubOghISEhIVfLSmUYfhE4oev672ia9hHgt4Bf9nbquv414GsAmqb9O+C4ruunNE37JPD7uq7/3jWOOyQkJCRkBazU6N8PfNp9/FXgt4OepGnaMPAzwJ3uptudzdoTON7+v9V1PbvCMYSEhISEXCVLGn1N034e+JWGzePAvPs4C7RScfpV4A90Xfe6JrwA/Bdd11/WNO03gf8F+J9avXd3dxy5lWzgKtHfn1rT468Hm/0cNvv4ITyHjUJ4DkuzpNHXdf2zwGf92zRN+wfAG1kKmGt8naZpIvBh4Dd9m5/Udd177pPAH7V779nZwlLDuyb6+1NMTm7uG43Nfg6bffwQnsNGITyH+uO0YqXZO8eBx93HjwHHAp5zE/CWrutF37ava5p2l/v4/cDLK3z/kJCQkJAVsNKY/p8An9c07VmgAnwUQNO0TwNf0nX9BUADzjW87heB/6xpWgUYA/7bFb5/SEhISMgKEGx7dRswryaTk9k1HVx4O3j92ezjh/AcNgrhOdQdp2U3nLA4KyQkJKSDCI1+SEhISAcRGv2QkJCQDiI0+iEhISEdRGj0Q0JCQjqI0OiHhISEdBAbOmUzJCQkJGR1CT39kJCQkA4iNPohISEhHURo9ENCQkI6iNDoh4SEhHQQodEPCQkJ6SBCox8SEhLSQYRGPyQkJKSDWKme/qZF07QfBX5C1/WPBuz7FPALgAH8rq7r/7ze42uHpmkx4AvAAE6byo/ruj7Z8JwvA71AFSjquv7Yug80ALeT2h8DR4Ey8Eld18/69m/oaw/LOof/BNyH89kAPKHr+nzTgTYAmqbdDfyfuq4/2LD9h4D/gPM5fE7X9c9ch+Etizbn8KvAzwPeb+MXdF3X13l4bdE0TQE+B+wBIjjf+S/79q/Z59BRRl/TtD8EHgFeC9g3BPwScAcQBZ7VNO2bvv6+G4FfBE7ouv47mqZ9BPgt4JcbnnMAuFHX9Y1WdfcjQFTX9Xs1TbsH+D3gCdg01x7anIPLbcAjuq5PXZfRLRNN034N+Bkg37BdAf4AuNPdd1zTtK/ouj62/qNsT6tzcLkN+Fld1zdyZ76fBqZ1Xf8ZTdN6gVeBL8Pafw6dFt55DsdwBnEXcFzX9bLrnZ34GiijAAAC7UlEQVQFblm3kS2P+4GvuY+/Cjzs36lp2iDQBXxF07RnNU378DqPrx21seu6/jyOgffYDNce2pyDexdwEPgzTdOOa5r2r67PEJfF28CPBWw/ApzVdX1W1/UK8CzwwLqObPm0OgeA24F/7/4G/v06julq+K/Ab/v+NnyP1/Rz2JKevqZpPw/8SsPmT+i6/reapj3Y4mVpwH8rngUyazC8ZdHiHMZZHGPQ+FQc7/MPgR4cD+EFXdcn1nKsy6Tx+pqapsm6rhsB+67rtW9Du3NIAH8E/D4gAU9pmvaSruuvX4dxtkXX9b/XNG1PwK7N8jm0OweAvwH+H2ABeFLTtA9vtHChrus5AE3TUsCXcO7aPdb0c9iSRl/X9c8Cn73Kly0A/hbyKWBu1QZ1lQSdg6Zp/8DiGIPGNwb8qWuEJjRNexWnV/FGMPqN11d0xxm077pe+za0O4cC8Ie6rhcANE37Dk7sf8MZ/TZsls+hJZqmCcD/7a2laJr2/wG3AhvK6ANomrYTeBL4Y13Xv+jbtaafQ6eFd9rxAvCApmlRTdMyOLdYJ6/zmBo5DjzuPn4MONaw/2Hg7wA0TUsCNwGn1m107amN3Y2Hn/Dt2wzXHtqfwyGctQjJjcneD7yy/kO8Jk4BBzVN69E0TQXeA3zvOo/pakkDJzVNS7oTwPuADRfbd0Ox3wD+Z13XP9ewe00/hy3p6V8N7kr/WV3Xv+xmXxzDmQx/U9f10vUdXRN/Anxe07RngQrwUQBN0z4NfEnX9a9qmvaIpmnPAxbwGxtoUfFJ4AOapj0HCMAnNtm1h6XP4a+A53Eyp/5S1/U3ruNYl42maR8Fkrqu/5l7Pl/H+Rw+p+v6les7uuXRcA6/ATyFk2H1bV3X/+X6ji6Q3wC6gd/WNM2L7X8GSKz15xBKK4eEhIR0EGF4JyQkJKSDCI1+SEhISAcRGv2QkJCQDiI0+iEhISEdRGj0Q0JCQjqI0OiHhISEdBCh0Q8JCQnpIP5/MJied9SLtn0AAAAASUVORK5CYII=\n",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gmm4 = GaussianMixture(n_components=4, covariance_type='full', random_state=0)\n",
+    "plot_gmm(gmm4, Xmoon, label=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gmm8 = GaussianMixture(n_components=8, covariance_type='full', random_state=0)\n",
+    "plot_gmm(gmm8, Xmoon, label=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -727,12 +781,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Xnew,_ = gmm4.sample(400)\n",
+    "plt.scatter(Xnew[:, 0], Xnew[:, 1],edgecolor='k');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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M3ieVr0eRS9S3O0PMvvh6KQ1grD92qgRkE13UXI/jbV2q4LcFUsUETJ3iomlVI02r5qTcLNewGq+hUGSLMu9kiJWI1GR81V6qKl3s2NU6Zgm/dH49TavmjCsKrrfRuGS+j1++/X7W2R/1SCdKtpwx2wQHuGlhA9ubFhEMRyxvlufCm0qhsIJS+hli9sV3O+2Ehscr5eWLpvHSvnfGhf7vabnInpaL1CfZcI08SFwOR0p7so24b3ql16nrwqiHChKyhsflYOn8et1NcICTZ7sJhiMp3UITB/hcelMpFGZkrPSFEHbg+8Ay4mkMH5ZSto203QT8fcLpq4GtwCGgFTg5cvxFKeV3M5VhMjH7QoeGo3jddsA2pij41vXzeOKpXxp+ptEmX/JGYzxZWIy9LRd0c7/U13h49ONLafBV4nTYRjYHr64WjAYCFSRknaZVcwyVfuLM3KpvfjoDhEKRDdnM9LcCXinlGiHEauDbwMcApJTHgA8BCCE+AVyUUv5cCNEEPCel/OPsxC4MEr/QXX2BMW2a+eW2JTO4b6RerFWPnFQRsQ67PZ7mIBYziBptoHF69ejvyasFvYFABQmlR12Nl3oLM/N0gtNU8JYiH2Sj9NcBPweQUh4UQqxKPkEIMQX4GnD7yKGVwAohxF6gHfgTKeUloxv4fJU4nfmd4TQ0VKc+KYFH711J70CQR7/9+jjFD9B2oZdp06rwup1MqfLg9TgZCg7rfNJV/P0BHG4XDdOmpLx3dZWXgycv0dkzxLTaClYvmcmDW27A4Ri/R9+YdG0gNIy/L4ivxoPXPfmWvnT7frJZu2w2O/ed1Tk+i8ZZteOON447Mp7Jei7F1veJFLPskH/5s3mjaoDehN8jQginlDJRoz0E/LuUUvNbOwUckVLuEkJ8Cvge8HGjG/j9g1mIlz6ZBkrEZ/DjFT5AZ88QZ97tYrqvkh27WlMqfIjPFCOhsCVZtq69ljtvmYPD7SISCuNxOejuvmJZdifQ3zvEZIe3FGOQzZY1cxkcCiUkXIvPzLesmZvV36IFZ2nPc6Ipxr7XKGbZYUKDswzbslH6fUDiJ9uTFD7Apxir1HcDmiZ/Efh6FvcvGKwmTbPi2w3p23A9LgcN06YU9ctfjGimm8/eXcGZd7uyjqBVwVmKfJDNm9QM3AUwYtM/kdgohJgKeKSUiSWI/hm4e+TnDwNHsrh/weB02Kj06qcvrvQ6cTpsKV08bUlFuYuRbIqfFzNet5PpvkpLCt+sj1RwliIfZDPTfxHYJIQ4QNxD8AEhxBeANinlTmAR8G7SNV8CnhZC/CFwBXg4i/sXDM/vbjN0i3yvfYDnd7dx94b5Jql8PXzunmU01FYUpZeGmqGmJlUf5SLVtUJhhYyVvpQyCvx+0uFTCe1vEvfwSbzmHeCOTO9ZiFgx2xw+1c6W2641dMlbIRpobKiaKBEnHKvlHsuZVH2kgrMU+UJNw7LESmRuz0CIJ546RDQW48MrZ4+W0Ct2cw6o9AFWsNJHVZUuPG79mbwKzlLkksn30ytyUoXka/RcCbH7yAWaVjXyjUduLZl86mqGmhqzPuruC3D2Qi+HZbthziYVnKXIJWqmnyXpJkY7Kjvo6BkqCYUP5tlA1Qw1jlkf2Wzwtz86xt5jxkXvw8MRItHc51pSlCdK6eeAbRsX0LSqEZ8FBdfdH+SJpw7x2JMH2bGrtei/zGaDnpqhxjHro2gMYqCbTkNj77FLPPfa6YkRTlF2KKWfAzR/7a8+eDO1Ve6U55eaO5426JXSXkWuSewjG/HCNelw4MRltT+iyAnKpp9DqivdrFo8PWUGzERKwR0v18XPS5HEPjp7oZe//dGxtK4PhCJc7rrCNTNqJkhCRbmgZvo5ZtvGBcyZbt39MrmYRjGjZQNVCt8Yj8vBvNlTM6qK9sqh91KfpFCkQCn9HDMciY3WnrWC2uwsPzKtinb6fI8y8SiyRin9HJNuRS212VmejLHxW7Tvd/cHS2ZVqJg8lNLPMWbueV63nfoaj9rsVIza+L/xyK08dNd1lq6xAa8cOlf0Hl+KyUVt5OYYj8tBpdelG6zVUFvJl+9bqTY7FaN4XA5unF+PjbhXlxnRGOxpuYjDYVfpLRQZo2b6OSYYjnBlKKTb1u4fJBKNqs1OxSiRaJSdze+kVPiJqPQWimxQSj/H9A4E8ffrK/1gOMqOV1WQjeIqz+9u47UjF9K6ppQ8vhT5Ryn9HGNm0wc49Ru/mqUpAGsZWvVILMxTjvULSpl8PFNl088SrbSdZqP3uBwsnuuj+eRl3fN7BoIqCZkCSN/TS2PZwnpe2HtG1S8oIRLrLXT1BamtcrN84TS2b1qU82eqlH6GJBfF8FW7WXxNHds3LeTeTYs40tpOIDTey0L55Ss0rGRo9bjsTPG66BkIjtbgjcViqn5BiZFcb6FnIMSelou0Xejj8ftX5VTxK6WfITtebWVPy9XMiN39IQ6cvMwR2c4qMZ0Vi6Zx4GT7uOvKxS8/eQWkGI8WpGWWtmP9sllj0lsAPPbkQd1zSyGlRzliZuZ7r32AHbtOc99HRM7up5R+mkSiUXbsOm2YCjcYjuqadtxOG+uXzSp5v3xVOjE9tm1cQCwWY//xSwTDV1eGXredtTfOHO03zRzY7h80zc2vTIfFR+9A0HS1d6y1k3vuWJCzwVwp/TR5fncbe46m520BEBqOYbPZSl7xqdKJ6eGw2/nUJsHHP7SAjp4hQuFh3C6nYb1kM5OQzQavvPke25sWlvx7VioEQsOEwhFqq9z0DOh7/fVcye0+oFL6aZCpt4XGkVPtJb38Nuuf/ccvsXX9PCo96pXTw+NyWKqTbGYSisZgz9ELOOw2NcAWMMFwhO6+ALsOv8fb7/rp8A/hdhnn4qjL8T6g+gamQabeFhr+gVBJL7/N+icQivDcq6089NHr8yxV6bFt4wIikSh7j13ULb7S0trJltuuZSg4rPZUCohkD51EgmHj8Lxc7wNmrPSFEHbg+8AyIAg8LKVsS2j/B2At0D9y6GOAC9gBVAAXgQeklIOZypBvrNbDNcJX5S5pz52pVR581W66DYLTTp2LxygoJZQdDrudO1Y08nqL/r5SV1+AJ54+RO9ASO2pFBDJpk89PC47FR4nvVdC1I14a+V6HzCbmf5WwCulXCOEWA18m7hi11gBbJZSdmoHRgaCHVLKZ4QQXwI+C3wnCxnyihVvCzNuWljanjsel4PF19RxwCBGwd+vYhSyRZstHpXtpqkbNPuwtqcyFBjm05tFSb9/hYxV03B4OMpX7luG2+WYsFVaNkP/OuDnAFLKg8AqrWFkFbAQ+IEQolkI8WDyNcDPgKYs7p9TguEIlzqvpIyES06Jm07Zu+NnukqiLq4Z2zctxOvWf1FVjEL2aLNFo9WUEc0nL/OVH7xR8u9foWLVNOx22ambWjGh+bmymenXAL0Jv0eEEE4p5TAwBfge8HeAA9gjhDicdE0/MNXsBj5fJU7nxM5MIpEoT7/8NgdPXqKjZ4iG2gpWL5nJg1tuwOGwEwgN4+8L4qvx4HXHu+uzdy/jctcgEOOn+87yyi/PjfvcplWN9A2FOfT2+6PHtFlXZYWbR7bemPO/paGhOuefmQkfufUadu47O+742mWzaJxVa3hdocifCfmQPRAa5viZLsP2uhqPqWLp7g8Zvn+q7yeW6qkVNPgqaPcPmZ4XCEX5r8PnJ0Q/aGSj9PuAxN62jyh8gEHgu5q9Xgixm7jtX7tmaOT/HrMb+P0Tb+7fsat1jLmm3T/Ezn1nGRgMYrfZxvib37RwGjHgrdOddPcF8bgdxGLxWZOWGreu2s0KMZ2t6z/IE08d0r1n81sXufOWOTkdyRsaquno6E99Yh7YsmYug0MhWlo78fcHRiNJt6yZOypjcvBWIcmfLvmSvd0/SIeB0rABf7j1Bv7xpbdT7jklv3+q7/PD0vn1lkzDudAPZgNhNkq/GdgC/HjEpn8ioW0R8CMhxAriJqR1wA9HrrkLeAa4E9iXxf2zxszOduDEZQKhq6aerr7guGyIie2affVKID7u9Q6EDGddWpbEUrVtGxVKjyeTusKuI+c53tY5Jnjrj+5ZPtliFzxVlS48bseY906jrsbL7IZqls6vHxMprkepv3+FyraNC4hEYynjfCb6+WSj9F8ENgkhDhCfaDwghPgC0Cal3CmE+DfgIBAG/kVK+bYQ4hvAD4UQjwCdwPYs5c+KVC6GmRAMR9l1+DyRaMzQ06fUbduJs/jpvkoGg2H++aeSU7/pHmeLTjR5bV177eQIXCS8tO8dw/dSc+vbuHJ2SqVf6u9foeKw29l885yUSt9X7ZnQ55Ox0pdSRoHfTzp8KqH9W8C3kq55H/itTO+Za7J1wTTjeFuX4ayrVPPv6CWhm1Lhpr1nkKBO8rlEDp68lHOTVylhtir1uh1sXT8PgN0WcvOX6vtXDEyt8lCfQudcCYR5Ye+ZCXOzLWvHXc0FUw8jDxSrdPcHuP2mWaOePuVQF1fzLOnqCxIjvnH4XvtASoUP0NkzpAqDmGC2Kg2FIwwMhgiGI6YbvV63vaTfv8nEah58M52jEQjFrQXP724zPS9Tyj4iV/sCJG86xmKxtCsaJRKLwfd+cpwVYjpfe+gWBgZDJR0dmW2Kimm1FcrkYILZqrS2Km4OSOUW+D+2r+CaGTUTKWbZkUmCwUSd090XAPTrI09U1tSyV/qJm44Ot4tIKIzH5WAwOEzziUu6OfGtornIQeknG8s2RcWS+crkYIZZYOBgcJgX9p5h6/p5hgNDfY2XGfVT8iFqWZFJgsFEndN1Jcxf/NMB3fMmakO3rM07iXhcDmZOmzKqeAYGQ5bMElYoh0LWqcpEmuF1O/i9rUtyLFHpoQUGJpseA6EIuw6f56V9Zw1NB8qOn3vMVrdWvvMelwNxjc/wezNRG+5K6Rug5ZHJBeVQyNqKrdKIdUtnMqUiN31dyjjsdu7eMJ8pXv0FektrJ1vXf7Cs9pEmE7PVrdXvvNftzPtAXfbmHSNS5ZFJh3JxkUveH6mt8jClwjWywaW/aop7nnwwn2IWNakUzcBgWDdGQpF7zPZZEr/zyYGIib+D8b7iRA3USulz9aFUT60Y8/vHPzSPo60dGfvsa5TL0lovKAvgV+92870XTuheE/c8CedTzKLGqqLxuBwq+GqCMdtnWb5oGk6HjR27Wsds8lZ6XVwZCuHvj2dAXbtsNlvWzM3rQF3WSj95573BF69WlPhQfFUeLnWnlw7C63YQCkcmfMQuVDwuB/VTvWNyh9tt6OZ+L5dVUK5IpWjKYXJRSJjN0vU2eRMH666+IDv3nWVwKMT2pkV5G6jLWuknP5TkZEjaA3LYwemwExqOUlftpdLr5L32gXGf53U7WLd0JlvXzyt5F81UJPetnsIHpagyId/mAIUxZilHrLow57ugfdkq/XQeSiQaXxW4HTZumOdje9NCfvL62TG268XX+Ni+aSGVHhdAWZcFNOtbu01LTKcUVaYYKRrF5JE8S0/HhTnfuZDKVjNl4lceisT4xbFLnLnQxx9uXaJK0hlg1rexGPzZJ29i3uypqs+yJFNzQPLGoiL3pJPixVftpcLjpN0/mJdnUrZKP5u8Oxc6rvCVJ39JfUL0neIqZn1bV+Mdp/CD4QjvXurD779CQ22FUkQThFH0qMpwmnvSqbJX6XXy9WfetBzRmy1lq/SzLX0I1qLvyhGrm42RaJTnXjvNgYTIZ6/bwdobZ/DJDy9UNV1zjFH0qMpwOjFok8GjsoPu/qvODNr/ddUeaqs9nL3YN3pNPnRK2X6rguEIdyyfzR0rZo8Gskz3VVBVkf44WA4Rt+mSWFbSKEjo+d1t7D5yYUyqi0AowmtHLkxYsqlyxWyf5eDJS+r9nQC0vZcl8+uAq84M2v/Xf9BHj0EA10TqlLKb6estcZfOr6dp1RyuafTx6Lf3MDA0nPqDElBFKcaTarOxfzDE4V+3G17f0tqRV4+GUqd3IGhoyuzwD+m+v8r2nx2DwWGefeUUhwze8wMnLht6tU2kTik7pa+3xN3TchGHw84906ozShqmfM2NSd5s1Abdw6fa6bliXNy7uz+oBtIcMrXKg9dt100g6HE7xry/mWSOVFxF67/5Y4+nAAAgAElEQVT9xy+aJmw0UvgwsTqlpJ9gco7rVAmSKr3OjJKG3bSwXs2ELKINuj0Dxgof4vZONZDmGpvu0UAowo93nyYSjSuo5LoImp1ZmdysofVfNhl6JzJ+pSRn+kYzlTuWzzbNWzIYGM5oc9dkwFYkkE5sxPJFDWogzSG9A0GCJulEtNXu3Rvmm06MlMnNnGzrStRWuVm1ePqEegSWpNI38lJIVbfWV+MZV+DAZpA+IJG3TnfxiQ9F1JchBWZ2ZQ2Py866pTOVG2yOseKi3NLawe1LZ6bMHKlMbsZkU1fCV+Xhqw/eTHXlxGacLTnzjtlIq9Wt1WP5oml43c7RDchvPHIr3/zsajYsn53ynuWQOjkXVFW6cLvMX7mv3LeST20SynacY5wOG5Vel+k5XX1BsNnynt+9lLBSV6KxQb+YzcrFDROu8KEElX6q1LN3rGhkzvQq7CPmTbsN5kyv4uMfmjfmXG0DcnvTwhHXQ+MHqb4M1nhp3zuEDFIsQ9yO36BmkRPC87vbdPNFJWK3wdQpblWIJQtS1d1uWtXIY59ZOak1D0rOvJMq9eyelgtjXv5oDN5rH+Anr5/l0XtXjrsm0fXwX1+Ruvn11ZchNVZsnVMqXKofJwCrduZoDIaCwyqhW5bo1ZVIzs2lV6I1X2Sk9IUQduD7wDIgCDwspWxLaP888MmRX/9TSvk1IYQNOA+cHjn+hpTyzzOW3ACzaNCl8+s43tape11LayeBkLF/vsfl4IG7FlPpdaovQwZYsXUOBsIEw5FxhSbUQJAdVu3MmseUSuiWHVb7z+Ny0DBtCh0d/XmVL9OZ/lbAK6VcI4RYDXwb+BiAEGIe8CngVuKOLfuEEC8Cg8BRKeWW7MU2x2imcsfy2bzeclH3mu7+AJe7BrnSP2T4kNSXIXOsbCT6+4N09wXY03JB+YjnEKt5plaIsR5TqhBL7imEyUymSn8d8HMAKeVBIcSqhLb3gN+SUkYAhBAuIACsBGYLIfYAQ8DnpZTS7CY+XyVOZ2Yd8+i9KwmEhvH3BfHVePC6nQRCwzT4KsblzYd49scvfu8XBEIRGmorWL1kJg9uuQGHQ1/RNGYk1cTS0FA92SKYsnbZbHbuO2vYPq22gua33zfMD/PI1hvzIWZGFHrfhyPmLmhul53fvet6fCPV44qJQuv7SCTK0y+/zcGTl+joGaK+xsOCOT6meBy0nO6kuy9IfY2XW5fM4Pe23ph3+TNV+jVAb8LvESGEU0o5LKUMA50j5py/AVqklK1CiBnAN6WU/y6EWAc8C9xsdhO/P72KVXo4gf7eIbQFlNnoOhSM+zG3+4fGVLQpBhoaqvO+TEyXj6xq5L9++a5h0Mp11/j45clLum3Nb13kzlvmFOTKqtD7vn8wRL9J9DNAKBzl0b/by8rFxbWqKsS+37GrdczEpbM3SGfv2L3Arr4A/3ngXU69282ff3pFzvvbbCDJ9E59QOKn2qWUowZxIYQX+LeRc/5w5PBh4P8CSCn3E5/164cIThDBcIQrQ+YvfyIqkVpuGRgMETSJUly1qMHQ9tzVF6C7LzBRopU071zssxRA6B9QkbfZEgxHOCqNc0olc/ZiHztebZ1AicaTqdJvBu4CGLHpj1a9HlHk/xd4S0r5Wc3MAzwBfG7knGXAOSllXoNZeweC+PutK33lf59bzHyY7XY43NqBr9rYT3nX4fcmSrSSJBKNsmNXKz98xdSKOg412cmc3oEg3WnoGIDmE5cZDKaX5DEbMlX6LwIBIcQB4DvA54UQXxBC/Dfim7wbgDuFEK+P/FsD/DWwQQixF/g74P7sxU8PK4ETiSj/+9xi5sMcjcLeYxdNA4jeePv9vH45ih0tMt3fn97ERU120iMxx1eFxzkaA2SV0HCU5/I428/Ipi+ljAK/n3T4VMLPXoNL/59M7pcr0i2covzvc8+2jQuIRKLsPXZRN71Fn4ntORCKsOO/JA9vuWECJSwNsskBoyY71tDL8SXm+lKmbdHj1Dn/qLvyRFMcuzU5ZNvGBcyZXmV6jt0GdyyfpfzvJwCH3c7mW+YSM/hi9A2GTa8/erpDmR4skE0OGDXZsYZeNtIDJy/jdaevVrv7gnlbXZWd0h+OxBgMmCuWGLD5lrlF48FQbKRrZkskEIrSkQOvrlInnT6228E2CekAiplss2kmM7XKnbfVVcmlYUiFlRlQnVreTihZ1ye25dXpqyhJp49jUfizT940rmC9whgzPZJJHv3lC/O3uiq7qayVGZBa3k48Wg1dXwaD69QpE5+JsBSwYsoEaPBVKIWfJmZ6JN0pyZzpVWzflL94oLJS+sFwhO6+ABUe/QVOhcfB2iUz2Lp+nm67IndoKS2++uDN1Falp8SHlAePJayYMgFWL5mpFH6amHmipdrHtdvii1VflYe7bruWx+9flVdTclmYdxJ32Y3yj1R6HEypcHHg5GVOnfOrfC95oroyXinIqqmnvkaVUbSKFVOm1+0gGosRiUbVu54mejm+li6o51hrO/4B48E2GoPV10/nM3deR+Os2qJJuFZUJFfS0mMwGGFwJA2Dlu8FKJo0DMXMto0LqKxw81+//A0Bk5J+oMoopoOVRGuBUISf7n+HQCCs3vU0MUrAaLPB7iMXTK89da4nT1KOp+SH9mx22VVkYn5w2O08svVG/va/r2XtkhnU13iwEZ+Fet2OSSk0UQqYmSCSOXKqg/7B9CJJFXG0bKTaZCQaTb2R2zsQmrQAuJKf6Wfjr6xqguaXSo+Thz56/Zj0s8Ckp6ItZu5afQ37jl0kOGyuiPwDQZ54+tBoUW5l6kmfeNqL0/zimH7SwETqaibPQ7Dklb7VXOJ6qMjEySE5j7sadNNH28c6fKo9pcLX6BkIKbNmFjy/u409R83NOhqT6SFY8sN5qiVufY3X0K1NuW4qihVtH6tnIH2TjTJrpo9VM7Kvyj3pZsqSn+mDwS77/DqaVs2hrsaL02HjR6+d5sDJ90fdAb1uu/JqUBQl2UaLKrNm+lg1I9vTzcY2AZSF0rdS5tBms43x/w6Eouw+cgG7zaaWugVGIZScK2Sy2ccCZdbMBKtm5ELwDCwLpa9hVPPTbGbU0trJ3RvmK+VSAOhlNVTxFOPJZh8LlFkzE9JNLaLplclAfVMwnxmp3OKTj5avfMeu0+OyGqpKT+Ox6qrpddvZsHwm030Vyi02B2ipReprPNhsmEaaT6ZeKauZfiKJJoIKj5OpVW7dTS+11J08kiOpjcyhR2UHty+bRUNthZqhjpC4j9VlUGYyEIricjj4P1/cyJl3u5S5LEfEYrF46vBYFLfLTig83ntqMvVK2Sn9ZBOBx+0AYoaZ8cTc2vwKqBjlR6+d5rWEyEaj4hTd/UEef+oQ9crcM0riPtbl7kH++tkjBHWUT0trJ6DcYnNBcuR/zxXjHFGTaUIrO6Wf/GCMwv697vgDeePkZaTKxZN3guEIzScup3WNZu6JxWJ8apOYIMmKC4/LQYXboTvbhLiZwd8XLD9FkGOsekzV13hZvmjapJrQykqDWX0wHqedQChCIBRRtuNJoqNnKGUeHiOaT1xWfuYJmKUB9lV78WVY0EZxle6+QMqNc1+Vh8fvX8X2pkWTOnksK6Vv5cEAhhGMKmgljxjVU7RAIBSho2coh8IUN2Ybu8sXTcPrVvP8bNl1JLXXTu+VYEGkBS+rp73r8HtZXa+CVvJHg68Sr9ueURUiIKtBoxTRC1CcbDNDqRAMRzje1pnyvEJxCslY6Qsh7MD3gWVAEHhYStmW0P4I8FlgGPiGlPKnQohpwA6gArgIPCClzEvB02A4wvEzXZbO9boduqaFQnlo5YDH5eC2G2emTFFrhHpOY7ESoKjIDKvBcIUS/5CNeWcr4JVSrgG+BHxbaxBCzAD+BFgLbAa+KYTwAI8DO6SU64EW4oNCXrDyYKb7Kmha1cjaG2foti9Wnjx55d4PL6RpVSN11fFUy3XVHj60YhaNDVNSXlsIy+hCJDkNsCJ7UpVgra/xFFT8QzbmnXXAzwGklAeFEKsS2m4BmqWUQSAohGgDlo5c81cj5/xs5OfvZCGDZcyiFOuqPXzunmVct6CB/t4hItEoNpttdCnsdsXdOptVVa28YjQ73bGrlfMdVwyvU9W1FPnELBr3tiUzuG+zKKhBNhulXwP0JvweEUI4pZTDOm39wNSk49oxQ3y+SpzO3HXW2mWz2bnv7Ljj626azfLrZwLgbagG4NF7VxIIDfNPLxzntYS9AM2Tp7LCzSNbb8yZbLmgYUT2YsVM/saR/3sHghxN4YF1JTjMzw69x4NbbsDhyM/AXMp9X+gUgux/dM9yKivcHDx5ic6eIabVVrB6yUxL72C+5c9G6fcBidLaRxS+Xls10JNwfCjhmCF+f27N/VvWzGVwKDRuM2vLmrl0dPTT0FA9pl5lMBzhWGu77mc1v3WRO2+ZAxRGkY9k2YuNVPIn5odPlS44EIywc99Z3u8a4P47rwMm9hkVa99rUenzr62nv7c4vZ0mq+/1kv5tXXstd94yZ8zx7m7jFSlMnPxmA0k2Sr8Z2AL8WAixGjiR0HYI+EshhBfwANcBJ0euuQt4BrgT2JfF/dPG6maW9kBD4YjhPkB3X4BnX5GcOudXyb/ygJU6x8n88lftvPnrdlzOeCi8ekZxkqPSG3wVLJ1fX/b9YoVUSf+MkjoWEtko/ReBTUKIA4ANeEAI8QWgTUq5UwjxD8SVuh34ipQyIIT4BvDDEc+eTmB7lvJnhNGDiUSi7NjVOuaBegzcBj1uB80nr0aMFkLK1FIlm/zw0Rij6QfUM4qTPIC2+4dUv1gkue+K8Z3KWOlLKaPA7ycdPpXQ/iTwZNI17wO/lek9J5qnX3573ANNF5WKOfdkmx8+mXJ+RiqNeOZk0neFWPuhrIKzzAiGIxw8qV/Q2Ot2UOlx0jMQxFftRcyt5Y2T+nlhVABX7qmqdOExiJ3IhHJ+RlbSiJdjv6QiGI5w9kKv4UQwue8KufaDUvoj9A4EDUP3Q+EIX75vJW6nfdQVUJ7z674AKoAr97z4i7M5U/hQ3s9oapXHcAB1uxxl2y9GJCtvu00/22vyO1XIZiC1azPC1CoPDbUVum2+ai8NtRWjQS2pcpkUyjKuFMgk22Yq1DNSKSqs8qPXxhbuMUrvnfhOpTIDTXb+LqX0R/C4HKxeMlO3TU9JXK2S41VVhyaQbLJtJmKjfJ+RVnlMsy8b5TMKhiKqSlwC/YMh9r+lb/IF43eq0CvxKfNOAg9uuUHXj19PSahcJnkiB4nTbDb4s203MW/21LJ6Rnp25aULplFX7aa7f3ysQ11N+Zq9EkmMCTHKuAvw6CeWIub6xr1TZtH/hWBaVEo/AYcjfUVeDH65xUzW2TaBumpv2Sl80Lcr7zl6gTnTq3SVfjmbvRK9bF7Ye8ZSTEhdtb5+MEvLUAh9rJS+DkqRFw5m2TaNNtWSKYQvWr4xsysPBsLcsXwWx8904+8PMK32anBWuTEYHOa5V1vHBFleCYRTXuewQ91U/T1AKOxU1krpKwqeez+8ELvNxlHZgb8/iK/aw7IF9bx1psvUf78QStNNFuZ25SCbb5nLPRsXFn0ahkzRTDj7j18cs4q0GpsTicJL+84aeuIUsvlXKX1FwaP3BeodCPJ6y0XDa76wbRkLG2sL5ouWb6zYlbUVrdftpPgyB2VHJmk9kmlp7eD2pTNpMElVXYhWA+W9oygaEnPBm+Uwr6/xlrXCh9QlEsu5b7JJ65FIV1+Qx59+k8eePMiOXa1EopnvO+UTpfQVRUkqpQaMuimWK8qtWJ9cp/XQAq+e392W+uQCQJl3FEWL3mbZTQvricZiPPbkwYILf883hWxXnkzMTF/ZUCy5i5TSVxQtekrthb1neK1Aw98ni0K0K08mZi6V2VAsuYvKa+qjKEkSlVohh78rCodtGxdwx4rZ2Gy5+8xCCLyyglL6ipLBzFbb3R/g7IXeMYo/MT2Borxw2O1svnlOLgK+RymWDXJl3lGUDGa2WhvwNz86Rn2Nh2ULp2EDjp3upLsviK/azeJr6ti+aSGVHlfe5VZMDlOrPIYpKVIxs66SYDgymm69mOJBlNJXlAxmtlotcrerLzguure7P8SBk5c52trBmiUzaFrZSF2NtyhmbYrM8bgcrBDT07bt11V7ePyBm4HCqI+dLkrpK0qKRI+e7v4ANqylagAIhCLsOXqBPUcvUF/GXj/lxLaNC4jGYjQfvzRaVjMVK0TDqJIv9E1bPdTbrCgpNI+ebzxyK3+27SbLCj+ZRN9rZfsvXRx2O5/eJPj7P1nPrddNT3m+121n6/p5eZBs4lAzfUVJ4nE5mDd7KvVZ+mPvP36pIEveKXKLx+Xg4S3XUz3Fzb5jFw1TKofCUQYGQ1R6ild1qjdXUbKYRe1aJRCKjFZNKrbIS0V6aKvEb/7+atwufdVYLG6ZZiilryhp9FIRbFw5mw+vnI3Xndnmm/L5L21qq7zcvmyWbluxuGWakdEaRQhRATwLTAf6gc9IKTuSzvkbYN3IPX4gpXxSCFEHtAInR057UUr53UyFVyhSYZaK4Ldvn8+zr0gO/fr9tGz/xRJ5qcgcK/nwEwuvFNNAkKlh6g+AE1LKrwohPgk8BjyqNQoh7gAWSCnXCCE8wNtCiJ8AK4DnpJR/nK3gCkU66KUiqPQ42br+gxz81ftpfZav2kuFx0m7f7Dol/oKfcwmC3plKItprydTpb8O+NbIzz8D/iKp/Q3g2MjPMcABhIGVwAohxF6gHfgTKaVh5WGfrxKnM78jaENDdV7vl0uKWXbIr/yB0DD+viCNs2qZ7qug3W+9iMjUKjd/+a9H6OgZoqG2gtVLZvLglhtwOAr/C29EMb87Ey17Y9LvT750YlwZyl2Hz1NZ4eaRrTem/fn57vuUSl8I8RDw+aTD7wO9Iz/3A1MTG6WUASAghHABPyRu3hkQQpwCjkgpdwkhPgV8D/i40b39/kHLf0guaGiopqOjOMtJFLPskD/59WZplV7rUbhTvA7OXuwb/b3dP8TOfWcZHAoVbUK3Yn538i17MByh+a3xpTsBmt+6yJ23zEnL1DNR8psNJCmVvpTyKeCpxGNCiP8AtE+tBnqSrxNC+ICfAK9LKb85cng3oGnyF4Gvp7q/QpFL9IqFd/UFR8Pq/f1xTx0jBgP6G7jFklZXcZVMbPLmZSiLY68nU/NOM3AXcAi4E9iX2Diy0fsa8G0p5b8lNP0z8ALwY+DDwJEM769QpI1ZxaRL3YPUVbu59foP8OtzfnoH9POxGA0IxfKFV2Rnk7dShrLQyVTp/yPwQyHEfiAEbAcQQnyL+Ox+LTAPeEQI8cjINQ8AXwKeFkL8IXAFeDgL2RWKtEhVMam7P8TBX71PY8MUQ6Vvt+mndSiWL7xCf7WXWHPBbAVglt+pWNw5M1L6UspB4BM6x7848uMh4DsGl9+RyT0VimyxWjFpMDBMY8MUzndcGdc2u6GK99oHxh0vli98uWO22mtp7SASiXL8TJfpCsCKO2chU7yxxApFmnhcDpYumMaeo/obcRo9A0E+d88y/t+db3Ox4wox4jP8WdOm8KVPL+fFX7wz5gu/dtkstqyZm58/QjGOdGzzHf5Bw0G/qy/InpaLY37Xq7pW7GUoldJXlBV3LJ+dUun7qr3sabnAhYSZfjQG5zuu8I1njvCVz6wc84VvnFVbtN4vxUwkGuXJl07Q/NaFlLb5RDu+EUamO6NN+mItQ1m8jsUKRQbsOZo6d/rS+XUcb+vUbbvUPcif/u9mXth7hvqpKuf+ZPL87jZ27js7LjfSM/95alyaDM2Ob2baM4rK7uoLcKFzvEmvWFFKX1E2BMMRjp/pMmz3uOw0rWqkadUc0w3fYDiqEq9NAokprs1s880nL/OVH7zBjl2tRKJR03MT8RgkWQP4q385whNPHyI0PJyx/IWCMu8oyoZU3jtf+vRKrvlANcFwhNoqD/4B8w1fbdmvmFg008xR2U53f4i6kfKWqTyxNHt808pG03M1bCZV0qMxeK99gL/8l6N87cFb0v8jCgg101eUDZr3jh71NV5m1MXtsx6Xg5sWTUv5eZpvviIz9IrT6B177rXT7Dp8frSWrVbe0mZBe7W0dlLhcRo+90RC4Qi3LZlBXbXb8JwLHQP0D6ZfU7eQUDN9RdmQjo/19qaFtJ3v1XXP1KiZ4qbCpJiGmVdJsWZozAV6wVHJxerrajwsXTCN25fOpPm4fnquqIXqht39AXqvhAyfeyK+ai/3bRbI33Tz9z85oX/PGJxvH+C6a+tS37xAscViGdaTywMdHf15FU7lIJk88p97Z7yPtZ7Hx45XW2k+eZmQQf3U+hoPa5fNZsuauaPXm0V8AgWXoTGXfW9loHvl0LkxrpETTV21m5sWNYwMKl109QV0z2ta1cj2pkX0D4b4/Pf2627s2m3wnT9eR3Wl8WogHSYw946hrUop/QSKWXEWs+wwOYmzrM60B4PDPPdqK6fO+Q29PzSFAbBjV6vurLJpVTxfo1HbZCVsy7TvE/vQ6bBZHuhsBq6RE03Tqkbu3jCf7r4Au46c53hbl+HA/8TTh3RXeXOmV+XUpj8ZSl+ZdxRlSTo+1pUeJw999Hr6B0N89ek3dTd4Ezd1jTxFjsoOjPYKiylhm1Gm0kQlmRjYBGMHuomcZxr52sPVPp5ZP4X7PiII3mE88H/ld1fwl/9ylAsdA0Rj8c+d3VDFV353xcQJnyeU0lcoLDIUHKbHYOM2cVPXOAuj8aZvMSVsM8pUqkdLawf5tCZM91VwuVu/NkJyH5sN/G6nk689eAv9gyHOtw/QOL0qZyadyUYpfYXCIlOrPPiq3aNeJInUVMY3dd0uh0kWRg82G0WdoTEYjnBUtls+v7s/OKEze416ndVGMpn0cXWlu6g3bfVQLpsKhUU8LgdTKvRnez1XQnz9mTd5Ye8Zblqo7+65QjSwfFGDbptewjY998VcEwxHuNR5xdI9ItEoz74idQc9I+qqPYYukMZe8elx25IZPH7/zQwGwqbnqaR4cdRMX6GwSDAcMVUsmh1748rZNK1qNM3CmNi2dEE9dyyfTTAcweNy5KUG65h79AfxVcUDnrZvWkilR7+S2PO722g+eTmt+1R6XYi5tbqb126XneULpyHP+fEPjO9XzT7vsENEx3nKYbdx523X8rHbrqGrN2AagHXbkhlFkwVzolFKX6GwSKqIXo23TnfxjUduNczCqGVo7O4LsOvwexxv6+T1oxdGlXssFuO1I1eTwqWT792I5GuS7fJawNPR1g7WLZ05OsBo11V4nJZSGSRzZSjM1vUfBGD/8UsEQomBWFEO/qodo9LCG26axeZb5lJV6eKF18/QcrqTnoEQU6e4uO4aH5/eLLimsY6Ojn7TtNn1NR7u2yyKomh5PlBKX6GwiNV8/IkbhkYbhR6Xgz0tF3RT+Xrd+or8qOwgEo1xvK3TdAWQypVy6YJpvHVaX4EHQhF2HT5PLBbDZrONXje1yk2PQWEZM3oGggwMhrl7w3xaWjvGKH2N5Fm81+0YM/AA3Ld5MfdszLS4SYMy6ySglL5CYREzxZKIlQ1DsyRgeooR4puiiWmhtUEiEo2x+eY5VFW6eGnfOyldKVOllgZoPnF5jBypFL4N/VKSWl9YXSUBTPE6uXvD/HEzc83bRtvrSO7jYi9uki+U0lco0iBRsRhFdlrZMExHCWoY+aDvbbnAnqMX8LodYxS1mSulmT87GA88Rhh9lNYXVldJEHdt1XNf1dvrSIyGLvbiJvlCKX2FIg0SFYtmk3/7XT+dPUNpzSwrPM60TSZGSlo7no6iznVErDaIaP/XVXtYIa5G5FpdJYHxSkkvPmDnvrMMDoXGRDMXa3GTfKGUvkKRAR6XIx7ZuXkx1VMrOPNul6WZZeJsNR2FP7thCoHgsKWZshXqazzcMK+O/W9d0h0AjDxmjNA+Q/t/2cJp49JKJJtf3C6H7kBl5L5qXNu2eKKZCwGl9BWKLPG6nZZnlsmzVasEgsMjGT1zo/QrvS5OnukynPE7HXYiVtJYGnC8rYvgHXEX1MSN5UTzy9U9iNQ2eDNzWDFFMxcCGSl9IUQF8CwwHegHPiOl7Eg6ZydQD4SBISnlnUKIBcAzxE2AJ4H/LqXM/M1SKIoIqxWc9OjqC1I7JTObzJzpVQwGhkcVa6XXaRq5ChAejnLbkhnIcz34+wPUTEnPFOXvD9DdF2BPywXdeANNQVu1wZvtCRRLNHOhkOlM/w+AE1LKrwohPgk8BjyadM4C4AYpZeKb+nfAY1LK14UQ/wR8DHgxQxkUiqIik81bjdoqN70Wla7bZWd4ODpm5jwciY3623/9mTdTfoaWW16TW7vOqnmpZoqbV948xy+OXc2FnxxvoGHFBp9OLQSFOZkq/XXAt0Z+/hnwF4mNQogPALXAy0KIWuCvpZQ/BVYCexOu+whK6SvKhHQ8WJJZvnAax890pbzW7bLz159dQygcGTNzdthhuq+Sdv+gpYEnUZFqCtnqRizEXTz3v6Vf/CRTG7yeS+baZbPYsmZuWp9T7qRU+kKIh4DPJx1+H+gd+bkfmJrU7ga+DXwXqAOahRCHAFvCzF/vujH4fJU4nfkdwRsaqvN6v1xSzLJDcctvVfa1y2azc99Zy59b4XHy4Zvn8PB/W8LTL7+d8tqmm+ey8IPjc/8EQsP4+4I0zqqlwVdBu18/E+V0XwWrl8zkwS034EgKlf2je5ZTWeHm4MlLdPYMMa22gltumAHAobcvj/tMo/2C7r4ADreLhmlTTP8WPR69d+Xo3+Kr8eB1F/+2ZL7f+5Q9JqV8Cngq8ZgQ4j8ATdJqoCfpssvAP0kph4F2IUQLIIBE+73edWPw+wdTiZdTirkQSTHLDsUtfzqyb1kzl57+oTFmDz1uWdzAR9d+kIbaCjwuB93dV9iyZi6DQy6gZ5kAAAfVSURBVKFx6Qw05kyv4rfXXTtGFqPc93rctmQG920Wo/fTY+vaa7nzljnjbPCbVsw2rDWQjMftIBIKZ/W8nUB/7xDeIn5vYEKLqBi2ZZqMohm4a+TnO4F9Se1NwI8BhBBVwBLg10CLEOJDJtcpFCWNw27n/t+6jsYG81nuYdnBnqPncTqu5qJ02O1s27iA1Td8AI/z6lfX47SzYfksHr9/1bgoVs1bqKsvSIy4Xf299gHmTK+ivsaL3Raf3TetauSBuxZbMrloNvjEc81qDSQTHo5m5Rk0UeQjq2khkOna6B+BHwoh9gMhYDuAEOJbwE+klD8TQmwWQhwkPrv/spSyUwjxp8CTQgg38UHgJ9n/CQpF8fHYZ1bytacPc6lbfzUbjcGelos4HPYxm57P727j9aT6ssHhKC6HfZzCN/MWGgwM8/j9qxgKDjP/2nr6e/XNPVZJZ78iEo2x49XTPPzR61Oem48C8vnIalpIZKT0pZSDwCd0jn8x4efP6bS3AhsyuadCUUq4nU4ef+BmvvyDg6YVtRI3PdMNUErl2z4UHGa6rxKv20m2BoZ0Im4BTv3GP5pKWo98KmK9SF89L6NSofSGMYWiSPC4HKwU+kVVNBLLMFoJUEpEm33rMRG+7ds2LqBpVeOo2cjjMlYvPQPBcfImomeW2nX4PM/vbhs9J50CMEakGkhL0dRT/FvfCkURs23jAiLRGHtbLuh6uyQq53QDlPLt256c8MztcvDlH7xBIDTefm826KRSxFvXz+OlfWdHC8DUVWe+CijHSF8101coJhGH3c59HxFsuGmWbnuictaUeKrzEkmefdfXeGla1Tih6Ya1jd7aKg/rlqb+u5JJpYife7X16iogpr8KsEq+V0OFgJrpKxQFwPZNi3A47Cnz0KSbM36y0w1nkuPebEVTW+Xh1Dm/7nWZBH2VY6SvLZaPUvUZ0tHRn1fhysVXvBApZvlzKbtVb5VcerXko+/TlXfHrlZdRXzbkhm8cfKybv5+uw3+6vdWp22OubppPH5gmmjvnQn00zesO69m+gpFAWE1F3yx5YxPV16jFcLW9R9EnvPnNPHaZK+G8o1S+gqFouAwU8QTZY4ptoE0U5TSVygUBYueIla1cLNDKX2FQlFUJK4CHG4XkVC4pM0xuUa5bCoUiqLE43Iwc9oUpfDTRCl9hUKhKCOU0lcoFIoyQil9hUKhKCOU0lcoFIoyQil9hUKhKCOU0lcoFIoyoqBz7ygUCoUit6iZvkKhUJQRSukrFApFGaGUvkKhUJQRSukrFApFGaGUvkKhUJQRSukrFApFGaGUvkKhUJQRZZ9PXwjx28AnpJTbddoeAT4LDAPfkFL+NN/yGSGEqACeBaYD/cBnpJQdSefsBOqBMDAkpbwz74KOlccOfB9YBgSBh6WUbQntBdvfYEn+fwDWEn8eAB+TUvbmXVAThBC3Av9LSvmhpONbgMeJ9/3TUsonJ0E8U0xk/wLwEKC9/5+VUso8i2eIEMIFPA1cC3iIv9s7E9rz2vdlrfSFEN8FNgPHdNpmAH8CrAK8wH4hxKtSyvHFOSeHPwBOSCm/KoT4JPAY8GjSOQuAG6SUhRKBtxXwSinXCCFWA98GPgZF0d9gIv8IK4DNUsrOSZEuBUKILwL3AVeSjruA7wA3j7Q1CyFellJezr+U+hjJPsIK4HellEfyK5VlPg10SSnvE0LUAy3ATpicvi93884B4spTj1uAZillcGS21gYszZtkqVkH/Hzk558BTYmNQogPALXAy0KI/UKIj+ZZPj1GZZZSHiSu4DUKvb/BRP6RVcBC4AdCiGYhxIOTI6IpZ4Df0Tl+HdAmpfRLKUPAfmB9XiVLjZHsACuBPx95z/88jzJZ5d+Bv0j4fTjh57z3fVnM9IUQDwGfTzr8gJTyeSHEhwwuqwESl+b9wNQJEC8lBvK/z1X59GRzE5+JfheoIz6DOCSlbJ9IWVOQ3KcRIYRTSjms0zZp/W2CmfxTgO8Bfwc4gD1CiMNSyuOTIKcuUsoXhBDX6jQVfN+byA7wI+D/AH3Ai0KIjxaSaVBKOQAghKgGfkJ8Va6R974vC6UvpXwKeCrNy/qA6oTfq4GenAmVBnryCyH+g6vy6cl2GfinEYXULoRoAQQwmUo/uU/tI/LptU1af5tgJv8g8F0p5SCAEGI3cdt/wSh9E4qh73URQtiAv9f2ToQQ/x+wHCgYpQ8ghJgDvAh8X0q5I6Ep731f7uYdMw4B64UQXiHEVOLLsJOTLFMizcBdIz/fCexLam8CfgwghKgClgC/zpt0+ozKPGITP5HQVuj9DebyLyK+D+EYsdOuA47mX8SM+DWwUAhRJ4RwA7cDb0yyTFapAU4KIapGBoCNQEHZ9kdMrf8F/A8p5dNJzXnv+7KY6afDiCdAm5Ry54g3xj7ig+NXpJSByZVuDP8I/FAIsR8IAdsBhBDfAn4ipfyZEGKzEOIgEAW+XAAbjC8Cm4QQBwAb8EAR9Teklv/fgIPEvaX+RUr59iTKmhIhxHagSkr5g5G/4xXiff+0lPLC5EpnTpLsXwb2EPeoek1K+Z+TK904vgz4gL8QQmi2/SeBKZPR9yq1skKhUJQRyryjUCgUZYRS+gqFQlFGKKWvUCgUZYRS+gqFQlFGKKWvUCgUZYRS+gqFQlFGKKWvUCgUZcT/D+FMCPvopxUMAAAAAElFTkSuQmCC\n",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Xnew,_ = gmm8.sample(400)\n",
+    "plt.scatter(Xnew[:, 0], Xnew[:, 1],edgecolor='k');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -743,7 +839,90 @@
    ],
    "source": [
     "Xnew,_ = gmm16.sample(400)\n",
-    "plt.scatter(Xnew[:, 0], Xnew[:, 1]);"
+    "plt.scatter(Xnew[:, 0], Xnew[:, 1],edgecolor='k');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### This generative model works for any type of data shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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FvnCCw7ETUmlcgARqEez2Do2qAglnOSApLSREM/d9a3ooseZwDDmof4z09AwcPVqCq1evoUePbhgy5DGkp2eA497yE/I4gdu3SyGRfA+NZg4Ypi0OHvxnXZemFnL5pzAa+TWkWbY/KOo0JJLzPs+5FPQmTXrKfUcwe/ZcFBRkwmjkC5eUeg0coOn9cDjO4uZN/01HfOEEsfiK31JKm60n1OpNkMv1jWovD2c5ICktJEQz973DBoTFmuvfyiuVh7F8+QrMmDEVs2fPFeS46x8jIaEEHPcW4uL6oKpqODSaQ6DptzF58iTExfWBWp3tTn66qiZstj6QSg/CbJ4Glu2PgwcP4fbt7e4KF5PpOV6HDDh1rq3WEX7L8Oo7HIVCiY0bfS9mEskJAHZ06LAQBkMvaDQXIBYfBssOCxjb5Qsn2O2dQNOHeO2VycoxZsxDWLr0fxqVyPN3UXZWiYR2IWhMMplAaGpahJZIMAKV6Gm1WZDLKWzcuCFgSVegY6jV2e5YLU2XoF27WdDpsmEyZUEmK/Kq9FAotkAksqKm5nUoleuQkFCI69dLIJfvBE0fgsGwzm9pokYzE3r9JnCc2qsShqbLoFafx8aN/GVpfGV0ANyP9ejRDRUV32HTpjZ+ywNzcqqRnNzRRwskkBaJ0LUVSv3zmD59MsxmR1iOJaS0MFxEU4lZqMSq7dFkd6O1RO53AlcGZMBkSsaCBS8GLOkKVvkhkxXBbJ4GhsmA3d4ZSuUZGI3O5KdIZIRMVgSlMg80/Q3M5qkAALn8NCyWbgDutYh7JhE9SxOdpXdLoVYvBsumwWSaAZlsH6TSYowd+zj++7/92+4vcep6rE0bFaqr/x40tpuZ+bhPOIHjlDAas6HVzgTLDvSqwb57dwd0OmvYyuXqn4dCoYDZ3LAfIdEsIUQj9/2IMCEEq9rgONprDJXJZERh4S6sW7fGPRcx2DHE4ivuf1dVjQRFnXCX6TnL7g6B4+RwOFpBpVoLheJ9yGTlkMtrAThDC65QiCuJyDAjIBJZIRZfR3X16zCb/1T3+FBIJBcA2MCyv8PXXx8NugZ85+SJkPmS/kaatW//LmbMmAKp9C5EIisYZgRu3y4Fy6aBZfvCYmmPxYtfCTpjkkBo6RCHDVdlAP/8Q2ejSid3SZe/gb6AI+gxXKjVF/HHP05Fx47z0arVDBgMG6DXb4XRmAOdbicMhg1ISFiBFSuWQyY7A5ougcUyHhR1b5CvTLYbYvEvdQ77CiyWZ+o+6zuoVGsBULBYngbHJcFsZrFlyya/5y9kSLHQ+ZKufMHSpenIyanG0qXpKC4+AImERlXVH1BT8zrM5mngOIX7YmWxJGHfvoERH45MIMQaJCSCwJUBFFUGg2E9OnRYiHbtBvjtgisomA+aFgU8huvfUmkZZs9+C+3aJWH58hO8YZS4uOGoqjJ4JcBqajKh1c4Ex8WBZQeDZftBIjkPkcgOufwjmM3P1gk6+caLP/xwNmbPnsc7BSZYZx/g1FgQ2ijEF06oXy7nEqXytJV0FBIIgSEOG/d2j/PnL+DVuqCo05BKywD09xunZpiBeP75jtix4wXU1PQDy/aHRHIWNF0Cm60PFIotoKhyqFSnkZ+/CXK5Ajdv3obRyC+kVVXVG4WFn2LixEnYvftzHD1agkuXLqGggMLNm5t5EngzIZd/BJutj1/7+Lr0hHT2zZkz0/14Q2O79S+K4dDZJhBaGiQkUkdqaj8cPHgAc+c+CK02H3L5NZhMM9C27Wb3bf/Nm7cDdsEBYuzZ8yUSEsoQH/8jGCYTt2+XwmJ5BvHxPyIhoQx79/7TXRERKBRDUeUoK2uHZcuOYcKEJ/Gb33RGly5dYLcP8bsjl0gug2X78x7PZOqLn3/+2edxZ+y9O+TynVCp3oZcvhMikdF9TuHq7KsfUpFKP220zjaB0NIgDtsDuVyBnJxFKCk5gr/8ZSpycqzuGGxqar+ADtZZKZGMNm3aYvPm99G6dQm02mLI5Tuh1RajdesSFBTsQOvWbdzvCZTIk0jOwWDIQ2XlNly7lo8FC17EpUs/+71gVFX1xgMPPBBA6KkcBoOO5xlH3WT0Q+7hBm3bDgFFlbnPKVx4xrdHjKCgVPJL3Yb7cwmE+wUSEuHB322/0C44f7HeTp2SvGo9+Zo0KKocEsk56PVb3Up2rjBBdbUeavUNv6V1ycnJqKws9xNHL0di4jNe7zGZjCgoKPQzmHcmaFoU9s4+19pmZj6OUaMySUchgRACxGGHQChdcEJjvZ7OvbDwU5SVtXM32XhiMPRCYuIdSKW7/Tq5xx6bj7IyO28HpVj8MLp27eJ1zP3794Jh/M2A7IOpUx9sssQf6SgkEEKHOOwQcTnYoqLPUFJyBACHjIz5ePDB7g0+psu5cxyH7747Br3e11mp1efRtWt6QCf34IPdkZe3EdeurYZYfBdi8RUwzAiYzZORnLzI3cHoIlDtOMOkAahu8DkJoaHytARCS4U47AZw8eL3yMvb6NYMOXGiHHl5Gxs9kURIyEUuVwR0ck6H/qLboWs0BxAfX4rhwx/Fvn17vAStokGZjnQUEgjCIVoiIdKQ0WAuhNjuLSDlvYMWejFw6WCcOnUKxcXFsNkGo6qqr8+oK6Hn0txr3lCI3ZEnVm2PJruJlkgYaeqJJOEIE8jlCmRmPo5Vq9bgxo17CcX6jSkKhRI5OdlYvnwmGGZwnTxrOWi6FDk5SyCXK2AyGXHgwBf47rsfGyw5SyAQwgNx2CESiYkk4QgTCLmwZGY+jvXrN0Cn2+SOeVutY2EyPYf16xchJSUFixYtAcMMhF7fy2dgAYFAiCzEYYeI0Lgv3zCENm1UEbNTyIXlnlPP9HmNxdIXCxe+4tVVSVrHCYTmhTTOhIgQ1Tp/YkplZWURs1NIk08gp242i2G1Dgi4QycQCJGFOOwQCaZax3GcW0ypsnIbjMYcd7fijBlZMJtNEbFTyIUlkFOXyX6CycQf9iCt4wRC80AcdgPwJyGamtpPUOw4EgiRQw3k1CnqBhITz/Iem7SOEwjNA4lhNxB/icFAYQa9vmdEd6bBKk4CdRvm5uZh8eIlpHWcQIgiiMMOM4GSkhrNBaSkDI2oPcEqTgI5dZczd1aJ9CSt4wRCM0MaZ8JMoGaUlJRsHDjwVUw5O7PZhOPHv/aqw44V+6P9u+KPWLUbiF3bo8lu0jgTQQKFGXbs2BYzzs6FXK7AtGnTGvVl5itxJM03BELoEIfdBAiVV73f4HPMP/xw0aPVvjdpviEQGgFx2E1ESxM18tZAcTrmVavWwuGw4fr190nzDYEQBojDJjSaQIN8tdossKz3TprMbSQQGgapwyY0mkC15wwzGDJZkc97SPMNgRA6ZIcd40RDQi9Q7TnLpkIsvuLzeKT0tgmE+wlBO+xDhw5h0qRJGDNmDJYtW9bUNhEE4k+zpKLidETtCNTiTtNlEImYeo/da48nEAjCCbrDvnbtGt58803s2rULrVq1wvPPP4/Dhw9j+PDhkbCP4IdAceNIJ/QCTcpJSDiLuLhzSEi4SuY2EgiNJKjDPnDgAP7whz8gKSkJALB27VrQNN3khhEC09SDFEIh8EDdfHTv/jsyt5FACANBHfaVK1cgkUgwd+5c3LhxA48++iheeuklwR/gr2OnMURSVzrchMv2O3duBdS7vnPnVljXKdixMjMfxbffnkBRUREuX76Czp1HYvz4PCgUTsc8Z87MsNkSCrH6XYlVu4HYtT0W7A7qsO12O8rLy/Hhhx9CLpdj3rx5+OyzzzBp0iRBH9DSWtMDEU7bW7duF3CQQuvW6WH7rFDsHjnyCff/m80OmM3N97eK1e9KrNoNxK7t0WR3oNb0oEnH1q1bY/DgwdBqtZBKpRg5ciTOneNPMBEihxC9awKBcH8R1GE/9thjOHr0KKqrq2G323HkyBH06NEjErYRAiBE75pAINxfBA2J9OnTB1lZWXj22Wdhs9kwdOhQPPXUU5GwjRCEcExYJxAIsYOgxpmnn34aTz9NWoijkZamWUIgtGRIazqBQCDECKQ1nXDfUL9Nf/r0yQ1+b/0W/2iQAIgGyDo0L2TiTASJVdtjwW5feddzkMlOYcOGvKC623zvdXVjpqb2C/o8H41xbNG63kLWIVptD0Y02R2orI847AgSq7ZHu92BxrIlJwdu0w/23t27P8eECU+GdOyGOHiXLfv378WdO7fQunW7qNq9Cl3jaP+u+COa7G5UHTaBEO0IadNv6Hvz8taEdGxPjZfKym0wGnNQWbkN167lY8GCF2E2m3xeX1i4C//1X0vw6KO/x9/+dhTvvCNvNiEvfzRmjQnhg8SwCTFPIHnXYLrbwd57+XIxDIZRgo8disaLaydusfSF3X4Sen30TuZpzBoTwgdx2ISYxynv6r9NP5DudrD3du7cCf/61znBxxbq2Dx34mJxJWhaEhVCXv7wXCeRyAiZrAhi8RXY7Z2QmFiBlJRHed9HkpThhYRECDFPY9r0g7134cJXQjp2IG1wp4NPBuC9ExeLr8Bm6+X1WpHICLl8J8xmA4qLv4LJxHPFiCCudVIo3kfbtkNA04fAcXJIpQfgcBx1q3l6Ei167fcTZIdNiHn8ybs6q0QCt+kHloZ9F23atA34fP1jB9IGdzr4twB478Tt9k6g6UPu11JUGTSaLLBsGlg2A0eOnMHIkZmYMmUSgLhm2akqFErk5q7EvHnZ0Om2+5zbokXO0A3gVLyLJr32+wnisAn3BXxt+tOn58FsdjTovZ4t/qFIAHheACyWAaiq6g2F4gyk0lPIzV3jfo9niMFiGQ+V6h3QdAlYti80miwYDBt8HN327VmoqZkNtfoYcnPXBq06CTc3b95AXNzwgKEbl4xuNOm1308Qh024b6jfpq9QKATLuwZr8Q9FAiA1tR9Wr16FnJyFSEj4CRZLN8THp2Hx4iVuJ1t/J67Xb4VGkwWHox1stkf8OLoMOBwdUVn5apPtVAPFnK9evYaqqj6876ufeCRJyqaBOGwCwQM+hwUgpMSZyWTEokWv4saNrW7Hq9d7hwP4QjHx8akQiY7AYHiC97g2W0/3QOOm2Kn61o977+RDSe42JhFM8A9x2IQWS33nnJTUHosXL/FyWCtWrAZgh802lNeJ8SE0HOAbankUDDMIq1ad5nV0FPUtrNZ7s1TDuVMVEnMWGp8HhMfyCaFBHDahRVJ/N5mQcBAcd8IroeZyWBrNPNy6lQeOUwhKnIUSDqgfajGZjHj33U28jo6ijkMiOY3a2h5g2TSfnWpjSuiEXmRCScBOnjwJO3bMgt3eGVVVI6FWXww6gJmUAQaGOGxCi6P+bpKiyuBw5INlB/M6LIYZDJmsCGbzNPdjgcIR/sIBIpERiYl7cPFiaxQW7uJ1RgqFEjt2bMWzz86CwdALDJMGieQCKKoMOt0OiETWuqRkrtdONVg4IxhCLzJCErDetmRDqTwDrXYb/vjHqZg9279ee2PPoSVAHDahxeG5mxSJjNBosmC1jkRtbXfe13vGjl0ECkfwhQMoqgxa7UxYrX2wb99AnDjh3xmlpaUhJ2c+Vqz4HCxrBcOMgMGwHhynqLOnF9q0eQGTJz8HjuPCUkIXSsw5UALWaPRvS0HBAsyePY/3faQMUBikcYYQMVy6GevWrUFh4a5mawbx3E3KZEV19c7pkEjO875eIrkAu72T12OeTTD1zwtAvfFtK9Gq1Qzo9Ztw9+7OoPoiAHDz5m1UVY2A3Z4CsfgXyGS7IRI514tlB8Bs7ocPPqjEqFGZ2LLlvUbrfIRrRmhRUVGDbCFaJcIgDpsQEaKp661du7ag6ZMA4O4ytFjGg6L4HRZNl8JiGe/x2H7Ex5fgp58uYd26XIwcOcrnvACguPgAli5Nx5gxFeA4/nCLf2fkgEq11d1RSNOH0LbtEFBUGSSSC7Ban3I7/R07dja6hC5cM0IvX77SIFtIGaAwSEiE0ORE+nZXiEwpRZWDpkvcXYYcp3TXQrNsGmy2nqCociiVpyAWi9Chw0IYDL2QmFgCh+MsWHYYNm1qA5o+CYmEg073Alg2zee8Jk58GleuXMXevWpeW/mckdFoREFBIXS6rT6JR612JjguDgbDegBOp2+3d4ZSeabRJedJzPYAACAASURBVHThmBHauXMnqNUHQ7aFlAEKgzhsQpMTya43vsTVqlVrvdq6KysrYTZPgFqdDZbtC5o+4Y43375dCpmsCBR1FAkJZdizZx84jkNe3hpcuvQVLl68iDt3NoJhRgPwrCTJwu3bpeA4hc95BUtC/utfavz3f7+GxEQNunbtCooSwWodwLteLNsHNltPdzwbAKqqRkKr3eY+B5c4E0UdRXx8CdLT3xC8fo2dETp+/Hi8+ebbIZfzkTJAYRCHTWhyInW7G2gn79nWLRYfh1L5EK5fdzpnjkuARvMCGGYIbLZeUCoroFSeQX7++7h27arHBWA0KEoLtfpV6PUasGwaAJcjTfOqJPE8r0BJSIulDw4cGAiKOgWKOoS4uO4Qic6hquol3nNk2TSIRFavxxSKC0hLS0VFxQJYrd1gt/8LLNsfLDsALGvGhAlPRqzSQqkMrM3ib7ceTNOFJBydEIdNaHIidbsbeCfv3dat1c4ERR2D2TwNZvM0iEQmqFS50Grz8eqrizBu3ApwHOd3yornjhrwrSTxPC9fZ9QdKtVW3pCHRjMTdnsXUNQZ3nN0Ns+M9nqPSFSG0tKBoGkHxOLvcOfOlmattGhoaCUcIZn7HeKwCU1OpG53A+3k67d1i0TD0L59Nmprh9XbzW1x70QLC3f5vQDU31FLJBfAMCN4z8tkMuLy5Z8xceIEVFfrcft2OUpL+ZOQLOu8uKhU/OvlbKCxIS7uFijqLCSS09DpPgDLpiEh4a+QSH7gPa7R2BdFRZ9h6tQZDV3ekGhoaKWxIZn7HeKwCU1OpG53A+3kPR0qAFRXP4IFC5LRpUsXv7s5oRcAp4P+Bjbbb9Cx4yyv8/KcKmM2iyGT/YS4uGswGv2FPPpALL7FkwD9FhR1AizbGQ8/fB2XLhXCYJgHvX6De5fPcTQYZiDvcY3GVKxcuRrduz9EmlBiGOKwY4RYb9mNxO1uoJ08RZW5KysAZ8iiS5f0gLu5lJRkJCSU+NH1KAfHUdBqZ9T9fw9otR96dfO5Yuo3brwIpXIDgDRUVz8FmexLUNQJADk+x3VdWFg2zZ0AlUr/F4AcDDMIcvkNtGunRUXFIPfu3oXd3glS6T7ec5FILqC6+o+YP/9FHDxImlBiFVKHHQNEUw1zY3Dd7ubkvIyJE58Ou9PgqyVu1epZaDTzoNdvde9EhTaDpKdngOOO+KnNPg6Os8PhaA2TaRqqq6fg1q08FBQUul+3f/9eWCx9oVRugMGwAXr9VhiNObhz5zNQ1Dne41JUmbvmm+MUMJungeM0qK39LWj6FKTSX5GRkcE71cZZS37C73FrahbDZOpLmlBiGLLDjnJIy25opKb2w+7dnyMvbw0qK7+GTCbDmTMixMdvhsFwPKRQzNGjJYiL61NX/ucMTbh0PVj2IUilpWCYDHBcZ9D0oTpn281dznf16jWYzWIA3nFwjlNCp9sOrXYGOG4QTKa+oKhyUFQprNZRUCrzYLd3qnPAZ+oSixykUjE2bnwPDz7YHXl5G73uJEQiI1SqXMTFsdBo/gyWHQqWTXXb67pgGY2pOHDgAK5cuepzpybkLi7W7/RiHeKwo5zG1jC3tB+Ydx3276FWnwNNA88/nwygOqRQjFOwfzhMpg/dQ2dduh4KxRbY7b+BwZDvfr2zymMOLl3qAcDVUXkARuMzPsd2NtlkYcyYb9Gly138/HMtjh+PQ1xcNWpr5ZBK9yEh4a8Qi2vRs+dDeOKJcRg37km33Z45gZoaDeTyIrBsf1RXvwyZ7DOIxVchEj3ko0NCUWUoLb2LffvUXuJKAIIKLxFxpuaHOOwopzE1zC3tBxbobqSgIPS7kXtJTIVPvJiiymG1jvV6zFnl0Q93795GRcVp5OXlQyQygaK+5T1+YuL3GDlyFDIzH8eoUZm4c2ebT+w9KekF9O6dComEAsdx7udcOYGios+Rm7sWt27dKxE0mWahXbuBYNkhPLH8s7h+vcxLKnb+/PkARKis9H8Xx3EcudOLAkgMO8oROoW7Pp7Oq7JymyDBoVgnFAEhIUJUgQSRKKrcS1/EBcsOwN69+zBr1hxUVm6ETvd/QVElvMeQyU5h9OgxAe2uqemHrVtv8OYt5HIFKIqCw5HOG3LRaGZBq50BpXIdtNpp0GqzoNNt9+qSdK7NAzCZ+gZcNyLOFB0IdtgrVqzA66+/3pS2EHhoqIpaS/yBCb0bEZrE9SeIlJT0AkSi7l6OzwVFnYXDIYLZPKBOS3s4dLq/Q6N5AVrtc1Aq1yEp6XkvUaVAdrNsf9TWdvN7sfX3XmfIZTa6dr2EMWPKMHy4HTU1s93dmZ5YLCoYjX0DrhsRZ4oOBDns0tJSfPbZZ01ty32P0Ri6vGhDVdSi6QcWKVlVIXcjod55uEIPS5b0x+OPl2HQIDOys+eCon7gvYhKJKfBskPAcVL34yw7HLdulcNqHQOKOoJhw2woLj6ABx/sjsLCXfjhh++RmPhPt3yqJ57SrnwX28DnfBFZWXOQn78Zo0c/DrX6e97XyWQ1UCr5Oytd69bQOz1CeAkawzYYDFi7di3mzp2L77/n/4MTglNRcRrZ2QthsQwIOZ7ckBrmaFE/i2QcXUhH5b59e0JO4l68+D3y8ja6z+HEiXMQiRhoNHPAMOle1SN6/VZQ1HHIZIVuESax+Iq76kOrLcbIkem4ePF7j3UZBJo+iXbtBkKn2+7eBfPVjxsMvXDp0iUUFu7C1avX3FKxwbpI09MzEB//NtTq+WDZdFgs48FxyrrXXQdwI+AxOI4j4kxRQFCH/Ze//AUvv/wybty4EQl77kvCUZoXastuNKifRbokUUhHZah3Hv7OISHh/0N8/I9gmBFe1SMcp4BCsRli8a9o124gGGYwbLZeoOlDSEh4CxKJHenpb2DChCd516VVqxmoqckCRZ2DRHLOq34cABITS1BQ8G/Y7UPqLoDlkEg4PPDAnLpBwb7n7LposuxQ1NZ2h1S6BwkJ/wdi8cOQyX5Efv4GAAjaiUrEmZqfgA57165daN++PQYPHozCwsJAL/VLq1bhLyFr00YV9mM2JQcOfAGGGehnXuBAHD/+NaZNm+bn3Q2jTRsVPvpoG2bMyILVmga9vic0mguQSsuwY8c2dOqUFPLxQqU5zjsz81F8++0JFBUV4fLlK+jceSTGj8+DQuF0KD16dINGc4j3zkOjuYAePUZ4nSvfOVBUGWSyIohEVphM2V4VJK5dMSCFXr/J52Ipl8/DyZMlftcFGIInnvgWJ06U48aNDV4xZ5reD4fjLG7e9B0UnJycjb/8ZRiuX7/pdc5GoxHZ2Qt5Bazat38Bx44dRtu2bQEg4LoJWVsXsfb7dBELdgd02Hv27MF//vMfTJgwAVVVVTCbzVi+fDneeEO4vu7du0Y4HFzwFwqkTRsV/vOfmrAdLxJ8992P0Ot78T6n1/fEd9/92CTn1LnzQzhw4CuPUMpQjB69DHK5IqTPa+iaN9d5A8DIkU+47TabHTCbnZ8zZMhjoGl+vWaaPokhQ5Z52VT/HFwzIA2GfHCctJ7ex0lQ1DmYTM8iPv6yH3GnQdiz5wD0en7Nj5qaR9CrlxUzZ87xCJn0QkLCt+C4r8Ew6bzHtVoHgGU5zJ69AADc51xYuAsWC7+2dm3tEHz++T+97txGjnzC/f+e61Z/bf29JhZ/n0B02R0XJ/K70Q3osLdv3+7+/8LCQpSVlYXkrAlOmjOe3JzqZ9ESR/ckVCGq+ufgmgHpcoAuvQ+x+Aoo6gri41moVPtRXf0U7+cbDL0gEp2EWn3O77p07jzSK29x6dIlfPLJcRgMj6O29mG/x+VLJAsJAbW05qpYhtRhR4BwDTiNJJ6VHTt37mxQZUe0nrfLGS5dmo6cnGosXZqO4uIDvEnQ+ufgmgHpwqX3UVPzOozGyXj22akYN64XFAp+nRe1+jyGDRsecF3Gj3fWd7sutl26dEFt7TCw7HC/g4L9VWoEq+4AHPeFTk1LQcR5tk81ASQk4sS7SsR7Vye0WiJSO6H6lR0azXnQ9MkGVXZ4H6th591QwvVd8TwHk4mDSMRCp9vh87qOHWdhyZL+4Dhg9ep1uHVri0/YJTnZmWz1rhLxXpfMzEe97F63bg3y8tR1HYwDoNdv5u2IPHz4a587BJPJ6HcIQ8eOCwBwqKzcCJbt675TEIkYtGnzvzh4sDjkZGKs/j6jye5AIRHisCOIXB6Hjz76xMvhCv1B+JbHnWsSxxfoB+5yNqH+iM1mk8+FJhJVBeH8rrjO4dKlSygo+BQ3b/o6zQcemIe4OBEYZiBqarSQy3eDZfuDYdJ4L1T+1qW+3YWFu7Bs2TFcv/4W2rYdDKfU6mB3OSFNl0IkMuPgwYNo3bqNj+3+LpqTJ0/CBx9U4vbtFzxi8b0gkZyHVFqCP/95GnJyFoe0TrH6+4wmu4nDjhJkMpGPwxayQ24KJ+oPl3OorNzm81zHjrOwdGlgDelooqHflWB3MnwOkKbL4HDYcP36+x4Kes6xY2r1jrqxY08K+jvVt9v199fpegCIh16/2ae+W6N5Ac88k4i//e0d3mPyXRzef38z8vJkUCh2wGDY4PPdatduNkpKDof03XLZHmtx8WjyKw1OOrZkQvnCCXltYxpnioo+h8XSHhR1DGJxpbvpoSmmjoezQzLWfrSAsEYfvkYmhumPlSvL62l6KFBd/SYSEq6CougGX1RdidI//3kmqqpecsfNPWHZ/vjll2K/x+BLPqekJCMx8WOYzf7GoA1q0Hcr1GapWPyeNBfEYfMQyhdOyGsb00BSUXEaq1evg8UyCBwnB00fgkr1DvT6rWDZtLC3mYersiMWlQJD+TvVd4Dr1q1pUimA1NR+ePzxUfjss1O8z1NUOTp2fCCkY44ePQbLl78Nm20s7/NGY2rIdhuNoX3XY/F70pyQKpF6hKI1IfS1DRVich3/1q0t0On+fxiNOdDrt8Jg2ACNJgsikSnsOg7hqOwQui6R0hgRSmMEsyKhtfHyy0tA06V+JuCU4uuvj4VU3aFQKDFjxrOg6ZO8zzfE7qKiopAUE1uaomRjiUqH3Zw/5FB+tEJfGyzM4NKGqH++gY7PsmlQqXLDXh7nKza1Eh06jEa7drMwefIkCEl5CFmXaBx7JrRmme9vFYkSxrZt2+GNN5ZAq53pIZs6AxrNTFRVLcWvv24K2dHNnj23LgYfHrsvX74i+E6jJSpKNpaoC4k09y1SKDFcoa8NFGbw1Ya4d77BpnZrtfnIzc3Dvn17whr/c8Vot2zZhA8/3AabbTCqqv6ADz44h08+yQz6txBygVq1ak3UieEHCwcByRg1KtPvdzMSWhtTpjwLhrFizZodEIlqYLd3xu3bpXA4nO3loeY0FAolNm4Mn92dO3eCWn1QUEgtmhQlY4WocthCYohAePr9TSYjioo+x5Ejzp3FsGEZGD/+yZBiuEJf61+Iyb82xIIFC7Bw4Xyo1eW8x1cqKzB16mQsXrykSS5uHMehoKDQq5ZYqFMNti5VVdJGjT1rKgIJZtF0GT7++CQqKzf6XY9ITIYHAJ3OgOrqGTAafaeuN8TRhdPu8ePH4803+Vv/64uORWMnbLQTVQ5byC3SnDkzG/05x48fxcKFC2CzxYFhBoFlB+Drr49g3boNWLs2131rG+wLF+gHLhYfR3q6s43fFWbIzs72apyJjy8Byw7ze74A/NqiUJzBp5+eDuhAAv3g/GXmXY8XFx+A0Rh4Cok/pxpMKTAhYQIMBt96YaB5d1aB2tYnTnwCO3eeDlqpEwkpgKZwdOGyW6kU3vofDYqSsUZUOexI3CIdP34U8+YtAMfFQ6/f6uXsjMYSLFq0AGvWrMKiRcG/cJ4/cLO5H6qrH6mbfl2O2tqHMWHCk+7dbmpqP1RUlHrUYafj3/9uja1b+TP7BkMv3Lr1H79fflfTQygO1eWMT506hYMHi2GzDUFVVV/3zjwnJxvr12+A1ZoGs9kGlk2FXL7Tq96X45RB/xbB9DouX/45andWfLvNpKSn8eKLL0WsUicY0e7ohO7YQ9V1IUSZww7HziFQTafJZEROziswmZ6DWMzv7Eymvrh584bgW8TU1H7YvftzjB07BvHxClitY6HXbwbHKXx2uwrFvV1MRcVpvP32clAUv2qbQnEGd+6o8OCD3b1sadeuP4D+2L27CFarHSrV/4Hd/lu3MwV8L24mkxFbtryHHTt2ora2M6qrR4Ki0uumoyxAZWUOaLoEy5fPhE63CQyTCZXqTSiVW8Aww916zi4nRdNlSErK4LXbc1341pDjOHz//b8RF1eChIS/oqZmsdvuaHE4nrtNV9MKX5u5RpOF27dLI36RiQVHJ3THHqkw0v1CVDnsxu4cgiUsnSGXAeA42kvAxxNX7Wkot4hHjhxGbe0wGAz5Xo/72+26YvU3bmyAWv0q7/mKRGXYvbsfioszsXHju5g48WkcP34UOTmvwGrtBpHoMhyO/uC4RND0Aa8dn6cDqag4jfnzX4TB0AsMkw2J5DwUih3Q67dCJLK6nY5To3owxOK7EIsvQaHYCb3ed4q3VjsTIhELILDDBnx/tN5/n2zQ9EkkJfWF2TweKpU+qhyOC+GVOpG9yNxPjq45FSVjjahy2I3ZOQhJWDrLsvrB4WgDmj7EexylsgIpKY+GZHeooZx7TmA09HpNPU3lclDUaeh0H4Bl00DTJZg7dx7eeWcZXnppMXS6jVCrX4Ve/z7vjs9guOdAXGtSWenb0u5y1CybBpmsCBbLOHAcBYXiXSQkXPMbW2fZPhCJLLh583ZIaxTo79Ou3Wy8+urLGDcu+hyOkEqd/PwtzWI3cXQtj6hy2EDDdw5CEpbOVtyjuH49DyrVO36TeaNHrwjJ5mChnHbt+qOwcBfu3LmF1q3b4dKln91OgGXTvDSVOY6CyTTNPWmEYTJQXd0Hixe/AoZ5FGLxXbAsvyC9zdYb7dtnIz//fcjlChQW7gq4O5TJiuoEhEqhUr0Nm603LJYpkMkKwLL8oRqWTUNCQmHIDRWB/j4OR3qjWrebkkB/W6WyAq++uoh05BEiRtQ5bKBhOwchu9ysrNnIzV0LijoDvX6rz7SQxMSz2LhxY8iOI1AoRyI5gfXrT4JhBrrDNPHxJUhIGOp2Ap7aEBpNFuz2bl7HZ5g0UNRpsOwjoKgTsNn4z5Nl+2PKlM5uBxJsdygWX0F8/I+g6SNeCViHow2k0gO876OoClDUzZAbKmK15jbQ31apPINx40K7uBMIjSEqHXZDEJKw9Ay5WCwDUFU1A0rlV5DLv8b06VMwf/7aBu3y/IVynApudlRWvl8vDLAfWu18LycgEhmhUuWCpg+DYYZCJDK6k3EUdQZ2uxQSSQVo+jhYdiivHYmJ59ClyzBBayKRXIDdngyaPgKW9S7fs1jG+70DoekjWLFiTcjrFKs1t7GQ4CO0HO4bedVQJEjDoc/MV40iEom8HmMYK1auLOeVKu3QYRLi450djjU1mrrRU/3AsoMgkZwHRZV5JAZnwW5Pglh8Cyw7EBLJWV45zPoi9oHWRKPJAhCH2toHYLVO8GnCoKgyaLXPgWXTwLJ9IZFcAEWVQSzuijffHB/yHVAkJWJdNIUediQ0vaNJ6jNUYtX2aLK7RcirCtkJ1XeyWVmzG9TGHagaRaiCW1VVBubP74GOHTsgN3ctbt3a6uPItNoZAOLBcXEQi2/Abm8NjpNAr8+DRpPtDuc4ReyP4ve/H+a3Tty1JnL5aYjFpTAa/wyjMQcy2W7eBKxzbuEgcJwaIpEVDDMCBsN6KBT5KC7+CleuXA2pFT7Wd6okwUeIBu6bHbYLfzuhcE1sCWWnyDcMQCQyQiYrglr9HsaN64WHH+6JVav4d+Fa7XRQVCkAGRgmDTbbI6CoU5BIzkGvfxfx8dfdTS1S6W4880wrXgF7zzW5ePHf2LevL4zGV932tG07hHfHrlZn4/btUnCc83ycu+4ZAAbDaOzboDUkO9XgxKrdQOzaHk12t4gdtgu+nVBj9KjrI6QaxfX59RNWFFUGjSYLNls/VFc/hS+/PIu9e9fAYMjm/SyWHVAXGtnEE9K450xpugQU9S0SE58JuiaFhbtw4sQxj4Sn0p2Atdl6g2X7g6LKQFEnUVPzmttZi0RGaLUzfbpDQ11DslMlEBpOVMqrhptwyjiGUu3gKVXaocPz0Gqfg8GwATrddhiNOfj117/DYJjuV4+Yor5FbW0XvyV8avWL0GiyoFZnQyx+GF27dglqP58MqLO9OhcUVQaRqAZWayas1t9DpVoBrfZ5KJXr0KrVU2DZ3kHXMNo0rgmE+4kW4bDDWVIWSKiepssAOLwec9WVP/44DaADKOoY5PKdEImcjqymZjEoqpxXj5iijsFqHcn7WSzbH3Fxd+tiy7mQyX4UVGrnq3e9Dg888CdotfMgFvcEx6kgk30FqfQ4dLq/w2p9HCKRFRwnAcsO4j2maw2jUeOaQLifuO9CInyEs6Rs9OgxWLXKX831WXz88TnMnj3XKzxw8eL3OHDgMFiWXzzIbB6Pdu1mw+FIh8HQC0plBUSiI7Db24Ki+C8OFHUKDkcraLXFvIm7QJoqvs1JwzFs2F9w5MjhuovXg/j443OIj/+gLjn4E8Tii6Dp1gGbg8IVdiIQCPy0CIcdTnUzhUKJKVMmYfv2LFitGe4qDYoqg063HfHxm73i2J5jvvy1h6tUerz66sugKBqXLl3CJ5+U4saN92Cz9UbbtkP91EOfwNSpz+B3v+vu0wnqr4olN3clbt684XfYgWdsefbsuW6H3qPHCPTp81+YMOFJv2sI9I9KjWsC4X4i5h22kInL4S8pi0NNzWw4HB0hFl9xl7xxnAIGw3HBY5A8xYNcOhqFhbtQWzsMDJMJuXwnbLY+UKu9S/goqgxxcX3wu991DynBOm/eTMTFpXtJqvqr8PBMDroy6IHW8PDhwzHZyUggxBIx7bBDGScWTnUzV4ilsvJVn+dCGYNks/VEYuJ6TJ78nHtWoufrxeIf4XCoYTY/BbFYD5GoxqMeeguvE9y/fy/M5n68FwjnbjcTZvO0BoUrAq1hNGtcEwj3CzHrsBtSqheukrJQQiyB4ucUVQ6z+ff44INKfPJJJnJzV+LOnVtISDgIkcgIheIfYNn+dc0r1yCXH4JevxUcp/DrBC9d+hnV1am8drNsH4jFV9z/rh+u8Dc2rU2be2PZ/K1htIvqEwj3AzHrsEOphw43oYRYAjkyiiqFTvd36PXD3SELkWgoqqufAkWdBCCG0bjQrdzHJ6Fan6oqHSjqF167JZILYJgRXo95VnjMnTsXVqsDDDMYLNvXPTbt44+3o3Pnh8K2Ji0ZISE8AsEfMeuwm1v9LZQxSLm5KzFv3ky3nrQrDl1T8xo0mhc9BgjcC1kA3olJjlPwSqjWJzFRA4o65OcCUQaDYb3X610VHvPnZ8NiEXvpbLvGpk2fnoXi4q+COt37SVS/KQglhEcg8BGzDjsa1N/qhwdcTSP1d09XrvwCjhsEqzXTJ0lJUWWQyT4BQAOohlS6p26YgNJLt9rlxOtLqNana9euEIsfrpeoPA+a/sarcxGoX+HxABgmxe/YNKF3LKSTkZ9wdttGAnInEJ0IapzZsGEDxo4di7Fjx2LlypVNbZMg+Dr2AM+YaWh6zY3FX9NIQcFOrF69BkZjGszmaaipeR1m8zS343Q41EhIWAGaPgSWzQAgRtu2Q0BRZQDu6Va7UKvPo0sX/x2No0ePgUz2IwyGXDDMiDrhppGoqXkZCQkr0KHDn6FUrkPHjrOQnLwAubkrUVJSApat8js2rabmEVLl0UjC2W3b1JAGqOgl6A77+PHjOHr0KD777DOIRCJkZWXhwIEDGDVqVCTs80s0xUwD7Z6WL58Jk2kqJJLzPu9zCUF56nMA3qEQz7gzXwKPbyfkXJcX3eviaq5ZvTrfow47HUlJz2DRoldhNPZFbW0PUNQp3vNTqb5FSsrwcC5Zi6O5Q3hCibU7gZZGUIfdpk0bvP7666AoCoDzlvv69etNbpgQoiVmGmj3xDCDUVv7W8hkX/jElVWqXLAsfwmeq0abpg/DZnsQDzzwJ8jlp70uRoFiosHWpb7qoEu1z//YNF8VQIJwmiqEF+7QRXMm8wnBCeqwu3W7N67ql19+wd69e/GPf/yjSY0KhWiImQbaPbFsf4jFt3hGkp2BVHoE1dUv8b7PZusJpTIfJtNMxMdfAUUdR1HRPrRu3QaAsJ1QoHWp/8PkU+2j6TIkJJzFRx9tJ7uqRtIUZY/hSGLWL+W022thMAzgfW003Qm0WDiB/PDDD9xjjz3GFRYWCn1Li+Gjjz7ikpNncQDn859WO52Ty3dyAMeJREZOLt/JqVRvcx06ZHLz588P8L7nObl8u/vfycmzuJ07dwr6zPqv5WPZsuWcUrnO570ikZHTaGZygwYN5bZv384ZjcamXr4Ww8mTJ7lu3XpxycmzOKVyLZecPIvr1q0Xd/LkyZCPVVNTw3Xr1ouj6cNefz+aPsx169ZL0N/t5MmTXJcuv+Pat+/GabXPcUrlOk6rnca1b/9bjqJONuh7RWhaBFWJnD59GgsXLsQbb7yBsWPHhnRBiPQAg+ZgyJDHQNNv+9H8KIXJ9ByAe8N2aboEMtlHWLBgI776il+fQyI5A70+3/2YXt8T3333o/vcv/vuR+j1/EnC+q/lo3Xrdry36ByngEIhwsyZszB27FMwmx1QKBB1ay6EaPuudO78EA4c+MojhDEUo0cvg1yu8LJTiN2FhbtgsQzgDV1YLAPw0UefBLzDMpmMePbZP8NsjoNev5ln2tGfcOvWKXdy3PldPokhQ5YFtC3a1lwo0WR3owYY3LhxAwsWLMDatWsxePDgsBt3PxAoAZqTswTr1y/iTYy2adPW530UVV43UWarVwle/ThnY2OipDOxeQhXCK+xSUxnSMx/KSfLXhfFYgAAGfFJREFU9sEDD0xCVdWYZk3mR3tpYaRtDOqwt23bBoZh8M4795JOU6dOxbRp05rMqFgkUAJ03LgJ2L9/L+7cuYXWrb0TgJ7vcyr1leHGjQ3u7kaA34k21uFGU5UNIXSEXLADOZOrV6/BYknwW8rJsgMxYkQZHnywulmS+bHQZNQcNt53Mx2jmUAT310/LMCBgoJCMIyvE63/JfD+wgR+rT+EzFiM1TW/n+0ONlt09eqVWLRoid8ZpoWFu/C3v30MszkFev1Wn+MnJT2P//mfR4PeDdS/KEyfPhkWS+N+76HMTQ0XoX5XmtLGFjXTMdbgGw5M0xyefz4ZQODdTTjKGqOhyoYQOoHukHJznc46UAWRcxDHGtjtvwYo5VwR0AbXd9diGYCqqj5QKL7BO++swrp1azBkSMM7jRtTWhipEEVzlT8Sh92MBCrNKygQdpUmDrfl4u+CvW/fHkHOZOPGDZg7dy5EoiwwzCCwbF93KefGjfkBv3vBdNffey8fgwcPbdB5NTQ+H8kQRXM1QhGH3YyQJgVCY+G7YAt1Jqmp/fD119/giy8+R0lJCYAyZGRkYNy4NUE3Cvv37/VbpcIwGcjJWYhvvilplN58KAn1SHdoNpeWUYsYwhutxEq7MiH6cQmPrVq1AmfOlEGhOMn7OqczSXb/Wy5XYMqU6cjP34z8/M2YMmW6IMd29eo1VFX14X2OZfuAZZMarI/CpxMkEhmRkPBXxMWVgGGsMJm8PWWktVqaS8uI7LCbkWhQHCTEPq5QgNncD9XVqaAoDSiqFArFu+C4VhCLr8Bu7wS7vVXYSjZTUpKhUHzD+92VSC7AYvltgzccrvj8/PnzYbU+AKuVA0VdBsumQafLxsqV5cjL2+gV6oj05qe5qqyIw25GYqUW2mjkl40lND3Bkmh8oQDAJSD2J7BsGlh2MKTSPaDpUuTkLAmLMxk9egzefnuVX931+PhUr528v/NJT8/A0aMlfs5PBLu9DSSS09Dp/h4w1JGSkozExKMR3fw0h5YRKeuLIHy2h6M0rympqDiN7OyFsFgG8JaHRTOx+l1x2c1XQVR/7QsLd2HZsmOorNzmcxytdqbPQIxwlsUdP34U8+Zl+wzmMBqz0b79u9i9+3McOXLY7YyTktpj8eJ7pYaJiYfhcJyFSDQM1dWp7vPLzV2JxYudVS5icSVo+hBv6WHHjrOwdGk6Jk582m2LTre9QWV20fRdIWV9UUy0KA7yQaQ2mw+hax9YeCzwDE8hNgTa3Q8Zko733stHTs5CsOwlWCy/hUTSF+3bv4ucnGxMmPCkh3M+CofjMKqrX4PJNKduZuk2GAzbfc7vpZdmwWYbBobJgEr1tt/mHleow2QyYvHiJaiufs1rcAdFnQVNl2D16g33zfeUOOwoIFpL80gVS/MhdO0D5UECzfAMhMlkxJYt72HHjp2w2zujqioDiYkfY/nytzFjxrOYPXuu23EPHjwU33xT4nbsXbsm4+7dR7Bq1RrcurXFxxmr1dkwm6dDJisCy/KfH8u2R3W1M6Fpt3cCTR/itdMV6nCtlck0x31ssfgKrNZMyGQO3Lx5M+D5CiFa2uRJlQjBL6SKpfkQuvbp6RkQi4/zVitQVBkslvFej9evEqlPRcVpjByZic2bf4ROlw2rVQmlcjvM5g7Q6bKxefOPGDnSe/qMa8ORkZGBt99ei3Xr9sBoHORX593lUP3tnC2W30KhOF33/+NBUfzVGEAJ9u3bi/3798Jg6A7AKV5msYyD3Z4CsfgXmM1iXLp0ye/5CiGaJvCQHTbBL6SKpekItmMTsvauGHdt7UPQaOaAZfuBZQeAospBUaV+Z3j6S2a7wjCVlfeGWigU26DXe4ctjEbfkJhnCIeijoHj5Lyf4Rp5F2jnLJfbER9/yp3QvKfT3g8s2wcUdRI0XQaLpScOHBgKijoJlWoLWPZRAPDQne8FkYhFQcGnGDFiZINyLtEWFiQ7bIJfom1u5v2CkB1bsLVPT89wO5Jffy3ErVunYbU+gfj4f0OhOIZRozLQuvVanxmegUrO6odhAoUtjMa+KCr6jPe9dnsn3pF4AOpmlToC7pzF4hOYPPlJdOy4AB07zgJFHUd8fCpUqmNQq/NAUaeg023C3bu7YTTmQKfbCZ1uG7TaP0GjmQWDYQP0+q11z+3AzZub68oeTYL/Rv7WxHMNmmMWJ9lhE/ziqjXNzs6uqxIhin6NRciODVB51flaLH1hNoshk/0EirqB3Nw8HDlyuN7EIKfWutk8DQrFnyGXyzB58lOortYjMfEOunYNnsyuH4YRi3/yG7YwGlORm7sG3bs/hNTUfl7vtVjGQ6Xi14d3JgJPgePiER//W2i1M+uqRB4BTZeBospRVTUB//jH7XqaOo+CYQZhxYrPwDAdwDCZXva4KlXE4lthzblEW1iQOGxCQFJT+6GiohQfffRJ1FWxxCJCdmxz5swE4Fz71atXYuHCV0BRA1Bd/RQSE89i8eIlGD483a8jqarqjS++KER19VNQq29AKt0t6ALrWctMUWVQKHZ4yfx6IpFcgMEwAwsWvIji4gNeIRyOU8JsngqNJgsMkwGbrae75E+n2w6tNh9jxnyLkSPHYdiwXBQX70du7hoYDDOg020BxylQVeWrqbNu3RpYLHLYbI/w2sSyA0FRR3mfa6hzDSUsGInEJAmJEIKiUDiTSjk5L2PixKeJs24EoezYTCYjFi1agps3N+PWrQ9gNObg11//jmvX8lFc/A0SE8/wHoeizsJgmAejMQeVldtw7Vq+oJBAUlJ7OByHQdP7odFkQa9/FxLJOb8JzZqaxe6LjG8IJw5G42wwzAiIRFYwzAjcvl0Km+1hMIwYVVXV4DgOMpkMFEXDbh+C2toUqNVzodXOgFz+d7BsX6+wQ0pKMqTSX0FRp/yc9ylQlIH3uWDJVn8IDQtGKjFJHDaBEEGcO7ZzvM/VdyqBduO1tYMhkZTyOhKJ5LRXdYiQeOu9WuaXoNHMh83WGwwzui7hNwda7fNQKtdBo8mCWp3tnojkusi4QjgpKdno2HEW4uN/BEWdhdk8DTU1r8NsngaJ5Du0bTsEIhGL48dHuZ3a/v37YLefgFR6ADZbfwBiJCS8g7ZtB6CmRuO+iI0ePQZisR4UVe7nInIaEsnVsOZcXOeVnOyMp/PlAzzDXJWV20K+UIYCCYkQCBEkFDmCQLvxqqremDpVim++uadloVCcgUhUBp3uA6/qECB4SMCpvtcNSuUW2O0PgGWdk9NZNg0m01RIpYchEj0EhhkBg2G9+/iJiRW4c0eJdevWICUlGUeOHMDu3Xtw6dIlFBR8CpOpxF1xotFkwWDY4BO7N5lmQq/f5BWXdrbWz4NcvhtJSYsAOJ3nH/84He+/X+7VIOMKt4jFD+O553qhoCC8+h7Bmtsi2a9AHDaBEEFCEQ0KFj8dMCAd//3ff3E7kjt3VPjyy4G8ceeEhFM4fdqAGTOm4Te/ScHCha+gbdt27ufPnz8Pu70CDDMGgAQSSQUAp0qeXP4pRCIHWHaIl1NSKN6Hw3EUX345HFVVaqjVx7B69Tps2JCHiROfRnJyMpYvnwmGGQyOo+p27XxyrIMhFt/lfTw+3ruGevbsuSgoyERl5WqIxXchFl8Bw4yA2TwZycmLMHv2RsyePS/sncOBmtsimZgkDptAiDBC5Qj878b3Iz6+BD/91B4ct8ed3Lp9+xb27XscrVqNhcOhBcP8HhbLM1Cp3gHHlaKsbAhYdgDKy0/hiy9G4403lmDKlGdRULAThYW7wbJDUVvbHRR1GhR1zK32x7IDYTLN8ahv7gmJ5FtIpUe8tDs8q1127/4c69dvgE63CWLxXchkH4Nhfs+7Hizb36uF3oXN1hMikR5ffvmlW4/o1q3bmDJlEgoKXgHDDITB0AtabbHPBS+SHbiR7Fcg4k8RJFZtJ3ZHFk+764uDJSaW8Aom5eRkY82atbBaHWCYwWDZvqCoE6DpcgA26HQf+IRgtNqZKCjYiSlTnuUVTdJo/gSHQwuz+Y8wGnMgEpncXYpi8U3Exemg033gY3/HjrMwdqwU//yn1S1KJZfv9CvipNXOgNU61i1S5UKjmYX4+MtwONSgqAtg2f5gmIF1Y/TKMHXqJABiv7NIG7rmoRLu+Y5E/IlAiFE8d+POuPC/cfOm7652+fKZ4Dgaev37Hk4jp87xzgLLenf5uUIOixfngGEG+2kjHw6K+gYUdRxAjrvWGwBUqrdRW9uZ12aDoRd++aUYBsMo92PO2ux3eGP3NF0Kk+k5r2M4H/8GHBePuLg70Om2+pzzjh0vYM+eL9GmTdtQlzWsRFIbmzhsAuH/tXf3MVGceRzAv7DsrLtUQM8FPW3VitXGKxX1FLkWyh0HBwuoLakYrlh71YIaOBLrtU2vtvFM6wvyeoe16Zl4MWk0MVWSaqj03aVUfKlVG8p52qtKgSsvArvMLLtzfyAryOzsbBlmduD3SfxjIZn9Sja/efaZ53l+fm5g/vTo0SNwOmM9zAPHIDDwfx4KbyyMxuPDRrActwRNTVZw3NCf3/39o9Dp/g2D4cthhTYggAXDfCM4DcAwdbDZuhAaes79e56/b9AW8yhw3BJ3UcvNLUBRUd6wY1q7uv6CiRN3gWWFW5F1dS2GxZKCt9/er/pRv0qdukkFmxCNED9K9dceN41wXLTgHDHD1INlfwGGEW4nptdfQl/fXDz++C9x8eLQ0aPBUAeXy4XubqHdjOdx5cqjYJgvEBy8Hz09G+7kWIqOjj2YNm0zVq+ejQcfvNs0ODDwMfT2JrkfIg6sRDGZDsHh8PR/XoKOjlD35h219wcoceomFWxCNELs4RbDnEFgoPAcLMPUoa9v/pCf9RfWWrS2noLZnOqxc4xOtxDJyX/A3r2lw0aP+/dX4sCB59Hb+zgcjkfAMF/f6Q5zEBy31D1PHhZ2Gp2d0YOmCYaOiPv7Qy4a9g0AAPr65oBhhDefDBwf29vbO26O+qWCTYhGiK3hNhi+BM8bBH83ceJ5cFwdgoIawXFL3Kf53b79Vzids9HWVonJk9eB44Q7xyQn7/IwegxEV9d6BAXdhNF4FD09eWhvr3Cv0WbZOAQGxiMtzYgpU257nCYQuxEBLjDMGY83lI6OUnR0NI+bo36pYBOiEWIPtwoKtmLv3mIEBDwPlo0Bxy2CwfAVQkK+xr59+3D//Q+gtLQItbX/wq1bU9DSUguXq/9hHcc9gba2f2Ly5HUICmqAwzEfOt1CTJtWLvrQbKDQdnZGoq/vKcERcmdnFKZMuY2CgkKP/y/xzURW2Gwpd5YULgbHLXPfUAZ2W/rTUb+jfZ4ILetTkFazU25lectts/UMKwomUzBsth5UVb2Pzz7r35odFxeH9PSVQwquWA/I6dPXIi3tPkyZEiFpqdzAcraWlqeg091AR0eJe9mf0zkTdnsGpk8vcPddFCPU23Tw0r1Jk0JRXl6Bzs4kcNxjsNszwPPBsvWplOOzIqUHpxRiy/qoYCtIq9kpt7JGM7fca4bPnz+LjRs3w2azg+cngGWXw+F4BHr9NzAYamE0OvHxx59IuqanG9Hg9xqthtUj/ZvL+XelddiEjEE/5+u33GuGo6MX4/jxY0hJSUVzc+WwYmU05km+lrdVFv7csFqp80SoYBOiQcO/fp/Gnj3Fkkab927G6eycgJCQFbh27T946KF5gkVf7Obw+eefwuV6TLBYORwxsq7g8NeG1UqdJyKpYFdVVaGyshJ9fX1Yu3YtsrOzZXlzQojv5OgzyPM8vv/+Ot577wg4Lgbd3Q95LPrebg7+1pVFDUqdJ+K1YDc3N6O4uBhHjx4FwzDIysrCsmXLEBkZKUsAQohvfPn6LTQy/u67hjvzzpzglu/BRV/KzUHuYqVE5xa5+XJs7kh4bWBgtVoRExODsLAwmEwmJCcn4+TJk7K8OSHEd1JHtEJdUBITf4/c3E1obc1Eb2+c1+ayYjeHgUa8cjZrHsi8ffsXKCsLw7Ztn+CJJ34Lq1V4F6e/kNLoQA5eR9gtLS0wm83u1+Hh4bh4UbhjBiFk9EkZ0XoaGYeEvA69/jvwvMFjg93BRV/s5jC4Ee/Ag0yWXYb29l/9rAeZYqP5vLx12Lfv71i+/DeSrqUGJR6Kei3YLpcLAQEB7tc8zw957Y2n5SkjYTZPlP2aStFqdsqtLLHc2dlPo6ioRPDrt9F4BtnZZTh27BhYdtmwkTHPG8Cyy+BymWEwfCR4/UmTLmHBgt/BbJ6IBQvmYtKkjwRvDgONeDdvzsf587W4cOFLHD9+HNeufY/ZsxORkVGG4GDpxerDD6s8juZZNg4FBfm4dOm8T9f0hTyflYnuJsqjwWvBnjp1Kurr692vW1tbER4u/ThDWod9l1azU25lScldUVEmuDSvoqIcNpsLly83or19+Aja6ZyJCRNOor39HyLHndYhNvZvaG3tQmxsAgyGNz1uDW9pKUVIyH9x6NBhrFqViTVr1riz22wu2GzS//6XLzeKHG71KDjuqvt95OZPn5URrcOOjY1FeXk52traYDQaUV1dje3bt8sekhAinbev356mTez2DISGvg6GOec+7nSgi4zB8BXCwr4ZMo0xMDe7fv16dHfHgOOih20Nl2slyAMP3I/g4E88jubt9shxseJEjNeCHRERgcLCQuTk5MDhcCAzMxNRUcJ3QUKIcsTWJHtatcAw5zBhQiBmzNgEll2Kjo4/IjS0Bjrdp3jmmWysX7932JxrdPRibNnyZ+zc+T4cjt5hjXjlWraWnJyCN9/c7XE0HxQUPaSr/EjcuxIlO/tpWa472mhruoK0mp1yK0uu3GJbuefNmy+6DfxeUrdejzS71foF8vI2D2tmMHByoBznXgud+WE0nkFFRZnqjRAAOkvEb2g1O+VWlpy5vZ3PMUDK2mcpZ3nIkb229jQKCvLBcVNht0fCZHLCaDwny5khcp+lMhqoYPsJrWan3MpSOrcvp8x5uwHIlV3qjcZXYqcVzpjxJ0knC442OvyJECLI123uSp3lMVrvo/Vt9F53OhJCxi4p29zHkv7VM8Ib//ofnsrzUHO0UMEmZBzT+ojTV3Juo1cDTYkQMo4pdcqcv/B0Hnj/KhH5zvwYLVSwCRnHlDplTohap/IJbTrKzi6DzeYa9fceKSrYhIxjcnegkWokDRjkcO9DzeDgYJ+20auFCjYh45zSrbfkaMAwXlHBJoQo2npLqf6HYxGtEiGEKGq8rUyRExVsQoiitL4WWk1UsAkhitL6Wmg10Rw2IURRaq1MGQuoYBNCFKf0ypSxggo2IUQVSq5MGStoDpsQQjSCCjYhhGgEFWxCCNGIUZ/DDgwM0MQ1laLV7JRbWVrNDWg3u7/kFssx6i3CCCGEyIOmRAghRCOoYBNCiEZQwSaEEI2ggk0IIRpBBZsQQjSCCjYhhGgEFWxCCNEIKtiEEKIRVLAJIUQjNFmw6+vr8eSTTyI9PR25ubno7OxUO5IkZ8+eRWZmJlasWIG1a9fi5s2bakfySUlJCcrLy9WO4VVVVRVSU1ORlJSEQ4cOqR3HJ93d3UhLS8ONGzfUjuKTiooKWCwWWCwW7Nq1S+04kpWWliI1NRUWiwUHDhxQO453vAYlJibyjY2NPM/z/O7du/mioiKVE0mTkJDAf/vttzzP8/yRI0f43NxclRNJc/v2bf7ll1/mo6Ki+LKyMrXjiPrxxx/5hIQEvr29ne/p6eHT09PdnxV/d+HCBT4tLY1fsGAB/8MPP6gdR7LTp0/zq1ev5lmW5TmO43Nycvjq6mq1Y3lVV1fHZ2Vl8Q6Hg7fb7XxCQgJ/9epVtWOJ0uQI+4MPPkBkZCQcDgeam5sREhKidiSvOI5DQUEB5s+fDwCYN28empqaVE4lTU1NDWbNmoV169apHcUrq9WKmJgYhIWFwWQyITk5GSdPnlQ7liSHDx/Gtm3bEB4ernYUn5jNZrz00ktgGAZ6vR5z5szBrVu31I7l1dKlS3Hw4EEEBQXhp59+gtPphMlkUjuWKE0WbL1ej4aGBsTHx6Ourg4Wi0XtSF4xDIMVK1YAAFwuFyoqKpCYmKhyKmlWrlyJDRs2QKfTqR3Fq5aWFpjNZvfr8PBwNDc3q5hIuh07dmDJkiVqx/DZ3LlzsXDhQgDA9evXceLECcTHx6ucShq9Xo+ysjJYLBYsX74cERERakcS5dcF+8SJE4iLixvy79lnnwXQP0K1Wq3YuHEjCgsL1Q16D7HcHMdhy5Yt6OvrwwsvvKBu0HuI5dYKl8uFgIC7x1PyPD/kNRk9jY2NeO6557B161bMmjVL7TiS5efno7a2Fk1NTTh8+LDacUT5dU/HlJQUpKQMbXnPsixOnTrlHp1mZGRg586dasTzSCg3APT09CAvLw9hYWGorKyEXq9XIZ1nnnJrydSpU1FfX+9+3draqrkpBi06e/Ys8vPz8corr2jiGy8AXL16FRzH4eGHH4bRaERSUhIaGhrUjiXKr0fYQoKCgvDGG2/g0qVLAPpHhYsWLVI5lTQvvvgiZs6ciZKSEjAMo3acMSk2Nha1tbVoa2uD3W5HdXU14uLi1I41pjU1NWHTpk3Ys2ePZoo1ANy4cQOvvvoqOI4Dx3GoqanB4sWL1Y4lyq9H2EJ0Oh2Ki4vx2muvwel0IiIiAjt27FA7lldXrlxBTU0NIiMjsWrVKgD986vvvPOOysnGloiICBQWFiInJwcOhwOZmZmIiopSO9aY9u6774JlWbz11lvun2VlZWHNmjUqpvIuPj4eFy9exMqVK6HT6ZCUlOT3NxzqOEMIIRqhuSkRQggZr6hgE0KIRlDBJoQQjaCCTQghGkEFmxBCNIIKNiGEaAQVbEII0Qgq2IQQohH/B9OlErINpFXWAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X, y_true = make_blobs(n_samples=300, centers=4,\n",
+    "                       cluster_std=0.60, random_state=0)\n",
+    "plt.scatter(X[:, 0], X[:, 1], s=50,color='blue',edgecolor='k');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gmm_gen = GaussianMixture(n_components=16, covariance_type='full', random_state=0,tol=1e-6,max_iter=1000,n_init=10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GaussianMixture(covariance_type='full', init_params='kmeans', max_iter=1000,\n",
+       "                means_init=None, n_components=16, n_init=10,\n",
+       "                precisions_init=None, random_state=0, reg_covar=1e-06,\n",
+       "                tol=1e-06, verbose=0, verbose_interval=10, warm_start=False,\n",
+       "                weights_init=None)"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gmm_gen.fit(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Xnew,_ = gmm_gen.sample(300)\n",
+    "plt.scatter(Xnew[:, 0], Xnew[:, 1],color='green',edgecolor='k');"
    ]
   }
  ],

From 9446f0f4fe4db160618af7ad657fbce53d0f09b1 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 3 Oct 2019 23:19:41 -0700
Subject: [PATCH 085/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d48dd7b..f3eb014 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
 ### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---
 
-### Requirements
+## Requirements
 * **Python 3.5+**
 * **NumPy (`pip install numpy`)**
 * **Pandas (`pip install pandas`)**

From f4929fb13bd388a58d2e7e4cc18d25098f5f8b5f Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 21 Oct 2019 22:22:47 +0800
Subject: [PATCH 086/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index f3eb014..ab107df 100644
--- a/README.md
+++ b/README.md
@@ -30,7 +30,7 @@ You can start with this article that I wrote in Heartbeat magazine (on Medium pl
 <img src="https://cookieegroup.com/wp-content/uploads/2018/10/2-1.png" width="450" height="300"/>
 
 ## Essential tutorial-type notebooks on Pandas and Numpy
-Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
+Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, Matplotlib etc.
 
 * [Detailed Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_operations.ipynb)
 * [Detailed Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Pandas_Operations.ipynb)

From e90c35a2d4b0d33bddb46d773268f4f412a3dfb9 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 3 Nov 2019 09:17:45 +0530
Subject: [PATCH 087/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index ab107df..ac13d4e 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
 
 # Python Machine Learning Notebooks ([Website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
-### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
+### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---
 
 ## Requirements

From dd443982550c8165f61b36946b662ca5f3424499 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 11 Nov 2019 20:57:22 +0530
Subject: [PATCH 088/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index ac13d4e..9138fa6 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@
 [![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
 [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/pulls)
 
-# Python Machine Learning Notebooks ([Website](https://machine-learning-with-python.readthedocs.io/en/latest/))
+# Python Machine Learning Notebooks ([ML website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
 ### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---

From fec88f0d046539be0d4b86ef1c7980df0740b76e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 18 Nov 2019 20:33:03 -0800
Subject: [PATCH 089/165] Update Readme.md

---
 Pandas and Numpy/Readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Pandas and Numpy/Readme.md b/Pandas and Numpy/Readme.md
index 2fe1369..21f6e27 100644
--- a/Pandas and Numpy/Readme.md	
+++ b/Pandas and Numpy/Readme.md	
@@ -1,4 +1,4 @@
-## Pandas and Numpy tutorial-style notebooks
+# Pandas and Numpy tutorial-style notebooks
 
 ### [Detailed Numpy operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_operations.ipynb)
 ### [Detailed Pandas operations](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Pandas_Operations.ipynb)

From 3c0ae3459b007d2258691f75c2e46fe2f104bd2e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 25 Nov 2019 18:22:50 -0800
Subject: [PATCH 090/165] Add files via upload

---
 Images/NN-RSM-flow.PNG | Bin 0 -> 265064 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Images/NN-RSM-flow.PNG

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From 9122f6d705bad74b0b78708dfce0fe8117fe24ad Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 25 Nov 2019 18:26:57 -0800
Subject: [PATCH 091/165] Add files via upload

---
 Images/NN-model_process.png | Bin 0 -> 153128 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Images/NN-model_process.png

diff --git a/Images/NN-model_process.png b/Images/NN-model_process.png
new file mode 100644
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From a7154026e293c9669f6fee47eba405afb7d59f7b Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 29 Nov 2019 22:34:50 -0800
Subject: [PATCH 092/165] Pipeline in Pandas with pdpipe

---
 Pandas and Numpy/pdpipe-example.ipynb | 1525 +++++++++++++++++++++++++
 1 file changed, 1525 insertions(+)
 create mode 100644 Pandas and Numpy/pdpipe-example.ipynb

diff --git a/Pandas and Numpy/pdpipe-example.ipynb b/Pandas and Numpy/pdpipe-example.ipynb
new file mode 100644
index 0000000..5d262ff
--- /dev/null
+++ b/Pandas and Numpy/pdpipe-example.ipynb	
@@ -0,0 +1,1525 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Example of pipelining with Pandas with `pdpipe`\n",
+    "### Dr. Tirthajyoti Sarkar, Fremont, CA, Nov 2019"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import pdpipe as pdp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"USA_Housing.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area House Age</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Address</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3274</th>\n",
+       "      <td>57944.66</td>\n",
+       "      <td>5.77</td>\n",
+       "      <td>7.02</td>\n",
+       "      <td>4.30</td>\n",
+       "      <td>45260.52</td>\n",
+       "      <td>1137224.58</td>\n",
+       "      <td>357 Hanson Wall Apt. 560\\nFranklinport, SD 426...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3854</th>\n",
+       "      <td>70030.02</td>\n",
+       "      <td>6.22</td>\n",
+       "      <td>7.66</td>\n",
+       "      <td>3.05</td>\n",
+       "      <td>26782.56</td>\n",
+       "      <td>1261715.46</td>\n",
+       "      <td>31625 Forbes Terrace Apt. 550\\nMasonview, WY 9...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1671</th>\n",
+       "      <td>78963.89</td>\n",
+       "      <td>6.86</td>\n",
+       "      <td>5.73</td>\n",
+       "      <td>3.20</td>\n",
+       "      <td>59974.63</td>\n",
+       "      <td>2004396.37</td>\n",
+       "      <td>9461 Matthew Summit\\nNorth Kathleen, NC 35103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3629</th>\n",
+       "      <td>81376.10</td>\n",
+       "      <td>7.41</td>\n",
+       "      <td>6.00</td>\n",
+       "      <td>3.03</td>\n",
+       "      <td>40151.93</td>\n",
+       "      <td>1788829.24</td>\n",
+       "      <td>52901 Griffin Spurs Apt. 216\\nPort Williamches...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3650</th>\n",
+       "      <td>70299.02</td>\n",
+       "      <td>5.70</td>\n",
+       "      <td>6.56</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>33147.37</td>\n",
+       "      <td>1172619.60</td>\n",
+       "      <td>4947 Shawn Greens\\nSouth Crystalville, NJ 68094</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area House Age  Avg. Area Number of Rooms  \\\n",
+       "3274          57944.66                 5.77                       7.02   \n",
+       "3854          70030.02                 6.22                       7.66   \n",
+       "1671          78963.89                 6.86                       5.73   \n",
+       "3629          81376.10                 7.41                       6.00   \n",
+       "3650          70299.02                 5.70                       6.56   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population       Price  \\\n",
+       "3274                          4.30         45260.52  1137224.58   \n",
+       "3854                          3.05         26782.56  1261715.46   \n",
+       "1671                          3.20         59974.63  2004396.37   \n",
+       "3629                          3.03         40151.93  1788829.24   \n",
+       "3650                          2.00         33147.37  1172619.60   \n",
+       "\n",
+       "                                                Address  \n",
+       "3274  357 Hanson Wall Apt. 560\\nFranklinport, SD 426...  \n",
+       "3854  31625 Forbes Terrace Apt. 550\\nMasonview, WY 9...  \n",
+       "1671      9461 Matthew Summit\\nNorth Kathleen, NC 35103  \n",
+       "3629  52901 Griffin Spurs Apt. 216\\nPort Williamches...  \n",
+       "3650    4947 Shawn Greens\\nSouth Crystalville, NJ 68094  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df.sample(5),2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5000, 7)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Avg. Area Income', 'Avg. Area House Age', 'Avg. Area Number of Rooms',\n",
+       "       'Avg. Area Number of Bedrooms', 'Area Population', 'Price', 'Address'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>68583.11</td>\n",
+       "      <td>10657.99</td>\n",
+       "      <td>17796.63</td>\n",
+       "      <td>61480.56</td>\n",
+       "      <td>68804.29</td>\n",
+       "      <td>75783.34</td>\n",
+       "      <td>107701.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Avg. Area House Age</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>5.98</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>2.64</td>\n",
+       "      <td>5.32</td>\n",
+       "      <td>5.97</td>\n",
+       "      <td>6.65</td>\n",
+       "      <td>9.52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>6.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>6.30</td>\n",
+       "      <td>7.00</td>\n",
+       "      <td>7.67</td>\n",
+       "      <td>10.76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>3.98</td>\n",
+       "      <td>1.23</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>3.14</td>\n",
+       "      <td>4.05</td>\n",
+       "      <td>4.49</td>\n",
+       "      <td>6.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Area Population</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>36163.52</td>\n",
+       "      <td>9925.65</td>\n",
+       "      <td>172.61</td>\n",
+       "      <td>29403.93</td>\n",
+       "      <td>36199.41</td>\n",
+       "      <td>42861.29</td>\n",
+       "      <td>69621.71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Price</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>1232072.65</td>\n",
+       "      <td>353117.63</td>\n",
+       "      <td>15938.66</td>\n",
+       "      <td>997577.14</td>\n",
+       "      <td>1232669.38</td>\n",
+       "      <td>1471210.20</td>\n",
+       "      <td>2469065.59</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               count        mean        std       min  \\\n",
+       "Avg. Area Income              5000.0    68583.11   10657.99  17796.63   \n",
+       "Avg. Area House Age           5000.0        5.98       0.99      2.64   \n",
+       "Avg. Area Number of Rooms     5000.0        6.99       1.01      3.24   \n",
+       "Avg. Area Number of Bedrooms  5000.0        3.98       1.23      2.00   \n",
+       "Area Population               5000.0    36163.52    9925.65    172.61   \n",
+       "Price                         5000.0  1232072.65  353117.63  15938.66   \n",
+       "\n",
+       "                                    25%         50%         75%         max  \n",
+       "Avg. Area Income               61480.56    68804.29    75783.34   107701.75  \n",
+       "Avg. Area House Age                5.32        5.97        6.65        9.52  \n",
+       "Avg. Area Number of Rooms          6.30        7.00        7.67       10.76  \n",
+       "Avg. Area Number of Bedrooms       3.14        4.05        4.49        6.50  \n",
+       "Area Population                29403.93    36199.41    42861.29    69621.71  \n",
+       "Price                         997577.14  1232669.38  1471210.20  2469065.59  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df.describe().T,2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def size(n):\n",
+    "    if n<=4:\n",
+    "        return 'Small'\n",
+    "    elif 4<n<=6:\n",
+    "        return 'Medium'\n",
+    "    else:\n",
+    "        return 'Big'\n",
+    "\n",
+    "df['House_size']=df['Avg. Area Number of Rooms'].apply(size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['House_size']=df['Avg. Area Number of Rooms'].apply(size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area House Age</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Address</th>\n",
+       "      <th>House_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3920</th>\n",
+       "      <td>66749.57</td>\n",
+       "      <td>7.16</td>\n",
+       "      <td>6.10</td>\n",
+       "      <td>3.37</td>\n",
+       "      <td>46553.98</td>\n",
+       "      <td>1394637.65</td>\n",
+       "      <td>1630 Castillo Summit Apt. 619\\nEast Karenborou...</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2267</th>\n",
+       "      <td>76992.82</td>\n",
+       "      <td>6.53</td>\n",
+       "      <td>6.05</td>\n",
+       "      <td>4.46</td>\n",
+       "      <td>24874.04</td>\n",
+       "      <td>1212440.29</td>\n",
+       "      <td>8188 Henry Gardens\\nPort Rogerberg, OK 27962-5231</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4302</th>\n",
+       "      <td>61877.55</td>\n",
+       "      <td>5.55</td>\n",
+       "      <td>6.80</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>28604.94</td>\n",
+       "      <td>1083745.37</td>\n",
+       "      <td>03529 Hull Mountains\\nLake Zacharyshire, WY 94496</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4320</th>\n",
+       "      <td>64426.87</td>\n",
+       "      <td>5.50</td>\n",
+       "      <td>8.95</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>18214.31</td>\n",
+       "      <td>1055548.68</td>\n",
+       "      <td>Unit 4466 Box 0788\\nDPO AP 45943</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1796</th>\n",
+       "      <td>78159.95</td>\n",
+       "      <td>5.12</td>\n",
+       "      <td>6.18</td>\n",
+       "      <td>4.08</td>\n",
+       "      <td>31111.62</td>\n",
+       "      <td>1264972.44</td>\n",
+       "      <td>3276 Harris Pines Suite 433\\nPort Paul, NY 662...</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area House Age  Avg. Area Number of Rooms  \\\n",
+       "3920          66749.57                 7.16                       6.10   \n",
+       "2267          76992.82                 6.53                       6.05   \n",
+       "4302          61877.55                 5.55                       6.80   \n",
+       "4320          64426.87                 5.50                       8.95   \n",
+       "1796          78159.95                 5.12                       6.18   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population       Price  \\\n",
+       "3920                          3.37         46553.98  1394637.65   \n",
+       "2267                          4.46         24874.04  1212440.29   \n",
+       "4302                          3.25         28604.94  1083745.37   \n",
+       "4320                          3.31         18214.31  1055548.68   \n",
+       "1796                          4.08         31111.62  1264972.44   \n",
+       "\n",
+       "                                                Address House_size  \n",
+       "3920  1630 Castillo Summit Apt. 619\\nEast Karenborou...        Big  \n",
+       "2267  8188 Henry Gardens\\nPort Rogerberg, OK 27962-5231        Big  \n",
+       "4302  03529 Hull Mountains\\nLake Zacharyshire, WY 94496        Big  \n",
+       "4320                   Unit 4466 Box 0788\\nDPO AP 45943        Big  \n",
+       "1796  3276 Harris Pines Suite 433\\nPort Paul, NY 662...        Big  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df.sample(5),2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Drop a column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "drop_age = pdp.ColDrop('Avg. Area House Age')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df2 = drop_age(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Address</th>\n",
+       "      <th>House_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1384</th>\n",
+       "      <td>43922.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42251.0</td>\n",
+       "      <td>747933.0</td>\n",
+       "      <td>3112 Wells Parkway Apt. 414\\nSouth Emilycheste...</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2442</th>\n",
+       "      <td>43242.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>29479.0</td>\n",
+       "      <td>629658.0</td>\n",
+       "      <td>860 Graham Meadows Suite 412\\nEast Kristenburg...</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2395</th>\n",
+       "      <td>73612.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>38294.0</td>\n",
+       "      <td>1487856.0</td>\n",
+       "      <td>827 Christina Divide\\nNew Tanya, MO 26789-8710</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2768</th>\n",
+       "      <td>51928.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32257.0</td>\n",
+       "      <td>970177.0</td>\n",
+       "      <td>8889 Ashley Dale\\nNorth Robertmouth, IA 68137-...</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4820</th>\n",
+       "      <td>50442.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>33440.0</td>\n",
+       "      <td>644142.0</td>\n",
+       "      <td>0645 Arroyo Trail\\nEast Michelle, LA 07906-8981</td>\n",
+       "      <td>Big</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area Number of Rooms  \\\n",
+       "1384           43922.0                        7.0   \n",
+       "2442           43242.0                        7.0   \n",
+       "2395           73612.0                        8.0   \n",
+       "2768           51928.0                        7.0   \n",
+       "4820           50442.0                        7.0   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population      Price  \\\n",
+       "1384                           5.0          42251.0   747933.0   \n",
+       "2442                           2.0          29479.0   629658.0   \n",
+       "2395                           4.0          38294.0  1487856.0   \n",
+       "2768                           6.0          32257.0   970177.0   \n",
+       "4820                           6.0          33440.0   644142.0   \n",
+       "\n",
+       "                                                Address House_size  \n",
+       "1384  3112 Wells Parkway Apt. 414\\nSouth Emilycheste...        Big  \n",
+       "2442  860 Graham Meadows Suite 412\\nEast Kristenburg...        Big  \n",
+       "2395     827 Christina Divide\\nNew Tanya, MO 26789-8710        Big  \n",
+       "2768  8889 Ashley Dale\\nNorth Robertmouth, IA 68137-...        Big  \n",
+       "4820    0645 Arroyo Trail\\nEast Michelle, LA 07906-8981        Big  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df2.sample(5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Chaining stages by adding them up"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipeline = pdp.ColDrop('Avg. Area House Age')\n",
+    "pipeline+= pdp.OneHotEncode('House_size')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df3 = pipeline(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Address</th>\n",
+       "      <th>House_size_Medium</th>\n",
+       "      <th>House_size_Small</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1534</th>\n",
+       "      <td>59902.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>30211.0</td>\n",
+       "      <td>1088549.0</td>\n",
+       "      <td>343 Samuel Pass Suite 476\\nKimberlyberg, ME 70939</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1682</th>\n",
+       "      <td>64750.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>49537.0</td>\n",
+       "      <td>1781211.0</td>\n",
+       "      <td>4293 Abigail Tunnel\\nWest Brandi, ND 75636</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>502</th>\n",
+       "      <td>90437.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>13340.0</td>\n",
+       "      <td>1647279.0</td>\n",
+       "      <td>PSC 8841, Box 4711\\nAPO AA 80496-2707</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1069</th>\n",
+       "      <td>82185.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>29259.0</td>\n",
+       "      <td>1162735.0</td>\n",
+       "      <td>Unit 4395 Box 2223\\nDPO AE 68423-9498</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4052</th>\n",
+       "      <td>82115.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>46052.0</td>\n",
+       "      <td>1796532.0</td>\n",
+       "      <td>591 Fernandez Ports\\nNorth Angelaside, MP 72848</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area Number of Rooms  \\\n",
+       "1534           59902.0                        8.0   \n",
+       "1682           64750.0                        8.0   \n",
+       "502            90437.0                        8.0   \n",
+       "1069           82185.0                        5.0   \n",
+       "4052           82115.0                        7.0   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population      Price  \\\n",
+       "1534                           6.0          30211.0  1088549.0   \n",
+       "1682                           4.0          49537.0  1781211.0   \n",
+       "502                            6.0          13340.0  1647279.0   \n",
+       "1069                           4.0          29259.0  1162735.0   \n",
+       "4052                           4.0          46052.0  1796532.0   \n",
+       "\n",
+       "                                                Address  House_size_Medium  \\\n",
+       "1534  343 Samuel Pass Suite 476\\nKimberlyberg, ME 70939                  0   \n",
+       "1682         4293 Abigail Tunnel\\nWest Brandi, ND 75636                  0   \n",
+       "502               PSC 8841, Box 4711\\nAPO AA 80496-2707                  0   \n",
+       "1069              Unit 4395 Box 2223\\nDPO AE 68423-9498                  1   \n",
+       "4052    591 Fernandez Ports\\nNorth Angelaside, MP 72848                  0   \n",
+       "\n",
+       "      House_size_Small  \n",
+       "1534                 0  \n",
+       "1682                 0  \n",
+       "502                  0  \n",
+       "1069                 0  \n",
+       "4052                 0  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df3.sample(5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def price_tag(x):\n",
+    "    if x>250000:\n",
+    "        return 'keep'\n",
+    "    else:\n",
+    "        return 'drop'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipeline = pdp.ColDrop('Avg. Area House Age')\n",
+    "pipeline+= pdp.OneHotEncode('House_size')\n",
+    "pipeline+=pdp.ApplyByCols('Price',price_tag,'Price_tag',drop=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df4 = pipeline(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5000, 9)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Price_tag</th>\n",
+       "      <th>Address</th>\n",
+       "      <th>House_size_Medium</th>\n",
+       "      <th>House_size_Small</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4512</th>\n",
+       "      <td>71162.38</td>\n",
+       "      <td>7.22</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>39134.55</td>\n",
+       "      <td>1434240.36</td>\n",
+       "      <td>keep</td>\n",
+       "      <td>4619 Angela Rest Apt. 586\\nPaulport, IL 15870</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2125</th>\n",
+       "      <td>75434.55</td>\n",
+       "      <td>8.25</td>\n",
+       "      <td>4.04</td>\n",
+       "      <td>43181.91</td>\n",
+       "      <td>1613325.65</td>\n",
+       "      <td>keep</td>\n",
+       "      <td>746 Steele Terrace Suite 937\\nHughesborough, M...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2304</th>\n",
+       "      <td>72110.50</td>\n",
+       "      <td>7.05</td>\n",
+       "      <td>5.33</td>\n",
+       "      <td>23411.95</td>\n",
+       "      <td>1208761.06</td>\n",
+       "      <td>keep</td>\n",
+       "      <td>952 Richard Spring Apt. 574\\nMoniquemouth, WA ...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3366</th>\n",
+       "      <td>72261.20</td>\n",
+       "      <td>7.35</td>\n",
+       "      <td>3.07</td>\n",
+       "      <td>42681.82</td>\n",
+       "      <td>1568433.33</td>\n",
+       "      <td>keep</td>\n",
+       "      <td>367 Christopher Isle\\nNew Tina, MO 23475-8112</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3916</th>\n",
+       "      <td>46285.84</td>\n",
+       "      <td>8.76</td>\n",
+       "      <td>3.42</td>\n",
+       "      <td>42246.02</td>\n",
+       "      <td>1153321.60</td>\n",
+       "      <td>keep</td>\n",
+       "      <td>4366 Lewis Crescent Suite 780\\nPaynefurt, VT 6...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area Number of Rooms  \\\n",
+       "4512          71162.38                       7.22   \n",
+       "2125          75434.55                       8.25   \n",
+       "2304          72110.50                       7.05   \n",
+       "3366          72261.20                       7.35   \n",
+       "3916          46285.84                       8.76   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population       Price Price_tag  \\\n",
+       "4512                          3.40         39134.55  1434240.36      keep   \n",
+       "2125                          4.04         43181.91  1613325.65      keep   \n",
+       "2304                          5.33         23411.95  1208761.06      keep   \n",
+       "3366                          3.07         42681.82  1568433.33      keep   \n",
+       "3916                          3.42         42246.02  1153321.60      keep   \n",
+       "\n",
+       "                                                Address  House_size_Medium  \\\n",
+       "4512      4619 Angela Rest Apt. 586\\nPaulport, IL 15870                  0   \n",
+       "2125  746 Steele Terrace Suite 937\\nHughesborough, M...                  0   \n",
+       "2304  952 Richard Spring Apt. 574\\nMoniquemouth, WA ...                  0   \n",
+       "3366      367 Christopher Isle\\nNew Tina, MO 23475-8112                  0   \n",
+       "3916  4366 Lewis Crescent Suite 780\\nPaynefurt, VT 6...                  0   \n",
+       "\n",
+       "      House_size_Small  \n",
+       "4512                 0  \n",
+       "2125                 0  \n",
+       "2304                 0  \n",
+       "3366                 0  \n",
+       "3916                 0  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df4.sample(5),2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipeline = pdp.ColDrop('Avg. Area House Age')\n",
+    "pipeline+= pdp.OneHotEncode('House_size')\n",
+    "pipeline+=pdp.ApplyByCols('Price',price_tag,'Price_tag',drop=False)\n",
+    "pipeline+=pdp.ValDrop(['drop'],'Price_tag')\n",
+    "pipeline+= pdp.ColDrop('Price_tag')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df5 = pipeline(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(4990, 8)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df5.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Scikit-learn scaling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipeline_scale = pdp.Scale('StandardScaler',exclude_columns=['House_size_Medium','House_size_Small'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df6 = pipeline_scale(df5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Address</th>\n",
+       "      <th>House_size_Medium</th>\n",
+       "      <th>House_size_Small</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2063</th>\n",
+       "      <td>2.067</td>\n",
+       "      <td>-1.195</td>\n",
+       "      <td>-1.379</td>\n",
+       "      <td>-0.128</td>\n",
+       "      <td>1.366</td>\n",
+       "      <td>06374 Martin Passage\\nNew Shawnland, KS 59839-...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1001</th>\n",
+       "      <td>-0.183</td>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.840</td>\n",
+       "      <td>-1.328</td>\n",
+       "      <td>-1.849</td>\n",
+       "      <td>827 Ferguson Isle\\nRosebury, AL 61416-3167</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3801</th>\n",
+       "      <td>0.044</td>\n",
+       "      <td>0.062</td>\n",
+       "      <td>1.164</td>\n",
+       "      <td>-0.352</td>\n",
+       "      <td>0.300</td>\n",
+       "      <td>Unit 8410 Box 5521\\nDPO AP 20914-6877</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4690</th>\n",
+       "      <td>1.528</td>\n",
+       "      <td>-0.738</td>\n",
+       "      <td>0.071</td>\n",
+       "      <td>0.123</td>\n",
+       "      <td>0.048</td>\n",
+       "      <td>29600 Garcia Forest Suite 239\\nWest Mark, NV 5...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3797</th>\n",
+       "      <td>-1.155</td>\n",
+       "      <td>-2.088</td>\n",
+       "      <td>-1.443</td>\n",
+       "      <td>-1.283</td>\n",
+       "      <td>-1.671</td>\n",
+       "      <td>1629 James Pines\\nPort John, LA 49420</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area Number of Rooms  \\\n",
+       "2063             2.067                     -1.195   \n",
+       "1001            -0.183                      0.504   \n",
+       "3801             0.044                      0.062   \n",
+       "4690             1.528                     -0.738   \n",
+       "3797            -1.155                     -2.088   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population  Price  \\\n",
+       "2063                        -1.379           -0.128  1.366   \n",
+       "1001                         0.840           -1.328 -1.849   \n",
+       "3801                         1.164           -0.352  0.300   \n",
+       "4690                         0.071            0.123  0.048   \n",
+       "3797                        -1.443           -1.283 -1.671   \n",
+       "\n",
+       "                                                Address  House_size_Medium  \\\n",
+       "2063  06374 Martin Passage\\nNew Shawnland, KS 59839-...                  1   \n",
+       "1001         827 Ferguson Isle\\nRosebury, AL 61416-3167                  0   \n",
+       "3801              Unit 8410 Box 5521\\nDPO AP 20914-6877                  0   \n",
+       "4690  29600 Garcia Forest Suite 239\\nWest Mark, NV 5...                  0   \n",
+       "3797              1629 James Pines\\nPort John, LA 49420                  1   \n",
+       "\n",
+       "      House_size_Small  \n",
+       "2063                 0  \n",
+       "1001                 0  \n",
+       "3801                 0  \n",
+       "4690                 0  \n",
+       "3797                 0  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df6.sample(5),3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### NLTK stages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipeline_tokenize=pdp.TokenizeWords('Address')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df7 = pipeline_tokenize(df6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>Address</th>\n",
+       "      <th>House_size_Medium</th>\n",
+       "      <th>House_size_Small</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2801</th>\n",
+       "      <td>-2.163790</td>\n",
+       "      <td>-0.161473</td>\n",
+       "      <td>-1.322010</td>\n",
+       "      <td>0.623847</td>\n",
+       "      <td>-0.359488</td>\n",
+       "      <td>[525, Ashley, Course, Lake, Michelleville, ,, ...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>646</th>\n",
+       "      <td>-0.182429</td>\n",
+       "      <td>-0.023628</td>\n",
+       "      <td>-1.573084</td>\n",
+       "      <td>0.104469</td>\n",
+       "      <td>-0.187608</td>\n",
+       "      <td>[8961, Guerra, Motorway, Stephensburgh, ,, AR,...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>838</th>\n",
+       "      <td>-0.569561</td>\n",
+       "      <td>0.185986</td>\n",
+       "      <td>0.314022</td>\n",
+       "      <td>0.532345</td>\n",
+       "      <td>-0.206402</td>\n",
+       "      <td>[86533, Gould, Hills, Garciachester, ,, DE, 09...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4409</th>\n",
+       "      <td>-0.320249</td>\n",
+       "      <td>0.464002</td>\n",
+       "      <td>0.014353</td>\n",
+       "      <td>-1.373439</td>\n",
+       "      <td>-0.458186</td>\n",
+       "      <td>[089, Smith, Gateway, Suite, 155, East, Christ...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1983</th>\n",
+       "      <td>-0.004935</td>\n",
+       "      <td>-0.580628</td>\n",
+       "      <td>0.087245</td>\n",
+       "      <td>0.836355</td>\n",
+       "      <td>-0.598361</td>\n",
+       "      <td>[Unit, 8667, Box, 6237, DPO, AE, 76811-0261]</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area Number of Rooms  \\\n",
+       "2801         -2.163790                  -0.161473   \n",
+       "646          -0.182429                  -0.023628   \n",
+       "838          -0.569561                   0.185986   \n",
+       "4409         -0.320249                   0.464002   \n",
+       "1983         -0.004935                  -0.580628   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population     Price  \\\n",
+       "2801                     -1.322010         0.623847 -0.359488   \n",
+       "646                      -1.573084         0.104469 -0.187608   \n",
+       "838                       0.314022         0.532345 -0.206402   \n",
+       "4409                      0.014353        -1.373439 -0.458186   \n",
+       "1983                      0.087245         0.836355 -0.598361   \n",
+       "\n",
+       "                                                Address  House_size_Medium  \\\n",
+       "2801  [525, Ashley, Course, Lake, Michelleville, ,, ...                  0   \n",
+       "646   [8961, Guerra, Motorway, Stephensburgh, ,, AR,...                  0   \n",
+       "838   [86533, Gould, Hills, Garciachester, ,, DE, 09...                  0   \n",
+       "4409  [089, Smith, Gateway, Suite, 155, East, Christ...                  0   \n",
+       "1983       [Unit, 8667, Box, 6237, DPO, AE, 76811-0261]                  0   \n",
+       "\n",
+       "      House_size_Small  \n",
+       "2801                 0  \n",
+       "646                  0  \n",
+       "838                  0  \n",
+       "4409                 0  \n",
+       "1983                 0  "
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df7.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def extract_state(token):\n",
+    "    return str(token[-2])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipeline_state = pdp.ApplyByCols('Address',extract_state,result_columns='State')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df8=pipeline_state(df7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Avg. Area Income</th>\n",
+       "      <th>Avg. Area Number of Rooms</th>\n",
+       "      <th>Avg. Area Number of Bedrooms</th>\n",
+       "      <th>Area Population</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>State</th>\n",
+       "      <th>House_size_Medium</th>\n",
+       "      <th>House_size_Small</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2150</th>\n",
+       "      <td>-0.902</td>\n",
+       "      <td>0.709</td>\n",
+       "      <td>1.156</td>\n",
+       "      <td>-1.005</td>\n",
+       "      <td>-1.566</td>\n",
+       "      <td>AA</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2330</th>\n",
+       "      <td>0.042</td>\n",
+       "      <td>0.092</td>\n",
+       "      <td>-0.698</td>\n",
+       "      <td>-0.412</td>\n",
+       "      <td>-0.481</td>\n",
+       "      <td>GU</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3717</th>\n",
+       "      <td>-1.454</td>\n",
+       "      <td>0.991</td>\n",
+       "      <td>1.011</td>\n",
+       "      <td>-0.755</td>\n",
+       "      <td>-1.877</td>\n",
+       "      <td>CO</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4187</th>\n",
+       "      <td>-0.242</td>\n",
+       "      <td>0.962</td>\n",
+       "      <td>0.865</td>\n",
+       "      <td>-0.975</td>\n",
+       "      <td>-1.690</td>\n",
+       "      <td>WV</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>-0.701</td>\n",
+       "      <td>0.098</td>\n",
+       "      <td>0.930</td>\n",
+       "      <td>-0.989</td>\n",
+       "      <td>-0.345</td>\n",
+       "      <td>NV</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Avg. Area Income  Avg. Area Number of Rooms  \\\n",
+       "2150            -0.902                      0.709   \n",
+       "2330             0.042                      0.092   \n",
+       "3717            -1.454                      0.991   \n",
+       "4187            -0.242                      0.962   \n",
+       "260             -0.701                      0.098   \n",
+       "\n",
+       "      Avg. Area Number of Bedrooms  Area Population  Price State  \\\n",
+       "2150                         1.156           -1.005 -1.566    AA   \n",
+       "2330                        -0.698           -0.412 -0.481    GU   \n",
+       "3717                         1.011           -0.755 -1.877    CO   \n",
+       "4187                         0.865           -0.975 -1.690    WV   \n",
+       "260                          0.930           -0.989 -0.345    NV   \n",
+       "\n",
+       "      House_size_Medium  House_size_Small  \n",
+       "2150                  0                 0  \n",
+       "2330                  0                 0  \n",
+       "3717                  0                 0  \n",
+       "4187                  0                 0  \n",
+       "260                   0                 0  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df8.sample(5),3)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From e5064dada69929dcbf4c6252f8b09d2a6a809b88 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 30 Nov 2019 19:41:53 -0800
Subject: [PATCH 093/165] Update Readme.md

---
 Pandas and Numpy/Readme.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/Pandas and Numpy/Readme.md b/Pandas and Numpy/Readme.md
index 21f6e27..9337a0d 100644
--- a/Pandas and Numpy/Readme.md	
+++ b/Pandas and Numpy/Readme.md	
@@ -8,3 +8,4 @@
 ### [PDF reading and table processing demo](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Read_data_various_sources/PDF%20table%20reading%20and%20processing%20demo.ipynb)
 ### [How fast are Numpy operations compared to pure Python code?](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/How%20fast%20are%20NumPy%20ops.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-forget-for-loop-for-data-science-code-and-embrace-vectorization-696632622d5f) on Medium related to this topic)
 ### [Fast reading from Numpy using .npy file format](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/Numpy_Reading.ipynb) (Read my [article](https://towardsdatascience.com/why-you-should-start-using-npy-file-more-often-df2a13cc0161) on Medium on this topic)
+### [How to build pipelines with Pandas using `pdpipe`](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Pandas%20and%20Numpy/pdpipe-example.ipynb)

From a1ecc30e7ea7b403a07db07ff745be43dcfb7c01 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 3 Dec 2019 22:13:06 -0700
Subject: [PATCH 094/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9138fa6..8fae903 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@
 ---
 
 ## Requirements
-* **Python 3.5+**
+* **Python 3.6+**
 * **NumPy (`pip install numpy`)**
 * **Pandas (`pip install pandas`)**
 * **Scikit-learn (`pip install scikit-learn`)**

From 2059223d5962df314f45a6837324d317611aeedf Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 6 Dec 2019 00:11:56 -0700
Subject: [PATCH 095/165] Update README.md

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8fae903..c59fd95 100644
--- a/README.md
+++ b/README.md
@@ -22,6 +22,7 @@
 * **WTForms (`pip install wtforms`)**
 * **Tensorflow (`pip install tensorflow`)**
 * **Keras (`pip install keras`)**
+* **pdpipe (`pip install pdpipe`)**
 
 ---
 

From 5a06f35501ead8b6deea6719282a0d1cab3e40ff Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Mon, 16 Dec 2019 15:03:35 -0800
Subject: [PATCH 096/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c59fd95..c9d778d 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@
 * **Sympy (`pip install sympy`)**
 * **Flask (`pip install flask`)**
 * **WTForms (`pip install wtforms`)**
-* **Tensorflow (`pip install tensorflow`)**
+* **Tensorflow (`pip install tensorflow>=1.15`)**
 * **Keras (`pip install keras`)**
 * **pdpipe (`pip install pdpipe`)**
 

From 604553ba31dbff71bcafd3eb63360349e73f5ebf Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 20 Dec 2019 23:56:19 -0800
Subject: [PATCH 097/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c9d778d..c3f3bd0 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
 
 # Python Machine Learning Notebooks ([ML website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
-### Dr. Tirthajyoti Sarkar, Fremont, CA ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
+### Dr. Tirthajyoti Sarkar, Fremont, California ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---
 
 ## Requirements

From d62be1e0b3db8a3f5e7f0889031b040ac0f11167 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 1 Jan 2020 23:30:18 -0800
Subject: [PATCH 098/165] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c3f3bd0..9e6b013 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@
 [![GitHub stars](https://img.shields.io/github/stars/tirthajyoti/Machine-Learning-with-Python.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/stargazers)
 [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/tirthajyoti/Machine-Learning-with-Python/pulls)
 
-# Python Machine Learning Notebooks ([ML website](https://machine-learning-with-python.readthedocs.io/en/latest/))
+# Python Machine Learning Jupyter Notebooks ([ML website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
 ### Dr. Tirthajyoti Sarkar, Fremont, California ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---

From f531736897472278ba1140b977f3cb542884b40e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 12 Feb 2020 10:49:12 -0800
Subject: [PATCH 099/165] Update requirements.txt

---
 Deployment/rnn_app/requirements.txt | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index a58b33f..9b066cc 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -1,7 +1,7 @@
 numpy==1.16.3
-pandas==0.24.2
+pandas==0.24.2
 
-requests==2.22.0
+requests==2.22.0
 
 scikit-learn==0.21.2
 dill==0.2.9
@@ -9,4 +9,4 @@ flask==1.0.3
 jinja2==2.10.1
 wtforms==2.2.1
 keras=2.2.4
-tensorflow=1.13.1
+tensorflow=1.2.0

From 0efd3b436ef17f4e6b9e0c6342061de03ef7b7a8 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 18 Feb 2020 16:10:06 -0800
Subject: [PATCH 100/165] Update requirements.txt

---
 Deployment/rnn_app/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index 9b066cc..2d59778 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -9,4 +9,4 @@ flask==1.0.3
 jinja2==2.10.1
 wtforms==2.2.1
 keras=2.2.4
-tensorflow=1.2.0
+tensorflow=1.15.0

From 91198e82928d2fc77774ffe2f855d60532c60b73 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 18 Feb 2020 16:10:23 -0800
Subject: [PATCH 101/165] Update requirements.txt

---
 Deployment/rnn_app/requirements.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index 2d59778..b5b384e 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -8,5 +8,5 @@ dill==0.2.9
 flask==1.0.3
 jinja2==2.10.1
 wtforms==2.2.1
-keras=2.2.4
-tensorflow=1.15.0
+keras==2.2.4
+tensorflow==1.15.0

From a5df29884e748baa2f69de367fa485675e06d6df Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 18 Feb 2020 16:11:36 -0800
Subject: [PATCH 102/165] Bump tensorflow from 1.15.0 to 1.15.2 in
 /Deployment/rnn_app (#10)

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 1.15.0 to 1.15.2.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v1.15.0...v1.15.2)

Signed-off-by: dependabot[bot] <support@github.com>
---
 Deployment/rnn_app/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index b5b384e..812de85 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -9,4 +9,4 @@ flask==1.0.3
 jinja2==2.10.1
 wtforms==2.2.1
 keras==2.2.4
-tensorflow==1.15.0
+tensorflow==1.15.2

From 1bc5d21863716118af17f0a11e523c0186f18e40 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 19 Mar 2020 23:35:43 -0700
Subject: [PATCH 103/165] Update README.md

---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index 9e6b013..7c052d4 100644
--- a/README.md
+++ b/README.md
@@ -114,8 +114,12 @@ Jupyter notebooks covering a wide range of functions and operations on the topic
 * How to use [Sympy package](https://www.sympy.org/en/index.html) to generate random datasets using symbolic mathematical expressions.
 
 * Here is my article on Medium on this topic: [Random regression and classification problem generation with symbolic expression](https://towardsdatascience.com/random-regression-and-classification-problem-generation-with-symbolic-expression-a4e190e37b8d)
+
 ---
 
+### Synthetic data generation techniques
+* [Notebooks here](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Synthetic_data_generation)
+
 ### Simple deployment examples (serving ML models on web API)
 * [Serving a linear regression model through a simple HTTP server interface](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Deployment/Linear_regression). User needs to request predictions by executing a Python script. Uses `Flask` and `Gunicorn`.
 

From 7a5cc2be55d7ece4298772100f7f1e5e54b6bfff Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 11 Apr 2020 12:40:40 -0700
Subject: [PATCH 104/165] Create Readme.md

---
 Utilities/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Utilities/Readme.md

diff --git a/Utilities/Readme.md b/Utilities/Readme.md
new file mode 100644
index 0000000..05177d0
--- /dev/null
+++ b/Utilities/Readme.md
@@ -0,0 +1 @@
+## Utility functions and scripts

From 203a05b2db4f0ccb969df399062f302b102005a5 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 11 Apr 2020 12:52:07 -0700
Subject: [PATCH 105/165] First upload with `plot_decision_boundary` function

---
 Utilities/ML-Python-utils.py | 58 ++++++++++++++++++++++++++++++++++++
 1 file changed, 58 insertions(+)
 create mode 100644 Utilities/ML-Python-utils.py

diff --git a/Utilities/ML-Python-utils.py b/Utilities/ML-Python-utils.py
new file mode 100644
index 0000000..7cff29a
--- /dev/null
+++ b/Utilities/ML-Python-utils.py
@@ -0,0 +1,58 @@
+import numpy as np
+import matplotlib.pyplot as plt
+import pandas as pd
+
+def plot_decision_boundaries(X, y, model_class, **model_params):
+    """Function to plot the decision boundaries of a classification model.
+    This uses just the first two columns of the data for fitting 
+    the model as we need to find the predicted value for every point in 
+    scatter plot.
+
+    Arguments:
+            X: Feature data as a NumPy-type array.
+            y: Label data as a NumPy-type array.
+            model_class: A Scikit-learn ML estimator class 
+            e.g. GaussianNB (imported from sklearn.naive_bayes) or
+            LogisticRegression (imported from sklearn.linear_model)
+            **model_params: Model parameters to be passed on to the ML estimator
+    
+    Typical code example:
+            plt.figure()
+            plt.title("KNN decision boundary with neighbros: 5",fontsize=16)
+            plot_decision_boundaries(X_train,y_train,KNeighborsClassifier,n_neighbors=5)
+            plt.show()
+    """
+    try:
+        X = np.array(X)
+        y = np.array(y).flatten()
+    except:
+        print("Coercing input data to NumPy arrays failed")
+    reduced_data = X[:, :2]
+    model = model_class(**model_params)
+    model.fit(reduced_data, y)
+
+    # Step size of the mesh. Decrease to increase the quality of the VQ.
+    h = .02     # point in the mesh [x_min, m_max]x[y_min, y_max].    
+
+    # Plot the decision boundary. For that, we will assign a color to each
+    x_min, x_max = reduced_data[:, 0].min() - 1, reduced_data[:, 0].max() + 1
+    y_min, y_max = reduced_data[:, 1].min() - 1, reduced_data[:, 1].max() + 1
+    xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))
+
+    # Obtain labels for each point in mesh using the model.
+    Z = model.predict(np.c_[xx.ravel(), yy.ravel()])    
+
+    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1
+    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1
+    xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),
+                         np.arange(y_min, y_max, 0.1))
+
+    Z = model.predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)
+
+    plt.contourf(xx, yy, Z, alpha=0.4)
+    plt.scatter(X[:, 0], X[:, 1], c=y, alpha=0.8)
+    plt.xlabel("Feature-1",fontsize=15)
+    plt.ylabel("Feature-2",fontsize=15)
+    plt.xticks(fontsize=14)
+    plt.yticks(fontsize=14)
+    return plt
\ No newline at end of file

From 16e7d50582868d424765315f03bea7250955434e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 11 Apr 2020 13:08:13 -0700
Subject: [PATCH 106/165] Added multiple comments

---
 Utilities/ML-Python-utils.py | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/Utilities/ML-Python-utils.py b/Utilities/ML-Python-utils.py
index 7cff29a..74d3d16 100644
--- a/Utilities/ML-Python-utils.py
+++ b/Utilities/ML-Python-utils.py
@@ -3,7 +3,8 @@
 import pandas as pd
 
 def plot_decision_boundaries(X, y, model_class, **model_params):
-    """Function to plot the decision boundaries of a classification model.
+    """
+    Function to plot the decision boundaries of a classification model.
     This uses just the first two columns of the data for fitting 
     the model as we need to find the predicted value for every point in 
     scatter plot.
@@ -27,8 +28,11 @@ def plot_decision_boundaries(X, y, model_class, **model_params):
         y = np.array(y).flatten()
     except:
         print("Coercing input data to NumPy arrays failed")
+    # Reduces to the first two columns of data
     reduced_data = X[:, :2]
+    # Instantiate the model object
     model = model_class(**model_params)
+    # Fits the model with the reduced data
     model.fit(reduced_data, y)
 
     # Step size of the mesh. Decrease to increase the quality of the VQ.
@@ -37,6 +41,7 @@ def plot_decision_boundaries(X, y, model_class, **model_params):
     # Plot the decision boundary. For that, we will assign a color to each
     x_min, x_max = reduced_data[:, 0].min() - 1, reduced_data[:, 0].max() + 1
     y_min, y_max = reduced_data[:, 1].min() - 1, reduced_data[:, 1].max() + 1
+    # Meshgrid creation
     xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))
 
     # Obtain labels for each point in mesh using the model.
@@ -47,8 +52,10 @@ def plot_decision_boundaries(X, y, model_class, **model_params):
     xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),
                          np.arange(y_min, y_max, 0.1))
 
+    # Predictions to obtain the classification results
     Z = model.predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)
 
+    # Plotting
     plt.contourf(xx, yy, Z, alpha=0.4)
     plt.scatter(X[:, 0], X[:, 1], c=y, alpha=0.8)
     plt.xlabel("Feature-1",fontsize=15)

From 3cf1aa82ccb527557982d20b2211f3ee01a0779e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 20 Jun 2020 21:10:53 -0700
Subject: [PATCH 107/165] Numexpr demo first upload

---
 ...eed up Numpy and Pandas with Numexpr.ipynb | 595 ++++++++++++++++++
 1 file changed, 595 insertions(+)
 create mode 100644 Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb

diff --git a/Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb b/Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb
new file mode 100644
index 0000000..1a42b28
--- /dev/null
+++ b/Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb	
@@ -0,0 +1,595 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Speeding up Numpy and Pandas using `numexpr` and `pd.eval`\n",
+    "## Dr. Tirthajyoti Sarkar, Fremont, CA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import numexpr as ne\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## A simple vector-scalar addition"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.arange(1e6)\n",
+    "b = np.arange(1e6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.55 ms ± 52.1 µs per loop (mean ± std. dev. of 10 runs, 200 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n200 -r10\n",
+    "c = a+1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.94 ms ± 86.5 µs per loop (mean ± std. dev. of 10 runs, 200 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n200 -r10\n",
+    "c = ne.evaluate(\"a + 1\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Arithmatic operation involving two arrays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11.7 ms ± 177 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = 2*a+3*b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.14 ms ± 130 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"2*a+3*b\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## More complicated operation involving more arrays\n",
+    "\n",
+    "Evaluate,\n",
+    "\n",
+    "$$c = \\frac{a_1^2+2a_2+(3/a_3)}{\\sqrt{a_4^2+a_5^2}}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.random.normal(size=(1000000,5))\n",
+    "a1,a2,a3,a4,a5 = a[:,0],a[:,1],a[:,2],a[:,3],a[:,4]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "47 ms ± 220 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = (a1**2+2*a2+(3/a3))/(np.sqrt(a4**2+a5**2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.96 ms ± 218 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "ne.evaluate(\"(a1**2+2*a2+(3/a3))/(sqrt(a4**2+a5**2))\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Expression involving a conditional (boolean filtering)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x1 = np.random.random(1000000)\n",
+    "x2 = np.random.random(1000000)\n",
+    "y1 = np.random.random(1000000)\n",
+    "y2 = np.random.random(1000000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "23.2 ms ± 143 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = np.sqrt((x1-x2)**2+(y1-y2)**2) > 0.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.86 ms ± 112 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"sqrt((x1-x2)**2+(y1-y2)**2) > 0.5\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "763 µs ± 85.4 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"2*a+3*b > 3.5\",optimization='moderate')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Expression involving complex numbers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.random.random(1000000)\n",
+    "b = np.random.random(1000000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cplx = a + b*1j"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55.9 ms ± 159 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = np.log10(cplx)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9.9 ms ± 117 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"log10(cplx)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How the array size impacts the speed improvement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from time import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_np = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(25,40)]:\n",
+    "    a = np.random.random(size=i)\n",
+    "    b = np.random.random(size=i)\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = (2*a+3*b > 3.5)\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_np['Size'].append(i)\n",
+    "    result_np['Time'].append(times.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_ne = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(25,40)]:\n",
+    "    a = np.random.random(size=i)\n",
+    "    b = np.random.random(size=i)\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = ne.evaluate(\"2*a+3*b > 3.5\")\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_ne['Size'].append(i)\n",
+    "    result_ne['Time'].append(times.mean()) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def speed_benchmark(result1,result2,leg_text):\n",
+    "    \"\"\"\n",
+    "    Plots timing results\n",
+    "    \"\"\"\n",
+    "    plt.semilogx(result1['Size'],result1['Time'],c='blue',marker='o')\n",
+    "    plt.semilogx(result2['Size'],result2['Time'],c='k',marker='^')\n",
+    "    plt.grid(True)\n",
+    "    plt.legend(leg_text,fontsize=14)\n",
+    "    plt.xticks(fontsize=13)\n",
+    "    plt.yticks(fontsize=13)\n",
+    "    plt.xlabel('Number of elements in the array',fontsize=15)\n",
+    "    plt.ylabel(\"Time (milliseconds)\",fontsize=15)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "speed_benchmark(result_np,result_ne,leg_text=['Just NumPy','With numexpr'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas `pd.eval`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nrows, ncols = 50000, 100"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(nrows, ncols)) for _ in range(4)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55.8 ms ± 1.8 ms per loop (mean ± std. dev. of 10 runs, 20 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n20 -r10\n",
+    "c=2*df1 - (df2/2) + (df3/df4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "17.3 ms ± 539 µs per loop (mean ± std. dev. of 10 runs, 20 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n20 -r10\n",
+    "pd.eval('2*df1 - (df2/2) + (df3/df4)')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How the DataFrame size impacts the speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ncols=100\n",
+    "result_no_eval = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(15,32)]:\n",
+    "    df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(i, ncols)) for _ in range(4)]\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = df1+df2+df3+df4\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_no_eval['Size'].append(i)\n",
+    "    result_no_eval['Time'].append(times.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ncols=100\n",
+    "result_eval = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(15,32)]:\n",
+    "    df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(i, ncols)) for _ in range(4)]\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = ne.evaluate(\"df1+df2+df3+df4\")\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_eval['Size'].append(i)\n",
+    "    result_eval['Time'].append(times.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def speed_benchmark_pd(result1,result2,leg_text):\n",
+    "    \"\"\"\n",
+    "    Plots timing results\n",
+    "    \"\"\"\n",
+    "    plt.semilogx(result1['Size'],result1['Time'],c='blue',marker='o')\n",
+    "    plt.semilogx(result2['Size'],result2['Time'],c='k',marker='^')\n",
+    "    plt.grid(True)\n",
+    "    plt.legend(leg_text,fontsize=14)\n",
+    "    plt.xticks(fontsize=13)\n",
+    "    plt.yticks(fontsize=13)\n",
+    "    plt.xlabel('Number of rows in the DataFrame',fontsize=15)\n",
+    "    plt.ylabel(\"Time (milliseconds)\",fontsize=15)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "speed_benchmark_pd(result_no_eval,result_eval,\n",
+    "                   leg_text=['Normal boring Pandas','With pd.eval'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 88a8414521eb972359972b63dda8cf73414e08c9 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 20 Jun 2020 21:12:50 -0700
Subject: [PATCH 108/165] Delete Speed up Numpy and Pandas with Numexpr.ipynb

---
 ...eed up Numpy and Pandas with Numexpr.ipynb | 595 ------------------
 1 file changed, 595 deletions(-)
 delete mode 100644 Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb

diff --git a/Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb b/Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb
deleted file mode 100644
index 1a42b28..0000000
--- a/Pandas and Numpy/Speed up Numpy and Pandas with Numexpr.ipynb	
+++ /dev/null
@@ -1,595 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Speeding up Numpy and Pandas using `numexpr` and `pd.eval`\n",
-    "## Dr. Tirthajyoti Sarkar, Fremont, CA"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import numexpr as ne\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## A simple vector-scalar addition"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.arange(1e6)\n",
-    "b = np.arange(1e6)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.55 ms ± 52.1 µs per loop (mean ± std. dev. of 10 runs, 200 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n200 -r10\n",
-    "c = a+1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.94 ms ± 86.5 µs per loop (mean ± std. dev. of 10 runs, 200 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n200 -r10\n",
-    "c = ne.evaluate(\"a + 1\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Arithmatic operation involving two arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "11.7 ms ± 177 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = 2*a+3*b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2.14 ms ± 130 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = ne.evaluate(\"2*a+3*b\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## More complicated operation involving more arrays\n",
-    "\n",
-    "Evaluate,\n",
-    "\n",
-    "$$c = \\frac{a_1^2+2a_2+(3/a_3)}{\\sqrt{a_4^2+a_5^2}}$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.random.normal(size=(1000000,5))\n",
-    "a1,a2,a3,a4,a5 = a[:,0],a[:,1],a[:,2],a[:,3],a[:,4]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "47 ms ± 220 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = (a1**2+2*a2+(3/a3))/(np.sqrt(a4**2+a5**2))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.96 ms ± 218 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "ne.evaluate(\"(a1**2+2*a2+(3/a3))/(sqrt(a4**2+a5**2))\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Expression involving a conditional (boolean filtering)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x1 = np.random.random(1000000)\n",
-    "x2 = np.random.random(1000000)\n",
-    "y1 = np.random.random(1000000)\n",
-    "y2 = np.random.random(1000000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "23.2 ms ± 143 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = np.sqrt((x1-x2)**2+(y1-y2)**2) > 0.5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.86 ms ± 112 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = ne.evaluate(\"sqrt((x1-x2)**2+(y1-y2)**2) > 0.5\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "763 µs ± 85.4 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = ne.evaluate(\"2*a+3*b > 3.5\",optimization='moderate')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Expression involving complex numbers"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.random.random(1000000)\n",
-    "b = np.random.random(1000000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cplx = a + b*1j"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "55.9 ms ± 159 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = np.log10(cplx)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9.9 ms ± 117 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n100 -r10\n",
-    "c = ne.evaluate(\"log10(cplx)\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## How the array size impacts the speed improvement"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from time import time"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "result_np = {'Size':[],'Time':[]}\n",
-    "for i in [int(10**(j/5)) for j in range(25,40)]:\n",
-    "    a = np.random.random(size=i)\n",
-    "    b = np.random.random(size=i)\n",
-    "    times = [0]*10\n",
-    "    for j in range(10):\n",
-    "        t1 = time()\n",
-    "        c = (2*a+3*b > 3.5)\n",
-    "        t2 = time()\n",
-    "        times[j]=(t2-t1)*1000\n",
-    "    times = np.array(times)\n",
-    "    result_np['Size'].append(i)\n",
-    "    result_np['Time'].append(times.mean())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "result_ne = {'Size':[],'Time':[]}\n",
-    "for i in [int(10**(j/5)) for j in range(25,40)]:\n",
-    "    a = np.random.random(size=i)\n",
-    "    b = np.random.random(size=i)\n",
-    "    times = [0]*10\n",
-    "    for j in range(10):\n",
-    "        t1 = time()\n",
-    "        c = ne.evaluate(\"2*a+3*b > 3.5\")\n",
-    "        t2 = time()\n",
-    "        times[j]=(t2-t1)*1000\n",
-    "    times = np.array(times)\n",
-    "    result_ne['Size'].append(i)\n",
-    "    result_ne['Time'].append(times.mean()) "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def speed_benchmark(result1,result2,leg_text):\n",
-    "    \"\"\"\n",
-    "    Plots timing results\n",
-    "    \"\"\"\n",
-    "    plt.semilogx(result1['Size'],result1['Time'],c='blue',marker='o')\n",
-    "    plt.semilogx(result2['Size'],result2['Time'],c='k',marker='^')\n",
-    "    plt.grid(True)\n",
-    "    plt.legend(leg_text,fontsize=14)\n",
-    "    plt.xticks(fontsize=13)\n",
-    "    plt.yticks(fontsize=13)\n",
-    "    plt.xlabel('Number of elements in the array',fontsize=15)\n",
-    "    plt.ylabel(\"Time (milliseconds)\",fontsize=15)\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "speed_benchmark(result_np,result_ne,leg_text=['Just NumPy','With numexpr'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Pandas `pd.eval`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "nrows, ncols = 50000, 100"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(nrows, ncols)) for _ in range(4)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "55.8 ms ± 1.8 ms per loop (mean ± std. dev. of 10 runs, 20 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n20 -r10\n",
-    "c=2*df1 - (df2/2) + (df3/df4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "17.3 ms ± 539 µs per loop (mean ± std. dev. of 10 runs, 20 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%timeit -n20 -r10\n",
-    "pd.eval('2*df1 - (df2/2) + (df3/df4)')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## How the DataFrame size impacts the speed"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ncols=100\n",
-    "result_no_eval = {'Size':[],'Time':[]}\n",
-    "for i in [int(10**(j/5)) for j in range(15,32)]:\n",
-    "    df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(i, ncols)) for _ in range(4)]\n",
-    "    times = [0]*10\n",
-    "    for j in range(10):\n",
-    "        t1 = time()\n",
-    "        c = df1+df2+df3+df4\n",
-    "        t2 = time()\n",
-    "        times[j]=(t2-t1)*1000\n",
-    "    times = np.array(times)\n",
-    "    result_no_eval['Size'].append(i)\n",
-    "    result_no_eval['Time'].append(times.mean())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ncols=100\n",
-    "result_eval = {'Size':[],'Time':[]}\n",
-    "for i in [int(10**(j/5)) for j in range(15,32)]:\n",
-    "    df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(i, ncols)) for _ in range(4)]\n",
-    "    times = [0]*10\n",
-    "    for j in range(10):\n",
-    "        t1 = time()\n",
-    "        c = ne.evaluate(\"df1+df2+df3+df4\")\n",
-    "        t2 = time()\n",
-    "        times[j]=(t2-t1)*1000\n",
-    "    times = np.array(times)\n",
-    "    result_eval['Size'].append(i)\n",
-    "    result_eval['Time'].append(times.mean())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def speed_benchmark_pd(result1,result2,leg_text):\n",
-    "    \"\"\"\n",
-    "    Plots timing results\n",
-    "    \"\"\"\n",
-    "    plt.semilogx(result1['Size'],result1['Time'],c='blue',marker='o')\n",
-    "    plt.semilogx(result2['Size'],result2['Time'],c='k',marker='^')\n",
-    "    plt.grid(True)\n",
-    "    plt.legend(leg_text,fontsize=14)\n",
-    "    plt.xticks(fontsize=13)\n",
-    "    plt.yticks(fontsize=13)\n",
-    "    plt.xlabel('Number of rows in the DataFrame',fontsize=15)\n",
-    "    plt.ylabel(\"Time (milliseconds)\",fontsize=15)\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "speed_benchmark_pd(result_no_eval,result_eval,\n",
-    "                   leg_text=['Normal boring Pandas','With pd.eval'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}

From 659439a73263648f1a8bcb2cbdc6a52e26bf7846 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 20 Jun 2020 21:13:07 -0700
Subject: [PATCH 109/165] Numexpr demo first upload

---
 .../Speed-up-Numpy-Pandas-with-Numexpr.ipynb  | 595 ++++++++++++++++++
 1 file changed, 595 insertions(+)
 create mode 100644 Pandas and Numpy/Speed-up-Numpy-Pandas-with-Numexpr.ipynb

diff --git a/Pandas and Numpy/Speed-up-Numpy-Pandas-with-Numexpr.ipynb b/Pandas and Numpy/Speed-up-Numpy-Pandas-with-Numexpr.ipynb
new file mode 100644
index 0000000..1a42b28
--- /dev/null
+++ b/Pandas and Numpy/Speed-up-Numpy-Pandas-with-Numexpr.ipynb	
@@ -0,0 +1,595 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Speeding up Numpy and Pandas using `numexpr` and `pd.eval`\n",
+    "## Dr. Tirthajyoti Sarkar, Fremont, CA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import numexpr as ne\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## A simple vector-scalar addition"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.arange(1e6)\n",
+    "b = np.arange(1e6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.55 ms ± 52.1 µs per loop (mean ± std. dev. of 10 runs, 200 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n200 -r10\n",
+    "c = a+1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.94 ms ± 86.5 µs per loop (mean ± std. dev. of 10 runs, 200 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n200 -r10\n",
+    "c = ne.evaluate(\"a + 1\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Arithmatic operation involving two arrays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11.7 ms ± 177 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = 2*a+3*b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.14 ms ± 130 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"2*a+3*b\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## More complicated operation involving more arrays\n",
+    "\n",
+    "Evaluate,\n",
+    "\n",
+    "$$c = \\frac{a_1^2+2a_2+(3/a_3)}{\\sqrt{a_4^2+a_5^2}}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.random.normal(size=(1000000,5))\n",
+    "a1,a2,a3,a4,a5 = a[:,0],a[:,1],a[:,2],a[:,3],a[:,4]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "47 ms ± 220 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = (a1**2+2*a2+(3/a3))/(np.sqrt(a4**2+a5**2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.96 ms ± 218 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "ne.evaluate(\"(a1**2+2*a2+(3/a3))/(sqrt(a4**2+a5**2))\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Expression involving a conditional (boolean filtering)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x1 = np.random.random(1000000)\n",
+    "x2 = np.random.random(1000000)\n",
+    "y1 = np.random.random(1000000)\n",
+    "y2 = np.random.random(1000000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "23.2 ms ± 143 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = np.sqrt((x1-x2)**2+(y1-y2)**2) > 0.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.86 ms ± 112 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"sqrt((x1-x2)**2+(y1-y2)**2) > 0.5\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "763 µs ± 85.4 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"2*a+3*b > 3.5\",optimization='moderate')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Expression involving complex numbers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.random.random(1000000)\n",
+    "b = np.random.random(1000000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cplx = a + b*1j"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55.9 ms ± 159 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = np.log10(cplx)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9.9 ms ± 117 µs per loop (mean ± std. dev. of 10 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n100 -r10\n",
+    "c = ne.evaluate(\"log10(cplx)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How the array size impacts the speed improvement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from time import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_np = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(25,40)]:\n",
+    "    a = np.random.random(size=i)\n",
+    "    b = np.random.random(size=i)\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = (2*a+3*b > 3.5)\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_np['Size'].append(i)\n",
+    "    result_np['Time'].append(times.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_ne = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(25,40)]:\n",
+    "    a = np.random.random(size=i)\n",
+    "    b = np.random.random(size=i)\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = ne.evaluate(\"2*a+3*b > 3.5\")\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_ne['Size'].append(i)\n",
+    "    result_ne['Time'].append(times.mean()) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def speed_benchmark(result1,result2,leg_text):\n",
+    "    \"\"\"\n",
+    "    Plots timing results\n",
+    "    \"\"\"\n",
+    "    plt.semilogx(result1['Size'],result1['Time'],c='blue',marker='o')\n",
+    "    plt.semilogx(result2['Size'],result2['Time'],c='k',marker='^')\n",
+    "    plt.grid(True)\n",
+    "    plt.legend(leg_text,fontsize=14)\n",
+    "    plt.xticks(fontsize=13)\n",
+    "    plt.yticks(fontsize=13)\n",
+    "    plt.xlabel('Number of elements in the array',fontsize=15)\n",
+    "    plt.ylabel(\"Time (milliseconds)\",fontsize=15)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "speed_benchmark(result_np,result_ne,leg_text=['Just NumPy','With numexpr'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pandas `pd.eval`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nrows, ncols = 50000, 100"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(nrows, ncols)) for _ in range(4)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55.8 ms ± 1.8 ms per loop (mean ± std. dev. of 10 runs, 20 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n20 -r10\n",
+    "c=2*df1 - (df2/2) + (df3/df4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "17.3 ms ± 539 µs per loop (mean ± std. dev. of 10 runs, 20 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -n20 -r10\n",
+    "pd.eval('2*df1 - (df2/2) + (df3/df4)')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How the DataFrame size impacts the speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ncols=100\n",
+    "result_no_eval = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(15,32)]:\n",
+    "    df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(i, ncols)) for _ in range(4)]\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = df1+df2+df3+df4\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_no_eval['Size'].append(i)\n",
+    "    result_no_eval['Time'].append(times.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ncols=100\n",
+    "result_eval = {'Size':[],'Time':[]}\n",
+    "for i in [int(10**(j/5)) for j in range(15,32)]:\n",
+    "    df1, df2, df3, df4 = [pd.DataFrame(np.random.randn(i, ncols)) for _ in range(4)]\n",
+    "    times = [0]*10\n",
+    "    for j in range(10):\n",
+    "        t1 = time()\n",
+    "        c = ne.evaluate(\"df1+df2+df3+df4\")\n",
+    "        t2 = time()\n",
+    "        times[j]=(t2-t1)*1000\n",
+    "    times = np.array(times)\n",
+    "    result_eval['Size'].append(i)\n",
+    "    result_eval['Time'].append(times.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def speed_benchmark_pd(result1,result2,leg_text):\n",
+    "    \"\"\"\n",
+    "    Plots timing results\n",
+    "    \"\"\"\n",
+    "    plt.semilogx(result1['Size'],result1['Time'],c='blue',marker='o')\n",
+    "    plt.semilogx(result2['Size'],result2['Time'],c='k',marker='^')\n",
+    "    plt.grid(True)\n",
+    "    plt.legend(leg_text,fontsize=14)\n",
+    "    plt.xticks(fontsize=13)\n",
+    "    plt.yticks(fontsize=13)\n",
+    "    plt.xlabel('Number of rows in the DataFrame',fontsize=15)\n",
+    "    plt.ylabel(\"Time (milliseconds)\",fontsize=15)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Bgwa8+uqrREdHExcXV+nvZ4IrNdW5PRbI0fgWYOqYf/zjH7z00kvF9sXFxbF8+XKmTp1Knz59aNq0KaNHjy5xOKs/vPDCC0yYMIG+ffsSGxvLjBkzKvWcTnx8PKNGjeKqq67iwIEDDB06lOeee64w/bbbbiMjI4M777yTvXv3cvLJJ7N06dJiI8j8ZdSoUYWBOTMzkxEjRjBx4sRiw6J9ddNNN7F582ZGjx6NqnLFFVdwxx138MILL/iUz6OPPsqxY8e4/PLLiYqK4tZbb+XYsWOF6a1ateKll17innvuYe7cufTq1Yt///vf/OEPfyg8pkmTJsyePZsff/wREeGMM85g+fLlAfkDxFSPlBQ47bTAXkMqco+2LujXr59++eWXJaZt3bqVU045pdRzbT2S4ArV+r/88svJy8vjv//9b7CLEjCl1X15/2ZM1VVlyeSCAoiMhMmTYVaVFjMBEdmoqiWOlLEWjDF+kJmZybx58/jDH/5A/fr1Wbp0KW+//TZLly4NdtGMOcGePZCTE9gOfrAAY4xfuGc0ePDBB8nKyuKkk07ilVde4fLLvVf4Nib4qmOIMliAMcYvIiMj+eijj4JdDGMqpDqGKIMNUzbGmDonJQXq1fPv4mIlsQBjjDF1TGqqE1y8ntH1OwswxhhTxwR6mn43CzDGGFPHpKQEvoMfLMAYY0ydkp4O+/dbC8YYY4yfVdcIMrAAY0ogIrz55ptlHuNeSbE6vPnmm9W2fHFZ3CtbGlOTuQOM3SIzlfbMM8/QqFGjYlO75+TkEBUVdcJaIO75pT755BMA0tLSuPTSS4GiZYVLm0bHGFOzuB+ytBZMLZSWlsagQYP49ddfA3qdIUOGkJmZWWzK+HXr1hETE8O2bduKTS6ZnJxMw4YNOffccwFn+viGDRsGtHzGmOBITYXmzaFp08BfywJMNUtMTGT16tUkJiYG9Drdu3cnNjaWpKSkwn1JSUlceOGF9OvXj2SPZTSTkpIYMGAAERERQPFbZJ07dwacBctE5ITJ9ebMmUNcXBzNmjXjuuuuIzMzs9QyJScnIyK8++679OnTh4iICPr27XvC9Pkvv/wynTp1IioqiksuuYS9e/eW+32PHDnChAkTaN26NU2aNGHQoEGFra4jR44QGRl5wqSTH374IQ0aNChc++Suu+7i5JNPJjIykvj4eO68806ys7PLvbYxNUl1DVGGSkwVIyJdgbZABHAQ2K6qGf4uWKi7/fbb2bx5MwD5+fnUq1ev3HOOHz9euCjWM888w6ZNm3xaB6VPnz487rlWczkGDx5MUlJS4doeSUlJjB07lo4dO5KUlMTIkSMB54d/4sSJJeaxfv16zj77bD744AN69+5drLyrVq2iXbt2fPTRR/z8889ceeWVdO/enbvvvrvMck2ZMqUwMM2cOZPhw4eTmppKVFQU69atY/z48SQmJjJy5EiSkpK45557ysxPVRk+fDgxMTG8++67NG/enJdeeokhQ4bwww8/0K5dOy655BIWL15ceOsPYPHixQwdOrRwoa9GjRrxwgsvEBcXx5YtW5g4cSINGzYM+B8DxlSnlBQoZfVzvyu3BSMiYSIyXEReF5H9wDZgFbAS+BI4KCKbReT/RCTAEw/UbDt37ixcwlZV2blzZ0CvN3jwYNasWcPx48fJzs5m7dq1JCQkMGjQoMKWzffff09aWhpDhgwpMY9WrVoB0KJFC9q2bUvz5s0L06Kjo5k3bx6nnHIKQ4cOZeTIkXz88cflluu+++7j97//PaeffjoLFy4kOzubV199FXBaRBdccAH33nsv3bt356abbip3wsjPPvuMzZs38+abb3L22WfTrVs3EhMT6dKlC6+88goAY8eO5Z133iEjw/lbKCsri2XLljF27Nhi5TrvvPOIj49n2LBh3HPPPbz22mvlfh9jaoq8PNi5s3o6+KGcFoyIjAFmAG2A94H7ga+B/cBxoCkQD/QD/gz8Q0ReAaar6i8BK3UI8GxJVGQ9krS0NLp06VIswBw6dIglS5bQtm3bgJRx8ODBZGdns2bNGlSVli1b0rVrV9q2bUtKSgq//vorSUlJREVF0b9/f5/zP/XUU4utVR8bG8u6devKPW/AgAGF7xs3bkzPnj3ZsmUL4Kwj4tnKcB///PPPl5rf5s2byczMLAyGbtnZ2YVL+g4bNoyoqCiWLVvGtddeyzvvvIOq8qc//anw+DfffJPHH3+c7du3c/ToUfLz84ut/GhMTffzz06QCZVbZNOAmcAbqnq8lGO+BN4E7hKRk4HbgauB2X4rZS2QmJhYbM17cG6tJSYmMnfu3IBcs0uXLnTq1Ink5GRUtbD/pFGjRvTt25fk5GSSk5MZOHAgDSoxKZH3OSJywnf0VWUWwCsoKKBNmzasWrXqhLTo6GjAKevIkSNZvHgx1157LYsXL2bEiBGFKzKuXbuWUaNGMX36dB577DGaNm3KO++8w5QpU6r0fYwJJdU5RBnKuUWmqr1UdVEZwcX7+B9U9WZVLTG4iMgjIvKdiKSLyB4RWSAizb2OuVZEUkQkU0TWiUhfr/R+IrLelZ4iImO90luLyFsikiEiv7muGfTBDGvWrCk2ZBicYcNffPFFQK/r7odJSkoq1kGfkJDAJ598QnJycqm3x4DCPhd//iW/du3awvfHjh3j22+/LVz98NRTTy2W7n18SXr37s3evXsJCwujW7duxTZ3/wo4t8k+/vhjtmzZwgcffFDs9tjnn39OXFwc9913H2eddRYnnXRSwG9hGlPdqvMhS6j+UWT5wFigBdAbaA8sdCeKyEBgHnAz0AxYCrwvItGu9BhguWt/M2Ai8IyIDPC4xmLXa3ugP3A5MDVwX6liNm3ahKqesG3atCmg1x08eDBr165l3bp1xQLMoEGDWLJkCfv27WPw4MGlnt+6dWsiIyNZsWIFe/fu5ciRI1Uu0z//+U9WrlzJd999x1/+8hfCw8MZPXo0ALfddhsfffQRDz30ED/++CMLFixg2bJlxc5fv349PXr0KByCPXjwYM477zz+9Kc/sXz5cn766SfWrFnD9OnTi7VqzjvvPDp16sTo0aNp2bJlscDavXt3du/ezeLFi0lNTWXevHnW/2JqnZQUZwbl9u2r53oVDjAicoWIXO/xubOIfCEih0VkqYiUO6paVe9R1U2qmquqvwFPAQkeh9wIvKWqH7paTbNx+nrcvbwjgCxglqoeV9WVwDJggrtMwIXAVFU9oqqpwCM4gahOGjx4MDk5ObRu3ZquHu3igQMHkpWVRXR0NH3LGFJSv359nnjiCZ577jliY2OL9VlU1sMPP8wdd9zBmWeeyY8//si7775Lo0aNADjnnHN4/vnnmTdvHr169eKtt95ixowZxc7PzMzkhx9+KBwSLSK8//77DBkyhBtvvJGTTz6ZK6+8kh9++IHY2Nhi544ZM4avv/6aq6++utjIv0svvZSpU6dy++2306tXL1auXMn9999f5e9qTChJTYX4eGctmOogFb3nLSKbgJdV9THX53eB7sALwE3A+6r6V58uLvJv4CxV/Z3r82bgRVV93OOYt4EUVf27iDwOxKvqZR7pfwOuUdUzReQy1/lNPdLPAL4CYlQ13ev6E3AFpzZt2vRdsmRJieWMiYmhW7dupX6Pig5TrutWrVrF8OHD+emnn2jRooXf8rX6D57S6n779u1+ae2a0h09etTnqYsmTOhL06a5zJr1P7+VY/DgwRtVtV9Jab48B9MF+AYKb1UNBS5X1fdEZBfwMFDhACMiV+C0WAZ57G4CeP9feRiIrmI6rmOKBRhVnQ/MB+jXr596P0TotnXr1jJHiVVkFJmhsEO9cePGfq0vq//gKa3uIyIiOOOMM4JQorojOTn5hAefy/Pbb3DRRfh8XmX52gfjbu4MwulPcS9C/gvQqsQzSiAiI4EFwB9V9SuPpAwgxuvwphQFhsqmu9OMMaZOOnQIDh+uvg5+8C3AfA2MEZFGwA1Aksfoso7AvopkIiLXAc8Cl6pqklfy18CZHscK0Me1353u/WfRGV7pMSLSxSt9h6paez3IEhISCp/HMcZUL/ckl9U1RBl8CzD34HS2p+O0YGZ6pF0GlPuEnYjcBjwK/F5VPy/hkAXACBG5QETCgTtwpqRxDyNaBkSJyFQRCReRC3A6/ucDqOpPOK2qWSIS7er0n4YT0Iwxps6q7iHK4EMfjKqudk0F0x2n0/2wR/ILwPYKZDMHyAOSPNf3UNXGHteYhBNo2uH0+Qxzd86r6mERGQbMxZlVIA2YqKprPK4xBngG2I0zAu0FYFZFv2dpVDUk1iQxJtRV5mFZE3juFoxr/tpq4dNkl65JLTeWsP/9Cp5f7i+0qr4MvFxG+gbg7DLS9+G0avymQYMGZGVlFXZSG2NKl5ubW2wKIRMaUlOhdWuozvEw5c1F9g9fMlPVWvngQOvWrdm9ezdxcXFERkZaS8aYUhQUFLB3715iYrzH2phgS0mp3ttjUH4L5lavz5GA+8/4o4B7EHama6uVAcY9n9WePXvIzc09IT07O7twLRVT/az+g6ekum/UqJEN5AhBqakwcGD1XrPMAKOqhUOPXdOxLAb+D+dp+2wRiQCuABJx+j5qrejo6MJA4y05OdnG/AeR1X/wWN3XDDk5zkzKodaC8fQE8KCqvureoarZwGLX0OW5eAwxNsYYExp27oSCguoPML4MUz4d2FNK2m7glKoXxxhjjL9V9zT9br4EmG3A30WkoedO122yvwM/+LNgxhhj/MM9RDmUb5HdirOq5S8ishLnyf3WwEU4Hf8X+794xhhjqio1FSIioF276r1uhVswqvoZcBLO+i3tgN+7XhcCJ7nSjTHGhJjUVOcBy7BqXgHM1wct04A7A1QWY4wxAZCSUv39L1D9K1oaY4ypRqpOC6a6+1/AhxaMiDQAJuNMw9IeZxLKYlS1tfc+Y4wxwfPbb3D0aIgHGOAxnJUr3wWSgJyAlMgYY4zfBGuIMvgWYEYCd6nqvwJVGGOMMf4VjGn63XzpgxHAfws5G2OMCbhgTNPv5kuAWQBcHaiCGGOM8b/UVIiNhcjI6r+2L7fI9uIsmZwErAQOe6Wrqs7zW8mMMcZUWTCm6XfzJcA87nrtiLNksjcFLMAYY0wISU2FCy8MzrV9WTLZnpkxxpgaJCsLdu8OXgvGgoYxxtRSO3Y4r8EYogw+ThUjIk1xnoUZCDQHDgKrgPmq6t0nY4wxJoiCOUQZfGjBiEhX4BucZZEbAbtcr/cD/3OlG2OMCRHBmqbfzdcn+Q8D56jqbvdOEYkDlgP/Bv7k3+IZY4yprNRUaNQIWgdpEi9f+mASgH94BhcA1+eZwGA/lssYY0wVuYcoiwTn+r4EGAXqlZGPVr04xhhj/CU1NXgd/OBbgEkCEkWkk+dO1+f7gY/9WTBjjDGVF8xp+t186YO5HfgE+FFEvsJ5sr810Bf4Gfi7/4tnjDGmMtLSIDu7hrRgVHUH0AO4DfgOaABsAW4BTnGlG2OMCQHBHqIMvi+ZnAM849qMMcaEqGAPUQbfnoO5QETGl5I2XkRsFJkxxoSI1FRn9Fh8fPDK4Esn/wNAm1LSWgIPVr04xhhj/CElBTp0gPDw4JXBlwBzGvBlKWmbgFMrkomIjBKRVSKSLiJ5XmnjRaRARI56bK95HdNPRNaLSKaIpIjIWK/01iLylohkiMhvIvKIiNica8aYOiXYQ5TBtwCThzP/WEla+JDPIeBpnFFpJUlV1cYeW+EiZyISgzNrwFKgGTAReEZEBnicv9j12h7oD1wOTPWhfMYYU+MFe4gy+BZgVgNTRaRYg8v1+Q6cSS/LpaorVPU1INWHa7uNALKAWap6XFVXAsuACa6ydAYuBKaq6hFVTQUewQlExhhTJxw9Cnv3Bj/A+DKK7F6cILNdRF4H0oB2wJVADHC9n8rUQUR+BXKBz4G7VfUnV1pv4CtV9Zw14CvgGo/0I6qa4pUeLyLRqprueSERmYArOLVp04bk5ORKFfjo0aOVPtdUndV/8FjdB09ZdZ+a2gg4i+zs70hO/q1ay+XJlwXH/iciZwEzcH7QWwAHcJ7gn6mq2/xQns+AnsB2nIc4HwZWikhvVT0GNAGOeJ1zGIh2vS8tHc2ENgAAACAASURBVNcxxQKMqs4H5gP069dPExISKlXo5ORkKnuuqTqr/+Cxug+esur+sOtX79JLT+Oss6qvTN58fQ7mB+Dqcg+sJNctLbdfReRGnIBxDk4gywDivU5rSlHgyMBpTXmnu9OMMabWcz9kWZM6+QEQkWYi8jsRGS0izVz7IgI0Uktdm3su0K+BM7yOOcO1350eIyJdvNJ3qKp3y8YYY2ql1FSIiYFmzYJbDl8etKwnIrOAX4BPgVeAzq7kpcB0H/KJAMJdnyNcm4jIcBFp73rfHJgL7AfWuk5fBkSJyFQRCReRC3A6/ucDuPpqPgJmiUi0q9N/GvBsRb+nMcbUdMGept/Nl1bHg8CNOHOPdaGoVQHwNnBpBfO5Bmck2Aqc6f+zXFsnnDVn1gNHceY7awFcpKpHAVzLMg8DRuLcOlsATFTVNR75j3F9r93ABlfZZvnwPY0xpkYLhWdgwLc+mGuBu1R1oYh4rwuTghN0yqWqLwIvlpI8lXKeWVHVDcDZZaTvw2nVGGNMnZOfDz/9BJddFuyS+NaCaYoTSEoSTumLkRljjKkmu3dDbm5otGB8CTDfAn8qJe1inOdNjDHGBFEoTNPv5sstsn8CS0UkEngDZ3RXHxG5HLgJ+GMAymeMMcYH7mn6a1QLRlXfBkbjTMWyHKeT/zlgPHCNqq4IRAGNMcZUXGoq1KvnzKQcbL4+aPkf4D8i0h1niv6DwA9eU7cYY4wJkpQU6NQJ6vv06x4YlSqCa1qYbQAi0pSi6ViMMcYEUagMUQbfHrS8WUTu9PjcR0R+AQ6IyEYRaR+QEhpjjKkw90OWocCXUWS3UnyyyCeAPRQ92PiwH8tljDHGR4cPw8GDodOC8eUWWUfgBwARaQWcB1ygqskikgM8FYDyGWOMqaCfXAub1MQWzHFc84cBg4FMihYZO0jRrMXGGGOCwD1EOVQCjC8tmPXAX139LrcBH6hqviutC87tMmOMMUESSg9Zgm8tmDuAU4FvgA44K1y6XYWz+qQxxpggSUmBFi2cqfpDgS8rWm4BuolIC+Cg17MvU4Bf/V04Y4wxFRdKQ5ShEguOqeoB7wcrVfUbVQ3ews/GGGNITQ2d22NQTgvGtcDYE6r6i+t9WVRVp/mvaMYYYyoqNxd27oRRo4JdkiLl3SIbCSzGWcVyZDnHKs7qkcYYY6rZzz87a8GE0i2yMgOMqnYu6b0xxpjQEmpDlKESfTDGGGNCj3uIco1pwYjIMF8yU9X3q1YcY4wxlZGaCuHhEBsb7JIUKa8P5l2cvhWpQF6KLZtsjDFBkZICnTs7a8GEivICjPW7GGNMDRBqQ5Sh/E7+ndVVEGOMMZWj6rRgzj032CUprrw+mChfMlPVzKoVxxhjjK8OHoT09NDq4Ifyb5EdxelbqagQuvtnjDF1QygOUYbyA8xf8C3AGGOMqWahOEQZyu+DebGaymGMMaaS3AGmc4gNy7IHLY0xpoZLSYE2baBRo2CXpLjyOvnXA+NVdYuIbKCc22WqerY/C2eMMaZ8oTZNv1t5fTDfAVke760/xhhjQkxKCgwaFOxSnKi8PpjrPN6PD3hpjDHG+OT4cfjll9BswVgfjDHG1GA7dzoPWobaEGXwMcCIyNki8pCIvCwi//HeKpjHKBFZJSLpIpJXQvq1IpIiIpkisk5E+nql9xOR9a70FBEZ65XeWkTeEpEMEflNRB4REQukxphaKVSfgQEfAoyI/A1YC4wHugKtStgq4hDwNHB7CdcYCMwDbgaaAUuB90Uk2pUeAyx37W8GTASeEZEBHtksdr22B/oDlwNTK1g2Y4ypUUL1GRgov5Pf0x3AHODvqlrpzn5VXQEgIgklJN8IvKWqH7qOmQ3cghMkXgJG4Aw6mOUqw0oRWQZMANaISGfgQqCbqh4BjojII8D/AY9UtszGGBOqUlIgMhLatg12SU7kS4BpCLxXleBSAb2BF90fVFVFZJNrvzv9K68yfAVc45F+RFVTvNLjRSRaVdM9LyYiE3CCE23atCE5OblShT569GilzzVVZ/UfPFb3weOu+/XrT6dNm0g+/XRDsIt0Al8CzIs4LYiPAlMUAJoAR7z2HQaiq5iO65hiAUZV5wPzAfr166cJCQmVKnRycjKVPddUndV/8FjdB4+77o8cgZ49Ccn/Dr4EmGnAUyLyEfAJRT/cbqqq86pYngwgxmtfUyDFIz2+hPR0j/SSznenGWNMraHq9MFceGGwS1IyXwLMEGAMTithSAnpitNBXxVfA2e6P4iIAH2AtzzSL/c65wzXfnd6jIh0UdVUj/Qdrj4ZY4ypNfbtg8zM0BxBBr4NU34aWAecBjRU1TCvrUJT9YtIPRGJAMJdnyNcmwALgBEicoGIhOMMLIgAlrlOXwZEichUEQkXkQtwbtvNB1DVn3Bu4c0SkWhXp/804FkfvqcxxtQIoTxEGXwLMLE4o7e2qmpuFa55Dc5IsBU468dkubZOqroamIQTaI4AVwLD3J3zqnoYGAaMdKUvACaq6hqP/Me4vtduYAPwNjCrCuU1xpiQFMpDlMG3W2Qf4YzSqlInv2sJgBfLSH8ZeLmM9A1AqZNqquo+nFaNMcbUaikpIALx8cEuScl8CTBP4DzUGEnJnfyo6hZ/FcwYY0zZUlMhLg4iIoJdkpL52oIBuB+Y6ZUmOJ38tmSyMcZUk9TU0O1/Ad8CzOCAlcIYY4zPUlLg978PdilKV+EAo6qfBrIgxhhjKi47O4y0tNDt4IdyRpGJSOPKZCoiTSpXHGOMMRWRluZ0vITyLbLyhinvEpF/iki5MVJEGorIFSLyGSXMlGyMMcZ/0tIigdBuwZR3i+wiIBG4R0S+Br4AvgX2A8dxpmHpDPQFBuE8z/Io8FSgCmyMMQb27An9Fkx5SyZvBIaJyEnAtcAFwF9wZlZ22wV87tr/ThUfwjTGGFMBe/ZE0rgxtGwZ7JKUrkKd/Kr6I3Cfa0NEmuFM4XJAVXMCVzxjjDElSUuLpGtX50HLUOXLMOVCqnrI3wUxxhhTcXv2RNC3b/nHBZOtVW+MMTVMQUFRCyaUWYAxxpgaZs8eyM0NC+kOfrAAY4wxNU6oz6LsZgHGGGNqGHeAqZUtGHHEikilBgkYY4ypvJQUCAtTOnYMdknK5lOAEZFhIrIOyMZ5/qWXa/98ERkbgPIZY4zxsHgx/PvfTkd/9+7O51BV4QAjItcC7wDfAxO8zv0RuN6/RTPGGONp8WKYMAEyMwGEnTudz6EaZHxpwdwLzFbVccAir7TvgFP9VipjjDEnuPded3Apkpnp7A9FvgSYTsDKUtKygeiqF8cYY0xpdu3ybX+w+RJgfgbOKCWtH7C96sUxxhhTmlatSt4fqp39vgSY54Hprs78SNc+EZELgDuBBf4unDHGGMdPP8HRoyfOPRYVBQ88EJwylceXAPMI8ArwEnDQte8LYAXwuqo+4eeyGWOMwelnGTECwsPhX/+CTp1AROnUCebPhzFjgl3CkvmyZLICfxWRfwMXAi1wAs0nqrotQOUzxpg6TRUmToSvv4b33oOLL4a//Q2Skz8lISEh2MUrk88PSqpqCpASgLIYY4zxMncuvPIK3H+/E1xqEp8DjIicDMThrAdTjKq+749CGWOMgdWrndbKpZeG7lDkslQ4wIhIT+A14BSgpCVuFKjnp3IZY0ydlpYGI0dCfDy8/DKE1cCZI31pwbwA5AKX4AxJtpUsjTEmAHJynOCSng4rV0LTpsEuUeX4EmBOAa5Q1RWBKowxxhi44w74/HNYsgROPz3Ypak8Xxpd64EQfZzHGGNqh5dfhqeecoLMVVcFuzRV40sLZgLwmohkAknAYe8DVDXzhLOMMcZUyKZNcNNNkJAADz8c7NJUnS8BZj+wA3i5jGOsk98YYyrh4EHnYcoWLeD116F+LVhty5evsAgYADxKgDr5ReRFYAxw3GP3nar6tMcx1wLTgXbAN8AkVd3okd4PeBo4HUgDpquq9+zPxhgTMvLzYfRo2LMHPvsMWrcOdon8w5cAMxi4UVVfDVRhXF5S1RtKShCRgcA84HLgU2Ay8L6InKSq6SISAyzHCYK/A84HlolIiqquCXC5jTGmUqZPhxUrnGlf+vcPdmn8x5dO/h1AsPtYbgTeUtUPVfU4MBuntXO5K30EkAXMUtXjqroSWIbTf2SMMSHn//0/Z7LKG26AG28Mdmn8y5cWzFRgpohsVtUdASoPwBUiMgKnz+dtYKaqHnWl9QZedB+oqioim1z73elfueZNc/sKuKakC4nIBFzBp02bNiQnJ1eqwEePHq30uabqrP6Dx+q+anbtiuTmm/vSo0cmI0duJjm5oMLn1oS69yXAzMQZprxNRHZQ8iiys6tYnieBacBvOM/dLMRZBuBqV3oT4IjXOYcpWuysvHTv8s4H5gP069dPKztxXHJycshPOlebWf0Hj9V95WVkwF//6ky3/+GH0XTocL5P59eEuvclwHzr2gLGs7Me+E5E/gYki8h41y2xDCDG67SmFE2+mQHEl5CeHoDiGmNMpajCX/4C33/vPKnfoUOwSxQYvkzXf10gC1IKd3vRPffZ18CZ7kQREaAP8JZH+uUUd4ZrvzHGhIRHH4U334TZs2HIkOCWJS0tjVGjRvH666/Ttm1bv+YdUtOnicgoEWnqen8S8C/gHVXNdh2yABghIheISDhwB86szstc6cuAKBGZKiLhrtU2R+C6DWaMMcH28cdw113OXGN33BHs0kBiYiKrV68mMTHR73mX2YIRkVnAE6r6i+t9mVT1ziqWZyLwtIg0BPbhBIwZHvmvFpFJOIHG/RzMMFVNd6UfFpFhwFzgfpznYCbaEGVjTDAtXuxMt79rl7Pkcdu28MILJy5/XN327NnD888/T0FBAQsXLuS+++7zayumvFtkI4HFwC+u92VRoEoBRlUTKnDMy5Qxm4CqbgCqOtjAGGP8YvFimDDBWfYYnP6Xgwfh7beDu9Txtm3buPDCC8nJcZ6Zz8/PJzExkblz5/rtGuXdIhuPqwNdVTuXs3XxW6mMMaaWuPfeouDilp0dvAXEMjIymDZtGqeddho///xz4f6cnBwWLlzIr7/+6rdrlRdgPgFO9dvVjDGmDlF1bouVpLT9gSuL8uqrr9KjRw9mzZpF165dCQ8PL3aMuxXjL+UFmCDfITTGmJrpm2/gooucIFOSjtW4+MnXX3/NoEGDGDNmDLGxsaxZs4bIyMjC22NuOTk5fPHFF367bkiNIjPGmJpu/36YNAn69IGvvoJrr3UepvQUFeVMDxNoBw8e5JZbbuHMM89k69atLFiwgHXr1nHOOeewadMmVPWEbdOmTX67fkWegxkmIj0qkpmrA94YY+qc3Fx4+mmYMaPoKf0ZM6B5cxg6tGgUWceOTnAJZAd/fn4+zz//PPfccw+HDh1i0qRJ3H///TRr1ixwFy1BRQLMPyqYl1L2WjHGGFMrLV8Of/+782T+0KHw2GNwqkfv9Zgx1TdibM2aNdx6661s3LiR888/nyeffJJevXpVz8W9VOQW2WCcOb7K20qc78sYY2qr77+HYcOcLT8f/vtf+OCD4sGluvz666+MHz+ec889l7S0NF599VWSk5ODFlygYi2YLFU9FvCSGGNMDXHoEMycCXPnOv0p//oX3HILeA3Kqha5ubk8+eSTzJgxg+zsbO666y7uvfdeGjduXP2F8WKd/MYYU0F5eTBvHpx0EjzxhDNh5Y8/OrfHqjO4pKWlMXnyZN544w169+7NHXfcwcCBA/n222956KGHQiK4gAUYY4wp0eLFEB8PYWHO6z33wBlnOCPEevaETZvg2WeDs7zxnXfeyf/+9z+uvPJKjh8/zjvvvMN7771H9+7dq78wZSjzFpmqWgAyxtQ53tO77NwJDz0ELVs6syCPGBGcecQ2btzIQw89xNKlSwGoX78+H3/8MfHx8dVfmAqwAGKMMV5Kmt4FIDISrriieoNLXl4eb7zxBgMHDqRfv368/fbbhIU5P91hYWHMnj27+grjIwswxhjjYf16p8VSkl9+qb5yHDhwgIcffpjOnTtz5ZVXsmfPHmbMmEH9+vUpKHCWygrE/GH+ZAHGGFPn5eXBf/4D554L/fuX3kKpjuldvvvuOyZMmECHDh24++676d69O2+//TY//vgje/fuLQwubv6eP8yffFky2RhjapWDB2HBAnjqKad10rUrzJnjDD2ePLn4bbJATu9SUFDAe++9x5w5c/j444+JiIhg7Nix3HbbbfTs2bPwuDVr1gR8/jB/sgBjjKlztm51AsnLL0NWlrNs8dNPOw9M1qvnHBMZGfjpXdLT01m4cCFPPvkkKSkpxMXF8eCDD3LjjTfSsmXLE473nCcsOTmZhIQE/xbIzyzAGGPqhIICWLHCCSwrVkDDhjB2rNNS8WgkFPL39C5paWmMGjWK119/naNHj/Lkk0+ycOFCMjIyGDBgAA888AAjRoygQYMG/rtokFmAMcbUaseOOS2VOXPghx+gXTtITISbboJWraqvHPfffz+rVq3inHPOYdeuXdSvX58rr7ySyZMnc9ZZZ1VfQaqRBRhjTK2xeHHRba3YWGfK/M8/h8OHoV8/WLQIRo6svqfuDx06xKeffsp///tfFi5ciKqyc+dO/v73vzNlyhTatWtXPQUJEgswxphawfvhyN27ne3ss53ZjQcMCPzzK8eOHWPVqlV88sknfPLJJ3z11VeoKvXcHTtAeHg42dnZtT64gAUYY0wNpQo//wxr18KaNU4nvdcAKwD27nWGHwfC8ePHWbt2bWFAWbt2LXl5eTRo0IABAwYwffp0evXqxejRo8nOzgaKnl257777aNu2bWAKFiIswBhjaoSsLNi4sSigrF0Le/Y4aRERJQcXcG6XVZZnx3zbtm3Jy8tj48aNhQFl9erVZGdnExYWRt++fZkyZQpDhgzhvPPOI8q1jOWkSZNKfXZl7ty5lS9cDWABxhgTVJ79Ju7hwKNHw44dxYPJpk3OA5EAXbpAQoJz2+ucc6B3b2eG45KewK/Kw5Hujvk///nPNG/enE8//ZT09HQAevbsyU033cSQIUM4//zzadq0aYl51LRnV/zJAowxJmhKmlRy3DhnxmLX7zhRUU4/ypQpTkDp3x/atDkxrwceKJ6X+9yKPhyZkZHBt99+yzfffMM333zDl19+ydq1awH4/PPPiY+P5+qrr2bIkCEkJCTQuoLTKPtzjfuaxgKMMaZaFBQ4T8v/8IOzbdvmPEXv6poolJ/vbE8/7bROevaE+hX4pXI/szJtWhq7d4+iffvXefjhtic8y5KXl8e2bdsKA8n//vc/vvnmG3bs2FF4TOPGjYmKiiIsLIyCggLCw8MZNmxYrb+l5W8WYIwxPiu6rTXohKfc09OLgog7kLhfs7KK8mjc+MTg4paZCTff7Hu5xoyBzz9P5NlnV3PppfeTkHAvH3xQPJBs3bq18JZVvXr16N69O2effTY33HADPXv2pGfPnoSHh9OtW7cTJpWsCx3z/mQBxhjjk+K3tYSdO2H8eOfhxSNHwHNi37Aw6NwZTj7ZmY6le3fn/cknOw88du5c9X6TY8eOkZqaSmpqKps2bWL+/PkUFBQwb9485s2bV3hcbGwsvXr1YujQoYWBpEePHkRERJyQZ13umPcnCzDG1BEldaaXNhVKerrzw++97dgBX37p3O7ylJfnpI0e7QQPdyDp2tWZkqU0Rf0macAo4HWiotoW6zdRVfbu3UtKSgqpqanFXlNSUti7d2+JeYeFhXHuuefyz3/+k549e9K8efMK11Vd7pj3JwswxoQwX4JCefl4d6bfcIOz9knHjicGksOHi58fHu4c16mTZ3ApCgrQlpwceOEF38rl/i4TJ87g6NFVRETcwMiRF7NxYwpvvFEUTDI9eu5FhPbt29OlSxeGDx9Oly5d6Nq1KzExMYwYMaLweZOCggI2btzIySef7FNwgbrdMe9PFmCMwX8/5P7MqygoOD/kO3e+zoQJzv3/K65wbkd5b+npJe9/7z13f0dRUMjObssTTzjXatLECR6dOsF55xW9d29t2ji3u8BZn965rZUIrAbuB2YTG3uYLVuOcPjwYQ4fPsyRIye+L2nfoUOHCoNCdvZ7vPTSe0RGRtKlSxe6dOnChRdeWBhEunbtSqdOney2Vg1RKwOMiNQDHgbGAxHAh8BNqrrfn9dZvNg9YmV6qSNWfM+r9NEvNT2vwJWtavVf1g+5r/mVlNeNN7blyBH4wx+ciRePHYOjR4vee2/utCVL3C0O9w95IpmZcxk71pkFuDyNGkFMjLMVdaYX5QVPAcf47rt0RNLJyEgnIyOD9PR00tPT2bcvne3b0ws/p6c76ZGR6cAB4DtAgXnAPHbvhtNOK7ksDRo0oGnTpjRt2pSYmBiaNm1K+/btiYmJ4csvv+Tbb78lPz+fBg0aMHr0aBYuXIj4OK+L3dYKPaKqwS6D34nIvcA44A84/xJeAKJU9eLSzunXr59++eWXFb5G0Q/JdcBLwJ+JiLifRx5pxNixjWjUqBHh4eEV+kdSlNck4FlgIlFRc5k/vyo/cKGVV3n5XX21cx+/tC03t/jn//7XaRlkZxfl1bDhXG67Dc4/3xnmmpdXNOS1rM8zZ7pvCRXlBXNp0sT5njk55W+5uc7r9u1OnsXzegrIA3JdW+nv69XLJSIil4iIPA4cyAV+Ba4DcoBw4BEggmHDsmnQ4Dj16jmbSDYix4HjqB6noCCbnJzjHD/ubF98kU1OzlGKggKAeLwvXcOGDYmOjqZJkyZER0cTHR3Nd9/t5MCBn4ECoB5du57F1KnjiwUQz/cREREl/ltIS0ujS5cuhS0YgMjISFJTU220VjlCZT0YEdmoqv1KTKulAWYncL+qPu/63BX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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "speed_benchmark_pd(result_no_eval,result_eval,\n",
+    "                   leg_text=['Normal boring Pandas','With pd.eval'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 4c9a6230446260ca453b62dfe9aae7d1ffee5347 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 24 Jul 2020 00:30:15 -0700
Subject: [PATCH 110/165] Update README.md

---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index 7c052d4..fc779bc 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,10 @@
 ### Dr. Tirthajyoti Sarkar, Fremont, California ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 ---
 
+“[Machine-Learning-with-Python] is being sponsored by the following tool; please help to support us by taking a look and signing up to a free trial”
+
+<a href="https://tracking.gitads.io/?repo=Machine-Learning-with-Python"> <img src="https://images.gitads.io/Machine-Learning-with-Python" alt="GitAds"/> </a>
+
 ## Requirements
 * **Python 3.6+**
 * **NumPy (`pip install numpy`)**

From 86a318dd6a2c2e12433996b1c55580dedf833197 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 29 Jul 2020 01:30:47 -0700
Subject: [PATCH 111/165] Add files via upload

---
 Images/st-1.PNG | Bin 0 -> 16625 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Images/st-1.PNG

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HcmV?d00001


From b50f97be4d059ec70e7b3c8ba11665d814f4418b Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 29 Jul 2020 19:42:22 -0700
Subject: [PATCH 112/165] Create Readme.md

---
 Streamlit-ML-apps/Readme.md | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)
 create mode 100644 Streamlit-ML-apps/Readme.md

diff --git a/Streamlit-ML-apps/Readme.md b/Streamlit-ML-apps/Readme.md
new file mode 100644
index 0000000..4ee9ed4
--- /dev/null
+++ b/Streamlit-ML-apps/Readme.md
@@ -0,0 +1,23 @@
+# ML-apps-with-Streamlit
+Building simple ML apps with Streamlit.
+
+## How to run the apps (scripts)
+
+### First,
+
+`pip install streamlit`
+
+### Second, 
+Make sure you also have other packages as featured in the scripts (the following list is not exhaustive),
+
+- `Numpy`
+- `Pandas`
+- `Matplotlib`
+- `Scikit-learn`
+
+### Finally,
+Open your terminal. Go to the folder/directory where these scripts reside. Then, run,
+
+`streamlit run <script.py>`
+
+where `<script.py>` must be replaced by the actual name of the Python script file.

From 8fb50699841646d39d38ff7e191a130bc3fe5077 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 29 Jul 2020 19:43:26 -0700
Subject: [PATCH 113/165] Create Readme.md

---
 Streamlit-ML-apps/scripts/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Streamlit-ML-apps/scripts/Readme.md

diff --git a/Streamlit-ML-apps/scripts/Readme.md b/Streamlit-ML-apps/scripts/Readme.md
new file mode 100644
index 0000000..4bd8cdc
--- /dev/null
+++ b/Streamlit-ML-apps/scripts/Readme.md
@@ -0,0 +1 @@
+## Scripts for the apps

From de4932933ceb70ce87e2b8828850f6ea77b09805 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 29 Jul 2020 19:44:52 -0700
Subject: [PATCH 114/165] Add files via upload

---
 .../scripts/Streamlit-demo-one.py             | 582 ++++++++++++++++++
 Streamlit-ML-apps/scripts/hello-world.py      |   5 +
 Streamlit-ML-apps/scripts/is_prime_app.py     |  57 ++
 3 files changed, 644 insertions(+)
 create mode 100644 Streamlit-ML-apps/scripts/Streamlit-demo-one.py
 create mode 100644 Streamlit-ML-apps/scripts/hello-world.py
 create mode 100644 Streamlit-ML-apps/scripts/is_prime_app.py

diff --git a/Streamlit-ML-apps/scripts/Streamlit-demo-one.py b/Streamlit-ML-apps/scripts/Streamlit-demo-one.py
new file mode 100644
index 0000000..44f61b7
--- /dev/null
+++ b/Streamlit-ML-apps/scripts/Streamlit-demo-one.py
@@ -0,0 +1,582 @@
+import streamlit as st
+import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+from sklearn.linear_model import LinearRegression
+
+st.title('Streamlit app demo (with Numpy, Pandas, Scikit-learn)')
+"""
+## Dr. Tirthajyoti Sarkar, Fremont, CA, July 2020
+[My LinkedIn profile](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/),
+[My Github profile](https://github.com/tirthajyoti.)
+
+---
+### What are we covering in this app/demo?
+
+In this demo, we will cover the following aspects with Streamlit,
+
+- Basic markdown
+- Displaying image
+- LaTeX and code rendering
+- Python objects rendering
+- Numpy arrays rendering
+- Working with Pandas DataFrame
+    - Filtering data
+    - Bar chart
+    - Line chart (Altair)
+- Widget magic and interactivity
+- Pyplot (Matplotlib graphs)
+- A linear regression problem (interactive)
+
+### What's the goal?
+The primary goal in this app is to show the application of Streamlit working
+synergistically with **Python objects** - numbers, strings, Numpy arrays,
+Pandas DataFrames, Matplotlib graphs, Scikit-learn estimators,
+and **interactive web-app elements** - textboxes, sliders, file-explorer, etc.
+
+As a secondary goal, we illustrate the **rendering capabilities** of Streamlit for
+other type of content such as LaTeX, code, markdown, images, etc.
+
+### How to run this app?
+We basically write a Python script called `Streamlit-demo-one.py` and
+just run it with the following command on the terminal,
+
+```streamlit run Streamlit-demo-one.py```
+
+It starts a server and we point to `localhost:8501` to see this app.
+"""
+
+"""
+---
+## Some basic markdown
+We start off by showing some basic markdown syntaxt rendering.
+Streamlit can handle markdown content just like your Jupyter notebook.
+
+We just need to put the markdown text within two pairs of multiline comment
+symbols like
+`""\" {markdown text here...} ""\"`.
+
+Here is a **bold** text in *italic* format.
+
+Here is a $$L^AT_EX$$ equation:
+$$E(m_0,v)=\\frac{m_0.c^2}{\sqrt{1-\\frac{v^2}{c^2}}}$$.
+
+And here is my [home page](https://tirthajyoti.github.io) i.e. **Github.io**.
+"""
+
+"""
+---
+## Displaying image
+
+The default markdown image tag is not suitable for controlling the image size.
+So, we should use `st.image()` method to display image.
+
+Here is a screenshot from the Streamlit website.
+The image is hosted on my
+[Github repo](https://github.com/tirthajyoti/Machine-Learning-with-Python)
+and we just pass on the URL.
+"""
+st.code('''
+image_URL = "https://raw.githubusercontent.com/tirthajyoti/
+Machine-Learning-with-Python/master/Images/st-1.PNG"
+
+st.image(image_URL, width=800)
+''')
+
+st.image("https://raw.githubusercontent.com/tirthajyoti/\
+Machine-Learning-with-Python/master/Images/st-1.PNG",
+    width=800)
+
+"""
+---
+## Special function for LaTeX rendering
+
+We can separately use `st.latex()` to render latex content.
+
+```
+st.latex(r'''
+a + ar + a r^2 + a r^3 + \cdots + a r^{n-1} =
+\sum_{k=0}^{n-1} ar^k =
+a \left(\frac{1-r^{n}}{1-r}\right)
+''')
+"""
+
+st.latex(r'''
+a + ar + a r^2 + a r^3 + \cdots + a r^{n-1} =
+\sum_{k=0}^{n-1} ar^k =
+a \left(\frac{1-r^{n}}{1-r}\right)
+''')
+
+"""
+---
+## Code rendering
+We can use `st.code()` to render code blocks nicely with optional
+syntax highlighting.
+
+```
+code_block = '''a, b = 10, 20
+def add(x,y):
+        return x+y
+print(add(a,b))'''
+
+st.code(code_block,'python')
+"""
+
+"""This results in the following..."""
+
+code_py = '''a, b = 10, 20
+def add(x,y):
+        return x+y
+print(add(a,b))'''
+
+st.code(code_py,'python')
+
+"""
+Some JavaScript code,
+
+```
+code_js = '''
+let a = 10;
+const b = parseFloat('20.5');
+add = (x,y) => x + y
+console.log(add(a,b))
+'''
+st.code(code_js,'javascript')
+"""
+
+"""Results in..."""
+
+code_js = '''
+let a = 10;
+const b = parseFloat('20.5');
+add = (x,y) => x + y
+console.log(add(a,b))
+'''
+
+st.code(code_js,'javascript')
+
+"""
+---
+## Native Python objects are rendered pretty
+
+Python objects like list and dictionaries are rendered in a
+pretty and visually appealing manner. We use the versatile `st.write()` method
+for all such rendering.
+"""
+
+"""
+### A list
+Here is how the list `list1 = ['Apple', 2.5, [-3,3]]` gets renderd...
+"""
+list1 = ['Apple', 2.5, [-3, 3]]
+st.write("list1: ", list1)
+
+"""
+### A tuple
+Here is how the list `tuple1 = ((1,2),(100,110),(35,45))` gets renderd...
+"""
+tuple1 = ((1, 2), (100, 110), (35, 45))
+st.write("tuple1: ",tuple1)
+
+"""
+### A dictionary
+Here is how the dict `dict1 = {'Item1':10, 'Item2':[1,3,5],'Item3':-5}` gets rendered...
+"""
+dict1 = {'Item1':10, 'Item2':[1,3,5],'Item3':-5}
+st.write("dict1: ", dict1)
+
+"""
+### A function
+The docstring/description of the function is rendered by the `st.write()` method.
+For example, we define,
+
+```
+def square (x):
+    \"""
+    Squares a given number
+    \"""
+    return x*x
+"""
+
+def square (x):
+    """
+    Squares a given number
+    """
+    return x*x
+
+st.write(square)
+
+"""
+---
+## Numpy arrays
+
+Numpy arrays (one- and two-dimensional) are also rendered nicely
+by the `st.write()` method,
+although for long arrays the vertical rendering can become unwieldy.
+
+```
+a = np.arange(1, 20, 2) #Positive odd integers up to 20
+st.write(a)
+"""
+
+a = np.arange(1, 20, 2)
+st.write(a)
+
+"""
+### Two-dimensional arrays
+```
+b = np.arange(1, 21).reshape(5, 4)
+st.write(b)
+"""
+b = np.arange(1, 21).reshape(5, 4)
+st.write(b)
+
+"""
+### Three-dimensional arrays (rendered normally)
+```
+c = np.arange(1, 21).reshape(5, 2, 2)
+st.write(c)
+"""
+c = np.arange(1, 21).reshape(5, 2, 2)
+st.write(c)
+
+"""
+### The transpose
+
+```
+st.write(b.T)
+"""
+st.write(b.T)
+
+"""
+---
+## Working with Pandas DataFrame
+
+We can render a Pandas DataFrame either by using `st.write()` or `st.dataframe()`
+methods.
+
+"""
+code_df = '''
+# Random data-filled coulmns
+df = pd.DataFrame(np.random.normal(loc=5,
+scale=5, size=50).reshape(10, 5),
+columns = ['A'+ str(i) for i in range(1, 6)])
+
+# Two derived columns
+df['A6'] = 10*np.sin(df['A1'])
+df['A7'] = 0.1*df['A2']**2
+
+st.write(df)
+'''
+
+st.code(code_df)
+
+"""
+### Page refresh generates new data
+Every time the page refreshes, the code generates new random data,
+and the plot below regenerates as well.
+"""
+# Random data-filled coulmns
+df = pd.DataFrame(np.random.normal(loc=5,
+scale=5, size=50).reshape(10, 5),
+columns = ['A'+ str(i) for i in range(1, 6)])
+
+# Two derived columns
+df['A6'] = 10*np.sin(df['A1'])
+df['A7'] = 0.1*df['A2']**2
+
+st.write(df)
+
+"""
+### Applying a filter on the DataFrame
+
+We filter the DataFrame by selecting only those rows where `A1` > 0 and `A3` > 3.
+Note that due to the random nature of the DataFrame generation, **there is no guarantee that
+we will get a non-empty DataFrame every time we re-run the code**.
+"""
+
+code_df2 = '''
+df_filtered = df[(df['A1']>0) & (df['A2']>3)]
+st.write(df_filtered)'''
+
+st.code(code_df2)
+
+df_filtered = df[(df['A1']>0) & (df['A2']>3)]
+st.write(df_filtered)
+
+"""
+### Now, write the filtered DataFrame on the disk
+We can easily ask the user a filename and write the filtered data to that file!
+"""
+
+csv_filename = str(st.text_input("Enter a filename for saving the DataFrame as a CSV file",
+                                max_chars=30))
+
+if ('.csv' not in csv_filename and len(csv_filename)>0):
+    csv_filename += ".csv"
+if len(csv_filename)>0:
+    df_filtered.to_csv(csv_filename)
+    st.markdown("#### File was saved.")
+else:
+    st.markdown("#### No filename was provided. Nothing was saved.")
+
+"""
+### Reading a CSV from the web
+
+Reading data from a remotely hosted file (and rendering in a DataFrame)
+is as easy as the short code below,
+"""
+code_df_csv = '''
+data_url = "https://raw.githubusercontent.com/tirthajyoti/
+D3.js-examples/master/html/data/worldcup.csv"
+df_csv = pd.read_csv(data_url)
+df_csv=df_csv.shift(2,axis=1).reset_index().drop(['team','region'],axis=1)
+df_csv.columns = ['team','region','win','loss','draw','points','gf','ga','cs','yc','rc']
+st.write(df_csv)
+'''
+
+st.code(code_df_csv)
+
+data_url = "https://raw.githubusercontent.com/tirthajyoti/D3.js-examples/master/html/data/worldcup.csv"
+df_csv = pd.read_csv(data_url)
+df_csv=df_csv.shift(2,axis=1).reset_index().drop(['team','region'],axis=1)
+df_csv.columns = ['team','region','win','loss','draw','points','gf','ga','cs','yc','rc']
+st.write(df_csv)
+
+"""
+### A simple bar chart using Pandas built-in `plot` module
+"""
+code_bar = '''
+# Goal difference => gf - ga
+df_csv['gd'] = df_csv['gf'] - df_csv['ga']
+fig=df_csv.sort_values(by='gd', ascending=False)[['team','gd']].plot.bar(x='team',
+                                                y='gd',figsize=(7, 6))
+plt.grid(True)
+plt.title("Goal difference bar chart")
+plt.xticks(rotation=30)
+st.pyplot()
+'''
+
+st.code(code_bar)
+
+# Goal difference => gf - ga
+df_csv['gd'] = df_csv['gf'] - df_csv['ga']
+fig=df_csv.sort_values(by='gd', ascending=False)[['team','gd']].plot.bar(x='team',
+                                                y='gd',figsize=(7, 6))
+plt.grid(True)
+plt.title("Goal difference bar chart")
+plt.xticks(rotation=30)
+st.pyplot()
+
+"""
+## Line chart with Altair library
+
+We take some of the columns from the DataFrame and create a line chart.
+This line chart is based on the
+[`Altair` library](https://altair-viz.github.io/getting_started/overview.html)
+charting function.
+You can zoom and pan the chart and even see the HTML code behind it.
+"""
+
+st.line_chart(df[['A1', 'A2', 'A6', 'A7']])
+
+"""
+---
+## Widget magic
+
+Below we are showing the evaluation of the
+function $$f(x)=\sin(x).e^{-0.1x}$$ with the help of a simple slidebar widget.
+```
+def f(x):
+    return np.sin(x)*np.exp(-0.1*x)
+"""
+
+def f(x):
+    return np.sin(x)*np.exp(-0.1*x)
+
+
+"""
+The slidebar widget is created by this code,
+```
+x = st.slider('x', -8, 8)
+"""
+x = st.slider('x', -8, 8)
+
+"""
+### Function value
+The variable `x` is defined above as the returned value from the slidebar widget.
+Therefore, we can dynamically evaluate the `f(x)` by passing on this `x` value
+as we move the slider up and down.
+
+We are printing the function value below. Move the slidebar and see how the
+evaluation changes.
+"""
+st.write(f"$f(x)$ evaluated at {x} is: "+str(round(f(x), 3)))
+
+"""
+---
+## A Matplotlib graph of the function
+The code below graphs the function above using plain vanila `Matplotlib` and
+a single `Streamlit` call `st.pyplot()` for rendering.
+
+This chart, unlike the Altair chart above, is **not a dynamic chart**.
+However, note that the `Matplotlib` code contains fair bit of sophistication
+(even a LaTeX formatted string in the title). All of that is flawlessly handeled
+by the `st.pyplot()` function.
+"""
+code_plt = '''
+# Some plain vanila Matplotlib code
+var_x = np.arange(-8, 8, 0.2)
+var_y = np.apply_along_axis(f, 0, var_x)
+plt.figure(figsize=(7,4))
+plt.title("Plot of $sin(x).e^{-0.1x}$",
+fontsize=16)
+plt.scatter(var_x, var_y,
+c='green', alpha=0.5)
+plt.plot(var_x, var_y,
+c='k')
+plt.grid(True)
+
+#This is the Streamlit callback
+st.pyplot()
+'''
+
+st.code(code_plt, 'Python')
+
+# Some plain vanila Matplotlib code
+var_x = np.arange(-8, 8, 0.2)
+var_y = np.apply_along_axis(f, 0, var_x)
+plt.figure(figsize=(7, 4))
+plt.title("Plot of $sin(x).e^{-0.1x}$", fontsize=16)
+plt.scatter(var_x, var_y, c='green', alpha=0.5)
+plt.plot(var_x, var_y, c='k')
+plt.grid(True)
+
+# This is the Streamlit callback
+st.pyplot()
+
+"""
+---
+## A (simple) linear regression problem
+
+Next, we show, how to generate a linear regression dataset with **tunable level
+of noise** using simple widgets from Streamlit. In the previous two sections,
+we introduced the slider widget and the pyplot. In this section, we combine them
+in a dynamic fashion.
+
+### One-dimensional linear regression problem
+
+A simple linear regression (with one variable) can be written as,
+"""
+st.latex(r'''y = a_1.x+ b_1+ N(\mu, \sigma^2)''')
+
+"""
+where,
+
+$y$ : The observed data,
+
+$x$ : The feature data,
+
+$N(\mu, \sigma^2)$ : The **noise drawn from a Gaussian Normal distribution**
+
+$\mu$ : The mean of the noise
+
+$\sigma^2$ : The variance of the noise
+"""
+"""
+### Adjust the noise to dynamically generate a linear regression dataset
+
+We choose $a_1=2.5$ and $b_1=5$ for the illustration.
+
+Below, the sliders can be adjusted to tune the level of the noise.
+**Every time you move the sliders, you essentially generate a new
+linear regression problem**
+(with the same features but with slightly different observed data).
+
+The data vs. feature plot, which is dynamically updated, is shown below
+to illustrate this point.
+
+Move the "Noise std. dev" slider all the way from left end to right end to
+observe the impact on the observed data. **Do you see the observed data becoming
+_more noisy_ as you mode the slider towards right**?
+"""
+
+feature = np.arange(1,10,0.1)
+noise_mu = st.slider("Noise mean",
+                    min_value=-4.0,
+                    max_value=4.0,
+                    value=0.0,
+                    step=0.5)
+noise_std = st.slider("Noise std. dev",
+                    min_value=0.0,
+                    max_value=3.0,
+                    value=1.0,
+                    step=0.1)
+len_dataset = feature.size
+data = 2.5*feature+5+np.random.normal(noise_mu,
+                                                noise_std,
+                                                size=len_dataset)
+def plot_xy(x,y):
+    plt.figure(figsize=(5, 4))
+    plt.title("Data vs. feature", fontsize=12)
+    plt.scatter(x, y, c='orange', edgecolor='k', alpha=0.5)
+    plt.xlabel("Feature values", fontsize=10)
+    plt.ylabel("Observed data (with noise)", fontsize=10)
+    plt.xlim(0,12)
+    plt.ylim(0,35)
+    #plt.plot(x, y, c='k')
+    plt.grid(True)
+
+fig = plot_xy(feature, data)
+st.pyplot(fig)
+
+"""
+### Fitting a model with the data (using `scikit-learn`)
+
+Next, we fit a `LinearRegression()` model from the famous `scikit-learn` package
+with our data, and show the model coefficients and the $R^2$ metric.
+
+Note, how they change slightly with each iteration of a new problem generation.
+Note that we chose $a_1=2.5$ and $b_1=5$ and the estimates should come close to
+these numbers.
+
+**Move the sliders (above) around and observe the changes in the estimates of the
+linear coefficient and the bias term**. Note that the noise mean primarily impacts
+the bias term whereas noise std. dev primarily impacts the linear coefficient.
+You will also notice that the $R^2$ score generally becomes lower as the
+noise std. dev increases i.e. **the linear model has a hard time explaining the
+variance in the observed data (if the spread of the noise is high)**.
+"""
+
+code_sklearn='''
+from sklearn.linear_model import LinearRegression
+
+data = data.reshape(-1, 1)
+feature = feature.reshape(-1, 1)
+
+lr = LinearRegression()
+lr.fit(feature, data)
+
+lr_coef = round(float(lr.coef_[0]), 3)
+lr_bias = round(float(lr.intercept_), 3)
+lr_r2 = round(float(lr.score(feature, data)), 3)
+
+st.write("The linear coefficient estimated: ", lr_coef)
+st.write("The bias term estimated: ", lr_bias)
+st.write("The R^2 score estimated: ", lr_r2)
+'''
+
+st.code(code_sklearn)
+
+data = data.reshape(-1, 1)
+feature = feature.reshape(-1, 1)
+lr = LinearRegression()
+lr.fit(feature, data)
+
+lr_coef = round(float(lr.coef_[0]), 3)
+lr_bias = round(float(lr.intercept_), 3)
+lr_r2 = round(float(lr.score(feature, data)), 3)
+
+st.write("The linear coefficient estimated: ", lr_coef)
+st.write("The bias term estimated: ", lr_bias)
+st.write("The R^2 score estimated: ", lr_r2)
diff --git a/Streamlit-ML-apps/scripts/hello-world.py b/Streamlit-ML-apps/scripts/hello-world.py
new file mode 100644
index 0000000..6a4511b
--- /dev/null
+++ b/Streamlit-ML-apps/scripts/hello-world.py
@@ -0,0 +1,5 @@
+import streamlit as st
+
+st.write("Hello World with Streamlit!")
+st.header("With a header and a little markdown...")
+st.markdown("_Hello World_ with __Streamlit__!")
diff --git a/Streamlit-ML-apps/scripts/is_prime_app.py b/Streamlit-ML-apps/scripts/is_prime_app.py
new file mode 100644
index 0000000..204eb9c
--- /dev/null
+++ b/Streamlit-ML-apps/scripts/is_prime_app.py
@@ -0,0 +1,57 @@
+import streamlit as st
+
+st.title("A primality test app with Streamlit")
+"""
+## Dr. Tirthajyoti Sarkar, Fremont, CA, July 2020
+[My LinkedIn profile](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/),
+[My Github profile](https://github.com/tirthajyoti.)
+
+---
+"""
+st.header("Is it prime?")
+
+st.markdown("We determine primality using a simple code as follows")
+st.code('''def is_prime(number):
+    """
+    Determines primality
+    """
+    from math import ceil,sqrt
+    flag = True
+    if number%2==0:
+        flag=False
+        return flag,0
+    sqrt_num = ceil(sqrt(number))
+    st.write(f"Checking divisibility up to **{sqrt_num}**")
+    for i in range(2,sqrt_num):
+        if number%i == 0:
+            flag = False
+            return flag,i
+    return flag,i''',language='python')
+
+number = st.number_input('Insert a number')
+number = int(number)
+st.write('The current number is ', number)
+
+def is_prime(number):
+    """
+    Determines primality
+    """
+    from math import ceil,sqrt
+    flag = True
+    if number%2==0:
+        flag= False
+        return flag, 2
+    sqrt_num = ceil(sqrt(number))
+    st.write(f"Checking divisibility up to **{sqrt_num}**")
+    for i in range(2,sqrt_num):
+        if number%i == 0:
+            flag = False
+            return flag,i
+    return flag,i
+
+decision, divisor = is_prime(number)
+
+if decision:
+    st.markdown("### Yes, the given number is prime")
+else:
+    st.markdown("### No, the given number is not a prime.")

From 2edc3a45344236a53dd9daa958aede0d6a5f86e4 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 18 Aug 2020 21:14:17 -0700
Subject: [PATCH 115/165] Update README.md

---
 README.md | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/README.md b/README.md
index fc779bc..851d693 100644
--- a/README.md
+++ b/README.md
@@ -6,11 +6,8 @@
 # Python Machine Learning Jupyter Notebooks ([ML website](https://machine-learning-with-python.readthedocs.io/en/latest/))
 
 ### Dr. Tirthajyoti Sarkar, Fremont, California ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
----
-
-“[Machine-Learning-with-Python] is being sponsored by the following tool; please help to support us by taking a look and signing up to a free trial”
 
-<a href="https://tracking.gitads.io/?repo=Machine-Learning-with-Python"> <img src="https://images.gitads.io/Machine-Learning-with-Python" alt="GitAds"/> </a>
+---
 
 ## Requirements
 * **Python 3.6+**

From 671ccfb6629d610b07dd42cfd5b2374f8c5a3346 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 28 Aug 2020 13:39:41 -0700
Subject: [PATCH 116/165] Create FUNDING.yml

---
 .github/FUNDING.yml | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 .github/FUNDING.yml

diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 0000000..0a895ce
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1,3 @@
+# These are supported funding model platforms
+patreon: tirthajyoti
+

From ff25a2fb75565d148c227ac5dd9f8cc13840e85c Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 30 Aug 2020 12:03:32 -0700
Subject: [PATCH 117/165] Update README.md

---
 README.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/README.md b/README.md
index 851d693..db4b8fc 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,12 @@
 
 ---
 
+## Also check out these super-useful Repos that I curated
+
+[Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning](https://github.com/tirthajyoti/Papers-Literature-ML-DL-RL-AI)
+
+[Carefully curated resource links for data science in one place](https://github.com/tirthajyoti/Data-science-best-resources)
+
 ## Requirements
 * **Python 3.6+**
 * **NumPy (`pip install numpy`)**

From 49277821641a985a5834158eef13f1c46902d3ab Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 26 Sep 2020 13:33:37 -0700
Subject: [PATCH 118/165] Bump tensorflow from 1.15.2 to 1.15.4 in
 /Deployment/rnn_app (#12)

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 1.15.2 to 1.15.4.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v1.15.2...v1.15.4)

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 Deployment/rnn_app/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index 812de85..ae4c30b 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -9,4 +9,4 @@ flask==1.0.3
 jinja2==2.10.1
 wtforms==2.2.1
 keras==2.2.4
-tensorflow==1.15.2
+tensorflow==1.15.4

From 1a22aa5facc1ba7cdcaa432df6dfd5dfb231ebe6 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Tue, 8 Dec 2020 18:19:40 -0800
Subject: [PATCH 119/165] Update requirements.txt

---
 Deployment/rnn_app/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index ae4c30b..dcd6a2b 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -9,4 +9,4 @@ flask==1.0.3
 jinja2==2.10.1
 wtforms==2.2.1
 keras==2.2.4
-tensorflow==1.15.4
+tensorflow >= 2.0.0

From 113c7f34c68524f32d2e561ea3a1571c19983fc6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 21 Mar 2021 02:00:04 -0700
Subject: [PATCH 120/165] Bump jinja2 from 2.10.1 to 2.11.3 in
 /Deployment/rnn_app (#17)

Bumps [jinja2](https://github.com/pallets/jinja) from 2.10.1 to 2.11.3.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/master/CHANGES.rst)
- [Commits](https://github.com/pallets/jinja/compare/2.10.1...2.11.3)

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 Deployment/rnn_app/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index dcd6a2b..4fb6913 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -6,7 +6,7 @@ requests==2.22.0
 scikit-learn==0.21.2
 dill==0.2.9
 flask==1.0.3
-jinja2==2.10.1
+jinja2==2.11.3
 wtforms==2.2.1
 keras==2.2.4
 tensorflow >= 2.0.0

From 675c3bd5df5b8d15c259dd296b0fe6be1bc64f3c Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 02:33:50 -0700
Subject: [PATCH 121/165] Create readme.md

---
 Pytest/readme.md | 50 ++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 50 insertions(+)
 create mode 100644 Pytest/readme.md

diff --git a/Pytest/readme.md b/Pytest/readme.md
new file mode 100644
index 0000000..3ba0297
--- /dev/null
+++ b/Pytest/readme.md
@@ -0,0 +1,50 @@
+## A sample Pytest module for a Scikit-learn model training function
+
+### How to run Pytest
+
+- Install pytest `pip install pytest`
+
+- Copy/clone the two Python scripts from this directory
+- The `linear_model.py` has a single function that trains a simple linear regression model using scikit-learn. Note that it has basic assertion tests and `try-except` construct to handle potential input errors.
+- The `test_linear_model.py` file is the test module which acts as the input to the Pytest program.
+- Run `pytest test_linear_model.py -v` on your terminal to run the tests. You should see something like following,
+
+```
+======================================================================================================= test session starts ======================================================================================================== 
+platform win32 -- Python 3.9.1, pytest-6.2.2, py-1.10.0, pluggy-0.13.1 -- c:\program files\python39\python.exe
+cachedir: .pytest_cache
+rootdir: C:\Users\TirthajyotiSarkar\Documents\Python Notebooks\Pytest
+plugins: anyio-2.0.2
+collected 7 items                                                                                                                                                                                                                    
+
+test_linear_model.py::test_model_return_object PASSED                                                                                                                                                                         [ 14%] 
+test_linear_model.py::test_model_return_vals PASSED                                                                                                                                                                           [ 28%] 
+test_linear_model.py::test_model_save_load PASSED                                                                                                                                                                             [ 42%] 
+test_linear_model.py::test_loaded_model_works PASSED                                                                                                                                                                          [ 57%] 
+test_linear_model.py::test_model_works_data_range PASSED                                                                                                                                                                      [ 71%] 
+test_linear_model.py::test_noise_impact PASSED                                                                                                                                                                                [ 85%] 
+test_linear_model.py::test_wrong_input_raises_assertion PASSED                                                                                                                                                                [100%] 
+
+========================================================================================================= warnings summary ========================================================================================================= 
+..\..\..\..\..\..\program files\python39\lib\site-packages\win32\lib\pywintypes.py:2
+  c:\program files\python39\lib\site-packages\win32\lib\pywintypes.py:2: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
+    import imp, sys, os
+
+-- Docs: https://docs.pytest.org/en/stable/warnings.html
+=================================================================================================== 7 passed, 1 warning in 1.03s ===================================================================================================
+```
+
+### What does it mean?
+
+- The terminal message (above) indicates that 7 tests were run (corresponding to the 7 functions in the `test_linear_model.py` module) and all of them passed.
+
+- It also shows the order of the tests run (this is because you included the `- v` argument on the command line while running `pytest` command). Pytest allows you to randomize the testing sequence but that discussion is for another day.
+
+### Notes on the test module
+
+- Note, how the `test_linear_model.py` contains 7 functions with names starting with `test...`. Those contain the actual test code. It also has a couple of data constructor functions whose names do not start with `test...` and they are ignored by Pytest.
+
+- Note that we need to import a bunch of libraries to test all kind of things e.g. we imported libraries like `joblib`, `os`, `sklearn`, `numpy`, and of course, the `train_linear_model` function from the `linear_model` module.
+- Note the clear and distinctive names for the testing functions e.g. `test_model_return_object()` which only checks the returned object from the `train_linear_model` function, or the `test_model_save_load()` which checks whether the saved model can be loaded properly (but does not try to make predictions or anything). 
+- For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the $R^2$ scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. Note, how it uses a special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
+- Take a look at the `random_data_constructor` and `fixed_data_constructor` functions too to see how they are designed and used in the test code. The `random_data_constructor` even takes a `noise_mag` argument which is used to control the magnitude of noise to test the expected behavior of a linear regression algorithm. Refer to the `test_noise_impact` function for this.

From 9e37aefe804f6da3f3c37a2faa31182631904067 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 02:34:37 -0700
Subject: [PATCH 122/165] Add files via upload

---
 Pytest/linear_model.py      |  43 +++++++++
 Pytest/test_linear_model.py | 169 ++++++++++++++++++++++++++++++++++++
 2 files changed, 212 insertions(+)
 create mode 100644 Pytest/linear_model.py
 create mode 100644 Pytest/test_linear_model.py

diff --git a/Pytest/linear_model.py b/Pytest/linear_model.py
new file mode 100644
index 0000000..02f333a
--- /dev/null
+++ b/Pytest/linear_model.py
@@ -0,0 +1,43 @@
+from sklearn.linear_model import LinearRegression
+from sklearn.model_selection import train_test_split
+from joblib import load, dump
+import numpy
+
+def train_linear_model(X,y,
+                       test_frac=0.2, 
+                       filename='trained_linear_model'):
+    """
+    Trains a simple linear regression model with scikit-learn
+    """
+
+    try:
+        assert isinstance(X,numpy.ndarray), "X must be a Numpy array"
+        assert isinstance(y,numpy.ndarray), "y must be a Numpy array"
+        assert isinstance(test_frac,float), "Test set fraction must be a floating point number"
+        assert test_frac < 1.0, "Test set fraction must be between 0.0 and 1.0"
+        assert test_frac > 0, "Test set fraction must be between 0.0 and 1.0"
+        assert isinstance(filename, str), "Filename must be a string"
+
+        # Shaping
+        if len(X.shape) == 1:
+            X = X.reshape(-1,1)
+        if len(y.shape) == 1:
+            y = y.reshape(-1,1)
+        # Test/train split
+        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_frac, random_state=42)
+        # Instantiate
+        model = LinearRegression()
+        # Fit
+        model.fit(X_train, y_train)
+        # Save
+        fname = filename+'.sav'
+        dump(model, fname)
+        # Compute scores
+        r2_train = model.score(X_train,y_train)
+        r2_test = model.score(X_test,y_test)
+        # Return scores in a dictionary
+        return {'Train-score':r2_train, 'Test-score': r2_test}
+    
+    except AssertionError as msg: 
+        print(msg)
+        return msg    
\ No newline at end of file
diff --git a/Pytest/test_linear_model.py b/Pytest/test_linear_model.py
new file mode 100644
index 0000000..41a73be
--- /dev/null
+++ b/Pytest/test_linear_model.py
@@ -0,0 +1,169 @@
+from joblib import load, dump
+import numpy as np
+from linear_model import train_linear_model
+from os import path
+import sklearn
+from sklearn.model_selection import train_test_split
+
+
+def random_data_constructor(noise_mag=1.0):
+    num_points = 100
+    X = 10*np.random.random(size=num_points)
+    y = 2*X+3+2*noise_mag*np.random.normal(size=num_points)
+    return X,y
+
+#-------------------------------------------------------------------
+
+def fixed_data_constructor():
+    num_points = 100
+    X = np.linspace(1,10,num_points)
+    y = 2*X+3
+    return X,y
+
+#-------------------------------------------------------------------
+
+def test_model_return_object():
+    X,y = random_data_constructor()
+    scores = train_linear_model(X,y)
+    
+    #=================================
+    # TEST SUITES
+    #=================================
+    # Check the return object type
+    assert isinstance(scores, dict)
+    # Check the length of the returned object
+    assert len(scores) == 2
+    # Check the correctness of the names of the returned dict keys
+    assert 'Train-score' in scores and 'Test-score' in scores
+
+#-------------------------------------------------------------------
+
+def test_model_return_vals():
+    X,y = random_data_constructor()
+    scores = train_linear_model(X,y)
+    
+    #=================================
+    # TEST SUITES
+    #=================================
+    # Check returned scores' type
+    assert isinstance(scores['Train-score'], float)
+    assert isinstance(scores['Test-score'], float)
+    # Check returned scores' range
+    assert scores['Train-score'] >= 0.0
+    assert scores['Train-score'] <= 1.0
+    assert scores['Test-score'] >= 0.0
+    assert scores['Test-score'] <= 1.0
+
+#-------------------------------------------------------------------
+
+def test_model_save_load():
+    X,y = random_data_constructor()
+    filename = 'testing'
+    _ = train_linear_model(X,y, filename=filename)
+        
+    #=================================
+    # TEST SUITES
+    #=================================
+    # Check the model file is created/saved in the directory
+    assert path.exists('testing.sav')
+    # Check that the model file can be loaded properly 
+    # (by type checking that it is a sklearn linear regression estimator)
+    loaded_model = load('testing.sav')
+    assert isinstance(loaded_model, sklearn.linear_model._base.LinearRegression)
+
+#-------------------------------------------------------------------
+
+def test_loaded_model_works():
+    X,y = fixed_data_constructor()
+    if len(X.shape) == 1:
+        X = X.reshape(-1,1)
+    if len(y.shape) == 1:
+        y = y.reshape(-1,1)
+    filename = 'testing'
+    scores = train_linear_model(X,y, filename=filename)
+    loaded_model = load('testing.sav')
+
+    #=================================
+    # TEST SUITES
+    #=================================
+    # Check that test and train scores are perfectly equal to 1.0
+    assert scores['Train-score'] == 1.0
+    assert scores['Test-score'] == 1.0
+    # Check that trained model predicts the y (almost) perfectly given X
+    # Note the use of np.testing function instead of standard 'assert'
+    # To handle numerical precision issues, we should use the `assert_allclose` function instead of any equality check
+    np.testing.assert_allclose(y,loaded_model.predict(X))
+
+#-------------------------------------------------------------------
+
+def test_model_works_data_range():
+    # Small-valued data
+    X,y = fixed_data_constructor()
+    X = 1.0e-9*X
+    y = 1.0e-9*y
+    filename = 'testing'
+    scores = train_linear_model(X,y, filename=filename)
+    
+    # Check that test and train scores are perfectly equal to 1.0
+    assert scores['Train-score'] == 1.0
+    assert scores['Test-score'] == 1.0
+
+    # Large-valued data
+    X,y = fixed_data_constructor()
+    X = 1.0e9*X
+    y = 1.0e9*y
+    filename = 'testing'
+    scores = train_linear_model(X,y, filename=filename)
+    
+    # Check that test and train scores are perfectly equal to 1.0
+    assert scores['Train-score'] == 1.0
+    assert scores['Test-score'] == 1.0
+
+#-------------------------------------------------------------------
+
+def test_noise_impact():
+    X,y = random_data_constructor(noise_mag=0.5)
+    filename = 'testing'
+    scores_low_noise = train_linear_model(X,y, filename=filename)
+
+    X,y = random_data_constructor(noise_mag=5.0)
+    filename = 'testing'
+    scores_high_noise = train_linear_model(X,y, filename=filename)
+
+    # Check that R^2 scores from high-noise input is less than that of low-noise input
+    assert scores_high_noise['Train-score'] < scores_low_noise['Train-score']
+    assert scores_high_noise['Test-score'] < scores_low_noise['Test-score']
+
+#-------------------------------------------------------------------
+
+def test_wrong_input_raises_assertion():
+    X,y = random_data_constructor()
+    filename = 'testing'
+    scores = train_linear_model(X,y, filename=filename)
+
+    #=================================
+    # TEST SUITES
+    #=================================
+    # Check that it handles the case of: X is a string
+    msg = train_linear_model('X',y)
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "X must be a Numpy array"
+    # Check that it handles the case of: y is a string
+    msg = train_linear_model(X,'y')
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "y must be a Numpy array"
+    # Check that it handles the case of: test_frac is a string
+    msg = train_linear_model(X,y, test_frac='0.2')
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "Test set fraction must be a floating point number"
+    # Check that it handles the case of: test_frac is within 0.0 and 1.0
+    msg = train_linear_model(X,y, test_frac=-0.2)
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "Test set fraction must be between 0.0 and 1.0"
+    msg = train_linear_model(X,y, test_frac=1.2)
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "Test set fraction must be between 0.0 and 1.0"
+    # Check that it handles the case of: filename for model save a string
+    msg = train_linear_model(X,y, filename = 2.0)
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "Filename must be a string"
\ No newline at end of file

From 032dca9b86af53c4cd819252016c571137f70c1e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 02:39:52 -0700
Subject: [PATCH 123/165] Update README.md

---
 README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/README.md b/README.md
index db4b8fc..c9c35cc 100644
--- a/README.md
+++ b/README.md
@@ -142,3 +142,8 @@ See my articles on Medium on this topic.
 * [Object-oriented programming for data scientists: Build your ML estimator](https://towardsdatascience.com/object-oriented-programming-for-data-scientists-build-your-ml-estimator-7da416751f64)
 * [How a simple mix of object-oriented programming can sharpen your deep learning prototype](https://towardsdatascience.com/how-a-simple-mix-of-object-oriented-programming-can-sharpen-your-deep-learning-prototype-19893bd969bd)
 
+---
+### Unit testing ML code with Pytest
+Check the files and detailed instructions in the [Pytest](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Pytest) directory to understand how one should write unit testing code/module for machine learning models
+
+

From 96d551eba26883ef3b0a85804e11af51ab5bcd98 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 02:54:10 -0700
Subject: [PATCH 124/165] Update readme.md

---
 Pytest/readme.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/Pytest/readme.md b/Pytest/readme.md
index 3ba0297..ebca003 100644
--- a/Pytest/readme.md
+++ b/Pytest/readme.md
@@ -45,6 +45,7 @@ test_linear_model.py::test_wrong_input_raises_assertion PASSED
 - Note, how the `test_linear_model.py` contains 7 functions with names starting with `test...`. Those contain the actual test code. It also has a couple of data constructor functions whose names do not start with `test...` and they are ignored by Pytest.
 
 - Note that we need to import a bunch of libraries to test all kind of things e.g. we imported libraries like `joblib`, `os`, `sklearn`, `numpy`, and of course, the `train_linear_model` function from the `linear_model` module.
-- Note the clear and distinctive names for the testing functions e.g. `test_model_return_object()` which only checks the returned object from the `train_linear_model` function, or the `test_model_save_load()` which checks whether the saved model can be loaded properly (but does not try to make predictions or anything). 
-- For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the $R^2$ scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. Note, how it uses a special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
+- Note the **clear and distinctive names** for the testing functions e.g. `test_model_return_object()` which only checks the returned object from the `train_linear_model` function, or the `test_model_save_load()` which checks whether the saved model can be loaded properly (but does not try to make predictions or anything). **Always write short and crisp test functions with a singular focus**. 
+- For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the R^2 ([regression coefficient](https://www.geeksforgeeks.org/python-coefficient-of-determination-r2-score/)) scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. Note, how it uses a **special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement**. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
 - Take a look at the `random_data_constructor` and `fixed_data_constructor` functions too to see how they are designed and used in the test code. The `random_data_constructor` even takes a `noise_mag` argument which is used to control the magnitude of noise to test the expected behavior of a linear regression algorithm. Refer to the `test_noise_impact` function for this.
+- Finally, take a look at the `test_wrong_input_raises_assertion` function which tests **if the original modeling function raises the correct Exception and messages** when fed with various types of wrong input arguments. Always remember that **Pytest (or any testing module for that matter) is not to be used for error-handling** (e.g. a wrong input type). The developer (ML sofware engineer in this case) must write the necessary error-checking and handling code. In this example, we write a bunch of `assert` statements in the original `train_linear_model` function and wrap them around a whole `try...except` block. The test code only checks if we are returning the `AssertionType` error for those wrong input cases and if the correct error message is being printed for the end user.

From 692ff9d6eecabc5ae3be5eadb16a3105328c9656 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 02:58:31 -0700
Subject: [PATCH 125/165] Add files via upload

---
 Pytest/test_linear_model.py | 22 +++++++++++++++++++++-
 1 file changed, 21 insertions(+), 1 deletion(-)

diff --git a/Pytest/test_linear_model.py b/Pytest/test_linear_model.py
index 41a73be..1c03bed 100644
--- a/Pytest/test_linear_model.py
+++ b/Pytest/test_linear_model.py
@@ -96,7 +96,7 @@ def test_loaded_model_works():
 
 #-------------------------------------------------------------------
 
-def test_model_works_data_range():
+def test_model_works_data_range_sign_change():
     # Small-valued data
     X,y = fixed_data_constructor()
     X = 1.0e-9*X
@@ -119,6 +119,26 @@ def test_model_works_data_range():
     assert scores['Train-score'] == 1.0
     assert scores['Test-score'] == 1.0
 
+    # X-values are flipped
+    X,y = fixed_data_constructor()
+    X = -1 * X
+    filename = 'testing'
+    scores = train_linear_model(X,y, filename=filename)
+    
+    # Check that test and train scores are perfectly equal to 1.0
+    assert scores['Train-score'] == 1.0
+    assert scores['Test-score'] == 1.0
+
+    # y-values are flipped
+    X,y = fixed_data_constructor()
+    y = -1 * y
+    filename = 'testing'
+    scores = train_linear_model(X,y, filename=filename)
+    
+    # Check that test and train scores are perfectly equal to 1.0
+    assert scores['Train-score'] == 1.0
+    assert scores['Test-score'] == 1.0
+
 #-------------------------------------------------------------------
 
 def test_noise_impact():

From bf23b40c8028218f7cacdeb5ce01b2c590fa7e15 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 13:25:33 -0700
Subject: [PATCH 126/165] Add files via upload

---
 Pytest/Overall-scheme.png | Bin 0 -> 122426 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Pytest/Overall-scheme.png

diff --git a/Pytest/Overall-scheme.png b/Pytest/Overall-scheme.png
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From 3e281a9421f8b5c5d47428a6f15a26aa66d2dbde Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 13:26:35 -0700
Subject: [PATCH 127/165] Update readme.md

---
 Pytest/readme.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/Pytest/readme.md b/Pytest/readme.md
index ebca003..537c623 100644
--- a/Pytest/readme.md
+++ b/Pytest/readme.md
@@ -1,5 +1,7 @@
 ## A sample Pytest module for a Scikit-learn model training function
 
+![scheme](https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Pytest/Overall-scheme.png)
+
 ### How to run Pytest
 
 - Install pytest `pip install pytest`

From 3ce798fa4e079e68ead197b6cf2e27de1e370440 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 14:16:15 -0700
Subject: [PATCH 128/165] Added input vector shape compatibility check and test

---
 Pytest/linear_model.py      |  1 +
 Pytest/test_linear_model.py | 21 +++++++++++++++------
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/Pytest/linear_model.py b/Pytest/linear_model.py
index 02f333a..eb7cf76 100644
--- a/Pytest/linear_model.py
+++ b/Pytest/linear_model.py
@@ -17,6 +17,7 @@ def train_linear_model(X,y,
         assert test_frac < 1.0, "Test set fraction must be between 0.0 and 1.0"
         assert test_frac > 0, "Test set fraction must be between 0.0 and 1.0"
         assert isinstance(filename, str), "Filename must be a string"
+        assert X.shape[0] == y.shape[0], "Row numbers of X and y data must be identical"
 
         # Shaping
         if len(X.shape) == 1:
diff --git a/Pytest/test_linear_model.py b/Pytest/test_linear_model.py
index 1c03bed..27e1755 100644
--- a/Pytest/test_linear_model.py
+++ b/Pytest/test_linear_model.py
@@ -1,3 +1,7 @@
+# Pytest module for testing linear regression model function
+# Dr. Tirthajyoti Sarkar, Fremont, CA
+
+
 from joblib import load, dump
 import numpy as np
 from linear_model import train_linear_model
@@ -164,26 +168,31 @@ def test_wrong_input_raises_assertion():
     #=================================
     # TEST SUITES
     #=================================
-    # Check that it handles the case of: X is a string
+    # Test that it handles the case of: X is a string
     msg = train_linear_model('X',y)
     assert isinstance(msg, AssertionError)
     assert msg.args[0] == "X must be a Numpy array"
-    # Check that it handles the case of: y is a string
+    # Test that it handles the case of: y is a string
     msg = train_linear_model(X,'y')
     assert isinstance(msg, AssertionError)
     assert msg.args[0] == "y must be a Numpy array"
-    # Check that it handles the case of: test_frac is a string
+    # Test that it handles the case of: test_frac is a string
     msg = train_linear_model(X,y, test_frac='0.2')
     assert isinstance(msg, AssertionError)
     assert msg.args[0] == "Test set fraction must be a floating point number"
-    # Check that it handles the case of: test_frac is within 0.0 and 1.0
+    # Test that it handles the case of: test_frac is within 0.0 and 1.0
     msg = train_linear_model(X,y, test_frac=-0.2)
     assert isinstance(msg, AssertionError)
     assert msg.args[0] == "Test set fraction must be between 0.0 and 1.0"
     msg = train_linear_model(X,y, test_frac=1.2)
     assert isinstance(msg, AssertionError)
     assert msg.args[0] == "Test set fraction must be between 0.0 and 1.0"
-    # Check that it handles the case of: filename for model save a string
+    # Test that it handles the case of: filename for model save a string
     msg = train_linear_model(X,y, filename = 2.0)
     assert isinstance(msg, AssertionError)
-    assert msg.args[0] == "Filename must be a string"
\ No newline at end of file
+    assert msg.args[0] == "Filename must be a string"
+    # Test that function is checking input vector shape compatibility
+    X = X.reshape(10,10)
+    msg = train_linear_model(X,y, filename='testing')
+    assert isinstance(msg, AssertionError)
+    assert msg.args[0] == "Row numbers of X and y data must be identical"
\ No newline at end of file

From bcf4c6b87fdf075faf045fdc1eee5e88423b392a Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 14:22:29 -0700
Subject: [PATCH 129/165] Updated figure

---
 Pytest/Overall-scheme.png | Bin 122426 -> 132750 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/Pytest/Overall-scheme.png b/Pytest/Overall-scheme.png
index c11780724d64e45cf930458366cea9c9028d4835..4c6b73bb9ff9234b5cf669fd27ad40cf74dee691 100644
GIT binary patch
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CH*tjk


From 984bb94fffa303f69ce38b8be7a603f72ea74250 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 15:18:36 -0700
Subject: [PATCH 130/165] Added test for additive invariance check and function
 docstrings

---
 Pytest/test_linear_model.py | 97 ++++++++++++++++++++++++++++++++++---
 1 file changed, 91 insertions(+), 6 deletions(-)

diff --git a/Pytest/test_linear_model.py b/Pytest/test_linear_model.py
index 27e1755..bf791a6 100644
--- a/Pytest/test_linear_model.py
+++ b/Pytest/test_linear_model.py
@@ -8,9 +8,14 @@
 from os import path
 import sklearn
 from sklearn.model_selection import train_test_split
+import pytest
+import math
 
 
 def random_data_constructor(noise_mag=1.0):
+    """
+    Random data constructor utility for tests
+    """
     num_points = 100
     X = 10*np.random.random(size=num_points)
     y = 2*X+3+2*noise_mag*np.random.normal(size=num_points)
@@ -19,6 +24,9 @@ def random_data_constructor(noise_mag=1.0):
 #-------------------------------------------------------------------
 
 def fixed_data_constructor():
+    """
+    Fixed data constructor utility for tests
+    """
     num_points = 100
     X = np.linspace(1,10,num_points)
     y = 2*X+3
@@ -27,11 +35,14 @@ def fixed_data_constructor():
 #-------------------------------------------------------------------
 
 def test_model_return_object():
+    """
+    Tests the returned object of the modeling function
+    """
     X,y = random_data_constructor()
     scores = train_linear_model(X,y)
     
     #=================================
-    # TEST SUITES
+    # TEST SUITE
     #=================================
     # Check the return object type
     assert isinstance(scores, dict)
@@ -43,11 +54,14 @@ def test_model_return_object():
 #-------------------------------------------------------------------
 
 def test_model_return_vals():
+    """
+    Tests for the returned values of the modeling function
+    """
     X,y = random_data_constructor()
     scores = train_linear_model(X,y)
     
     #=================================
-    # TEST SUITES
+    # TEST SUITE
     #=================================
     # Check returned scores' type
     assert isinstance(scores['Train-score'], float)
@@ -61,12 +75,15 @@ def test_model_return_vals():
 #-------------------------------------------------------------------
 
 def test_model_save_load():
+    """
+    Tests for the model saving process
+    """
     X,y = random_data_constructor()
     filename = 'testing'
     _ = train_linear_model(X,y, filename=filename)
         
     #=================================
-    # TEST SUITES
+    # TEST SUITE
     #=================================
     # Check the model file is created/saved in the directory
     assert path.exists('testing.sav')
@@ -78,6 +95,9 @@ def test_model_save_load():
 #-------------------------------------------------------------------
 
 def test_loaded_model_works():
+    """
+    Tests if the loading of the model works correctly
+    """
     X,y = fixed_data_constructor()
     if len(X.shape) == 1:
         X = X.reshape(-1,1)
@@ -88,7 +108,7 @@ def test_loaded_model_works():
     loaded_model = load('testing.sav')
 
     #=================================
-    # TEST SUITES
+    # TEST SUITE
     #=================================
     # Check that test and train scores are perfectly equal to 1.0
     assert scores['Train-score'] == 1.0
@@ -101,6 +121,9 @@ def test_loaded_model_works():
 #-------------------------------------------------------------------
 
 def test_model_works_data_range_sign_change():
+    """
+    Tests for functionality with data scaled high and low
+    """
     # Small-valued data
     X,y = fixed_data_constructor()
     X = 1.0e-9*X
@@ -146,6 +169,9 @@ def test_model_works_data_range_sign_change():
 #-------------------------------------------------------------------
 
 def test_noise_impact():
+    """
+    Tests functionality with low and high noise data and expected change in the R^2 score
+    """
     X,y = random_data_constructor(noise_mag=0.5)
     filename = 'testing'
     scores_low_noise = train_linear_model(X,y, filename=filename)
@@ -160,13 +186,45 @@ def test_noise_impact():
 
 #-------------------------------------------------------------------
 
+def test_additive_invariance():
+    """
+    Tests additive invariance 
+    i.e. adding constant numbers to X or y array does not change the model coefficients
+    """
+    X,y = random_data_constructor(noise_mag=0.5)
+    filename = 'testing'
+    
+    _ = train_linear_model(X,y, filename=filename)
+    m = load('testing.sav')
+    coeff_no_additive = float(m.coef_)
+
+    X = X + 100
+    _ = train_linear_model(X,y, filename=filename)
+    m = load('testing.sav')
+    coeff_X_additive = float(m.coef_)
+
+    y = y - 100
+    _ = train_linear_model(X,y, filename=filename)
+    m = load('testing.sav')
+    coeff_y_additive = float(m.coef_)
+
+    # Check that model coefficients for default and additive data are same (very close)
+    # Note the use of math.isclose function
+    assert math.isclose(coeff_no_additive, coeff_X_additive, rel_tol=1e-6)
+    assert math.isclose(coeff_no_additive, coeff_y_additive, rel_tol=1e-6)
+
+#-------------------------------------------------------------------
+
 def test_wrong_input_raises_assertion():
+    """
+    Tests for various assertion cheks written in the modeling function
+    """
     X,y = random_data_constructor()
     filename = 'testing'
     scores = train_linear_model(X,y, filename=filename)
 
     #=================================
-    # TEST SUITES
+    # TEST SUITE
     #=================================
     # Test that it handles the case of: X is a string
     msg = train_linear_model('X',y)
@@ -195,4 +253,31 @@ def test_wrong_input_raises_assertion():
     X = X.reshape(10,10)
     msg = train_linear_model(X,y, filename='testing')
     assert isinstance(msg, AssertionError)
-    assert msg.args[0] == "Row numbers of X and y data must be identical"
\ No newline at end of file
+    assert msg.args[0] == "Row numbers of X and y data must be identical"
+
+#-------------------------------------------------------------------
+
+def test_raised_exception():
+    """
+    Tests for raised exception with pytest.raises context manager
+    """
+    # ValueError
+    with pytest.raises(ValueError):
+        # Insert a np.nan into the X array
+        X,y = random_data_constructor()    
+        X[1] = np.nan
+        filename = 'testing'
+        scores = train_linear_model(X,y, filename=filename)
+        # Insert a np.nan into the y array
+        X,y = random_data_constructor()
+        y[1] = np.nan
+        filename = 'testing'
+        scores = train_linear_model(X,y, filename=filename)
+        
+    with pytest.raises(ValueError) as exception:
+        # Insert a string into the X array
+        X,y = random_data_constructor()
+        X[1] = "A string"
+        filename = 'testing'
+        scores = train_linear_model(X,y, filename=filename)
+        assert "could not convert string to float" in str(exception.value)
\ No newline at end of file

From 64af9870f289fa74803392b3774cd31767acee21 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 15:35:09 -0700
Subject: [PATCH 131/165] Update readme.md

---
 Pytest/readme.md | 27 +++++++++++++++------------
 1 file changed, 15 insertions(+), 12 deletions(-)

diff --git a/Pytest/readme.md b/Pytest/readme.md
index 537c623..dccf493 100644
--- a/Pytest/readme.md
+++ b/Pytest/readme.md
@@ -17,15 +17,17 @@ platform win32 -- Python 3.9.1, pytest-6.2.2, py-1.10.0, pluggy-0.13.1 -- c:\pro
 cachedir: .pytest_cache
 rootdir: C:\Users\TirthajyotiSarkar\Documents\Python Notebooks\Pytest
 plugins: anyio-2.0.2
-collected 7 items                                                                                                                                                                                                                    
-
-test_linear_model.py::test_model_return_object PASSED                                                                                                                                                                         [ 14%] 
-test_linear_model.py::test_model_return_vals PASSED                                                                                                                                                                           [ 28%] 
-test_linear_model.py::test_model_save_load PASSED                                                                                                                                                                             [ 42%] 
-test_linear_model.py::test_loaded_model_works PASSED                                                                                                                                                                          [ 57%] 
-test_linear_model.py::test_model_works_data_range PASSED                                                                                                                                                                      [ 71%] 
-test_linear_model.py::test_noise_impact PASSED                                                                                                                                                                                [ 85%] 
-test_linear_model.py::test_wrong_input_raises_assertion PASSED                                                                                                                                                                [100%] 
+collected 9 items                                                                                                                                                                                                                    
+
+test_linear_model.py::test_model_return_object PASSED                                                                                                                                                                         [ 11%] 
+test_linear_model.py::test_model_return_vals PASSED                                                                                                                                                                           [ 22%] 
+test_linear_model.py::test_model_save_load PASSED                                                                                                                                                                             [ 33%] 
+test_linear_model.py::test_loaded_model_works PASSED                                                                                                                                                                          [ 44%] 
+test_linear_model.py::test_model_works_data_range_sign_change PASSED                                                                                                                                                          [ 55%] 
+test_linear_model.py::test_noise_impact PASSED                                                                                                                                                                                [ 66%] 
+test_linear_model.py::test_additive_invariance PASSED                                                                                                                                                                         [ 77%] 
+test_linear_model.py::test_wrong_input_raises_assertion PASSED                                                                                                                                                                [ 88%] 
+test_linear_model.py::test_raised_exception PASSED                                                                                                                                                                            [100%] 
 
 ========================================================================================================= warnings summary ========================================================================================================= 
 ..\..\..\..\..\..\program files\python39\lib\site-packages\win32\lib\pywintypes.py:2
@@ -33,7 +35,7 @@ test_linear_model.py::test_wrong_input_raises_assertion PASSED
     import imp, sys, os
 
 -- Docs: https://docs.pytest.org/en/stable/warnings.html
-=================================================================================================== 7 passed, 1 warning in 1.03s ===================================================================================================
+=================================================================================================== 9 passed, 1 warning in 0.96s =================================================================================================== 
 ```
 
 ### What does it mean?
@@ -44,10 +46,11 @@ test_linear_model.py::test_wrong_input_raises_assertion PASSED
 
 ### Notes on the test module
 
-- Note, how the `test_linear_model.py` contains 7 functions with names starting with `test...`. Those contain the actual test code. It also has a couple of data constructor functions whose names do not start with `test...` and they are ignored by Pytest.
+- Note, how the `test_linear_model.py` contains 9 functions with names starting with `test...`. Those contain the actual test code. It also has a couple of data constructor functions whose names do not start with `test...` and they are ignored by Pytest.
 
-- Note that we need to import a bunch of libraries to test all kind of things e.g. we imported libraries like `joblib`, `os`, `sklearn`, `numpy`, and of course, the `train_linear_model` function from the `linear_model` module.
+- Note that we need to import a variety of libraries to test all kind of things e.g. we imported libraries like `joblib`, `os`, `sklearn`, `numpy`, and of course, the `train_linear_model` function from the `linear_model` module.
 - Note the **clear and distinctive names** for the testing functions e.g. `test_model_return_object()` which only checks the returned object from the `train_linear_model` function, or the `test_model_save_load()` which checks whether the saved model can be loaded properly (but does not try to make predictions or anything). **Always write short and crisp test functions with a singular focus**. 
 - For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the R^2 ([regression coefficient](https://www.geeksforgeeks.org/python-coefficient-of-determination-r2-score/)) scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. Note, how it uses a **special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement**. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
 - Take a look at the `random_data_constructor` and `fixed_data_constructor` functions too to see how they are designed and used in the test code. The `random_data_constructor` even takes a `noise_mag` argument which is used to control the magnitude of noise to test the expected behavior of a linear regression algorithm. Refer to the `test_noise_impact` function for this.
 - Finally, take a look at the `test_wrong_input_raises_assertion` function which tests **if the original modeling function raises the correct Exception and messages** when fed with various types of wrong input arguments. Always remember that **Pytest (or any testing module for that matter) is not to be used for error-handling** (e.g. a wrong input type). The developer (ML sofware engineer in this case) must write the necessary error-checking and handling code. In this example, we write a bunch of `assert` statements in the original `train_linear_model` function and wrap them around a whole `try...except` block. The test code only checks if we are returning the `AssertionType` error for those wrong input cases and if the correct error message is being printed for the end user.
+- The `test_raised_exception` function tests the rise of other exception types (i.e. different from the `AssertionError` that could be raised by the `assert` statements in the function module) during runtime using a special Pytest feature - [the `pytest.raises` context manager](https://docs.pytest.org/en/reorganize-docs/new-docs/user/pytest_raises.html).

From 3272498f157f9c5dfb6e3a2cd994d8b3b6ce3851 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 21 Mar 2021 15:38:23 -0700
Subject: [PATCH 132/165] Update readme.md

---
 Pytest/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Pytest/readme.md b/Pytest/readme.md
index dccf493..c8d31f6 100644
--- a/Pytest/readme.md
+++ b/Pytest/readme.md
@@ -53,4 +53,4 @@ test_linear_model.py::test_raised_exception PASSED
 - For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the R^2 ([regression coefficient](https://www.geeksforgeeks.org/python-coefficient-of-determination-r2-score/)) scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. Note, how it uses a **special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement**. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
 - Take a look at the `random_data_constructor` and `fixed_data_constructor` functions too to see how they are designed and used in the test code. The `random_data_constructor` even takes a `noise_mag` argument which is used to control the magnitude of noise to test the expected behavior of a linear regression algorithm. Refer to the `test_noise_impact` function for this.
 - Finally, take a look at the `test_wrong_input_raises_assertion` function which tests **if the original modeling function raises the correct Exception and messages** when fed with various types of wrong input arguments. Always remember that **Pytest (or any testing module for that matter) is not to be used for error-handling** (e.g. a wrong input type). The developer (ML sofware engineer in this case) must write the necessary error-checking and handling code. In this example, we write a bunch of `assert` statements in the original `train_linear_model` function and wrap them around a whole `try...except` block. The test code only checks if we are returning the `AssertionType` error for those wrong input cases and if the correct error message is being printed for the end user.
-- The `test_raised_exception` function tests the rise of other exception types (i.e. different from the `AssertionError` that could be raised by the `assert` statements in the function module) during runtime using a special Pytest feature - [the `pytest.raises` context manager](https://docs.pytest.org/en/reorganize-docs/new-docs/user/pytest_raises.html).
+- The `test_raised_exception` function tests the **rise of other exception types (i.e. different from the `AssertionError` that could be raised by the `assert` statements in the function module)** during runtime using a special Pytest feature - [the `pytest.raises` context manager](https://docs.pytest.org/en/reorganize-docs/new-docs/user/pytest_raises.html).

From e683fadd99ae35831fd65de1bb3569f8f751f448 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 2 Apr 2021 21:58:17 -0700
Subject: [PATCH 133/165] Update readme.md

---
 Pytest/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Pytest/readme.md b/Pytest/readme.md
index c8d31f6..bdba607 100644
--- a/Pytest/readme.md
+++ b/Pytest/readme.md
@@ -40,7 +40,7 @@ test_linear_model.py::test_raised_exception PASSED
 
 ### What does it mean?
 
-- The terminal message (above) indicates that 7 tests were run (corresponding to the 7 functions in the `test_linear_model.py` module) and all of them passed.
+- The terminal message (above) indicates that 9 tests were run (corresponding to the 9 functions in the `test_linear_model.py` module) and all of them passed.
 
 - It also shows the order of the tests run (this is because you included the `- v` argument on the command line while running `pytest` command). Pytest allows you to randomize the testing sequence but that discussion is for another day.
 

From 663c84ef81739d03223b02b4848337d4df22d58a Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 18 Apr 2021 21:18:51 -0700
Subject: [PATCH 134/165] Create readme.md

---
 Real Dataset Problems/Marketing_data_analysis/readme.md | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/readme.md

diff --git a/Real Dataset Problems/Marketing_data_analysis/readme.md b/Real Dataset Problems/Marketing_data_analysis/readme.md
new file mode 100644
index 0000000..55dc587
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/readme.md	
@@ -0,0 +1,2 @@
+## Marketing survey data analysis
+This was part of a class project in the GaTech OMSA "Data Mining and Statistical Learning" course (Spring 2021).

From e79f778fdef1c8c699cc7bba96b84126155a7879 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 18 Apr 2021 21:31:30 -0700
Subject: [PATCH 135/165] data files

---
 .../AddedFeatures_campaign_sale.csv           | 12133 ++++
 .../Cleaned_campaign_sale.csv                 | 12133 ++++
 .../Marketing_data_analysis/office_supply.csv | 46408 ++++++++++++++++
 .../office_supply_campaign_results.xlsx       |   Bin 0 -> 1643625 bytes
 4 files changed, 70674 insertions(+)
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/AddedFeatures_campaign_sale.csv
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/Cleaned_campaign_sale.csv
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/office_supply.csv
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/office_supply_campaign_results.xlsx

diff --git a/Real Dataset Problems/Marketing_data_analysis/AddedFeatures_campaign_sale.csv b/Real Dataset Problems/Marketing_data_analysis/AddedFeatures_campaign_sale.csv
new file mode 100644
index 0000000..b3ecb53
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/AddedFeatures_campaign_sale.csv	
@@ -0,0 +1,12133 @@
+Index,Campaign Period Sales,Buy,Historical Sales Volume,Number of Prior Year Transactions,Number of Transactions,Purchase Breadth,Customer_engagement_days,Days_since_last_transaction,Customer_engagement_length,Language_group,Repurchase Method,Last Transaction Channel,Number of Employees,Service Level,Do No Disturb,Email Available,Desk,Executive Chair,Standard Chair,Monitor,Printer,Computer,Insurance,Toner,Office Supplies
+0,238.70476190476197,1,146803.42857142858,15,15,2,19170,2242,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1,281.68,1,439984.16,22,22,1,14530,2368,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2,432.8571428571429,1,970465.7142857144,19,19,1,21331,4028,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3,0.0,0,230193.6,17,17,1,13814,2417,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4,308.41904761904766,1,182584.07619047625,16,16,2,15292,3137,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+5,0.0,0,151252.5,6,6,0,12551,2893,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+6,0.0,0,1377761.0000000002,21,21,1,12991,2779,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7,223.44000000000003,1,277512.48000000004,18,18,1,14149,3214,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8,0.0,0,221457.14285714287,15,15,1,13631,2077,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9,124.76,1,199366.48,17,17,1,14817,2204,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10,0.0,0,332935.2693333333,22,22,2,12170,2143,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,True,True
+11,0.0,0,184006.2857142857,15,15,1,12445,2114,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12,110.33333333333336,1,148950.00000000003,10,10,2,18167,2056,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+13,0.0,0,255984.48000000004,23,23,1,1747,3037,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+14,141.712,1,637704.0,30,30,2,16842,2135,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+15,0.0,0,792136.7999999999,21,21,1,11074,2577,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+16,507.3142857142857,1,192779.42857142855,19,19,1,17544,4562,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+17,0.0,0,363121.00000000006,15,15,1,12916,2975,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+18,0.0,0,501692.4,22,22,1,2781,3193,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+19,0.0,0,117955.20000000004,18,18,1,15016,1689,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+20,0.0,0,127709.86666666668,8,8,1,10953,3261,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+21,0.0,0,452872.3466666666,11,11,1,11530,3466,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+22,178.47619047619048,1,517224.0,21,21,1,18214,2206,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+23,0.0,0,350056.00000000006,15,15,1,10909,6010,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+24,0.0,0,29864.761904761905,4,4,2,13404,3067,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+25,0.0,0,390473.1428571429,15,15,1,11439,2870,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+26,304.08000000000004,1,485007.6000000001,11,11,1,17634,4040,Long-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
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+30,0.0,0,178257.19999999998,10,10,1,10434,2363,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
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+32,0.0,0,948106.9714285716,22,22,2,10557,3071,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,True,False,False,False,False,True
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+36,0.0,0,71875.04761904762,4,4,1,10984,3268,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+37,0.0,0,34663.571428571435,1,1,0,11227,2455,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+38,0.0,0,312152.99047619046,19,19,1,12612,2766,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+39,0.0,0,173610.80000000002,15,15,1,12065,6312,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
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+42,0.0,0,922924.8,15,15,2,12079,3739,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,True,False,False,False,True
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+49,357.65714285714284,1,572966.7428571428,18,18,1,9752,3490,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
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+52,375.81142857142856,1,876016.44,21,21,1,9735,2998,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
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+54,0.0,0,1520057.7600000002,30,30,2,15565,2677,Long-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+55,0.0,0,344148.48,18,18,1,15930,2286,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
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+57,409.7600000000001,1,86049.6,21,21,1,16783,3024,Long-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+58,0.0,0,24411.333333333336,5,5,1,11653,1641,Mid-term,Unknown,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+59,0.0,0,95870.0,6,6,1,9431,2235,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,True,False,False,False,False,False,False,False,False
+60,0.0,0,130069.33333333334,20,20,1,12323,2719,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+61,0.0,0,459523.67999999993,18,18,1,12674,2624,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+62,621.8000000000001,1,790929.6000000001,24,24,1,17071,2200,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+63,0.0,0,142550.81904761904,13,13,1,2766,2409,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+64,0.0,0,231278.4,9,9,1,11288,3119,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+65,0.0,0,238402.56,17,17,2,11043,2048,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+66,159.904,1,240495.616,16,16,3,10678,2291,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,True,False,True
+67,321.5333333333333,1,360760.4,11,11,1,10434,2193,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+68,0.0,0,291845.5466666667,22,22,1,10647,2470,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+69,689.4666666666667,1,2275240.0,22,22,1,1684,2338,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+70,180.9142857142857,1,290367.4285714286,15,15,1,17634,2223,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+71,0.0,0,486963.3600000001,18,18,2,14057,3865,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+72,0.0,0,1561308.4031999998,21,21,2,10756,4362,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+73,211.13333333333333,1,452247.6,17,17,3,13722,3088,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,True,False,True
+74,327.23809523809524,1,36650.66666666666,8,8,1,5020,2803,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,False
+75,261.92380952380955,1,766389.0666666668,22,22,2,9994,2804,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+76,0.0,0,1203408.0,20,20,1,13175,3451,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+77,0.0,0,244613.6,19,19,1,11288,2314,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+78,643.4566666666667,1,1415604.6666666667,20,20,2,9902,2953,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+79,0.0,0,542792.0,8,8,0,10953,2876,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+80,235.8666666666667,1,96233.60000000002,17,17,1,14605,2617,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+81,0.0,0,2683729.4166666665,19,19,0,10786,3089,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+82,0.0,0,483258.5142857143,8,8,1,9234,4110,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+83,0.0,0,409633.7142857143,18,18,1,13770,2067,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+84,0.0,0,1760491.2000000002,24,24,1,13175,2614,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+85,0.0,0,141313.2190476191,5,5,1,9172,3361,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+86,297.67619047619047,1,253322.4380952381,23,23,1,14712,3060,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+87,0.0,0,106833.28,6,6,1,11104,3234,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+88,0.0,0,101160.2176,8,8,2,8778,2856,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+89,188.11428571428573,1,485334.8571428572,20,20,1,16661,2275,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+90,0.0,0,1223666.88,19,19,2,9172,3561,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+91,0.0,0,817190.8800000001,22,22,1,9065,3063,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+92,0.0,0,563805.1466666667,22,22,2,15108,2761,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+93,0.0,0,3305316.8000000003,12,12,1,10404,2985,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+94,0.0,0,544643.7333333334,20,20,1,10647,3122,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+95,265.81666666666666,1,50505.16666666666,5,5,0,11773,3104,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+96,0.0,0,253409.93333333332,22,22,1,11957,3701,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+97,0.0,0,493349.6,24,24,2,5009,2718,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+98,218.14,1,317611.84,14,14,1,10100,2644,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+99,0.0,0,230601.6,20,20,1,11578,2084,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+100,0.0,0,182160.0,12,12,1,10831,2904,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+101,0.0,0,477741.3333333334,20,20,1,9217,2808,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+102,272.5714285714286,1,372060.00000000006,13,13,1,7484,2880,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+103,0.0,0,62081.36,22,22,1,12824,2447,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+104,0.0,0,246031.9085714286,20,20,3,5770,2211,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,True,False,True
+105,0.0,0,64707.41333333332,13,13,1,24877,3608,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+106,341.5657142857144,1,145848.56000000003,7,7,1,6064,2809,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+107,256.1523809523809,1,369884.0380952381,19,19,2,17892,2762,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+108,0.0,0,236688.48,14,14,2,12156,1995,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+109,0.0,0,186198.48000000004,9,9,1,11074,3928,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+110,372.70133333333337,1,798326.256,21,21,1,18609,2394,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+111,0.0,0,915618.3771428572,20,20,2,2463,3117,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+112,0.0,0,442626.8000000001,15,15,1,3767,2888,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+113,0.0,0,708728.0571428572,17,17,1,10039,3480,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+114,0.0,0,766021.9542857143,13,13,1,11196,3151,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+115,0.0,0,2301309.2666666666,17,17,1,12065,4526,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+116,580.6666666666666,1,1097460.0,21,21,1,14702,3213,Long-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+117,0.0,0,878075.5000000001,17,17,1,11592,3153,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+118,0.0,0,30805.866666666665,2,2,1,6158,2360,Short-term,English,NOTICE,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+119,0.0,0,800891.0,13,13,0,3643,3329,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+120,177.1619047619048,1,66967.20000000001,18,18,1,16753,2196,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+121,0.0,0,106229.76,8,8,0,3956,3541,Short-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+122,427.02400000000006,1,1067560.0000000002,20,20,2,9843,2888,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+123,0.0,0,819910.0,21,21,1,12869,4001,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+124,0.0,0,616314.3999999999,19,19,1,10647,2204,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+125,0.0,0,67689.6,22,22,1,4119,2239,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+126,567.5619047619048,1,237240.8761904762,19,19,2,21027,4994,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+127,0.0,0,504252.84,21,21,1,8700,2476,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+128,0.0,0,1535940.0,20,20,1,9172,4421,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+129,0.0,0,260560.4571428572,48,48,2,9295,2105,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+130,0.0,0,38773.8,9,9,1,9065,3867,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+131,245.5809523809524,1,459236.380952381,22,22,1,17071,2686,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+132,0.0,0,174068.88,19,19,1,12796,2516,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+133,262.9066666666667,1,671989.4400000001,18,18,1,19719,2272,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+134,458.0533333333334,1,453472.8000000001,10,10,1,7698,3271,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+135,0.0,0,414938.02666666673,16,16,2,11439,2526,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+136,0.0,0,3460576.0000000005,16,16,2,11804,2433,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+137,211.85333333333332,1,97452.53333333334,23,23,1,10039,3095,Mid-term,European,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+138,222.83809523809524,1,110527.69523809524,8,8,1,15718,2523,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+139,0.0,0,154861.7142857143,24,24,1,11227,2083,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+140,293.2380952380953,1,780013.3333333335,19,19,1,14879,3028,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+141,0.0,0,352685.2380952381,19,19,2,15412,2491,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+142,0.0,0,245443.0476190476,20,20,1,13607,3675,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+143,0.0,0,242945.2190476191,19,19,1,11335,2274,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+144,224.70476190476197,1,235940.0000000001,21,21,2,16583,2537,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+145,121.37333333333332,1,44665.386666666665,16,16,2,9916,2169,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+146,0.0,0,474733.3333333333,20,20,1,10848,2871,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+147,0.0,0,371146.00000000006,19,19,2,11943,2260,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+148,0.0,0,1978414.9047619049,25,25,1,10664,3854,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+149,0.0,0,2204782.4000000004,15,15,1,8792,6541,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+150,0.0,0,528256.64,23,23,1,2027,4384,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+151,0.0,0,178047.6,23,23,1,13800,3568,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+152,334.53333333333336,1,194029.3333333333,20,20,1,14057,2296,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+153,402.1333333333333,1,674377.6,13,13,1,9994,3808,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+154,247.3333333333333,1,648013.3333333333,20,20,3,13892,2699,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+155,0.0,0,353843.3066666667,22,22,2,12370,2346,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+156,0.0,0,588042.6933333334,17,17,1,10192,2165,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+157,0.0,0,1671188.64,15,15,2,18122,5132,Long-term,Asian,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+158,0.0,0,1048918.5,9,9,0,8943,3615,Mid-term,Unknown,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+159,0.0,0,474605.04,21,21,2,6710,2840,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+160,0.0,0,1067325.12,23,23,1,2090,3859,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+161,0.0,0,405032.3733333333,19,19,1,2159,3798,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+162,0.0,0,581276.0476190476,19,19,0,9264,2966,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+163,0.0,0,74034.52,21,21,1,8929,1807,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+164,0.0,0,167259.60533333334,16,16,1,8806,2912,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+165,0.0,0,478992.00000000006,17,17,1,3452,2850,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+166,0.0,0,273660.8571428572,15,15,1,13175,3708,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+167,0.0,0,109601.232,9,9,1,8959,1739,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+168,0.0,0,729873.6,14,14,1,8313,4204,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+169,0.0,0,1499537.0,15,15,1,12796,3349,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+170,0.0,0,845546.0000000001,13,13,2,13234,2232,Mid-term,English,NOTICE,PHONE,101-500,Standard,False,False,False,False,False,False,False,False,True,False,True
+171,0.0,0,2546122.666666667,20,20,4,12551,2050,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,True,True,False,False,False,True,False,False,True
+172,0.0,0,63559.25333333333,13,13,1,10025,2714,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+173,382.9,1,331974.3,17,17,0,11425,2494,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+174,268.45714285714286,1,143624.57142857142,5,5,2,14226,2850,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+175,0.0,0,476378.3619047619,22,22,1,11349,2242,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+176,224.72,1,488766.0,15,15,2,16401,2844,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+177,0.0,0,57674.240000000005,20,20,1,11834,1163,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+178,0.0,0,508785.5466666666,19,19,1,12186,3174,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+179,0.0,0,265873.37142857147,18,18,1,10725,2266,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+180,0.0,0,191785.9047619048,10,10,1,9643,3570,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+181,0.0,0,180672.14285714284,3,3,0,12065,3582,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+182,0.0,0,326279.20000000007,20,20,1,8943,1864,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+183,0.0,0,383658.2400000001,14,14,3,10970,3710,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,True,True
+184,109.68,1,225063.36,19,19,1,9752,2049,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+185,0.0,0,303610.0266666667,17,17,1,5037,3783,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+186,192.81904761904764,1,543749.7142857143,20,20,1,10312,2308,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+187,84.73333333333335,1,136844.33333333337,17,17,2,14605,1794,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+188,0.0,0,297390.8571428572,18,18,1,12065,2287,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+189,0.0,0,28153.904761904763,4,4,1,7114,3448,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+190,193.5809523809524,1,207325.2,21,21,1,10055,2314,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+191,0.0,0,1690525.3333333335,20,20,2,11592,2871,Mid-term,European,NOTICE,MAIL,101-500,Standard,False,False,True,False,False,False,False,False,False,False,True
+192,0.0,0,288976.76190476195,20,20,2,11335,2385,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+193,0.0,0,256576.3200000001,6,6,1,8717,3599,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+194,0.0,0,871285.8,11,11,2,12323,3501,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+195,0.0,0,672901.6000000001,20,20,1,5546,4146,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+196,0.0,0,438823.2,10,10,1,12796,4279,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+197,0.0,0,419600.0,15,15,1,8670,2358,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+198,266.93333333333334,1,86486.40000000001,9,9,1,14664,2839,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+199,0.0,0,852228.0000000002,6,6,2,11104,3164,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,True,False,False,False,True
+200,311.68000000000006,1,1106464.0000000002,25,25,1,6637,4117,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+201,233.12,1,272284.16000000003,16,16,1,14664,3313,Long-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+202,0.0,0,397965.0,15,15,1,9172,1769,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+203,0.0,0,404221.7142857143,9,9,1,8578,3725,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+204,299.1333333333334,1,466049.7333333335,19,19,1,16644,2151,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+205,139.68,1,223488.00000000003,20,20,1,15061,2356,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+206,487.1706666666667,1,579733.0933333334,14,14,1,19413,2845,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+207,365.1390476190476,1,577284.8342857143,17,17,1,4295,2939,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+208,0.0,0,47325.8,1,1,1,13875,2429,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,False
+209,0.0,0,64253.95200000001,24,24,2,8441,2014,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+210,0.0,0,343181.04000000004,17,17,2,10998,2739,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,True,False,False,False,False,True
+211,1930.666666666667,1,1486613.3333333335,11,11,2,15473,4880,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+212,0.0,0,691230.96,23,23,1,13326,2554,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+213,0.0,0,860246.4000000001,18,18,1,5917,2469,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+214,0.0,0,115484.57142857142,9,9,1,2019,2695,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+215,0.0,0,1345661.856,21,21,2,13418,3345,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+216,0.0,0,794417.1428571428,18,18,1,1794,3035,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+217,0.0,0,92913.33333333331,11,11,1,13234,3397,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+218,0.0,0,2911412.746666667,17,17,1,8207,2826,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+219,0.0,0,366589.8000000001,9,9,1,16125,5316,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+220,0.0,0,445313.06666666665,20,20,1,5511,3077,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+221,221.76,1,204906.24,21,21,1,20800,3197,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+222,0.0,0,290959.2,14,14,2,9843,3291,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+223,0.0,0,157726.17142857146,24,24,1,13845,3067,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+224,0.0,0,508077.4399999999,24,24,1,11804,3670,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+225,0.0,0,2955704.0,20,20,1,8670,3781,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+226,530.5733333333334,1,667461.2533333334,17,17,1,9431,3851,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+227,0.0,0,213705.4,6,6,1,15991,2265,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+228,305.7904761904762,1,719830.780952381,22,22,1,9843,3118,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+229,311.9428571428572,1,441711.0857142858,12,12,1,9599,3162,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+230,0.0,0,68500.08,11,11,1,13418,1955,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+231,0.0,0,653578.5142857144,22,22,1,13784,4012,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+232,369.7904761904762,1,66562.28571428571,12,12,1,9674,3577,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+233,302.5333333333333,1,498877.46666666656,17,17,1,10039,3095,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+234,0.0,0,83204.80000000002,17,17,1,4240,4506,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+235,0.0,0,188528.72380952383,20,20,1,10953,2718,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+236,0.0,0,136283.42857142858,10,10,2,12473,4294,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+237,0.0,0,153004.80000000002,6,6,1,8990,1931,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+238,0.0,0,401247.14666666667,8,8,1,8670,5725,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+239,0.0,0,692123.4285714285,20,20,1,2096,2750,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+240,0.0,0,980434.2857142858,18,18,2,12838,3529,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+241,500.07142857142856,1,405057.8571428571,54,54,0,2212,3793,Short-term,Unknown,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+242,365.2533333333334,1,327266.9866666667,8,8,2,10267,2796,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+243,744.1880952380952,1,2738612.1904761903,32,32,0,6820,4208,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+244,0.0,0,922531.168,19,19,1,8929,3442,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+245,0.0,0,630302.0533333333,13,13,1,11926,4631,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+246,0.0,0,509142.55238095246,17,17,1,10526,2377,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+247,193.872,1,187861.968,17,17,1,14695,3762,Long-term,English,NOTICE,BRANCH (POS),1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+248,162.64,1,85873.92000000001,8,8,3,20723,2314,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,True,True
+249,0.0,0,196357.824,18,18,1,2651,3313,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+250,0.0,0,574852.824,17,17,1,3946,2065,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+251,0.0,0,1956240.0,18,18,1,9126,3152,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+252,0.0,0,18417.54285714286,3,3,1,10147,2346,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+253,0.0,0,146939.52000000002,18,18,1,9551,2534,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+254,0.0,0,230834.2857142857,10,10,1,11213,2305,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+255,0.0,0,2356120.8000000003,22,22,1,12796,2471,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+256,0.0,0,37626.28571428572,11,11,1,13495,3378,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+257,0.0,0,246458.33333333337,13,13,1,11834,3145,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+258,0.0,0,536777.142857143,24,24,1,10848,2332,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+259,0.0,0,153069.28,3,3,0,13526,2362,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+260,0.0,0,836126.72,21,21,1,2944,2641,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+261,0.0,0,263239.00952380954,11,11,1,9674,3693,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+262,0.0,0,385974.3085714287,18,18,2,11349,3389,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+263,0.0,0,292194.00000000006,6,6,0,10604,3775,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+264,0.0,0,3656928.000000001,44,44,0,9054,3290,Mid-term,Unknown,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+265,578.5,1,737009.0,13,13,1,9994,3295,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+266,278.1666666666667,1,253966.1666666667,11,11,4,14702,2066,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,True,True,True,False,False,False,False,False,True
+267,0.0,0,746549.8999999999,19,19,1,9643,2776,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+268,0.0,0,5073120.800000001,29,29,2,8747,2665,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+269,0.0,0,1028799.2,23,23,2,11377,3071,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+270,0.0,0,331435.2,18,18,1,9902,3202,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+271,0.0,0,669290.0000000001,10,10,1,10984,2400,Mid-term,English,NOTICE,WEB,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+272,469.44,1,499953.6,15,15,1,9843,3329,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+273,0.0,0,245208.0,20,20,1,11257,2321,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+274,378.8,1,466681.6,16,16,2,9674,3641,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+275,212.20952380952383,1,323407.3142857143,12,12,1,16753,2447,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+276,0.0,0,45253.79047619048,4,4,2,12065,2769,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+277,231.96666666666667,1,306196.0,20,20,1,16965,1876,Long-term,English,NOTICE,PHONE,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+278,0.0,0,197560.83809523808,22,22,1,12079,2423,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+279,533.3333333333334,1,903466.6666666667,22,22,1,9735,3656,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+280,0.0,0,1711196.666666667,20,20,2,3984,4027,Short-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,True,False,False,False,False,False,True
+281,257.64761904761906,1,150723.85714285716,15,15,1,14909,2347,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+282,0.0,0,1252966.0,22,22,0,9096,5711,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+283,0.0,0,84118.32,19,19,1,9051,2511,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+284,0.0,0,967641.6,16,16,1,9004,3666,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+285,0.0,0,152717.3142857143,17,17,1,9827,3146,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+286,0.0,0,1051790.0,15,15,1,2473,2616,Short-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+287,0.0,0,138827.52000000002,18,18,2,8656,1686,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+288,181.0857142857143,1,143963.14285714284,15,15,1,9916,2224,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+289,0.0,0,1325951.12,21,21,1,4456,3667,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+290,297.00571428571425,1,147314.83428571426,8,8,2,10329,2700,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+291,0.0,0,787637.76,26,26,1,2665,3696,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+292,0.0,0,65560.32,7,7,1,11912,2924,Mid-term,English,NOTICE,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+293,0.0,0,348344.22857142857,18,18,1,8792,4152,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+294,0.0,0,858058.361904762,16,16,2,18456,3506,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+295,110.74666666666668,1,66448.0,6,6,1,10312,2060,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+296,0.0,0,398037.3333333333,19,19,1,10939,3272,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+297,0.0,0,37828.8,3,3,1,11608,2361,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+298,0.0,0,150898.43999999997,33,33,1,9078,3156,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+299,1169.2200000000005,1,491072.4000000001,15,15,1,9857,2768,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+300,102.85333333333334,1,25301.92,2,2,1,15245,1979,Long-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+301,0.0,0,741124.8000000002,15,15,1,10848,3380,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+302,226.4,1,364051.2,12,12,1,19323,2549,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+303,0.0,0,154804.32,6,6,1,9248,2261,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+304,277.76,1,679956.48,18,18,2,10025,2348,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+305,793.8000000000001,1,2976750.0,25,25,1,18501,2552,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+306,266.73809523809524,1,200053.57142857145,10,10,0,16508,2456,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+307,0.0,0,2053607.6190476192,20,20,1,12156,6675,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+308,0.0,0,7862.400000000001,5,5,1,9448,2076,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+309,0.0,0,1310359.3142857144,24,24,2,4299,3913,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+310,593.8666666666667,1,1603440.0,20,20,1,9888,3966,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+311,344.70000000000005,1,130986.00000000004,19,19,1,10100,2338,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+312,0.0,0,892409.9600000001,21,21,2,9065,3116,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+313,0.0,0,158749.88571428572,19,19,1,11714,2101,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+314,0.0,0,1000429.7333333334,13,13,1,2223,2534,Short-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+315,0.0,0,89314.27885714285,13,13,2,13295,1779,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+316,0.0,0,70795.2,18,18,2,10953,2981,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+317,0.0,0,96634.66666666669,5,5,3,1662,3400,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,True,False,True,False,True
+318,0.0,0,64542.0,3,3,0,22078,2347,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,False
+319,0.0,0,65204.62666666666,11,11,1,6373,2338,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+320,0.0,0,46076.95238095238,4,4,1,8943,2514,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+321,0.0,0,1407394.8571428575,25,25,2,2262,3602,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+322,0.0,0,919186.4,22,22,2,11700,3480,Mid-term,English,NOTICE,PHONE,51-100,Premier,True,False,False,False,False,False,False,False,True,False,True
+323,617.7600000000001,1,682007.0400000002,16,16,3,2172,4089,Short-term,Unknown,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,True,False,True
+324,255.26666666666665,1,373455.1333333333,19,19,0,10161,1972,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+325,534.6,1,922185.0,25,25,1,14702,3116,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+326,0.0,0,303503.2,20,20,1,9035,2634,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+327,224.2,1,152904.40000000002,22,22,1,9551,3222,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+328,0.0,0,968264.1676190476,22,22,1,3403,3215,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+329,165.92380952380952,1,198610.8,19,19,1,18136,2116,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+330,0.0,0,29205.714285714286,4,4,1,8670,3019,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+331,348.53333333333336,1,169387.2,18,18,1,10253,4495,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+332,0.0,0,819958.4640000002,23,23,1,10709,2876,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+333,0.0,0,547565.5900000001,11,11,1,8700,2911,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+334,255.14666666666668,1,293928.96,24,24,1,10025,3539,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+335,0.0,0,223908.72380952383,23,23,1,8656,3332,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+336,170.13333333333335,1,198715.73333333337,16,16,2,18623,2146,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+337,286.59523809523813,1,67063.28571428572,2,2,0,21590,2570,Long-term,Unknown,NOTICE,IT,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+338,0.0,0,72285.54666666666,22,22,1,8670,3329,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+339,0.0,0,315503.76,6,6,0,6744,2354,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+340,0.0,0,468007.1314285715,24,24,2,11943,1869,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+341,309.7904761904762,1,157993.14285714287,15,15,2,9843,3147,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+342,0.0,0,152683.2,18,18,1,13387,5268,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+343,0.0,0,378345.6,12,12,2,12445,3317,Mid-term,Unknown,NOTICE,WEB,101-500,Standard,False,True,True,False,False,False,False,False,False,False,True
+344,0.0,0,269832.93333333335,19,19,1,9112,3455,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+345,431.0552380952381,1,265530.0266666668,22,22,1,4056,3303,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+346,644.8000000000001,1,526801.6,19,19,2,10161,2958,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+347,539.6800000000001,1,250951.2,15,15,1,10055,3689,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+348,247.58933333333337,1,702658.5280000002,22,22,1,8503,2876,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+349,191.13466666666667,1,512240.9066666667,20,20,1,2630,2432,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+350,0.0,0,3531.6,1,1,1,13814,1730,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,False
+351,0.0,0,153147.30666666667,4,4,1,9126,3011,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+352,0.0,0,821195.2000000002,19,19,1,8656,2786,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+353,236.05714285714285,1,59486.4,18,18,2,9994,2618,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+354,0.0,0,766816.0500000002,15,15,1,6150,3018,Short-term,English,AUTO RENEW,WEB,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+355,345.7714285714286,1,516928.2857142858,23,23,1,5625,3404,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+356,0.0,0,748934.4000000001,18,18,1,13418,3168,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+357,272.90476190476187,1,218050.9047619047,17,17,0,23631,2491,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+358,0.0,0,366000.83619047626,17,17,1,13586,2698,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+359,0.0,0,63010.92571428572,13,13,1,2245,2040,Short-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+360,0.0,0,675387.4285714286,22,22,1,9203,3426,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+361,0.0,0,500448.8171428572,17,17,1,5316,3773,Short-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+362,0.0,0,572338.7999999999,22,22,1,1501,3672,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+363,0.0,0,651436.8000000002,14,14,1,5176,2381,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+364,122.08,1,188003.2,20,20,4,12565,1968,Mid-term,English,NOTICE,BILLING,1-5,Premier,False,True,False,True,False,False,False,False,True,True,True
+365,0.0,0,650340.0,15,15,1,2671,2406,Short-term,English,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+366,0.0,0,824110.9333333333,8,8,2,13281,2213,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+367,0.0,0,57608.57142857143,22,22,1,13845,2370,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+368,243.31428571428572,1,471543.0857142857,19,19,1,17603,2670,Long-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+369,0.0,0,1362262.3,21,21,0,16156,2709,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+370,152.54666666666668,1,152699.21333333335,13,13,1,15504,2488,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+371,0.0,0,557720.0,8,8,1,10786,2882,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,True,False,False,False,False,False,False,False,False
+372,0.0,0,364896.0,18,18,2,9478,2310,Mid-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+373,0.0,0,259401.14285714287,20,20,1,8792,3193,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+374,0.0,0,77226.13333333335,20,20,1,13434,1967,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+375,0.0,0,145860.64,6,6,1,10953,2826,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+376,0.0,0,175793.80952380953,10,10,0,4156,2202,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+377,0.0,0,124879.55199999998,10,10,4,9172,2929,Mid-term,Unknown,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,True,False,False,False,False,True,True,True
+378,425.1733333333334,1,122875.09333333337,17,17,1,4114,3103,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+379,0.0,0,800914.2857142858,15,15,1,11196,3547,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+380,0.0,0,944944.0,20,20,1,8761,3125,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+381,0.0,0,325802.4,10,10,1,9186,3512,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+382,0.0,0,199175.68,11,11,1,10848,5139,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+383,0.0,0,39327.82857142857,11,11,1,9004,2275,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+384,0.0,0,332419.6571428572,19,19,1,8620,2233,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+385,0.0,0,359222.43809523806,13,13,1,8441,2777,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+386,0.0,0,135633.33333333337,10,10,0,2962,3063,Short-term,English,AUTO RENEW,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+387,0.0,0,501593.1428571429,24,24,1,11592,2276,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+388,0.0,0,3328643.136000001,21,21,3,13661,2295,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,True,False,True,False,False,False,False,True
+389,0.0,0,167166.71999999997,12,12,1,10695,3568,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+390,0.0,0,233252.8,11,11,2,5384,2736,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+391,0.0,0,649768.6247619047,13,13,1,11714,2952,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+392,415.30666666666673,1,168199.20000000004,9,9,1,6555,3216,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+393,0.0,0,891406.2,18,18,2,11304,3205,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+394,0.0,0,72537.92,4,4,0,11592,2004,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+395,0.0,0,222465.22666666663,7,7,1,8761,2586,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+396,0.0,0,211075.8,10,10,1,9551,4620,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+397,350.90000000000003,1,240717.4,14,14,1,9551,2363,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+398,588.9666666666667,1,660820.6,11,11,1,10678,3338,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+399,0.0,0,1156260.0000000002,21,21,2,13495,3557,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+400,114.17142857142858,1,284971.8857142857,24,24,1,19809,1745,Long-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+401,258.8933333333334,1,654223.4533333335,19,19,1,10267,3577,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+402,203.21600000000004,1,243859.20000000007,15,15,1,16203,2527,Long-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+403,0.0,0,208222.16380952383,22,22,1,9234,2933,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+404,0.0,0,996363.2,17,17,1,8778,3069,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+405,0.0,0,286071.4285714286,18,18,2,12886,2206,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+406,129.96190476190478,1,185585.60000000003,17,17,2,16753,1858,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+407,0.0,0,962236.0,19,19,1,9478,2655,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+408,801.7360000000001,1,564422.1440000001,22,22,2,15214,4083,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+409,0.0,0,100968.32571428572,13,13,1,4622,2512,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+410,463.8933333333334,1,408226.13333333336,11,11,3,12292,3301,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,True,False,False,False,False,False,True,False,True
+411,0.0,0,137105.6761904762,13,13,1,12353,2380,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+412,311.7333333333333,1,344153.60000000003,24,24,2,15068,2203,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+413,0.0,0,101149.51466666668,19,19,1,11592,3031,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+414,186.74666666666667,1,292071.7866666667,17,17,1,17391,2838,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+415,0.0,0,275647.68000000005,22,22,2,14165,2454,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+416,0.0,0,2971400.0,20,20,1,4057,2759,Short-term,European,NOTICE,WEB,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+417,0.0,0,526722.56,14,14,2,9112,2778,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,False,False,False,False,False,False,True,False,True
+418,332.8571428571429,1,581168.5714285715,18,18,1,9478,3312,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+419,0.0,0,250115.8,11,11,1,10587,2951,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+420,0.0,0,1809356.64,21,21,1,2360,3385,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+421,0.0,0,420359.68000000005,6,6,1,5087,4375,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+422,0.0,0,317838.9760000001,8,8,1,8670,2932,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+423,0.0,0,104133.6,14,14,1,9551,2901,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+424,0.0,0,149381.43999999997,6,6,1,9278,2637,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+425,0.0,0,103592.53333333333,8,8,0,13607,3091,Mid-term,Unknown,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+426,740.7333333333333,1,1703686.666666667,23,23,2,9978,3960,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+427,497.3428571428572,1,452582.00000000006,13,13,1,10239,3668,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+428,0.0,0,121644.49523809525,16,16,2,6757,3403,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+429,0.0,0,209773.3333333333,20,20,3,12034,3074,Mid-term,English,NOTICE,BILLING,101-500,Standard,False,True,False,False,True,False,False,False,True,False,True
+430,0.0,0,657128.16,21,21,1,8868,2524,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+431,409.8333333333333,1,521717.8333333333,19,19,1,16125,2605,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+432,0.0,0,520260.2933333333,17,17,1,10403,3072,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+433,0.0,0,482550.8571428572,18,18,2,11335,2242,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+434,0.0,0,463717.18095238094,16,16,2,7915,2717,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+435,0.0,0,600709.2891428573,18,18,2,8547,3215,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+436,0.0,0,2065224.0,18,18,1,12947,2604,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+437,0.0,0,28785.219047619048,2,2,2,10386,2910,Mid-term,European,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+438,0.0,0,298419.0857142857,20,20,1,15961,2933,Long-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+439,0.0,0,28044.000000000004,6,6,2,11196,2094,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+440,0.0,0,780418.6666666666,20,20,2,14330,3029,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+441,0.0,0,442562.1428571429,15,15,0,8625,2893,Mid-term,Asian,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+442,0.0,0,906676.0733333334,28,28,0,6709,2460,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+443,0.0,0,939918.0,15,15,1,8656,3981,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+444,159.39238095238096,1,197965.3371428572,9,9,1,9978,1805,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+445,0.0,0,422158.75,15,15,0,10373,2422,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+446,0.0,0,160972.55999999997,21,21,1,13425,2841,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+447,208.89523809523808,1,388545.1428571429,20,20,1,15353,2423,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+448,0.0,0,467957.84,19,19,1,3510,2642,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+449,404.87619047619046,1,327949.71428571426,18,18,2,9857,3828,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+450,0.0,0,789506.2933333333,14,14,1,12838,2792,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+451,0.0,0,2227239.7333333334,26,26,1,8686,3329,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+452,0.0,0,48658.77333333334,14,14,1,1808,3150,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+453,0.0,0,613545.504,17,17,2,8717,4156,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+454,150.38666666666666,1,79404.15999999999,16,16,1,14970,2466,Long-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+455,269.5733333333333,1,125351.6,15,15,1,14483,2306,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+456,208.7866666666667,1,503802.22666666674,19,19,2,13434,3064,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+457,621.4990476190477,1,1417017.8285714288,24,24,2,9589,4353,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+458,280.0,1,126000.0,15,15,1,9782,2933,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+459,0.0,0,1127395.602666667,22,22,1,8778,3961,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+460,0.0,0,325156.416,8,8,1,8656,2576,Mid-term,English,AUTO RENEW,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+461,0.0,0,820059.4285714286,15,15,2,12079,3647,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+462,0.0,0,4464525.0,9,9,0,8455,4052,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,False
+463,0.0,0,44341.333333333336,4,4,1,2823,3196,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+464,0.0,0,122683.73333333332,22,22,1,10998,2175,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+465,0.0,0,1502570.0,15,15,1,8868,3698,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+466,304.7695238095239,1,238329.7676190477,17,17,1,9721,2607,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+467,0.0,0,393601.8095238095,17,17,1,8778,2569,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+468,0.0,0,179994.87999999998,12,12,1,11653,2403,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+469,0.0,0,642464.038095238,23,23,1,8820,3056,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+470,0.0,0,651555.8400000002,15,15,2,12838,2708,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+471,0.0,0,681110.6095238096,23,23,1,2927,3693,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+472,765.5142857142857,1,39806.74285714286,1,1,1,9843,5146,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+473,0.0,0,1073500.0000000002,20,20,1,11377,2392,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+474,0.0,0,587542.8571428573,25,25,1,9752,4104,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+475,0.0,0,136453.33333333334,10,10,0,14299,2570,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+476,0.0,0,89344.36,21,21,1,2286,2428,Short-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+477,0.0,0,161985.6,21,21,1,8943,2243,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+478,186.92,1,67291.20000000001,18,18,1,17221,2840,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+479,183.6952380952381,1,375473.0666666667,14,14,1,19993,2243,Long-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+480,0.0,0,284822.8571428571,17,17,1,8858,2527,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+481,0.0,0,688527.8399999999,21,21,1,2214,3078,Short-term,European,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+482,219.02857142857144,1,199754.05714285717,16,16,1,10239,2496,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+483,1104.61,1,2468803.35,15,15,1,17862,4406,Long-term,English,AUTO RENEW,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+484,0.0,0,531623.04,15,15,1,9248,3834,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+485,661.6064,1,905077.5552,18,18,3,19948,3097,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,True,False,False,False,False,False,False,True
+486,140.18666666666667,1,11355.12,3,3,1,15975,1644,Long-term,English,NOTICE,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+487,0.0,0,521097.6,20,20,1,2049,3542,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+488,0.0,0,102106.66666666664,14,14,1,8912,2420,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+489,0.0,0,227207.3142857143,18,18,1,9172,3753,Mid-term,English,NOTICE,IT,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+490,0.0,0,795537.6000000001,15,15,1,2138,3125,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+491,401.84,1,1015449.6800000002,19,19,2,10069,2983,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,True,False,True
+492,0.0,0,239046.780952381,19,19,1,9295,3363,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+493,0.0,0,1223087.36,22,22,2,8778,2716,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+494,0.0,0,601209.2914285715,15,15,2,4704,2376,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+495,171.10476190476192,1,161522.89523809525,16,16,1,16856,2153,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+496,275.04761904761904,1,371314.28571428574,18,18,1,13861,2898,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+497,0.0,0,706268.1600000001,18,18,1,1822,3180,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+498,0.0,0,1389189.7066666668,22,22,1,9096,3187,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+499,0.0,0,111689.6,19,19,1,9417,2933,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+500,0.0,0,144564.48,16,16,1,22352,2639,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+501,0.0,0,373018.8571428572,19,19,1,10998,2562,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+502,479.3866666666667,1,782838.4266666668,23,23,1,10039,3380,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+503,0.0,0,151353.80000000002,21,21,1,9704,2654,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+504,0.0,0,214095.44,15,15,1,11469,2297,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+505,0.0,0,32238.0,9,9,1,2412,2393,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+506,450.19047619047615,1,683389.1428571427,23,23,1,15944,4153,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+507,0.0,0,369655.44,14,14,2,5408,3657,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+508,0.0,0,736395.6600000001,21,21,1,10343,2737,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+509,196.72000000000003,1,267539.20000000007,17,17,1,12657,1933,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+510,0.0,0,374616.0,22,22,1,13814,3186,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+511,6.571428571428571,1,9344.571428571428,18,18,1,19962,974,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+512,119.73333333333332,1,12931.2,9,9,0,17313,1907,Long-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+513,233.27200000000005,1,289490.552,17,17,2,7228,2764,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+514,0.0,0,809577.0000000001,23,23,1,11243,2528,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+515,179.7904761904762,1,242717.14285714287,10,10,2,21941,2215,Long-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,True,True
+516,0.0,0,1224100.586666667,19,19,2,13708,3249,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,True,False,True
+517,42.986666666666665,1,81244.79999999999,14,14,8,17878,1163,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,True,True,True,True,True,True,True
+518,160.61333333333332,1,364271.04,21,21,1,18518,2571,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+519,0.0,0,506830.6285714286,16,16,1,13555,2543,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+520,0.0,0,184304.64,14,14,1,12079,2060,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+521,501.8666666666666,1,361344.0,8,8,1,10267,3495,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+522,0.0,0,447758.1333333333,26,26,1,9065,3255,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+523,0.0,0,879290.0000000001,23,23,1,9629,3536,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+524,0.0,0,281192.2285714286,20,20,3,12947,3079,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,True,False,False,False,True
+525,0.0,0,328999.54285714286,20,20,2,3650,3252,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+526,0.0,0,437129.1428571429,24,24,3,11834,3102,Mid-term,English,NOTICE,BILLING,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+527,0.0,0,2417808.0,34,34,0,12079,2949,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+528,0.0,0,159706.13333333336,2,2,1,11714,4277,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+529,0.0,0,95817.6,12,12,1,11104,3651,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+530,0.0,0,307022.4,9,9,1,11714,2445,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+531,0.0,0,25710.666666666668,7,7,1,11349,3319,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+532,3131.36,1,16483479.04,47,47,9,14591,3598,Long-term,Unknown,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,True,True,True,True,True,True,True,True
+533,78.98666666666668,1,37913.600000000006,20,20,1,10831,1735,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+534,0.0,0,608319.84,17,17,2,9143,3811,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+535,0.0,0,373869.6,23,23,1,9143,2420,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+536,0.0,0,61880.466666666674,19,19,1,5638,1879,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+537,602.0666666666667,1,328728.4,21,21,1,3847,3392,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+538,283.5866666666667,1,168450.48,9,9,1,9947,3830,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+539,0.0,0,31955.809523809523,1,1,2,13312,2635,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,True,False,False,False,False,False,True
+540,0.0,0,57207.42857142857,15,15,1,5223,1730,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+541,0.0,0,94172.0,20,20,0,19309,2410,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+542,1532.6666666666667,1,965580.0,10,10,0,4728,3437,Short-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+543,624.2333333333333,1,1325871.6,18,18,2,10281,3483,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+544,0.0,0,110830.72,24,24,1,6028,2225,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+545,364.04,1,227525.0,5,5,1,18682,4653,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+546,0.0,0,358198.8571428572,20,20,2,13130,2052,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+547,365.0416666666667,1,400815.75,9,9,0,15732,2122,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+548,485.3333333333334,1,450389.33333333343,16,16,1,10239,3411,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+549,0.0,0,291209.2361904762,19,19,1,8427,2312,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+550,0.0,0,135605.33333333334,16,16,1,10817,2662,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+551,0.0,0,531720.8,20,20,2,10147,3036,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+552,301.0857142857143,1,117423.42857142858,15,15,1,16692,3084,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+553,0.0,0,1143048.0,6,6,2,11377,2937,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+554,0.0,0,263916.0,10,10,1,8639,3929,Mid-term,Asian,NOTICE,BRANCH (PHONE),1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+555,0.0,0,2063656.1400000004,23,23,2,12674,3170,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+556,155.02666666666667,1,153166.34666666668,19,19,1,1946,2514,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+557,0.0,0,288237.6,21,21,1,9172,2488,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+558,0.0,0,592226.25,9,9,1,8312,3726,Mid-term,European,NOTICE,BRANCH (POS),51-100,Standard,False,True,False,False,False,False,False,False,True,False,False
+559,968.76,1,1937520.0,16,16,2,9766,3978,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,True,True
+560,0.0,0,1759381.0000000002,19,19,1,10319,2642,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+561,486.64,1,576668.3999999999,15,15,1,4412,3417,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+562,0.0,0,543890.2857142858,13,13,1,8321,3652,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+563,256.3428571428572,1,644958.6285714287,17,17,1,16583,2764,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+564,193.26666666666665,1,296277.8,21,21,2,5404,2448,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+565,0.0,0,248242.2857142857,18,18,2,10756,3397,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+566,0.0,0,45121.37142857143,6,6,2,15657,3376,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+567,0.0,0,462349.2342857144,22,22,1,11121,2412,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+568,0.0,0,244496.0,8,8,1,11439,3012,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+569,0.0,0,387710.4,21,21,1,5026,2502,Short-term,English,NOTICE,WEB,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+570,0.0,0,516107.3866666667,22,22,2,12596,2732,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+571,0.0,0,193076.57142857145,9,9,1,6120,1965,Short-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+572,0.0,0,5555.902857142859,1,1,1,6620,1983,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+573,0.0,0,464632.89600000007,12,12,1,12079,3254,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+574,0.0,0,1614734.407619048,23,23,1,8670,3541,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+575,0.0,0,83368.32,18,18,2,13326,2620,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+576,1276.9333333333334,1,896407.2000000001,6,6,2,15961,3541,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+577,0.0,0,107248.0,20,20,1,12353,3671,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+578,0.0,0,394236.8000000001,10,10,1,12535,3894,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+579,0.0,0,457590.0,15,15,1,3824,3009,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+580,0.0,0,548377.5,4,4,0,2126,4832,Short-term,English,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+581,412.9714285714285,1,460876.1142857142,9,9,1,4168,3886,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+582,0.0,0,566386.0800000001,4,4,1,7284,4135,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+583,0.0,0,324735.84,22,22,1,6352,3068,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+584,0.0,0,333879.04000000004,23,23,2,9295,3178,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+585,0.0,0,940498.841904762,19,19,2,14240,2770,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+586,0.0,0,1188360.0000000002,25,25,1,9448,3179,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+587,0.0,0,155776.76190476192,22,22,1,2929,3464,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+588,0.0,0,523491.4285714286,18,18,1,4614,3500,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+589,0.0,0,591889.2000000001,15,15,1,8455,3098,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+590,0.0,0,1348620.0,15,15,1,2172,5771,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+591,0.0,0,723279.9847619049,19,19,2,4007,3367,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+592,398.4380952380953,1,970595.2,21,21,1,9843,3782,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+593,0.0,0,121413.7142857143,23,23,2,8778,2818,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+594,132.66666666666666,1,102153.33333333331,22,22,1,9674,2285,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+595,0.0,0,2357175.6,24,24,3,2147,3930,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+596,0.0,0,571116.0,13,13,1,9278,4139,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+597,259.7,1,392666.4,18,18,1,19901,1990,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+598,0.0,0,182879.7333333333,20,20,1,10739,2111,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+599,0.0,0,319414.32,19,19,1,9172,3051,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+600,184.70400000000004,1,431653.2480000001,19,19,1,16948,2381,Long-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+601,255.63333333333333,1,188146.13333333336,16,16,2,19491,1973,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,True,True
+602,146.62857142857143,1,135484.80000000002,11,11,1,16203,1977,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+603,0.0,0,171109.12000000002,21,21,1,9172,2531,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+604,516.4986666666667,1,167862.0666666667,25,25,1,4272,2960,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+605,0.0,0,231342.5523809524,19,19,1,12231,2075,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+606,0.0,0,378869.0476190477,19,19,1,8990,3059,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+607,0.0,0,706275.2000000001,12,12,1,8778,2699,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+608,0.0,0,237120.24,21,21,1,12504,2791,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+609,0.0,0,163758.4,20,20,1,8493,3076,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+610,0.0,0,1265262.8352,57,57,3,22214,2843,Long-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,True,False,True
+611,107.16,1,319336.8,20,20,1,20327,2024,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+612,0.0,0,686810.88,21,21,1,6709,3388,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+613,0.0,0,397678.51199999993,19,19,1,9096,3245,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+614,0.0,0,164645.0,17,17,1,11121,2452,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+615,0.0,0,1238268.0000000002,19,19,1,12261,3150,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+616,0.0,0,240051.01714285716,13,13,2,11165,2271,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+617,0.0,0,204014.9066666667,19,19,2,9234,3316,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+618,0.0,0,428341.6,21,21,1,8670,3447,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+619,0.0,0,315753.65714285715,13,13,1,8286,2927,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+620,0.0,0,904641.4,17,17,1,10587,3087,Mid-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+621,280.93333333333334,1,92146.13333333332,4,4,1,18197,3227,Long-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+622,0.0,0,123903.77142857145,18,18,1,13022,3828,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+623,423.8285714285715,1,618789.7142857143,20,20,1,16692,3964,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+624,250.91238095238097,1,645848.4685714287,18,18,2,16326,2310,Long-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+625,588.0704761904763,1,649229.8057142858,12,12,1,9690,4168,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+626,0.0,0,67932.0,21,21,1,10770,3245,Mid-term,Unknown,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+627,0.0,0,161203.4666666667,10,10,2,8503,3187,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+628,0.0,0,711069.1238095239,11,11,1,9295,5702,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+629,0.0,0,584963.8095238095,20,20,0,8717,2876,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+630,439.92,1,344897.28,16,16,2,2018,3178,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+631,260.38628571428575,1,372352.3885714286,26,26,2,9857,2123,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+632,0.0,0,92632.80000000002,20,20,1,13203,2142,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+633,0.0,0,1205339.7333333332,19,19,1,9096,3405,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+634,216.8333333333333,1,550322.9999999999,27,27,0,4561,2170,Short-term,Unknown,NOTICE,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,False
+635,0.0,0,186434.56,20,20,2,12765,1691,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+636,0.0,0,381031.2,21,21,1,10573,3476,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+637,0.0,0,705199.9999999999,20,20,1,12674,2885,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+638,0.0,0,186999.08571428573,19,19,1,11196,2886,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+639,0.0,0,76798.22857142858,17,17,1,9417,3870,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+640,308.0266666666667,1,568617.2266666668,13,13,1,9916,4080,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+641,333.18857142857144,1,707692.5257142857,18,18,2,5934,2916,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,False,False,True,False,False,False,False,False,False,True
+642,0.0,0,1206266.2857142857,22,22,2,10039,4174,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+643,265.16,1,99169.84,11,11,1,9752,3641,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+644,0.0,0,1520298.8,21,21,1,8670,5775,Mid-term,Asian,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+645,243.5,1,470442.0,21,21,1,14702,1924,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+646,0.0,0,318053.3333333333,20,20,1,12323,2555,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+647,0.0,0,318253.8666666667,8,8,1,4335,4059,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+648,0.0,0,2045933.1100000003,19,19,2,12445,3516,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,True,False,False,False,True
+649,0.0,0,283124.29600000003,21,21,2,14012,2361,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+650,0.0,0,814029.9428571429,17,17,2,9051,4104,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+651,0.0,0,96494.112,18,18,1,13144,2206,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+652,0.0,0,178931.19999999998,20,20,1,9065,4198,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+653,0.0,0,315937.82857142854,16,16,2,13053,2448,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+654,0.0,0,277858.308,21,21,1,16965,3598,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+655,786.9333333333334,1,1428284.0,15,15,1,17923,2910,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,True,False,False
+656,0.0,0,530434.6666666667,20,20,1,12779,2256,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+657,0.0,0,44012.99999999999,3,3,1,5472,2340,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,True,False,False,False,False,False,False
+658,242.76,1,354429.6,10,10,1,1685,3412,Short-term,English,NOTICE,PHONE,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+659,0.0,0,346841.9333333333,17,17,2,9325,3807,Mid-term,English,NOTICE,WEB,51-100,Standard,True,True,False,False,False,False,False,False,True,False,True
+660,0.0,0,285163.2,18,18,1,10953,3395,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+661,473.6209523809525,1,738848.6857142858,20,20,1,2682,3537,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+662,0.0,0,308898.0,7,7,1,9096,3341,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+663,0.0,0,733742.4342857144,19,19,1,10709,3555,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+664,0.0,0,54015.42857142858,15,15,1,11957,2360,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+665,0.0,0,314737.92000000004,7,7,1,5258,2525,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+666,0.0,0,1070914.2476190478,20,20,1,2601,3050,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+667,282.6819047619048,1,848893.7600000001,21,21,1,16111,2485,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+668,0.0,0,276512.5714285714,23,23,2,8868,5713,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+669,0.0,0,5974.026666666667,4,4,1,9309,2316,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+670,0.0,0,116034.672,19,19,1,12200,2262,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+671,283.70666666666665,1,163982.45333333334,17,17,1,5098,2379,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+672,0.0,0,36501.77142857143,1,1,1,9051,2756,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+673,0.0,0,117464.53333333334,5,5,1,8639,3723,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+674,1732.986666666667,1,1746850.56,18,18,2,14773,3656,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+675,0.0,0,620202.8857142858,23,23,1,11060,2491,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+676,128.28,1,212046.84000000003,19,19,2,19430,2240,Long-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+677,0.0,0,2985538.4000000004,19,19,3,13373,2989,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,True,True,False,False,False,False,False,True
+678,0.0,0,1769000.0,58,58,0,6256,1967,Short-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+679,0.0,0,171948.0,7,7,1,8639,3478,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+680,493.36000000000007,1,839698.7200000002,23,23,1,17283,3452,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+681,0.0,0,2767139.2,24,24,1,8069,3805,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+682,0.0,0,593458.3200000001,21,21,2,3901,2461,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+683,0.0,0,881222.6799999999,21,21,1,14299,3172,Long-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+684,0.0,0,534760.16,22,22,1,4295,3366,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+685,0.0,0,98395.388,17,17,1,5702,3097,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+686,0.0,0,372837.6,18,18,1,8198,3283,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+687,176.01333333333332,1,358539.16,21,21,2,19750,2728,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+688,0.0,0,369326.72,21,21,1,2469,2534,Short-term,European,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+689,0.0,0,1174421.7333333334,14,14,1,8851,3999,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+690,442.552380952381,1,1210823.3142857146,19,19,1,16022,4098,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+691,0.0,0,25112.40952380952,1,1,0,2004,2171,Short-term,Unknown,AUTO RENEW,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+692,0.0,0,497634.5142857143,18,18,1,10725,2550,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+693,0.0,0,755486.902857143,19,19,3,11530,3210,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+694,0.0,0,40966.47619047619,2,2,1,11639,3696,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+695,148.58666666666667,1,28231.46666666667,19,19,2,14196,2448,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+696,0.0,0,435253.28,14,14,3,10800,2472,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,True,True
+697,0.0,0,129649.52,14,14,1,7159,3357,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+698,0.0,0,211199.1373333333,17,17,1,3328,2357,Short-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+699,583.2,1,384912.0,15,15,1,7171,5106,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+700,0.0,0,42369.066666666666,4,4,0,9370,2898,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+701,316.3466666666667,1,354940.96,17,17,1,9843,4165,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+702,0.0,0,479590.3047619048,23,23,3,3333,2323,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+703,236.89333333333332,1,575887.6933333334,17,17,1,15975,3352,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+704,0.0,0,354754.4,20,20,1,9264,3285,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+705,406.12000000000006,1,93813.72000000002,7,7,1,4350,2526,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+706,0.0,0,961194.666666667,20,20,1,11165,4002,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+707,0.0,0,428465.0057142857,24,24,2,10647,2407,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+708,371.76666666666665,1,1085186.9,21,21,1,5756,2449,Short-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+709,0.0,0,215938.8,18,18,1,10892,3081,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+710,0.0,0,870744.0,21,21,0,11408,3049,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+711,0.0,0,298900.0,21,21,1,12565,2092,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+712,0.0,0,43715.0,2,2,1,1766,3484,Short-term,English,NOTICE,WEB,11-50,Standard,True,False,False,False,False,False,False,False,True,False,False
+713,0.0,0,473616.0,16,16,0,8820,1805,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+714,336.736,1,101020.8,6,6,3,16309,2363,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+715,0.0,0,658068.0,18,18,1,9523,2733,Mid-term,Asian,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+716,0.0,0,351081.8133333334,16,16,1,3376,2805,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+717,0.0,0,364525.7142857143,12,12,1,12582,2378,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+718,0.0,0,1722571.2,14,14,1,4386,2752,Short-term,English,NOTICE,PHONE,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+719,0.0,0,735933.3333333335,7,7,0,8806,3079,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+720,351.12,1,940650.48,19,19,1,10267,4521,Mid-term,Unknown,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+721,0.0,0,543735.7714285714,9,9,0,3657,2886,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+722,196.17142857142855,1,696408.5714285715,25,25,1,16614,2332,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+723,0.0,0,286095.0857142858,5,5,1,10685,3847,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+724,0.0,0,163268.85714285716,6,6,1,3806,2254,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+725,251.6,1,387464.0,20,20,1,11439,2214,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+726,348.19200000000006,1,616299.8400000001,15,15,2,14664,2298,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+727,0.0,0,1369194.666666667,8,8,1,11090,2274,Mid-term,European,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+728,0.0,0,1566389.8590476192,26,26,1,6308,3249,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+729,0.0,0,92754.28571428572,20,20,1,2184,3696,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+730,0.0,0,131185.59999999998,21,21,1,11257,1172,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+731,266.50666666666666,1,686521.1733333333,23,23,1,9843,3655,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+732,0.0,0,833587.2000000001,24,24,1,11182,3396,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+733,0.0,0,193713.3,17,17,1,10496,2341,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+734,276.7142857142857,1,239911.2857142857,17,17,1,1346,2452,Short-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+735,0.0,0,939101.4285714288,15,15,1,14544,4064,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+736,0.0,0,151277.33333333334,17,17,1,5463,3204,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+737,0.0,0,697065.6000000001,18,18,1,8314,2860,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+738,0.0,0,1839513.333333333,17,17,1,8670,3142,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+739,0.0,0,285136.8,19,19,1,11973,3290,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+740,0.0,0,901120.0,5,5,2,9082,5731,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+741,107.77333333333334,1,137734.32,18,18,1,15808,2030,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+742,1417.5333333333335,1,1535188.6000000003,19,19,2,7016,3829,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,True,False,False,False,False,False,False,False,True,True
+743,253.2952380952381,1,45593.142857142855,15,15,1,9674,2742,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+744,258.6933333333333,1,373553.1733333333,19,19,1,10100,3575,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+745,0.0,0,270275.33866666665,26,26,1,6176,3162,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+746,467.34133333333335,1,53744.25333333333,1,1,1,14469,2767,Long-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+747,0.0,0,776482.2285714286,19,19,1,11349,3946,Mid-term,Asian,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+748,0.0,0,2103171.2,13,13,1,9112,3050,Mid-term,English,AUTO RENEW,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+749,0.0,0,107984.44800000002,18,18,1,2003,2981,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+750,0.0,0,363990.49142857146,12,12,1,11349,3127,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+751,314.8773333333333,1,160587.44000000003,17,17,1,5717,2166,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+752,293.7554285714286,1,257329.75542857143,12,12,2,10192,2276,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+753,0.0,0,158408.22857142857,18,18,1,8455,2961,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+754,0.0,0,742338.1333333335,26,26,2,13934,3640,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+755,345.12,1,114924.96,9,9,2,10281,2693,Mid-term,English,NOTICE,WEB,11-50,Premier,True,True,False,False,False,False,False,False,True,False,True
+756,0.0,0,948337.12,19,19,1,5533,6800,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+757,0.0,0,26115.120000000003,3,3,1,11104,2218,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+758,0.0,0,367062.8571428572,8,8,1,12400,3119,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+759,0.0,0,1565109.0000000002,18,18,1,8717,3033,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+760,0.0,0,67193.06666666667,20,20,2,8670,2950,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+761,0.0,0,995736.04,3,3,2,3011,3621,Short-term,English,AUTO RENEW,PHONE,500+,Premier,False,True,True,False,False,False,False,False,False,False,True
+762,333.12,1,498014.4,13,13,1,9431,2632,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+763,0.0,0,796878.4571428571,19,19,1,9523,3256,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+764,0.0,0,491887.2,21,21,1,13692,2358,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+765,0.0,0,161448.57142857145,15,15,1,8990,2329,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+766,346.2476190476191,1,851769.142857143,20,20,2,9796,3408,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,True,False,False,False,False,True
+767,0.0,0,173721.6,18,18,1,1110,1877,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+768,0.0,0,115538.55238095242,10,10,2,9721,3822,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+769,0.0,0,33321.6,1,1,0,12900,3259,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+770,0.0,0,775504.1666666667,8,8,0,3144,3298,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+771,0.0,0,388746.28571428574,20,20,1,2232,3658,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+772,0.0,0,234909.25714285715,18,18,1,9157,2126,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+773,181.52,1,130694.4,20,20,1,9857,2785,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+774,0.0,0,816884.2239999999,16,16,2,4579,3190,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+775,0.0,0,888043.5695238097,19,19,1,13234,3357,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+776,342.6133333333334,1,801715.2000000001,18,18,1,1884,2680,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+777,0.0,0,551627.04,9,9,1,8670,3397,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+778,0.0,0,147825.7,19,19,1,8041,3823,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+779,0.0,0,1344708.933333333,11,11,1,11943,3288,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+780,536.5600000000001,1,347690.88000000006,18,18,1,9843,3673,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+781,0.0,0,85729.6,7,7,1,9157,3586,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+782,0.0,0,331858.80000000005,18,18,1,8517,1894,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+783,153.71428571428572,1,386745.1428571429,17,17,2,15626,1844,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+784,0.0,0,193497.9428571429,18,18,1,11593,2902,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+785,199.2,1,215733.6,19,19,1,13220,2966,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+786,150.3047619047619,1,428368.5714285714,19,19,1,15443,2004,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+787,356.09600000000006,1,1595310.0800000003,32,32,3,14530,2329,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,True,True,False,False,False,True
+788,0.0,0,50435.84,24,24,2,8670,2463,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+789,0.0,0,493955.2800000001,6,6,1,8747,3328,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+790,278.4533333333333,1,89940.42666666665,17,17,1,5659,3777,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+791,0.0,0,1079382.857142857,24,24,1,7996,3075,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+792,389.00952380952384,1,1249498.590476191,22,22,1,23631,3714,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+793,308.83333333333337,1,68252.16666666667,17,17,0,16295,2697,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+794,0.0,0,862617.6000000001,16,16,2,11804,3547,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+795,0.0,0,366329.2285714286,15,15,2,10526,2039,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+796,905.0,1,646170.0,6,6,2,10633,2779,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,True,False,True
+797,0.0,0,6458148.84,23,23,1,9126,3160,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+798,0.0,0,33232.21333333334,4,4,2,8761,3584,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,True,False,True
+799,0.0,0,78419.84,19,19,1,4720,2687,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+800,339.56666666666666,1,994251.2,24,24,1,5870,2317,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+801,0.0,0,85294.07999999999,18,18,1,13448,2274,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+802,0.0,0,442416.00000000006,18,18,1,9704,2185,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+803,0.0,0,265428.0,15,15,1,8285,2939,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+804,0.0,0,1160996.5714285714,22,22,2,9674,3028,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+805,160.51428571428573,1,257785.9428571429,22,22,2,14956,2077,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+806,0.0,0,1048732.7999999998,18,18,1,10984,4526,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+807,2241.1200000000003,1,3106192.3200000003,18,18,2,15245,2838,Long-term,Unknown,NOTICE,MAIL,500+,Premier,False,False,False,True,False,False,False,False,False,False,True
+808,0.0,0,606859.9680000001,23,23,1,13008,3161,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+809,0.0,0,474171.6,19,19,2,11804,3360,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,True,False,False,False,False,False,False,True,False,True
+810,0.0,0,463950.4,17,17,2,12200,3255,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+811,0.0,0,79806.13333333333,10,10,1,2081,4069,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+812,0.0,0,359835.42857142864,15,15,1,4118,3314,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+813,0.0,0,665530.5066666665,22,22,1,1709,2228,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+814,0.0,0,211426.2857142857,20,20,2,12231,4370,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+815,0.0,0,73349.12000000001,16,16,1,10208,2257,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+816,0.0,0,158403.41333333333,16,16,1,9551,3666,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+817,0.0,0,41704.920000000006,3,3,2,14956,2209,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+818,0.0,0,780885.6685714286,19,19,2,10373,5472,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+819,142.70666666666668,1,180523.93333333332,11,11,1,10161,2387,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+820,0.0,0,433398.8571428572,10,10,1,9248,3177,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+821,0.0,0,138455.04761904763,8,8,0,8792,3347,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+822,0.0,0,982338.6666666666,8,8,0,8700,2199,Mid-term,English,NOTICE,WEB,500+,Premier,True,False,False,False,False,False,False,False,False,False,False
+823,0.0,0,175302.1666666667,23,23,1,9325,1591,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+824,1017.75,1,384709.5,9,9,0,15108,4261,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+825,0.0,0,170454.85714285716,24,24,1,14408,2623,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+826,191.0095238095238,1,165605.25714285712,17,17,1,1963,2295,Short-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+827,0.0,0,570464.6285714286,17,17,1,5121,2882,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+828,0.0,0,520271.1733333333,17,17,1,12657,3282,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+829,0.0,0,389901.0266666667,19,19,1,8747,3235,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+830,643.1333333333333,1,385880.0,8,8,1,14285,3560,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+831,0.0,0,204150.85714285716,12,12,1,9295,2958,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+832,0.0,0,303043.68000000005,9,9,1,9309,2213,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+833,377.2000000000001,1,218776.00000000003,20,20,2,16948,2471,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,True,False,False,False,False,False,False,False,True
+834,0.0,0,15943.999999999996,6,6,1,5080,2831,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+835,0.0,0,1168801.92,22,22,1,5044,3251,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+836,2290.666666666667,1,3816250.666666667,14,14,8,1468,3272,Short-term,English,NOTICE,WEB,51-100,Standard,False,False,False,True,True,True,True,True,True,True,True
+837,524.0,1,584784.0,18,18,2,9551,4056,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+838,0.0,0,341607.552,16,16,1,12688,2625,Mid-term,Unknown,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+839,0.0,0,82368.00000000001,8,8,1,2623,2548,Short-term,English,AUTO RENEW,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+840,340.08000000000004,1,223092.48000000004,16,16,1,2147,1998,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+841,0.0,0,336296.80000000005,14,14,1,8493,2098,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+842,503.97333333333336,1,371932.32,9,9,1,4196,3506,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+843,0.0,0,734096.9142857145,17,17,1,11288,3169,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+844,0.0,0,309903.36,18,18,2,9643,2744,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,True,False,False,False,False,False,False,False,True
+845,720.5466666666666,1,808453.36,17,17,1,14756,4899,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+846,310.0761904761905,1,158138.85714285716,15,15,1,9782,3149,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+847,0.0,0,3523655.52,22,22,1,1208,4476,Short-term,English,NOTICE,BRANCH (POS),500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+848,0.0,0,1503191.4666666666,20,20,1,9537,3509,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+849,0.0,0,99597.6,18,18,1,14240,1976,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+850,0.0,0,141384.0,4,4,0,9356,1772,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+851,0.0,0,236192.8190476191,17,17,1,12323,1857,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+852,0.0,0,1145095.952,11,11,1,8700,3813,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+853,229.6266666666667,1,157064.64,18,18,1,10451,2102,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+854,0.0,0,297618.2857142857,20,20,1,8837,1781,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+855,0.0,0,96973.2,5,5,2,13189,2286,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+856,686.7466666666667,1,2009420.7466666664,22,22,2,9752,3631,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+857,0.0,0,196115.5047619048,8,8,1,13526,3301,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+858,0.0,0,261414.4,5,5,2,6708,3714,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+859,288.0,1,117504.0,12,12,0,9690,3285,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+860,204.3047619047619,1,175293.4857142857,11,11,1,14226,2391,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+861,0.0,0,114663.23809523808,10,10,1,11804,2343,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+862,147.63809523809525,1,380906.28571428574,20,20,2,4678,1985,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+863,0.0,0,485968.00000000006,21,21,1,9096,3888,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+864,0.0,0,731882.6666666669,7,7,0,8205,3198,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+865,0.0,0,1661946.0000000002,25,25,2,11090,3306,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+866,0.0,0,376048.00000000006,20,20,1,5850,2953,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+867,0.0,0,711557.6000000002,12,12,1,6863,3384,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+868,0.0,0,560563.3333333335,25,25,2,8851,2135,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+869,0.0,0,148603.84000000003,22,22,2,11957,3396,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+870,0.0,0,609330.6514285716,16,16,3,11700,2768,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,True,False,True
+871,416.0761904761905,1,180993.14285714287,15,15,1,11335,3908,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+872,0.0,0,333461.3333333333,20,20,1,9186,3060,Mid-term,European,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+873,294.1904761904762,1,324786.2857142857,23,23,1,23949,3035,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+874,0.0,0,2659536.0,18,18,4,12688,6188,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,True,True,True,False,False,False,False,False,True
+875,0.0,0,361151.57333333336,16,16,1,9112,4049,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+876,0.0,0,1273141.5840000005,22,22,1,5020,2979,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+877,0.0,0,355523.9466666667,19,19,1,12838,2335,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+878,463.5666666666667,1,999449.7333333334,22,22,2,9660,2825,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+879,245.9748571428572,1,175380.07314285717,23,23,2,20174,2056,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+880,0.0,0,1756208.6666666667,22,22,1,8472,3229,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+881,255.528,1,568805.3280000001,21,21,1,16539,2939,Long-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+882,0.0,0,1482721.066666667,20,20,1,7108,3465,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+883,0.0,0,906738.976,22,22,1,1837,3774,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+884,0.0,0,376439.04,18,18,1,15153,2232,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+885,0.0,0,264506.0,15,15,2,9582,2418,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+886,0.0,0,94757.66666666666,7,7,0,10420,2731,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+887,0.0,0,1018862.5866666668,17,17,1,9186,3134,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+888,0.0,0,1064582.4,15,15,1,12551,4170,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+889,0.0,0,305442.72000000003,18,18,1,8778,2362,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+890,0.0,0,121031.90476190476,5,5,1,10685,2967,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+891,0.0,0,4650945.0,17,17,1,4259,3799,Short-term,English,AUTO RENEW,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+892,0.0,0,1166830.4800000002,23,23,1,12079,3038,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+893,0.0,0,348912.38095238095,19,19,1,20252,2242,Long-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+894,0.0,0,306135.2380952381,19,19,1,10998,1976,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+895,147.6761904761905,1,165545.00952380954,19,19,2,10208,1985,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+896,0.0,0,1288309.4400000002,22,22,1,8441,3556,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+897,0.0,0,1678934.4,24,24,1,10939,2930,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+898,0.0,0,22064.0,4,4,0,8670,3185,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+899,0.0,0,350160.0,15,15,1,10647,2918,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+900,0.0,0,1576426.8,12,12,1,11639,2415,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+901,0.0,0,59489.15,5,5,1,8973,3327,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+902,0.0,0,173406.66666666666,19,19,1,7068,1674,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+903,0.0,0,782215.5714285715,20,20,0,13996,2329,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+904,0.0,0,336394.8342857143,17,17,1,13540,2166,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+905,0.0,0,864992.9142857145,19,19,1,9172,3192,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+906,0.0,0,320352.6666666667,19,19,1,8656,3392,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+907,361.7904761904762,1,501803.39047619054,19,19,3,9916,3519,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+908,0.0,0,318632.5333333333,1,1,1,6889,3379,Mid-term,English,NOTICE,PHONE,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+909,193.40952380952385,1,304620.0,21,21,1,9704,2313,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+910,0.0,0,1381300.2666666668,26,26,1,8625,3291,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+911,411.04,1,811392.96,21,21,1,9629,3031,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+912,0.0,0,629675.2,19,19,1,3425,2542,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+913,222.64761904761903,1,300351.63809523813,19,19,1,10039,2522,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+914,0.0,0,351898.38095238095,17,17,1,5281,3624,Short-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+915,0.0,0,206072.2857142857,5,5,1,9065,3011,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+916,162.51999999999998,1,198599.44,13,13,1,5510,2590,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+917,240.69333333333336,1,90982.08,21,21,1,9767,2159,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+918,0.0,0,834473.1428571428,20,20,1,8731,3032,Mid-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+919,212.23428571428573,1,379474.9028571429,12,12,1,22335,2096,Long-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+920,443.3142857142857,1,332485.71428571426,25,25,1,18532,4103,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+921,263.928,1,351552.096,9,9,1,1366,2856,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+922,156.03809523809525,1,206906.5142857143,17,17,1,15030,2045,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+923,0.0,0,154620.0,21,21,1,9112,3858,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+924,0.0,0,1285138.4,13,13,2,8806,3839,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+925,0.0,0,2980843.0080000004,22,22,1,10526,4631,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+926,0.0,0,715358.0571428572,17,17,2,12838,3790,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+927,0.0,0,733375.8095238095,23,23,1,3795,2684,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+928,0.0,0,695861.7142857143,23,23,1,11773,2498,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+929,0.0,0,348672.0,25,25,1,8670,3157,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+930,0.0,0,265622.6361904762,11,11,1,9157,2884,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+931,0.0,0,761871.9333333336,20,20,1,10770,4170,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+932,390.8571428571429,1,152434.2857142857,15,15,1,10319,3727,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+933,0.0,0,557907.4285714286,22,22,1,4052,2273,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+934,0.0,0,557907.4285714286,22,17,1,4052,1827,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+935,0.0,0,106934.85714285716,17,17,1,9203,3932,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+936,132.18666666666667,1,65300.21333333333,26,26,3,5764,2280,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,True,False,False,False,False,False,False,True,True
+937,0.0,0,2741160.0,20,20,1,9537,4045,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+938,0.0,0,784702.2857142858,22,22,1,9339,2714,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+939,0.0,0,1399831.16,21,21,1,9295,3393,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+940,177.37200000000004,1,95780.88000000002,4,4,1,9843,2323,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+941,0.0,0,550817.6,12,12,1,12688,3400,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+942,0.0,0,5954900.0,14,14,1,8806,4015,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+943,716.4768,1,377583.2736,17,17,2,2271,3277,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+944,1287.1666666666667,1,131291.0,8,3,0,6704,3035,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+945,0.0,0,531957.5238095237,17,17,1,2034,2651,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+946,0.0,0,564204.3428571429,18,18,3,3036,3006,Short-term,English,NOTICE,WEB,6-10,Standard,False,False,True,True,False,False,False,False,False,False,True
+947,0.0,0,601403.92,15,15,1,4015,3060,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+948,0.0,0,856064.0,21,21,1,9629,4246,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+949,0.0,0,1754491.7333333334,16,16,2,5661,2464,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+950,0.0,0,145068.80000000002,16,16,1,8778,3369,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+951,143.22666666666666,1,378977.76,21,21,1,10496,2393,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+952,0.0,0,488498.4000000001,21,21,1,7038,2812,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+953,0.0,0,724315.8857142857,27,27,3,8792,2994,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+954,0.0,0,1147492.84,19,19,2,9112,3497,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+955,0.0,0,396586.6666666667,16,16,2,2818,2195,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+956,0.0,0,231397.60000000003,10,10,1,1062,2538,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+957,0.0,0,491773.7142857144,24,24,1,10709,2614,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+958,631.0304,1,1383849.6672,17,17,4,22488,2997,Long-term,English,AUTO RENEW,PHONE,11-50,Premier,False,False,False,True,True,True,False,False,False,False,True
+959,0.0,0,27760.76190476191,4,4,1,10587,3413,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+960,0.0,0,453866.6666666667,20,20,1,10664,2785,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+961,1147.9666666666667,1,562503.6666666667,10,10,1,5373,5627,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+962,0.0,0,290326.4,13,13,1,11669,2832,Mid-term,Unknown,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+963,0.0,0,509709.20000000007,22,22,1,9582,2710,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+964,0.0,0,242957.86666666667,16,16,1,9096,2635,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+965,0.0,0,271129.3866666667,20,20,1,8747,2736,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+966,431.447619047619,1,855992.0761904761,16,16,2,9813,4018,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+967,578.0416666666666,1,124857.0,18,18,1,16264,2820,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+968,0.0,0,151435.42857142858,19,19,1,13526,2225,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+969,0.0,0,34952.083333333336,5,5,0,8686,2132,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+970,0.0,0,174124.70400000003,9,9,2,8717,2785,Mid-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+971,0.0,0,2860111.8000000003,19,19,1,9082,3184,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+972,382.5640000000001,1,779282.8680000001,21,21,1,13295,3939,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+973,0.0,0,51304.0,1,1,0,12186,3314,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,False
+974,0.0,0,2814993.078857143,44,44,2,10434,3056,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+975,569.712,1,786202.56,15,15,2,10100,2796,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+976,0.0,0,470949.024,12,12,2,14073,3118,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+977,184.53333333333336,1,356518.4000000001,21,21,1,21941,2249,Long-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+978,121.12,1,333080.00000000006,22,22,2,17892,2166,Long-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,True,False,True
+979,0.0,0,659456.0,16,16,1,12400,3036,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+980,0.0,0,893090.6285714286,22,22,1,11570,3147,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+981,188.24000000000004,1,344479.20000000007,15,15,1,16156,2854,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+982,0.0,0,431701.4000000001,21,21,1,8608,2260,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+983,268.1333333333333,1,101890.66666666666,4,4,1,16111,2848,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+984,560.6666666666666,1,772598.6666666666,13,13,1,17756,4944,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+985,0.0,0,46568.57142857144,15,15,1,12869,3151,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+986,0.0,0,899384.0,19,19,1,11074,4157,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+987,0.0,0,298471.25333333336,16,16,2,17313,3255,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+988,0.0,0,390262.4000000001,20,20,1,9537,3953,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+989,0.0,0,89075.10857142859,22,22,1,8427,1753,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+990,0.0,0,261857.28,8,8,3,8656,2090,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,True,False,True
+991,0.0,0,245599.20000000004,18,18,1,9582,1834,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+992,0.0,0,648853.0285714286,18,18,1,9157,3410,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+993,284.1066666666667,1,481844.9066666667,16,16,9,15657,2381,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,True,True,True,True,True,True,True,True
+994,1654.12,1,1255477.08,23,23,1,16491,2229,Long-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+995,0.0,0,284947.2,16,16,2,10647,2952,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+996,0.0,0,46135.44000000001,6,6,1,9203,3169,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+997,467.904,1,844098.8159999999,22,22,2,15395,2922,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+998,0.0,0,309261.86666666664,20,20,1,8547,2542,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+999,0.0,0,691360.0000000001,15,15,1,11151,2554,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1000,0.0,0,144274.0,4,4,0,6095,3199,Short-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+1001,0.0,0,358051.68000000005,21,21,1,8700,5775,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1002,0.0,0,605787.4285714286,24,24,1,9568,2266,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1003,335.0857142857143,1,713732.5714285715,15,15,1,4169,3328,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1004,156.67199999999997,1,151815.16799999998,19,19,2,19078,2263,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+1005,0.0,0,186014.29333333336,16,16,1,5176,2535,Short-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1006,0.0,0,93412.76,7,7,1,13770,2253,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1007,272.5047619047619,1,179853.14285714284,20,20,1,4447,2429,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1008,191.12380952380957,1,424868.2285714286,19,19,1,9796,2296,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1009,0.0,0,389107.42857142864,15,15,1,7423,2346,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1010,712.1333333333333,1,666556.7999999999,18,18,2,14561,2385,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,True,True
+1011,0.0,0,202400.0,12,12,1,11455,2653,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1012,0.0,0,1094643.2,19,19,0,9021,3384,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+1013,511.86666666666673,1,1234622.4,18,18,1,9843,3023,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1014,448.41333333333336,1,98650.93333333332,20,20,1,9843,3398,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1015,0.0,0,213061.68,17,17,1,3213,2023,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1016,0.0,0,430661.48571428575,17,17,1,11196,2187,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1017,0.0,0,1157738.4,14,14,1,9021,5382,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1018,0.0,0,535388.0,21,21,0,8973,3537,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+1019,704.6,1,1306328.4,18,18,1,10709,3146,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1020,0.0,0,577493.28,18,18,1,3683,2330,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1021,0.0,0,566494.6,21,21,2,8868,3328,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,True,False,False,False,False,False,False,False,True
+1022,169.884,1,91737.36000000002,20,20,1,10147,2264,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1023,0.0,0,951029.76,24,24,1,8656,3039,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1024,0.0,0,476117.3333333334,20,20,1,8747,2450,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+1025,0.0,0,86059.30666666667,4,4,0,9096,4007,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+1026,0.0,0,610670.6666666666,10,10,1,8686,2889,Mid-term,English,AUTO RENEW,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1027,0.0,0,256015.71428571432,15,15,1,3085,3529,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1028,0.0,0,47072.0,1,1,0,3022,2533,Short-term,Unknown,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,False
+1029,0.0,0,65293.71428571429,20,20,1,11592,2876,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1030,0.0,0,316958.20000000007,6,6,1,4602,2574,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1031,0.0,0,441507.7333333333,11,11,3,11912,2394,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+1032,203.8333333333333,1,585205.4999999999,33,33,0,15306,2596,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+1033,0.0,0,1027477.776,18,18,1,11090,3943,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1034,0.0,0,566173.44,21,21,1,9248,3117,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1035,0.0,0,6279936.0,17,17,1,17617,3482,Long-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+1036,145.6761904761905,1,27095.771428571432,6,6,1,14664,1970,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1037,335.8,1,172937.0,5,5,1,9902,2302,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1038,151.09333333333333,1,224826.88,16,16,1,21621,2473,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1039,683.9333333333334,1,1730351.3333333335,22,22,1,9630,3727,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1040,0.0,0,575317.6000000001,5,5,2,8929,2986,Mid-term,European,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+1041,0.0,0,998469.1666666667,25,25,1,2825,2546,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1042,158.60000000000002,1,81203.20000000001,16,16,1,3557,2550,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1043,147.69333333333336,1,268506.48000000004,18,18,1,18668,2439,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1044,0.0,0,1329156.0,18,18,2,8763,4178,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1045,0.0,0,801304.0000000001,20,20,1,9599,2880,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1046,181.0476190476191,1,216714.00000000003,9,9,2,16828,2224,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1047,0.0,0,14699.519999999997,9,9,1,10404,2320,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1048,0.0,0,84031.68,24,24,2,2020,3035,Short-term,English,NOTICE,PHONE,1-5,Premier,True,True,True,False,False,False,False,False,False,False,True
+1049,0.0,0,8375260.800000001,19,19,2,5465,4245,Short-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,True,True
+1050,0.0,0,360000.0,15,15,1,9021,2302,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1051,312.9466666666666,1,405578.88,9,9,1,10100,3215,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1052,0.0,0,351300.3733333333,19,19,1,5820,1902,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1053,0.0,0,2760644.266666667,19,19,2,8441,3251,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+1054,0.0,0,1753890.9714285715,41,41,2,4096,3962,Short-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1055,0.0,0,405529.6000000001,21,21,2,11943,2043,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+1056,256.247619047619,1,211404.28571428568,15,15,1,15760,2763,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1057,0.0,0,269199.88952380954,17,17,1,9051,3224,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1058,0.0,0,728840.0,21,21,1,12445,3545,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1059,450.1961904761905,1,688800.1714285715,17,17,1,9752,3408,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1060,0.0,0,1600882.4832,19,19,2,11182,4517,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+1061,0.0,0,71174.40000000001,22,22,1,9112,2859,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1062,0.0,0,135421.86666666667,20,20,1,13661,3593,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1063,0.0,0,556981.3333333334,16,16,2,5461,2222,Short-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+1064,0.0,0,416642.8,17,17,1,8206,4511,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1065,0.0,0,46448.64,18,18,1,13661,2184,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1066,0.0,0,269731.4285714285,20,20,2,10848,2413,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+1067,0.0,0,1495671.4666666668,22,22,3,8670,3733,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+1068,0.0,0,451618.9714285714,18,18,1,8778,3146,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1069,0.0,0,111078.0,7,7,1,10298,2264,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1070,331.328,1,755427.84,19,19,2,9735,2340,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+1071,0.0,0,1722879.9466666668,14,14,1,5889,2597,Short-term,English,AUTO RENEW,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+1072,0.0,0,624720.0,21,21,1,11349,2348,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1073,0.0,0,160349.14285714287,19,19,2,9203,2942,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+1074,0.0,0,490488.8000000001,23,23,1,10404,2034,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1075,0.0,0,456674.4000000001,6,6,1,10647,2924,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1076,497.2533333333334,1,644440.3200000001,18,18,1,9902,3472,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1077,0.0,0,723616.4571428573,18,18,1,11469,3109,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1078,0.0,0,56754.28571428572,12,12,1,13418,2621,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1079,0.0,0,227270.0,15,15,1,11335,4029,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1080,322.7813333333333,1,583588.6506666667,16,16,1,15353,2197,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1081,237.98666666666668,1,569740.0800000001,19,19,1,17983,3363,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1082,1032.252,1,130063.752,15,3,4,10604,3636,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,True,False,True,False,False,True
+1083,352.4666666666667,1,473010.2666666667,22,22,1,9902,2370,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1084,0.0,0,72029.56190476191,4,4,1,10770,1943,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1085,937.5166666666668,1,1300335.616666667,19,19,2,2893,3880,Short-term,European,AUTO RENEW,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,True,False,True
+1086,0.0,0,340618.97142857144,19,19,1,9186,2420,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1087,0.0,0,182837.04,17,17,1,8441,2269,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1088,211.88571428571427,1,359358.1714285714,16,16,1,10267,2445,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1089,0.0,0,633036.3,19,19,1,11121,2093,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1090,0.0,0,719506.2857142857,20,20,1,8959,2717,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1091,355.72,1,328685.28,11,11,1,17057,4568,Long-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1092,0.0,0,129463.20000000004,21,21,1,6562,3381,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1093,448.57142857142856,1,503297.1428571428,11,11,1,9888,4141,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1094,0.0,0,600684.5866666668,20,20,1,3707,3201,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1095,601.2333333333333,1,225462.50000000003,5,5,1,5412,3389,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,False
+1096,386.672,1,773730.672,23,23,2,9994,2449,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+1097,178.9714285714286,1,447428.5714285714,20,20,1,16401,2209,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1098,0.0,0,601813.5500000002,15,15,1,9157,2153,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1099,198.62857142857143,1,99314.28571428572,20,20,1,17848,2350,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1100,215.82857142857145,1,264174.1714285714,17,17,1,6704,2473,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1101,0.0,0,245112.68571428576,12,12,1,17617,2960,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1102,0.0,0,177058.28571428577,9,9,1,12431,2885,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1103,0.0,0,627198.0000000001,22,22,2,8868,2423,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+1104,176.61333333333334,1,333445.9733333333,16,16,1,16767,2735,Long-term,English,NOTICE,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+1105,0.0,0,1239034.6666666667,20,20,1,8639,3114,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1106,246.57904761904769,1,65590.02666666667,19,19,1,9916,2286,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1107,0.0,0,955071.0000000002,15,15,1,2535,2784,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1108,0.0,0,425962.6666666667,10,10,1,9157,3652,Mid-term,English,NOTICE,PHONE,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+1109,0.0,0,1154288.0,19,19,1,5589,5073,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1110,0.0,0,537785.76,18,18,1,10939,3434,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1111,0.0,0,437943.14666666667,11,11,1,6960,2567,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,True,True,False,False,False,False,False,False,True,False,False
+1112,221.0857142857143,1,187038.5142857143,18,18,1,12735,2511,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1113,169.64133333333334,1,154712.896,16,16,1,14135,2262,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1114,0.0,0,375427.08,21,21,1,3537,4137,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1115,0.0,0,259844.3047619048,22,22,1,9065,3214,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1116,0.0,0,468343.20000000007,17,17,1,13753,2373,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1117,0.0,0,467656.8,8,8,1,8594,2972,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1118,238.5,1,231822.0,18,18,1,20891,1903,Long-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1119,289.7333333333333,1,59105.59999999999,17,17,1,9660,2410,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1120,0.0,0,152097.92,6,6,2,8564,3496,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+1121,0.0,0,1732037.58,14,14,2,5500,5738,Short-term,English,AUTO RENEW,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1122,0.0,0,521248.0000000001,20,20,2,9172,4103,Mid-term,European,NOTICE,PHONE,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1123,0.0,0,1782841.06,21,21,1,2924,3380,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1124,0.0,0,197506.6666666667,20,20,1,9589,2948,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1125,0.0,0,287599.2,17,17,1,10756,3053,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1126,0.0,0,177956.91428571427,18,18,1,9172,4007,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1127,0.0,0,414779.7714285714,19,19,1,9096,2094,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1128,0.0,0,645760.0000000001,20,20,1,12991,2855,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1129,126.78095238095236,1,321136.1523809523,17,17,1,17071,1835,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1130,0.0,0,723329.0666666667,20,20,1,8670,3534,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1131,0.0,0,580988.5714285714,15,15,1,11074,2706,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1132,0.0,0,65127.68000000001,6,6,1,9523,1688,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1133,0.0,0,640341.8,21,21,1,9523,4212,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1134,0.0,0,357072.0,20,20,1,13934,3052,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1135,0.0,0,1184157.52,19,19,1,11973,3264,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1136,0.0,0,267888.0,20,20,2,3230,2450,Short-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,False,False,False,False,True,False,True
+1137,0.0,0,71678.46399999999,22,22,2,12065,3065,Mid-term,English,AUTO RENEW,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1138,0.0,0,1934580.375,15,15,0,9112,3506,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+1139,0.0,0,192548.57142857145,15,15,1,13251,2892,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1140,0.0,0,519060.03809523815,22,22,1,9537,2312,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1141,0.0,0,9320.666666666666,4,4,2,12749,2835,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,True,False,False
+1142,141.22666666666666,1,287678.72,21,21,1,14695,2372,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1143,0.0,0,755497.6,12,12,2,6835,3405,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1144,0.0,0,904704.0,16,16,2,12048,3416,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1145,0.0,0,2532054.0,21,21,2,9172,3525,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,True,False,True
+1146,0.0,0,27723.416666666668,1,1,0,2728,2640,Short-term,English,NOTICE,PHONE,51-100,Standard,True,True,False,False,False,False,False,False,False,False,False
+1147,0.0,0,425408.0000000001,21,21,1,16904,2634,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1148,0.0,0,213940.8,12,12,1,9448,2026,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1149,448.41333333333336,1,1341652.6933333334,22,22,2,3546,3398,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+1150,0.0,0,685501.8857142859,18,18,1,10512,4060,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1151,0.0,0,754161.0285714287,19,19,1,10647,3132,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1152,0.0,0,1375328.7600000002,9,9,1,3118,4224,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+1153,0.0,0,851828.2666666667,19,19,1,9401,3013,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1154,246.02666666666667,1,633272.64,18,18,1,22641,2726,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+1155,0.0,0,171823.08,11,11,1,9309,2293,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1156,393.624,1,127927.8,13,13,1,14285,3805,Long-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1157,0.0,0,173614.08000000002,18,18,1,16111,2036,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1158,0.0,0,1184213.3333333335,20,20,2,8792,3258,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,True,False,False,False,True
+1159,0.0,0,221525.3333333333,20,20,1,1506,2272,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1160,341.8566666666666,1,499794.4466666666,17,17,1,16156,2003,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1161,414.9485714285715,1,423247.5428571429,15,15,2,11895,3405,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+1162,0.0,0,358613.8666666667,17,17,1,10984,1948,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1163,0.0,0,351941.3333333334,22,22,1,10892,2564,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1164,88.08800000000001,1,170714.54400000002,17,17,1,18866,1620,Long-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1165,0.0,0,1597237.3333333335,20,20,1,8639,3910,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1166,304.9714285714286,1,198536.4,21,21,1,10633,3112,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1167,0.0,0,111905.98095238097,8,8,0,8455,2741,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+1168,0.0,0,684648.5066666666,11,11,2,12323,5291,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+1169,0.0,0,524304.0000000001,18,18,1,8731,2914,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1170,0.0,0,731578.9066666669,17,17,1,6318,2747,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1171,117.05333333333334,1,32774.933333333334,14,14,1,14756,2125,Long-term,Unknown,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1172,115.44,1,6002.880000000001,1,1,1,21270,2108,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1173,0.0,0,1067061.6,54,54,1,14848,2357,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1174,0.0,0,765126.7619047619,23,23,2,9112,3384,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,True,False,False,False,False,True
+1175,0.0,0,432560.00000000006,20,20,1,10192,3141,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1176,390.96,1,656812.8,21,21,2,2575,2261,Short-term,English,NOTICE,PHONE,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+1177,325.4457142857143,1,121065.80571428571,6,6,1,6004,2721,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1178,0.0,0,414752.2971428571,23,23,2,8731,2767,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+1179,0.0,0,1341791.6666666667,25,25,1,9035,5322,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1180,0.0,0,524540.3428571428,16,16,1,9096,2706,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1181,0.0,0,2010361.6,20,20,1,8441,3637,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1182,0.0,0,342597.12,18,18,2,7274,2498,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+1183,116.84000000000002,1,213116.16000000003,19,19,1,10222,2123,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1184,144.3047619047619,1,159456.76190476192,17,17,1,16887,1961,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1185,0.0,0,402078.8571428571,18,18,1,12876,2196,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1186,0.0,0,451313.5714285714,15,15,3,8731,2878,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+1187,119.17333333333336,1,264922.32,19,19,1,5981,2147,Short-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+1188,0.0,0,511067.42857142864,19,19,1,9582,2533,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1189,97.05333333333334,1,48041.40000000001,15,15,1,23430,1920,Long-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+1190,0.0,0,488448.00000000006,21,21,1,9431,2779,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1191,0.0,0,435948.50000000006,5,5,1,9523,2874,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1192,0.0,0,91726.92,9,9,1,9112,2637,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1193,469.856,1,151763.48799999998,17,17,2,19047,2931,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1194,0.0,0,238962.28571428568,15,15,1,8625,2024,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1195,0.0,0,930660.6857142858,27,27,2,1563,3193,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,True,False,True
+1196,0.0,0,1348389.0,18,18,1,8441,3848,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1197,419.44,1,496197.52,13,13,1,9492,3994,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1198,0.0,0,248689.37142857147,9,9,1,10587,3532,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1199,0.0,0,480541.4095238096,23,23,1,9143,3752,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1200,0.0,0,1194435.0000000002,15,15,1,4588,3891,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1201,422.247619047619,1,52358.70476190476,2,2,1,2084,3952,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1202,0.0,0,204995.52,6,6,1,11592,4356,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1203,0.0,0,265545.28,14,14,1,3652,3869,Short-term,English,NOTICE,PHONE,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+1204,0.0,0,1568784.0,20,20,1,4210,3254,Short-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+1205,0.0,0,156000.0,21,21,1,14702,2974,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1206,0.0,0,663794.1333333333,20,20,2,8625,2204,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1207,0.0,0,1086972.1333333335,7,7,1,9051,3166,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+1208,0.0,0,345213.8666666668,14,14,1,12674,4082,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1209,0.0,0,18590.628571428573,6,6,1,13555,1936,Mid-term,European,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1210,0.0,0,101957.856,18,18,1,7214,2520,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1211,0.0,0,413438.8114285714,18,18,2,9417,2620,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+1212,0.0,0,1206293.7714285715,17,17,1,9295,3578,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,False
+1213,1139.6666666666667,1,865007.0000000001,23,23,2,9782,2721,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+1214,427.6,1,561866.4,18,18,3,14179,4574,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,True,False,True
+1215,188.6361904761905,1,373499.6571428572,18,18,1,9796,1966,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1216,0.0,0,429414.2883333333,7,7,0,10587,3877,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+1217,0.0,0,86296.0,6,6,1,1900,2399,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1218,0.0,0,96976.0,10,10,1,8851,3323,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1219,0.0,0,322906.6285714286,18,18,1,11227,3529,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1220,1235.9666666666667,1,271912.6666666667,5,5,0,1185,3819,Short-term,Unknown,AUTO RENEW,BRANCH (POS),101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+1221,0.0,0,150703.36,24,24,1,13039,2324,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1222,0.0,0,150513.06666666665,20,20,1,11349,2302,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1223,879.0166666666668,1,2204573.8000000003,19,19,2,10147,3695,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+1224,0.0,0,451962.368,22,22,2,16203,3454,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+1225,285.5466666666667,1,475435.2,15,15,1,15214,2388,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1226,0.0,0,1102007.177142857,18,18,1,13509,3693,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1227,114.09333333333336,1,140905.2666666667,19,19,1,16934,2095,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1228,152.60761904761907,1,29758.485714285714,15,15,1,24331,1768,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1229,0.0,0,105039.0,3,3,0,9523,3533,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+1230,0.0,0,69996.72,6,6,1,12459,2299,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1231,0.0,0,632955.7000000001,13,13,0,8639,2106,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,False
+1232,420.0333333333333,1,310824.6666666666,20,20,1,10319,2647,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1233,0.0,0,888059.9238095239,17,17,1,10404,4458,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1234,127.21904761904764,1,203550.47619047624,16,16,1,10281,1838,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1235,332.38666666666666,1,79772.8,20,20,1,17497,4329,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1236,206.5638095238096,1,247876.57142857148,16,16,1,17878,2065,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1237,0.0,0,412549.28,22,22,2,8493,3388,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1238,0.0,0,1185193.4,19,19,1,13039,3020,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1239,126.88,1,165197.75999999998,14,14,1,17770,2225,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1240,0.0,0,202510.3238095238,19,19,1,8441,2789,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1241,691.912,1,804001.744,14,14,1,9978,3651,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1242,0.0,0,389536.00000000006,21,21,2,9004,2113,Mid-term,Asian,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+1243,228.5,1,442376.0,22,22,1,13631,1862,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1244,159.26666666666665,1,99223.13333333332,7,7,2,16736,2557,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+1245,0.0,0,236094.17142857143,12,12,1,11957,2885,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1246,427.2000000000001,1,444288.00000000006,16,16,1,16797,3988,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1247,137.2,1,289354.8,19,19,2,18348,2331,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+1248,407.8,1,1284570.0000000002,21,21,1,14726,2596,Long-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1249,0.0,0,114071.65714285716,18,18,2,11151,2091,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1250,0.0,0,106483.20000000004,21,21,1,19764,2441,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1251,0.0,0,75269.805,9,9,0,6659,1921,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+1252,0.0,0,2651613.066666667,22,22,1,10253,5181,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1253,0.0,0,388074.336,12,12,1,12855,2163,Mid-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1254,0.0,0,388816.00000000006,15,15,2,13265,3371,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,True,False,False,False,False,False,True
+1255,0.0,0,257573.20000000004,21,21,1,9082,2131,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1256,0.0,0,600273.3333333334,25,25,1,6501,2682,Mid-term,English,NOTICE,BILLING,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1257,0.0,0,698179.6000000001,21,21,1,11182,5422,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1258,0.0,0,424119.5200000001,11,11,1,5539,3917,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1259,163.98666666666668,1,351259.44,18,18,1,3235,2605,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1260,0.0,0,217747.5428571429,9,9,1,14909,2791,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1261,255.6533333333333,1,636321.1466666666,19,19,1,5507,2235,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1262,220.5866666666667,1,473158.4000000001,15,15,1,10604,3185,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1263,0.0,0,459510.0342857144,24,24,1,8970,2280,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1264,197.65714285714287,1,152986.6285714286,18,18,1,15732,2343,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1265,0.0,0,22845.44,8,8,1,9004,3363,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1266,0.0,0,207257.60000000003,4,4,3,9186,4242,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,True,True,False,False,False,False,False,True,False,True
+1267,0.0,0,195264.16,7,7,1,8517,2757,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1268,328.70933333333335,1,539083.3066666666,20,20,2,7040,2221,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1269,0.0,0,225978.48,21,21,2,5769,2339,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+1270,0.0,0,174000.0,12,12,1,10984,2718,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+1271,0.0,0,310688.4,15,15,1,12400,4139,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1272,262.08000000000004,1,84651.84000000001,17,17,2,13934,2130,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1273,0.0,0,312757.2,21,21,0,13203,2432,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+1274,342.8533333333334,1,157712.53333333338,23,23,1,18487,2681,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1275,0.0,0,789514.0000000001,21,21,3,8882,4096,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+1276,0.0,0,1019348.96,23,23,1,14299,2470,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1277,0.0,0,501203.6119999999,21,21,1,8670,2787,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1278,0.0,0,341357.4666666667,14,14,1,1254,2994,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1279,0.0,0,488520.7428571429,17,17,1,9387,3294,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1280,0.0,0,557374.6285714286,17,17,1,8312,3939,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1281,168.096,1,118003.392,18,18,2,14591,2361,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+1282,0.0,0,319987.2,18,18,3,13295,3201,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,True,True
+1283,583.0190476190477,1,1528675.942857143,23,23,1,9492,4140,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1284,268.08000000000004,1,764028.0000000001,19,19,1,6151,2299,Short-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1285,0.0,0,1730180.8333333335,25,25,0,10359,2908,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+1286,0.0,0,143187.04,19,19,2,8990,3012,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+1287,1705.2,1,583178.4,18,18,1,10862,2672,Mid-term,English,NOTICE,WEB,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+1288,0.0,0,464672.00000000006,16,16,2,14330,3214,Long-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+1289,423.0666666666667,1,27922.400000000005,1,1,1,4055,2659,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1290,0.0,0,845398.6666666669,17,17,1,10319,3503,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1291,1140.0666666666666,1,2296094.2666666666,19,19,1,1534,3261,Short-term,English,AUTO RENEW,PHONE,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+1292,0.0,0,190815.4285714286,18,18,1,8493,3229,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1293,0.0,0,156584.0,2,2,1,10647,3598,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1294,0.0,0,174994.56000000003,13,13,1,5801,2203,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1295,0.0,0,297409.71428571426,30,30,2,8761,2173,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+1296,0.0,0,106670.66666666669,10,10,2,11165,2912,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1297,615.3333333333334,1,77532.0,3,3,1,9172,3446,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1298,257.7328,1,243042.0304,23,23,2,23675,2618,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+1299,0.0,0,2305036.08,23,23,3,9035,4064,Mid-term,European,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,True,False,True
+1300,183.09333333333328,1,149037.97333333327,22,22,1,10512,2801,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1301,0.0,0,109251.24000000002,9,9,2,11060,2424,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1302,346.22857142857146,1,457021.7142857143,20,20,1,17831,3408,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1303,0.0,0,498669.6,18,18,1,16979,2910,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1304,0.0,0,339752.20952380955,19,19,1,8441,3344,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1305,0.0,0,350536.9523809524,20,20,1,13069,2749,Mid-term,European,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1306,0.0,0,245014.49142857143,17,17,2,13281,2306,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1307,0.0,0,346900.32,27,27,2,11257,3175,Mid-term,English,AUTO RENEW,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1308,0.0,0,806948.8,21,21,1,13144,2731,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1309,0.0,0,439242.2,15,15,1,5097,3287,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1310,469.5733333333334,1,250282.5866666667,13,13,1,13144,3330,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1311,160.9,1,49557.2,11,11,0,16583,2244,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+1312,0.0,0,533174.4,18,18,2,10222,2710,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+1313,0.0,0,284832.0,16,16,1,6029,2775,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1314,0.0,0,616900.2171428571,23,23,3,5632,2822,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,True,True
+1315,0.0,0,519165.7714285715,18,18,2,9021,2600,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+1316,304.24,1,533028.48,24,24,2,10208,2484,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+1317,0.0,0,228018.57142857145,17,17,2,11759,3271,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+1318,263.5733333333333,1,458090.4533333333,22,22,1,9964,2276,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1319,0.0,0,1726694.6666666667,7,7,1,11957,3585,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+1320,0.0,0,486625.70666666667,16,16,1,13569,2956,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1321,0.0,0,1516382.4,20,20,0,12431,4069,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+1322,0.0,0,581534.6285714286,19,19,2,8990,2471,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+1323,390.5,1,656040.0,15,15,1,9690,2526,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1324,294.1,1,838773.2000000001,23,23,0,9721,3335,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+1325,0.0,0,308187.3066666667,8,8,1,6101,3591,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1326,0.0,0,115826.88,21,21,3,10848,2193,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+1327,0.0,0,103237.5,12,12,0,11608,2805,Mid-term,Unknown,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+1328,0.0,0,1752038.3999999997,24,24,2,5122,3596,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+1329,0.0,0,196772.4,21,21,1,8362,2961,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1330,0.0,0,635577.9047619049,16,16,1,1051,3514,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1331,280.3066666666667,1,163699.09333333332,4,4,1,5980,3796,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1332,0.0,0,172970.66666666666,25,25,1,10647,2033,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1333,0.0,0,2928664.0,25,25,1,3171,5179,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1334,0.0,0,663332.88,21,21,1,12079,3270,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1335,165.84761904761908,1,99840.26666666668,7,7,1,2321,2115,Short-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1336,0.0,0,293698.7428571429,22,22,1,5818,2185,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1337,0.0,0,930298.4228571428,18,18,2,11714,3564,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1338,0.0,0,965268.4,19,19,1,8717,3357,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1339,0.0,0,324727.92000000004,9,9,1,9264,3264,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1340,0.0,0,571374.0800000001,17,17,1,11349,2436,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1341,179.63809523809525,1,470651.8095238096,20,20,1,14702,2214,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1342,275.3183333333334,1,254118.82166666677,13,13,0,9782,2661,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+1343,0.0,0,1120605.2000000002,21,21,2,14179,3074,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1344,0.0,0,336762.2761904762,13,13,1,4418,3523,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1345,0.0,0,459130.32,22,22,1,9551,3382,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1346,0.0,0,1154785.8,21,21,2,2077,2221,Short-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,True,False,False,False,True
+1347,0.0,0,32934.4,20,20,2,8594,2331,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1348,0.0,0,945705.4666666668,17,17,1,3967,2890,Short-term,European,NOTICE,WEB,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+1349,1487.2666666666669,1,3498051.2,21,21,1,10482,3972,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1350,277.1466666666667,1,636051.6000000001,17,17,1,16203,2345,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1351,217.09333333333336,1,191476.32,18,18,1,7115,3149,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1352,0.0,0,766713.6000000001,17,17,1,9186,3713,Mid-term,English,NOTICE,IT,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1353,213.148,1,348283.83200000005,19,19,1,16873,2605,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1354,0.0,0,95292.49600000004,23,23,1,10848,3645,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1355,304.01,1,657573.63,21,21,1,9916,2705,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1356,0.0,0,122572.80000000002,6,6,1,12065,2420,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1357,0.0,0,262469.80000000005,17,17,1,9186,4646,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1358,0.0,0,430008.76,19,19,1,3291,3315,Short-term,Unknown,NOTICE,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1359,0.0,0,176299.7333333333,16,16,1,9295,2114,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+1360,0.0,0,403035.28571428574,26,26,0,9674,1742,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+1361,0.0,0,503163.96,15,15,1,5464,3516,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+1362,458.21333333333337,1,1162945.44,18,18,1,6347,5617,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+1363,149.73333333333335,1,264728.5333333334,17,17,1,17831,2000,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1364,0.0,0,190020.00000000003,15,15,1,7464,3088,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1365,0.0,0,293625.90400000004,22,22,1,9021,2987,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1366,0.0,0,117187.38095238096,10,10,0,9462,3094,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+1367,0.0,0,1001996.16,22,22,2,13069,2972,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+1368,0.0,0,1250455.142857143,19,19,1,11090,4179,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1369,0.0,0,120365.71428571428,16,16,2,17299,2724,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1370,0.0,0,111956.1142857143,23,23,1,11151,3833,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1371,0.0,0,260546.88,22,22,2,7355,2764,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+1372,0.0,0,166552.10000000003,19,19,1,10953,3018,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+1373,0.0,0,295248.00000000006,18,18,2,5749,4285,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,True,False,True
+1374,0.0,0,245335.168,12,12,1,7747,3566,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1375,181.75238095238092,1,76336.0,15,15,2,15548,2229,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1376,0.0,0,439637.9428571429,16,16,1,8455,2554,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1377,0.0,0,70836.48,8,8,2,12674,1983,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+1378,0.0,0,548416.0,16,16,1,4181,3585,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1379,176.14666666666668,1,402671.28,18,18,2,9752,2730,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+1380,0.0,0,1722889.1679999998,22,22,3,9096,3046,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,True,False,True
+1381,182.4666666666667,1,394128.00000000006,16,16,1,1249,2795,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1382,235.12380952380957,1,489057.5238095239,16,16,1,14299,2611,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1383,0.0,0,583290.4,21,21,1,8427,4272,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1384,0.0,0,551869.4400000001,18,18,1,12551,3499,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+1385,0.0,0,141338.51666666666,7,7,0,3690,3256,Short-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+1386,0.0,0,83183.53333333333,10,10,2,13495,2524,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+1387,0.0,0,595042.56,18,18,1,10086,3948,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1388,266.3809523809524,1,450450.1904761905,19,19,1,10222,2835,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1389,0.0,0,746701.7142857144,15,15,2,2291,3404,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,True,False,False,False,False,False,True
+1390,0.0,0,930000.24,21,21,1,8686,3013,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1391,0.0,0,89033.00000000001,23,23,0,9509,3568,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+1392,0.0,0,610113.2266666668,17,17,1,8441,3409,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1393,209.0053333333333,1,87782.24,14,14,1,10526,2572,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1394,0.0,0,850673.5714285716,13,13,2,14483,3598,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,True,False,False,False,False,False,True
+1395,205.20685714285716,1,56637.09257142857,23,23,2,14650,1869,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+1396,0.0,0,235338.1714285714,18,18,1,11851,2694,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1397,0.0,0,182372.4,18,18,1,11196,3890,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1398,0.0,0,877404.0000000001,20,20,1,10208,3530,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1399,0.0,0,807676.182857143,18,18,2,13008,5191,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+1400,519.9,1,468949.8,11,11,1,19901,3055,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1401,0.0,0,1559423.1466666672,16,16,1,17892,3184,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1402,0.0,0,7557916.800000002,24,24,1,2283,3120,Short-term,English,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+1403,0.0,0,101355.0,6,6,1,8792,3693,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1404,244.5904761904762,1,651589.0285714286,18,18,1,12765,2679,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1405,216.41904761904763,1,544510.3238095238,17,17,1,10161,2120,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1406,0.0,0,364901.3333333333,19,19,1,10909,2439,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1407,0.0,0,65307.2,17,17,1,4960,3221,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1408,0.0,0,21708.13333333333,11,11,1,8778,2947,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1409,0.0,0,798609.0666666668,20,20,2,9096,2892,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+1410,0.0,0,187749.64,13,13,1,12108,2516,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1411,378.7809523809524,1,245450.05714285717,18,18,1,6869,3641,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1412,0.0,0,622406.4,20,20,1,2369,2191,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1413,0.0,0,205739.2380952381,19,19,1,11714,3314,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1414,0.0,0,56109.386666666665,4,4,3,5652,2505,Short-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+1415,0.0,0,458611.04,17,17,1,10953,2913,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1416,0.0,0,257762.4,6,6,1,15353,3021,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1417,255.75238095238095,1,219947.04761904763,20,20,2,17678,2759,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+1418,479.0933333333333,1,189720.96,22,22,1,16431,3568,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1419,0.0,0,115208.192,16,16,2,2275,2323,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,True,False,False,False,False,False,False,True
+1420,0.0,0,343646.16,22,22,1,8639,3516,Mid-term,European,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,True,False,False
+1421,0.0,0,771503.5714285715,25,25,2,12323,2882,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1422,218.68571428571428,1,368048.0571428571,17,17,1,16614,2494,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1423,176.68,1,452300.8000000001,20,20,1,13814,2735,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1424,0.0,0,149080.74666666667,4,4,1,10312,2490,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1425,298.80933333333337,1,352595.01333333337,20,20,1,14530,3280,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1426,477.8057142857143,1,331119.36,21,21,3,17132,3121,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+1427,0.0,0,18841.0,1,1,0,13241,2786,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+1428,0.0,0,116692.8,18,18,1,14452,3297,Long-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+1429,0.0,0,75342.5523809524,10,10,1,18014,2359,Long-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1430,427.6666666666667,1,198865.0,15,15,0,16814,2328,Long-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+1431,334.25600000000003,1,246680.928,9,9,2,4254,3559,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+1432,279.6904761904762,1,70761.69047619047,11,11,0,16203,2530,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+1433,0.0,0,93342.08,16,16,2,5890,2458,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+1434,0.0,0,60973.27999999999,19,19,3,11074,1368,Mid-term,Asian,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+1435,0.0,0,996711.0833333334,5,5,0,11957,2733,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+1436,0.0,0,240171.42857142852,6,6,1,8686,3476,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+1437,97.12,1,206380.0,17,17,1,15548,1921,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1438,508.23333333333335,1,297316.5,13,13,1,10647,3008,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1439,0.0,0,645901.7760000001,18,18,1,10739,4549,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1440,564.6333333333333,1,162614.4,18,18,1,9537,3239,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1441,0.0,0,45988.740000000005,15,15,1,9478,3564,Mid-term,Unknown,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1442,0.0,0,1237090.19,23,23,1,8778,3761,Mid-term,European,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1443,308.06666666666666,1,651869.0666666667,23,23,2,19962,2188,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,True,False,False,False,False,False,False,False,True
+1444,297.66666666666663,1,158358.66666666666,7,7,0,14879,2633,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+1445,0.0,0,470469.6,18,18,1,10953,2090,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1446,0.0,0,286009.60000000003,16,16,1,12551,2292,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1447,351.3714285714286,1,44272.8,3,3,2,10281,3445,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+1448,0.0,0,287434.28571428574,18,18,1,12796,2452,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1449,0.0,0,80888.32,19,19,1,18244,2742,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1450,0.0,0,385591.57333333336,19,19,2,9721,2629,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+1451,299.81333333333333,1,215865.6,18,18,1,10587,3996,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1452,0.0,0,1527844.5000000002,15,15,1,14087,3982,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1453,0.0,0,364697.6,20,20,1,7011,2871,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1454,2839.2000000000003,1,3935131.2000000007,11,11,1,13069,3833,Mid-term,English,NOTICE,WEB,500+,Standard,True,True,False,False,False,False,False,False,False,False,True
+1455,0.0,0,525501.2533333333,20,20,1,9309,2860,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1456,0.0,0,1539921.4133333336,14,14,1,9234,2642,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1457,0.0,0,414069.0,21,21,0,9126,2565,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+1458,0.0,0,884964.0000000001,18,18,1,6095,3356,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1459,0.0,0,136776.00000000003,15,15,1,8761,4038,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1460,0.0,0,3018685.8000000003,15,15,2,2929,3707,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+1461,0.0,0,208645.20000000004,15,15,1,12824,3564,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1462,0.0,0,245723.5,30,30,0,10420,2487,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+1463,0.0,0,345445.33333333326,19,19,1,8311,2256,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1464,0.0,0,3655186.773333333,22,22,1,11486,2971,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+1465,0.0,0,140013.33333333337,7,7,1,16491,2360,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1466,132.35,1,250141.5,15,15,0,10208,2010,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,False
+1467,0.0,0,945612.8,24,24,1,9537,3448,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1468,0.0,0,424537.6,16,16,2,3104,2524,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+1469,0.0,0,156443.42857142858,24,24,1,5178,3262,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1470,149.15333333333336,1,144529.58000000002,17,17,1,14664,2101,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1471,0.0,0,45562.62857142858,18,18,1,3446,2576,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1472,0.0,0,1877183.0628571424,22,22,3,13555,5052,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,True,False,False,True
+1473,0.0,0,26588.19428571429,3,3,1,8355,3147,Mid-term,English,AUTO RENEW,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1474,0.0,0,230852.57142857145,18,18,1,12445,2409,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1475,0.0,0,190554.00000000003,15,15,1,11592,1927,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1476,0.0,0,250509.65333333335,14,14,1,8503,2688,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1477,0.0,0,230055.46666666667,16,16,1,11895,3603,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1478,0.0,0,7473460.000000001,25,25,2,10039,3082,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,True,False,True
+1479,0.0,0,317874.16000000003,17,17,1,8761,2284,Mid-term,English,NOTICE,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1480,723.3893333333334,1,1388907.5200000005,16,16,1,9857,3775,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1481,0.0,0,2947120.0,22,22,1,11912,2540,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+1482,0.0,0,381701.76,16,16,2,10557,3393,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1483,0.0,0,552902.28,21,21,1,10573,2760,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1484,0.0,0,6829155.666666666,14,14,0,8792,3720,Mid-term,English,NOTICE,WEB,500+,Standard,False,True,False,False,False,False,False,False,False,False,False
+1485,196.4952380952381,1,202193.60000000003,21,21,1,15718,2335,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1486,0.0,0,408249.3333333334,20,20,1,2226,2725,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1487,0.0,0,131785.7142857143,9,9,0,8413,2046,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+1488,211.56571428571428,1,52045.16571428571,6,6,1,16326,2093,Long-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1489,0.0,0,1004506.5599999998,18,18,2,9295,3249,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+1490,0.0,0,2313333.12,8,8,2,8778,4283,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+1491,0.0,0,608038.0,19,19,1,12278,3111,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1492,0.0,0,551097.7866666667,19,19,1,9278,3193,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1493,203.3333333333333,1,51239.99999999999,4,4,0,20556,2092,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+1494,509.8080000000001,1,229413.60000000003,15,15,1,10039,2934,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1495,0.0,0,3234093.866666667,19,19,1,12079,4887,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+1496,0.0,0,704564.6666666666,29,29,1,11227,2735,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,False
+1497,0.0,0,1007359.6952380954,23,23,2,9370,3218,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,True,True
+1498,0.0,0,624923.28,18,18,2,11728,3447,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,True,True
+1499,243.69047619047615,1,202750.47619047615,8,8,0,9660,2324,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+1500,0.0,0,364616.64,18,18,2,5580,2847,Short-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,True,True
+1501,578.9333333333333,1,1556172.7999999998,24,24,1,1843,3297,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1502,0.0,0,534959.04,22,22,3,12765,2902,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,True,True
+1503,124.89333333333336,1,418392.6666666667,25,25,1,14500,2205,Long-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1504,174.74285714285713,1,310343.3142857143,16,16,1,14347,2179,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1505,0.0,0,295777.8857142857,19,19,2,14695,2498,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+1506,0.0,0,1304305.92,19,19,1,10604,3367,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1507,0.0,0,377881.6,12,12,1,4102,2941,Short-term,English,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+1508,0.0,0,239805.6266666667,10,10,1,10055,2513,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1509,282.2133333333333,1,220126.4,15,15,1,17259,2371,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1510,213.1619047619048,1,195682.6285714286,18,18,1,21986,2454,Long-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1511,0.0,0,231067.2,23,23,1,11288,2646,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1512,0.0,0,142448.0,15,15,1,8686,5788,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1513,154.0761904761905,1,179652.83809523814,22,22,1,17586,2031,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1514,190.6095238095238,1,228731.42857142852,15,15,1,5700,2292,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1515,0.0,0,133779.90476190473,11,11,1,15534,2511,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1516,0.0,0,526348.8,16,16,2,10725,2590,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,True,False,False,False,False,False,False,False,True
+1517,190.85733333333332,1,268727.12533333333,16,16,2,14622,3718,Long-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+1518,0.0,0,1203890.1333333335,26,26,1,9172,4412,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1519,0.0,0,116862.72000000002,15,15,1,11714,2205,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1520,221.63809523809525,1,581800.0000000001,21,21,3,15047,2515,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+1521,214.88,1,357990.0800000001,17,17,1,17405,2026,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1522,0.0,0,686604.6857142858,18,18,1,11012,3013,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1523,0.0,0,400482.1142857143,17,17,1,8686,2960,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1524,0.0,0,507471.3428571428,9,9,1,10842,3629,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1525,296.4247619047619,1,142283.88571428572,5,5,1,9735,2561,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1526,0.0,0,916619.9466666668,16,16,1,1762,3963,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1527,0.0,0,485858.88,18,18,1,11592,3164,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1528,0.0,0,809491.2,9,9,1,8778,5773,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1529,0.0,0,656142.9333333333,10,10,2,4454,1802,Short-term,English,AUTO RENEW,WEB,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+1530,0.0,0,456884.13333333336,19,19,2,7143,2820,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+1531,0.0,0,762464.9142857144,16,16,1,10343,3533,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1532,0.0,0,292241.06666666665,16,16,1,12065,2959,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1533,0.0,0,86266.51428571428,19,19,1,12065,2282,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+1534,888.5333333333334,1,241681.06666666668,8,8,2,13600,2746,Mid-term,English,NOTICE,PHONE,101-500,Premier,True,True,True,False,False,False,False,False,False,False,True
+1535,0.0,0,275649.2,15,15,1,12323,1858,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1536,0.0,0,256499.2,16,16,2,11050,2247,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+1537,0.0,0,893892.2666666667,20,20,1,11639,3526,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1538,0.0,0,80665.20000000001,6,6,1,3310,2714,Short-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+1539,0.0,0,467200.00000000006,24,24,1,9295,2521,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1540,417.0833333333333,1,53386.66666666666,4,4,0,17952,2293,Long-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,False
+1541,0.0,0,139524.41904761907,19,19,1,14438,2123,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1542,230.05714285714285,1,200149.71428571423,15,15,1,18682,2575,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1543,0.0,0,348571.4285714286,8,8,2,13404,3486,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+1544,0.0,0,446476.8000000001,18,18,1,5842,3235,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1545,0.0,0,49137.12761904763,4,4,1,8639,3043,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1546,0.0,0,1053754.8,21,21,2,10756,3373,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+1547,0.0,0,221606.91666666663,11,11,0,11165,2361,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+1548,0.0,0,293586.8,5,5,1,9172,3891,Mid-term,English,AUTO RENEW,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1549,0.0,0,288201.76,12,12,1,12810,2577,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1550,1127.256,1,913077.36,15,15,2,16583,3886,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+1551,0.0,0,250253.14285714284,18,18,0,12217,2738,Mid-term,Asian,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+1552,0.0,0,160893.18095238094,17,17,1,8792,2921,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1553,0.0,0,521508.00000000006,20,20,1,3662,2295,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1554,0.0,0,1546105.6,20,20,2,12200,3463,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1555,0.0,0,688935.6799999999,24,24,1,5621,2635,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1556,0.0,0,1080009.066666667,20,20,2,10770,4032,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+1557,0.0,0,867753.6,14,14,2,11074,3928,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1558,331.8342857142857,1,156957.61714285714,11,11,1,9843,2756,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1559,135.58666666666667,1,36608.4,15,15,1,19047,2315,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1560,0.0,0,606037.1200000001,23,23,1,5322,2223,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1561,0.0,0,59869.25714285715,3,3,1,11415,3392,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1562,0.0,0,1295390.7200000002,15,15,1,10800,3224,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1563,0.0,0,182328.05333333332,23,23,1,12065,3062,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1564,0.0,0,782221.44,21,21,1,5654,3593,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1565,0.0,0,1130288.64,13,13,1,8200,4017,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1566,0.0,0,461439.580952381,23,23,1,10587,2228,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1567,0.0,0,72775.00533333335,13,13,2,12657,3520,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+1568,0.0,0,143223.84000000003,9,9,1,5675,2989,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1569,0.0,0,457157.6533333334,22,22,2,10404,4055,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+1570,0.0,0,287244.5714285714,20,20,1,9370,2336,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1571,0.0,0,1345774.906666667,20,20,1,13600,5306,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1572,0.0,0,1286107.6800000002,21,21,1,10604,3671,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1573,366.9813333333334,1,867176.8906666668,17,17,1,4310,2371,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1574,539.6800000000001,1,259046.40000000005,20,20,1,5098,3689,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1575,0.0,0,749548.8,21,21,1,9096,3464,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1576,378.8933333333334,1,1161686.9600000002,21,21,1,16644,4805,Long-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1577,191.73333333333332,1,456325.3333333334,20,20,1,14544,2301,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1578,0.0,0,328846.13333333336,5,5,1,10831,5476,Mid-term,Asian,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1579,0.0,0,1504245.6,27,27,1,10267,3120,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1580,0.0,0,457114.9714285714,18,18,1,9478,2148,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1581,0.0,0,951651.0,18,18,1,10117,2687,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1582,0.0,0,55610.880000000005,12,12,1,11530,2751,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1583,350.21714285714285,1,994616.6857142856,20,20,2,16097,3018,Long-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1584,0.0,0,172911.42857142855,10,10,1,8717,3680,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,False
+1585,0.0,0,98764.9,17,17,1,3483,2042,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1586,0.0,0,1571479.2000000002,6,6,1,9096,3581,Mid-term,English,NOTICE,WEB,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+1587,0.0,0,991547.8095238096,20,20,1,20831,5424,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1588,805.9839999999999,1,1334709.504,12,12,2,14702,4365,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1589,0.0,0,532883.3142857143,15,15,2,10984,5440,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1590,0.0,0,2603178.6666666665,16,16,1,7366,3009,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+1591,0.0,0,718530.4761904763,22,22,1,11561,3114,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1592,0.0,0,1020407.52,22,22,1,8943,3325,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1593,0.0,0,924775.6,19,19,1,14330,3299,Long-term,English,NOTICE,WEB,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+1594,0.0,0,557346.24,22,22,1,7484,3328,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1595,310.0761904761905,1,595346.2857142858,15,15,1,10208,3149,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1596,0.0,0,317897.28,17,17,2,9051,6244,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+1597,252.7238095238096,1,386667.42857142864,15,15,1,15657,2738,Long-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+1598,0.0,0,869992.1000000001,37,37,0,9278,2245,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+1599,0.0,0,609386.96,13,13,1,8594,3621,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1600,0.0,0,470846.88000000006,21,21,2,10848,2748,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+1601,0.0,0,784970.9226666667,16,16,2,8472,2636,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1602,0.0,0,24223.95733333333,7,7,1,11742,2530,Mid-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1603,0.0,0,1135895.8000000005,17,17,1,11714,3190,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1604,343.7142857142858,1,109301.14285714288,6,6,1,10281,3390,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1605,0.0,0,46623.36,16,16,1,4407,2347,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1606,512.4666666666667,1,301330.4,7,7,0,10319,3025,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+1607,0.0,0,503100.0000000001,21,21,1,12718,2394,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1608,359.4066666666667,1,698686.56,18,18,1,10298,3757,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1609,0.0,0,140216.00000000003,15,15,1,10848,3319,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1610,0.0,0,270382.0,15,15,2,2568,3308,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+1611,0.0,0,985674.6666666667,28,28,2,8441,3022,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+1612,233.7866666666667,1,466404.4,15,15,2,9735,2123,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,True,False,False,False,True
+1613,0.0,0,594279.0186666667,22,22,1,13861,2491,Mid-term,Unknown,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1614,0.0,0,127149.6,21,21,3,8943,2326,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,True,False,False,False,True
+1615,225.04,1,445579.2,22,22,1,16539,3230,Long-term,European,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1616,0.0,0,3903472.906666668,22,22,1,10543,3964,Mid-term,English,AUTO RENEW,PHONE,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+1617,0.0,0,782039.2533333334,14,14,1,10039,4034,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1618,0.0,0,468280.8000000001,21,21,2,13692,2975,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+1619,0.0,0,1317363.3333333335,25,25,2,9051,3272,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+1620,0.0,0,1073334.8571428573,20,20,1,8792,3597,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1621,325.02857142857147,1,494043.42857142864,20,20,1,10298,3256,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1622,0.0,0,1555840.0000000002,20,20,3,4208,3329,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+1623,0.0,0,254387.2,7,7,2,9065,3211,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+1624,0.0,0,71356.5,3,3,1,11029,2534,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,False
+1625,0.0,0,2370384.0,16,16,1,10373,3173,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+1626,0.0,0,389057.604,19,19,1,10848,2305,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1627,0.0,0,372827.00000000006,15,15,1,12125,2078,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1628,219.13333333333333,1,165664.80000000002,21,21,1,9947,3170,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1629,0.0,0,624960.0000000001,24,24,1,11335,1984,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1630,0.0,0,225411.42857142852,20,20,2,13114,2721,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+1631,190.2209523809524,1,62202.25142857142,3,3,1,3185,1975,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1632,246.896,1,430586.624,16,16,2,9172,1899,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1633,393.6380952380953,1,718783.161904762,22,22,1,15412,3747,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1634,0.0,0,2118120.0,30,30,1,8717,3336,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1635,0.0,0,225776.72,21,21,1,13465,1882,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1636,0.0,0,148028.4,18,18,1,12247,2222,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1637,0.0,0,1236185.6,21,21,1,1817,3313,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1638,266.708,1,602760.0800000001,20,20,1,5769,3027,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1639,0.0,0,432971.21904761903,17,17,1,9112,4020,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1640,0.0,0,1005582.8571428572,20,20,1,12018,3595,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1641,325.208,1,295614.07200000004,9,9,1,4912,2207,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+1642,0.0,0,181238.8571428572,5,5,1,9004,2940,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1643,0.0,0,641894.4,21,21,1,9021,3208,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1644,0.0,0,293506.28571428574,15,15,1,11213,1943,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1645,0.0,0,553207.2000000001,21,21,1,11957,2736,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1646,0.0,0,108455.01333333334,10,10,1,15322,3439,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1647,176.81333333333333,1,501796.24,22,22,1,5175,2737,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1648,0.0,0,642412.8,24,24,1,11074,2369,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1649,541.1200000000001,1,1038409.2800000004,19,19,4,9660,3235,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,True,False,False,False,False,True,False,True
+1650,0.0,0,428650.16666666674,5,5,2,10587,3489,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+1651,0.0,0,428650.16666666674,5,16,2,10587,2952,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+1652,0.0,0,688531.2,16,16,2,12079,3114,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1653,0.0,0,115102.4,6,6,1,8413,3732,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1654,0.0,0,1628408.0,24,24,1,10373,2843,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1655,0.0,0,302971.6114285714,19,19,2,9112,3216,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1656,0.0,0,285009.504,24,24,1,1456,3101,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1657,0.0,0,785499.4285714286,18,18,1,6981,3098,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1658,460.2,1,423384.0,20,20,1,10039,3463,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1659,0.0,0,639550.56,22,22,2,8806,3449,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+1660,252.13333333333333,1,162626.0,15,15,1,9599,2217,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1661,0.0,0,333555.2,23,23,1,8929,3176,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1662,215.86666666666667,1,543984.0000000001,20,20,1,7964,2473,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1663,378.6333333333333,1,234752.66666666663,20,20,0,10069,2477,Mid-term,Unknown,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+1664,0.0,0,260125.32,21,21,1,2543,3714,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1665,0.0,0,719831.04,18,18,1,11213,2953,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1666,0.0,0,134908.80000000002,18,18,1,4587,2845,Short-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1667,165.60000000000002,1,417312.0,18,18,1,14391,2113,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1668,0.0,0,326373.12,9,9,2,9874,3190,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1669,0.0,0,96122.88,18,18,1,11227,3204,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1670,0.0,0,411367.7333333334,19,19,1,11714,1934,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1671,843.8000000000001,1,459027.2,17,17,2,9492,2654,Mid-term,Asian,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+1672,0.0,0,202362.16000000003,19,19,1,9309,3468,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1673,0.0,0,398136.1333333334,23,23,1,10496,5590,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1674,0.0,0,101418.66666666666,16,16,0,8778,3198,Mid-term,European,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+1675,525.4228571428572,1,938405.2228571428,19,19,3,21317,3823,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+1676,0.0,0,883780.1142857143,19,19,2,4230,3063,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1677,290.89523809523814,1,89013.94285714286,17,17,1,15395,3011,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1678,0.0,0,38673.600000000006,10,10,1,11742,3126,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1679,210.95238095238096,1,125305.7142857143,11,11,1,18303,2438,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1680,0.0,0,668985.0514285715,16,16,1,14483,3737,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1681,111.232,1,170518.656,21,21,2,16309,1875,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+1682,0.0,0,913731.3640000002,21,21,1,10739,3428,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1683,0.0,0,438432.50000000006,15,15,1,12431,1730,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1684,0.0,0,1585061.5733333332,22,22,1,10862,3092,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1685,100.6,1,61567.2,6,6,1,17193,1956,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1686,0.0,0,170553.14285714287,20,20,1,9248,1980,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1687,0.0,0,512822.08,6,6,1,9916,3923,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1688,0.0,0,41359.36,6,6,1,13770,2187,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1689,456.4361904761905,1,1013288.3428571428,20,20,1,11257,3443,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1690,160.05714285714288,1,114280.80000000002,17,17,1,15596,2074,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1691,0.0,0,1556271.0799999998,21,21,1,10239,3464,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1692,0.0,0,42140.28,14,14,0,10343,2507,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,False
+1693,0.0,0,118979.04761904763,16,16,1,8670,3591,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1694,0.0,0,1604564.0000000002,20,20,2,2177,3711,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+1695,204.528,1,404147.328,19,19,2,16828,2671,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+1696,0.0,0,1917168.0,22,22,1,8625,3900,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1697,0.0,0,277646.7199999999,24,24,1,8717,2266,Mid-term,English,AUTO RENEW,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+1698,0.0,0,762232.7440000002,21,21,1,8929,2845,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1699,0.0,0,395804.9333333334,11,11,1,2437,3760,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1700,0.0,0,586559.6038095239,19,19,1,5496,2196,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1701,0.0,0,914420.5714285716,15,15,1,10647,4972,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1702,0.0,0,1113863.4,21,21,1,6799,3304,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1703,0.0,0,2578576.0000000005,26,26,4,8441,1850,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,True,True,True,False,False,True
+1704,246.01904761904763,1,663759.3904761905,19,19,1,17770,2690,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1705,0.0,0,414324.3000000001,23,23,1,9157,2818,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1706,0.0,0,3285577.533333333,19,19,1,3907,3402,Short-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+1707,0.0,0,97012.03809523812,22,22,1,11804,2785,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1708,232.8,1,557323.2,19,19,1,18228,1880,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1709,0.0,0,561610.0000000001,21,21,1,9339,3626,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1710,414.19047619047615,1,800216.0,21,21,1,14848,3895,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1711,0.0,0,143697.92,16,16,2,8656,2842,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+1712,0.0,0,269863.19999999995,18,18,1,8858,2309,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1713,0.0,0,316277.86666666664,8,8,0,8618,3718,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+1714,0.0,0,67963.68800000001,13,13,1,4366,2137,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1715,0.0,0,146217.59999999998,15,15,1,8594,2313,Mid-term,Asian,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1716,0.0,0,176154.00000000003,15,15,1,8973,3477,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1717,0.0,0,413934.00000000006,9,9,0,8441,3405,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+1718,334.2857142857143,1,94268.57142857143,3,3,0,9964,2843,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+1719,0.0,0,1271350.0799999998,18,18,3,8303,3502,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+1720,0.0,0,178521.42857142858,10,10,0,3364,2064,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+1721,0.0,0,701114.4,28,28,0,9356,2825,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+1722,0.0,0,1149346.1,15,15,1,8455,3102,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1723,0.0,0,269048.7428571428,13,13,1,13617,2631,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1724,132.17333333333335,1,253640.62666666668,19,19,1,10312,2280,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1725,0.0,0,57074.28571428571,20,20,1,12231,2631,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1726,0.0,0,897169.3714285714,18,18,2,18456,3216,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1727,0.0,0,447907.5,17,17,1,9295,3324,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1728,0.0,0,88832.0,20,20,1,9903,2063,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1729,0.0,0,516865.20000000007,15,15,1,4916,3483,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1730,0.0,0,273480.0,18,18,1,14848,2171,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+1731,0.0,0,534898.8571428572,19,19,1,9143,2696,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1732,0.0,0,389180.8,20,20,1,8959,2674,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1733,0.0,0,699174.3,17,17,1,12657,2628,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1734,0.0,0,769706.6666666665,22,22,1,8639,4061,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1735,0.0,0,959116.9523809524,20,20,1,9004,4079,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1736,0.0,0,959116.9523809524,20,20,1,9004,2424,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1737,0.0,0,737990.6560000001,16,16,1,10848,2640,Mid-term,English,AUTO RENEW,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1738,0.0,0,901430.8333333334,13,13,0,8858,2549,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+1739,0.0,0,1106194.6666666667,25,25,1,4325,2931,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1740,0.0,0,300666.8571428572,15,15,1,8427,2335,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1741,0.0,0,744279.6666666666,14,14,0,17071,3280,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+1742,0.0,0,93505.1,13,13,0,9295,4392,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+1743,0.0,0,274084.2,5,5,1,8761,4312,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1744,0.0,0,105006.16,3,3,2,11714,2215,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1745,0.0,0,223543.32,11,11,1,11714,2705,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1746,635.1,1,950109.6,22,22,1,16066,3527,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1747,0.0,0,375093.33333333343,14,14,1,8656,2773,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1748,0.0,0,132475.2,22,22,1,11530,2296,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1749,0.0,0,89073.87999999999,21,21,2,12765,3481,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+1750,0.0,0,240182.8,19,19,1,21409,1922,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1751,0.0,0,25121.52380952381,8,8,0,2271,2052,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+1752,0.0,0,208142.8571428572,20,20,2,13434,3910,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+1753,0.0,0,139440.21333333335,16,16,1,9537,2183,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1754,275.77333333333337,1,827320.0000000001,20,20,2,15838,2447,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+1755,0.0,0,60615.62000000001,1,1,0,11335,3507,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+1756,0.0,0,319491.4666666667,13,13,0,8517,3114,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+1757,0.0,0,129789.76,6,6,1,2942,3840,Short-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1758,331.4333333333334,1,145830.6666666667,22,22,1,19809,2284,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1759,0.0,0,192399.2,17,17,1,9224,2858,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1760,0.0,0,102456.68571428572,9,9,1,10465,3476,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1761,197.2761904761905,1,340893.2571428572,16,16,1,18835,2340,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1762,0.0,0,570728.3523809524,23,23,1,10543,3245,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1763,0.0,0,766549.3333333334,20,20,1,9523,3568,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1764,375.02857142857147,1,564042.9714285715,16,16,1,9857,3614,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1765,0.0,0,143819.0,25,25,1,11804,2896,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1766,0.0,0,325481.14285714284,9,9,1,10953,2846,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1767,0.0,0,1653573.6,9,9,3,11349,3843,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,True,False,False,False,False,False,True,False,True
+1768,0.0,0,2300324.0000000005,13,13,2,11104,2874,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,True,False,False,False,False,False,False,False,True
+1769,0.0,0,233046.66666666663,10,10,0,3148,2395,Short-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+1770,104.68,1,4187.200000000001,4,4,1,13770,1998,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1771,432.9371428571429,1,697028.8,14,14,1,10281,3313,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1772,207.6533333333333,1,38831.17333333333,17,17,1,4281,1989,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+1773,0.0,0,207136.9142857143,22,22,1,13083,2332,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1774,206.4895238095238,1,198229.9428571429,16,16,2,14149,2065,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+1775,584.8000000000001,1,233920.00000000003,16,16,1,9721,3920,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1776,0.0,0,3445977.6,13,13,1,8717,3246,Mid-term,European,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+1777,0.0,0,0.0,18,18,1,9309,1441,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1778,0.0,0,324932.5714285714,10,10,1,8973,2969,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1779,289.1333333333334,1,850052.0000000001,21,21,2,17436,2111,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+1780,168.93333333333337,1,266914.66666666674,20,20,1,18289,2137,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1781,0.0,0,408424.32000000007,24,24,2,12612,2635,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1782,0.0,0,189992.8,15,15,1,10709,2306,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+1783,0.0,0,370170.6666666667,20,20,1,6057,3842,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1784,0.0,0,55718.880000000005,21,21,1,11274,3190,Mid-term,English,NOTICE,WEB,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+1785,237.38,1,34894.86,1,1,1,3162,2796,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1786,0.0,0,909383.4285714284,19,19,1,8990,3565,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1787,108.36190476190475,1,140437.02857142856,9,9,1,16529,1703,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1788,0.0,0,784438.1257142858,16,16,3,9295,3525,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,True,False,False,False,False,False,True,False,True
+1789,0.0,0,936041.08,17,17,2,10848,3209,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+1790,0.0,0,645971.92,22,22,1,14848,3089,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1791,0.0,0,34766.922666666665,23,23,2,12749,2009,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,True,False,False,False,False,False,False,False,True
+1792,0.0,0,557586.6666666667,8,8,1,3041,3740,Short-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+1793,137.48,1,69289.91999999998,6,6,2,15487,2334,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+1794,0.0,0,421725.3333333333,22,22,1,9264,3424,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1795,0.0,0,349311.2,19,19,2,13555,2893,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,True,False,False,False,False,True
+1796,0.0,0,1820475.0,35,35,2,8700,3598,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,True,True,False,False,False,False,False,False
+1797,0.0,0,470345.92,22,22,1,9021,3255,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1798,2053.866666666667,1,2010735.4666666663,11,11,1,1873,3029,Short-term,English,NOTICE,WEB,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+1799,0.0,0,102647.00160000002,18,18,3,11151,2628,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,True,False,True
+1800,276.1333333333333,1,1028596.6666666666,25,25,1,10208,2340,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1801,0.0,0,196439.04,18,18,1,10756,2478,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1802,257.02857142857147,1,519197.7142857144,20,20,1,9613,2343,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1803,0.0,0,420629.5428571429,17,17,1,10817,2368,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1804,0.0,0,301239.4171428572,17,17,2,11592,2912,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+1805,187.49466666666663,1,338427.8733333333,19,19,1,15718,2403,Long-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1806,687.7866666666667,1,993851.7333333336,17,17,1,9721,3093,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1807,0.0,0,1039251.6,18,18,1,4240,3810,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1808,0.0,0,333028.5,7,7,1,8455,4019,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1809,0.0,0,126092.21333333332,7,7,1,13526,3679,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1810,303.24,1,368739.84,19,19,1,15883,2700,Long-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1811,0.0,0,248660.7066666667,5,5,2,10404,2421,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+1812,0.0,0,1221575.0976,22,22,3,10526,2339,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+1813,0.0,0,317691.42857142864,8,8,1,8455,2824,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1814,0.0,0,5245895.2,24,24,1,9004,3920,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+1815,0.0,0,577399.3333333333,13,13,1,7272,1996,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+1816,0.0,0,294426.4,17,17,2,9264,3882,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+1817,0.0,0,215776.4266666667,16,16,2,11074,2930,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,True,True
+1818,275.4666666666667,1,440746.66666666674,20,20,1,10647,2901,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1819,105.4857142857143,1,185127.42857142855,15,15,1,17648,1682,Long-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1820,0.0,0,173744.85333333336,14,14,1,5455,3195,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1821,0.0,0,34349.7142857143,5,5,1,4719,2820,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1822,277.05600000000004,1,779081.4720000001,19,19,2,12916,2199,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1823,234.8,1,216955.2,21,21,1,9599,2609,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1824,0.0,0,118335.36000000002,18,18,1,9051,4221,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+1825,397.0238095238095,1,309678.5714285714,20,20,0,10131,3203,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+1826,0.0,0,194726.4,18,18,1,8778,2185,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1827,0.0,0,577642.56,19,19,3,8929,3284,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,True,True,False,False,False,False,False,False,True
+1828,0.0,0,318111.2,14,14,1,11394,2393,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1829,0.0,0,201944.74666666667,22,22,2,8806,3958,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+1830,0.0,0,391265.33333333326,13,13,1,9096,4008,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1831,0.0,0,102121.90476190476,22,22,1,5945,2590,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1832,0.0,0,1763264.6,19,19,1,9309,4350,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1833,0.0,0,424828.0053333333,17,17,1,9065,2594,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1834,0.0,0,119980.11428571428,18,18,1,13053,2184,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+1835,0.0,0,270135.0,18,18,2,2425,2292,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+1836,0.0,0,946020.32,21,21,1,2140,3102,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1837,0.0,0,518462.5904761905,19,19,2,5955,3845,Short-term,English,NOTICE,WEB,6-10,Premier,True,True,True,False,False,False,False,False,False,False,True
+1838,407.89666666666665,1,187632.46666666665,4,4,1,4693,2211,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1839,0.0,0,240670.46666666665,11,11,1,4561,4822,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1840,0.0,0,748237.8057142858,19,19,1,1264,2523,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1841,0.0,0,226967.04,16,16,1,13053,2271,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+1842,0.0,0,340617.0857142858,18,18,1,10604,2531,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1843,0.0,0,2010551.4,18,18,2,5272,4125,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+1844,329.14266666666674,1,961096.5866666668,20,20,2,9874,3518,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+1845,0.0,0,465940.8000000001,3,3,1,11135,3716,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+1846,0.0,0,414947.6,21,21,1,9309,3598,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1847,0.0,0,2002644.0,20,20,1,12309,2734,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+1848,0.0,0,622370.1000000001,11,11,1,8285,2977,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1849,0.0,0,76751.13333333335,1,1,1,9004,4108,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1850,790.6674285714286,1,355800.34285714285,18,18,2,17678,4559,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+1851,275.392,1,187266.56,20,20,2,18713,2101,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1852,340.49523809523816,1,526746.1333333334,13,13,1,10281,3367,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1853,0.0,0,299703.27619047614,22,22,1,8806,4076,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1854,0.0,0,371684.57142857136,16,16,1,1555,4009,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1855,0.0,0,533956.8,18,18,1,9112,3263,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1856,417.8095238095239,1,546912.6666666667,17,17,1,2267,3921,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1857,222.7428571428572,1,60140.57142857144,5,5,1,18609,2523,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1858,239.6754285714285,1,105457.18857142856,20,20,2,22931,2028,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+1859,0.0,0,470756.0000000001,22,22,1,8778,3286,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1860,0.0,0,73680.00000000001,21,21,1,11043,2184,Mid-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1861,0.0,0,257442.17142857143,18,18,1,10647,2936,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1862,211.50666666666663,1,82699.10666666666,17,17,1,15899,3092,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1863,0.0,0,457586.5904761905,19,19,1,11335,2275,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1864,176.86666666666667,1,77290.73333333334,19,19,2,9843,2737,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,True,True
+1865,252.90416666666667,1,475712.7375,19,19,8,4810,2110,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,True,True,True,True,True,True,True,True,False
+1866,1591.3333333333337,1,4678520.0,21,21,1,16995,2556,Long-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+1867,0.0,0,539126.6666666667,10,10,1,9217,2481,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+1868,0.0,0,994586.6666666667,16,16,2,9112,2885,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+1869,0.0,0,321931.89600000007,19,19,1,4053,2948,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1870,0.0,0,508349.16,11,11,2,5952,2488,Short-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,True,False,False,False,False,False,False,True
+1871,402.04666666666674,1,257309.8666666667,16,16,3,9660,4093,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,True,False,True,False,True
+1872,1420.0,1,2274840.0,18,18,4,9735,3349,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,True,True,False,False,True,False,False,False,True
+1873,0.0,0,370889.49333333335,11,11,2,3344,2688,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,False,True,False,False,False,False,False,False,False,True
+1874,0.0,0,543059.7714285715,13,13,1,7221,3403,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1875,0.0,0,1374547.2000000002,24,24,1,5665,2430,Short-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1876,0.0,0,69227.712,6,6,2,9021,2514,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1877,0.0,0,1597003.52,21,21,1,9021,3768,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1878,0.0,0,789329.4933333334,16,16,1,6478,2692,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1879,313.9933333333333,1,226075.2,15,15,1,14483,3399,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+1880,381.40266666666673,1,778061.4400000002,20,20,1,5042,2428,Short-term,European,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1881,0.0,0,1109284.28,21,21,1,3616,3598,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+1882,153.33333333333334,1,486680.00000000006,23,23,1,16887,2025,Long-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+1883,0.0,0,53600.00000000001,24,24,1,8990,2527,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1884,0.0,0,1877881.285714286,18,18,0,12612,6733,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+1885,0.0,0,313561.60000000003,22,22,1,9172,3788,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1886,0.0,0,496100.0,10,10,1,9186,4312,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1887,0.0,0,3279546.6666666665,8,8,0,10848,3325,Mid-term,English,NOTICE,WEB,500+,Standard,False,True,False,False,False,False,False,False,False,False,False
+1888,0.0,0,319278.96,21,21,1,11012,2922,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1889,0.0,0,811393.9166666666,11,11,0,11742,2690,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+1890,0.0,0,232723.20000000004,18,18,1,4090,3652,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1891,0.0,0,166322.52000000002,15,15,1,8455,3006,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1892,0.0,0,634809.0,19,19,0,8594,4624,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+1893,0.0,0,101363.94666666668,5,5,1,3344,2462,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1894,0.0,0,65328.000000000015,8,8,1,8778,2784,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1895,230.08266666666668,1,33131.904,4,4,1,14257,2738,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1896,0.0,0,995138.0647619048,19,19,3,4833,4065,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,True,True
+1897,0.0,0,388522.3085714286,23,23,2,9537,2717,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+1898,0.0,0,283748.4,5,5,2,11957,3525,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1899,332.87619047619046,1,247992.7619047619,5,5,1,3035,3312,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1900,429.6864000000001,1,1110309.6576,19,19,2,19095,2336,Long-term,European,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+1901,0.0,0,380498.2133333334,22,22,2,11714,3824,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+1902,0.0,0,236707.7333333333,7,7,1,4034,3279,Short-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1903,0.0,0,271626.0,5,5,1,1853,3107,Short-term,English,NOTICE,WEB,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+1904,0.0,0,345803.80000000005,19,19,1,8503,3119,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+1905,0.0,0,930533.76,15,15,1,8761,2723,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1906,0.0,0,216324.576,12,12,1,12824,4662,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1907,0.0,0,691154.4000000001,21,21,1,9217,2860,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1908,0.0,0,1796901.7733333337,14,14,1,12065,4929,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+1909,504.4166666666667,1,426736.5,18,18,0,14408,2579,Long-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+1910,0.0,0,498838.2285714287,10,10,2,10086,3404,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1911,0.0,0,291704.380952381,20,20,1,12079,3150,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1912,0.0,0,293973.3333333334,14,14,1,9186,3278,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1913,268.7238095238096,1,412759.7714285715,16,16,1,9843,2852,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1914,0.0,0,143602.80000000002,21,21,2,13418,3057,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+1915,221.33333333333337,1,253205.33333333337,11,11,2,9660,2513,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+1916,0.0,0,93376.92000000004,17,17,3,8455,2162,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,True,False,False,True,False,True
+1917,185.12380952380957,1,447074.00000000006,21,21,1,9843,2253,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1918,0.0,0,37508.26666666667,16,16,1,5909,2126,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1919,0.0,0,978260.8457142856,18,18,1,12170,3267,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1920,0.0,0,333933.60000000003,18,18,1,2460,1913,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1921,197.87238095238092,1,140687.26285714286,9,9,1,18044,2017,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1922,0.0,0,2299472.0,16,16,1,4278,2928,Short-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+1923,0.0,0,258393.2,13,13,1,4484,2210,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1924,0.0,0,925807.7714285714,22,22,2,8670,3482,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+1925,0.0,0,663546.0693333334,19,19,1,10604,2667,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1926,0.0,0,125644.57142857142,17,17,1,9462,2692,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1927,0.0,0,603116.2666666667,20,20,2,9431,3343,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+1928,0.0,0,662852.4,21,21,1,10984,2465,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1929,0.0,0,108265.14285714286,20,20,1,10984,2690,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1930,0.0,0,672971.5199999999,10,10,3,5527,3741,Short-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,True,False,False,False,False,True,False,True
+1931,0.0,0,1016224.0,20,20,1,10848,2897,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1932,265.0857142857143,1,151098.85714285713,19,19,1,10923,2826,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1933,0.0,0,4115100.0,20,20,1,9143,6737,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1934,0.0,0,452873.1428571429,19,19,1,9051,3773,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1935,0.0,0,735240.0,15,15,1,9172,3588,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1936,0.0,0,342178.81904761906,13,13,1,11714,2201,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1937,0.0,0,244810.53333333335,14,14,1,17848,2278,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+1938,0.0,0,458743.3466666667,19,19,1,9157,3374,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1939,638.8333333333334,1,401826.1666666667,17,17,1,16614,3543,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1940,0.0,0,211913.16,17,17,1,10329,2675,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1941,0.0,0,53292.57142857144,17,17,1,13053,2799,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1942,428.6666666666666,1,553837.3333333333,19,19,2,9735,3121,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+1943,0.0,0,442219.4285714286,10,10,1,8656,3482,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1944,0.0,0,103027.80952380953,20,20,1,8382,3234,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1945,0.0,0,949850.1714285712,19,19,1,12521,4474,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1946,0.0,0,193772.8,17,17,2,10086,2385,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+1947,285.07142857142856,1,139685.0,7,7,2,12718,2561,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,True,False,False
+1948,0.0,0,263033.264,19,19,1,10878,3795,Mid-term,European,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1949,0.0,0,695996.0,20,20,1,9004,4319,Mid-term,Asian,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1950,0.0,0,2990215.8000000003,20,20,1,9370,5684,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+1951,0.0,0,1704634.932,19,19,2,13448,2529,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+1952,0.0,0,342285.7142857144,20,20,2,9065,2971,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1953,0.0,0,16349.013333333332,7,7,3,5360,2421,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,True,False,True,True
+1954,388.7619047619048,1,279908.5714285714,15,15,1,9431,3712,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1955,115.22666666666667,1,231144.69333333336,16,17,1,15746,2106,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1956,0.0,0,466552.0,25,25,1,8564,2574,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+1957,0.0,0,276096.08,13,13,1,7772,2978,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1958,0.0,0,254327.52800000005,21,21,1,8806,2956,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+1959,0.0,0,206286.66666666663,22,22,1,11851,2846,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1960,0.0,0,131328.0,15,15,1,5084,2918,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1961,0.0,0,369898.6666666667,10,10,2,10817,3293,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+1962,0.0,0,253831.68000000005,12,12,1,9051,2430,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1963,111.24,1,63629.280000000006,13,13,1,14664,2065,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1964,0.0,0,40851.80952380953,16,16,1,10647,1890,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1965,0.0,0,140270.40000000002,17,17,5,11592,2334,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,True,True,False,False,False,False,True,True,True
+1966,521.4095238095238,1,802970.6666666666,11,11,1,20374,4663,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+1967,160.15238095238095,1,70467.04761904762,11,11,1,15487,2074,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1968,0.0,0,1356410.88,18,18,1,10756,6771,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1969,0.0,0,1351885.6000000003,20,20,1,11804,3815,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+1970,0.0,0,314859.85142857145,6,6,2,8547,3204,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+1971,0.0,0,4574923.079999999,21,21,2,9234,3586,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,True,True
+1972,455.52,1,136200.48,13,13,3,9551,3258,Mid-term,European,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+1973,234.05714285714285,1,513989.4857142856,18,18,2,14196,2604,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+1974,311.97333333333336,1,589629.6000000001,15,15,1,9721,2523,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1975,357.12,1,832446.7200000001,21,21,1,9964,2755,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+1976,0.0,0,172554.24000000002,4,4,2,10647,3619,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1977,302.53333333333336,1,32068.533333333336,1,1,1,10281,2165,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1978,0.0,0,1048367.232,23,23,2,9478,3872,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+1979,0.0,0,103079.16666666669,5,5,0,14834,2225,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+1980,228.93333333333337,1,354388.8,18,18,1,9660,2567,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+1981,0.0,0,2487893.333333333,16,16,1,11592,3201,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+1982,417.7142857142857,1,100251.42857142858,15,15,0,9902,3321,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,False
+1983,0.0,0,604090.368,16,16,3,18258,2205,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,True,False,True
+1984,0.0,0,865735.6190476192,22,22,2,11257,2985,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+1985,161.04000000000002,1,226422.24,19,19,1,18852,2575,Long-term,Asian,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+1986,0.0,0,336141.68,21,21,2,4007,3570,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+1987,196.48,1,410839.68000000005,17,17,1,9704,1932,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+1988,0.0,0,251365.4,22,22,1,2391,2562,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1989,0.0,0,270243.6571428572,17,17,1,9551,3300,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+1990,267.9733333333333,1,172842.8,15,15,1,17040,3670,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+1991,0.0,0,720152.16,16,16,1,2062,3177,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+1992,156.02476190476193,1,170379.04000000004,21,21,2,16918,1787,Long-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1993,146.73333333333335,1,117093.2,6,6,2,15687,2429,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+1994,0.0,0,131665.248,18,18,1,9947,2236,Mid-term,European,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+1995,0.0,0,492264.24,9,9,2,10069,3460,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+1996,0.0,0,112933.33333333331,11,11,1,8837,1978,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+1997,305.0493333333333,1,711069.996,21,21,1,10086,3329,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+1998,0.0,0,511985.980952381,16,16,2,10695,2576,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+1999,178.5866666666667,1,373246.1333333334,22,22,1,16706,2755,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2000,0.0,0,615944.5333333333,19,19,3,15426,2700,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+2001,0.0,0,45960.16666666667,7,7,0,12551,1944,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+2002,0.0,0,420320.0,5,5,0,8731,3078,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+2003,0.0,0,39585.0,6,6,1,6327,2718,Short-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2004,242.98666666666668,1,369339.7333333333,20,20,1,14865,2170,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2005,210.448,1,133003.136,8,8,2,14377,2722,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+2006,0.0,0,231561.18857142853,11,11,2,10739,2518,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+2007,0.0,0,552930.4,19,19,2,8413,3184,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+2008,405.6571428571429,1,779267.3714285714,17,17,1,16477,3834,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2009,0.0,0,167347.99999999997,10,10,2,6862,2665,Mid-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+2010,0.0,0,524477.2,17,17,1,11439,2784,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2011,0.0,0,377720.0,19,19,3,11074,2380,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,True,True
+2012,0.0,0,379701.5238095238,23,23,1,2518,2469,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2013,252.6666666666667,1,352470.00000000006,15,15,1,16052,2737,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2014,290.5714285714286,1,258899.1428571429,11,11,1,10208,3009,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2015,0.0,0,553247.5000000001,15,15,1,11957,2930,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2016,0.0,0,1714659.5199999998,21,21,1,13617,3933,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2017,0.0,0,372525.12,18,18,1,5432,2532,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2018,0.0,0,661447.619047619,20,20,1,8912,3370,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2019,0.0,0,672033.6000000001,18,18,1,2226,2279,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2020,599.0,1,1141095.0,15,15,1,14377,2153,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+2021,325.8666666666668,1,96456.53333333335,8,8,1,9660,3262,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2022,0.0,0,653179.4285714285,20,20,2,7766,3617,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2023,0.0,0,73683.168,13,13,2,10647,3029,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+2024,0.0,0,547995.136,16,16,1,10404,2477,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2025,235.2,1,301056.0,20,20,1,9813,2130,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2026,0.0,0,226728.32,20,20,3,11516,3115,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,True,False,True
+2027,0.0,0,557119.36,8,8,0,5982,3679,Short-term,Unknown,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+2028,0.0,0,658312.5714285714,23,23,1,9186,2504,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2029,0.0,0,133660.80000000002,20,20,2,9370,2555,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+2030,162.2857142857143,1,435574.8571428572,22,22,1,14879,2089,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2031,0.0,0,1379816.8,21,21,3,13100,4152,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+2032,0.0,0,154981.06666666665,17,17,2,12765,2025,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+2033,0.0,0,719024.5746666668,19,19,1,10678,3071,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2034,326.1666666666667,1,577641.1666666667,23,23,1,18303,2262,Long-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2035,0.0,0,62188.8,20,20,2,8320,1811,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+2036,179.38666666666668,1,421917.44000000006,16,16,2,9843,2763,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+2037,0.0,0,155165.73333333334,14,14,1,10984,2294,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2038,0.0,0,524498.4380952382,19,19,1,8396,3175,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2039,503.1333333333333,1,1026392.0,20,20,1,5738,2987,Short-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2040,394.7238095238096,1,955231.619047619,20,20,3,14591,3755,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+2041,330.3619047619047,1,433104.4571428571,23,23,1,4792,3294,Short-term,English,NOTICE,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+2042,270.4247619047619,1,637120.739047619,19,19,3,9537,2417,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+2043,0.0,0,807565.3040000002,21,21,1,6794,2316,Mid-term,English,AUTO RENEW,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2044,0.0,0,418841.28,15,15,1,3595,3981,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+2045,504.0,1,554400.0,20,20,2,9431,3506,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+2046,156.22857142857143,1,161696.57142857142,23,23,1,16706,2046,Long-term,Asian,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2047,0.0,0,19516.320000000003,2,2,1,9690,2776,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2048,0.0,0,434567.4666666667,22,22,1,9537,2482,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2049,0.0,0,470559.375,13,13,0,10647,2508,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+2050,0.0,0,1470300.0,26,26,1,7318,2708,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+2051,0.0,0,2656409.6,26,26,1,8455,4195,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2052,0.0,0,512556.8000000001,24,24,1,9537,4050,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2053,0.0,0,455055.42857142864,18,18,1,12876,2834,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2054,0.0,0,1105006.9333333336,16,16,1,4052,3646,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2055,0.0,0,595212.2800000003,21,21,1,9234,2443,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2056,748.9333333333334,1,2059566.666666667,25,25,1,18355,2460,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+2057,203.86666666666667,1,70130.13333333333,4,4,1,5861,1970,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2058,0.0,0,2073588.0,18,18,1,12551,2978,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+2059,0.0,0,793816.92,45,45,1,12445,2883,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2060,0.0,0,1351180.6933333334,23,23,1,12796,3187,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2061,0.0,0,508849.06666666665,16,16,1,12551,2605,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2062,0.0,0,37480.42666666667,14,14,1,8792,2884,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2063,0.0,0,533715.0000000001,25,25,2,11121,2795,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+2064,0.0,0,155354.16000000003,20,20,2,13418,3036,Mid-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,True,True,False,False,False,False,False,False,False,True,True
+2065,0.0,0,494791.33333333343,23,23,1,19705,3454,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2066,0.0,0,56762.88,1,1,1,4458,2944,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2067,0.0,0,459452.0914285714,12,12,1,11608,2642,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2068,0.0,0,575784.2285714287,20,20,2,11439,3745,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+2069,0.0,0,282638.93333333335,20,20,3,5549,2830,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,True,True
+2070,0.0,0,1280569.6000000003,20,20,1,10086,3801,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2071,584.2,1,1598371.2000000002,19,19,1,19962,2123,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+2072,334.40000000000003,1,228729.60000000003,9,9,1,9796,3323,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2073,0.0,0,114753.17333333335,22,22,1,8959,3354,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2074,0.0,0,47046.89523809525,11,11,1,9186,2540,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2075,0.0,0,651542.8571428572,20,20,1,9551,2483,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2076,0.0,0,1004590.08,24,24,1,3284,3462,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2077,0.0,0,579070.08,18,18,1,10573,3313,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2078,140.45333333333335,1,206466.4,15,15,1,15883,2364,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2079,0.0,0,522540.0,15,15,1,12930,2908,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2080,0.0,0,227926.4,7,7,1,7358,5414,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2081,0.0,0,480577.3714285714,9,9,1,12261,3740,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2082,352.91428571428577,1,372677.48571428575,22,22,1,9782,3456,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2083,0.0,0,388379.6000000001,21,21,1,14135,2232,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2084,0.0,0,134277.52380952385,19,19,1,2938,3229,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2085,0.0,0,4448964.0,19,19,1,13373,3385,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+2086,0.0,0,793867.2,18,18,1,11104,4152,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2087,451.23333333333335,1,697155.5,15,15,1,2537,2774,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2088,3508.5333333333338,1,6599551.200000001,19,19,1,9599,4518,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+2089,0.0,0,461354.2400000001,12,12,1,9551,3066,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2090,418.6095238095239,1,597774.4000000001,17,17,1,9947,3926,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2091,0.0,0,189127.68000000005,9,9,1,8929,2847,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2092,399.6026666666667,1,91109.408,19,19,2,9492,2500,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+2093,0.0,0,214223.36000000004,16,16,2,13972,3562,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+2094,0.0,0,759882.0,21,21,0,10434,3257,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+2095,0.0,0,237190.6875,5,5,0,9295,2564,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+2096,0.0,0,178368.17142857146,10,10,2,8517,2140,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2097,204.43809523809523,1,216704.38095238092,20,20,1,15092,2392,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2098,0.0,0,220407.6,21,21,1,10482,2812,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2099,0.0,0,234894.34285714285,17,17,1,5713,2404,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2100,0.0,0,251810.74285714285,33,33,2,8670,3775,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2101,0.0,0,365705.6,24,24,1,14240,2126,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2102,0.0,0,5726179.2,21,21,1,8717,2906,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+2103,0.0,0,836121.5999999999,16,16,2,6878,3403,Mid-term,Unknown,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+2104,0.0,0,394189.7142857143,20,20,1,12612,2234,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2105,0.0,0,180150.2733333333,19,19,1,8761,3060,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2106,0.0,0,745000.256,21,21,1,6826,3335,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2107,0.0,0,164550.0,5,5,1,13161,2124,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,False
+2108,0.0,0,199183.71200000003,12,12,1,2887,1822,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2109,324.6780952380953,1,253248.91428571436,20,20,1,19628,2716,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2110,0.0,0,466388.208,18,18,1,3834,3800,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2111,0.0,0,17546.24,2,2,1,13175,2879,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2112,464.1066666666667,1,89108.48000000001,4,4,1,10267,3302,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2113,0.0,0,127222.76000000002,7,7,1,5205,2927,Short-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+2114,0.0,0,267823.3904761905,23,23,1,10404,1875,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2115,0.0,0,383440.2133333334,17,17,1,5042,2988,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2116,322.77142857142854,1,29372.2,7,7,1,17678,2706,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2117,0.0,0,411171.04,21,21,1,8656,3672,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2118,0.0,0,2532202.4,14,14,1,6479,2283,Mid-term,English,AUTO RENEW,WEB,500+,Premier,True,False,False,False,False,False,False,False,False,False,True
+2119,0.0,0,1041877.9,21,21,1,10800,3710,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2120,0.0,0,442344.1666666667,20,20,0,5470,3264,Short-term,Unknown,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+2121,0.0,0,998297.7828571432,16,16,2,2815,3944,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2122,384.0026666666668,1,104832.72800000005,21,21,1,14452,3951,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2123,372.4761904761905,1,436914.5714285715,23,23,1,10086,3596,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2124,0.0,0,228252.0380952381,17,17,1,11804,2430,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2125,0.0,0,894609.7523809525,19,19,1,9172,4594,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2126,0.0,0,243613.92640000003,19,19,2,8547,2353,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+2127,0.0,0,101698.13333333336,20,20,1,8778,2296,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2128,172.4952380952381,1,31566.62857142857,3,3,1,19444,2163,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2129,0.0,0,192702.51428571428,18,18,1,16539,3572,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2130,0.0,0,139645.6666666667,5,5,1,9947,2374,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,False
+2131,0.0,0,343985.5,15,15,3,9203,5869,Mid-term,European,NOTICE,PHONE,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+2132,0.0,0,162302.4,24,24,0,2230,2583,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+2133,0.0,0,418880.00000000006,22,22,1,11304,1882,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2134,0.0,0,1362201.9840000002,22,22,2,11742,2055,Mid-term,European,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+2135,0.0,0,536500.9066666667,14,14,1,9096,3991,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2136,245.42266666666671,1,456977.0053333334,14,14,1,10343,2859,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+2137,0.0,0,208259.52,17,17,2,1193,2171,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+2138,0.0,0,465287.6800000001,21,21,1,11012,2896,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2139,220.64761904761903,1,367598.93333333335,17,17,1,9704,2508,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2140,0.0,0,193897.60000000003,10,10,1,11394,2835,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2141,179.7733333333333,1,235143.52,12,12,2,16814,2767,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2142,0.0,0,116760.696,18,18,2,1114,3147,Short-term,English,AUTO RENEW,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,True,False,True
+2143,0.0,0,396780.8000000001,15,15,1,15322,3530,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2144,0.0,0,199604.57142857145,12,12,2,5730,2849,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2145,0.0,0,173520.0,20,20,1,11349,3887,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2146,0.0,0,347896.26666666666,14,14,1,5600,3239,Short-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+2147,0.0,0,395333.7142857143,15,15,1,12065,3230,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2148,0.0,0,1163220.8,28,28,1,8285,2952,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2149,0.0,0,389779.2,24,24,1,12796,3698,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2150,0.0,0,3152823.333333334,25,25,1,3316,3561,Short-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+2151,0.0,0,337836.2400000001,21,21,2,14118,2541,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+2152,0.0,0,110563.2,7,7,1,12886,2070,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2153,0.0,0,346727.576,23,23,3,8472,3687,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+2154,0.0,0,1025002.857142857,17,17,1,11213,3807,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+2155,0.0,0,72013.71428571429,24,24,2,9157,3077,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+2156,0.0,0,5057931.733333333,19,19,1,10848,3572,Mid-term,Unknown,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+2157,0.0,0,188826.28266666667,8,8,1,8717,3831,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2158,0.0,0,103569.25333333333,19,19,1,10647,3463,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2159,393.76666666666665,1,856836.2666666666,16,16,0,14695,2539,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+2160,0.0,0,208944.26666666663,19,19,4,13130,3485,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,True,False,True,False,True
+2161,0.0,0,518290.28571428574,8,8,3,13373,4151,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,True,False,True,False,True
+2162,0.0,0,231229.56190476197,4,4,3,3203,3726,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+2163,0.0,0,573515.28,18,18,1,9234,3400,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2164,0.0,0,744832.2514285715,18,18,1,8670,2522,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2165,372.9266666666667,1,302070.60000000003,10,10,0,9492,3276,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+2166,0.0,0,467337.6,24,24,1,12292,2649,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2167,0.0,0,228709.3333333333,19,19,1,9509,2159,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2168,0.0,0,532649.1733333333,16,16,1,5743,2686,Short-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2169,0.0,0,130806.00000000004,15,15,1,10633,2300,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2170,2106.208,1,7531799.808,24,24,5,10069,3691,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,True,True,True,True,False,False,False,False,True
+2171,0.0,0,166924.80000000002,23,23,1,13661,2853,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2172,0.0,0,609950.9199999999,19,19,1,10939,3942,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2173,0.0,0,1410201.2800000005,19,19,3,8670,3700,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+2174,0.0,0,664187.9999999999,15,15,1,2826,3085,Short-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2175,0.0,0,230575.5428571429,18,18,1,6750,3408,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2176,0.0,0,317805.7142857143,22,22,1,7730,2237,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2177,0.0,0,92922.5142857143,24,24,1,2641,3061,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2178,0.0,0,147875.2,22,22,1,12796,2073,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2179,0.0,0,196847.8026666667,19,19,1,11516,3840,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2180,0.0,0,91223.1619047619,4,4,1,9295,3077,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2181,0.0,0,289130.0571428572,18,18,2,16431,2503,Long-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+2182,0.0,0,132171.19999999998,21,21,2,11415,2537,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+2183,1091.52,1,567590.4,10,10,2,10039,2789,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+2184,0.0,0,1954383.4666666663,17,17,1,9356,2956,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+2185,0.0,0,485642.0571428572,18,18,1,7358,3612,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2186,0.0,0,931532.8,21,21,1,11957,3410,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2187,0.0,0,241474.80000000005,17,17,1,12796,3235,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2188,294.1666666666667,1,83837.5,19,19,1,18682,2131,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2189,0.0,0,44794.66666666666,20,20,1,15791,2073,Long-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2190,0.0,0,77220.73333333332,11,11,1,2726,2393,Short-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+2191,0.0,0,175237.12,8,8,1,9857,2984,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2192,0.0,0,406137.888,17,17,4,11182,2281,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,True,True,True
+2193,0.0,0,589490.3466666667,16,16,2,10208,3199,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+2194,0.0,0,309090.1333333333,20,20,1,10848,2339,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2195,176.54666666666668,1,26482.0,10,10,1,15883,2734,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2196,0.0,0,716029.6000000002,20,20,1,14210,2558,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2197,0.0,0,6680807.333333334,17,17,1,8761,3701,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+2198,0.0,0,419193.8399999999,15,15,1,8670,2716,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2199,468.45714285714286,1,127420.34285714284,17,17,1,3921,4284,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2200,0.0,0,233429.93142857144,18,18,1,4946,2448,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2201,0.0,0,306193.23428571434,13,13,2,8778,2730,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2202,0.0,0,378227.7714285714,23,23,1,12065,2071,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2203,1285.7,1,2613828.1,19,19,5,9964,2951,Mid-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,True,True,True,True,False,True
+2204,0.0,0,840126.361904762,22,22,2,10953,2546,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+2205,0.0,0,54797.013333333336,19,19,1,10373,2269,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2206,224.0266666666667,1,81545.70666666668,4,4,1,16125,2073,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2207,1553.1666666666667,1,3075270.0000000005,20,20,1,9660,3471,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,True,False,False
+2208,0.0,0,189752.4571428572,19,19,1,12079,2303,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2209,0.0,0,278620.5714285714,10,10,1,12961,3625,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2210,0.0,0,241405.164,9,9,1,13053,2363,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2211,0.0,0,824573.4095238097,22,22,1,8533,3542,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2212,0.0,0,2228041.333333333,19,19,1,8778,4171,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2213,0.0,0,1703194.9600000002,19,19,3,11012,3159,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,True,False,True
+2214,0.0,0,276370.28571428574,15,15,1,12838,2427,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2215,0.0,0,244074.24,16,16,3,12657,3819,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+2216,90.57142857142856,1,256407.7142857143,19,19,1,18105,1576,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2217,0.0,0,249370.0000000001,15,15,1,9248,2474,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2218,0.0,0,248976.0,18,18,1,8353,3455,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2219,0.0,0,424740.69333333336,23,23,1,14299,3880,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2220,0.0,0,19458.72,1,1,1,8670,2771,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2221,0.0,0,124872.80000000005,6,6,1,9387,2565,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2222,0.0,0,257488.00000000003,19,19,1,11592,2692,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2223,326.1333333333334,1,279822.4,11,11,1,10267,2262,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2224,0.0,0,272697.6,20,20,1,9234,2865,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2225,0.0,0,477656.6666666666,22,22,2,12065,2705,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2226,438.7333333333334,1,1059541.0000000002,21,21,1,10312,5418,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2227,0.0,0,525016.7999999999,22,22,1,11530,2736,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2228,0.0,0,391510.00000000006,17,17,1,15306,3127,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2229,0.0,0,366348.1904761905,16,16,1,9186,2791,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2230,0.0,0,196938.05714285717,12,12,1,13326,2178,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2231,0.0,0,54540.20000000001,1,1,1,14257,3790,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2232,0.0,0,1300336.0,21,21,1,9157,4238,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2233,177.45866666666666,1,159712.8,18,18,1,10100,2324,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2234,173.5066666666667,1,423356.2666666667,20,20,1,9492,2703,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2235,0.0,0,1055711.25,19,19,0,8686,2581,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+2236,135.3733333333333,1,199811.04,18,18,1,16187,2312,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2237,0.0,0,208004.7619047619,25,25,1,6268,3637,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2238,0.0,0,310261.7142857143,18,18,1,14695,1877,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2239,0.0,0,576875.4666666667,19,19,1,8656,3959,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+2240,0.0,0,216223.42,19,19,1,10725,2840,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2241,0.0,0,489541.37142857147,25,25,4,5862,2377,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,True,True,False,False,False,False,True,False,True
+2242,0.0,0,8040.2,2,2,1,9004,3278,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2243,0.0,0,285130.32,9,9,1,9065,3211,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+2244,0.0,0,680743.2000000001,14,14,1,6091,4842,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2245,0.0,0,395468.79999999993,12,12,1,13114,3035,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2246,293.09333333333336,1,417658.0,19,19,2,17862,2427,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+2247,0.0,0,161749.4857142857,6,6,1,10770,3810,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2248,0.0,0,302532.26666666666,16,16,2,5147,1806,Short-term,English,NOTICE,WEB,51-100,Standard,True,True,False,False,False,False,False,False,False,True,True
+2249,128.61333333333334,1,303013.01333333337,19,19,1,16828,2243,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2250,0.0,0,729686.88,13,13,1,12261,2950,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2251,0.0,0,36929.82857142858,17,17,2,9551,1119,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+2252,0.0,0,99278.08,22,22,1,8670,1889,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2253,180.57142857142856,1,516434.28571428574,20,20,1,9599,2221,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2254,0.0,0,395708.8000000001,14,14,1,11408,2560,Mid-term,European,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2255,0.0,0,1368538.0799999998,20,20,3,10678,4448,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,True,False,False,False,False,False,False,True
+2256,0.0,0,415913.4,14,14,1,8455,2428,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2257,297.02400000000006,1,647512.3200000002,20,20,1,6287,3266,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2258,0.0,0,353549.70000000007,21,21,2,10496,4209,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2259,0.0,0,61558.38,9,9,1,14226,4517,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2260,0.0,0,279693.71428571426,20,20,1,11714,2400,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2261,0.0,0,35451.42857142857,9,9,1,9325,3749,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2262,0.0,0,973763.9333333332,19,19,2,13039,3068,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,True,False,False,False,False,True
+2263,494.0333333333333,1,580983.2,21,21,1,10373,2950,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+2264,2534.266666666667,1,2622966.0,15,15,3,9782,3521,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,True,False,False,True,False,False,False,False,True
+2265,0.0,0,1002460.368,19,19,1,11121,2575,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,False,False,True,False,False,False,False,False,False,False
+2266,0.0,0,170658.34285714285,3,3,2,11304,3818,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+2267,166.51428571428573,1,446091.7714285715,19,19,1,20874,2120,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2268,0.0,0,318988.80000000005,7,7,1,8594,2671,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2269,954.9333333333334,1,825062.4000000001,18,18,1,9843,2882,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2270,0.0,0,33133.25714285715,8,8,1,8792,3625,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2271,0.0,0,15420.0,6,6,1,2601,3558,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2272,0.0,0,964300.8,12,12,1,8959,2212,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+2273,0.0,0,74753.28,14,14,1,10587,3204,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2274,0.0,0,1814647.744,21,21,1,11050,3670,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2275,0.0,0,88202.80000000002,5,5,2,11669,3456,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2276,0.0,0,1257625.7999999998,18,18,1,14026,3253,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+2277,214.4933333333333,1,54052.31999999999,14,14,1,10319,3122,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2278,0.0,0,1382879.0857142855,24,24,2,8455,3618,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+2279,0.0,0,198586.2857142857,18,18,1,8747,1846,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2280,154.4,1,424754.4,21,21,1,14118,2033,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2281,0.0,0,544919.2000000001,20,20,1,11074,2824,Mid-term,English,NOTICE,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2282,0.0,0,179020.80000000002,4,4,1,8455,3154,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2283,0.0,0,41316.29666666667,1,1,1,8973,2709,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,False
+2284,0.0,0,49520.833333333336,5,5,1,13265,2549,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2285,0.0,0,725155.7040000001,21,21,1,8547,3730,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2286,0.0,0,98489.60000000002,4,4,1,6521,3027,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2287,0.0,0,234803.22666666668,20,20,1,9478,2894,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2288,0.0,0,414880.96,19,19,1,9234,3076,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2289,0.0,0,340107.04000000004,20,20,2,9126,2351,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,False,False,False,False,False,False,False,True,False,True
+2290,0.0,0,263355.73333333334,25,25,1,8656,3519,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2291,0.0,0,144805.44,4,4,1,12947,2510,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2292,0.0,0,124300.176,21,21,1,11912,1986,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2293,0.0,0,472001.6,17,17,2,9431,2139,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+2294,194.3428571428572,1,58885.88571428572,3,3,1,16934,2319,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2295,0.0,0,232973.86666666664,8,8,0,8578,3220,Mid-term,European,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+2296,0.0,0,356306.08,13,13,3,11804,2725,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,True,True
+2297,0.0,0,302252.9142857144,18,18,1,9309,2310,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2298,510.3366666666667,1,20923.803333333333,1,1,2,9994,2534,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,True,False,False,False,True
+2299,0.0,0,1435427.8095238097,20,20,2,9112,4367,Mid-term,Unknown,AUTO RENEW,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+2300,0.0,0,349899.2,21,21,1,8747,3363,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2301,0.0,0,1181701.7333333334,17,17,2,9551,5711,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+2302,0.0,0,594684.9333333333,22,22,3,6520,3333,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+2303,0.0,0,806474.7600000001,14,14,1,2362,3253,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+2304,0.0,0,271519.12,19,19,1,11851,2931,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2305,258.6034285714286,1,137059.81714285715,10,10,2,14591,2114,Long-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+2306,0.0,0,110187.79200000004,11,11,1,11592,2387,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2307,0.0,0,296881.37142857147,16,16,1,13479,2063,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2308,0.0,0,345685.86000000004,23,23,2,9509,3557,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2309,176.9264,1,174803.2832,13,13,2,4194,3083,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+2310,0.0,0,1578051.2000000002,22,22,1,8455,3818,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2311,0.0,0,527727.2000000001,21,21,1,10953,2726,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2312,0.0,0,218781.6133333333,17,17,1,10390,2206,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2313,0.0,0,151640.53333333338,8,8,1,8761,2614,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2314,0.0,0,872278.3999999999,6,6,1,16417,3964,Long-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2315,0.0,0,512900.3880000001,21,21,3,2789,2417,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,False,True,True
+2316,0.0,0,157361.00571428568,23,23,2,8313,4331,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2317,0.0,0,989444.19,19,19,1,1799,3288,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2318,0.0,0,41629.600000000006,2,2,2,2172,3433,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+2319,0.0,0,675289.8285714285,13,13,1,8943,3929,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2320,0.0,0,277601.6533333334,19,19,1,7060,2475,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2321,646.8304761904762,1,970245.7142857144,15,15,1,14149,4492,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2322,103.08133333333336,1,69579.90000000001,9,9,2,12855,1738,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+2323,0.0,0,386435.58095238096,17,17,1,9096,3158,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2324,0.0,0,371594.08,22,22,1,12961,3143,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2325,0.0,0,85496.69333333334,14,14,1,9096,3768,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2326,450.952380952381,1,373388.5714285715,18,18,1,9916,4158,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2327,0.0,0,115597.8666666667,14,14,1,13039,1726,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2328,0.0,0,99219.276,9,9,1,12886,2629,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2329,0.0,0,165538.8,15,15,1,10343,3617,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2330,0.0,0,456374.28571428574,15,15,1,10131,2604,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2331,0.0,0,48216.0,20,20,2,5268,1227,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+2332,0.0,0,44949.389333333325,7,7,1,11012,2257,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2333,0.0,0,68544.0,18,18,1,11469,2226,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2334,0.0,0,187640.0,15,15,1,13434,3488,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+2335,281.9066666666667,1,527729.28,18,18,1,16797,3813,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2336,0.0,0,1349756.0266666666,22,22,1,2756,3769,Short-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2337,0.0,0,210312.96000000005,18,18,2,14514,3227,Long-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+2338,0.0,0,1045231.5466666666,19,19,1,15777,4420,Long-term,English,AUTO RENEW,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2339,345.71333333333337,1,485381.52,18,18,1,9752,3649,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2340,0.0,0,795600.0000000001,17,17,1,9035,3145,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2341,0.0,0,38099.42857142857,15,15,1,11804,1997,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2342,0.0,0,526084.1600000001,19,19,2,10862,4445,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+2343,0.0,0,213010.2857142857,10,10,1,13661,2468,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2344,0.0,0,172020.0,5,5,1,11790,2675,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2345,0.0,0,2062112.0,16,16,0,2320,3633,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+2346,0.0,0,301134.4,20,20,2,10800,4277,Mid-term,Asian,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+2347,0.0,0,168071.02000000005,15,15,1,15930,3311,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2348,136.784,1,45959.424,8,8,2,16934,2093,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+2349,0.0,0,626630.9333333333,20,20,1,6273,2514,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2350,0.0,0,548359.0,15,15,1,8806,2454,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2351,0.0,0,89682.61333333334,1,1,1,13770,5472,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2352,1023.25,1,243533.5,2,2,0,15579,4279,Long-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+2353,0.0,0,221340.0,21,21,1,11043,3363,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2354,0.0,0,67302.85714285714,8,8,1,12749,1730,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2355,241.41333333333333,1,81114.88,4,4,1,9387,3398,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2356,0.0,0,457683.2000000001,15,15,1,11349,2428,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2357,0.0,0,66540.31999999999,11,11,1,11622,2334,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2358,287.06476190476195,1,338162.2895238096,19,19,2,17483,2509,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2359,0.0,0,1034265.6,24,24,1,8396,4603,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2360,0.0,0,405310.50666666665,16,16,2,9082,2906,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2361,0.0,0,123557.14285714284,18,18,0,14055,2501,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+2362,314.1866666666667,1,339635.78666666674,23,23,2,9902,4143,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+2363,0.0,0,1032221.8666666668,17,17,1,8792,3250,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2364,0.0,0,241782.76571428572,8,8,2,8263,3451,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+2365,0.0,0,652004.0,15,15,1,10970,3269,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2366,0.0,0,322660.8,18,18,1,8286,2873,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2367,0.0,0,1322370.6666666667,25,25,3,9096,2781,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,True,True,False,False,False,False,False,True
+2368,0.0,0,802333.8093333334,23,23,1,2496,2770,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2369,0.0,0,238971.84,6,6,1,15322,2415,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2370,0.0,0,139434.24000000002,6,6,1,8778,3630,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2371,0.0,0,492393.2,23,23,1,12961,2050,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2372,0.0,0,163222.85714285716,10,10,2,13800,2876,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2373,0.0,0,126016.17600000002,22,22,1,13555,2977,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2374,0.0,0,575374.6440000001,19,19,2,18244,3871,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+2375,236.62476190476195,1,562220.4342857143,18,18,9,15626,2231,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,True,True,True,True,True,True,True,True
+2376,0.0,0,596096.9142857143,22,22,1,14043,3741,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2377,198.72380952380956,1,302258.9142857143,13,13,1,13251,2351,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2378,0.0,0,487481.3142857144,17,17,1,11592,2384,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2379,0.0,0,343183.70666666667,13,13,1,9551,2778,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2380,0.0,0,836433.3333333333,8,8,0,9401,3905,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+2381,0.0,0,141217.06666666665,20,20,1,5399,3508,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2382,0.0,0,2175684.0,21,21,3,13814,2724,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,True,False,True,False,False,True
+2383,0.0,0,477695.1771428572,22,22,1,5451,3026,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2384,0.0,0,321362.3523809524,13,13,1,12247,2111,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2385,0.0,0,216836.6323809524,16,16,1,11196,1795,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2386,0.0,0,850903.56,15,15,1,11304,2903,Mid-term,English,AUTO RENEW,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2387,453.7666666666667,1,159725.86666666667,16,16,1,17483,2785,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2388,0.0,0,36465.485714285714,1,1,1,8547,2834,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2389,0.0,0,285983.60000000003,21,21,1,12643,2918,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2390,0.0,0,619682.4,18,18,1,13114,2003,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2391,322.44000000000005,1,677124.0000000001,21,21,1,11683,4227,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2392,0.0,0,276441.6,16,16,1,8311,2892,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2393,0.0,0,285518.93333333335,8,8,1,9157,4104,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2394,0.0,0,895020.0,15,15,1,13906,6744,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2395,510.8133333333333,1,490380.8,15,15,1,9843,3915,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2396,0.0,0,432319.68,18,18,2,6168,3378,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2397,0.0,0,2903008.0,20,20,1,8639,4507,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+2398,245.0,1,41159.99999999999,12,12,1,4581,2360,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2399,0.0,0,356498.2666666666,19,19,2,13509,2673,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+2400,0.0,0,293664.0,19,19,1,11349,2685,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2401,0.0,0,1019898.582857143,17,17,2,9217,5166,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+2402,0.0,0,665421.8200000001,51,51,2,2073,2158,Short-term,Unknown,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,True,True
+2403,0.0,0,445905.6,23,23,1,9112,3683,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2404,0.0,0,1062229.3333333333,20,20,2,13175,2626,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,True,False,False,False,False,True
+2405,0.0,0,273703.2380952381,16,16,0,10390,3145,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+2406,0.0,0,89817.60000000002,18,18,1,8778,3481,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2407,0.0,0,393816.0,9,9,2,5727,2395,Short-term,English,NOTICE,WEB,51-100,Standard,True,True,False,False,False,False,False,False,True,False,True
+2408,0.0,0,393120.0,13,13,1,4863,2431,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2409,0.0,0,562275.0857142857,23,23,2,8792,2477,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2410,0.0,0,203575.68,16,16,1,2030,2618,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2411,0.0,0,513018.2400000001,21,21,1,10770,2628,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2412,125.76,1,318172.8,22,22,1,9916,2214,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2413,1035.7333333333331,1,5178666.666666666,50,50,1,13203,1987,Mid-term,European,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+2414,0.0,0,1620398.2080000003,23,23,2,8625,3028,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+2415,141.21904761904764,1,287239.5428571429,18,18,1,16125,1939,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2416,0.0,0,91179.48,7,7,1,1055,3266,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2417,164.09466666666668,1,117327.68666666668,13,13,1,14347,2219,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2418,0.0,0,714336.4800000001,12,12,2,5441,2347,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+2419,0.0,0,1765703.68,24,24,3,12838,2737,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,False,True,True
+2420,0.0,0,254824.38095238103,20,20,1,10543,4075,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2421,0.0,0,337864.8,21,21,1,13753,2064,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2422,171.94666666666666,1,78407.68,19,19,1,2935,2281,Short-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2423,466.4,1,973843.2,18,18,1,20831,2836,Long-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2424,0.0,0,803490.0120000001,19,19,1,9295,3982,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2425,0.0,0,762361.5999999999,22,22,2,10178,3100,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+2426,0.0,0,309876.32000000007,19,19,1,8547,3067,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+2427,0.0,0,268935.6266666667,19,19,2,12400,2502,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2428,0.0,0,219661.37142857144,20,20,1,8778,2479,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2429,2093.4666666666667,1,5874267.466666667,23,23,3,9978,3070,Mid-term,English,AUTO RENEW,WEB,500+,Premier,False,True,True,False,False,False,False,False,True,False,True
+2430,0.0,0,3126789.12,28,28,4,11304,3369,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,True,True,True
+2431,0.0,0,1119407.3280000002,18,18,1,12765,3173,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2432,0.0,0,279679.92,20,20,1,9551,3086,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2433,0.0,0,274592.8,20,20,1,14591,2216,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2434,175.16666666666669,1,98093.33333333334,20,20,0,9537,2361,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+2435,0.0,0,536587.2333333333,19,19,1,10953,2555,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2436,0.0,0,732733.7333333333,19,19,1,8792,3004,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2437,0.0,0,108763.2,18,18,1,15001,2830,Long-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2438,0.0,0,274193.92000000004,20,20,2,9295,2212,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+2439,0.0,0,74146.13333333333,16,16,2,8778,2113,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+2440,0.0,0,93540.42285714288,3,3,1,6520,2209,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2441,0.0,0,990714.7961904764,17,17,2,8608,3189,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2442,0.0,0,168061.52380952385,5,5,1,15687,2309,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2443,0.0,0,538095.25,14,14,0,12535,4742,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+2444,318.93333333333334,1,146709.33333333334,20,20,3,18440,3438,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,True,False,True
+2445,0.0,0,173107.20000000004,23,23,1,15108,1997,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2446,0.0,0,71699.85828571429,4,4,2,18409,1919,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+2447,310.22333333333336,1,195440.7,7,7,1,1816,1904,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+2448,226.7428571428572,1,347596.80000000005,21,21,2,15640,2551,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+2449,320.112,1,179262.72000000003,20,20,1,10647,2187,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2450,251.5866666666667,1,296872.26666666666,10,10,1,9704,3502,Mid-term,Asian,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2451,0.0,0,238153.06666666665,20,20,1,9295,2170,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2452,0.0,0,77333.76,7,7,1,10587,3283,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2453,0.0,0,271388.4506666668,11,11,2,7760,2387,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2454,0.0,0,478558.0800000001,22,22,1,10953,2354,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2455,282.93333333333334,1,152784.0,15,15,1,12504,2954,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2456,0.0,0,805600.9866666666,17,17,1,8594,2623,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2457,0.0,0,843612.0,7,7,0,9186,3917,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+2458,0.0,0,412157.9280000001,17,17,1,14012,2442,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2459,291.1428571428572,1,542108.0,19,19,1,9613,3013,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2460,0.0,0,338752.80000000005,15,15,1,8547,3067,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2461,0.0,0,129643.88571428572,12,12,1,8547,4152,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2462,0.0,0,292095.6266666667,14,14,1,11700,2360,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2463,0.0,0,140313.59999999998,18,18,2,12278,2237,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+2464,72.82666666666667,1,70496.21333333333,22,22,1,17983,1672,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2465,193.7866666666667,1,546478.4,20,20,1,23235,2910,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2466,0.0,0,584082.7200000002,18,18,2,9051,3108,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2467,0.0,0,41793.706666666665,2,2,2,9157,2500,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+2468,137.56190476190477,1,336751.54285714286,17,17,1,12146,1912,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2469,0.0,0,760355.0933333334,14,14,1,9112,3035,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2470,292.40000000000003,1,307020.0,21,21,1,5351,3022,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2471,489.9440000000001,1,656524.9600000001,20,20,1,1570,2856,Short-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2472,0.0,0,575342.4,16,16,1,3686,3124,Short-term,English,NOTICE,PHONE,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+2473,0.0,0,264817.14285714284,6,6,1,9065,3540,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2474,0.0,0,426318.984,23,23,1,11895,3243,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2475,0.0,0,298273.66400000005,12,12,1,21105,3404,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2476,0.0,0,244792.8,7,7,3,9096,3578,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,True,False,True
+2477,0.0,0,467832.288,19,19,3,11592,4109,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,True,False,False,False,False,True,False,True
+2478,0.0,0,1396683.2880000002,21,21,1,4281,3572,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2479,714.72,1,295894.08,6,6,1,2221,4585,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2480,0.0,0,235539.53333333335,17,17,1,9417,4386,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2481,203.66666666666669,1,360082.6666666667,17,17,1,16111,3012,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2482,0.0,0,615902.2628571428,19,19,2,14104,4649,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+2483,467.54933333333344,1,205721.70666666672,22,22,1,10512,2767,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2484,0.0,0,194686.6133333333,16,16,1,1611,4018,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2485,278.148,1,128504.376,21,21,2,13161,3117,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+2486,0.0,0,210210.0,22,22,1,11257,2923,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2487,750.2,1,1898006.0,23,23,1,3851,2463,Short-term,European,NOTICE,MAIL,101-500,Standard,True,False,False,False,False,False,False,False,False,False,True
+2488,0.0,0,1227065.84,15,15,3,17483,4213,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,True,False,True,False,True
+2489,0.0,0,144776.4266666667,20,20,1,10587,3333,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2490,351.3666666666667,1,175683.33333333334,10,10,1,16569,2365,Long-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2491,0.0,0,864697.142857143,25,25,3,11121,3063,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,True,True
+2492,0.0,0,78769.44,12,12,1,6018,4463,Short-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+2493,0.0,0,157209.6,18,18,1,8943,2882,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2494,0.0,0,1301274.0000000002,18,18,1,8441,3204,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2495,278.74666666666667,1,598469.0933333333,19,19,2,6141,2353,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+2496,0.0,0,362006.4,18,18,1,8205,2397,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2497,0.0,0,396518.4,8,8,1,10633,2806,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2498,0.0,0,991562.88,24,24,1,17952,2517,Long-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+2499,0.0,0,605237.3333333334,23,23,1,11090,3620,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2500,267.70666666666665,1,259140.0533333333,22,22,1,9704,2297,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2501,313.752380952381,1,705942.8571428572,15,15,1,10178,3175,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2502,0.0,0,187354.75200000004,12,12,2,12991,3291,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2503,0.0,0,547305.984,18,18,2,9643,3328,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+2504,0.0,0,1230209.8285714283,19,19,1,3881,4062,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2505,0.0,0,732864.0,18,18,2,9264,3579,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+2506,0.0,0,607384.0000000001,10,10,1,11043,3179,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2507,0.0,0,662252.8,20,20,1,2189,3383,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2508,0.0,0,1037452.0,13,13,1,14118,4954,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+2509,0.0,0,581521.9199999999,29,29,1,13175,2352,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2510,0.0,0,199147.66857142857,23,23,3,11043,2762,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+2511,0.0,0,848582.8,15,15,1,9021,2640,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+2512,140.47619047619048,1,26550.0,9,9,1,9690,1933,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2513,534.9333333333334,1,770304.0000000001,18,18,1,9902,3665,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2514,390.6291666666666,1,273440.4166666666,14,14,0,10496,2755,Mid-term,Unknown,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+2515,230.66666666666663,1,202986.66666666663,16,16,1,9674,2580,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2516,0.0,0,216993.92,12,12,1,2349,1574,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2517,0.0,0,385350.00000000006,5,5,0,10909,2680,Mid-term,European,NOTICE,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+2518,0.0,0,193097.3333333333,17,17,1,5652,2588,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2519,294.5,1,301568.0,16,16,1,9660,2132,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2520,0.0,0,434442.5280000001,18,18,1,5982,2686,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+2521,0.0,0,923290.9714285716,23,23,1,11074,3106,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2522,0.0,0,1569683.0240000002,23,23,5,10618,2610,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,True,True,True,False,False,False,False,True
+2523,286.2266666666667,1,333740.2933333334,11,11,1,2685,3857,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2524,0.0,0,316869.84,19,19,1,4504,3034,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2525,0.0,0,517089.9066666668,17,17,1,13053,3104,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+2526,0.0,0,78724.8,21,21,1,9735,1886,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+2527,0.0,0,131883.88571428572,24,24,1,8912,2999,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2528,1595.49,1,741902.85,15,15,1,15975,2602,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,True,False,False,False,False,False,False,False
+2529,373.6571428571429,1,695002.2857142858,15,15,2,9843,3604,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+2530,0.0,0,630167.5714285715,15,15,2,9004,3364,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+2531,0.0,0,118499.68,10,10,1,10373,2279,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2532,0.0,0,85460.57142857143,11,11,1,8639,2614,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2533,0.0,0,474978.2400000001,22,22,1,8792,3278,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2534,753.9333333333334,1,444820.6666666667,10,10,2,17330,4014,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+2535,0.0,0,665692.6466666667,22,22,1,13861,2075,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2536,0.0,0,76409.33333333333,20,20,1,12657,1387,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2537,216.7809523809524,1,429226.28571428574,22,22,2,16326,2480,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+2538,0.0,0,697508.0,15,15,1,11469,2568,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2539,547.8666666666667,1,1610728.0,20,20,2,16431,4853,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+2540,0.0,0,532880.3333333333,11,11,2,12445,3015,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+2541,0.0,0,635236.5714285716,17,17,1,2595,3716,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2542,152.06533333333334,1,295615.00800000003,24,24,3,10222,2124,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,True,True
+2543,0.0,0,1279177.9,22,22,2,8656,3744,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+2544,413.2000000000001,1,607404.0000000001,15,15,1,2287,3888,Short-term,English,NOTICE,IT,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2545,0.0,0,339460.6285714286,11,11,1,1934,3304,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2546,849.7790476190479,1,1023133.9733333336,14,14,1,10678,5611,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2547,194.1904761904762,1,186811.2380952381,26,26,1,15687,2318,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2548,0.0,0,215296.25,3,3,0,9916,2735,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+2549,226.1866666666667,1,640334.4533333334,19,19,2,14702,3242,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+2550,0.0,0,820258.6666666667,8,8,1,8594,4060,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2551,0.0,0,2189923.8400000003,16,16,1,5248,2489,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2552,191.44761904761907,1,263814.81904761906,13,13,1,14483,2298,Long-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2553,0.0,0,310014.72,8,8,1,2378,4600,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2554,258.1676190476191,1,290438.5714285715,15,15,1,6382,2350,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2555,0.0,0,71622.36,9,9,1,10685,2524,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2556,0.0,0,630828.2933333335,17,17,1,6010,2255,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2557,684.1813333333334,1,561028.6933333335,20,20,2,2290,6314,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+2558,0.0,0,439603.20000000007,14,14,1,10817,2684,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2559,0.0,0,1309048.723809524,23,23,2,8455,3664,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2560,0.0,0,530150.6666666667,20,20,1,12079,3783,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2561,0.0,0,374679.619047619,20,20,1,11804,2741,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2562,237.82857142857145,1,574356.0,21,21,1,4360,2631,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2563,527.6266666666667,1,1351779.52,21,21,1,9827,3627,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2564,0.0,0,1881.90476190476,20,20,1,10267,934,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2565,0.0,0,316095.0857142857,24,24,1,8313,3703,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2566,0.0,0,551556.4285714285,19,19,1,7361,2386,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+2567,0.0,0,380655.16,17,17,2,8717,3561,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+2568,257.2,1,430552.79999999993,18,18,1,9994,2770,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2569,238.08,1,653291.52,49,49,2,14135,3364,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+2570,1325.2666666666669,1,1828868.0,20,20,1,9660,3640,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+2571,754.3900000000001,1,829829.0000000001,22,22,1,9947,3303,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2572,0.0,0,561257.8285714285,19,19,1,4124,6807,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2573,0.0,0,993649.3714285716,29,29,1,8656,3200,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2574,0.0,0,525336.0666666667,19,19,1,4163,2711,Short-term,English,AUTO RENEW,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2575,0.0,0,36677.33333333333,13,13,1,8820,2948,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2576,0.0,0,19642.30476190476,1,1,1,9065,3582,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2577,357.8133333333334,1,208962.9866666667,4,4,1,10222,2758,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2578,159.3466666666667,1,259416.37333333332,22,22,1,9902,2558,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2579,0.0,0,240708.16,14,14,1,10647,2260,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2580,0.0,0,608057.856,18,18,2,13039,2397,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+2581,208.5904761904762,1,467242.6666666667,20,20,2,12735,2421,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+2582,0.0,0,374066.93333333335,19,19,1,8441,1877,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2583,655.9280000000001,1,1208875.3040000002,19,19,2,18774,1787,Long-term,English,AUTO RENEW,MAIL,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+2584,179.20000000000002,1,657305.6000000001,28,28,1,14210,2211,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2585,0.0,0,892516.4,21,21,1,7004,4066,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2586,216.27047619047624,1,458493.4095238096,20,20,1,2520,2119,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2587,0.0,0,861532.0746666667,17,17,1,11804,3430,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2588,0.0,0,713746.8000000002,25,25,1,8912,3008,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2589,0.0,0,369734.4,18,18,1,9417,2357,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2590,0.0,0,685621.4095238094,22,22,1,11227,2757,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2591,0.0,0,838448.0,14,14,1,8304,4014,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2592,0.0,0,838292.0,21,21,2,11104,3172,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+2593,0.0,0,395626.14,15,15,1,8912,3068,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2594,0.0,0,654541.6666666667,25,25,1,8257,3257,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2595,145.80952380952382,1,253708.57142857145,15,15,4,16828,1971,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,True,False,False,False,True,True,True
+2596,0.0,0,180295.68,12,12,2,2307,4131,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+2597,0.0,0,700776.2666666666,11,11,1,8441,3287,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+2598,124.8952380952381,1,56827.333333333336,7,7,2,13083,1822,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+2599,0.0,0,147920.98285714287,18,18,1,9234,2259,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2600,0.0,0,1415583.0000000002,18,18,2,8717,3679,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+2601,120.03809523809524,1,36011.42857142857,15,15,1,8837,1787,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2602,0.0,0,184040.0,21,21,1,8312,2183,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2603,0.0,0,495180.0,15,15,1,11834,2679,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2604,0.0,0,41687.77142857143,6,6,2,8359,2482,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+2605,0.0,0,326678.4,12,12,1,8778,2638,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2606,143.76,1,205289.28,17,17,1,6445,2398,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2607,0.0,0,801701.1200000001,20,20,2,15016,2689,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+2608,0.0,0,727359.2000000002,20,20,1,22884,3605,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2609,98.21466666666666,1,383430.0586666666,32,32,1,18365,2363,Long-term,Unknown,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2610,0.0,0,518778.5142857143,18,18,1,8594,2707,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2611,273.2,1,73764.0,15,15,1,9978,2884,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2612,0.0,0,181158.70933333336,17,17,1,6127,3634,Short-term,Unknown,AUTO RENEW,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2613,0.0,0,415956.09523809527,23,23,1,11608,3283,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2614,0.0,0,668947.1359999999,22,22,1,9582,2502,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+2615,0.0,0,977605.2000000002,18,18,1,12323,2194,Mid-term,English,AUTO RENEW,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2616,0.0,0,349950.8571428572,22,22,1,9035,2334,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2617,198.4,1,267840.0,18,18,1,5004,2348,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2618,0.0,0,250958.4,21,21,1,10725,3985,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2619,0.0,0,249336.53333333333,16,16,3,9582,3381,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,True,False,True,False,True
+2620,0.0,0,197150.55360000004,14,14,3,13069,2936,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,True,True
+2621,0.0,0,227108.2133333333,17,17,1,8594,2205,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2622,644.9040000000001,1,58041.36000000001,2,2,1,9916,3466,Mid-term,Asian,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+2623,0.0,0,200066.53333333333,5,5,1,7554,3177,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2624,1202.6733333333334,1,868330.1466666667,19,19,2,17221,2821,Long-term,English,AUTO RENEW,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+2625,0.0,0,393230.93333333335,22,22,0,12079,2334,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+2626,0.0,0,233060.53333333333,8,8,0,8851,4151,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+2627,0.0,0,224256.00000000003,18,18,1,9051,3159,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2628,0.0,0,783865.2342857143,18,18,3,8670,2666,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+2629,0.0,0,338470.56,12,12,1,10953,3004,Mid-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2630,0.0,0,264459.52,23,23,2,14271,3190,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+2631,0.0,0,166115.73333333334,19,19,1,6317,1615,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2632,0.0,0,103277.71428571428,20,20,1,8990,2468,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2633,263.9619047619048,1,803764.0000000001,21,21,1,9874,2382,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2634,0.0,0,49541.66666666666,1,1,0,9339,2906,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+2635,0.0,0,646380.0,18,18,1,8656,3650,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2636,0.0,0,484400.00000000006,21,21,1,11349,3288,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2637,179.76,1,194680.08,19,19,1,9843,1847,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2638,0.0,0,712597.6000000001,11,11,1,8455,3477,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2639,0.0,0,66684.8,2,2,1,2465,2177,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+2640,700.1600000000001,1,156835.84000000003,16,16,2,16828,4510,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+2641,0.0,0,479013.3333333334,4,4,0,12065,2308,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+2642,0.0,0,924477.7706666668,17,17,1,8455,3134,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2643,0.0,0,470094.8571428572,12,12,2,13600,2366,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+2644,507.13000000000005,1,91283.4,18,18,1,16417,2524,Long-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2645,0.0,0,206921.0742857143,19,19,3,6396,2506,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+2646,0.0,0,210252.8,21,21,2,11213,2595,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+2647,0.0,0,613585.4400000001,21,21,1,14848,2030,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2648,0.0,0,1025392.761904762,22,22,1,4098,3214,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2649,0.0,0,13279.52380952381,1,1,1,10878,2131,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2650,0.0,0,273969.14285714284,10,10,1,9157,2695,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2651,146.17142857142858,1,263108.5714285714,18,18,3,15200,1974,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,True,True
+2652,0.0,0,17956.08,9,9,1,11151,2128,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2653,0.0,0,65632.30476190477,17,17,1,9431,2656,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2654,187.5619047619048,1,178558.93333333335,17,17,1,18014,2271,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2655,136.48,1,51589.44,18,18,1,16783,2324,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2656,0.0,0,539447.04,22,22,2,10953,2734,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2657,0.0,0,165980.58666666664,16,16,1,12065,2381,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2658,0.0,0,1186348.8,20,20,1,8806,2992,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2659,0.0,0,84828.34285714285,3,3,1,9551,2658,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2660,0.0,0,195298.72,19,19,1,8898,4022,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2661,0.0,0,55434.76190476192,19,19,1,11804,2827,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2662,0.0,0,352662.6666666666,7,7,0,8396,3374,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+2663,0.0,0,93637.7,19,19,1,8761,2479,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2664,0.0,0,1907942.4,21,21,1,8731,5771,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2665,141.20000000000002,1,148824.80000000002,17,17,1,21696,2372,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2666,554.0,1,335724.0,6,6,1,10526,2061,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+2667,196.57142857142856,1,197947.42857142855,19,19,1,16217,2335,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2668,0.0,0,920603.4285714284,20,20,1,6168,3352,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+2669,0.0,0,129216.0,5,5,0,10633,2580,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+2670,0.0,0,241156.68571428576,20,20,1,12004,2093,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+2671,0.0,0,120714.67200000002,18,18,1,10770,3223,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2672,0.0,0,99869.98666666668,13,13,2,11104,1979,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+2673,0.0,0,181660.6628571429,13,13,3,11957,2341,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+2674,0.0,0,21436.19047619048,8,8,1,8303,1695,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2675,0.0,0,182896.272,21,21,2,9248,2306,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2676,438.13333333333344,1,157728.00000000006,15,15,1,10147,3169,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2677,0.0,0,143869.44,22,22,1,11622,2643,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2678,0.0,0,243886.9333333333,10,10,1,8304,3327,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2679,0.0,0,577063.7600000001,21,21,1,13509,2672,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2680,0.0,0,410482.8000000001,13,13,1,7851,2979,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2681,0.0,0,727808.9866666668,10,10,1,9599,3556,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2682,394.6666666666667,1,364672.0,21,21,1,14530,2947,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2683,0.0,0,459396.0,6,6,1,16356,2917,Long-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,False
+2684,0.0,0,103914.72000000002,24,24,0,13387,1901,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+2685,0.0,0,439852.5714285714,15,15,1,12551,3458,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+2686,171.54666666666668,1,408281.0666666667,17,17,1,16477,1805,Long-term,Asian,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2687,0.0,0,398778.2933333333,17,17,1,16675,3537,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2688,192.03809523809525,1,227181.06666666668,13,13,1,7886,2303,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2689,0.0,0,96789.33333333331,26,26,2,9082,2832,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+2690,0.0,0,517222.3888,17,17,2,13586,2267,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+2691,0.0,0,408398.2933333333,16,16,1,4294,2244,Short-term,English,AUTO RENEW,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2692,0.0,0,405811.0476190476,17,17,1,12445,2184,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2693,0.0,0,217805.71428571432,15,15,1,4874,2928,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2694,0.0,0,412038.0333333334,13,13,1,10709,3688,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2695,0.0,0,357926.4,18,18,3,10587,3536,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+2696,0.0,0,81630.0,18,18,1,9874,2784,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2697,0.0,0,89578.66666666666,19,19,1,10786,2346,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2698,0.0,0,739520.0,15,15,1,11851,3450,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2699,132.9466666666667,1,98114.64,18,18,1,13434,2288,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+2700,0.0,0,230060.1333333333,13,13,1,8912,3515,Mid-term,Asian,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2701,0.0,0,720452.8,21,21,2,12414,3046,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+2702,0.0,0,848854.4,20,20,1,10526,4431,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2703,822.4000000000001,1,1421107.2000000002,18,18,3,9264,2330,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,True,False,False,False,True
+2704,0.0,0,419959.4666666667,8,8,1,6184,3369,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2705,0.0,0,1800416.666666667,20,20,3,8837,3401,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+2706,0.0,0,415909.37142857147,17,17,1,9643,2970,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+2707,0.0,0,169281.84,21,21,1,9309,4101,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2708,244.10666666666668,1,47600.8,15,15,1,9690,2176,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2709,0.0,0,43111.02857142858,17,17,1,10557,1600,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2710,0.0,0,450056.8000000001,19,19,1,9157,2320,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2711,0.0,0,390894.93333333335,16,16,1,9356,3662,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2712,290.432380952381,1,702846.361904762,20,20,1,10025,2528,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2713,0.0,0,908458.8,21,21,1,10633,3293,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2714,0.0,0,1239830.5920000002,21,21,1,6946,3568,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2715,0.0,0,1084962.1333333335,16,16,1,9157,3945,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2716,709.5416666666666,1,156099.16666666666,5,5,0,8030,3251,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+2717,0.0,0,674689.1428571428,20,20,1,10909,3705,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2718,302.832,1,189875.664,11,11,2,9947,3510,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+2719,368.82666666666665,1,91100.18666666666,19,19,1,14377,2814,Long-term,Unknown,NOTICE,PHONE,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+2720,285.3413333333333,1,33099.59466666667,2,2,1,7011,3174,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+2721,0.0,0,235541.3333333333,16,16,1,10192,2162,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2722,0.0,0,403565.7142857143,16,16,3,2312,2734,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+2723,0.0,0,376318.8000000001,17,17,1,7337,3832,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2724,0.0,0,511232.9600000001,14,14,1,13110,2281,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2725,795.7083333333334,1,861752.125,19,19,0,15944,3533,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+2726,0.0,0,3019660.626666667,19,19,2,9551,3942,Mid-term,Unknown,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+2727,316.05333333333334,1,187735.68,18,18,1,15718,2544,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2728,236.4,1,544665.6,16,16,2,17952,2943,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+2729,0.0,0,151979.52000000002,18,18,1,11957,2470,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2730,0.0,0,594905.1428571428,18,18,1,12292,3080,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2731,178.0,1,366680.0,20,20,3,10312,2202,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+2732,0.0,0,107426.40000000002,17,17,1,11012,3083,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2733,0.0,0,155686.08000000002,9,9,1,12765,2851,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2734,0.0,0,280124.416,22,22,2,7395,2754,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,True,False,False,False,False,False,False,True
+2735,237.6666666666667,1,196788.00000000003,18,18,1,16111,3360,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2736,0.0,0,1044691.2,18,18,1,11742,3049,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2737,0.0,0,212046.08,4,4,1,10984,3307,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2738,0.0,0,286824.00000000006,19,19,1,11714,2730,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2739,930.7,1,696163.6000000001,17,17,1,9902,2197,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,True,False,False,False,False,False,False,False
+2740,153.78666666666666,1,199307.52,16,16,1,22550,2501,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2741,0.0,0,357714.1333333333,20,20,1,9021,1991,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2742,505.6,1,1046592.0,23,23,1,5320,2997,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2743,0.0,0,220133.79047619048,16,16,1,13265,2259,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2744,0.0,0,50696.62,3,3,0,8639,2974,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+2745,0.0,0,638079.1666666666,7,7,0,5772,3913,Short-term,English,NOTICE,PHONE,101-500,Standard,True,False,False,False,False,False,False,False,False,False,False
+2746,0.0,0,603504.0,6,6,0,2668,4170,Short-term,Unknown,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+2747,265.8285714285714,1,168801.14285714284,5,5,3,3209,2831,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+2748,168.6857142857143,1,82656.00000000001,7,7,1,14483,2135,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2749,0.0,0,483809.12,17,17,1,11500,3783,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2750,0.0,0,168474.696,18,18,1,4749,2495,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2751,0.0,0,1269795.4285714284,18,18,2,11578,4063,Mid-term,European,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+2752,0.0,0,104355.80952380953,10,10,1,1972,3505,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2753,0.0,0,661945.4400000001,21,21,1,13875,2947,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2754,0.0,0,669708.0,18,18,1,11165,2554,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2755,217.72,1,591545.24,19,19,1,14240,3155,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2756,0.0,0,326657.04761904763,19,19,1,10647,3167,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2757,0.0,0,1173639.168,16,16,1,8352,3256,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2758,0.0,0,1215974.514285714,23,23,1,11121,3672,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2759,475.66666666666674,1,618366.6666666669,20,20,1,2049,2874,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2760,0.0,0,935820.288,18,18,1,9370,2840,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2761,0.0,0,102768.0,18,18,1,11074,2388,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2762,0.0,0,1744591.5066666668,26,26,1,10770,2866,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2763,0.0,0,272022.6666666667,17,17,1,11090,2416,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+2764,0.0,0,218063.4560000001,12,12,2,10709,2449,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+2765,0.0,0,644202.8800000001,24,24,1,8778,2862,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2766,0.0,0,1418414.4,18,18,1,2196,4029,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2767,224.96,1,522357.12000000005,18,18,1,16187,3230,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2768,258.41333333333336,1,512692.0533333334,16,16,1,1137,3572,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2769,299.752380952381,1,311742.4761904762,20,20,1,12079,3075,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2770,0.0,0,691094.8571428572,20,20,2,10695,2514,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2771,0.0,0,1344497.1428571432,20,20,2,8455,3397,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2772,0.0,0,70294.28571428572,18,18,2,9462,2046,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2773,0.0,0,285509.3333333333,20,20,1,12048,2453,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2774,0.0,0,265424.64,18,18,1,11469,2378,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2775,533.4476190476191,1,1278673.9428571432,17,17,1,17664,4749,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2776,0.0,0,563445.12,18,18,2,9096,2438,Mid-term,European,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+2777,0.0,0,182740.48,16,16,2,15183,2307,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2778,500.6,1,600720.0,16,16,1,9674,2976,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2779,0.0,0,292672.0,17,17,1,8441,2395,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2780,199.56,1,713626.56,24,24,1,17405,2969,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2781,0.0,0,183219.2,20,20,1,12079,2306,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2782,0.0,0,137625.0,21,21,0,12596,2179,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+2783,0.0,0,443457.00000000006,15,15,1,9462,3809,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+2784,145.66666666666666,1,34960.0,15,15,1,3249,2418,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2785,0.0,0,188785.56666666668,7,7,2,15701,3425,Long-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+2786,0.0,0,441564.48,12,12,2,12765,3916,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+2787,0.0,0,528243.9680000001,20,20,2,9021,3101,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,True,True,False,True,False,False,False,False,False,False,True
+2788,0.0,0,1117370.0571428572,16,16,1,12643,4217,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2789,386.3571428571428,1,113589.0,14,14,0,10069,3141,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+2790,0.0,0,73882.85714285716,15,15,1,9704,2784,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2791,0.0,0,266870.9523809524,25,25,2,12535,2792,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+2792,0.0,0,474316.8000000001,16,16,1,3929,2507,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2793,0.0,0,80947.20000000001,20,20,1,8594,3228,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2794,597.5666666666667,1,1242341.1,21,21,1,9704,3374,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+2795,99.69333333333334,1,105076.77333333336,17,17,1,19262,1947,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2796,425.1371428571429,1,292494.35428571433,16,16,1,11394,3270,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2797,0.0,0,892012.0,19,19,1,11912,2529,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2798,0.0,0,279217.792,24,24,2,12323,3429,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+2799,0.0,0,149764.9066666667,7,7,1,13647,2882,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2800,0.0,0,208350.00000000003,15,15,1,12079,1874,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2801,223.90666666666667,1,662987.64,21,21,1,15426,3219,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2802,0.0,0,1053051.48,18,18,2,11804,1986,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+2803,514.1714285714286,1,769200.4571428571,17,17,2,13920,3997,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+2804,0.0,0,1240730.4000000004,19,19,1,3949,4110,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2805,0.0,0,570578.8952380952,16,16,1,4097,3021,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2806,139.78666666666666,1,237637.3333333333,20,20,1,17252,2358,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2807,0.0,0,1004717.0,17,17,0,14043,3231,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+2808,0.0,0,102716.95238095238,20,20,2,4090,2599,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+2809,0.0,0,447144.64761904767,29,29,1,13404,2420,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2810,0.0,0,148948.80000000005,14,14,1,13586,2156,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2811,0.0,0,44840.22857142857,12,12,2,12473,3158,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+2812,0.0,0,172742.93333333335,19,19,1,9523,3253,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2813,0.0,0,215441.3333333333,25,25,1,12977,2002,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2814,0.0,0,1234677.9428571428,17,17,1,6545,4541,Mid-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+2815,0.0,0,1170498.0,18,18,2,9172,5518,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+2816,0.0,0,135926.40000000002,10,10,1,8441,2859,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2817,0.0,0,847752.0,21,21,2,3607,5748,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+2818,0.0,0,1136332.6,13,13,1,8792,3378,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2819,0.0,0,500631.4666666667,28,28,1,6120,2290,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2820,0.0,0,850533.12,20,20,2,10647,3739,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+2821,0.0,0,619142.8571428573,20,20,1,12065,2943,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2822,0.0,0,108178.2,3,3,1,12094,2984,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2823,0.0,0,543432.6857142858,17,17,2,14240,2150,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+2824,0.0,0,321413.04000000004,23,23,1,10984,3576,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2825,269.0306666666667,1,469727.54400000005,18,18,1,12079,3045,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2826,350.81199999999995,1,410450.0399999999,18,18,3,4035,2637,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,True,False,False,False,False,False,True,True
+2827,147.0476190476191,1,443054.4761904762,23,23,1,19019,1980,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2828,0.0,0,207286.8571428571,8,8,1,9203,2861,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2829,122.22666666666667,1,25545.373333333333,11,11,1,10008,2178,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+2830,0.0,0,825516.0,12,12,1,9004,2968,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2831,0.0,0,143102.57142857142,19,19,1,8517,2788,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2832,0.0,0,746654.3999999999,15,15,1,9203,3162,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2833,514.8571428571429,1,1015298.2857142858,17,17,2,18579,4616,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+2834,0.0,0,874166.3333333334,11,11,2,8868,3171,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+2835,0.0,0,607491.456,23,23,2,9387,3593,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+2836,112.16,1,208617.6,20,20,2,20617,2075,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+2837,0.0,0,527655.4285714286,15,15,1,11957,3637,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2838,0.0,0,2205055.6,22,22,2,11213,3285,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,True,False,False,False,False,False,False,False,True
+2839,316.2476190476191,1,535723.4666666667,14,14,1,11304,3193,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2840,0.0,0,914789.4933333334,17,17,1,9186,3737,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2841,275.2857142857143,1,105709.71428571428,4,4,0,10069,2505,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+2842,318.59047619047624,1,388680.380952381,20,20,2,15518,3210,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2843,0.0,0,254287.64,19,19,1,9186,3512,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2844,274.2666666666667,1,362854.8000000001,9,9,1,2969,2330,Short-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2845,228.97333333333336,1,451535.4133333334,17,17,1,10239,2189,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2846,0.0,0,759697.3600000001,17,17,1,10359,3997,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2847,0.0,0,330669.12000000005,18,18,1,13008,2701,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2848,0.0,0,333103.68000000005,4,4,1,11530,2337,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+2849,0.0,0,214741.8,23,23,1,9172,2444,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2850,0.0,0,749473.4,26,26,0,5022,2637,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+2851,397.53333333333336,1,419795.2,22,22,1,9704,2554,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2852,0.0,0,386682.5714285714,19,19,1,12688,3485,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2853,0.0,0,107766.10000000003,5,5,1,10695,3904,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2854,0.0,0,387143.8666666666,7,7,1,8820,3688,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+2855,0.0,0,300239.7394285714,17,17,2,10647,2038,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+2856,0.0,0,432999.14285714296,19,19,1,8441,6195,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2857,0.0,0,2022637.5,18,18,1,18720,3758,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2858,0.0,0,194364.42666666664,11,11,1,9126,2851,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2859,0.0,0,40888.57142857143,11,11,2,8731,2702,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+2860,0.0,0,102203.3523809524,17,17,1,8778,3194,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2861,0.0,0,755348.5333333334,28,28,1,8912,4176,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2862,0.0,0,489065.1428571429,15,15,3,11804,2549,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+2863,0.0,0,1365895.0333333332,17,17,2,8778,3838,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+2864,0.0,0,314249.60000000003,21,21,2,13555,4756,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,True,False,False,False,False,False,False,False,True
+2865,0.0,0,1234808.64,18,18,1,13540,3649,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2866,0.0,0,2578244.76,18,18,2,12551,2461,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+2867,0.0,0,495229.4285714287,17,17,1,11349,3171,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2868,0.0,0,41064.0,4,4,3,12200,2173,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+2869,0.0,0,273620.2666666667,23,23,2,17634,2529,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,True,False,False,False,False,False,True
+2870,0.0,0,864957.0857142857,19,19,2,9065,3495,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+2871,0.0,0,1087719.4666666668,20,20,1,10573,5490,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2872,351.47428571428577,1,1040363.885714286,20,20,2,17207,3025,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+2873,0.0,0,66160.5,15,15,0,9065,3507,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+2874,766.8000000000001,1,1191607.2000000002,21,21,5,5222,4067,Short-term,English,NOTICE,PHONE,51-100,Standard,False,True,True,True,True,True,False,False,False,False,True
+2875,419.8933333333334,1,685265.92,17,17,1,15183,3076,Long-term,Unknown,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+2876,0.0,0,194480.0,17,17,1,9370,2503,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2877,0.0,0,307792.80000000005,21,21,3,11165,2943,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,True,False,False,False,False,False,True,True
+2878,0.0,0,290707.2,16,16,2,11530,2192,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,True,True
+2879,0.0,0,446494.8000000001,15,15,1,9643,3914,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2880,0.0,0,479494.4,16,16,2,10800,3848,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+2881,0.0,0,1134553.3333333335,19,19,2,11349,3278,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+2882,0.0,0,114207.60000000002,15,15,2,9051,2925,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+2883,0.0,0,635760.0000000001,20,20,1,12048,3096,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2884,0.0,0,737511.6000000001,21,21,1,9295,2819,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2885,0.0,0,342497.99999999994,18,18,1,9309,3923,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2886,0.0,0,179022.24000000005,17,17,1,11213,2445,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2887,0.0,0,1182729.6,20,20,2,14026,3514,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,True,True,False,True,False,False,False,False,False,False,True
+2888,0.0,0,278048.32,12,12,1,9278,2887,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2889,196.7619047619048,1,263857.7142857143,9,9,0,9752,2055,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+2890,163.73333333333335,1,343840.0,15,15,1,13892,2603,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2891,780.3000000000001,1,1963234.8,17,17,1,17923,4122,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2892,0.0,0,619252.0,21,21,1,10526,2920,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2893,0.0,0,1833616.4,21,21,1,10647,3342,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+2894,0.0,0,75340.02666666669,11,11,1,9172,3272,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2895,115.21466666666667,1,202201.74,15,15,1,1852,1834,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2896,0.0,0,671626.8571428572,15,15,1,9492,3870,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2897,0.0,0,908094.6285714286,22,22,1,10848,3167,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2898,0.0,0,764991.76,21,21,1,9264,3468,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2899,0.0,0,158973.36000000004,9,9,1,5184,2126,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2900,0.0,0,283615.488,18,18,1,8717,3512,Mid-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2901,153.70666666666668,1,41500.8,15,15,1,14226,2500,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2902,0.0,0,467921.14285714296,15,15,1,17983,2620,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2903,0.0,0,73206.84800000001,16,16,1,7148,4202,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2904,0.0,0,207260.11428571428,17,17,1,11700,3574,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2905,0.0,0,392740.64,19,19,1,10695,2647,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2906,415.0095238095239,1,662355.2000000002,12,12,1,6532,3901,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+2907,0.0,0,1140360.0000000002,20,20,2,9051,3022,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2908,0.0,0,481686.8571428571,18,18,1,12323,2788,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2909,0.0,0,336496.9142857144,22,22,1,12261,2723,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2910,0.0,0,375289.20000000007,13,13,1,13203,2718,Mid-term,European,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2911,0.0,0,148447.52000000002,7,7,1,2163,2621,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2912,0.0,0,337810.0,15,15,1,10131,3861,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2913,0.0,0,163124.48,16,16,2,12048,2049,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+2914,143.57333333333335,1,238331.73333333337,20,20,1,14895,2396,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2915,0.0,0,328667.04000000004,18,18,1,11439,3323,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2916,277.76,1,126658.56,19,19,1,14149,3770,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2917,0.0,0,464399.0,25,25,2,7162,2295,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+2918,0.0,0,416400.0400000001,21,21,2,12779,2632,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+2919,0.0,0,282322.2857142857,8,8,0,13845,2361,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+2920,0.0,0,623524.0,10,10,1,11820,2652,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2921,129.18666666666667,1,57875.62666666666,16,16,3,13892,2249,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,True,False,False,False,True,False,True
+2922,417.3333333333334,1,331780.0000000001,15,15,1,3336,3063,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2923,227.90666666666667,1,263460.1066666667,17,17,1,13189,3260,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2924,0.0,0,456652.8000000001,16,16,2,6455,2279,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+2925,0.0,0,152235.2,8,8,1,13114,2925,Mid-term,European,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2926,0.0,0,851438.0952380954,23,23,1,7730,3233,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2927,395.9047619047619,1,513092.5714285715,9,9,2,10055,3764,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+2928,0.0,0,710055.8857142859,31,31,1,9537,3757,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2929,0.0,0,843349.3333333335,20,20,1,8882,2276,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+2930,0.0,0,212053.8666666667,8,8,1,2207,2766,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,False
+2931,0.0,0,722216.0,20,20,1,9051,2201,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2932,0.0,0,687407.9333333335,14,14,1,10725,3136,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2933,0.0,0,530961.6000000001,20,20,1,11213,2088,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2934,0.0,0,292735.46666666673,10,10,1,13251,2732,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2935,1833.9533333333336,1,319107.88,6,6,4,9735,3815,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,True,False,True,False,True,True
+2936,0.0,0,159262.25,5,5,0,3044,2701,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+2937,0.0,0,378438.14666666667,13,13,1,11104,2927,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+2938,539.7666666666668,1,334655.33333333343,20,20,1,9964,3137,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2939,0.0,0,417624.38095238095,16,16,1,8670,2399,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2940,0.0,0,787608.5904761904,22,22,1,4343,2961,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2941,487.14666666666665,1,876864.0,18,18,1,23235,3420,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2942,0.0,0,404405.76,18,18,1,12688,3540,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2943,210.95238095238096,1,219390.4761904762,20,20,1,6122,2438,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2944,0.0,0,1508348.5714285714,20,20,1,16918,4815,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2945,447.79047619047617,1,423162.0,21,21,2,9843,4135,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+2946,0.0,0,175395.65714285718,12,12,1,9278,3481,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+2947,0.0,0,1123634.6666666665,19,19,1,8547,4541,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+2948,0.0,0,115785.6,21,21,2,11227,3749,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+2949,0.0,0,1216277.9999999998,21,21,2,12200,2943,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+2950,0.0,0,403458.6666666667,19,19,1,11622,2013,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+2951,0.0,0,455142.1333333333,13,13,1,9370,1981,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+2952,285.3866666666667,1,289382.08,13,13,2,9902,3848,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+2953,0.0,0,40953.52380952381,22,22,1,10222,1019,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2954,159.06666666666666,1,190402.8,19,19,1,16203,2066,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2955,124.72,1,169619.2,20,20,1,9721,2203,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2956,108.0,1,180576.0,19,19,1,22748,2032,Long-term,English,NOTICE,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+2957,264.32,1,644940.7999999999,20,20,1,9796,3632,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2958,0.0,0,322796.8952380952,23,23,1,1743,3066,Short-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+2959,0.0,0,432589.2480000001,9,9,2,12916,2612,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+2960,0.0,0,992208.0,18,18,1,2670,3748,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2961,320.5466666666667,1,275670.13333333336,20,20,1,9599,4208,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2962,186.4190476190477,1,315048.1904761906,13,13,1,15913,2262,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2963,519.5666666666667,1,241078.93333333332,4,4,0,16706,2236,Long-term,Unknown,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+2964,416.5546666666668,1,419470.5493333335,19,19,1,9857,2567,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2965,390.5333333333333,1,240178.0,15,15,1,16173,3725,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2966,0.0,0,676875.2640000002,20,20,2,8455,3240,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+2967,0.0,0,40982.4,9,9,3,12323,2869,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,True,False,True
+2968,0.0,0,515418.69166666665,7,7,0,4963,4126,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,False
+2969,0.0,0,800318.88,15,15,2,9492,2977,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+2970,0.0,0,299607.4666666667,20,20,1,12384,3665,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2971,0.0,0,173792.02285714285,19,19,3,12079,2689,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,True,False,True
+2972,0.0,0,306554.7333333334,23,23,1,2054,2541,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2973,0.0,0,715305.6,16,16,2,8898,2721,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+2974,0.0,0,53944.128,18,18,1,12065,2753,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+2975,0.0,0,509714.4000000001,18,18,1,4251,2238,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+2976,808.8773333333334,1,194130.56,20,20,1,10281,4111,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2977,1057.3333333333337,1,507520.0000000001,20,20,7,9660,2592,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,True,True,True,True,False,True,True
+2978,0.0,0,2093282.1333333333,23,23,1,12065,3838,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+2979,0.0,0,219067.3333333333,7,7,0,5856,3070,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+2980,0.0,0,748891.7676190477,19,19,1,9248,3544,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+2981,0.0,0,535692.3428571429,18,18,1,9021,2368,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2982,0.0,0,859668.48,24,24,1,13631,3473,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+2983,0.0,0,271747.49333333335,13,13,1,4314,4316,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2984,230.7333333333333,1,293723.5333333333,19,19,1,9295,3289,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+2985,0.0,0,185037.84,9,9,1,11335,2912,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2986,0.0,0,1158237.653333333,17,17,1,5023,3882,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+2987,0.0,0,26404.400000000005,17,17,1,10756,2517,Mid-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+2988,332.02000000000004,1,936296.4,20,20,1,21774,1972,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+2989,218.81904761904764,1,523852.8,19,19,2,16783,2495,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+2990,0.0,0,39020.8,7,7,1,1706,4731,Short-term,English,NOTICE,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2991,0.0,0,1223634.285714286,20,20,1,10526,3737,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+2992,0.0,0,33113.70666666667,8,8,1,10390,3157,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+2993,0.0,0,18191.466666666667,1,1,1,8778,2344,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+2994,0.0,0,1031068.1333333332,22,22,1,8338,6571,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+2995,0.0,0,166106.0761904762,5,5,1,5498,2207,Short-term,Unknown,AUTO RENEW,PHONE,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+2996,0.0,0,333398.016,12,12,2,10434,3748,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+2997,0.0,0,228242.6666666667,22,22,1,13418,3051,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+2998,0.0,0,469327.04,21,21,1,9248,3126,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+2999,0.0,0,515937.0666666668,14,14,2,11578,2328,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3000,0.0,0,1097241.6,24,24,1,8670,2984,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3001,0.0,0,397716.48,21,21,2,12048,2946,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+3002,0.0,0,80623.928,17,17,2,13203,1977,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+3003,0.0,0,150894.72,12,12,1,8366,3725,Mid-term,English,NOTICE,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+3004,0.0,0,87084.57142857142,10,10,3,6926,3188,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,True,False,False,False,False,False,False,True
+3005,0.0,0,550835.4057142859,19,19,2,11227,2785,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3006,0.0,0,504306.1333333333,7,7,2,9339,3618,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+3007,0.0,0,124675.46666666667,19,19,1,8594,3064,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3008,339.2952380952381,1,199505.6,6,6,1,9954,3358,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3009,0.0,0,4065946.56,18,18,2,8033,3869,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,True,False,False,False,False,False,False,True
+3010,0.0,0,409722.6666666666,20,20,2,8792,3394,Mid-term,English,NOTICE,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+3011,0.0,0,807172.704,14,14,3,8778,4279,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+3012,0.0,0,181470.08,14,14,2,12783,4445,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+3013,526.1066666666667,1,1237402.88,24,24,1,10086,3620,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3014,129.49333333333334,1,72645.76000000001,17,17,1,16295,1589,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3015,0.0,0,629142.8571428573,25,25,1,9112,2429,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3016,0.0,0,129414.826666667,19,19,1,10800,1136,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3017,0.0,0,150948.16,19,19,1,9157,2026,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3018,0.0,0,1222803.2666666666,19,19,2,10131,2695,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+3019,0.0,0,152879.99999999997,5,5,0,11029,3361,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3020,0.0,0,2429520.0,20,20,1,9523,2100,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+3021,283.8857142857143,1,147620.57142857145,20,20,1,10862,2961,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3022,0.0,0,455142.8571428572,18,18,2,8747,2739,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3023,0.0,0,202793.76,6,6,2,11592,3884,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+3024,0.0,0,599822.4761904762,23,23,2,11121,2724,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3025,618.2366666666668,1,968158.6200000002,18,18,2,4563,2874,Short-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+3026,0.0,0,647294.4761904762,23,23,2,12445,2680,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+3027,0.0,0,1214358.4,12,12,1,11213,3653,Mid-term,English,NOTICE,BRANCH (PHONE),101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3028,0.0,0,394946.4,18,18,2,12079,3538,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+3029,180.6095238095238,1,298547.5428571428,19,19,1,16522,2221,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3030,834.6990476190479,1,2075061.8323809528,22,22,1,9599,5528,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3031,0.0,0,7620.266666666666,1,1,1,15292,2877,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3032,0.0,0,659855.9314285713,9,9,1,6773,3988,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3033,0.0,0,269699.04,13,13,1,3012,2893,Short-term,English,NOTICE,PHONE,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+3034,0.0,0,256298.7885714285,16,16,3,11683,2351,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+3035,0.0,0,68590.59999999999,6,6,1,5876,2962,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3036,0.0,0,190096.53333333335,23,23,1,8747,3042,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3037,0.0,0,39293.42857142857,15,15,1,9096,2371,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3038,399.86666666666673,1,36387.86666666667,7,7,1,10647,3792,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3039,363.02857142857147,1,307122.17142857146,18,18,1,10055,3528,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3040,0.0,0,1224739.2,18,18,1,8285,3392,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3041,0.0,0,129514.94400000002,12,12,1,2154,3163,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3042,0.0,0,161703.77142857143,18,18,1,8717,2877,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3043,0.0,0,486433.376,22,22,1,8455,3487,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3044,0.0,0,588218.4,27,27,1,13161,2520,Mid-term,Unknown,NOTICE,WEB,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3045,376.0293333333333,1,728744.848,19,19,1,18183,2407,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3046,0.0,0,44653.44000000002,9,9,1,12916,2880,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3047,0.0,0,587105.8285714287,18,18,1,4138,2942,Short-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3048,650.12,1,600710.88,14,14,4,15367,3145,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,True,True,True
+3049,0.0,0,84928.48,20,20,1,10953,3315,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3050,167.61333333333337,1,422385.6000000001,21,21,1,10984,2246,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3051,0.0,0,151425.42857142858,23,23,1,6163,4072,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3052,0.0,0,551547.7333333333,16,16,1,11012,3020,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3053,0.0,0,37767.857142857145,1,1,0,12445,3230,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3054,0.0,0,259359.10000000003,21,21,2,6858,2695,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,True,False,True
+3055,347.04761904761904,1,99602.66666666666,7,7,1,10208,3414,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3056,125.2761904761905,1,423934.6285714287,24,24,1,18501,1824,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3057,0.0,0,207116.6666666667,5,5,2,8455,2623,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,True,False,True
+3058,0.0,0,218012.4,18,18,0,8898,3083,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+3059,860.6693333333333,1,1600844.96,20,20,1,19370,4315,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3060,544.1066666666667,1,323199.36,22,22,1,6563,3712,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3061,0.0,0,98623.68,19,19,1,8761,2403,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3062,0.0,0,197635.2,17,17,1,12079,3193,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3063,0.0,0,1301092.5714285714,24,24,2,7150,4458,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3064,0.0,0,1162876.78,23,23,2,9417,3791,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+3065,0.0,0,344357.78,13,13,1,10939,3381,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3066,420.3466666666666,1,189156.0,15,15,2,7551,3078,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+3067,0.0,0,407961.2952380953,20,20,1,4754,3371,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+3068,0.0,0,335362.5333333333,25,25,1,8441,1927,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3069,0.0,0,400162.8,15,15,1,8427,3322,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3070,226.85333333333332,1,228668.16000000003,12,12,2,13892,2088,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+3071,0.0,0,2624817.066666667,22,22,2,9339,2763,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+3072,0.0,0,153663.36266666668,17,17,1,20161,2075,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3073,284.9847619047619,1,574529.28,21,21,2,9964,2497,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3074,0.0,0,401675.52,16,16,1,11881,2404,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3075,267.14133333333336,1,340338.05866666674,13,13,1,12824,3030,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3076,277.0133333333333,1,137398.61333333334,16,16,1,10434,3762,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+3077,0.0,0,610563.6571428573,24,24,1,8731,2175,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3078,0.0,0,286335.6952380953,17,17,2,11804,2702,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3079,0.0,0,1131159.6,17,17,1,8943,2275,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3080,0.0,0,141079.7142857143,11,11,1,11104,2341,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+3081,0.0,0,46301.98857142858,2,2,2,16491,2256,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3082,205.9809523809524,1,53761.02857142858,9,9,1,9660,2403,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3083,0.0,0,5957.333333333334,2,2,0,12323,1689,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+3084,0.0,0,954195.2,14,14,1,8311,5066,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3085,0.0,0,79411.2,7,7,1,12688,3390,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3086,0.0,0,332788.8,19,19,1,4810,1923,Short-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+3087,0.0,0,1824183.9,21,21,1,12125,4520,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3088,0.0,0,387102.7428571429,19,19,1,9234,2480,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3089,416.9657142857144,1,1009057.0285714286,22,22,1,10086,3225,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3090,0.0,0,199776.1333333333,11,11,1,11804,2884,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3091,0.0,0,763256.8533333334,19,19,1,11408,3597,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3092,72.38933333333334,1,130300.8,18,18,1,20966,1985,Long-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3093,0.0,0,1396665.6,22,22,2,2546,3635,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+3094,0.0,0,289665.376,12,12,2,8285,3395,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,True,False,False,False,False,False,False,False,True
+3095,0.0,0,190811.3257142857,6,6,2,4048,2629,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3096,0.0,0,812557.1428571428,23,23,1,10647,4302,Mid-term,Unknown,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3097,0.0,0,210627.9,6,6,1,5119,3379,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,True,False
+3098,0.0,0,852343.5428571429,18,18,1,8564,3403,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3099,0.0,0,1806985.0285714285,18,18,1,12504,6591,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3100,0.0,0,334835.2,21,21,1,10465,2471,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3101,235.5866666666667,1,177161.17333333337,8,8,1,15122,3338,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3102,0.0,0,342764.68571428576,17,17,1,13770,2101,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3103,0.0,0,536499.3523809524,16,16,1,12261,3770,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3104,0.0,0,1800198.4,39,39,1,8747,4302,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3105,0.0,0,203064.53333333333,8,8,1,12292,2359,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3106,186.9466666666667,1,149183.44000000003,19,19,1,14500,2840,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3107,0.0,0,190196.16,9,9,1,8455,2230,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3108,0.0,0,502494.7199999999,14,14,1,12186,2497,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3109,0.0,0,101085.824,12,12,1,5751,3126,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3110,0.0,0,2103977.794285714,22,22,2,10587,6595,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3111,0.0,0,1308245.5428571429,19,19,1,9186,4238,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3112,790.5866666666667,1,763706.72,14,14,1,9735,4973,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3113,0.0,0,333251.77599999995,22,22,1,9339,2456,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3114,0.0,0,305287.71428571426,9,9,1,10604,2811,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3115,193.6,1,213347.20000000004,19,19,1,9994,2908,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3116,0.0,0,578006.9333333333,10,10,2,12431,3185,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,True,False,True
+3117,0.0,0,195625.44761904763,19,19,1,13418,2726,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3118,0.0,0,212481.36,23,23,1,8700,2678,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+3119,3709.116666666667,1,830842.1333333333,4,4,8,9978,3263,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,101-500,Standard,True,False,True,True,True,True,True,True,True,False,True
+3120,0.0,0,149320.08000000002,15,15,2,8413,3104,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+3121,946.764,1,2634844.2120000003,23,23,2,9827,3412,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+3122,289.76133333333337,1,544751.3066666668,20,20,1,7080,3208,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3123,0.0,0,331676.8,20,20,3,8792,2193,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+3124,0.0,0,289016.0,10,10,0,8929,2552,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+3125,0.0,0,678364.7619047619,17,17,1,8313,2686,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3126,264.54133333333334,1,138090.576,6,6,1,15822,1968,Long-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3127,0.0,0,1222816.8,17,17,1,5730,2370,Short-term,English,NOTICE,WEB,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+3128,0.0,0,1032948.3840000002,18,18,1,10465,3787,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3129,0.0,0,268853.3333333334,10,10,1,5617,3679,Short-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3130,1068.6,1,98311.2,18,1,2,14422,3114,Long-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,True,False,False,False,True
+3131,0.0,0,865903.5,6,6,0,13418,2913,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+3132,83.24000000000001,1,126358.32,22,22,1,17405,1779,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3133,0.0,0,41892.19047619048,20,20,1,13631,2081,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3134,0.0,0,1215585.0,17,17,2,13418,2879,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+3135,167.10666666666668,1,119314.16,17,17,1,16156,2637,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3136,435.3390476190476,1,757489.9428571428,15,15,1,6090,3326,Short-term,English,AUTO RENEW,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3137,0.0,0,94933.66666666669,17,17,1,8670,3213,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3138,0.0,0,357968.52,9,9,1,9096,3057,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3139,0.0,0,1093824.0,24,24,1,9065,3346,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3140,0.0,0,349758.9333333334,25,25,2,14848,2178,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,True,False,False,False,False,False,True
+3141,0.0,0,237504.34285714285,27,27,1,14956,2032,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3142,0.0,0,693164.8,20,20,1,3293,3498,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3143,0.0,0,2370255.066666667,19,19,1,10953,2585,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+3144,0.0,0,144595.20000000004,9,9,1,9112,2982,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3145,0.0,0,244904.4,10,10,3,10496,3069,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+3146,0.0,0,75198.97142857143,6,6,2,11530,2063,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+3147,393.9047619047619,1,724784.761904762,23,23,3,4849,3749,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,True,False,True,False,False,False,True
+3148,0.0,0,496477.6,21,21,3,11050,2830,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+3149,501.6952380952381,1,200176.4,21,21,1,10329,4522,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3150,0.0,0,187624.92,21,21,1,9004,2720,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3151,0.0,0,131183.23809523808,19,19,1,9295,3400,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3152,0.0,0,735300.0,18,18,1,8943,2872,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3153,0.0,0,200991.96000000005,18,18,1,4359,2239,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3154,0.0,0,594106.7066666667,17,17,1,9234,3328,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+3155,0.0,0,161864.04000000004,19,19,1,8235,3163,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+3156,0.0,0,119511.08571428571,18,18,1,9339,3431,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3157,0.0,0,320526.96,19,19,1,11196,3141,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3158,0.0,0,88506.0,11,11,1,8053,2025,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3159,246.05714285714285,1,236214.85714285716,15,15,2,10039,2690,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3160,122.54666666666668,1,53920.53333333334,4,4,1,6038,1643,Short-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3161,0.0,0,415964.6400000001,21,21,1,6079,2226,Short-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3162,0.0,0,592668.0,21,21,2,8747,3174,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+3163,235.03333333333336,1,365241.8000000001,21,21,2,20205,1889,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+3164,0.0,0,777794.2857142857,20,20,1,16401,2946,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3165,281.78285714285715,1,232752.64,14,14,2,2683,2609,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+3166,288.9833333333333,1,33811.05,9,9,0,10267,3293,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+3167,0.0,0,502613.2571428573,22,22,1,12688,3407,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3168,0.0,0,360709.0666666667,11,11,1,7991,3324,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3169,0.0,0,128676.40000000002,7,7,2,8851,3509,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+3170,0.0,0,267165.36,18,18,1,9462,2900,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3171,491.47428571428577,1,651694.902857143,17,17,3,10069,3636,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+3172,0.0,0,2039522.666666667,25,25,2,8990,3787,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+3173,0.0,0,434722.6057142856,19,19,2,12217,2380,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+3174,791.8866666666667,1,1916365.7333333332,22,22,1,4257,3243,Short-term,English,NOTICE,BRANCH (POS),101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3175,0.0,0,278024.88,21,21,1,8778,2783,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3176,410.8,1,225940.0,22,22,2,9752,3029,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+3177,0.0,0,292044.48000000004,20,20,1,14012,3664,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3178,0.0,0,428894.3161904762,11,11,2,4036,2935,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+3179,425.7666666666667,1,229914.00000000003,18,18,1,9721,2670,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3180,0.0,0,717590.3999999999,15,15,2,12156,3327,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,True,False,False,False,False,False,False,True
+3181,0.0,0,519061.3333333334,16,16,1,12217,3217,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3182,174.20952380952383,1,268108.45714285714,19,19,1,20661,2175,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3183,259.2,1,74131.2,26,26,2,2455,3580,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3184,0.0,0,379529.28,20,20,1,9537,3694,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3185,0.0,0,1784567.2000000002,21,21,2,9523,4157,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3186,1139.6666666666667,1,2535758.333333333,25,25,9,9964,3260,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,True,True,True,True,True,True,True,True
+3187,0.0,0,244020.8,19,19,1,13617,3118,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3188,0.0,0,98905.71428571428,6,6,0,11104,2358,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,False
+3189,389.7746666666668,1,600252.9866666668,20,20,1,10633,3996,Mid-term,Unknown,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3190,125.86666666666666,1,51101.86666666666,7,7,1,16491,2215,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3191,0.0,0,1128127.0000000002,22,22,0,10512,2773,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+3192,0.0,0,333685.02857142856,16,16,2,11804,3002,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+3193,0.0,0,765053.3333333334,20,20,1,3001,3164,Short-term,European,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+3194,432.0,1,418176.0,22,22,2,19444,2401,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+3195,276.2857142857143,1,114382.28571428572,18,18,1,10343,2906,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3196,0.0,0,192811.7333333333,17,17,1,10817,2585,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3197,239.7333333333333,1,66885.59999999999,9,9,1,10496,3381,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3198,0.0,0,91222.56,12,12,2,9248,3285,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+3199,0.0,0,1159771.4285714286,20,20,1,9551,3697,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3200,0.0,0,902079.36,21,21,1,9203,2571,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3201,0.0,0,385749.21904761903,19,19,1,5289,2679,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3202,859.0816,1,803241.296,11,11,3,17952,3745,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,True,False,True
+3203,413.28,1,877806.7200000001,18,18,1,15367,3042,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3204,0.0,0,208176.16,19,19,1,9186,3313,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3205,285.6533333333333,1,226523.0933333333,13,13,1,10161,3176,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+3206,0.0,0,527001.6000000001,21,21,1,12431,3390,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3207,0.0,0,312502.32,18,18,1,11439,2446,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3208,0.0,0,278688.5714285715,10,10,2,8837,2865,Mid-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3209,152.68,1,371317.76,19,19,1,14135,2490,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3210,182.9714285714286,1,263661.8285714286,11,11,1,16278,2238,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3211,0.0,0,602696.64,15,15,2,11439,3752,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+3212,0.0,0,44487.542857142864,6,6,1,13130,2489,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3213,0.0,0,447909.2571428572,18,18,1,9234,3803,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3214,828.7933333333333,1,1596255.96,18,18,1,10526,3537,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3215,0.0,0,598112.1813333335,14,14,2,7719,3347,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+3216,0.0,0,130474.4,5,5,2,13203,2862,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+3217,0.0,0,920380.5333333336,14,14,1,7484,3540,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3218,0.0,0,280014.72000000003,24,24,1,8761,2197,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3219,0.0,0,601526.9714285714,19,19,1,11227,2970,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3220,119.84761904761906,1,79698.66666666667,19,19,1,2791,1785,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3221,1036.0533333333333,1,1092000.2133333334,17,17,1,9978,6230,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3222,0.0,0,73754.74285714285,9,9,1,9356,2472,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3223,0.0,0,139760.0,15,15,1,2589,3311,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3224,0.0,0,395040.0,15,15,1,8700,4072,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3225,0.0,0,337920.0,20,20,1,9278,3449,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+3226,0.0,0,985488.0,20,20,1,5106,2642,Short-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3227,216.0,1,203904.0,16,16,1,12400,2696,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,False
+3228,235.31428571428572,1,128010.97142857144,17,17,1,11227,2613,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3229,0.0,0,252774.496,20,20,2,11227,3602,Mid-term,European,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+3230,157.1266666666667,1,157126.66666666666,20,20,1,11074,2164,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3231,221.9428571428572,1,483391.542857143,22,22,1,15991,2517,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3232,243.14666666666668,1,439609.1733333333,16,16,1,10161,3416,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3233,125.44,1,97090.56,6,6,1,9599,2211,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3234,0.0,0,167210.64000000004,19,19,1,9537,3576,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3235,1392.8000000000002,1,576619.2000000001,28,3,1,18260,2352,Long-term,English,NOTICE,MAIL,500+,Premier,True,False,False,False,False,False,False,False,False,False,True
+3236,0.0,0,936472.68,18,18,1,4454,3410,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3237,557.6380952380953,1,269896.83809523814,4,4,1,9660,4923,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3238,394.9920000000001,1,15009.696000000004,1,1,1,10117,2482,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3239,363.25714285714287,1,268083.77142857143,9,9,2,9356,3530,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+3240,0.0,0,767461.2000000001,22,22,2,9431,2274,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+3241,0.0,0,333826.0800000001,14,14,1,8778,2598,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3242,0.0,0,131012.26666666668,20,20,1,14057,3506,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3243,0.0,0,1684737.6,20,20,1,12991,3183,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3244,0.0,0,136077.8,15,15,2,8656,3086,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+3245,0.0,0,203721.0,3,3,1,12217,3158,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+3246,652.7733333333333,1,744161.6,12,12,0,9843,2983,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+3247,0.0,0,151888.12800000003,16,16,2,8594,2753,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+3248,0.0,0,542302.4285714286,17,17,2,8441,3271,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+3249,222.0,1,120768.0,17,17,0,18682,2199,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3250,0.0,0,89424.4,21,21,1,8564,1979,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3251,311.6533333333333,1,654471.9999999999,20,20,1,15610,2644,Long-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3252,0.0,0,792578.1333333333,20,20,2,9295,2896,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+3253,0.0,0,213516.1904761905,20,20,2,8455,1604,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+3254,1213.3333333333337,1,1419600.0000000002,18,18,1,10253,3411,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3255,0.0,0,5042.666666666666,1,1,1,8319,3508,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3256,0.0,0,201955.0,8,8,0,9172,3047,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+3257,747.9680000000001,1,798829.8240000001,12,12,1,1848,3872,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3258,0.0,0,363594.2400000001,6,6,1,8455,3331,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3259,0.0,0,209897.14285714284,16,16,2,9234,2180,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3260,134.46666666666667,1,215819.0,15,15,1,16125,2303,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3261,0.0,0,765107.2,26,26,1,9172,3569,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3262,0.0,0,307915.9466666667,16,16,1,9186,2276,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3263,126.56,1,86567.04,19,19,1,24300,2222,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3264,0.0,0,608954.9714285715,22,22,1,13875,2890,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3265,0.0,0,1199167.6190476187,22,22,1,11439,4478,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3266,0.0,0,154128.0,6,6,0,8670,2483,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+3267,0.0,0,600793.6000000001,20,20,1,11516,3188,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3268,0.0,0,120278.08,4,4,1,12643,2696,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3269,0.0,0,179482.70476190478,13,13,1,11349,3032,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3270,0.0,0,869198.4000000001,21,21,2,8441,3281,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3271,0.0,0,130815.36,4,4,1,11349,3788,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3272,0.0,0,449634.24,19,19,1,9613,2048,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3273,0.0,0,341951.2571428572,15,15,1,8778,2953,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3274,0.0,0,1157473.8,21,21,1,13861,5106,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3275,1435.8666666666668,1,172304.0,6,6,2,2641,2396,Short-term,English,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+3276,2590.5333333333333,1,1735657.3333333333,10,10,9,10222,3579,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,True,True,True,True,True,True,True,True,True
+3277,0.0,0,40366.28571428572,18,18,1,12674,1998,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3278,0.0,0,824970.1333333335,23,23,2,9186,3285,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+3279,0.0,0,28238.080000000005,1,1,1,6991,3706,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3280,386.5714285714286,1,378840.00000000006,7,7,1,16630,3697,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3281,375.2190476190476,1,810473.1428571428,16,16,1,17787,3615,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3282,258.20952380952383,1,599562.5142857144,18,18,2,10025,2777,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+3283,0.0,0,126476.8,7,7,1,9356,3624,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3284,0.0,0,337027.04,17,17,1,10373,2797,Mid-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3285,181.844,1,523710.72,20,20,1,9613,2359,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3286,174.7866666666667,1,176184.96000000002,18,18,1,10025,2716,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3287,0.0,0,851025.4933333334,16,16,2,5896,3424,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+3288,0.0,0,252761.6,21,21,1,8441,3127,Mid-term,English,NOTICE,WEB,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3289,0.0,0,953092.8,21,21,1,9295,3390,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3290,0.0,0,1435957.2000000002,18,18,2,4566,3854,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+3291,0.0,0,178416.38095238095,16,16,1,11227,2486,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+3292,0.0,0,727872.0000000001,17,17,1,8639,3666,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3293,0.0,0,279968.0,20,20,1,10786,2213,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3294,0.0,0,407448.380952381,22,22,1,4666,2215,Short-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+3295,0.0,0,77192.26666666666,1,1,0,2987,3966,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,False,False,False,False,False,False,False,False,False,False
+3296,0.0,0,529118.3333333333,7,7,0,12445,3254,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+3297,0.0,0,321388.80000000005,19,19,3,9112,1648,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,True,False,False,False,False,False,False,True
+3298,0.0,0,346681.6,19,19,1,10647,2094,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3299,159.208,1,164939.48799999998,7,7,1,10939,3255,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3300,0.0,0,125617.14285714288,19,19,3,9356,3295,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,True,True
+3301,0.0,0,201221.9733333333,11,11,3,5342,2727,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,True,True
+3302,0.0,0,138820.00000000003,10,10,1,11469,2218,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3303,230.60799999999995,1,446918.3039999999,19,19,4,9660,2894,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,True,False,True,False,False,True
+3304,0.0,0,796915.392,21,21,1,8686,3856,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3305,0.0,0,5674942.4,24,24,1,8455,6760,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3306,0.0,0,128773.32,5,5,1,11349,2396,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3307,119.76,1,262992.96,18,18,1,19047,2153,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3308,526.2523809523809,1,129984.33809523808,19,19,0,2087,3247,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+3309,202.3733333333333,1,459792.2133333333,16,16,1,7620,2998,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3310,321.02857142857147,1,433388.57142857154,15,15,1,15061,3227,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3311,0.0,0,182777.088,2,2,2,10100,3425,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+3312,0.0,0,200808.0,18,18,0,8806,2830,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+3313,0.0,0,349354.6666666667,23,23,1,10984,2287,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3314,0.0,0,519336.4,21,21,2,12200,2279,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3315,306.247619047619,1,93711.77142857142,17,17,1,16477,3121,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3316,346.7809523809524,1,1005664.761904762,20,20,1,5752,3412,Short-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3317,0.0,0,522107.3333333333,10,10,1,9004,3201,Mid-term,English,NOTICE,MAIL,101-500,Standard,True,False,False,False,False,False,False,False,False,False,True
+3318,3695.3333333333335,1,2095254.0,7,7,3,9796,3953,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,True,False,False,True,False,True,False,False,False
+3319,0.0,0,142064.64,18,18,1,14848,3451,Long-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+3320,0.0,0,255589.65714285715,15,15,1,11592,3689,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3321,0.0,0,334229.1428571429,18,18,0,9964,2241,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+3322,0.0,0,599414.0952380953,22,22,2,11165,2246,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+3323,0.0,0,1017978.0,15,15,1,4245,2708,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3324,0.0,0,496936.5333333333,10,10,1,11714,3304,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3325,0.0,0,429266.1333333333,14,14,2,10892,3169,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+3326,0.0,0,595693.4285714285,19,19,2,10953,2880,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,True,True
+3327,0.0,0,810990.5142857145,18,18,1,9537,4526,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3328,0.0,0,229133.38933333333,17,17,1,14240,2511,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3329,0.0,0,33134.357142857145,1,1,0,9096,2845,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+3330,0.0,0,237139.2,16,16,1,8455,2246,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3331,0.0,0,700719.9085714289,18,18,1,8578,3866,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3332,0.0,0,108040.0,20,20,1,14909,2033,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3333,0.0,0,845584.4571428571,18,18,1,1183,4327,Short-term,English,NOTICE,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+3334,0.0,0,98920.0,20,20,1,7037,2952,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3335,0.0,0,5571636.616,26,26,2,5019,2887,Short-term,English,AUTO RENEW,BRANCH (POS),500+,Standard,False,False,False,False,False,False,False,False,True,False,True
+3336,374.66666666666674,1,638432.0000000001,24,24,2,3365,3611,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3337,0.0,0,553802.2285714286,19,19,1,9492,2387,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3338,309.16190476190474,1,575041.1428571427,15,15,1,9551,3142,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3339,0.0,0,285925.4666666667,20,20,1,9339,2659,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3340,0.0,0,847728.0000000001,14,14,1,8214,2993,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3341,0.0,0,1761240.0,20,20,0,12445,2776,Mid-term,English,NOTICE,MAIL,500+,Standard,True,False,False,False,False,False,False,False,False,False,False
+3342,0.0,0,1107412.114285714,22,22,2,10725,3432,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+3343,0.0,0,41207.04,21,21,1,11742,2601,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3344,0.0,0,536916.3428571429,18,18,1,10546,3022,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3345,0.0,0,93888.0,3,3,1,2264,3596,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3346,0.0,0,197331.36,9,9,1,8898,2443,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3347,0.0,0,14374.88,3,3,1,13661,2813,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3348,0.0,0,376893.5238095239,22,22,1,11957,2142,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3349,0.0,0,504744.50000000006,19,19,1,8503,2600,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3350,0.0,0,828169.6799999999,15,15,1,11349,3454,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3351,0.0,0,124597.94285714286,16,16,1,12034,6000,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3352,0.0,0,1408694.5600000003,20,20,1,5899,3909,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+3353,0.0,0,6364849.92,22,22,1,9537,5673,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+3354,0.0,0,186096.11428571428,26,26,2,8578,2481,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+3355,0.0,0,981868.8000000002,18,18,1,9065,3465,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+3356,87.14533333333333,1,47058.48,20,20,1,15640,2201,Long-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3357,0.0,0,277924.4,19,19,2,3980,1694,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3358,0.0,0,163418.09523809527,19,19,2,9492,2159,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,True,False,False,False,False,False,True
+3359,1938.8,1,4071480.000000001,21,21,2,2983,2911,Short-term,English,NOTICE,WEB,500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+3360,0.0,0,370828.8,18,18,1,11669,2098,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3361,0.0,0,4035174.000000001,22,22,1,11213,4136,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+3362,173.21200000000002,1,342266.912,19,19,1,18668,2291,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3363,0.0,0,159663.09333333332,17,17,1,20023,3112,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3364,0.0,0,86812.6,7,7,1,7927,3078,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3365,0.0,0,393904.0000000001,21,21,1,10939,4287,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3366,118.14666666666668,1,85065.6,15,15,1,18609,2136,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3367,125.01333333333336,1,297531.7333333334,17,17,1,15657,2206,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3368,0.0,0,519095.2380952381,20,20,1,10817,2414,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3369,0.0,0,377594.88000000006,16,16,1,1163,3059,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3370,0.0,0,323101.44000000006,18,18,1,11804,3479,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3371,0.0,0,3724954.376,22,22,2,9492,4171,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+3372,0.0,0,2530987.466666667,19,19,1,8747,3891,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3373,0.0,0,688205.0000000001,21,21,1,9735,3610,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3374,206.71733333333336,1,351419.46666666673,17,17,1,15701,2554,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3375,0.0,0,516847.7142857143,15,15,1,10253,2841,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3376,30.38095238095238,1,9235.809523809525,4,4,0,6787,1101,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3377,0.0,0,221447.89333333337,16,16,2,11881,2177,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3378,0.0,0,259821.44,4,4,3,9096,2837,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,True,False,False,False,False,True,False,False
+3379,286.05333333333334,1,953987.8666666666,23,23,2,12445,2391,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+3380,1752.1333333333332,1,1822218.6666666665,26,26,1,9902,4514,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3381,0.0,0,845593.0,4,4,0,16309,3282,Long-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+3382,0.0,0,1531579.84,28,28,2,10953,2941,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+3383,0.0,0,561475.6992,18,18,2,5688,3307,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+3384,290.8533333333333,1,264385.68000000005,9,9,1,11227,2530,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3385,123.02666666666666,1,262784.96,24,24,3,6577,2186,Mid-term,European,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+3386,188.70857142857145,1,178329.6,7,7,2,4685,2053,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+3387,0.0,0,373173.85733333335,19,19,1,14087,2458,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+3388,208.3809523809524,1,187542.8571428572,30,30,1,10222,2420,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3389,0.0,0,683423.6388571429,22,22,2,13814,1968,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+3390,0.0,0,552561.904761905,25,25,1,3978,2145,Short-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3391,0.0,0,297638.4,23,23,1,8670,2399,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3392,0.0,0,842438.4,18,18,1,12674,3080,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3393,0.0,0,526789.1200000001,20,20,1,8455,3087,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3394,0.0,0,540333.7142857142,16,16,2,6977,3068,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+3395,0.0,0,159631.68000000002,13,13,2,11349,2672,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+3396,0.0,0,381571.2,9,9,0,11425,4543,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+3397,0.0,0,974146.784,17,17,1,11987,4196,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3398,162.88000000000002,1,454923.84,19,19,2,19323,1899,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3399,0.0,0,77418.00000000001,15,15,1,5402,1887,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3400,723.1333333333333,1,1548951.6,18,18,3,7131,2407,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,True,False,True,False,False,True
+3401,0.0,0,633524.8533333334,19,19,1,11957,2325,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3402,0.0,0,165568.00000000003,16,16,2,8533,1470,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+3403,362.496,1,81561.6,15,15,2,21256,2473,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+3404,0.0,0,172528.0,15,15,1,8820,3870,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3405,437.2857142857143,1,182348.14285714287,3,3,0,10147,3433,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3406,677.0400000000001,1,704121.6000000001,20,20,1,14940,3059,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3407,245.0095238095238,1,735763.6,21,21,1,10055,2682,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3408,442.09904761904767,1,1332486.5295238097,22,22,1,14257,3364,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3409,442.09904761904767,1,1332486.5295238097,22,28,1,14257,3216,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3410,0.0,0,1636059.6,17,17,1,11408,2655,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3411,0.0,0,914696.5333333332,16,16,1,10496,3017,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+3412,235.06476190476192,1,202155.69523809524,10,10,2,9813,2222,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+3413,0.0,0,153598.01599999997,8,8,2,12445,3217,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+3414,0.0,0,123352.3047619048,4,4,1,9065,3410,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3415,0.0,0,84822.4,4,4,2,6837,3153,Mid-term,English,AUTO RENEW,BRANCH (PHONE),101-500,Standard,False,True,True,False,False,False,False,False,True,False,False
+3416,344.51733333333334,1,242540.20266666668,16,16,1,15657,2283,Long-term,European,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3417,324.6933333333334,1,920505.6000000002,21,21,1,2660,4251,Short-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3418,364.2142857142857,1,141315.14285714287,4,4,0,9478,3015,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3419,473.5961904761905,1,267108.2514285714,6,6,1,5341,3537,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3420,0.0,0,104151.66666666669,19,19,1,10404,3171,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3421,0.0,0,209664.0,20,20,1,11135,2119,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3422,359.3333333333333,1,513846.6666666666,11,11,1,9599,3502,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3423,213.52380952380952,1,75160.38095238095,16,16,2,17586,2457,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+3424,0.0,0,1349141.352,17,17,1,12947,3692,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3425,156.54666666666668,1,450854.4,20,20,1,17586,2529,Long-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+3426,139.02666666666667,1,243991.8,15,15,1,16278,2350,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3427,0.0,0,291746.0,15,15,1,11227,3771,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3428,412.952380952381,1,459616.0000000001,21,21,1,15367,3886,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3429,332.83333333333337,1,580128.5000000001,21,21,1,12876,2289,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3430,186.6266666666667,1,507624.5333333334,20,20,2,14408,2837,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+3431,0.0,0,153216.0,21,21,2,12034,3541,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3432,0.0,0,64777.7142857143,3,3,1,6045,2705,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3433,0.0,0,86198.66666666669,10,10,1,10984,2284,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3434,0.0,0,23025.333333333336,14,14,1,13692,2610,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3435,0.0,0,935048.7466666668,20,20,1,13203,2927,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3436,0.0,0,1019928.0,7,7,1,10831,2839,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+3437,2117.066666666667,1,838358.4000000001,12,12,1,9551,3094,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+3438,0.0,0,1189647.7999999998,22,22,1,16783,2727,Long-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3439,0.0,0,824892.8,21,21,1,8427,2828,Mid-term,European,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3440,0.0,0,780157.3714285715,19,19,1,9387,3243,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3441,178.74285714285713,1,311727.54285714286,16,16,1,17422,2207,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3442,0.0,0,714885.5999999999,15,15,1,9217,3770,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3443,178.34285714285716,1,321017.1428571429,15,15,1,4604,2205,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3444,0.0,0,33108.05333333334,16,16,1,11425,2556,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3445,0.0,0,30379.52,8,8,2,10557,2546,Mid-term,English,NOTICE,WEB,11-50,Premier,True,True,False,True,False,False,False,False,False,False,True
+3446,0.0,0,640059.4285714285,18,18,1,10695,3050,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3447,0.0,0,221054.4,18,18,1,9568,2723,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3448,0.0,0,416033.62666666665,19,19,1,4609,3004,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3449,0.0,0,674180.5,25,25,1,8305,2037,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3450,0.0,0,263403.8857142857,8,8,1,6000,3491,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3451,0.0,0,567629.0285714287,15,15,1,4257,3994,Short-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3452,0.0,0,2938.0,1,1,0,10039,2222,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3453,234.57142857142856,1,356548.5714285715,19,19,1,16675,2607,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3454,0.0,0,1068695.6,14,14,1,8959,3489,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3455,366.26666666666665,1,87171.46666666666,17,17,2,14226,2801,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+3456,0.0,0,4631577.600000001,18,18,2,19505,4093,Long-term,English,AUTO RENEW,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+3457,0.0,0,81632.61333333333,22,22,1,10953,2926,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3458,0.0,0,439045.4095238096,22,22,1,8455,3350,Mid-term,European,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3459,0.0,0,253803.76000000004,21,21,2,9568,2243,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+3460,0.0,0,400219.04,15,15,1,9065,3489,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3461,129.81333333333336,1,389440.0000000001,20,20,2,16856,2255,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+3462,0.0,0,1488606.0,23,23,1,9264,4082,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3463,0.0,0,122406.4,21,21,2,12810,2232,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3464,0.0,0,2683441.333333333,20,20,2,16111,2903,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+3465,0.0,0,318787.2,6,6,1,10420,3948,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3466,0.0,0,99957.94285714286,22,22,1,11165,2735,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3467,0.0,0,471908.5714285714,20,20,1,10573,3745,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3468,0.0,0,497550.8571428572,13,13,2,10831,3175,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3469,234.6666666666667,1,274560.00000000006,10,10,1,15718,2128,Long-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+3470,0.0,0,696976.0,12,12,0,10633,2625,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+3471,0.0,0,830429.8666666668,20,20,1,4394,4247,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3472,0.0,0,396039.68,8,8,2,10695,3448,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+3473,0.0,0,494401.7142857143,15,15,1,7506,2758,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3474,0.0,0,108000.64,22,22,1,10359,2660,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3475,0.0,0,241090.72,13,13,1,9964,2458,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3476,0.0,0,1570885.0285714287,24,24,1,9021,4253,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3477,0.0,0,977096.5333333332,16,16,2,4108,2572,Short-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+3478,0.0,0,171129.90476190476,10,10,1,8761,2843,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3479,0.0,0,111310.08000000002,18,18,1,4821,3187,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3480,0.0,0,241795.84,22,22,2,9309,3271,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+3481,0.0,0,3041590.5,15,15,1,2409,3856,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3482,0.0,0,577932.68,17,17,1,9157,2986,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+3483,0.0,0,123662.96800000002,22,22,1,11820,2268,Mid-term,Asian,AUTO RENEW,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3484,271.4656,1,834756.72,25,25,2,22870,2581,Long-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+3485,0.0,0,519645.8666666666,22,22,1,12261,2816,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3486,0.0,0,333560.0,15,15,1,11912,2065,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3487,0.0,0,191389.46666666667,7,7,1,2424,2309,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3488,370.6057142857143,1,160101.6685714286,18,18,2,15822,3140,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3489,0.0,0,118777.14285714286,19,19,1,11029,1374,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3490,0.0,0,1788759.232,20,20,4,10343,3669,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,True,False,False,True,True
+3491,0.0,0,260428.56666666665,19,19,1,13203,3223,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3492,0.0,0,747156.4800000001,21,21,1,13053,2824,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3493,192.7066666666667,1,209664.8533333334,17,17,1,16706,2899,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3494,0.0,0,1172828.8,22,22,1,6099,3026,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3495,0.0,0,1147904.761904762,25,25,2,5050,3346,Short-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+3496,243.48571428571427,1,210371.65714285712,12,12,1,20313,2671,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3497,0.0,0,297904.23000000004,19,19,1,9035,2756,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3498,91.6904761904762,1,13111.738095238094,13,13,0,15975,1452,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+3499,0.0,0,954348.5714285716,15,15,1,12704,4071,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+3500,0.0,0,620380.8,20,20,3,11060,2962,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+3501,0.0,0,219277.3333333333,4,4,1,8778,3568,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+3502,0.0,0,193537.98095238092,22,22,1,12490,1995,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3503,0.0,0,455023.9199999999,18,18,1,14118,2299,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3504,0.0,0,747350.8,21,21,1,11227,3792,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3505,437.1219047619048,1,739173.140952381,19,19,2,5303,3336,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+3506,0.0,0,298259.6571428572,12,12,1,18668,3625,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3507,0.0,0,950519.4666666668,23,23,3,2566,3844,Short-term,English,NOTICE,AUTO RENEW,101-500,Premier,False,True,True,False,False,False,False,False,True,False,True
+3508,314.5714285714286,1,379373.1428571429,18,18,1,15504,3181,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3509,0.0,0,325387.92000000004,22,22,1,9186,3583,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3510,0.0,0,121277.52,14,14,1,5748,2021,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3511,403.5466666666666,1,589985.2266666667,17,17,1,10343,2992,Mid-term,English,NOTICE,PHONE,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+3512,0.0,0,67032.33333333333,7,7,0,5573,3038,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,False
+3513,0.0,0,170391.0,15,15,1,10984,2119,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+3514,0.0,0,952595.8095238096,22,22,1,10862,3208,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3515,0.0,0,14891.12,3,3,1,4275,2031,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+3516,0.0,0,508310.71200000006,21,21,1,1998,2439,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3517,269.63733333333334,1,51770.368,3,3,1,19993,3050,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3518,0.0,0,2168388.0,15,15,2,13661,3313,Mid-term,Unknown,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+3519,0.0,0,58244.85333333334,2,2,2,9096,2565,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3520,258.73095238095243,1,196635.52380952385,19,19,0,1544,2068,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+3521,0.0,0,275466.24000000005,18,18,1,8455,4124,Mid-term,English,NOTICE,BRANCH (POS),101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3522,341.7066666666667,1,194772.8,15,15,1,21576,4425,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3523,0.0,0,83403.84,3,3,0,7124,2751,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+3524,178.13333333333335,1,259362.13333333336,16,16,1,9660,2203,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3525,0.0,0,301741.1047619048,22,22,1,8686,3998,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3526,0.0,0,211604.8,11,11,1,8820,2717,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3527,0.0,0,1035107.3333333336,19,19,1,5547,3351,Short-term,English,NOTICE,BRANCH (PHONE),500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+3528,0.0,0,472492.8000000001,14,14,1,8380,2477,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3529,0.0,0,172279.38,3,3,1,11683,4180,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3530,0.0,0,409454.76,9,9,2,12323,4275,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+3531,798.0266666666668,1,494776.5333333334,5,5,1,1156,3440,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3532,0.0,0,268322.81904761906,23,23,1,11394,3385,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3533,0.0,0,770335.7142857142,25,25,1,11043,2207,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,False
+3534,0.0,0,585903.0000000001,19,19,1,8317,3733,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3535,0.0,0,34125.56,7,7,2,9186,3303,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+3536,155.41333333333336,1,39630.4,15,15,1,9964,2518,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3537,0.0,0,24940.13333333333,7,7,1,10984,2428,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3538,1761.3266666666668,1,697485.3600000001,12,12,2,10695,3701,Mid-term,English,AUTO RENEW,WEB,101-500,Standard,False,True,True,False,False,False,False,False,False,False,True
+3539,0.0,0,76464.26666666669,20,20,1,12551,1188,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3540,0.0,0,302011.73333333334,20,20,1,12445,2134,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3541,0.0,0,383881.14285714296,15,15,3,8352,2442,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,True,True
+3542,58.0,1,129456.0,18,18,1,17831,1342,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3543,0.0,0,197616.84,17,17,1,8564,2557,Mid-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3544,0.0,0,565369.2000000001,12,12,1,13114,2875,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3545,0.0,0,756485.7142857142,25,25,2,12018,2796,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3546,0.0,0,498243.20000000007,20,20,1,10664,3294,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3547,0.0,0,345208.68571428576,12,12,1,13281,2431,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3548,0.0,0,373419.072,9,9,2,21256,1935,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+3549,1547.3333333333337,1,793782.0000000001,19,19,1,10604,4095,Mid-term,English,NOTICE,WEB,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3550,0.0,0,503472.6666666666,25,25,3,8731,3192,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,True,True,True
+3551,0.0,0,133430.4,8,8,0,8455,3456,Mid-term,Unknown,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+3552,0.0,0,319010.00000000006,19,19,1,13479,3218,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3553,189.8857142857143,1,492183.7714285715,18,18,1,9660,2287,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3554,498.24,1,170398.08,19,19,1,9782,3477,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3555,0.0,0,494157.42857142864,19,19,1,12445,2888,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3556,0.0,0,745280.64,26,26,1,8792,2909,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3557,0.0,0,408844.8000000001,21,21,1,4946,2106,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3558,64.73333333333333,1,17801.666666666668,11,11,1,10434,1589,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3559,301.1466666666667,1,476112.88000000006,17,17,1,14483,2468,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3560,0.0,0,38457.81333333333,2,2,1,10862,2008,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3561,207.2952380952381,1,235072.8,18,18,1,15108,2412,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3562,142.85714285714286,1,366428.5714285714,19,19,1,17624,1950,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3563,0.0,0,658967.1771428572,18,18,2,8731,2554,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3564,187.44761904761907,1,182199.08571428576,9,9,1,9401,2270,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3565,0.0,0,231876.8,20,20,1,11394,2647,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3566,145.23600000000002,1,264184.28400000004,17,17,1,19047,2070,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3567,0.0,0,3015872.5333333337,17,17,1,12688,3316,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+3568,0.0,0,2577766.1,17,17,1,8533,2602,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,True,True,False,False,False,False,False,False,False,False
+3569,442.624,1,957395.7120000002,21,21,1,14712,2669,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3570,0.0,0,538802.0,22,22,1,8973,1982,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3571,0.0,0,304011.0,17,17,1,8578,3368,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3572,0.0,0,856304.4571428571,23,23,1,9248,2995,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3573,0.0,0,392895.36,18,18,1,9478,3155,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3574,0.0,0,521062.08,18,18,2,8761,3722,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+3575,0.0,0,690030.6000000001,18,18,1,2349,2107,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3576,0.0,0,679270.9,19,19,1,13617,2828,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3577,0.0,0,227896.5,5,5,1,8792,2522,Mid-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3578,0.0,0,1976546.0,15,15,1,1781,2813,Short-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3579,0.0,0,59341.568,8,8,1,11530,2254,Mid-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3580,380.4761904761905,1,856071.4285714285,15,15,1,5430,3653,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3581,182.05714285714288,1,43693.71428571429,16,16,1,16965,2231,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3582,0.0,0,365724.84,15,15,2,10678,3709,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+3583,0.0,0,137543.4666666667,7,7,1,10633,2474,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3584,0.0,0,294220.0,20,20,1,11728,2935,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3585,0.0,0,3125391.3600000003,26,26,2,8747,5734,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+3586,0.0,0,690034.2857142858,15,15,1,14865,3768,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3587,368.9371428571428,1,764068.8228571428,19,19,2,9537,3130,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+3588,0.0,0,84165.94285714286,18,18,1,13356,2168,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3589,0.0,0,266065.0666666667,20,20,1,17057,1700,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3590,0.0,0,287263.4285714286,22,22,1,2160,2283,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3591,0.0,0,348630.18666666665,22,22,1,10526,2486,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3592,0.0,0,68830.66666666669,11,11,1,3097,2306,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3593,0.0,0,758983.6800000002,21,21,1,2333,2508,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3594,0.0,0,664872.8914285715,27,27,1,9065,3267,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3595,0.0,0,301342.17142857146,24,24,1,9112,3294,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3596,0.0,0,142326.85714285716,18,18,1,11957,3760,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3597,0.0,0,182565.24,15,15,1,10633,3831,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3598,0.0,0,364659.5333333333,22,22,3,9295,3267,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,True,False,False,False,True,False,True
+3599,0.0,0,660777.3714285715,17,17,1,13295,3120,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3600,562.1373333333333,1,557640.2346666667,16,16,3,10725,5353,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+3601,0.0,0,581020.6071428572,15,15,1,18183,2251,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,False
+3602,0.0,0,486696.4,19,19,1,8761,2469,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3603,0.0,0,35800.75,1,1,1,9248,1955,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+3604,244.48,1,394101.76,13,13,1,9721,2178,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3605,0.0,0,381162.8571428572,18,18,1,12414,2800,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3606,0.0,0,136584.6666666667,19,19,1,11469,2721,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3607,298.0266666666667,1,388030.72,21,21,1,14636,3978,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3608,0.0,0,315370.44000000006,21,21,1,11377,2580,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3609,0.0,0,331871.19999999995,6,6,1,3699,3043,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3610,0.0,0,226550.6133333333,23,23,1,12139,1966,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3611,0.0,0,850134.4,16,16,1,4114,2387,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3612,0.0,0,160816.76190476192,16,16,1,6386,3177,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3613,0.0,0,170072.53333333333,20,20,2,10970,2207,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,True,True
+3614,0.0,0,1794554.6666666665,26,26,1,8656,3397,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3615,1390.4,1,1148470.4,14,14,1,14210,2350,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+3616,0.0,0,923945.0,25,25,2,12186,3220,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+3617,0.0,0,78950.0,7,7,1,8792,3082,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+3618,631.8333333333334,1,697544.0,24,24,0,10281,2996,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+3619,0.0,0,53297.828571428574,6,6,1,13265,2373,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3620,0.0,0,252798.8,7,7,1,4733,3901,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3621,0.0,0,56133.653333333335,4,4,1,11060,2505,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3622,0.0,0,325155.5047619048,4,4,1,13753,5154,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3623,0.0,0,85561.57866666668,8,8,1,8973,2958,Mid-term,Unknown,NOTICE,BRANCH (POS),1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+3624,0.0,0,19798.43666666667,1,1,0,13356,2253,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+3625,0.0,0,1741543.4666666668,22,22,2,8761,3310,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+3626,0.0,0,519135.9085714287,24,24,2,8761,3176,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+3627,151.6266666666667,1,21682.61333333333,11,11,1,11530,2479,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3628,0.0,0,1041495.4666666666,16,16,1,9295,5736,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3629,151.23809523809524,1,101329.5238095238,5,5,1,16491,2010,Long-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3630,322.9942857142857,1,62014.90285714285,12,12,1,6053,2707,Short-term,English,AUTO RENEW,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3631,154.47466666666668,1,76464.96,15,15,1,5885,2143,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3632,0.0,0,261139.80952380956,20,20,1,8656,2961,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3633,0.0,0,133213.33333333334,5,5,2,12323,2780,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3634,0.0,0,326621.86666666664,7,7,2,8441,3539,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3635,344.8,1,95164.8,2,2,1,1070,2691,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3636,0.0,0,273117.75,17,17,0,9660,3850,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+3637,0.0,0,209320.0,20,20,1,15169,3069,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3638,0.0,0,401204.5714285715,18,18,1,9172,2540,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3639,0.0,0,1707912.5,5,5,1,4811,2804,Short-term,European,NOTICE,MAIL,500+,Standard,True,True,True,False,False,False,False,False,False,False,False
+3640,0.0,0,301576.00000000006,23,23,1,15336,2960,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3641,470.9440000000001,1,222285.56800000003,4,4,2,13189,2935,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+3642,0.0,0,453381.6857142857,15,15,2,8973,4070,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+3643,0.0,0,377785.3333333334,17,17,1,10587,2552,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3644,235.52,1,143196.15999999997,19,19,1,10678,3338,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3645,0.0,0,468090.8571428571,15,15,1,15047,3098,Long-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+3646,0.0,0,593202.8571428572,23,23,1,11415,2980,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3647,0.0,0,1452278.933333333,19,19,2,10465,5045,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,True,True
+3648,178.41904761904766,1,642308.5714285716,24,24,1,1934,2205,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+3649,0.0,0,611271.04,19,19,1,13404,2541,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3650,308.7619047619048,1,43226.66666666666,1,1,2,3841,3139,Short-term,English,NOTICE,WEB,6-10,Premier,True,False,False,False,False,False,False,False,True,False,True
+3651,0.0,0,200786.05714285717,9,9,1,8778,3683,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3652,0.0,0,26810.0,3,3,2,1779,2233,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3653,0.0,0,112612.5,21,21,1,10725,2616,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3654,0.0,0,1199516.0,20,20,1,3018,3886,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3655,0.0,0,666655.0,17,17,1,9523,4417,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3656,0.0,0,135120.1142857143,6,6,1,9462,3662,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3657,0.0,0,237486.01066666676,22,22,2,3922,3427,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+3658,0.0,0,657824.8,21,21,1,10725,3631,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3659,267.2761904761905,1,101030.4,21,21,2,19993,2842,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+3660,198.66666666666663,1,30396.0,9,9,1,2900,2350,Short-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3661,419.072,1,729185.2799999999,15,15,2,18303,4502,Long-term,Asian,NOTICE,MAIL,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+3662,255.0476190476191,1,294580.0,15,15,1,9843,2332,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+3663,801.6666666666667,1,817700.0000000001,20,20,3,13906,2568,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,True,False,False,False,False,False,True,False,True
+3664,187.56,1,343985.04000000004,14,14,1,11349,2847,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3665,0.0,0,899626.4000000001,17,17,1,11773,4663,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3666,152.01904761904763,1,110365.8285714286,22,22,1,20874,2016,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3667,0.0,0,1549712.5,21,21,1,8670,3344,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3668,0.0,0,233876.98285714287,18,18,1,15214,1908,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3669,0.0,0,35933.333333333336,7,7,0,8700,1767,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+3670,0.0,0,80330.4,15,15,1,11592,2449,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+3671,0.0,0,55268.19047619048,4,4,1,19887,1745,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3672,0.0,0,486909.2571428573,15,15,3,12048,2301,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+3673,214.5173333333333,1,390207.0293333333,17,17,1,20997,2616,Long-term,English,AUTO RENEW,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3674,137.24,1,198998.0,10,10,1,3707,2331,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3675,0.0,0,49767.68,12,12,2,10208,1646,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+3676,0.0,0,885729.6000000001,16,16,3,11104,3171,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,True,False,True,False,True
+3677,0.0,0,1883606.4,18,18,1,9537,2587,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+3678,0.0,0,335742.4000000001,21,21,1,8625,2246,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3679,0.0,0,1424366.666666667,14,14,0,8427,4516,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+3680,398.9885714285715,1,69823.00000000001,5,5,1,10253,3126,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3681,0.0,0,85236.17142857146,15,15,1,3011,2350,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3682,122.49333333333334,1,89175.14666666667,7,7,2,15657,2181,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+3683,0.0,0,151877.1466666667,11,11,1,4161,4214,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3684,0.0,0,201495.84000000003,21,21,1,13448,2816,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3685,0.0,0,353608.32000000007,18,18,1,3334,1737,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3686,0.0,0,385228.8000000001,19,19,1,8670,3521,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3687,0.0,0,471532.88000000006,19,19,1,11592,3718,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3688,0.0,0,130593.23333333334,13,13,1,9478,2715,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3689,0.0,0,62632.60952380952,4,4,1,9478,2464,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3690,216.5333333333333,1,51967.99999999999,12,12,1,17009,2035,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3691,0.0,0,542513.52,18,18,2,9582,3356,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+3692,0.0,0,236155.7333333334,20,20,2,1216,3085,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+3693,0.0,0,455930.1523809525,19,19,1,18317,5121,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3694,305.61904761904765,1,210877.1428571429,5,5,0,18197,2679,Long-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,False
+3695,0.0,0,67377.6,15,15,1,2886,2843,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3696,0.0,0,79592.22857142857,8,8,2,7662,3627,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3697,434.4761904761905,1,1564114.2857142857,25,25,1,9735,4040,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3698,0.0,0,1350331.84,22,22,1,9537,3378,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3699,0.0,0,257946.37916666668,11,11,1,4909,2184,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,False,False,False,False,False,False,False,False
+3700,430.79523809523806,1,178349.22857142854,18,18,0,1732,2826,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+3701,0.0,0,914067.2,19,19,2,9143,2979,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,False,False,True,False,False,False,False,False,False,True
+3702,0.0,0,1425319.5000000002,15,15,1,9582,4142,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3703,130.98666666666665,1,223987.2,15,15,1,10267,2267,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+3704,155.86666666666667,1,300199.2,18,18,2,21866,2043,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+3705,604.6733333333333,1,609510.72,14,14,1,1112,2831,Short-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,False
+3706,0.0,0,67398.76000000001,15,15,1,12688,2535,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3707,0.0,0,77051.33333333334,10,10,1,9309,3180,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3708,0.0,0,447830.1904761905,17,17,1,9096,3831,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3709,263.2952380952381,1,266454.78095238097,23,23,1,18244,2813,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3710,175.32000000000002,1,152002.44000000003,17,17,1,13753,2721,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+3711,0.0,0,646820.7999999999,15,15,1,8262,3831,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3712,278.56666666666666,1,529276.6666666666,19,19,1,18501,2067,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3713,0.0,0,57193.20000000001,18,18,1,13312,3095,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3714,1773.7333333333331,1,404411.2,19,19,1,9660,2742,Mid-term,English,NOTICE,WEB,500+,Premier,True,False,False,False,False,False,False,False,False,False,True
+3715,0.0,0,366341.3333333334,20,20,1,12838,1807,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3716,0.0,0,153034.36,19,19,2,11714,2278,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3717,0.0,0,54202.72000000001,11,11,1,13892,2220,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3718,327.17333333333335,1,208736.58666666667,22,22,1,19323,2601,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3719,0.0,0,922628.5714285714,27,27,2,12079,2810,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3720,152.18666666666667,1,204538.88,14,14,1,12400,1706,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3721,0.0,0,2437889.9999999995,19,19,0,11714,3846,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+3722,296.1333333333333,1,130298.66666666669,22,22,1,9735,3958,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3723,316.3333333333333,1,601033.3333333333,25,25,1,6472,2670,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3724,0.0,0,449107.2000000001,23,23,1,9065,3394,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3725,0.0,0,213972.2,17,17,1,15214,2178,Long-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3726,154.64,1,27525.92,2,2,1,13920,2510,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3727,0.0,0,5013016.666666666,13,13,0,8731,4085,Mid-term,English,NOTICE,PHONE,500+,Standard,False,True,False,False,False,False,False,False,False,False,False
+3728,0.0,0,273755.5748571428,24,24,3,10192,1745,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+3729,209.0857142857143,1,538186.6285714286,22,22,1,3827,2425,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3730,0.0,0,3457960.0,20,20,1,10587,3368,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3731,129.05333333333334,1,58848.32,19,19,1,21501,2248,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3732,302.0190476190476,1,652361.142857143,18,18,1,2746,3091,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3733,0.0,0,224425.44761904769,16,16,1,9065,3065,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3734,1303.0666666666666,1,2005419.6,19,19,9,17983,3595,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,True,True,True,True,True,True,True,True,True
+3735,0.0,0,498828.5714285715,25,25,1,14544,3029,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3736,0.0,0,414718.4761904762,23,23,1,9186,2542,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3737,0.0,0,451383.54285714286,23,23,1,10984,3394,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3738,0.0,0,2386710.0000000005,27,27,2,10647,4074,Mid-term,Asian,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+3739,0.0,0,93463.188,21,21,1,8990,2595,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3740,249.89333333333332,1,43981.22666666667,2,2,1,11104,3485,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3741,0.0,0,716954.1600000001,6,6,1,10786,5494,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3742,0.0,0,435897.8742857144,18,18,1,11104,1908,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3743,0.0,0,948141.2571428572,19,19,1,11060,2964,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3744,0.0,0,449278.72,17,17,1,14135,2976,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3745,0.0,0,38515.2,18,18,2,9295,2296,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+3746,0.0,0,673577.142857143,15,15,1,6529,3749,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3747,435.8133333333333,1,66243.62666666666,4,4,1,10222,3157,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3748,0.0,0,478330.9714285714,18,18,1,9234,3432,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3749,0.0,0,211857.6,19,19,1,3873,2512,Short-term,European,NOTICE,WEB,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+3750,0.0,0,301113.52,17,17,1,8305,3035,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3751,0.0,0,294100.0,21,21,2,10208,3878,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3752,0.0,0,66076.56000000001,9,9,1,11804,2065,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3753,211.65714285714284,1,566182.857142857,25,25,3,15808,2190,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+3754,0.0,0,895773.9093333335,14,14,1,16417,3349,Long-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3755,0.0,0,31043.42857142857,4,4,0,8256,2861,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3756,0.0,0,461914.2,18,18,1,9096,4111,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3757,0.0,0,155679.33333333337,11,11,1,11135,3349,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3758,0.0,0,198920.4,21,21,2,8455,2312,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+3759,0.0,0,424493.3333333334,5,5,0,5716,5272,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3760,0.0,0,122160.96,12,12,1,6098,2856,Short-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3761,0.0,0,18820.8,3,3,1,12930,3067,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+3762,0.0,0,193310.4,18,18,2,9523,2839,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+3763,502.9666666666667,1,644300.3,21,21,3,16005,2986,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,True,True
+3764,500.9714285714285,1,804560.1142857141,11,11,1,7570,4517,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3765,0.0,0,457580.03200000006,21,21,1,8441,3991,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+3766,0.0,0,327288.00000000006,18,18,1,11912,2358,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3767,0.0,0,524876.8,15,15,1,9065,4015,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3768,0.0,0,207901.344,19,19,3,14118,2564,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+3769,0.0,0,8328790.080000002,18,18,2,10923,3372,Mid-term,European,AUTO RENEW,MAIL,500+,Premier,False,False,False,False,False,False,False,False,True,False,True
+3770,0.0,0,144524.52000000002,21,21,1,14834,4282,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3771,200.7619047619048,1,167234.6666666667,7,7,1,16356,2365,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3772,0.0,0,265840.45714285714,22,22,1,14391,2129,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3773,313.8,1,69036.0,20,20,2,16264,2212,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+3774,0.0,0,132322.66666666666,11,11,1,9186,2111,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3775,0.0,0,259272.22666666668,19,19,1,9248,4175,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3776,0.0,0,238773.3333333333,22,22,1,8455,2315,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3777,0.0,0,692870.7000000001,17,17,1,8670,2547,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3778,0.0,0,257992.0,17,17,1,10647,3146,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3779,0.0,0,49619.42857142857,10,10,1,16797,2543,Long-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3780,0.0,0,638747.4285714285,19,19,2,4813,2934,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3781,0.0,0,490662.09523809527,8,8,0,8868,3108,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3782,425.4838095238096,1,1174335.3142857144,20,20,1,10039,3272,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3783,0.0,0,919013.3333333336,22,22,2,9065,3065,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3784,0.0,0,158400.0,15,15,1,5149,2728,Short-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3785,551.7408,1,740987.8944,17,17,2,20054,4547,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+3786,0.0,0,89135.33333333333,19,19,1,10222,2848,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3787,0.0,0,205027.68,18,18,2,10984,2937,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+3788,0.0,0,782524.4,23,23,1,12674,2128,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3789,184.81904761904764,1,37703.08571428572,4,4,1,20327,2251,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3790,0.0,0,637721.4285714286,19,19,2,9537,4134,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+3791,0.0,0,213619.22400000005,21,21,1,9537,1827,Mid-term,Asian,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3792,0.0,0,111009.60000000002,13,13,1,9295,3841,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3793,167.0476190476191,1,123615.2380952381,20,20,1,8413,2124,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3794,203.42857142857144,1,239232.0,21,21,1,22061,2384,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3795,0.0,0,346967.5733333334,22,22,1,8898,2681,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3796,140.384,1,331727.392,17,17,4,19078,2124,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,True,False,False,False,False,True,False,True
+3797,0.0,0,33711.0,2,2,0,11121,2460,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+3798,324.7226666666667,1,283482.88800000004,9,9,2,10267,3484,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+3799,0.0,0,1726848.933333333,47,47,1,11074,2768,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3800,0.0,0,957713.0952380951,25,25,1,3948,3149,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3801,0.0,0,74451.13866666667,22,22,1,12125,3349,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3802,0.0,0,721764.6428571428,10,10,1,8639,3284,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+3803,0.0,0,1933363.8,15,15,2,9370,4046,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+3804,0.0,0,282875.4133333334,7,7,1,9401,2595,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3805,0.0,0,627984.0,21,21,3,6946,3052,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,True,False,True
+3806,0.0,0,709305.1047619049,23,23,1,13722,2540,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3807,0.0,0,923953.4285714286,37,37,0,9295,2943,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+3808,299.61904761904765,1,250481.52380952385,19,19,1,9356,3074,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3809,94.49142857142856,1,120760.0457142857,18,18,2,18682,1361,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3810,0.0,0,333223.3142857143,17,17,1,9172,4119,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3811,0.0,0,27707.68,3,3,1,8717,2745,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3812,0.0,0,625947.4285714286,18,18,1,10786,3003,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3813,0.0,0,509780.32,21,21,1,12094,3462,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3814,0.0,0,128968.00000000004,21,21,1,9278,2498,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3815,310.6333333333334,1,156559.2,24,24,1,16477,2199,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3816,0.0,0,499019.04,21,21,1,12779,2076,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3817,0.0,0,98801.56,23,23,1,9203,2054,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3818,0.0,0,244029.86666666667,8,8,1,2835,3765,Short-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+3819,249.2380952380953,1,88978.00000000003,17,17,1,10298,2713,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3820,0.0,0,69888.0,4,4,1,11349,2130,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3821,0.0,0,807970.2857142857,20,20,1,9172,4006,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3822,363.9428571428572,1,407979.9428571429,19,19,2,10678,3535,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+3823,0.0,0,407616.64,12,12,2,11926,2352,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+3824,0.0,0,670895.2380952381,16,16,2,9339,3330,Mid-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+3825,377.72,1,956764.76,17,17,1,16894,3136,Long-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3826,0.0,0,394798.9733333334,19,19,1,11196,2601,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3827,416.25142857142856,1,566101.9428571429,17,17,2,15626,3412,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3828,243.54666666666668,1,182172.90666666668,22,22,1,15078,2173,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3829,0.0,0,979739.4285714286,24,24,1,9309,3177,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3830,0.0,0,695406.8571428572,18,18,1,9568,3177,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3831,0.0,0,126101.04,6,6,1,8820,3473,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3832,0.0,0,441570.92571428575,8,8,2,10404,4000,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3833,0.0,0,54349.285714285725,5,5,1,9523,2258,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3834,435.5,1,850531.5,21,21,1,17983,2710,Long-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+3835,0.0,0,118217.14285714288,15,15,1,10647,3280,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3836,0.0,0,748314.8400000001,15,15,2,10939,3753,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+3837,1350.0,1,1968300.0,18,18,1,14483,2309,Long-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+3838,0.0,0,406175.952,23,23,3,11592,2582,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+3839,0.0,0,1181588.4,18,18,1,10984,3010,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3840,0.0,0,96098.37714285712,17,17,2,11104,3523,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3841,0.0,0,1427844.6,15,15,1,5204,3099,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3842,0.0,0,322963.2,20,20,1,9568,3223,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3843,0.0,0,524862.0000000001,20,20,0,8503,2151,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+3844,275.8628571428571,1,372966.5828571428,26,26,2,9735,2574,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3845,121.61333333333334,1,396945.92,24,24,1,15214,2172,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3846,0.0,0,544267.92,21,21,1,8929,3528,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3847,0.0,0,676542.3238095237,22,22,1,10647,2794,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3848,0.0,0,466834.2857142856,24,24,0,1503,2543,Short-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+3849,0.0,0,304537.6,20,20,1,9051,2144,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3850,151.50476190476192,1,68177.14285714286,18,18,3,14530,2012,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,True,True
+3851,0.0,0,198741.06666666665,5,5,2,4814,2941,Short-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,True,False,True
+3852,0.0,0,236588.0,11,11,1,10664,2549,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3853,133.88,1,216885.6,18,18,1,15565,2297,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3854,0.0,0,981960.0,18,18,1,2187,3160,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3855,0.0,0,307020.00000000006,5,5,1,8441,4419,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3856,0.0,0,535496.0000000001,20,20,1,10770,2850,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3857,0.0,0,523418.3333333333,19,19,1,11043,3183,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3858,0.0,0,439383.36,19,19,1,11335,2667,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3859,0.0,0,378064.761904762,8,8,1,9157,5663,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3860,667.5809523809525,1,811778.4380952382,16,16,1,15292,5711,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3861,0.0,0,78472.32380952382,11,11,1,12247,3934,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3862,273.1190476190476,1,90129.2857142857,11,11,0,18713,2492,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3863,0.0,0,266283.8857142857,16,16,2,6185,3411,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3864,0.0,0,602480.0,25,25,1,8943,2378,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3865,0.0,0,183440.69333333336,22,22,1,12278,3173,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3866,443.2133333333334,1,682548.5333333334,22,22,1,10178,2323,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3867,0.0,0,58272.48000000001,7,7,1,9096,2740,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3868,0.0,0,726440.0,21,21,1,14895,3180,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3869,0.0,0,368473.3333333333,19,19,1,9309,2912,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3870,0.0,0,1175656.380952381,20,20,1,9004,4142,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3871,0.0,0,985377.2190476191,20,20,1,11926,3330,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3872,511.3333333333334,1,1097832.666666667,19,19,1,5937,3544,Short-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+3873,0.0,0,106064.768,4,4,4,10647,2358,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,True,True,True
+3874,0.0,0,501486.4,16,16,1,7408,2173,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,False
+3875,0.0,0,1068739.2,18,18,1,11851,3282,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3876,724.1,1,1524954.6,18,18,1,14299,2067,Long-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3877,0.0,0,870762.6666666667,17,17,1,13220,3067,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3878,0.0,0,74357.90476190475,23,23,1,9478,1980,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3879,119.63809523809525,1,145719.2,21,21,1,10192,1784,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3880,0.0,0,524488.3200000001,23,23,1,11742,2504,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3881,0.0,0,135525.12,7,7,2,8943,2255,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3882,534.547619047619,1,33141.95238095238,1,1,0,9752,3284,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+3883,0.0,0,2571636.48,24,24,1,8717,2728,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+3884,0.0,0,350806.28571428574,15,15,1,11363,2226,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3885,324.11428571428576,1,116681.14285714288,18,18,1,10267,3249,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3886,0.0,0,539235.8400000001,16,16,1,5538,3540,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3887,0.0,0,904651.776,12,12,2,8310,3099,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+3888,0.0,0,120803.57142857142,15,15,0,10800,2326,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+3889,293.28000000000003,1,593892.0000000001,15,15,1,18440,2428,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3890,0.0,0,657210.4000000001,22,22,1,8837,3839,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+3891,0.0,0,257210.72,20,20,1,3867,2560,Short-term,Unknown,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3892,277.0733333333333,1,88386.39333333333,11,11,3,9964,3108,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,True,False,False,False,False,False,True,False,True
+3893,0.0,0,672792.6857142856,18,18,1,14695,2956,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3894,285.96190476190475,1,522452.4,21,21,2,22261,2976,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3895,0.0,0,55941.013333333336,14,14,2,22700,1856,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+3896,0.0,0,257638.08,18,18,1,8564,2422,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3897,621.3333333333334,1,1205386.6666666667,20,20,1,17801,2199,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+3898,0.0,0,153950.72,6,6,2,8359,3097,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+3899,0.0,0,1509079.8857142858,18,18,1,16173,6339,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3900,0.0,0,103263.44,21,21,1,8427,2407,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3901,0.0,0,290958.5714285714,15,15,1,4310,3065,Short-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+3902,0.0,0,1199813.216,23,23,1,3770,3795,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3903,217.60960000000003,1,115550.6976,9,9,2,15353,2355,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+3904,0.0,0,588321.0666666668,19,19,1,8427,3448,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3905,0.0,0,316966.6666666666,20,20,1,8441,2681,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3906,0.0,0,974079.0,15,15,1,18609,4019,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3907,0.0,0,457865.1702857143,19,19,2,9309,2869,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3908,0.0,0,839217.8666666667,23,23,2,7871,4322,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,True,True
+3909,0.0,0,420595.2,21,21,1,17132,2920,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3910,735.1933333333333,1,330837.0,15,15,1,15838,2084,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3911,0.0,0,467756.8000000001,14,14,1,8348,3508,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+3912,512.9,1,179515.0,7,7,0,9954,3027,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+3913,0.0,0,272824.4380952381,19,19,2,13569,1926,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+3914,443.36666666666673,1,534700.2000000001,18,18,1,16979,2742,Long-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3915,0.0,0,98830.70476190477,22,22,1,8313,2165,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3916,0.0,0,957904.0,19,19,1,8747,3171,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3917,0.0,0,2026482.0,15,15,2,12473,2874,Mid-term,English,NOTICE,BRANCH (PHONE),500+,Standard,False,False,False,True,False,False,False,False,False,False,True
+3918,823.1333333333334,1,1285734.2666666668,11,11,1,14970,4297,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3919,0.0,0,2750440.0000000005,14,14,0,8441,3608,Mid-term,English,NOTICE,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+3920,0.0,0,33546.240000000005,8,8,1,9021,2268,Mid-term,Asian,NOTICE,WEB,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3921,0.0,0,243302.64,17,17,1,9613,2422,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+3922,0.0,0,521872.0,21,21,1,8441,2639,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3923,0.0,0,212643.60000000003,15,15,2,8455,2614,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,True,False,False,False,True
+3924,0.0,0,932008.0,21,21,1,9462,2579,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3925,328.4380952380953,1,730774.761904762,25,25,1,10039,3280,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3926,0.0,0,1002576.1333333332,23,23,1,12170,3552,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3927,0.0,0,30526.233333333334,2,2,1,5293,3285,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+3928,0.0,0,2091770.7720000003,21,21,2,13569,2985,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+3929,0.0,0,105532.00000000004,21,21,2,8792,3499,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+3930,0.0,0,1062070.4640000004,20,20,3,11439,2884,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,True,False,False,False,False,False,True,True
+3931,0.0,0,698503.68,24,24,2,12688,2700,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+3932,229.6533333333333,1,181885.44,9,9,1,10573,3278,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+3933,253.15952380952385,1,170123.2,24,24,0,14299,2043,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+3934,0.0,0,183697.92,10,10,1,8625,1859,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3935,0.0,0,267146.88,18,18,1,11834,3640,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3936,0.0,0,160757.73333333334,19,19,2,12796,2882,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+3937,209.6,1,3144.0000000000005,1,1,1,22976,1999,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3938,0.0,0,175774.72000000003,16,16,1,11486,3483,Mid-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3939,0.0,0,1574567.488,20,20,3,8929,3341,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+3940,368.8533333333334,1,225738.24000000005,17,17,1,9660,2815,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3941,0.0,0,557272.8571428573,25,25,1,7852,4248,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3942,0.0,0,417034.4000000001,21,21,1,9295,2876,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3943,0.0,0,668899.7714285714,20,20,2,8312,2253,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3944,0.0,0,1042334.72,28,28,2,12473,2427,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+3945,0.0,0,1266549.232,17,17,1,12511,4047,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3946,236.552380952381,1,84449.20000000001,21,21,1,20617,2622,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3947,0.0,0,2732400.0,23,23,1,8717,3179,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3948,0.0,0,3351348.0,15,15,0,3914,3161,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+3949,0.0,0,72424.8,15,15,1,11213,2300,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3950,0.0,0,2490764.6400000006,21,21,1,2622,2397,Short-term,English,AUTO RENEW,PHONE,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3951,0.0,0,927459.7714285714,18,18,1,13387,5171,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3952,0.0,0,798522.0249999999,19,19,1,16142,4099,Long-term,English,NOTICE,BRANCH (POS),101-500,Premier,True,True,False,False,False,False,False,False,True,False,False
+3953,0.0,0,241982.4,22,22,1,15078,2178,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3954,425.2916666666667,1,120782.83333333334,4,4,0,6821,2320,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+3955,0.0,0,261772.2466666667,19,19,1,12231,3450,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+3956,0.0,0,521416.1333333334,23,23,2,12079,3036,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+3957,0.0,0,100419.84,18,18,2,4838,3410,Short-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+3958,0.0,0,312239.4857142857,17,17,1,8792,3236,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3959,0.0,0,417364.1142857143,12,12,1,8199,3213,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3960,0.0,0,92637.44000000002,14,14,1,8670,2539,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3961,786.8666666666668,1,642083.2000000001,17,17,1,1224,2538,Short-term,English,NOTICE,PHONE,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3962,0.0,0,253043.80952380956,20,20,1,5629,3193,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3963,0.0,0,135094.96000000002,22,22,1,12551,2209,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3964,0.0,0,1021315.0,23,23,1,3143,4563,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3965,0.0,0,383295.1200000001,12,12,1,8396,2876,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+3966,0.0,0,606101.6000000001,13,13,1,9766,3374,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3967,0.0,0,773338.361904762,19,19,1,3453,4922,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3968,441.0666666666666,1,352853.33333333326,16,16,2,6389,3184,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+3969,0.0,0,218526.78095238097,19,19,1,8670,2908,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3970,125.93333333333337,1,264460.00000000006,21,21,1,16156,2216,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3971,591.9,1,632149.2,12,12,0,10298,3350,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+3972,0.0,0,762888.0,19,19,1,8319,3863,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3973,0.0,0,1348963.1999999995,27,27,1,8761,2238,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+3974,0.0,0,345101.99999999994,21,21,1,9339,1969,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3975,623.2,1,109683.2,16,16,1,9978,4117,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+3976,0.0,0,2200958.9333333336,23,23,1,11213,2810,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+3977,0.0,0,1053695.238095238,20,20,1,10587,4359,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3978,280.3238095238096,1,375633.9047619048,20,20,1,2271,2935,Short-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+3979,0.0,0,521702.4,21,21,1,12079,3708,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3980,0.0,0,59755.88571428572,4,4,2,12065,2413,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+3981,0.0,0,895356.0,22,22,2,10953,2911,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+3982,0.0,0,723554.4,15,15,1,10359,3324,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3983,247.0952380952381,1,22238.57142857143,6,6,0,18317,2343,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+3984,290.2838095238095,1,447327.3504761905,23,23,3,10298,2527,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,True,True
+3985,0.0,0,275312.128,10,10,2,5814,2285,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,False,False,True,False,False,False,False,False,False,True
+3986,721.5,1,1793649.0,22,22,1,8184,3881,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+3987,250.4,1,957028.8,39,39,3,1457,2208,Short-term,English,NOTICE,WEB,11-50,Standard,True,False,False,False,False,False,False,False,True,True,True
+3988,0.0,0,392641.55047619046,19,19,1,8441,2891,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+3989,0.0,0,2447095.4666666663,20,20,1,2139,3447,Short-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+3990,653.104761904762,1,2163082.971428572,23,23,2,10039,5607,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+3991,0.0,0,275064.00000000006,15,15,1,13234,2727,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+3992,363.4095238095238,1,103935.1238095238,11,11,1,6827,3531,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+3993,0.0,0,858408.0960000001,18,18,1,12309,4798,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+3994,0.0,0,83664.00000000001,14,14,1,12065,2150,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+3995,0.0,0,798395.3999999999,18,18,1,8761,2761,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+3996,0.0,0,889800.9066666666,19,19,1,11926,2756,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+3997,0.0,0,186546.66666666672,25,25,1,11349,2050,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+3998,0.0,0,2913939.0,21,21,1,12551,5044,Mid-term,English,NOTICE,WEB,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+3999,0.0,0,179063.46666666667,8,8,0,10756,2359,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4000,0.0,0,849090.0,11,11,1,5044,3476,Short-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4001,0.0,0,407699.76,18,18,2,8806,2483,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+4002,0.0,0,1664995.0000000002,15,15,1,12384,3133,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4003,1095.7266666666667,1,2153102.9000000004,15,15,6,10025,2652,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,True,True,True,True,True,True
+4004,0.0,0,388964.4,15,15,1,9339,2607,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4005,0.0,0,211119.5428571429,22,22,1,14165,2359,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4006,300.7428571428572,1,277886.4,7,7,1,18000,3082,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4007,0.0,0,481204.1142857144,11,11,1,11363,4750,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+4008,212.93257142857144,1,156505.44,15,15,2,19979,1905,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+4009,0.0,0,346220.80000000005,15,15,1,5911,3440,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4010,0.0,0,84875.99999999999,6,6,1,13569,2770,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4011,176.05333333333334,1,385556.8000000001,15,15,1,15838,2729,Long-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4012,0.0,0,357040.00000000006,21,21,2,9217,3363,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+4013,0.0,0,277125.12,8,8,1,10786,3786,Mid-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4014,0.0,0,669201.6,12,12,1,8912,3165,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4015,415.9428571428572,1,155978.57142857145,15,15,1,14087,3907,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4016,0.0,0,296946.48000000004,9,9,2,9186,3240,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4017,0.0,0,126532.4,15,15,1,10770,5472,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4018,0.0,0,753514.6666666669,19,19,1,4167,3329,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4019,0.0,0,643602.2857142858,20,20,2,10678,2817,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+4020,163.1619047619048,1,97897.14285714288,20,20,1,19109,2096,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4021,1089.7066666666667,1,653824.0,20,20,2,10161,6504,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+4022,3730.6533333333336,1,6580872.48,12,12,1,11050,3864,Mid-term,English,AUTO RENEW,WEB,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+4023,0.0,0,1188746.16,18,18,1,10496,3810,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4024,313.3333333333333,1,399500.0,25,25,2,10298,2530,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4025,0.0,0,180400.8266666667,17,17,1,2054,2120,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4026,0.0,0,467034.48,18,18,1,10756,3363,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4027,0.0,0,130200.0,14,14,1,9143,3076,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+4028,0.0,0,356195.84,11,11,2,10709,2748,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+4029,0.0,0,1349632.3657142858,16,16,1,8959,4449,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4030,0.0,0,348529.39333333337,7,7,1,8717,3046,Mid-term,Unknown,AUTO RENEW,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4031,277.8857142857143,1,450174.8571428572,18,18,2,7107,2918,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+4032,141.57333333333335,1,442841.3866666667,23,23,1,16522,2376,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4033,0.0,0,1084160.0,21,21,2,14956,2848,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+4034,0.0,0,620657.1428571428,15,15,0,9112,3207,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+4035,0.0,0,745710.0,18,18,1,8346,2193,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+4036,0.0,0,864735.5999999999,19,19,3,3942,3667,Short-term,English,NOTICE,MAIL,11-50,Premier,True,True,True,False,False,False,False,False,True,False,True
+4037,266.01120000000003,1,308306.9808,19,19,2,13418,2672,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+4038,0.0,0,790747.7760000002,21,21,2,11196,3528,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+4039,668.4000000000001,1,721872.0000000001,8,8,1,19318,4348,Long-term,Asian,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4040,0.0,0,309166.29333333333,22,22,2,11165,3496,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+4041,0.0,0,91712.0,12,12,1,12400,1905,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4042,337.584,1,499286.736,17,17,2,16644,3142,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+4043,0.0,0,361534.17142857146,19,19,2,14726,1960,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+4044,0.0,0,282318.99428571435,8,8,1,11304,3628,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4045,0.0,0,1095113.066666667,5,5,1,1726,3005,Short-term,English,AUTO RENEW,PHONE,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+4046,0.0,0,1071911.866666667,22,22,1,3270,4734,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4047,0.0,0,151426.70400000003,9,9,1,13739,3475,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4048,0.0,0,148339.68000000002,18,18,1,17148,2889,Long-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4049,0.0,0,193462.1257142857,19,19,2,9065,2827,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4050,0.0,0,629118.0,18,18,1,8286,2971,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4051,292.18,1,489401.5,25,25,1,10100,2636,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4052,216.51066666666668,1,509666.1093333334,22,22,2,8608,2632,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+4053,952.8666666666668,1,3144460.0,22,22,1,9660,2877,Mid-term,Unknown,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4054,0.0,0,12907.14285714286,6,6,0,9234,2160,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+4055,190.0952380952381,1,231536.0,21,21,1,2202,2289,Short-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4056,0.0,0,170945.07733333332,19,19,1,11439,2192,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4057,139.46666666666667,1,303340.0,15,15,1,3174,2354,Short-term,European,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4058,0.0,0,494366.9866666667,22,22,1,8731,3601,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4059,364.1485714285714,1,879418.7999999999,23,23,2,16583,2599,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4060,0.0,0,979082.6666666667,19,19,1,9629,3564,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4061,0.0,0,123804.0,10,10,1,10862,3595,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4062,0.0,0,246535.13333333333,19,19,3,11012,2168,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+4063,0.0,0,495755.6,19,19,1,14803,3411,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4064,135.69333333333336,1,295268.69333333336,17,17,1,13555,2316,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4065,376.552380952381,1,128027.80952380954,20,20,1,3944,3625,Short-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4066,576.6800000000001,1,380608.8000000001,10,10,0,9082,2743,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,False
+4067,146.848,1,88843.04000000001,11,11,2,21969,1553,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+4068,0.0,0,39942.857142857145,18,18,1,8792,2517,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4069,547.36,1,1143982.4,19,19,1,9721,3728,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4070,0.0,0,3402540.2666666666,8,8,0,2679,3839,Short-term,English,AUTO RENEW,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+4071,0.0,0,132485.12000000002,6,6,1,8441,4459,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4072,0.0,0,578094.0,22,22,0,12079,2437,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+4073,177.72000000000003,1,228903.36000000004,14,14,1,9674,2746,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4074,0.0,0,416868.4800000001,12,12,1,10178,5160,Mid-term,English,NOTICE,PHONE,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+4075,0.0,0,1418757.1066666667,19,19,2,14817,3878,Long-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+4076,0.0,0,292146.4,20,20,1,6669,2570,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4077,599.296,1,872574.976,16,16,2,10069,3483,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+4078,753.9458333333334,1,93489.28333333334,4,4,0,9902,2826,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+4079,0.0,0,28512.0,2,2,1,12445,2872,Mid-term,Unknown,NOTICE,PHONE,51-100,Premier,True,True,False,True,False,False,False,False,False,False,False
+4080,0.0,0,547008.0,21,21,1,10100,2260,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4081,0.0,0,4245739.333333335,25,25,2,8731,3084,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,True,True
+4082,223.5866666666667,1,264950.20000000007,15,15,3,15214,3215,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+4083,0.0,0,200149.04,19,19,1,13965,2112,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4084,0.0,0,173844.0,18,18,1,8806,3024,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4085,0.0,0,1705928.4,23,23,1,9537,3227,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4086,0.0,0,748684.8,18,18,1,2937,2701,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4087,140.21333333333334,1,296551.2,15,15,1,17990,2362,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4088,0.0,0,546691.2,21,21,1,12838,3046,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4089,1415.1800000000003,1,2496377.5200000005,18,18,1,10086,3155,Mid-term,English,AUTO RENEW,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4090,0.0,0,180342.08,12,12,2,12869,2364,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+4091,0.0,0,161373.52000000002,21,21,1,4366,2637,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4092,0.0,0,753002.7266666668,11,11,1,2154,2536,Short-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4093,0.0,0,89881.44,18,18,1,4870,3250,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4094,0.0,0,557034.3999999999,19,19,2,11592,2466,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+4095,0.0,0,513273.6000000001,12,12,1,5939,3012,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4096,0.0,0,71150.0,15,15,1,9537,2286,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4097,480.6666666666667,1,255714.6666666667,19,19,0,10390,2501,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+4098,0.0,0,200950.2857142857,6,6,1,11592,2816,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4099,0.0,0,155988.75809523812,11,11,2,13241,2028,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+4100,0.0,0,257907.9904761905,19,19,1,13569,2287,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4101,0.0,0,445199.0400000001,9,9,1,9933,2620,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4102,363.6533333333333,1,340379.52,13,13,2,3767,2931,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+4103,0.0,0,3799.466666666666,10,10,2,13083,1076,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+4104,123.01333333333336,1,7995.866666666668,5,5,1,19156,2186,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4105,0.0,0,274828.5714285715,10,10,1,8990,2239,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4106,0.0,0,147575.0,15,15,1,10685,2538,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4107,0.0,0,3302416.0,10,10,2,12400,3094,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+4108,0.0,0,426030.93333333335,14,14,2,14043,2685,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+4109,0.0,0,100652.03200000002,16,16,2,12231,2991,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4110,0.0,0,63657.46666666668,7,7,2,8441,3029,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4111,0.0,0,381186.0533333333,23,23,1,2000,3852,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4112,0.0,0,148639.5,18,18,0,9309,2518,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+4113,0.0,0,712664.3333333334,14,14,0,13906,2967,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+4114,328.3180952380953,1,172367.00000000003,15,15,1,9843,2736,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4115,0.0,0,914614.4,24,24,2,13526,2980,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4116,0.0,0,91888.45714285714,13,13,2,9157,2685,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4117,0.0,0,79509.33333333334,16,16,1,11851,3470,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4118,0.0,0,251575.4057142857,9,9,1,13509,2678,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4119,0.0,0,1347157.3333333335,10,10,4,5973,3081,Short-term,English,NOTICE,WEB,500+,Premier,False,True,False,True,False,False,True,True,False,False,True
+4120,0.0,0,495085.7142857143,19,19,1,12278,2223,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4121,0.0,0,394780.0,21,21,0,2278,3621,Short-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+4122,0.0,0,289089.5238095238,20,20,1,8578,2289,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4123,195.06666666666663,1,352290.4,21,21,2,9613,2324,Mid-term,Asian,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4124,0.0,0,309914.08,17,17,1,4279,2444,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4125,378.2666666666667,1,40474.53333333334,1,1,1,13892,3637,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4126,293.76,1,262327.68,19,19,2,9916,3433,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+4127,0.0,0,564075.1752380953,23,23,1,13418,3218,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4128,0.0,0,207844.80000000005,18,18,1,8851,4037,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+4129,0.0,0,348974.7733333333,13,13,1,10267,3255,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4130,1183.1733333333334,1,496932.8000000001,21,21,4,14026,2790,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,True,True,False,False,True,True,True,False,False,False,True
+4131,0.0,0,252019.04000000004,20,20,1,11060,2667,Mid-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4132,0.0,0,86951.6,17,17,1,11592,2672,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4133,0.0,0,515292.5142857145,15,15,2,10998,2531,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4134,0.0,0,1601250.5599999998,26,26,2,9796,3598,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4135,498.13523809523815,1,1227903.361904762,17,17,4,10055,3672,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,True,True,False,False,False,False,False,True
+4136,0.0,0,118843.2,21,21,1,9143,3823,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4137,0.0,0,60638.17142857144,12,12,1,8670,2175,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4138,265.5238095238096,1,76470.85714285716,18,18,1,15214,2829,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4139,113.94666666666669,1,10255.2,5,5,3,16111,2093,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+4140,0.0,0,859757.1839999999,18,18,1,2049,3064,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4141,0.0,0,540961.6666666667,19,19,2,6226,3046,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+4142,384.32333333333344,1,725602.4533333335,16,16,1,16005,2137,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4143,196.44000000000003,1,162063.00000000003,15,15,1,16173,2938,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4144,0.0,0,325040.00000000006,20,20,1,11804,3210,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4145,0.0,0,453637.28571428574,27,27,1,2993,2976,Short-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,True,False,False
+4146,0.0,0,114144.0,15,15,1,9431,2827,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+4147,0.0,0,103056.80000000002,20,20,2,11881,3439,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+4148,2659.333333333333,1,505273.3333333334,5,5,0,9843,3104,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+4149,0.0,0,2193828.0000000005,25,25,2,9004,2846,Mid-term,European,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+4150,0.0,0,515499.6,15,15,1,9523,3211,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4151,0.0,0,320030.98400000005,19,19,1,11349,2041,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4152,368.50666666666666,1,504117.12,19,19,1,9994,2813,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4153,0.0,0,376378.624,8,8,2,8656,2995,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+4154,0.0,0,148050.0,15,15,1,12323,2530,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4155,0.0,0,764753.4514285715,17,17,1,8503,3358,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4156,652.4266666666667,1,1109125.3333333335,17,17,2,3837,1954,Short-term,English,AUTO RENEW,WEB,101-500,Standard,False,True,False,False,False,False,True,False,False,False,True
+4157,0.0,0,421024.79999999993,20,20,1,9537,4347,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4158,0.0,0,798216.0666666667,14,14,1,11683,4125,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4159,0.0,0,138552.64,6,6,1,12445,2833,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4160,0.0,0,420432.0,15,15,1,10862,2940,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4161,0.0,0,108856.32,19,19,1,4343,2759,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4162,179.60000000000002,1,174571.2,12,12,1,10055,2214,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4163,0.0,0,469146.6666666666,10,10,1,2889,5729,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4164,0.0,0,271057.01333333337,22,22,2,8973,1995,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4165,263.352380952381,1,257031.92380952384,16,16,1,21136,2814,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4166,449.1561904761905,1,865074.8228571429,18,18,1,9902,3402,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4167,0.0,0,539280.0,15,15,0,9234,2971,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+4168,0.0,0,258791.8666666666,13,13,0,12323,2779,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4169,0.0,0,142890.0,15,15,1,11394,2995,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4170,0.0,0,452718.93333333335,20,20,1,4321,2084,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4171,139.78666666666666,1,310745.76,19,19,1,5808,2358,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4172,0.0,0,252435.7333333333,23,23,1,9172,2439,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+4173,237.86533333333333,1,76116.90666666666,16,16,1,14664,2800,Long-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4174,0.0,0,222736.0,15,15,2,8778,2827,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4175,0.0,0,912643.2000000002,21,21,2,12303,2986,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+4176,152.93333333333337,1,205542.40000000005,21,21,1,15336,2022,Long-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4177,157.53333333333336,1,254573.8666666667,16,16,1,11408,2539,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4178,174.15238095238095,1,470211.4285714286,18,18,2,14514,2175,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4179,0.0,0,1444409.7066666668,22,22,2,5868,4097,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+4180,0.0,0,112044.8,6,6,1,11318,3120,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4181,101.44,1,62081.28,18,18,1,1444,1965,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4182,0.0,0,585476.6666666667,25,25,1,3852,3115,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4183,560.2666666666668,1,143428.2666666667,2,2,1,10267,3221,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4184,0.0,0,105235.17333333334,19,19,1,2648,3107,Short-term,Unknown,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+4185,0.0,0,1313331.2,20,20,2,13022,3901,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+4186,221.79238095238097,1,431164.3885714286,18,18,3,10756,2149,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+4187,0.0,0,153503.28,21,21,1,11669,2114,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4188,432.8571428571429,1,657942.8571428573,20,20,1,9660,4028,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4189,0.0,0,191260.02666666667,23,23,2,12459,2394,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4190,0.0,0,903031.25,11,11,0,9523,2820,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+4191,0.0,0,113932.0,21,21,3,9021,3063,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+4192,350.3733333333334,1,166777.7066666667,17,17,1,10100,2720,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4193,0.0,0,82564.1142857143,9,9,1,4426,3225,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4194,224.68571428571428,1,378146.0571428571,17,17,1,15122,2537,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4195,531.8906666666667,1,132972.66666666666,5,5,2,15275,3021,Long-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+4196,0.0,0,179285.92,12,12,1,8493,2411,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4197,0.0,0,26746.971428571436,3,3,3,4336,3831,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+4198,0.0,0,917986.368,19,19,1,10923,4585,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+4199,0.0,0,502564.60800000007,12,12,2,11895,2890,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+4200,0.0,0,1309361.76,18,18,3,10848,3012,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,True,False,False,False,False,False,True,True
+4201,0.0,0,1039577.2647619052,13,13,2,6799,4482,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+4202,0.0,0,302100.00000000006,19,19,1,8213,2554,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4203,0.0,0,433375.488,26,26,4,4135,3560,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,True,False,False,False,False,True,True,True
+4204,0.0,0,50395.52,14,14,1,11060,2243,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4205,0.0,0,925746.9,18,18,1,8882,2832,Mid-term,English,AUTO RENEW,PHONE,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+4206,192.0533333333333,1,283470.72000000003,18,18,3,19248,1910,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+4207,0.0,0,77930.66666666667,16,16,1,9065,3420,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4208,417.98857142857145,1,260824.86857142855,24,24,2,13555,3423,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4209,0.0,0,85707.68266666667,19,19,1,8792,3464,Mid-term,Unknown,NOTICE,BRANCH (POS),1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+4210,314.09523809523813,1,124381.71428571428,22,22,2,10161,3177,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4211,1281.0200000000002,1,507283.9200000001,4,4,1,10161,2944,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4212,0.0,0,464079.63333333336,13,13,1,5323,2657,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4213,0.0,0,1717410.361904762,19,19,1,8806,5761,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4214,0.0,0,336984.00000000006,19,19,1,11227,1935,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4215,0.0,0,207396.8,13,13,1,9217,2497,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+4216,0.0,0,92521.37142857144,9,9,2,4896,6593,Short-term,Unknown,AUTO RENEW,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4217,0.0,0,1251504.0,24,24,1,12824,2904,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4218,581.7600000000001,1,364763.5200000001,19,19,1,9902,3904,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4219,100.464,1,53044.992,12,12,2,2462,1190,Short-term,English,AUTO RENEW,PHONE,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+4220,0.0,0,353422.2933333334,23,23,1,11578,2996,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4221,0.0,0,18096.685714285715,1,1,1,12869,3328,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4222,0.0,0,97441.344,12,12,1,6060,2156,Short-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4223,0.0,0,346876.2,6,6,1,14834,3318,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4224,0.0,0,534484.6628571429,17,17,2,10512,2195,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+4225,436.304761904762,1,174085.60000000003,19,19,2,6932,4053,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4226,0.0,0,84757.49333333333,11,11,2,13312,3744,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4227,0.0,0,270535.4666666667,22,22,1,10953,4074,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4228,0.0,0,1117342.8,14,14,1,11714,2544,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+4229,0.0,0,371817.2640000001,21,21,1,9264,2442,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4230,1462.0666666666666,1,2500134.0,15,15,1,14803,3920,Long-term,English,AUTO RENEW,WEB,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+4231,89.37333333333333,1,121905.22666666668,22,22,1,10647,1841,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4232,492.9,1,1206619.2000000002,17,17,2,19384,2945,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+4233,0.0,0,93174.61028571428,19,19,2,9004,2804,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4234,562.9666666666667,1,1450202.1333333333,23,23,4,1447,3232,Short-term,English,NOTICE,PHONE,51-100,Standard,True,True,False,True,True,True,False,False,False,False,True
+4235,0.0,0,111141.5314285714,19,19,1,5521,2823,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4236,0.0,0,227749.68,23,23,2,9325,2804,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+4237,167.9066666666667,1,179828.04000000004,17,17,1,14514,2154,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4238,212.9714285714286,1,357792.00000000006,16,16,1,16326,2453,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4239,0.0,0,94904.32,6,6,1,9643,3457,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4240,114.77333333333334,1,111904.0,15,15,1,20874,2101,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4241,0.0,0,369717.9428571429,27,27,1,10373,3813,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4242,0.0,0,565872.2000000001,17,17,2,11790,3214,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+4243,0.0,0,161366.98666666666,7,7,1,11804,2543,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4244,255.46666666666667,1,239116.8,18,18,1,7124,1973,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4245,0.0,0,638919.0426666667,22,22,2,14591,2817,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+4246,0.0,0,265651.2906666667,22,22,2,10192,2566,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+4247,0.0,0,306007.6666666666,19,19,1,12079,2662,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4248,0.0,0,792319.5428571429,19,19,1,8455,4119,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4249,0.0,0,644352.384,12,12,2,10267,3637,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+4250,0.0,0,7108858.666666668,20,20,1,9096,3909,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+4251,0.0,0,2092787.84,28,28,2,11121,3568,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,True,False,False
+4252,0.0,0,315985.3714285714,22,22,1,11700,2833,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4253,133.4857142857143,1,275514.5142857143,16,16,1,17787,1883,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4254,0.0,0,281327.2,21,21,1,5671,2173,Short-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4255,241.73809523809527,1,27558.142857142862,2,2,0,17466,1993,Long-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4256,0.0,0,57966.72000000001,14,14,1,2924,3281,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4257,0.0,0,647785.6000000002,11,11,1,12034,3210,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4258,156.81333333333336,1,104280.86666666668,19,19,1,14210,2532,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4259,375.33333333333337,1,387344.0,24,24,1,14361,2463,Long-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4260,0.0,0,4074426.7200000007,15,15,3,13053,2843,Mid-term,English,AUTO RENEW,PHONE,500+,Standard,False,True,True,True,False,False,False,False,False,False,True
+4261,0.0,0,144336.15238095238,17,17,1,8670,3852,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4262,0.0,0,668272.3200000001,18,18,2,12200,3622,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+4263,1056.0666666666666,1,1571427.2,24,24,1,2818,3089,Short-term,English,NOTICE,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4264,0.0,0,292274.112,9,9,1,8455,4291,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4265,0.0,0,1184530.2560000003,21,21,1,14057,2809,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4266,0.0,0,22848.0,17,17,1,13083,1227,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4267,0.0,0,1179312.0,15,15,1,10587,2964,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4268,0.0,0,708353.6571428572,19,19,1,7074,3210,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4269,251.76,1,231619.2,10,10,1,9796,3504,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4270,284.71733333333333,1,563170.8853333333,23,23,2,1857,3169,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+4271,321.84761904761905,1,179590.9714285714,18,18,1,9674,3233,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4272,0.0,0,347523.4285714286,15,15,1,8929,2315,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4273,0.0,0,259713.81333333335,22,22,1,4870,2100,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4274,0.0,0,294691.6,21,21,0,15883,1772,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+4275,0.0,0,1352177.2704761906,19,19,1,9523,3559,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4276,0.0,0,153000.0,20,20,1,9051,1797,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+4277,0.0,0,267190.0,21,21,1,13951,5663,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4278,0.0,0,333666.6666666667,10,10,1,10817,2291,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+4279,0.0,0,289621.57714285713,18,18,1,12445,2632,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4280,0.0,0,1196173.3,21,21,0,9186,3236,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4281,0.0,0,958317.6571428572,19,19,1,10709,3082,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4282,0.0,0,456533.0,11,11,1,8413,3134,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4283,0.0,0,297172.80000000005,18,18,1,10647,2804,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4284,0.0,0,153254.0,19,19,1,9035,3679,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4285,0.0,0,524092.79999999993,18,18,3,10766,3636,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+4286,0.0,0,907291.4285714286,24,24,1,8656,3636,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4287,572.9333333333333,1,155837.86666666664,17,17,1,14956,2100,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4288,0.0,0,451686.8571428571,12,12,0,4726,2925,Short-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4289,0.0,0,546073.8400000001,21,21,1,9721,2279,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4290,0.0,0,190627.0666666667,11,11,1,4730,2469,Short-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+4291,0.0,0,5022770.133333334,17,17,4,13465,2957,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,True,False,False,False,True,True,True
+4292,0.0,0,877713.0514285715,18,18,1,14104,3439,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4293,395.94666666666666,1,128682.66666666666,13,13,2,17101,2953,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+4294,0.0,0,686795.6853333333,14,14,1,6697,3647,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4295,817.0952380952382,1,5258007.857142857,55,55,6,9874,5611,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,True,True,True,True,True,True
+4296,0.0,0,275310.0,23,23,1,10848,2431,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4297,0.0,0,239823.39333333337,13,13,1,9065,2497,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4298,0.0,0,1421123.9999999998,24,24,1,13965,3035,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4299,0.0,0,1276177.76,22,22,1,12735,3614,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4300,0.0,0,1439880.0,25,25,1,8656,2671,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4301,564.7,1,391337.1,21,21,2,10239,3239,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+4302,0.0,0,880647.6,18,18,1,13692,2610,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4303,163.07200000000003,1,148721.66400000002,19,19,1,16706,2211,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4304,0.0,0,339050.8333333334,10,10,1,11439,2183,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+4305,0.0,0,607150.7,7,7,0,6039,4282,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+4306,0.0,0,2309846.0,12,12,0,2825,3901,Short-term,European,NOTICE,WEB,500+,Standard,False,False,False,False,False,False,False,False,False,False,False
+4307,0.0,0,126890.0,25,25,1,9264,2659,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4308,308.5853333333333,1,291613.14,15,15,1,9660,3357,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4309,0.0,0,177441.92,17,17,1,8670,3153,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4310,0.0,0,795863.6333333333,23,23,1,10465,1877,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4311,271.4095238095238,1,145475.50476190477,4,4,1,16644,2871,Long-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+4312,0.0,0,225849.06666666677,8,8,1,10664,3036,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4313,0.0,0,1331253.0,22,22,0,2122,3286,Short-term,European,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+4314,0.0,0,263857.52380952385,19,19,1,11196,1831,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4315,0.0,0,455910.624,19,19,1,8594,2542,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4316,0.0,0,1017814.4,23,23,3,12779,2814,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+4317,0.0,0,58461.33333333332,22,22,1,13607,2287,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4318,119.67619047619048,1,223794.4761904762,17,17,1,14561,1784,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4319,0.0,0,343595.73333333334,8,8,0,6770,6600,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+4320,0.0,0,2978243.0,15,15,2,10647,3894,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+4321,0.0,0,207795.16799999995,15,15,2,12048,2357,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+4322,0.0,0,554357.0476190477,17,17,1,15306,3676,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4323,298.0380952380953,1,913784.8000000002,21,21,1,21239,3062,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4324,0.0,0,625716.2800000001,21,21,1,9217,3490,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4325,0.0,0,311792.5333333334,19,19,2,12838,2085,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,True,False,False,False,False,False,True
+4326,0.0,0,732640.4800000001,13,13,1,8639,3311,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4327,459.4666666666667,1,430060.8000000001,18,18,1,16326,4219,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4328,741.0866666666668,1,329042.48000000004,4,4,1,10512,3261,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4329,0.0,0,519862.56,23,23,1,13784,2501,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4330,0.0,0,33458.78095238096,13,13,1,6322,2345,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4331,255.42857142857144,1,429120.00000000006,20,20,1,10404,2757,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4332,0.0,0,195384.32,16,16,1,10817,1935,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4333,0.0,0,71953.6380952381,23,23,1,10512,2651,Mid-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4334,283.88000000000005,1,118661.84000000004,19,19,2,1767,3833,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4335,0.0,0,632720.2666666666,19,19,1,12292,2377,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4336,0.0,0,134607.19999999998,20,20,1,4691,2693,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4337,0.0,0,117536.64,20,20,5,13418,2061,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,True,False,True,True,True
+4338,0.0,0,106876.88,22,22,2,10695,2434,Mid-term,Asian,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4339,0.0,0,32725.257142857143,12,12,2,8486,1600,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,True,True
+4340,190.53333333333336,1,130324.80000000005,12,12,1,17513,2292,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4341,0.0,0,47689.71428571429,15,15,1,14817,2192,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4342,0.0,0,38516.19200000001,12,12,1,10329,2257,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4343,341.38000000000005,1,731235.9600000001,17,17,1,10025,3615,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4344,0.0,0,401739.1428571429,17,17,1,10482,2509,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4345,0.0,0,467601.0933333333,17,17,1,8717,2982,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4346,0.0,0,1082117.028571429,20,20,1,12034,3851,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4347,0.0,0,272441.96,21,21,1,13175,2296,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4348,263.8666666666668,1,699774.4000000001,26,26,1,12947,2817,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4349,315.49333333333334,1,776113.6,20,20,1,10208,2541,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4350,0.0,0,350592.0,18,18,1,12688,2739,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4351,0.0,0,205088.0000000001,17,17,1,11700,2985,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4352,0.0,0,312465.3653333334,23,23,2,11714,2837,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+4353,0.0,0,883187.5200000001,18,18,1,12779,4977,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4354,0.0,0,589708.7999999999,18,18,1,8700,3023,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4355,0.0,0,619387.3066666668,16,16,1,10739,3884,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4356,0.0,0,219050.66666666672,20,20,1,5701,3565,Short-term,English,NOTICE,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4357,0.0,0,659036.262857143,18,18,2,9065,3097,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4358,345.2916666666667,1,317668.3333333334,20,20,0,22321,2058,Long-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+4359,0.0,0,248771.6,14,14,1,11043,2405,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4360,442.1485714285715,1,1515243.1542857145,23,23,6,9613,3364,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,True,True,True,True,True,True
+4361,0.0,0,703733.7600000001,23,23,2,11653,3102,Mid-term,Unknown,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+4362,140.31333333333336,1,237971.4133333334,16,16,1,13831,2031,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4363,0.0,0,4024519.2,19,19,1,12779,3258,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+4364,0.0,0,660942.1000000001,21,21,1,5473,3606,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4365,0.0,0,1579760.0,21,21,1,10404,3127,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4366,0.0,0,131821.59466666667,22,22,1,8670,3071,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4367,0.0,0,66949.86666666667,20,20,1,8943,3374,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4368,0.0,0,686603.8857142858,23,23,1,11394,3003,Mid-term,English,NOTICE,IT,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4369,0.0,0,508412.66666666674,22,22,1,10725,2382,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4370,155.23733333333337,1,111770.88000000002,20,20,2,17634,2149,Long-term,English,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4371,283.84761904761905,1,630141.7142857142,15,15,1,10329,2961,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4372,0.0,0,887318.0952380954,23,23,1,11408,3053,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4373,0.0,0,405925.728,17,17,1,13418,2700,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4374,0.0,0,105126.18666666668,17,17,1,9334,3187,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4375,0.0,0,179862.72,24,24,2,9065,2431,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,True,False,False,False,False,False,False,False,True
+4376,144.3733333333333,1,149282.02666666667,22,22,1,14226,2405,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4377,184.22857142857143,1,170227.2,21,21,1,9690,2247,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4378,0.0,0,203665.28,8,8,1,8639,2359,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4379,0.0,0,1063384.0,17,17,1,11377,3214,Mid-term,English,NOTICE,AUTO RENEW,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+4380,0.0,0,45847.14285714286,1,1,0,9309,2888,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+4381,0.0,0,173239.46666666667,19,19,1,10587,2093,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4382,0.0,0,668592.0,21,21,1,3222,3462,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4383,0.0,0,92031.81866666666,7,7,1,11469,2681,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4384,0.0,0,319733.3333333334,20,20,1,11486,2563,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4385,0.0,0,131933.568,6,6,1,14681,2545,Long-term,English,AUTO RENEW,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+4386,0.0,0,2767800.0,9,9,1,13189,3445,Mid-term,English,NOTICE,WEB,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+4387,126.37333333333332,1,200175.36,24,24,1,10192,2220,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4388,0.0,0,763002.0,19,19,1,8990,2449,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4389,0.0,0,120194.62399999998,22,22,3,9084,2297,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,True,False,True
+4390,0.0,0,248297.92000000004,16,16,1,11486,2364,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4391,176.65333333333334,1,727458.4266666666,29,29,1,13281,2735,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4392,404.9066666666667,1,654734.08,11,11,1,9902,3159,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4393,0.0,0,375082.24,6,6,1,12108,4003,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4394,0.0,0,378286.72,14,14,1,10739,2282,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4395,406.7232000000001,1,240780.13440000004,16,16,2,17299,2261,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+4396,0.0,0,337844.1733333333,17,17,1,8285,3569,Mid-term,European,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4397,0.0,0,922521.6,20,20,2,11592,3197,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4398,0.0,0,1865327.1466666667,14,14,1,8670,5729,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4399,433.9333333333333,1,173573.3333333333,20,20,1,10161,1815,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4400,0.0,0,890054.0000000001,23,23,1,12323,3328,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4401,923.7666666666668,1,737165.7999999999,21,21,1,19705,4709,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4402,0.0,0,361744.00000000006,23,23,1,8670,3073,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4403,278.81666666666666,1,174818.05,11,11,0,10086,3210,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+4404,0.0,0,882646.8,17,17,1,1845,2734,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4405,96.34285714285716,1,79001.14285714287,20,20,2,20070,1617,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+4406,255.0857142857143,1,188253.25714285715,6,6,1,9589,2755,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4407,0.0,0,1305514.3771428573,26,26,1,6130,3313,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4408,0.0,0,32578.333333333336,1,1,1,2984,2139,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4409,427.8666666666666,1,861723.4666666666,19,19,2,16387,3117,Long-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+4410,0.0,0,587037.2,21,21,1,11957,2456,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4411,0.0,0,650843.76,24,24,2,14149,2632,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,True,False,False,False,False,False,False,False,True,False,True
+4412,0.0,0,346746.4,20,20,1,11257,2877,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4413,0.0,0,1995903.0,26,26,1,8858,3255,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4414,0.0,0,244701.6,21,21,2,11090,2742,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4415,0.0,0,1035417.6,21,21,1,9065,2796,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+4416,0.0,0,212097.6000000001,11,11,1,8472,2445,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4417,0.0,0,2867689.066666667,23,23,2,8455,3732,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+4418,0.0,0,150891.84000000003,22,22,1,2216,3054,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4419,0.0,0,1237887.0,21,21,1,11349,3390,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4420,20.19047619047619,1,26853.33333333333,14,14,1,13753,1071,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4421,0.0,0,397565.00000000006,7,7,1,13526,4028,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4422,0.0,0,148582.0,15,15,1,3070,2375,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+4423,0.0,0,228639.66666666663,19,19,2,11516,2822,Mid-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+4424,0.0,0,173668.352,16,16,2,10587,4488,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+4425,0.0,0,67634.28571428571,8,8,2,2606,3680,Short-term,Asian,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+4426,0.0,0,432012.9866666668,23,23,1,9370,3525,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4427,0.0,0,56531.42857142857,20,20,1,12445,1238,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4428,0.0,0,786095.9999999999,18,18,1,10770,3162,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4429,0.0,0,338556.34285714285,16,16,2,9234,2331,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4430,0.0,0,1799066.88,20,20,2,12657,2846,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+4431,0.0,0,158486.40000000002,18,18,1,8656,2429,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4432,0.0,0,258093.7333333333,11,11,0,8285,4358,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+4433,0.0,0,299073.775,14,14,0,1877,1982,Short-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,False,False,False
+4434,0.0,0,108576.0,18,18,3,4797,2213,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,True,True
+4435,144.06666666666666,1,115973.66666666669,23,23,1,14664,2106,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,False
+4436,0.0,0,127123.32533333334,19,19,1,8717,2476,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4437,196.0952380952381,1,66476.28571428572,3,3,1,2434,2332,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4438,0.0,0,929908.5714285716,20,20,1,8413,3490,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4439,0.0,0,722722.0,22,22,2,16828,2742,Long-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+4440,0.0,0,336100.1676190476,17,17,1,8761,1866,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4441,0.0,0,116891.42857142858,8,8,1,8656,2672,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4442,0.0,0,87790.08000000002,21,21,1,13708,2264,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4443,0.0,0,192111.36,9,9,1,11335,3156,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4444,0.0,0,745936.88,26,26,1,3697,4085,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4445,0.0,0,566266.6666666666,20,20,1,3582,3825,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4446,0.0,0,190922.8571428572,15,15,1,1109,5727,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4447,312.7428571428572,1,930410.0,25,25,2,10281,3168,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,True,False,False,False,False,False,False,False,True
+4448,0.0,0,442880.0,20,20,1,3804,2580,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4449,188.88,1,265943.04,11,11,1,13234,2860,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4450,0.0,0,41769.09333333334,14,14,1,8656,2534,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4451,0.0,0,185351.46666666667,20,20,2,11135,3083,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+4452,0.0,0,1025587.2,16,16,1,8912,2915,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+4453,0.0,0,74957.71428571429,19,19,1,8778,3754,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4454,224.7238095238095,1,395513.90476190473,20,20,1,10647,2537,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4455,311.56666666666666,1,186940.0,15,15,2,2663,1908,Short-term,English,AUTO RENEW,PHONE,51-100,Standard,False,False,True,False,False,False,False,False,False,False,True
+4456,0.0,0,765516.5142857142,19,19,1,2892,3394,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4457,302.1026666666667,1,342584.42400000006,21,21,2,6886,3306,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+4458,0.0,0,649169.142857143,18,18,1,8761,2709,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4459,0.0,0,1511120.0000000002,20,20,2,10587,3505,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+4460,323.0666666666667,1,601550.1333333334,19,19,2,9827,3242,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+4461,476.1714285714286,1,533312.0,16,16,1,15975,4339,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4462,334.9066666666667,1,421982.4,12,12,1,9796,2641,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4463,0.0,0,485060.8000000001,10,10,1,8670,3460,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4464,0.0,0,113443.57142857143,15,15,1,8639,2594,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4465,112.0,1,26656.0,7,7,1,13722,2073,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+4466,240.57333333333327,1,644736.5333333333,20,20,2,14500,3389,Long-term,Unknown,NOTICE,BRANCH (PHONE),1-5,Premier,True,True,False,False,False,False,False,False,False,True,True
+4467,0.0,0,790356.0,21,21,1,9203,2913,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4468,0.0,0,356862.34285714285,19,19,1,8959,3208,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4469,0.0,0,240927.904,19,19,4,11182,2030,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,True,True,True
+4470,0.0,0,251471.7333333333,20,20,1,9157,2598,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4471,0.0,0,96575.04761904763,5,5,1,10709,2353,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4472,0.0,0,235301.32000000004,19,19,1,5044,2819,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4473,0.0,0,404766.72,12,12,1,9264,2725,Mid-term,Unknown,NOTICE,WEB,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4474,0.0,0,991941.8666666668,19,19,1,8670,5785,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4475,0.0,0,1149557.7600000002,20,20,1,8441,2912,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4476,0.0,0,986148.8,15,15,1,9462,2776,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4477,0.0,0,2106381.6,18,18,2,3950,3276,Short-term,European,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,True,False,True
+4478,0.0,0,123192.0,10,10,1,9916,2094,Mid-term,English,NOTICE,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4479,0.0,0,172737.6,20,20,1,9417,1838,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4480,0.0,0,569045.7142857142,11,11,3,16295,3735,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+4481,0.0,0,427201.0971428572,13,13,2,11639,3285,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4482,0.0,0,443446.32,19,19,1,9143,3496,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4483,0.0,0,258548.19047619044,11,11,1,15322,2113,Long-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4484,0.0,0,836229.3333333334,28,28,3,11530,2808,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,True,True
+4485,0.0,0,807206.4000000001,18,18,2,9096,3361,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4486,530.7733333333334,1,171970.56000000003,18,18,1,17801,3643,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4487,0.0,0,179530.8,15,15,1,6696,2303,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+4488,0.0,0,1267928.064,20,20,2,7185,3816,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+4489,0.0,0,104261.86666666668,16,16,2,8539,2331,Mid-term,European,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+4490,0.0,0,402931.7333333333,17,17,1,13800,2204,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4491,0.0,0,447263.52,15,15,2,9295,2930,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+4492,0.0,0,297056.5714285715,22,22,1,1917,3077,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4493,0.0,0,130182.93333333332,10,10,1,12674,2680,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4494,0.0,0,275570.3253333334,19,19,1,11213,2966,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4495,261.6933333333333,1,169053.89333333334,19,19,1,10267,3606,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4496,0.0,0,136490.60000000003,15,15,1,12200,2505,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+4497,0.0,0,254714.2857142857,10,10,2,9462,2387,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4498,188.26666666666665,1,86979.2,6,6,2,20253,2276,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4499,0.0,0,4523809.333333335,25,25,1,2248,3225,Short-term,English,AUTO RENEW,BRANCH (PHONE),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+4500,0.0,0,185513.82857142857,6,6,1,11060,2870,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4501,0.0,0,680556.7999999999,22,22,1,15353,3189,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4502,0.0,0,142115.30666666664,7,7,1,6366,2925,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+4503,0.0,0,250394.56,8,8,2,11335,1998,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+4504,0.0,0,98634.66666666669,14,14,0,7121,3812,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4505,1393.1666666666667,1,1430782.1666666667,13,13,0,9782,3209,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+4506,0.0,0,215615.4,9,9,1,8731,4357,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4507,0.0,0,710772.2666666667,19,19,2,9234,3742,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+4508,0.0,0,49756.19047619048,4,4,1,8761,3336,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4509,0.0,0,64088.38095238096,16,16,1,12094,2615,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4510,0.0,0,746396.0,15,15,0,8670,3141,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+4511,0.0,0,649194.56,21,21,1,9295,3479,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4512,0.0,0,725977.52,17,17,1,9796,4095,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4513,0.0,0,452408.0,20,20,1,10756,3032,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4514,0.0,0,2671927.44,19,19,2,1657,3563,Short-term,English,AUTO RENEW,PHONE,101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+4515,0.0,0,699678.72,26,26,1,8858,3079,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4516,0.0,0,470862.8571428572,20,20,1,9387,2631,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4517,470.48,1,796993.12,14,14,2,10633,3335,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,True,False,True
+4518,0.0,0,426978.7428571428,12,12,1,9309,2919,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4519,0.0,0,196441.14285714284,5,5,1,8837,2731,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4520,0.0,0,1377254.6666666665,25,25,1,10526,4025,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4521,141.50476190476192,1,270415.60000000003,21,21,1,18355,1941,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4522,0.0,0,218735.0,7,7,0,12596,2773,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4523,0.0,0,202901.504,24,24,1,7240,3007,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4524,0.0,0,996760.2666666668,19,19,1,8656,2378,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4525,0.0,0,1137378.6514285714,19,19,2,8319,3517,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4526,0.0,0,580313.5520000001,13,13,1,5372,3474,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4527,0.0,0,118976.92857142858,5,5,0,8717,4013,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4528,0.0,0,721440.0,15,15,1,10770,3388,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4529,294.528,1,274205.568,19,19,1,10970,3246,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4530,0.0,0,190643.544,9,9,2,8761,3205,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+4531,295.0666666666667,1,181761.0666666667,7,7,1,10222,2437,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4532,0.0,0,399865.5,17,17,1,5678,2353,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,False
+4533,0.0,0,345115.5809523809,20,20,1,11227,2073,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4534,0.0,0,1010016.1066666668,13,13,1,3344,2349,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+4535,0.0,0,21567.33333333333,10,10,1,5875,2225,Short-term,English,NOTICE,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4536,0.0,0,350338.55999999994,18,18,1,9057,2320,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4537,234.62857142857143,1,103705.82857142856,17,17,1,2585,2608,Short-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4538,0.0,0,85305.60000000002,18,18,1,12838,2544,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4539,0.0,0,167389.56000000006,18,18,1,10633,2485,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4540,246.8761904761905,1,151088.2285714286,12,12,1,13814,2287,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4541,0.0,0,392226.1200000001,9,9,1,13569,5141,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4542,0.0,0,520002.8571428572,19,19,1,10770,3106,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4543,0.0,0,114672.0,15,15,2,9203,2557,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+4544,0.0,0,976088.1428571432,31,31,0,10267,2750,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+4545,451.4416666666666,1,246487.15,7,7,0,6653,3039,Mid-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+4546,144.6095238095238,1,137379.0476190476,19,19,1,5385,1963,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4547,0.0,0,932164.5666666668,13,13,2,17739,3231,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+4548,0.0,0,244339.40000000005,15,15,1,8761,3275,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4549,340.2533333333333,1,135761.08,19,19,2,9599,2802,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+4550,289.1333333333334,1,346092.60000000003,21,21,1,15798,2111,Long-term,Asian,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4551,0.0,0,72937.79999999999,4,4,0,8882,2770,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+4552,0.0,0,518357.736,9,9,1,3910,4143,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4553,0.0,0,322150.4,22,22,1,7453,2566,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4554,160.36,1,190026.6,15,15,1,9843,2568,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4555,0.0,0,567613.7142857143,20,20,1,12261,2650,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4556,0.0,0,6826605.600000001,15,15,2,9157,3984,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,True,False,False,False,False,False,False,True
+4557,0.0,0,874898.9714285715,19,19,2,3894,5268,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,True,False,True
+4558,0.0,0,298001.6666666666,7,7,0,2595,2885,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+4559,0.0,0,1025611.7666666666,19,19,1,9309,3797,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4560,0.0,0,189924.0,21,21,1,10100,3650,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4561,0.0,0,141977.53333333335,5,5,1,8670,3215,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4562,178.97333333333333,1,340765.2266666667,16,16,1,10390,2759,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4563,212.09523809523807,1,104987.14285714284,15,15,1,18440,2446,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4564,0.0,0,278067.2,16,16,2,11135,2409,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+4565,311.6380952380953,1,355267.42857142864,15,15,1,14149,3160,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4566,0.0,0,85022.4,21,21,1,15518,3344,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4567,0.0,0,419605.3333333334,17,17,1,10953,3052,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+4568,0.0,0,455040.00000000006,20,20,1,8656,2285,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4569,0.0,0,477370.0780952381,19,19,1,4656,2271,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4570,0.0,0,249246.72000000003,12,12,1,11455,3141,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4571,0.0,0,1751850.1000000003,14,14,2,8455,4184,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,True,True,False,False,False,False,False,False,True,False,True
+4572,0.0,0,2484799.98,18,18,1,9065,5232,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4573,175.708,1,209092.52,17,17,1,7738,2310,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4574,0.0,0,222359.15,5,5,0,9874,3673,Mid-term,Unknown,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+4575,214.552380952381,1,347574.8571428572,15,15,1,10008,2464,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4576,0.0,0,71368.5,21,21,2,12094,1854,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+4577,0.0,0,135167.3142857143,20,20,1,8441,2996,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4578,0.0,0,522048.8000000001,21,21,1,12688,2719,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4579,156.8761904761905,1,221195.42857142855,15,15,1,20160,2051,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4580,543.9733333333334,1,1468728.0,20,20,1,9796,3711,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4581,0.0,0,1637130.0,15,15,0,12108,3635,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+4582,0.0,0,163913.14285714284,24,24,3,12431,2558,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,True,False,False,True,True
+4583,0.0,0,1328923.4400000002,21,21,1,8517,3454,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4584,263.62142857142857,1,479263.7571428571,18,18,0,15001,2089,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+4585,0.0,0,87771.6,9,9,1,11165,1789,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4586,0.0,0,616591.0399999999,19,19,1,9309,2359,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4587,291.6457142857143,1,676618.0571428572,20,20,1,9690,2534,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+4588,0.0,0,1214752.0,11,11,0,2191,2542,Short-term,English,NOTICE,PHONE,101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+4589,0.0,0,110558.93333333332,17,17,1,9172,2829,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4590,0.0,0,1126571.4285714289,20,20,2,11439,3618,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4591,195.8857142857143,1,346717.7142857143,15,15,1,14149,2330,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4592,0.0,0,487713.408,9,9,2,2077,2832,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+4593,0.0,0,283226.6666666667,19,19,1,11425,1748,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4594,0.0,0,345693.8666666667,16,16,2,13356,2228,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4595,0.0,0,203426.98666666663,17,17,1,13130,2841,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4596,0.0,0,659600.0000000001,17,17,1,10647,2780,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4597,0.0,0,368956.8000000001,8,8,1,11469,2979,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4598,0.0,0,249370.80000000005,21,21,2,13265,2663,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+4599,0.0,0,1206964.9973333336,22,22,2,11714,2712,Mid-term,European,AUTO RENEW,WEB,11-50,Premier,True,True,False,False,False,False,False,False,True,False,True
+4600,727.2,1,1303142.4,16,16,2,10222,3408,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+4601,0.0,0,256100.00000000003,6,6,0,6270,3616,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+4602,0.0,0,749536.8,18,18,1,24011,3434,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4603,0.0,0,95480.0,16,16,1,14135,2556,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4604,0.0,0,101948.57142857143,19,19,2,9551,3063,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+4605,0.0,0,221844.0,24,24,1,3882,3089,Short-term,English,NOTICE,BRANCH (POS),51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+4606,0.0,0,43212.00000000001,6,6,1,11759,3384,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4607,0.0,0,604503.2,14,14,1,6518,3031,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4608,0.0,0,562933.8,27,27,1,9143,2508,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4609,228.82285714285717,1,288316.8,20,20,2,20539,2293,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+4610,0.0,0,841970.016,17,17,2,8731,3988,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+4611,279.5047619047619,1,47515.80952380952,17,17,1,21652,2930,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4612,0.0,0,353238.9523809524,17,17,1,11227,2494,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4613,0.0,0,2611233.333333333,38,38,1,6949,3042,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4614,1133.8333333333337,1,1224540.0000000002,20,20,1,9796,5570,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4615,0.0,0,492075.8857142858,24,24,1,9295,2596,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4616,231.5866666666667,1,458078.4266666667,23,23,1,10161,3297,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4617,0.0,0,257429.76,18,18,1,9082,3327,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4618,0.0,0,668921.9047619047,20,20,1,8455,3923,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4619,0.0,0,4145433.600000001,18,18,1,12688,3606,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+4620,0.0,0,425257.94666666666,22,22,1,13555,2776,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4621,0.0,0,132069.6,20,20,2,9248,2660,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+4622,0.0,0,747180.0000000001,18,18,1,4040,2950,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4623,0.0,0,703536.2285714287,13,13,1,9224,4213,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4624,0.0,0,85072.00000000001,20,20,1,11165,2601,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4625,0.0,0,341793.52380952385,20,20,1,11104,3282,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4626,0.0,0,282112.0,14,14,2,9537,3183,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+4627,217.9666666666667,1,768986.4000000001,24,24,1,10100,2643,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4628,0.0,0,640497.6,21,21,1,2139,2844,Short-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4629,0.0,0,372903.7714285714,22,22,1,4028,2525,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4630,0.0,0,181876.68571428573,17,17,1,9157,2944,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4631,0.0,0,415803.29142857145,24,24,1,8868,2799,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4632,0.0,0,605412.1333333333,23,23,1,9301,3376,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4633,0.0,0,679992.2666666667,14,14,1,9112,4306,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4634,236.36190476190475,1,502269.0476190476,17,17,1,10267,2620,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+4635,0.0,0,1020776.2666666668,19,19,1,13053,2701,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4636,0.0,0,306294.2857142857,23,23,1,13845,2835,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4637,0.0,0,286584.60000000003,18,18,1,8455,4358,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+4638,0.0,0,384293.8666666667,20,20,1,9112,3214,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4639,0.0,0,356091.4285714286,20,20,2,10848,2344,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+4640,0.0,0,112283.60000000002,13,13,2,11363,1957,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+4641,0.0,0,1455518.75,17,17,0,9387,3035,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+4642,0.0,0,282514.28571428574,20,20,1,15016,2192,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4643,594.6666666666666,1,886648.0,21,21,1,15395,3970,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4644,169.31428571428572,1,7449.828571428571,2,2,1,10086,2140,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4645,0.0,0,1911360.0,22,22,1,9478,2903,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+4646,0.0,0,413122.9714285714,19,19,1,11104,3032,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4647,0.0,0,602814.52,22,22,2,1148,3739,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+4648,0.0,0,566649.6,18,18,1,11104,3856,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4649,0.0,0,594720.0,9,9,0,10131,2279,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+4650,908.2666666666668,1,1899185.6000000003,17,17,1,10025,5576,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4651,235.7714285714286,1,632810.5142857144,22,22,2,19444,2616,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+4652,0.0,0,866802.8571428573,18,18,1,5667,5528,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4653,0.0,0,296771.4285714286,16,16,0,8040,1728,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+4654,0.0,0,123519.2,35,35,2,15899,2497,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+4655,0.0,0,83835.09333333335,19,19,1,2100,1361,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+4656,0.0,0,47888.76190476192,10,10,1,8851,2486,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4657,0.0,0,747487.104,16,16,2,12674,3846,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+4658,0.0,0,83373.52380952382,10,10,2,10526,2198,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+4659,0.0,0,895428.0,21,21,2,9478,3190,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+4660,0.0,0,175929.6,18,18,1,12445,2398,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4661,0.0,0,276833.14285714284,10,10,2,5237,2622,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4662,0.0,0,641493.4933333335,20,20,2,12323,3864,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+4663,0.0,0,334145.21904761903,16,16,1,13540,2153,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4664,0.0,0,606224.0476190476,17,17,0,12125,2499,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+4665,466.5866666666667,1,274352.96,12,12,1,9796,3315,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4666,0.0,0,376534.4,19,19,1,12735,3463,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4667,213.25333333333333,1,153968.90666666668,19,19,1,18334,3110,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4668,0.0,0,157188.09600000002,18,18,1,9448,2359,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4669,0.0,0,169254.4,20,20,1,13631,2474,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4670,572.7428571428571,1,152349.6,7,7,0,10055,3452,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+4671,0.0,0,333299.08571428567,17,17,1,12292,2159,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4672,0.0,0,116356.74285714285,11,11,1,5743,2413,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4673,106.08,1,286416.0,20,20,1,18348,2012,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4674,0.0,0,404459.3333333334,19,19,2,10404,3871,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+4675,220.6,1,134124.80000000002,16,16,1,9978,3185,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4676,173.42000000000002,1,330191.68000000005,16,16,2,16125,2292,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+4677,0.0,0,126318.08,16,16,1,8594,2851,Mid-term,English,NOTICE,PHONE,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+4678,0.0,0,125435.52,14,14,1,4670,2430,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4679,0.0,0,222726.68571428573,19,19,2,12186,2350,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+4680,0.0,0,565094.4000000001,10,10,1,4530,3399,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4681,0.0,0,254679.04,19,19,1,9172,1966,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4682,0.0,0,1001091.0476190476,20,20,2,9295,4019,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4683,0.0,0,170369.7066666667,19,19,1,12735,2219,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4684,0.0,0,2155486.666666667,20,20,2,2185,4245,Short-term,English,NOTICE,PHONE,51-100,Premier,False,False,True,False,False,False,False,False,False,False,True
+4685,0.0,0,358587.4285714286,18,18,1,5576,3522,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4686,0.0,0,614031.0857142856,24,24,2,11304,3034,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+4687,0.0,0,107831.25,10,10,0,9325,1424,Mid-term,Unknown,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+4688,376.76666666666665,1,837552.3,19,19,1,10267,2469,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+4689,0.0,0,457615.76,19,19,1,8778,3933,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4690,0.0,0,573672.9600000002,21,21,1,10725,2869,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4691,0.0,0,24449.60000000001,7,7,1,9582,3012,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4692,0.0,0,1082103.88,11,11,1,12643,3713,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4693,0.0,0,395916.1904761905,16,16,1,11957,2539,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4694,572.8666666666668,1,405589.6000000001,6,6,1,9599,4084,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4695,0.0,0,375920.7619047619,16,16,1,8670,2391,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4696,0.0,0,335680.8533333334,16,16,2,10647,2604,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4697,0.0,0,283882.6666666667,16,16,1,17436,2743,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4698,0.0,0,546761.6000000001,22,22,1,9186,3047,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4699,0.0,0,203483.42857142855,8,8,1,10647,2679,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4700,0.0,0,27846.09523809524,8,8,1,11074,3421,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4701,0.0,0,556370.0,5,5,1,6725,2857,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4702,0.0,0,377912.0800000001,21,21,2,13130,2842,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+4703,0.0,0,148145.04000000004,9,9,2,11578,2184,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+4704,0.0,0,500528.0000000001,15,15,1,9339,3367,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4705,230.3426666666667,1,207308.4,18,18,6,7507,2740,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,True,True,True,True,False,True,True
+4706,223.7386666666667,1,416825.13600000006,23,23,1,9674,2688,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4707,1344.7333333333336,1,1052926.2000000002,9,9,2,9782,3680,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+4708,0.0,0,557550.0,15,15,1,12018,2900,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4709,0.0,0,551504.7619047619,25,25,2,9112,3476,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4710,0.0,0,53923.04761904761,20,20,1,12674,2683,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4711,0.0,0,210215.72000000003,13,13,1,12796,2295,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4712,116.66666666666666,1,53550.0,17,17,1,15869,2121,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+4713,0.0,0,625203.2000000002,20,20,1,12779,2593,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4714,0.0,0,1579418.7499999998,35,35,1,13039,2443,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+4715,0.0,0,483776.0853333334,8,8,1,3771,4674,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4716,0.0,0,1601977.6,16,16,1,10756,3898,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4717,0.0,0,185518.08,6,6,2,8427,2209,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4718,0.0,0,799361.8186666666,19,19,1,11213,2446,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4719,0.0,0,647627.5,5,5,0,5010,3647,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+4720,0.0,0,555413.3333333333,10,10,1,8639,2717,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+4721,0.0,0,1111241.0400000005,21,21,1,10587,3129,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4722,0.0,0,114257.06666666668,8,8,1,13022,2125,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4723,0.0,0,169735.03999999998,16,16,1,11335,1888,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4724,0.0,0,469707.4285714286,20,20,1,11043,3004,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4725,0.0,0,457308.0,18,18,1,6091,2660,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4726,220.72,1,512070.4,20,20,1,15078,3186,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4727,0.0,0,162718.6,11,11,1,12796,2564,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4728,0.0,0,436335.00000000006,25,25,1,12749,2807,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4729,0.0,0,558900.0,15,15,1,4826,2861,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4730,0.0,0,217876.85333333336,11,11,1,14118,2440,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4731,270.7428571428572,1,518201.8285714287,22,22,1,6240,2867,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4732,0.0,0,401944.00000000006,20,20,1,10319,1948,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4733,285.48571428571427,1,87358.62857142856,17,17,5,15200,2972,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,True,True,True,True,False,False,True
+4734,0.0,0,354620.0,17,17,2,8820,3062,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4735,0.0,0,355392.0,15,15,1,11592,2274,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4736,0.0,0,16552.0,7,7,2,2019,2056,Short-term,English,NOTICE,MAIL,6-10,Premier,True,False,True,False,False,False,False,False,False,False,True
+4737,280.1428571428572,1,328607.5714285714,17,17,0,16948,2533,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4738,0.0,0,44874.66666666666,1,1,1,8731,4208,Mid-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+4739,0.0,0,2615412.8000000003,24,24,2,9417,3344,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+4740,0.0,0,320211.99999999994,17,17,1,11439,2250,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4741,0.0,0,359039.99999999994,17,17,1,5502,2428,Short-term,English,NOTICE,WEB,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+4742,0.0,0,802244.7085714285,19,19,1,10557,3278,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4743,0.0,0,49457.37142857143,16,16,1,12749,1184,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4744,0.0,0,379215.2,21,21,1,10848,2349,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4745,114.34285714285714,1,244007.65714285712,22,22,2,11973,1746,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+4746,155.3733333333333,1,167803.2,18,18,1,14605,2517,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4747,0.0,0,117383.76,21,21,2,12916,2638,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4748,0.0,0,243359.87200000003,21,21,1,8639,1848,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4749,0.0,0,513128.8380952381,19,19,1,10786,3473,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4750,2081.066666666667,1,5535637.333333335,20,20,1,18682,3057,Long-term,English,AUTO RENEW,PHONE,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+4751,355.98095238095243,1,363100.5714285715,12,12,1,9857,3478,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4752,0.0,0,337171.2,6,6,2,10543,3888,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+4753,0.0,0,21978.000000000004,5,5,1,11425,2426,Mid-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4754,0.0,0,621781.3333333334,16,16,1,9112,3069,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4755,0.0,0,451629.9333333334,17,17,1,12146,4126,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4756,0.0,0,48960.8,1,1,1,8670,3313,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,True,True,False,False,False,False,False,False,False,False
+4757,249.69523809523807,1,286650.13333333336,14,14,1,9629,2716,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4758,0.0,0,467001.936,23,23,2,14285,3065,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+4759,0.0,0,80150.88,3,3,1,9172,2775,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4760,0.0,0,2066073.8,21,21,1,10862,4341,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4761,0.0,0,290920.448,16,16,2,3915,2418,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+4762,0.0,0,371118.1866666667,23,23,1,2108,2722,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4763,0.0,0,3169991.6666666674,19,19,1,10404,3659,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4764,0.0,0,180769.82857142857,12,12,1,11213,2538,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4765,0.0,0,1545844.1142857142,26,26,2,8670,2899,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,True,False
+4766,0.0,0,226085.52,18,18,1,11804,3034,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4767,0.0,0,720238.6285714287,18,18,1,4903,3684,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4768,0.0,0,904749.7142857144,20,20,1,13373,3310,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4769,142.532,1,99202.272,8,8,1,14347,2049,Long-term,English,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4770,145.42857142857142,1,206508.57142857145,20,20,1,9339,1969,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4771,0.0,0,452484.48,21,21,1,11425,2610,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4772,0.0,0,730758.5999999999,17,17,1,10695,3434,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4773,0.0,0,125525.2,15,15,1,3909,2543,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4774,0.0,0,555004.3200000001,18,18,1,8756,2601,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4775,0.0,0,403275.6,21,21,1,10039,3951,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4776,0.0,0,18051.6,9,9,1,4790,2393,Short-term,Unknown,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4777,203.23809523809524,1,82921.14285714287,12,12,1,2188,2383,Short-term,Unknown,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+4778,0.0,0,1130605.7142857146,24,24,1,10496,3271,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4779,225.88,1,591805.6000000001,20,20,1,11759,3239,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4780,492.1973333333335,1,310084.32000000007,14,14,1,8882,2865,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4781,149.85333333333335,1,103848.36,11,11,1,16387,2461,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4782,0.0,0,547877.12,8,8,1,12796,3413,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+4783,0.0,0,629485.7142857143,15,15,1,5961,3433,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4784,297.31428571428575,1,263123.1428571429,15,15,1,10039,3057,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4785,0.0,0,77277.20000000001,3,3,1,11304,2955,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4786,0.0,0,490810.28571428586,18,18,1,11227,2770,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+4787,0.0,0,2973368.0000000005,15,15,1,9643,3911,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+4788,0.0,0,552683.2190476191,19,19,1,11530,3269,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4789,0.0,0,309988.0,15,15,2,11469,2438,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+4790,0.0,0,1024380.0,7,7,2,17252,2924,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+4791,0.0,0,500408.0,25,25,1,16234,1648,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4792,0.0,0,519243.4,19,19,1,9082,3796,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4793,0.0,0,460804.2666666666,10,10,1,4726,2661,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+4794,5927.306666666666,1,8476048.533333333,11,11,1,9978,5594,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+4795,0.0,0,293494.5,12,12,0,11227,2981,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+4796,0.0,0,94985.44,11,11,1,10482,2451,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+4797,305.79200000000003,1,87150.72,15,15,2,16783,3535,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,False,False,True,False,False,False,False,False,False,True
+4798,0.0,0,29312.800000000007,3,3,2,9234,3200,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4799,0.0,0,908851.2,9,9,1,9172,4157,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+4800,0.0,0,641442.5333333333,19,19,1,11227,3585,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4801,0.0,0,435030.0,15,15,1,1396,3837,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4802,0.0,0,1033973.5466666667,26,26,2,3516,2769,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+4803,329.49333333333334,1,252062.4,15,15,1,4946,2613,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4804,673.8000000000001,1,1363771.2000000002,23,23,1,15640,2306,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4805,444.1666666666667,1,257616.6666666667,5,5,0,11773,2745,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4806,0.0,0,490856.80000000016,14,14,1,10161,3528,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4807,0.0,0,125827.19999999998,21,21,2,9112,2716,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+4808,0.0,0,252803.7333333334,23,23,1,4286,2447,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4809,0.0,0,461422.08,18,18,1,8778,3270,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4810,0.0,0,539754.8,23,23,1,8778,2159,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4811,0.0,0,227389.76000000004,15,15,1,10573,3466,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4812,0.0,0,167555.65714285715,23,23,1,10685,3102,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4813,321.7333333333333,1,311759.6,19,19,1,9874,4220,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4814,0.0,0,225328.13333333336,7,7,1,11227,2272,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4815,621.8506666666666,1,962002.9813333332,13,13,1,10208,3375,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+4816,0.0,0,6381669.840000001,18,18,2,8792,3026,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+4817,0.0,0,880512.7238095236,23,23,1,8486,3515,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4818,507.6438095238096,1,964523.2380952382,20,20,1,10147,3725,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4819,0.0,0,37150.0,5,5,1,14530,2955,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4820,0.0,0,308887.04,16,16,1,13418,2424,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4821,401.3904761904762,1,1241902.1333333333,26,26,3,12018,3803,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+4822,377.3,1,172048.8,19,19,1,14422,2472,Long-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4823,0.0,0,700700.0000000001,14,14,2,9035,2803,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4824,0.0,0,882694.4,8,8,1,22458,3141,Long-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+4825,0.0,0,1714356.0000000002,21,21,1,12261,3712,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4826,0.0,0,165475.88571428572,18,18,1,8656,3460,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4827,0.0,0,277147.2,21,21,1,10208,2557,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4828,272.86857142857144,1,483250.24,23,23,2,19856,2556,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+4829,537.3234285714286,1,1354055.0400000005,20,20,2,10222,3395,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4830,0.0,0,262503.12000000005,17,17,1,13800,2523,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4831,0.0,0,307358.6666666666,20,20,1,11592,3506,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4832,154.66666666666666,1,278400.0,20,20,1,16203,2035,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4833,235.65904761904764,1,279255.97142857144,15,15,1,15336,2226,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4834,0.0,0,276181.71428571426,15,15,1,12065,1926,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4835,270.8,1,380203.2,13,13,1,13892,2867,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4836,0.0,0,852888.4571428573,22,22,1,8792,3114,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4837,0.0,0,890349.6000000001,21,21,1,3959,3194,Short-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+4838,0.0,0,34122.4,6,6,2,2223,2718,Short-term,Unknown,NOTICE,MAIL,51-100,Standard,True,False,True,False,False,False,False,False,False,False,True
+4839,285.064,1,502852.896,12,12,1,6543,3171,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4840,708.9680000000001,1,1347039.2000000002,19,19,1,5685,3718,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4841,0.0,0,315501.2,4,4,0,6480,3124,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4842,563.576,1,1049378.512,14,14,1,5356,3146,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4843,0.0,0,60791.63999999999,19,19,2,11104,2486,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+4844,1131.1333333333334,1,2669474.666666667,20,20,7,2668,3242,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,True,True,True,True,True,True,False,True
+4845,0.0,0,957824.88,23,23,1,15001,5106,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4846,547.2333333333333,1,1365894.4,24,24,1,5835,3167,Short-term,English,NOTICE,WEB,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4847,0.0,0,392569.1428571429,15,15,2,11742,3568,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4848,590.25,1,681738.75,15,15,0,17617,1893,Long-term,English,NOTICE,BRANCH (PHONE),101-500,Standard,True,True,False,False,False,False,False,False,False,False,False
+4849,0.0,0,592007.7142857143,15,15,1,5323,3086,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4850,382.1653333333333,1,177324.71466666667,16,16,2,13753,2431,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+4851,0.0,0,471646.56,18,18,1,12688,3664,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4852,0.0,0,779558.4,15,15,1,10319,2912,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4853,377.2380952380953,1,796726.8571428573,22,22,1,15777,3630,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4854,0.0,0,550328.5714285715,18,18,1,10434,2679,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4855,0.0,0,817601.5466666669,23,23,1,11592,3471,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4856,172.74285714285713,1,174124.8,18,18,1,12310,2164,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4857,0.0,0,48812.26666666668,19,19,1,11742,2242,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4858,0.0,0,110544.0,6,6,1,9278,3441,Mid-term,Unknown,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4859,0.0,0,1196514.72,18,18,1,10647,3340,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4860,0.0,0,110473.44000000002,22,22,2,12445,1348,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+4861,210.6,1,206388.0,20,20,1,14664,2585,Long-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4862,0.0,0,156824.57142857148,9,9,2,10319,4025,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4863,278.7373333333333,1,418106.0,20,20,1,5589,3122,Short-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4864,0.0,0,579545.6333333334,22,22,1,8656,3297,Mid-term,English,AUTO RENEW,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4865,0.0,0,646191.1040000002,13,13,2,11425,2965,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+4866,365.21333333333337,1,334900.6266666667,7,7,1,14895,2940,Long-term,Asian,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4867,0.0,0,164850.85714285716,9,9,1,8639,2700,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4868,0.0,0,2606528.4,21,21,1,8413,3418,Mid-term,Unknown,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4869,375.0,1,63000.0,2,2,2,10025,3076,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,True,False
+4870,208.03809523809525,1,386950.8571428572,15,15,1,12490,2417,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4871,225.184761904762,1,72959.86285714289,12,12,1,16142,2168,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4872,257.48571428571427,1,710660.5714285714,20,20,1,10267,2772,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4873,0.0,0,97490.74285714286,8,8,1,10862,2230,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4874,0.0,0,823920.0,20,20,1,8717,3270,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4875,0.0,0,422319.04,22,22,1,8851,2186,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4876,474.9828571428572,1,710574.3542857143,22,22,2,11408,3545,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4877,0.0,0,94035.84,6,6,1,12370,2792,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4878,0.0,0,754304.0,15,15,1,11227,2535,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4879,0.0,0,542530.5600000002,20,20,1,12018,2981,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4880,0.0,0,333553.36,21,21,1,11608,2656,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4881,0.0,0,1056630.9173333333,23,23,1,11349,2141,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4882,408.08,1,953682.96,19,19,1,10069,3015,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4883,0.0,0,237027.6,17,17,1,11288,2160,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4884,458.7466666666666,1,950523.0933333331,14,14,1,9431,3275,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+4885,112.4,1,75532.8,16,16,2,15991,2077,Long-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,True,True
+4886,0.0,0,86112.0,14,14,1,10970,3865,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4887,0.0,0,820558.5142857144,20,20,1,1708,4204,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4888,0.0,0,308849.4857142857,6,6,2,9112,3926,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+4889,0.0,0,1148403.9840000002,23,23,1,3960,2311,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4890,0.0,0,445927.68,17,17,1,9143,2791,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4891,389.7142857142858,1,929078.8571428572,16,16,3,5050,3719,Short-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,True,True,False,False,False,False,True
+4892,0.0,0,102915.42857142857,13,13,1,11592,2187,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4893,0.0,0,326585.60000000003,22,22,1,5400,2826,Short-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+4894,0.0,0,831182.9333333333,16,16,1,8670,2457,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4895,0.0,0,213749.952,18,18,1,13770,2539,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4896,166.03199999999998,1,119543.03999999998,18,18,2,15068,2343,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+4897,0.0,0,12870.0,4,4,0,1069,1940,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+4898,0.0,0,59582.16,11,11,1,8670,2980,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4899,0.0,0,540467.2000000001,13,13,1,8340,3862,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+4900,0.0,0,1905972.64,22,22,5,8700,2994,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,True,False,True,False,False,True,True,True
+4901,0.0,0,174183.16190476192,16,16,2,11227,3536,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+4902,477.5,1,360990.0,18,18,0,16142,3664,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4903,357.396,1,1011073.284,23,23,2,18654,1865,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+4904,0.0,0,313528.8,15,15,1,13130,3670,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4905,0.0,0,184057.96190476196,13,13,1,10434,2211,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4906,0.0,0,730170.0,9,9,2,9004,3258,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,True,False,False
+4907,0.0,0,86925.76,17,17,2,13951,3108,Mid-term,Asian,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+4908,0.0,0,629072.2666666666,19,19,1,2914,3348,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4909,0.0,0,315312.57333333336,7,7,2,10025,3063,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+4910,258.4190476190476,1,456884.8761904762,17,17,1,20678,2778,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4911,0.0,0,437420.5333333334,20,20,1,12309,2739,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+4912,0.0,0,383054.5238095239,17,17,0,9082,2206,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4913,611.2333333333333,1,948634.1333333332,16,16,1,10543,3430,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4914,0.0,0,123761.90476190476,20,20,2,6847,2855,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+4915,0.0,0,299052.26666666666,20,20,1,12565,3211,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4916,248.3238095238096,1,397814.7428571429,18,18,1,22031,2706,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4917,228.62857142857143,1,219483.42857142855,16,16,1,10618,2565,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4918,0.0,0,223756.00000000003,5,5,2,8625,3863,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4919,0.0,0,713587.2,18,18,1,12261,3463,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4920,0.0,0,223662.13333333336,14,14,0,8352,3263,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+4921,0.0,0,764190.9600000001,18,18,1,10862,2941,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4922,0.0,0,98457.40000000002,15,15,1,12065,2565,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4923,0.0,0,215105.8,15,15,1,8761,2540,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4924,0.0,0,570102.4800000001,18,18,1,11196,3226,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4925,0.0,0,56057.600000000006,19,19,1,4861,2437,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4926,0.0,0,65555.65714285715,18,18,1,8310,2934,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4927,0.0,0,1296605.866666667,20,20,2,11714,3367,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,True,True
+4928,0.0,0,116648.272,3,3,1,9051,2995,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4929,0.0,0,198154.8,19,19,1,8564,3695,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+4930,459.7866666666667,1,438636.48,18,18,1,13495,3280,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+4931,220.5904761904762,1,365297.8285714286,18,18,1,12704,2507,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4932,0.0,0,629595.4723809524,19,19,2,11349,3127,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4933,0.0,0,436386.6666666666,14,14,1,12749,2869,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4934,0.0,0,491083.12,23,23,1,8639,2844,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4935,270.98809523809524,1,474771.1428571429,12,12,0,12789,2122,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4936,172.4419047619048,1,425069.29523809534,17,17,1,15092,1877,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4937,0.0,0,678510.1142857142,13,13,1,6328,3657,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4938,0.0,0,119870.4,17,17,1,12339,2777,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4939,0.0,0,256386.00000000003,9,9,1,5328,3170,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+4940,0.0,0,437234.2857142857,32,32,0,14879,1985,Long-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+4941,0.0,0,1298367.2,21,21,1,10618,3528,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4942,125.6,1,271296.0,16,16,1,17313,2212,Long-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4943,0.0,0,280786.05333333334,17,17,1,9523,2198,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+4944,389.14666666666665,1,740935.2533333333,17,17,1,9813,2918,Mid-term,Unknown,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4945,0.0,0,186198.5523809524,8,8,1,13526,3121,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4946,0.0,0,245138.4,18,18,1,17817,2476,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4947,0.0,0,200376.00000000003,18,18,1,5590,2066,Short-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+4948,172.8571428571429,1,275707.1428571429,11,11,1,8700,2165,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+4949,0.0,0,561748.5714285715,19,19,1,9096,2964,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4950,373.5828571428572,1,151301.05714285714,15,15,1,11335,2986,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+4951,0.0,0,67290.84,3,3,1,5498,2555,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4952,363.8019047619048,1,268485.8057142857,18,18,1,10984,2932,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4953,0.0,0,286889.14285714284,20,20,1,9789,2730,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4954,0.0,0,219995.6571428572,18,18,1,5626,2747,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4955,0.0,0,780343.6900000001,17,17,2,9172,3346,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+4956,158.0761904761905,1,221306.66666666672,20,20,1,5871,2059,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4957,0.0,0,460155.4285714286,12,12,1,8441,2822,Mid-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+4958,613.5566666666667,1,1159622.1,14,14,1,18713,2859,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4959,0.0,0,631862.6285714286,22,22,3,12323,5306,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+4960,0.0,0,311712.9142857143,24,24,2,12108,3376,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+4961,0.0,0,565367.0399999999,19,19,1,9126,3747,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4962,316.40000000000003,1,772016.0000000001,20,20,1,10025,2222,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4963,0.0,0,503302.8000000001,22,22,1,14104,2128,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+4964,0.0,0,457177.6,17,17,1,8868,2647,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+4965,0.0,0,43008.0,16,16,1,8778,2302,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4966,0.0,0,1154766.8,19,19,0,1907,4201,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+4967,0.0,0,24057.6,20,20,1,19078,1073,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4968,0.0,0,74142.0,18,18,1,11700,2613,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4969,548.8600000000001,1,243693.84000000003,3,3,2,15214,2367,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+4970,0.0,0,0.0,16,16,1,2075,1089,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4971,0.0,0,206246.85714285716,15,15,1,9551,2821,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+4972,388.7000000000001,1,992351.1,23,23,1,16111,2518,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+4973,0.0,0,449453.8666666667,19,19,1,12079,2192,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4974,236.11428571428576,1,212738.97142857147,17,17,1,15122,2619,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+4975,0.0,0,160314.0,25,25,1,3135,3911,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4976,0.0,0,48834.560000000005,12,12,1,6989,2023,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4977,257.6946666666667,1,71123.72800000002,4,4,1,5735,2956,Short-term,Unknown,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4978,0.0,0,437500.0,10,10,1,8778,2718,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,False
+4979,0.0,0,441558.0,15,15,0,8990,3290,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+4980,0.0,0,55596.0,4,4,1,10633,2083,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4981,0.0,0,496480.0000000001,10,10,1,10420,3044,Mid-term,English,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+4982,0.0,0,442202.20000000007,19,19,2,11439,3815,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+4983,0.0,0,311573.9733333334,11,11,1,9112,2096,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+4984,0.0,0,96685.71428571428,24,24,1,12900,2851,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4985,0.0,0,704861.7142857143,20,20,1,10069,3162,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+4986,0.0,0,497712.0,9,9,1,9295,3757,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+4987,0.0,0,373428.0,15,15,1,2118,2999,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+4988,581.2,1,278976.0,20,20,1,2734,3307,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+4989,154.68,1,253520.52,11,11,1,9994,2510,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4990,0.0,0,329224.5333333333,16,16,1,10633,3495,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+4991,0.0,0,33873.600000000006,10,10,1,9370,1890,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+4992,0.0,0,1418276.1904761903,25,25,0,5749,3301,Short-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+4993,0.0,0,226262.4,9,9,0,2230,2164,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+4994,0.0,0,47981.94285714287,23,23,2,15412,2172,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+4995,0.0,0,49170.0,6,6,1,8594,2147,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,False
+4996,0.0,0,494113.6,14,14,1,13144,2759,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+4997,367.744,1,779985.0240000001,21,21,3,9674,2495,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,True,False,True
+4998,0.0,0,1468033.28,16,16,2,12034,3580,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+4999,391.0152380952381,1,826997.2285714286,15,15,1,12626,3082,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5000,0.0,0,278664.0,18,18,1,6690,2511,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5001,0.0,0,1406988.0,21,21,1,13100,5981,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5002,0.0,0,913803.4285714288,20,20,1,12643,3396,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5003,288.11428571428576,1,689745.6000000001,19,19,2,10100,2647,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5004,0.0,0,217593.6,16,16,1,9126,2915,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5005,0.0,0,1033794.56,24,24,1,3450,3828,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5006,0.0,0,291780.00000000006,15,15,1,9186,2254,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5007,0.0,0,714384.0,18,18,1,9172,3404,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5008,0.0,0,139290.5142857143,18,18,2,9082,2216,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+5009,93.17333333333336,1,89446.40000000001,16,16,1,13234,1880,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5010,0.0,0,840432.0,15,15,1,9295,5706,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5011,0.0,0,485080.00000000006,15,15,1,9172,2582,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5012,386.8,1,89350.8,7,7,0,10298,4094,Mid-term,European,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+5013,0.0,0,504705.0666666668,17,17,1,8717,2972,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5014,0.0,0,69920.136,27,27,2,13144,2780,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,True,False,False,False,True
+5015,0.0,0,785539.0400000002,13,13,1,8263,3089,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5016,0.0,0,264616.10666666663,17,17,1,8517,2300,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5017,0.0,0,732677.3333333334,20,20,1,6401,2030,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5018,184.3733333333333,1,430880.48,19,19,1,15822,2814,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5019,0.0,0,146383.6,11,11,1,11669,2122,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5020,0.0,0,199833.48,21,21,1,8898,2021,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5021,0.0,0,272464.56,19,19,1,9537,3645,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5022,0.0,0,166272.57142857142,15,15,1,12596,1772,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5023,0.0,0,494803.1733333334,22,22,1,15718,2472,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5024,0.0,0,488770.38933333335,16,16,2,9004,2758,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+5025,0.0,0,671718.4,8,8,0,10147,3943,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+5026,542.9542857142857,1,236185.11428571423,15,15,1,10008,3920,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5027,323.44761904761907,1,430508.78095238097,11,11,1,2457,3244,Short-term,Unknown,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5028,0.0,0,414904.0,21,21,1,11090,2231,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5029,0.0,0,4090560.0,16,16,2,9401,3835,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+5030,0.0,0,540277.0285714286,18,18,1,8717,3512,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5031,156.7619047619048,1,431879.0476190477,19,19,1,16753,2050,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5032,0.0,0,201051.2,7,7,3,12384,3039,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,True,True
+5033,0.0,0,147628.8,9,9,3,10939,2326,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,True,False,False,False,False,False,True,True
+5034,304.2666666666667,1,497476.0000000001,15,15,1,13387,4041,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5035,0.0,0,693462.8571428573,20,20,1,7327,2767,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+5036,0.0,0,106426.8,15,15,1,12018,2472,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5037,268.4933333333334,1,287556.3600000001,17,17,1,15473,2407,Long-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5038,0.0,0,488832.00000000006,14,14,1,9021,3012,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5039,0.0,0,66203.5,15,15,1,8441,2570,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5040,0.0,0,476420.0,25,25,2,12323,2909,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+5041,0.0,0,82835.20000000001,8,8,1,9172,3955,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5042,471.6533333333334,1,256579.4133333334,17,17,2,10008,3341,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,True,False,False,False,True
+5043,0.0,0,1127854.933333333,22,22,1,10434,2801,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5044,0.0,0,264328.00000000006,10,10,2,10576,3486,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5045,118.61333333333334,1,147199.14666666667,17,17,1,16163,2141,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5046,0.0,0,591863.9999999999,15,15,1,10756,2480,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5047,0.0,0,615406.6285714286,24,24,1,12261,3711,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5048,238.5066666666667,1,160276.48,21,21,1,16163,2241,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5049,0.0,0,619040.0000000001,20,20,1,5486,2511,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5050,0.0,0,482060.8,16,16,2,8686,2904,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+5051,0.0,0,98266.12,17,17,1,2704,1784,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5052,0.0,0,637198.8480000001,18,18,2,15534,3566,Long-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+5053,0.0,0,290240.42666666675,16,16,1,10770,3059,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5054,114.06666666666666,1,255737.46666666665,19,19,1,9660,2094,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5055,0.0,0,650002.0800000001,23,23,2,11074,3576,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+5056,0.0,0,650002.0800000001,23,7,2,11074,6477,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+5057,0.0,0,477122.2857142858,20,20,2,11165,3118,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+5058,0.0,0,55050.000000000015,15,15,1,15443,3431,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5059,0.0,0,3463779.7333333334,22,22,1,9660,3387,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5060,0.0,0,54855.84000000001,20,20,1,12323,2126,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5061,0.0,0,53032.38095238095,20,20,1,12688,2827,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5062,171.6952380952381,1,45327.54285714286,8,8,1,6836,2157,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5063,0.0,0,1017548.8571428568,15,15,1,12765,5229,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5064,0.0,0,560363.52,8,8,1,8455,3416,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5065,284.69257142857145,1,85407.77142857143,25,25,2,14664,2234,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5066,180.55238095238096,1,334021.9047619048,25,25,1,14987,2220,Long-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5067,0.0,0,80678.40000000001,15,15,1,9537,2178,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5068,653.6,1,794124.0,15,15,1,9492,2265,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5069,322.0190476190476,1,114960.8,17,17,1,9782,3234,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5070,0.0,0,1241038.9333333336,16,16,1,8868,3855,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5071,0.0,0,344878.88,19,19,1,12930,3193,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5072,0.0,0,431057.1428571429,18,18,1,9157,2530,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5073,0.0,0,1083073.8285714288,19,19,1,9065,3545,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5074,360.18666666666667,1,382518.24,18,18,1,20252,2770,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5075,0.0,0,415315.2640000001,21,21,1,6471,2269,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5076,0.0,0,1010883.238095238,19,19,1,2328,3772,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5077,0.0,0,1403382.4000000004,24,24,1,10756,2858,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5078,0.0,0,888363.8400000001,21,21,1,8912,2315,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5079,482.5523809523809,1,955453.7142857142,20,20,1,9551,4385,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5080,0.0,0,255477.04,19,19,3,8455,2691,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+5081,0.0,0,205549.7142857143,9,9,2,5050,2290,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5082,0.0,0,208896.00000000003,18,18,1,9448,2674,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5083,338.7809523809524,1,226983.2380952381,10,10,1,9796,3354,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5084,0.0,0,740918.0952380953,20,20,1,11196,3340,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5085,0.0,0,552264.9600000001,10,10,1,7061,4078,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5086,218.4,1,403603.20000000007,21,21,2,11742,3162,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,True,False,True
+5087,0.0,0,366828.4761904762,19,19,2,10770,2822,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+5088,0.0,0,37997.73333333334,5,5,2,25288,3436,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+5089,0.0,0,847188.5714285715,22,22,1,10647,5526,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5090,0.0,0,666238.56,21,21,1,10817,3169,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5091,0.0,0,335370.5142857143,22,22,1,14756,2197,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5092,170.32380952380953,1,438413.48571428575,18,18,2,10222,2147,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+5093,144.0786666666667,1,278359.98400000005,23,23,1,10055,3034,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5094,0.0,0,92981.5,3,3,0,6865,2420,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+5095,0.0,0,215464.2285714286,11,11,2,12200,2276,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5096,0.0,0,477798.4,12,12,1,11349,3474,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5097,0.0,0,1331769.6,24,24,3,13175,2730,Mid-term,English,NOTICE,WEB,51-100,Premier,True,False,False,False,False,False,True,False,True,False,True
+5098,117.96,1,13565.4,1,1,2,9660,2134,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+5099,0.0,0,335634.28571428574,20,20,2,13053,3432,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5100,583.8144000000001,1,796906.6560000001,13,13,2,21788,2842,Long-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+5101,0.0,0,273812.0,6,6,1,2916,4324,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,True,False,False,False,False,False,False,False,False
+5102,143.09333333333333,1,255564.69333333336,19,19,1,17678,2391,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5103,329.94666666666666,1,369870.2133333333,19,19,1,21576,4304,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5104,0.0,0,462770.3571428571,9,9,0,3257,3110,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+5105,0.0,0,142011.25714285715,18,18,1,9523,3826,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5106,4493.666666666667,1,1294176.0,8,8,8,3907,4465,Short-term,English,AUTO RENEW,PHONE,500+,Premier,False,True,True,True,True,True,True,True,True,False,True
+5107,501.696,1,1600410.24,22,22,2,17436,3231,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,True,False,False,False,False,False,False,True
+5108,0.0,0,545873.2380952382,17,17,1,8868,3077,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5109,0.0,0,397460.7371428572,11,11,1,9325,2339,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5110,0.0,0,105796.32,21,21,1,8455,3169,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5111,585.7333333333333,1,579876.0,18,18,1,20143,2126,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5112,0.0,0,561510.0,10,10,1,5456,3181,Short-term,English,NOTICE,MAIL,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+5113,404.8,1,353795.2,23,23,1,10161,3827,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5114,441.5428571428572,1,453022.9714285715,19,19,1,10147,4091,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5115,261.58476190476193,1,15695.085714285717,5,5,2,16387,2368,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+5116,367.068,1,297325.0800000001,18,18,1,9947,3817,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5117,0.0,0,181744.00000000003,4,4,2,12796,3022,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+5118,0.0,0,343390.0,5,5,0,9551,2964,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+5119,0.0,0,4574637.340000001,21,21,5,6434,3395,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,True,False,True,True,False,False,True
+5120,404.9866666666667,1,59128.05333333334,1,1,1,15883,3000,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5121,995.9333333333334,1,573657.6000000001,16,16,1,5818,2966,Short-term,English,NOTICE,PHONE,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+5122,0.0,0,940113.6,17,17,1,10770,2499,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5123,231.7,1,124191.2,4,4,1,17374,1875,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5124,301.03047619047624,1,466898.2685714287,11,11,1,9843,2586,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5125,0.0,0,619123.68,18,18,1,4537,2406,Short-term,English,NOTICE,BRANCH (POS),51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+5126,0.0,0,326839.2,14,14,1,10496,3351,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5127,0.0,0,121222.28571428572,15,15,1,17739,1999,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5128,0.0,0,1518510.0000000002,25,25,1,9112,3465,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5129,0.0,0,96181.71428571428,18,18,2,12551,2203,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+5130,0.0,0,216734.4,15,15,1,6557,1777,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5131,643.9809523809524,1,185466.5142857143,9,9,1,21454,5541,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5132,0.0,0,45585.27999999999,24,24,2,8778,1674,Mid-term,English,AUTO RENEW,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+5133,0.0,0,327047.9333333333,1,1,0,8359,2588,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+5134,497.8826666666667,1,1003731.456,21,21,1,9902,2887,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5135,209.88571428571427,1,125931.42857142857,8,8,1,20952,2431,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5136,0.0,0,160330.5,7,7,1,6353,1994,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,False
+5137,0.0,0,229900.00000000003,19,19,1,8639,2991,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5138,0.0,0,9342.66666666667,22,22,2,12200,960,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5139,0.0,0,501938.66666666674,20,20,1,9248,2903,Mid-term,Asian,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5140,92.76,1,30147.0,5,5,1,9843,1876,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5141,0.0,0,835609.3200000001,23,23,2,12838,3197,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+5142,0.0,0,68059.26400000002,7,7,2,9021,4117,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+5143,591.3666666666667,1,1415731.8,19,19,1,9551,3348,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5144,0.0,0,1030600.704,16,16,3,9643,4197,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+5145,354.6095238095238,1,93616.91428571429,24,24,1,9431,3468,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5146,0.0,0,62262.0,15,15,1,8441,2343,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5147,0.0,0,503901.7142857143,15,15,1,10647,3862,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5148,0.0,0,794506.0266666667,19,19,2,8686,2653,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+5149,0.0,0,253675.4285714286,15,15,1,12688,3016,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5150,0.0,0,851625.6000000001,21,21,1,12339,2732,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5151,356.87619047619046,1,612756.419047619,17,17,3,6942,3484,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,True,True
+5152,0.0,0,396102.37333333335,11,11,1,9126,2952,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5153,0.0,0,197909.04,12,12,0,10496,3224,Mid-term,Unknown,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+5154,0.0,0,458518.32,15,15,1,4859,3155,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+5155,0.0,0,420121.0346666667,11,11,1,3314,1957,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5156,0.0,0,133800.85714285716,9,9,2,9004,1853,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5157,0.0,0,150012.72,22,22,1,1354,2716,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5158,0.0,0,553618.761904762,17,17,1,6720,2956,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5159,268.11428571428576,1,407533.7142857144,20,20,1,10343,2848,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5160,0.0,0,695274.6666666667,20,20,1,10222,2182,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5161,0.0,0,465526.6,19,19,1,12323,3638,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5162,35.12,1,52469.28,18,18,4,25563,1226,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,True,True,False,False,True,False,False,False,True
+5163,0.0,0,696294.8571428573,15,15,1,9537,4035,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5164,343.4333333333334,1,988057.7000000002,21,21,2,9492,2333,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+5165,0.0,0,63813.875,1,1,0,9157,3082,Mid-term,Unknown,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+5166,0.0,0,222311.04000000004,21,21,1,5178,3184,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5167,0.0,0,179046.0,21,21,1,13022,2173,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5168,0.0,0,256164.48,11,11,2,9796,4238,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5169,0.0,0,346923.0,6,6,0,10770,3850,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+5170,0.0,0,63552.15238095239,8,8,1,7451,4275,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5171,614.5666666666667,1,431425.8000000001,27,27,2,9843,3443,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+5172,0.0,0,134621.76,6,6,2,13251,2591,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+5173,0.0,0,26854.285714285717,3,3,0,3349,2637,Short-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+5174,0.0,0,359296.00000000006,20,20,1,10848,3116,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5175,221.56952380952384,1,163518.30857142858,18,18,1,15975,2148,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5176,305.03200000000004,1,175088.36800000002,14,14,1,10008,2128,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5177,0.0,0,845909.1199999999,17,17,1,9417,3854,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5178,0.0,0,1283840.1333333333,19,19,1,10420,2447,Mid-term,English,NOTICE,MAIL,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+5179,0.0,0,232311.6,9,9,2,9537,2238,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,True,True,False,False,False,False,False,False,False,True
+5180,419.3933333333333,1,844658.1733333333,19,19,1,9387,2153,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5181,0.0,0,30671.52,2,2,1,12876,2341,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5182,284.752,1,306962.656,22,22,1,11592,3169,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5183,0.0,0,1493024.643809524,17,17,1,8717,4242,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5184,0.0,0,161184.42666666664,14,14,1,13175,2768,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5185,0.0,0,1140706.56,18,18,1,12431,6719,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5186,260.6933333333334,1,456474.0266666668,17,17,1,9721,2364,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5187,0.0,0,80646.66666666667,16,16,0,8608,2578,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+5188,0.0,0,768551.0857142858,24,24,1,9112,2785,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5189,0.0,0,719658.7047619047,13,13,1,8747,3720,Mid-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5190,212.7238095238095,1,448634.5142857143,19,19,1,14316,2451,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5191,0.0,0,124392.32000000002,8,8,1,9309,2967,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5192,0.0,0,45720.0,15,15,1,4835,2019,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5193,299.42857142857144,1,665629.7142857143,19,19,1,4478,3072,Short-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5194,0.0,0,876350.3999999999,15,15,2,3172,2633,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+5195,0.0,0,936132.5333333332,19,19,1,9339,3345,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5196,0.0,0,6422274.266666667,29,29,2,8656,5750,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,True,True
+5197,0.0,0,1285071.6266666667,22,22,1,12384,3398,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5198,0.0,0,277737.60000000003,21,21,1,11561,3183,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5199,0.0,0,150521.4666666667,5,5,2,15061,4071,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+5200,0.0,0,661873.2000000001,21,21,1,8761,3163,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5201,0.0,0,367793.4,21,21,1,2334,2509,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5202,155.66666666666666,1,137298.0,6,6,1,14530,2520,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5203,415.72,1,323014.44,7,7,2,3547,2345,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+5204,0.0,0,7386136.875,50,50,0,9568,3812,Mid-term,Unknown,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+5205,215.92,1,80754.08,22,22,1,17009,2032,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5206,0.0,0,475848.0,20,20,1,15275,3031,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5207,692.3333333333334,1,1009422.0,18,18,2,4390,2344,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,False,False,False,False,False,False,False,True
+5208,0.0,0,1516293.9306666667,16,16,1,10984,3431,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5209,0.0,0,862595.0666666667,11,11,2,3720,3074,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,True,False,False,False,False,False,False,False,True
+5210,0.0,0,55730.54666666668,19,19,1,14073,3656,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5211,0.0,0,202252.05,11,11,1,2513,3684,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5212,691.8674285714286,1,487766.5371428572,15,15,6,21470,4105,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,True,True,True,False,False,True,True
+5213,1330.9333333333334,1,203632.8,9,9,1,17330,2289,Long-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+5214,0.0,0,373455.0,9,9,0,8806,3192,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+5215,0.0,0,604578.5200000001,21,21,2,13708,2618,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+5216,0.0,0,1687018.666666667,26,26,1,11227,4248,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5217,0.0,0,479718.3333333334,19,19,1,8912,2994,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5218,0.0,0,102366.0,11,11,0,11043,2902,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+5219,0.0,0,50111.36,3,3,1,9157,3350,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5220,0.0,0,1317473.933333333,17,17,1,11029,3528,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5221,0.0,0,560061.6000000001,18,18,1,12688,2800,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5222,0.0,0,96593.2,21,21,1,12079,2063,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5223,0.0,0,906864.1523809524,16,16,1,3971,3643,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5224,0.0,0,509805.0285714286,15,15,1,10770,2192,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5225,0.0,0,323141.8666666667,19,19,2,12916,2266,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5226,0.0,0,465588.6666666666,19,19,1,13404,4510,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5227,0.0,0,150677.42857142858,6,6,1,5125,2201,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+5228,0.0,0,166713.6,8,8,1,9509,2112,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+5229,179.33759999999998,1,232421.5296,16,16,2,15760,2103,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+5230,0.0,0,223125.76000000004,11,11,1,2385,2923,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5231,0.0,0,307944.0,15,15,1,13083,2178,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5232,0.0,0,370912.2095238095,19,19,1,8608,3298,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5233,0.0,0,199021.68,22,22,1,8656,3301,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5234,0.0,0,1223586.7180952383,19,19,1,8547,3409,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5235,0.0,0,1183998.2933333337,23,23,1,12094,2822,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5236,127.08,1,160629.12,16,16,2,19139,2227,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+5237,0.0,0,4117893.78,23,23,4,13800,3257,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,True,False,False,True,False,False,True
+5238,0.0,0,189198.6666666667,17,17,0,4844,3205,Short-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+5239,0.0,0,799412.6933333334,14,14,1,17770,3658,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5240,0.0,0,411104.57142857136,22,22,2,4910,2987,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+5241,253.5809523809524,1,568021.3333333334,16,16,2,2945,2744,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+5242,0.0,0,328437.20000000007,14,14,2,11213,3214,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+5243,0.0,0,155196.48000000004,12,12,1,5685,2541,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5244,0.0,0,250848.0,18,18,1,12018,2024,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+5245,0.0,0,537065.0857142857,29,29,1,9186,4013,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5246,0.0,0,129542.9142857143,17,17,1,11714,2949,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+5247,310.232,1,681269.4720000001,18,18,2,13203,2148,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+5248,0.0,0,253289.71428571432,15,15,1,4428,2214,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5249,0.0,0,208437.60000000003,19,19,1,10939,2798,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5250,0.0,0,110448.24,21,21,1,9492,1855,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5251,0.0,0,39780.19047619047,2,2,1,11304,2104,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5252,0.0,0,584506.9523809524,17,17,1,6255,3520,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5253,0.0,0,2034864.0,20,20,2,10633,3152,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+5254,0.0,0,143837.04761904763,11,11,1,8427,3106,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5255,195.06666666666663,1,63006.533333333326,19,19,1,15412,2324,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5256,0.0,0,741291.942857143,26,26,1,13875,2091,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5257,0.0,0,252177.8,7,7,0,8285,4357,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+5258,0.0,0,311286.8571428572,18,18,2,10709,2992,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5259,0.0,0,917264.32,21,21,1,8656,4190,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5260,0.0,0,387354.2400000001,24,24,1,11213,2742,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5261,491.4,1,550859.4,19,19,1,16370,2474,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5262,502.4933333333334,1,707510.6133333334,22,22,2,9660,2905,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+5263,0.0,0,797888.0,20,20,1,13965,3844,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5264,0.0,0,280308.0,15,15,1,11349,2351,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5265,0.0,0,87523.33333333334,11,11,1,10756,2408,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5266,304.4380952380953,1,529722.2857142858,20,20,2,10008,3108,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+5267,1094.9333333333334,1,210227.2,28,4,1,9902,3168,Mid-term,English,NOTICE,WEB,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+5268,963.4666666666668,1,1025128.5333333332,8,8,2,10086,1913,Mid-term,English,NOTICE,MAIL,500+,Premier,True,True,False,False,False,False,False,False,True,False,True
+5269,0.0,0,1171961.9999999998,18,18,1,9065,3350,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5270,0.0,0,224954.36190476196,17,17,1,6107,3489,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5271,0.0,0,34496.0,2,2,0,8731,3281,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+5272,0.0,0,1144832.0,16,16,1,3731,4008,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5273,1031.16,1,2205651.24,23,23,9,10025,6611,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,True,True,True,True,True,True,True,True
+5274,0.0,0,231878.64,14,14,1,12749,3384,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5275,0.0,0,226707.27619047623,19,19,1,13039,2870,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5276,260.9714285714286,1,142490.40000000002,14,14,1,9964,2797,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5277,316.8,1,961804.8,23,23,1,2866,2224,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5278,276.9714285714286,1,456725.8857142858,17,17,1,2430,2911,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5279,0.0,0,581193.6000000001,21,21,1,8090,2834,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5280,335.2914285714286,1,925404.3428571428,20,20,2,19384,2929,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+5281,148.53333333333336,1,379057.0666666668,22,22,1,16111,1991,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5282,220.61333333333332,1,96408.02666666669,23,23,2,9902,2056,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+5283,0.0,0,288757.94666666666,19,19,2,9551,2022,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+5284,0.0,0,590040.0,18,18,1,10390,2147,Mid-term,European,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5285,0.0,0,150542.08000000002,6,6,1,11780,3396,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5286,311.65714285714284,1,1007899.2,22,22,5,9843,3160,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,True,True,True,False,False,False,True
+5287,202.95238095238096,1,154040.85714285716,23,23,1,14636,2381,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5288,0.0,0,250257.9166666667,2,2,0,9339,3754,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+5289,422.5866666666668,1,312714.1333333334,20,20,1,18682,3256,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5290,0.0,0,802800.0,16,16,1,9143,2144,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+5291,188.6609523809524,1,133005.9714285714,15,15,1,18014,1966,Long-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5292,199.2952380952381,1,129741.20000000004,21,21,1,14408,2355,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5293,0.0,0,1068672.0,22,22,1,8455,2433,Mid-term,English,NOTICE,PHONE,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5294,382.1066666666667,1,966729.8666666666,23,23,1,19309,4838,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5295,0.0,0,120032.94333333331,7,7,2,12521,1842,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+5296,0.0,0,615980.0,19,19,0,9234,4245,Mid-term,English,NOTICE,BRANCH (PHONE),101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+5297,0.0,0,1930890.0,20,20,1,3035,4306,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5298,0.0,0,651786.6666666666,20,20,3,8761,2857,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+5299,0.0,0,266512.89600000007,16,16,1,8578,3356,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5300,0.0,0,220211.82857142857,13,13,1,10709,1775,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5301,0.0,0,224372.8,21,21,1,11151,1975,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5302,0.0,0,893486.6076190479,23,23,2,11288,2613,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5303,0.0,0,949291.2000000002,18,18,1,3494,3569,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5304,0.0,0,303080.76190476195,8,8,1,10587,3125,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5305,0.0,0,561892.5714285714,22,22,1,12688,2575,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5306,0.0,0,401922.7428571428,19,19,1,9537,4085,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5307,0.0,0,240521.14285714287,15,15,1,14104,2522,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5308,253.04,1,275307.52,17,17,1,20191,3517,Long-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5309,0.0,0,987984.1920000004,19,19,1,9248,3393,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5310,248.32,1,333493.75999999995,17,17,1,18197,2198,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5311,0.0,0,397291.8857142858,16,16,1,8493,3123,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5312,0.0,0,21011.466666666667,1,1,1,11227,2781,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5313,0.0,0,198784.8,18,18,1,9339,3439,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5314,229.5619047619048,1,86774.40000000001,21,21,1,13770,2572,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5315,439.62666666666667,1,320048.2133333333,8,8,1,10161,3177,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5316,141.96666666666667,1,111017.93333333332,17,17,0,18988,2089,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+5317,284.7809523809524,1,533109.9428571429,18,18,1,17739,2967,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5318,0.0,0,70421.12000000001,4,4,1,12400,3072,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5319,0.0,0,1079615.9999999998,20,20,2,12247,3229,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+5320,0.0,0,740880.4266666666,19,19,1,9172,3050,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5321,0.0,0,1527721.2,18,18,1,8792,3374,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5322,221.55466666666672,1,278715.77066666674,17,17,1,17057,1799,Long-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5323,0.0,0,160111.5428571429,18,18,1,11213,3698,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5324,0.0,0,131075.46666666667,7,7,1,9234,2487,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5325,125.34666666666668,1,91001.68,22,22,1,9660,2210,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5326,0.0,0,200148.48,14,14,1,4617,2003,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5327,0.0,0,574800.0000000001,20,20,2,12139,2300,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+5328,0.0,0,796316.7085714285,19,19,3,9234,3779,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,True,False,False,False,True
+5329,0.0,0,935472.761904762,20,20,1,8717,3191,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5330,0.0,0,1876205.0666666671,23,23,1,8717,4138,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+5331,198.01166666666663,1,153261.03,6,6,0,2992,2174,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+5332,0.0,0,567934.6400000001,17,17,2,11578,2950,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5333,97.22666666666667,1,106171.52,12,12,1,14469,1922,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5334,0.0,0,820551.6800000002,23,23,2,5610,3268,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+5335,447.5466666666666,1,319548.32,17,17,1,3243,3217,Short-term,English,NOTICE,PHONE,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+5336,0.0,0,830936.2285714287,19,19,2,9172,4092,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5337,0.0,0,441140.70000000007,9,9,1,6560,3464,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5338,375.44000000000005,1,342776.72000000003,11,11,1,9902,2996,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5339,0.0,0,457718.6133333333,16,16,2,13251,3613,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+5340,0.0,0,121749.76000000002,24,24,1,13175,2107,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5341,0.0,0,96436.60000000002,15,15,1,9568,3196,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5342,0.0,0,5399294.4,18,18,1,13387,3089,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+5343,717.4666666666667,1,329317.2,9,9,2,16203,2396,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+5344,142.5142857142857,1,251965.25714285712,26,26,2,14514,1948,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+5345,153.7986666666667,1,173023.50000000003,15,15,2,11608,2138,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,False,False,False,True,False,False,False,False,False,True
+5346,0.0,0,527609.3714285714,19,19,1,7205,3066,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5347,0.0,0,222259.2,16,16,1,8503,2902,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5348,0.0,0,393271.20000000007,21,21,1,3873,3293,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5349,0.0,0,170856.60952380954,11,11,2,13130,3456,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+5350,0.0,0,1347170.933333333,20,20,1,8717,3718,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5351,304.4190476190476,1,502291.4285714285,22,22,1,9674,3108,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5352,0.0,0,266444.64285714284,5,5,1,9217,3259,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,True,False,False
+5353,0.0,0,517717.2,11,11,2,9186,2691,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5354,266.084,1,31930.08,3,3,1,15092,3022,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5355,266.084,1,31930.08,3,24,1,15092,2603,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5356,0.0,0,211616.0,16,16,1,5128,3635,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,True,False,False
+5357,0.0,0,471299.35238095233,23,23,3,13356,2995,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,True,False,False,False,True
+5358,0.0,0,187062.8571428572,15,15,3,5586,3719,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+5359,0.0,0,502170.00000000006,19,19,1,11653,2730,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5360,160.90666666666667,1,15447.04,1,1,1,9721,2574,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5361,0.0,0,562640.2133333333,16,16,1,3211,2763,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5362,0.0,0,500933.76,18,18,1,12108,2976,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5363,0.0,0,267257.76,22,22,1,10573,2196,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5364,0.0,0,360954.88,16,16,1,13479,2407,Mid-term,English,NOTICE,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+5365,0.0,0,237852.00000000003,18,18,1,8761,2730,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5366,458.3466666666666,1,128337.06666666664,20,20,1,16326,3273,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5367,0.0,0,149784.96000000002,21,21,2,9448,3432,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5368,671.7866666666667,1,1511520.0000000002,18,18,1,4125,4365,Short-term,European,NOTICE,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+5369,0.0,0,264784.0,19,19,1,9112,3670,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5370,229.84761904761905,1,305697.3333333334,19,19,3,15975,2574,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+5371,0.0,0,97464.0,15,15,1,12643,4252,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5372,0.0,0,850889.9657142855,18,18,1,4261,2762,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5373,0.0,0,494913.5657142858,18,18,2,13404,2317,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+5374,402.6933333333334,1,845656.0000000001,15,15,2,16111,2988,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,True,False,False,False,True
+5375,0.0,0,166672.08000000002,17,17,1,9112,2166,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5376,0.0,0,464128.96,19,19,3,10685,2739,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,True,True
+5377,0.0,0,923909.6533333332,26,26,2,11728,2455,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+5378,0.0,0,319066.88,17,17,1,11439,2993,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5379,229.08000000000004,1,214418.88000000003,18,18,1,15092,3272,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5380,0.0,0,216140.4,9,9,1,8594,2748,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5381,252.07619047619048,1,229893.4857142857,19,19,1,14817,2733,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5382,0.0,0,1075635.2880000002,21,21,1,9112,2743,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5383,638.8666666666668,1,1043269.2666666668,23,23,1,16156,3543,Long-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+5384,404.0914285714286,1,466725.6,21,21,3,9888,3340,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,True,True
+5385,164.72380952380954,1,98504.8380952381,23,23,1,15852,2107,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5386,0.0,0,87569.4857142857,18,18,1,10695,2714,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5387,224.0952380952381,1,102187.42857142858,12,12,1,5345,2162,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5388,0.0,0,319052.16,21,21,2,12200,3087,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,False,True,False,False,False,False,False,False,False,True
+5389,0.0,0,556082.2857142858,20,20,1,9523,2861,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5390,193.86666666666667,1,465280.0,20,20,2,14500,2911,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+5391,0.0,0,12324.4,1,1,1,9417,3221,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5392,0.0,0,163856.0,38,38,2,15231,3029,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+5393,134.26666666666665,1,267862.0,19,19,1,14438,2301,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5394,679.7266666666667,1,2109191.8466666667,29,29,1,5643,3068,Short-term,English,AUTO RENEW,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5395,0.0,0,918394.4,15,15,1,9143,3560,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5396,0.0,0,230485.20000000004,21,21,1,2402,3310,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5397,0.0,0,148113.06666666665,20,20,1,10465,2041,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5398,0.0,0,991131.0,15,15,1,9004,2946,Mid-term,Unknown,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5399,0.0,0,109725.71428571428,15,15,1,11012,2237,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5400,0.0,0,410601.70666666667,20,20,1,13312,2576,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5401,0.0,0,137802.24,8,8,2,9721,5825,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+5402,241.5028571428572,1,177504.60000000003,7,7,1,2648,2258,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5403,253.188,1,227869.2,18,18,1,17330,2920,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5404,0.0,0,236816.00000000003,15,15,1,8898,2947,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5405,0.0,0,811064.1142857145,23,23,1,9065,3532,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5406,658.4982857142857,1,1149738.0068571428,18,18,2,17330,3951,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+5407,0.0,0,9718.433333333334,1,1,0,12309,2428,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+5408,293.7142857142857,1,650283.4285714286,18,18,2,14347,3031,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5409,0.0,0,2395349.333333333,16,16,2,9234,3399,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+5410,0.0,0,147792.80000000002,12,12,1,12916,2290,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5411,0.0,0,83932.6,15,15,1,13770,2145,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5412,0.0,0,202978.2857142857,22,22,1,8761,2622,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5413,0.0,0,280299.6,18,18,2,2635,2445,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+5414,0.0,0,271333.3333333333,4,4,1,9004,3704,Mid-term,English,NOTICE,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+5415,0.0,0,249738.72000000003,11,11,1,12353,3693,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5416,0.0,0,1434343.5333333334,22,22,1,12065,2718,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5417,253.28000000000003,1,91180.80000000002,9,9,1,10420,3519,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5418,0.0,0,378705.8285714286,19,19,1,7555,3347,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5419,0.0,0,205738.8617142857,19,19,2,13555,1963,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5420,0.0,0,467608.8,17,17,3,9224,2491,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,True,False,False,False,False,False,False,True
+5421,594.5333333333333,1,463736.0,15,15,1,10055,3361,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5422,0.0,0,169187.19999999995,21,21,1,4089,2399,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5423,0.0,0,413390.3466666666,19,19,2,10739,3348,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+5424,0.0,0,24780.0,15,15,0,8656,2279,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+5425,0.0,0,1207897.6,13,13,2,8778,2525,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,True,True
+5426,0.0,0,658350.0,9,9,1,9157,6557,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5427,0.0,0,402201.8000000001,7,7,3,9203,4005,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,True,True
+5428,676.2333333333333,1,405740.0,12,12,0,9994,3696,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+5429,0.0,0,310298.45333333337,16,16,1,8625,2638,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5430,0.0,0,215522.88000000003,4,4,1,11318,3064,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5431,0.0,0,431134.2933333334,22,22,1,8686,3206,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5432,0.0,0,109308.26666666668,19,19,2,10496,3871,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+5433,0.0,0,127623.6,27,27,1,9021,1464,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5434,0.0,0,531971.3142857143,22,22,1,8303,2677,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5435,0.0,0,313506.6666666666,7,7,1,9325,3219,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+5436,0.0,0,273374.4,21,21,0,9248,5711,Mid-term,Unknown,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+5437,0.0,0,503177.1428571429,24,24,1,9096,2429,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5438,0.0,0,503284.16,23,23,1,11834,2892,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5439,0.0,0,120715.92,21,21,1,13373,2687,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5440,0.0,0,2534128.8,17,17,1,13965,3349,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+5441,134.72,1,83661.12,9,9,1,9782,2306,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5442,389.9653333333333,1,192642.87466666664,19,19,4,9660,3997,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,True,True,False,False,False,False,True
+5443,435.0133333333333,1,237517.28,13,13,2,9431,3153,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,True,False,True
+5444,0.0,0,572611.2000000001,18,18,2,16173,3253,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5445,0.0,0,181353.52380952385,8,8,0,9401,2438,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+5446,0.0,0,104128.36,19,19,2,12186,2443,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+5447,0.0,0,35397.92,6,6,1,12674,2239,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5448,334.15200000000004,1,473493.3840000001,13,13,1,9843,3558,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5449,0.0,0,904841.9333333332,14,14,2,14226,3400,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,True,False,True
+5450,0.0,0,90265.2,18,18,1,12323,2314,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5451,0.0,0,754155.6000000001,22,22,2,8656,2374,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+5452,0.0,0,80118.57142857143,17,17,2,10725,2277,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+5453,0.0,0,2193206.4000000004,23,23,1,15596,3251,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5454,0.0,0,719165.7600000001,18,18,1,11304,3035,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5455,408.26666666666665,1,164939.73333333334,4,4,1,13495,3016,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5456,0.0,0,1661442.64,17,17,1,8792,4425,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+5457,0.0,0,391610.26666666666,11,11,1,8868,3730,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5458,0.0,0,916872.0,18,18,2,9370,3194,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+5459,0.0,0,190454.8571428572,20,20,1,10035,2771,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5460,161.18666666666667,1,348485.57333333336,23,23,1,2685,2577,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5461,246.92857142857144,1,197542.85714285716,20,20,0,14316,2342,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+5462,0.0,0,1129033.6200000003,22,22,1,1786,2922,Short-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5463,0.0,0,1145092.0,19,19,2,11318,4249,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5464,0.0,0,437302.1714285715,22,22,3,8441,2753,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,True,False,False,True,True
+5465,0.0,0,1944544.0,20,20,1,12626,4481,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+5466,0.0,0,159001.91999999998,11,11,1,10770,2395,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5467,0.0,0,727323.4453333336,19,19,2,12384,2260,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+5468,0.0,0,338535.99999999994,22,22,1,8547,1977,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5469,0.0,0,296531.45600000006,16,16,2,10998,3042,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+5470,0.0,0,767474.1904761904,13,13,1,9217,4423,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5471,0.0,0,324870.4,14,14,1,12765,2132,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5472,125.56190476190476,1,198890.0571428572,18,18,1,18105,1826,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5473,0.0,0,82445.636,13,13,1,12991,3305,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5474,0.0,0,52757.02857142857,19,19,1,9096,2585,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5475,0.0,0,709285.7142857143,25,25,2,12657,2282,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5476,314.91428571428577,1,181390.6285714286,24,24,2,9551,3183,Mid-term,Asian,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5477,0.0,0,128594.53333333335,19,19,1,11349,3035,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5478,0.0,0,43549.272,18,18,2,9234,2392,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+5479,0.0,0,752498.6666666666,8,8,0,12414,2601,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+5480,0.0,0,73737.14285714287,8,8,1,12674,3569,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5481,0.0,0,295209.2571428572,15,15,2,8656,4103,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+5482,0.0,0,245019.39428571437,18,18,1,8761,3347,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5483,0.0,0,103151.06666666668,7,7,1,9309,2965,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5484,0.0,0,973977.3333333336,20,20,1,9462,3237,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5485,309.02857142857147,1,40791.77142857143,6,6,2,13130,3141,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+5486,0.0,0,208613.12,24,24,2,5335,3544,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+5487,332.77523809523814,1,43593.55619047619,1,1,1,14149,2761,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5488,0.0,0,367742.6666666666,10,10,1,19278,5518,Long-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+5489,0.0,0,607954.2857142858,25,25,1,12565,3161,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5490,0.0,0,311504.96,13,13,2,10998,3308,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+5491,0.0,0,370319.04,21,21,2,10709,3241,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5492,0.0,0,286418.08,23,23,2,9082,3378,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5493,0.0,0,797372.16,16,16,2,13404,3107,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5494,0.0,0,67944.44800000002,11,11,3,8311,1765,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+5495,304.4166666666667,1,785395.0000000001,20,20,0,17572,1924,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+5496,0.0,0,330388.8,21,21,1,8929,2269,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5497,0.0,0,757740.0,6,6,0,1184,4374,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+5498,0.0,0,515112.00000000006,20,20,2,9051,3856,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+5499,142.72761904761907,1,62371.96952380954,19,19,1,16522,1713,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5500,0.0,0,96172.26666666666,13,13,1,13083,2304,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+5501,141.35238095238094,1,309985.7714285714,17,17,1,9551,1939,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5502,321.20000000000005,1,540579.6000000001,17,17,1,9782,3228,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5503,0.0,0,2935895.0400000005,16,16,3,9339,3602,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,True,False,True
+5504,0.0,0,676898.5600000002,16,16,2,8285,2972,Mid-term,English,AUTO RENEW,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5505,170.11428571428573,1,248877.2,19,19,1,1755,1864,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5506,0.0,0,209931.42857142855,18,18,2,5656,2598,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5507,217.9333333333333,1,719179.9999999999,22,22,1,10312,2520,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5508,0.0,0,353901.9428571429,12,12,1,10147,3602,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5509,491.28,1,1246868.64,18,18,1,18835,3441,Long-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5510,0.0,0,230097.60000000003,10,10,1,4369,2993,Short-term,European,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+5511,0.0,0,116997.86057142858,6,6,3,10709,2284,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,True,False,False,False,False,False,False,True
+5512,278.5904761904762,1,217300.57142857145,20,20,1,9978,2923,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5513,0.0,0,2330726.4000000004,20,20,1,13607,5069,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5514,243.35238095238097,1,65705.14285714287,6,6,1,9674,2670,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5515,0.0,0,134813.91733333335,23,23,1,6961,3025,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5516,0.0,0,1417770.2933333337,23,23,1,10953,3594,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5517,0.0,0,92037.6761904762,23,23,2,9126,2613,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+5518,0.0,0,331212.96,18,18,1,3652,2784,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5519,0.0,0,646928.88,18,18,2,3843,2591,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+5520,0.0,0,3057076.0,17,17,1,8792,3716,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5521,591.6560000000001,1,1363175.424,18,18,2,14135,2480,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+5522,0.0,0,979178.6666666667,25,25,1,9582,3342,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5523,245.36,1,289524.80000000005,20,20,1,9888,3438,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5524,0.0,0,768001.0666666669,17,17,1,10496,3747,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5525,0.0,0,257156.9,14,14,1,8761,2580,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5526,0.0,0,39312.96,3,3,1,12309,2369,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5527,0.0,0,704166.4000000001,14,14,1,12217,2702,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5528,0.0,0,208516.00000000003,14,14,1,5883,3699,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5529,0.0,0,941643.0,15,15,1,5934,2789,Short-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+5530,342.97714285714284,1,164972.0057142857,13,13,2,3700,2817,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,True,False,False,False,False,True
+5531,0.0,0,586850.7666666666,17,17,1,8990,2801,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5532,0.0,0,31192.571428571428,5,5,1,11349,2241,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5533,0.0,0,366437.0914285714,9,9,1,17101,3024,Long-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5534,0.0,0,554901.0800000001,19,19,1,8396,4363,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5535,0.0,0,617545.6,19,19,2,12431,2115,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+5536,0.0,0,323338.4000000001,21,21,1,11394,2829,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5537,4100.512,1,5646405.024,17,17,9,14940,3617,Long-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,True,True,True,True,True,True,True,True,True
+5538,381.9833333333334,1,725768.3333333335,20,20,2,14469,2130,Long-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+5539,138.63200000000003,1,200045.976,13,13,1,9916,2018,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5540,0.0,0,827288.8,29,29,1,3042,3173,Short-term,Unknown,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,True,False,False,False
+5541,0.0,0,163663.2,18,18,1,11012,1961,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5542,0.0,0,53809.0,2,2,1,3201,3025,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,True,False,False,False,False,False,False,True,False,False
+5543,0.0,0,112041.46666666666,10,10,1,13404,2109,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5544,96.32,1,118762.55999999998,9,9,1,15579,1913,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5545,0.0,0,966456.0672,19,19,3,2410,2283,Short-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+5546,0.0,0,762430.0666666667,23,23,1,12582,3877,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5547,0.0,0,885931.4285714288,20,20,1,9248,3368,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5548,0.0,0,1934947.7333333336,20,20,1,3647,3536,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5549,94.05333333333334,1,146723.2,15,15,1,17259,1889,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5550,0.0,0,401236.2666666667,20,20,1,8973,2697,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5551,169.84933333333333,1,276514.7146666667,11,11,1,15975,2264,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5552,569.6666666666667,1,574224.0,7,7,1,1768,3259,Short-term,English,NOTICE,PHONE,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+5553,0.0,0,652106.0571428571,19,19,1,11349,4343,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5554,0.0,0,111272.0,21,21,1,8912,2283,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5555,0.0,0,138232.0,20,20,2,12186,2265,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5556,248.07619047619048,1,80128.60952380951,19,19,2,9916,2704,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+5557,200.3428571428572,1,50686.74285714286,11,11,2,10482,2362,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+5558,0.0,0,960987.0857142856,18,18,2,6487,5324,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5559,0.0,0,113318.05333333332,10,10,1,11592,2748,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5560,0.0,0,39421.44,16,16,2,13631,2328,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+5561,0.0,0,361520.00000000006,15,15,1,4320,4011,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5562,3697.866666666667,1,6841053.333333334,25,25,9,9721,4712,Mid-term,English,NOTICE,WEB,500+,Standard,False,False,True,True,True,True,True,True,True,True,True
+5563,0.0,0,774803.1466666668,23,23,1,12779,2761,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5564,0.0,0,98725.29333333332,13,13,2,3754,2635,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+5565,159.376,1,232370.208,18,18,3,22550,2286,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,True,True,False,False,False,False,False,False,True
+5566,0.0,0,82354.59999999999,15,15,1,13234,2446,Mid-term,English,NOTICE,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+5567,0.0,0,516258.3771428572,12,12,1,9157,3397,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5568,0.0,0,201402.0,21,21,1,2598,2454,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5569,0.0,0,190247.61904761905,20,20,2,11425,2166,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,False,True,True
+5570,0.0,0,104675.30666666666,7,7,1,11288,3096,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5571,0.0,0,342514.28571428574,9,9,1,4320,4563,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5572,0.0,0,1230342.568,19,19,1,9339,2873,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5573,165.48000000000002,1,91014.0,22,22,1,23310,2621,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5574,0.0,0,839160.0000000001,15,15,1,10343,3896,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5575,0.0,0,411727.4285714286,15,15,1,9248,3296,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5576,0.0,0,664915.6800000002,22,22,3,13631,3130,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,True,False,True
+5577,0.0,0,3790139.733333333,8,8,1,11104,5459,Mid-term,English,NOTICE,MAIL,500+,Standard,True,False,False,False,False,False,False,False,False,False,True
+5578,0.0,0,317049.7066666667,19,19,1,9203,3267,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5579,0.0,0,797005.7142857144,18,18,2,11592,3616,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+5580,179.01333333333332,1,63907.76,3,3,1,10298,2759,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5581,0.0,0,50655.08571428573,19,19,2,11349,2519,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5582,0.0,0,1495216.7999999998,21,21,1,10281,3626,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5583,0.0,0,42997.76000000001,19,19,2,11304,1855,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+5584,0.0,0,648960.0,16,16,1,12004,3656,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5585,352.21333333333337,1,658638.9333333335,22,22,1,14391,2868,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5586,0.0,0,1106114.2857142857,20,20,2,12947,3569,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5587,0.0,0,407042.7428571429,18,18,1,13175,2563,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5588,459.1238095238096,1,1224483.2,21,21,1,9660,4217,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5589,605.5333333333333,1,1656739.2,24,24,1,7584,2166,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+5590,0.0,0,78289.12,7,7,1,10526,2549,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5591,0.0,0,269968.5,9,9,0,13800,2372,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+5592,0.0,0,702072.0000000001,21,21,2,8380,3100,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,True,True,False,False,False,False,False,False,True,False,True
+5593,0.0,0,181711.2,22,22,1,13647,3745,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5594,0.0,0,194370.00000000003,15,15,1,8656,2556,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5595,0.0,0,215364.6,15,15,2,8670,1598,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+5596,401.4666666666667,1,562053.3333333334,25,25,1,9916,2982,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5597,888.8533333333334,1,2417681.0666666664,20,20,8,10359,3726,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,True,True,True,True,True,True,True
+5598,0.0,0,2037764.8200000003,19,19,2,11349,3608,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+5599,706.4000000000001,1,356025.60000000003,18,18,1,15579,2373,Long-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5600,0.0,0,731619.2000000001,20,20,1,4351,3271,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5601,0.0,0,58614.857142857145,15,15,1,14834,2677,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5602,0.0,0,139523.98666666666,17,17,1,3036,2351,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5603,277.8666666666667,1,562124.2666666667,17,17,1,10862,2064,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5604,644.0333333333333,1,793449.0666666667,11,11,1,4036,3564,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5605,373.2952380952381,1,395692.9523809524,20,20,2,13934,3602,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5606,378.3619047619048,1,603865.6,19,19,1,16217,3012,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5607,0.0,0,557826.4000000001,21,21,1,9186,3220,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5608,0.0,0,707605.6,19,19,1,11895,3371,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5609,137.22666666666666,1,7684.693333333333,4,4,3,14299,2331,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,True,False,True,False,False,False,True
+5610,0.0,0,1150700.0,20,20,1,7366,2497,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5611,0.0,0,257259.25333333336,20,20,1,5372,2104,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+5612,0.0,0,94659.42857142858,18,18,1,9157,3439,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5613,0.0,0,602898.4000000001,13,13,1,8455,3109,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,True,False,False,False,False,False,False,False,False
+5614,0.0,0,708288.5333333332,22,22,1,12400,3153,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5615,0.0,0,339868.10000000003,11,11,1,3840,4171,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5616,0.0,0,1398087.6,15,15,1,2419,3294,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,True,False,False,False,False,False,False,False,True,False,False
+5617,0.0,0,67438.08,12,12,1,10312,2525,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5618,454.5542857142857,1,371370.85142857145,19,19,2,9843,3432,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+5619,0.0,0,272477.3333333334,16,16,0,11182,2194,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+5620,0.0,0,331050.4000000001,14,14,2,12688,2304,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+5621,0.0,0,1409840.0,15,15,1,5468,3332,Short-term,English,NOTICE,MAIL,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+5622,0.0,0,2420421.6,24,24,1,11714,5184,Mid-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5623,0.0,0,3274495.466666667,38,38,1,10404,2865,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5624,490.03809523809525,1,186214.47619047615,20,20,1,7219,3628,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5625,0.0,0,163238.40000000002,18,18,1,12490,1267,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5626,0.0,0,136925.7142857143,15,15,1,12796,2562,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5627,0.0,0,305865.14285714284,20,20,1,11349,3210,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5628,338.0,1,33124.0,1,1,1,16675,2311,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5629,151.34666666666666,1,206588.2,15,15,1,13647,2476,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5630,0.0,0,93177.6,2,2,2,2696,2914,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+5631,302.37333333333333,1,263367.17333333334,13,13,1,17360,2474,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5632,0.0,0,932205.4,21,21,1,8761,2781,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+5633,0.0,0,170713.4,22,22,2,11335,2227,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,True,False,False,False,False,False,True
+5634,0.0,0,415584.0,18,18,2,7277,3290,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,True,True
+5635,420.57142857142856,1,359588.5714285714,15,15,1,7514,3940,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5636,0.0,0,557450.6666666667,20,20,1,11714,3521,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5637,0.0,0,284195.60000000003,12,12,0,4292,3292,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+5638,0.0,0,329688.0,18,18,1,12916,2308,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5639,0.0,0,647066.1600000001,15,15,1,8578,3253,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5640,0.0,0,894185.76,21,21,1,9462,2534,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5641,1419.6666666666667,1,289612.0,17,17,1,15504,6740,Long-term,English,AUTO RENEW,WEB,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5642,385.48,1,757468.2000000001,15,15,2,10147,2242,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+5643,0.0,0,228732.288,8,8,3,13342,2788,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,True,True,False,False,False,False,False,False,True
+5644,0.0,0,502542.4,12,12,1,11669,3183,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5645,284.6380952380953,1,343273.54285714286,18,18,2,10192,2496,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5646,0.0,0,815569.92,16,16,1,9051,3562,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5647,0.0,0,190035.2,23,23,3,9172,3394,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+5648,0.0,0,755592.0000000001,20,20,1,8455,3641,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5649,286.91619047619054,1,734505.4476190477,20,20,1,10587,2508,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5650,171.35066666666668,1,399418.404,21,21,1,7593,3433,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5651,208.95238095238096,1,55163.42857142858,22,22,1,10343,2424,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5652,417.104761904762,1,1076130.285714286,20,20,4,9660,3916,Mid-term,English,NOTICE,WEB,6-10,Standard,True,True,False,True,False,True,True,False,False,False,True
+5653,0.0,0,24954.28571428572,15,15,1,10923,2119,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5654,0.0,0,343191.42000000004,9,9,1,10756,1823,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5655,0.0,0,597376.380952381,20,20,1,9478,3859,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5656,0.0,0,1016326.0800000002,21,21,1,9065,3429,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5657,0.0,0,105173.33333333331,20,20,1,11213,2035,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5658,0.0,0,324331.3493333334,17,17,1,8441,3274,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5659,0.0,0,1045972.1142857142,17,17,1,12779,3988,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5660,0.0,0,264380.48000000004,16,16,1,11561,2166,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5661,0.0,0,539970.0,9,9,0,5917,3383,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+5662,318.72,1,806361.6,22,22,1,9417,2558,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5663,0.0,0,584269.2000000001,27,27,3,10587,3388,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+5664,0.0,0,6473.376000000001,2,2,1,8441,1837,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+5665,271.44761904761907,1,502992.4380952381,17,17,1,9857,2872,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5666,0.0,0,316698.6666666667,17,17,1,13555,2834,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5667,0.0,0,499005.8666666668,14,14,1,1818,4287,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5668,0.0,0,522502.0914285714,17,17,2,9126,2240,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5669,0.0,0,661198.1904761905,19,19,0,11851,2983,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+5670,0.0,0,119932.73333333337,17,17,1,12278,2606,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5671,0.0,0,935396.0,20,20,1,9203,6730,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5672,0.0,0,482137.48571428575,19,19,1,8959,2709,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5673,0.0,0,282481.3333333334,13,13,1,7115,3151,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5674,346.76666666666665,1,492408.6666666666,20,20,1,9933,2347,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5675,0.0,0,426112.0,12,12,1,15640,3199,Long-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+5676,0.0,0,5209204.000000001,22,22,1,11074,3235,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+5677,0.0,0,457791.9320000001,13,13,2,3826,3076,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+5678,0.0,0,117769.6,15,15,1,10831,3042,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5679,0.0,0,608073.4666666667,47,47,1,9568,2321,Mid-term,Unknown,NOTICE,WEB,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5680,0.0,0,433282.30400000006,14,14,2,12048,3465,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5681,0.0,0,2575996.8,18,18,1,11469,3744,Mid-term,Unknown,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+5682,0.0,0,13173.600000000002,3,3,1,13387,2425,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5683,0.0,0,774193.8285714287,13,13,1,11349,4160,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5684,0.0,0,467653.3333333334,20,20,2,10420,2768,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+5685,0.0,0,313551.0857142857,12,12,1,2584,2378,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5686,0.0,0,349473.60000000003,7,7,0,9203,3766,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+5687,0.0,0,370151.16666666674,10,10,0,11196,3638,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+5688,306.9714285714286,1,315873.60000000003,21,21,2,17678,3126,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5689,0.0,0,79828.00000000001,21,21,1,14773,2483,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5690,0.0,0,222255.4285714286,13,13,1,12869,2288,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5691,0.0,0,265373.5619047619,8,8,1,7640,2741,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5692,0.0,0,838812.8666666667,17,17,1,3368,2755,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5693,0.0,0,314321.28,10,10,2,8686,2645,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+5694,192.22666666666663,1,58821.35999999999,17,17,1,10161,2894,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5695,0.0,0,327621.2571428571,18,18,1,5409,2689,Short-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5696,0.0,0,171896.22857142857,18,18,1,13022,2939,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5697,0.0,0,171896.22857142857,18,21,1,13022,4614,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5698,0.0,0,172448.0,6,6,0,10739,3696,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+5699,0.0,0,594247.6800000002,18,18,1,4943,3093,Short-term,English,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5700,0.0,0,551805.3333333335,10,10,1,13008,4766,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5701,0.0,0,138611.19999999998,17,17,1,8858,2417,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5702,0.0,0,191417.14285714284,15,15,1,14756,2451,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5703,526.1942857142857,1,1081329.257142857,15,15,2,17617,4069,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5704,0.0,0,77257.71428571429,11,11,1,9401,3723,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5705,0.0,0,165117.82857142857,13,13,1,10786,1810,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5706,0.0,0,668693.3333333334,20,20,1,10953,2638,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5707,0.0,0,183594.66666666663,7,7,2,10770,2372,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+5708,0.0,0,328044.5,19,19,1,2633,2947,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+5709,0.0,0,1032630.8571428572,18,18,1,9004,3397,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5710,0.0,0,28134.33333333333,1,1,0,12323,3021,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+5711,0.0,0,875313.7714285717,18,18,2,12400,3218,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5712,0.0,0,166722.28571428574,19,19,2,6171,3547,Short-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+5713,116.01904761904764,1,167067.42857142858,15,15,1,12704,1758,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5714,0.0,0,110153.33333333336,13,13,1,10543,3042,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5715,0.0,0,849957.9428571429,18,18,1,10526,3510,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5716,0.0,0,226035.19999999995,7,7,1,3000,3337,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5717,0.0,0,14286.800000000005,1,1,1,11196,3143,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5718,186.6095238095238,1,418378.55238095234,19,19,1,15732,2264,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5719,352.8,1,630806.4,12,12,1,16022,2732,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5720,0.0,0,652488.2400000001,18,18,1,11926,3596,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5721,0.0,0,616982.6742857144,8,8,1,8792,3124,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,False
+5722,695.7600000000001,1,100189.44000000002,2,2,1,4483,4488,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5723,0.0,0,243227.6,15,15,1,8670,3082,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5724,0.0,0,693584.6399999999,21,21,1,10039,3698,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5725,0.0,0,1605700.7999999998,11,11,0,8656,6461,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+5726,234.5904761904762,1,295818.5904761905,13,13,2,19339,2608,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+5727,286.43333333333334,1,1142869.0,42,42,1,14377,2099,Long-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+5728,323.92,1,713919.68,19,19,1,9916,4243,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5729,188.2933333333333,1,361711.49333333335,17,17,1,9721,2854,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5730,0.0,0,554165.1428571428,15,15,1,9629,3970,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5731,321.6380952380953,1,125438.85714285716,15,15,1,9690,3231,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5732,0.0,0,815842.6285714286,19,19,1,13130,3829,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5733,0.0,0,510130.83333333343,5,5,2,9523,4206,Mid-term,English,AUTO RENEW,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+5734,0.0,0,542624.4571428571,20,20,1,9112,3859,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5735,0.0,0,308216.9142857143,9,9,2,3474,3919,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+5736,0.0,0,244775.2,8,8,1,12838,2742,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5737,0.0,0,58498.285714285725,19,19,1,9157,2152,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5738,0.0,0,645870.0,15,15,1,11243,3865,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5739,0.0,0,279333.46133333334,16,16,2,13022,3521,Mid-term,Unknown,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+5740,0.0,0,675647.142857143,25,25,2,8731,2582,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5741,243.11466666666664,1,471156.224,19,19,2,12034,2704,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+5742,0.0,0,2058406.8266666671,22,22,1,8564,2601,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+5743,0.0,0,310413.10666666675,11,11,1,8912,3577,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5744,276.20952380952383,1,430334.4380952381,19,19,3,9660,2906,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+5745,0.0,0,87699.456,6,6,1,9568,3325,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+5746,0.0,0,180628.8,11,11,1,8882,1776,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5747,0.0,0,157941.0,6,6,0,9217,1953,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+5748,0.0,0,61439.31733333333,16,16,1,9157,2006,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5749,289.93333333333334,1,408226.13333333336,16,16,2,15030,2114,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+5750,0.0,0,329849.856,7,7,2,12779,3020,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+5751,367.3333333333333,1,1064532.0,21,21,1,16097,3559,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5752,0.0,0,795060.9333333332,25,25,1,9704,3947,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5753,0.0,0,834126.8571428572,17,17,1,10939,4478,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5754,0.0,0,195875.68,21,21,1,12900,3097,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5755,0.0,0,368371.8095238095,20,20,1,11135,3202,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5756,0.0,0,260218.816,11,11,3,9126,4808,Mid-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,True,False,True
+5757,0.0,0,1585528.0000000002,23,23,1,8806,4455,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5758,282.2857142857143,1,508114.2857142857,20,20,2,10618,2949,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+5759,446.6666666666666,1,331426.6666666666,14,14,0,9704,3487,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+5760,0.0,0,748231.2000000001,18,18,1,17026,3430,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5761,0.0,0,704068.1142857145,17,17,1,3134,3463,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5762,0.0,0,988000.0,15,15,1,18913,3520,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5763,0.0,0,102263.0,6,6,0,8670,2066,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+5764,824.7333333333335,1,544324.0000000001,15,15,1,13555,2615,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5765,0.0,0,156100.0,2,2,1,8686,4123,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5766,0.0,0,90569.2,19,19,3,8756,2936,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+5767,0.0,0,252947.99999999997,9,9,0,4253,2002,Short-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+5768,0.0,0,424000.0,12,12,1,9248,3459,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5769,0.0,0,420798.00000000006,6,6,1,12779,3662,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5770,0.0,0,226684.8,15,15,2,6935,2254,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5771,0.0,0,21460.533333333336,1,1,1,9523,3315,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5772,0.0,0,1286022.9200000002,21,21,1,8318,3023,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5773,257.04,1,782686.8,21,21,2,19200,2242,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,True,False,False,False,True
+5774,0.0,0,113760.11428571428,11,11,1,9112,3106,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5775,168.64761904761906,1,126485.71428571428,10,10,2,3522,2135,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+5776,0.0,0,431360.0,15,15,1,12779,2399,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5777,0.0,0,349341.2571428571,17,17,2,8441,3227,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+5778,0.0,0,590051.4285714286,13,13,1,9295,3429,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5779,232.08000000000004,1,216994.80000000005,17,17,1,14469,2114,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5780,244.64,1,242193.60000000003,18,18,1,13069,2179,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5781,0.0,0,100298.66666666669,10,10,1,13203,3494,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5782,0.0,0,71693.33333333334,2,2,2,12323,2472,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+5783,0.0,0,1438117.8000000005,21,21,2,11714,4187,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+5784,622.0864,1,418042.0608,21,21,3,11288,2968,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+5785,173.08,1,77886.0,18,18,2,10178,2698,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+5786,0.0,0,1166438.606666667,11,11,1,7082,2548,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+5787,270.1333333333333,1,124261.33333333331,20,20,1,9902,3692,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5788,0.0,0,19074.72,7,7,2,12018,2919,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+5789,0.0,0,1109994.6,22,22,1,9004,2692,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5790,600.4761904761905,1,165731.42857142858,23,23,1,3641,4237,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5791,1664.0,1,1802112.0,19,19,4,5661,3766,Short-term,Unknown,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,True,False,False,False,False,True,True,True
+5792,251.06666666666672,1,286216.00000000006,12,12,1,9370,2726,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5793,210.98133333333337,1,29537.386666666676,2,2,1,1472,2588,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5794,159.0095238095238,1,247736.8380952381,19,19,1,20174,2066,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5795,0.0,0,2253739.583333333,17,17,1,3132,4267,Short-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5796,221.46666666666667,1,29012.13333333333,1,1,1,9902,2514,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5797,0.0,0,362490.5142857143,13,13,3,9690,3488,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+5798,0.0,0,235480.00000000003,7,7,1,10984,3337,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5799,0.0,0,2292460.8000000003,21,21,3,2409,5961,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,True,False,False,True
+5800,1328.86,1,3560015.9400000004,19,19,2,21362,4415,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+5801,0.0,0,292321.31190476194,13,13,0,9234,4346,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+5802,0.0,0,469778.00380952377,19,19,1,8123,3237,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5803,0.0,0,102019.42857142858,17,17,1,12977,3794,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5804,0.0,0,299290.5333333334,19,19,1,6036,2022,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5805,0.0,0,202990.49333333332,13,13,2,11439,4328,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+5806,0.0,0,724534.0000000001,20,20,1,7366,2263,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5807,0.0,0,305136.5333333333,7,7,1,2571,2825,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5808,0.0,0,511601.7142857143,15,15,1,9599,3769,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+5809,0.0,0,924336.0,15,15,1,12688,3180,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5810,0.0,0,830606.4000000001,14,14,1,10984,3349,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5811,0.0,0,278629.0285714286,18,18,1,9157,4189,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5812,0.0,0,165545.41333333336,23,23,1,13861,2640,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5813,0.0,0,287832.99047619046,19,19,1,5827,3451,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5814,0.0,0,862442.4900000001,19,19,1,8441,2149,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5815,0.0,0,391396.8000000001,18,18,1,2109,3061,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5816,0.0,0,803319.9999999999,20,20,1,8700,3668,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5817,0.0,0,2795021.6,21,21,1,8670,3427,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5818,0.0,0,857334.016,22,22,2,19826,2267,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+5819,0.0,0,189073.37142857144,9,9,1,4671,2224,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+5820,219.56133333333327,1,28542.97333333333,10,10,1,9916,2656,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5821,796.7083333333334,1,936929.0,8,8,0,10267,3537,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,False,False,False
+5822,0.0,0,100555.29466666668,17,17,1,13114,2185,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5823,0.0,0,490152.0,20,20,1,10420,2428,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5824,0.0,0,702620.7999999998,21,21,1,5985,3985,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5825,0.0,0,169167.42857142858,4,4,1,16052,3376,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+5826,145.42857142857142,1,46537.142857142855,20,20,1,15838,1969,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5827,0.0,0,220731.16,13,13,1,4491,2796,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5828,0.0,0,77193.48000000001,21,21,1,4379,2856,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5829,0.0,0,306028.8,21,21,1,9004,2509,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5830,0.0,0,395568.0,21,21,2,11780,2426,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+5831,0.0,0,580227.4285714286,15,15,1,5910,3358,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5832,0.0,0,208598.88000000003,7,7,1,3719,4040,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5833,0.0,0,545688.0,15,15,0,2784,2996,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+5834,0.0,0,521887.36,8,8,2,9065,3641,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+5835,0.0,0,142129.4285714286,15,15,1,14438,2583,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5836,0.0,0,108848.57142857143,17,17,1,4658,3476,Short-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5837,164.43809523809523,1,243203.9428571429,17,17,1,10267,2105,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5838,158.81904761904764,1,43198.78095238096,16,16,2,16156,2065,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+5839,404.1666666666667,1,703250.0,20,20,1,15183,2582,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5840,0.0,0,164892.0,15,15,1,12749,1730,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5841,0.0,0,1131090.4666666668,17,17,1,13404,3160,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5842,241.552380952381,1,223194.4,22,22,1,10086,2258,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5843,0.0,0,2505438.0000000005,15,15,1,7752,2388,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+5844,0.0,0,362295.264,23,23,2,8670,3094,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+5845,0.0,0,161873.92,16,16,1,9234,1922,Mid-term,English,AUTO RENEW,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5846,0.0,0,751252.3200000001,14,14,1,5358,3945,Short-term,English,AUTO RENEW,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5847,0.0,0,760501.4400000001,18,18,2,4485,2603,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+5848,269.4666666666667,1,418751.20000000007,21,21,2,10100,3685,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+5849,300.8819047619048,1,304492.48761904764,22,22,1,17678,2585,Long-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5850,448.8,1,282744.0,18,18,3,10208,3224,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,True,True
+5851,0.0,0,499418.6666666667,10,10,1,10984,2690,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5852,0.0,0,1710192.0000000002,18,18,2,10404,2695,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+5853,0.0,0,321462.4,24,24,1,4774,2885,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5854,0.0,0,769805.4000000001,23,23,1,11213,2684,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5855,0.0,0,1426009.2,21,21,2,9537,3206,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+5856,0.0,0,303253.3333333333,16,16,2,8670,2867,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+5857,0.0,0,500432.8457142858,18,18,1,10420,3439,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5858,0.0,0,39533.76000000001,4,4,2,13281,2800,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+5859,0.0,0,244235.580952381,16,16,1,6137,2545,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5860,0.0,0,108697.68000000002,21,21,3,12445,1227,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,True,True,False,False,False,False,False,True
+5861,0.0,0,529772.7000000001,17,17,1,11469,2097,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5862,0.0,0,341254.4000000001,15,15,1,8303,2567,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5863,0.0,0,194614.9733333334,19,19,1,11804,3484,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5864,149.71428571428572,1,193430.8571428572,19,19,1,16477,1999,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5865,0.0,0,712545.6000000001,19,19,1,10434,3059,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5866,0.0,0,185209.8,6,6,1,11439,2758,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+5867,0.0,0,131696.64,24,24,1,3925,2097,Short-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5868,0.0,0,1465755.2,3,3,1,10953,3675,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+5869,417.404,1,972968.724,21,21,3,17483,2022,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+5870,0.0,0,765030.9333333333,14,14,1,9523,3469,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5871,168.5904761904762,1,348982.28571428574,15,15,1,10373,2135,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5872,0.0,0,1558915.8000000005,18,18,1,17405,2362,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+5873,350.77466666666675,1,606138.6240000002,16,16,1,9933,3689,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5874,0.0,0,807277.7904761905,19,19,1,9112,3382,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5875,0.0,0,145090.62857142856,11,11,1,17878,2780,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5876,0.0,0,416722.7428571429,22,22,2,11304,2645,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5877,438.1333333333333,1,258498.66666666663,10,10,1,14149,2721,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5878,0.0,0,46600.97142857143,9,9,2,10756,2123,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5879,0.0,0,234742.66666666663,20,20,1,7058,3379,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5880,0.0,0,78269.71428571429,24,24,0,9065,2626,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+5881,0.0,0,625840.0,15,15,1,9186,3062,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5882,0.0,0,335200.5333333333,19,19,2,6435,2115,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+5883,0.0,0,212879.52,6,6,2,11121,2162,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+5884,561.25,1,581455.0,7,7,1,9613,2459,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,False
+5885,545.6533333333334,1,67661.01333333335,4,4,1,10465,3720,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5886,0.0,0,144612.8,20,20,1,11196,2225,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5887,0.0,0,1023266.1622857144,23,23,2,14695,2616,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5888,0.0,0,270693.1333333334,23,23,1,13465,3117,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5889,0.0,0,987480.3428571428,15,15,2,5547,3796,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+5890,280.4380952380953,1,185930.4571428572,17,17,3,10281,2936,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+5891,617.7333333333335,1,163081.60000000003,12,12,2,10069,4089,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+5892,0.0,0,2429531.52,24,24,2,9309,3753,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+5893,0.0,0,45842.28571428572,2,2,1,9537,2295,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5894,0.0,0,462462.0,21,21,1,1338,3029,Short-term,European,AUTO RENEW,PHONE,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+5895,0.0,0,17594.72,6,6,1,8441,2291,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5896,0.0,0,355675.32000000007,6,6,2,4462,2139,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,True,False,False,False,False,True
+5897,0.0,0,306833.4857142857,18,18,1,13220,2929,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5898,0.0,0,816470.1714285715,19,19,2,11377,3946,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+5899,0.0,0,134987.58095238096,16,16,1,8493,2213,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5900,339.33333333333337,1,912128.0,24,24,1,20525,4400,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5901,0.0,0,912777.6000000002,20,20,1,10848,2583,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5902,163.2761904761905,1,39186.285714285725,10,10,1,17483,2097,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5903,0.0,0,36098.34666666667,4,4,1,9096,2935,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+5904,239.1428571428572,1,439066.2857142858,17,17,1,20525,2640,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5905,414.2666666666667,1,581630.4000000001,18,18,1,17678,2623,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5906,0.0,0,405985.8,15,15,1,11349,2949,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5907,0.0,0,112283.6,22,22,1,12079,1730,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5908,0.0,0,118859.65714285718,18,18,1,12796,2172,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5909,573.7333333333333,1,227198.4,22,22,2,16052,2101,Long-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+5910,0.0,0,531486.1314285715,19,19,1,2241,2659,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5911,0.0,0,262006.0952380952,10,10,1,10678,3955,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+5912,216.1293333333333,1,53600.07466666667,8,8,1,10298,2629,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5913,0.0,0,148507.54285714286,5,5,1,12674,2167,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5914,121.04000000000002,1,274518.7200000001,21,21,1,16142,2166,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5915,0.0,0,135497.14285714287,15,15,1,8656,2918,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5916,0.0,0,298842.51428571425,24,24,1,4999,1952,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5917,256.3451428571429,1,95104.048,7,7,2,16417,2104,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5918,256.3451428571429,1,95104.048,7,1,2,16417,3541,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+5919,259.37142857142857,1,116717.14285714286,18,18,1,2249,2785,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5920,542.9295238095239,1,212285.44380952383,17,17,1,1789,3919,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5921,0.0,0,991674.0288,21,21,5,8286,3965,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,True,False,False,True,False,True,False,True
+5922,0.0,0,553765.3333333334,20,20,2,11257,3240,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,True,False,True
+5923,1601.68,1,3203360.0,20,20,2,10267,3659,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+5924,0.0,0,130875.97714285714,13,13,2,11957,1896,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+5925,361.87047619047615,1,635082.6857142856,15,15,1,2039,2921,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5926,377.6333333333333,1,453160.0,25,25,0,16097,2473,Long-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+5927,0.0,0,453717.3333333334,13,13,2,9582,2880,Mid-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+5928,0.0,0,307299.616,19,19,1,11881,1863,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5929,0.0,0,1810826.666666667,25,25,1,10359,5561,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5930,250.14666666666668,1,751190.44,21,21,1,15200,3487,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5931,0.0,0,162633.3333333333,10,10,1,5486,2326,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5932,0.0,0,162291.0857142857,9,9,1,9172,2483,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+5933,277.5333333333333,1,54951.59999999999,3,3,2,15122,3768,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+5934,0.0,0,104917.12000000002,21,21,1,10647,3251,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5935,0.0,0,99890.05714285711,6,6,1,13722,3020,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5936,387.62666666666667,1,209318.4,20,20,1,9902,2911,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5937,0.0,0,883584.8666666668,19,19,1,1726,3156,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5938,0.0,0,137976.0,18,18,1,11683,2496,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5939,0.0,0,166943.40000000002,17,17,1,10984,3504,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5940,0.0,0,225177.05600000004,19,19,1,11439,2432,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5941,348.5485714285715,1,300100.32000000007,21,21,1,10312,2848,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5942,0.0,0,429374.4,2,2,0,6434,3073,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+5943,0.0,0,353064.15238095244,13,13,1,11865,3593,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5944,0.0,0,111208.03571428574,5,5,0,8670,4850,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+5945,0.0,0,376247.04,24,24,1,3743,2984,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5946,239.61333333333332,1,110701.36000000002,14,14,1,1844,3380,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5947,0.0,0,345565.6533333334,14,14,1,4128,3494,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5948,151.07999999999998,1,442362.23999999993,24,24,1,16814,2473,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5949,0.0,0,717418.8,14,14,3,4425,3068,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,True,True,True,False,False,False,False,False,True,False,True
+5950,0.0,0,544934.6933333332,26,26,1,2255,3240,Short-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5951,0.0,0,201522.08000000005,17,17,1,8858,1867,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5952,0.0,0,110566.56000000004,18,18,1,4779,1956,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5953,0.0,0,666056.16,21,21,3,12353,3386,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,False,True,True
+5954,0.0,0,185811.80952380956,16,16,1,10404,2291,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5955,0.0,0,285554.6666666666,25,25,1,9112,2646,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+5956,336.83333333333337,1,85892.50000000001,15,15,1,2919,2306,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5957,0.0,0,329154.55999999994,21,21,1,8564,3792,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5958,0.0,0,308843.73333333334,14,14,1,1902,2115,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+5959,41.62666666666667,1,89913.6,16,16,2,6263,1353,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+5960,280.68333333333334,1,564173.5,15,15,0,19047,3225,Long-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,False
+5961,0.0,0,363205.1733333333,20,20,1,8778,2746,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+5962,256.1333333333333,1,387273.6,27,27,0,17617,1975,Long-term,Unknown,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,False
+5963,0.0,0,758614.6285714287,19,19,1,11469,3576,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5964,0.0,0,525882.0,19,19,1,9674,2276,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+5965,247.64,1,500232.8000000001,20,20,1,5853,3462,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5966,0.0,0,270704.76190476195,16,16,2,14026,3351,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+5967,0.0,0,76404.53333333334,7,7,1,1363,3466,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+5968,583.4166666666666,1,608503.5833333333,7,7,0,15975,2838,Long-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+5969,0.0,0,158165.28,21,21,1,15944,2409,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+5970,0.0,0,877000.1000000001,19,19,1,8639,3516,Mid-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+5971,0.0,0,521915.4285714285,16,16,2,16887,3111,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+5972,0.0,0,527614.2857142858,20,20,2,11714,2090,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+5973,740.22,1,1847589.12,24,24,1,9599,3258,Mid-term,English,AUTO RENEW,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+5974,0.0,0,471190.08,21,21,3,14650,3088,Long-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,True,False,False,False,False,False,True,True
+5975,0.0,0,294737.1428571429,22,22,1,10404,2704,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5976,304.0571428571429,1,232603.71428571432,17,17,1,19475,3105,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5977,0.0,0,690309.3333333334,20,20,1,1579,3415,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+5978,0.0,0,639577.92,24,24,2,14756,2889,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+5979,120.05333333333334,1,97243.2,18,18,1,3657,2156,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+5980,0.0,0,222698.66666666663,14,14,1,4824,3119,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5981,0.0,0,514644.4952380952,23,23,1,12139,2225,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5982,0.0,0,906166.8666666668,17,17,1,11592,4690,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+5983,239.3333333333333,1,422184.0,18,18,1,10039,2642,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5984,0.0,0,94147.48,21,21,1,11742,2046,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5985,0.0,0,654422.4960000002,23,23,1,11439,2705,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5986,0.0,0,1074910.5714285714,15,15,1,13022,4518,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5987,0.0,0,492180.0,30,30,2,8020,3166,Mid-term,European,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+5988,1011.816,1,534238.8480000001,8,8,2,11349,3583,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+5989,1739.0,1,4973540.0,20,20,9,17259,4487,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,True,True,True,True,True,True,True,True,True
+5990,0.0,0,172587.10857142857,4,4,1,13100,3258,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5991,445.2761904761905,1,1166623.619047619,20,20,1,10208,4117,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+5992,0.0,0,999961.6,20,20,1,11439,2865,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5993,0.0,0,343880.5333333334,22,22,1,10709,2927,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+5994,0.0,0,358437.74399999995,21,21,1,9448,3042,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5995,0.0,0,1128499.2000000002,24,24,2,11957,3515,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+5996,0.0,0,46583.68,10,10,1,1435,3984,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+5997,0.0,0,347494.4000000001,16,16,1,13387,2106,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+5998,0.0,0,11051.573333333334,1,1,1,5037,3558,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+5999,0.0,0,898819.2,10,10,2,8382,3904,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+6000,554.9666666666667,1,250289.96666666667,11,11,1,9613,3199,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6001,0.0,0,1019022.902857143,22,22,2,12688,3002,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+6002,0.0,0,236238.42666666667,10,10,1,4450,2315,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6003,0.0,0,330926.04000000004,19,19,1,12065,3128,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6004,0.0,0,86580.66666666667,7,7,1,8441,3459,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6005,0.0,0,26290.826666666668,2,2,1,11349,2822,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6006,0.0,0,329490.3733333333,17,17,2,8547,2951,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+6007,0.0,0,546410.3238095238,19,19,2,13251,2409,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6008,0.0,0,338838.4,19,19,1,8929,3209,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6009,0.0,0,193664.00000000003,21,21,1,8761,2870,Mid-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6010,0.0,0,886844.4000000001,26,26,1,5033,2120,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6011,492.50666666666666,1,683106.7466666667,19,19,1,9916,3448,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6012,0.0,0,87726.47619047618,17,17,1,11304,2776,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6013,0.0,0,32099.6,15,15,1,21545,2612,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6014,0.0,0,580966.8571428572,23,23,1,12065,2330,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6015,0.0,0,1055669.3333333335,23,23,1,10756,5445,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6016,98.2,1,80229.4,19,19,1,3154,1932,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6017,0.0,0,224650.8,21,21,2,9157,3399,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+6018,0.0,0,319834.11428571434,9,9,1,13920,3031,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6019,205.6190476190476,1,414116.7619047619,19,19,1,9721,2400,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6020,0.0,0,173443.19999999998,9,9,1,12185,2627,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6021,0.0,0,1429331.6960000002,19,19,4,14012,3223,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,True,False,True,True
+6022,0.0,0,2577136.8000000003,18,18,2,9417,3164,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+6023,200.6533333333333,1,357363.58666666667,13,13,2,11608,2981,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6024,0.0,0,401253.94285714295,27,27,1,9112,2795,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6025,324.7619047619048,1,654720.0,16,16,2,13892,3254,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+6026,0.0,0,725323.7333333334,19,19,1,8851,5812,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6027,0.0,0,188016.33066666668,4,4,2,12079,2564,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+6028,0.0,0,465664.3047619048,19,19,1,9643,2209,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6029,161.58133333333336,1,81436.99200000001,9,9,1,5177,2199,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6030,771.0,1,1572840.0,15,15,1,9964,2505,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+6031,0.0,0,609214.08,18,18,2,13509,2516,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6032,0.0,0,134561.82857142857,8,8,1,10770,2673,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+6033,0.0,0,386690.0571428571,18,18,1,10953,2034,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6034,0.0,0,62109.22666666667,11,11,1,12065,2448,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6035,63.04133333333333,1,143608.1573333333,17,17,1,3556,1423,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6036,136.85714285714286,1,140141.7142857143,16,16,1,17572,1907,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6037,0.0,0,240172.92000000004,18,18,2,8990,2033,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,True,True
+6038,0.0,0,153845.12,24,24,2,10587,3909,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+6039,580.96,1,1175282.08,17,17,2,9888,3900,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+6040,456.5104761904762,1,871478.499047619,23,23,1,10512,3443,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6041,0.0,0,116028.8,5,5,1,8990,2103,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6042,0.0,0,349084.80000000005,21,21,1,8792,4236,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6043,0.0,0,86116.80000000002,12,12,2,9264,2517,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+6044,0.0,0,404103.6,21,21,1,11561,3630,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6045,0.0,0,631573.2000000001,21,21,1,9947,3060,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6046,133.6,1,77888.79999999999,11,11,1,18183,1884,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6047,0.0,0,203424.26666666663,23,23,1,8441,2791,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6048,0.0,0,199971.2,12,12,1,8639,3551,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6049,0.0,0,820454.544,17,17,1,18244,4446,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6050,0.0,0,399707.4000000001,15,15,1,10862,2757,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6051,522.9333333333333,1,568951.4666666666,17,17,2,16477,1997,Long-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+6052,227.50666666666663,1,522127.8,17,17,1,4254,3256,Short-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6053,0.0,0,1375845.9,15,15,2,15061,2947,Long-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+6054,0.0,0,618471.6000000001,15,15,1,8700,2794,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6055,0.0,0,382161.78,15,15,1,9735,4111,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6056,0.0,0,590760.0000000001,18,18,1,11714,3540,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6057,0.0,0,680552.5333333334,16,16,1,13130,2972,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6058,450.5333333333334,1,374843.7333333334,8,8,1,10147,3233,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6059,0.0,0,321455.36,24,24,1,13418,2050,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6060,0.0,0,52979.47200000001,18,18,2,11700,2030,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,True,False,False,False,False,False,False,False,True
+6061,0.0,0,937400.5028571428,18,18,2,17831,6383,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6062,417.60333333333335,1,595084.75,15,15,0,9478,3557,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+6063,0.0,0,127436.4,15,15,1,10239,1670,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6064,0.0,0,551121.6000000001,19,19,1,4737,3401,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6065,0.0,0,319993.296,18,18,1,9065,3692,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6066,0.0,0,977923.2,23,23,1,8639,6368,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6067,178.88,1,71552.0,10,10,1,10192,2758,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6068,0.0,0,71853.60000000002,21,21,1,14622,2595,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6069,0.0,0,478826.3466666667,19,19,2,8778,3151,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6070,158.93333333333337,1,391929.6000000001,18,18,1,18470,2065,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6071,0.0,0,400301.88,19,19,1,10970,2709,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6072,0.0,0,2103139.2,6,6,2,5640,4785,Short-term,English,NOTICE,WEB,500+,Premier,False,False,False,False,False,False,False,False,True,False,True
+6073,293.70095238095234,1,34069.31047619047,4,4,3,12186,2546,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+6074,0.0,0,784735.4666666667,19,19,1,9902,4144,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6075,0.0,0,430464.4800000001,17,17,1,8455,1839,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6076,0.0,0,253968.0,20,20,1,13039,2896,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6077,0.0,0,184469.22000000003,5,5,1,4543,4051,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6078,0.0,0,357843.2,16,16,1,6315,3008,Short-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+6079,430.4857142857143,1,1003892.6857142858,22,22,2,1652,3300,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+6080,216.06666666666672,1,123158.0,19,19,1,15596,3138,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6081,0.0,0,730032.5760000001,21,21,4,12810,2723,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,True,True,True
+6082,453.8285714285714,1,304972.8,8,8,2,10161,3637,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6083,719.7295238095239,1,1093988.8761904764,16,16,9,12323,4894,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,True,True,True,True,True,True,True,True
+6084,0.0,0,123257.14285714288,15,15,1,9065,3380,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6085,0.0,0,273767.0,15,15,2,9417,3801,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+6086,0.0,0,591991.3999999999,22,22,1,10390,2945,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6087,0.0,0,83123.00952380952,19,19,1,12765,1691,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6088,211.70666666666668,1,60971.52,24,24,1,9964,3094,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6089,0.0,0,77605.94285714286,11,11,1,9417,3033,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6090,608.3504761904762,1,158171.12380952382,13,13,1,10055,4280,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6091,0.0,0,376768.75,6,6,0,10848,2715,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+6092,2310.4666666666662,1,1774438.3999999997,24,24,3,9537,4306,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,True,True,False,False,False,True
+6093,0.0,0,475482.2857142858,10,10,2,9186,3396,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6094,0.0,0,322400.00000000006,8,8,2,8441,2704,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6095,0.0,0,216225.0,15,15,1,2611,1879,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6096,0.0,0,68103.36,13,13,1,13770,2504,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6097,0.0,0,653624.6857142856,10,10,2,11213,3546,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+6098,0.0,0,558833.0666666667,19,19,1,9186,2476,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6099,159.2266666666667,1,238999.2266666667,19,19,1,16934,2557,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6100,277.65714285714284,1,253223.31428571427,12,12,1,10281,2916,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6101,0.0,0,512717.22666666674,23,23,1,12991,3121,Mid-term,English,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6102,0.0,0,194263.52,11,11,1,11804,2892,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6103,0.0,0,721696.0,19,19,1,11851,3357,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6104,0.0,0,934705.9047619049,19,19,1,10756,3358,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6105,0.0,0,648313.1794285714,12,12,2,10725,2944,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6106,0.0,0,2324580.571428572,24,24,1,8533,5815,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6107,0.0,0,139464.192,17,17,2,5132,3783,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+6108,205.15733333333336,1,640090.8800000002,24,24,1,14226,2542,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6109,0.0,0,70998.56,3,3,1,1992,2564,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6110,117.32,1,28860.72,2,2,1,16539,2128,Long-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6111,176.62857142857143,1,130881.77142857145,19,19,1,18821,2192,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6112,0.0,0,206082.24,21,21,1,5388,2537,Short-term,English,AUTO RENEW,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+6113,937.4733333333334,1,1875884.14,23,23,1,10267,2403,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6114,0.0,0,426227.6571428572,13,13,1,10587,3939,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6115,0.0,0,184438.57142857145,11,11,2,10770,3111,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,True,True
+6116,282.2,1,502316.0,20,20,1,9448,3816,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6117,236.98666666666668,1,483452.8000000001,17,17,1,10482,3353,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6118,0.0,0,246711.77142857143,22,22,2,1171,3290,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6119,0.0,0,318854.26666666666,17,17,1,9186,2242,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6120,903.8333333333334,1,904737.1666666667,11,11,0,2172,2407,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+6121,0.0,0,200330.832,19,19,2,11349,3233,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+6122,0.0,0,17331.600000000002,5,5,1,6840,2002,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6123,310.45714285714286,1,302074.8,7,7,2,6331,3151,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6124,0.0,0,353618.62666666665,19,19,1,13022,4815,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6125,0.0,0,217280.00000000003,20,20,1,6627,2039,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6126,0.0,0,133201.60000000003,7,7,1,11530,4173,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6127,0.0,0,129709.0285714286,3,3,2,5608,3458,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6128,0.0,0,191840.00000000003,21,21,1,10831,2563,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6129,387.86057142857146,1,914575.2274285714,18,18,2,4449,2708,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+6130,0.0,0,96546.6,19,19,2,12186,4395,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+6131,0.0,0,500862.72,12,12,1,10800,2942,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6132,0.0,0,329432.380952381,20,20,1,6424,2742,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6133,0.0,0,641819.619047619,22,22,1,9172,3386,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6134,376.53333333333336,1,921753.6,18,18,1,10192,2854,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6135,136.66666666666666,1,241626.66666666663,17,17,1,17617,2326,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6136,0.0,0,46097.7,11,11,0,12414,2833,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+6137,0.0,0,56227.84,8,8,1,10984,2426,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6138,134.89333333333337,1,237951.84000000003,21,21,1,16722,2307,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6139,0.0,0,857478.9600000002,21,21,1,3931,3514,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6140,308.2266666666667,1,159661.41333333336,14,14,1,17483,4082,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6141,0.0,0,178431.52000000002,12,12,2,10465,3071,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+6142,866.8000000000001,1,1036692.8000000002,26,26,1,9916,2701,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6143,0.0,0,696361.8666666667,20,20,3,8761,3528,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,True,False,False,False,True
+6144,0.0,0,3695481.000000001,27,27,1,8670,3876,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6145,493.5245714285714,1,473783.58857142855,16,16,2,17664,3194,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6146,484.50133333333343,1,167152.96000000005,23,23,1,9721,2834,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6147,0.0,0,430522.8571428572,10,10,1,10817,2698,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6148,98.62666666666668,1,93202.2,21,21,1,15791,1936,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6149,0.0,0,898201.8000000002,18,18,2,14257,2298,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+6150,258.43333333333334,1,285568.8333333333,17,17,1,18682,1985,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6151,115.05333333333334,1,115973.76,36,36,1,12565,2104,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6152,0.0,0,175996.80000000002,12,12,1,5297,3071,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6153,0.0,0,287573.3333333334,16,16,1,12445,2077,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6154,0.0,0,598788.5973333332,17,17,1,9537,3318,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6155,0.0,0,526874.8800000001,21,21,1,4769,3602,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6156,0.0,0,92552.85714285716,3,3,1,11561,3073,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6157,0.0,0,1644775.6000000003,20,20,1,11335,5393,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6158,244.3009523809524,1,290229.53142857144,22,22,1,10117,2273,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6159,0.0,0,434385.6,20,20,1,9674,3172,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6160,0.0,0,102550.44800000002,22,22,1,10208,1893,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6161,0.0,0,278459.73333333334,14,14,2,11469,2040,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6162,0.0,0,170010.48,19,19,1,11926,2254,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6163,0.0,0,350969.14285714284,22,22,2,9264,2832,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6164,773.248,1,1322254.08,19,19,3,9551,2811,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,True,False,False,False,False,True,False,True
+6165,218.49523809523808,1,243185.2,21,21,1,16036,2492,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6166,0.0,0,258751.2,7,7,1,9582,2949,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6167,139.93333333333337,1,37782.00000000001,15,15,1,1310,2359,Short-term,English,NOTICE,PHONE,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+6168,0.0,0,91956.48,18,18,1,12551,2794,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6169,310.8666666666667,1,561114.3333333334,19,19,1,10543,2199,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6170,122.26933333333336,1,168731.68000000002,15,15,1,15353,1889,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6171,0.0,0,352992.64,13,13,2,4387,2581,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+6172,0.0,0,301993.43999999994,18,18,1,8441,2370,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6173,230.38666666666668,1,457087.1466666667,16,16,1,9916,3285,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6174,124.02,1,220755.6,20,20,1,1623,1903,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6175,0.0,0,338833.3333333334,19,19,1,9492,2752,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6176,0.0,0,252370.6666666667,19,19,0,13387,2286,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6177,0.0,0,103679.9238095238,22,22,2,10984,2913,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6178,0.0,0,533892.48,22,22,1,12018,3362,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6179,0.0,0,426973.06666666665,19,19,2,11349,3018,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+6180,0.0,0,390671.424,20,20,2,10695,2509,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+6181,0.0,0,76280.4761904762,25,25,2,9322,2077,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6182,296.7219047619048,1,331141.6457142857,18,18,1,17787,2562,Long-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6183,0.0,0,418746.6666666666,20,20,1,12004,3540,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6184,0.0,0,838705.92,18,18,1,13934,3177,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6185,0.0,0,176960.85333333336,16,16,1,8656,3104,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6186,135.22666666666666,1,50574.77333333332,17,17,1,16979,2311,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6187,503.68000000000006,1,90662.4,4,4,1,5156,3505,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6188,0.0,0,599938.7428571429,17,17,1,9186,3107,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6189,0.0,0,182422.24000000005,24,24,2,7515,2948,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+6190,0.0,0,570762.0800000001,17,17,1,13387,2774,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6191,0.0,0,255945.2,19,19,2,11408,2819,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6192,0.0,0,807819.8857142857,22,22,1,9112,2793,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6193,0.0,0,1227401.3333333333,25,25,1,8547,2986,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6194,0.0,0,685857.588,17,17,2,10465,1916,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+6195,0.0,0,96728.00000000004,15,15,1,8670,2577,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6196,0.0,0,312901.3333333333,20,20,1,13342,2159,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6197,0.0,0,170746.6666666667,20,20,1,9295,2077,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6198,0.0,0,3161301.173333334,28,28,1,11318,3095,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6199,0.0,0,261915.4571428572,23,23,2,11151,1836,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6200,0.0,0,238013.25333333333,19,19,2,6233,2235,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6201,0.0,0,67914.5142857143,12,12,1,5724,2119,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+6202,0.0,0,1727425.024,16,16,2,12796,2227,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+6203,0.0,0,1175602.5542857144,17,17,1,9643,3882,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6204,0.0,0,165325.86666666667,20,20,1,9582,2361,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6205,313.16190476190474,1,77350.99047619048,19,19,1,15200,3171,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6206,218.0133333333333,1,775255.4133333333,28,28,1,17252,3158,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6207,0.0,0,54322.26666666667,2,2,1,6123,3639,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6208,0.0,0,639662.8571428572,23,23,2,12048,2255,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6209,464.5866666666667,1,837185.1733333335,17,17,1,10117,3305,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6210,0.0,0,499650.2857142858,20,20,1,8792,2831,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6211,0.0,0,872071.2000000001,18,18,1,9035,3470,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6212,0.0,0,252898.8,21,21,1,11742,1999,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6213,0.0,0,136156.05714285714,13,13,2,17938,1763,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+6214,0.0,0,284001.11999999994,18,18,1,5639,1617,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6215,0.0,0,141896.90666666668,13,13,1,8912,3382,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6216,335.5809523809524,1,682571.6571428572,18,18,1,9916,3331,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6217,290.79761904761904,1,118645.42857142858,17,17,2,16661,2209,Long-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,True,False
+6218,0.0,0,298350.0,15,15,1,8882,3537,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6219,0.0,0,50548.68000000001,2,2,2,14452,2401,Long-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6220,0.0,0,916959.9238095238,17,17,1,9203,4044,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6221,629.0133333333333,1,106303.25333333333,13,13,1,9660,4146,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6222,187.12,1,165039.84,18,18,1,10055,2842,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6223,0.0,0,418131.168,21,21,1,4482,2063,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6224,0.0,0,274069.14285714284,17,17,1,13607,2225,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6225,0.0,0,392910.3333333333,5,5,0,9096,5729,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+6226,530.6228571428571,1,126288.24,2,2,1,9735,3852,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6227,0.0,0,143367.12,17,17,1,11227,1741,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6228,0.0,0,109672.57142857143,15,15,1,8396,1815,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6229,0.0,0,290475.9,22,22,1,2088,3083,Short-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+6230,0.0,0,184708.3333333333,10,10,2,8761,3366,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,True,False,False,False,False,True
+6231,147.11542857142857,1,51637.51542857143,13,13,2,21089,1602,Long-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6232,0.0,0,170012.00000000003,20,20,1,9186,2453,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6233,0.0,0,621967.9390476192,16,16,1,10192,3334,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6234,275.1840000000001,1,148599.36000000004,20,20,2,10025,3094,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+6235,0.0,0,113630.4,20,20,1,2355,2418,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6236,0.0,0,146583.6,4,4,1,11742,2255,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6237,0.0,0,895716.9,18,18,1,12370,3338,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+6238,0.0,0,95502.0,2,2,0,14087,2112,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+6239,405.39200000000005,1,214452.36800000005,23,23,1,15930,2523,Long-term,English,AUTO RENEW,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6240,0.0,0,328989.2571428572,11,11,1,10953,3159,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6241,0.0,0,409888.2666666667,14,14,1,9309,5208,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+6242,0.0,0,166656.0,15,15,1,9172,2551,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6243,0.0,0,342094.6285714286,9,9,2,8912,3546,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+6244,0.0,0,110101.82857142856,6,6,1,11516,1846,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6245,0.0,0,138549.77333333337,19,19,1,14909,2335,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6246,0.0,0,548041.1733333333,26,26,2,11714,2405,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6247,275.2666666666667,1,70193.00000000001,15,15,1,15068,3745,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6248,0.0,0,948736.88,19,19,1,9065,2996,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6249,0.0,0,1134216.72,15,15,3,13189,2952,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,True,False,False,False,False,True,False,True
+6250,0.0,0,290902.8571428572,15,15,1,8973,2506,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6251,0.0,0,1447638.6666666667,20,20,1,10587,2957,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6252,0.0,0,193042.2857142857,17,17,1,10404,2283,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6253,0.0,0,333742.8571428571,15,15,1,10848,2521,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,True,False,False,False,False,False,False,False,False
+6254,0.0,0,765336.0,20,20,0,8747,3118,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+6255,0.0,0,402543.3714285715,23,23,1,11257,2514,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6256,0.0,0,278666.6666666667,19,19,1,6324,2837,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6257,0.0,0,209923.2,20,20,1,9387,1921,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+6258,0.0,0,723128.3200000001,8,8,1,8912,5746,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6259,0.0,0,506558.08,21,21,2,8717,3055,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+6260,751.0666666666667,1,1297843.2000000002,18,18,1,10131,2464,Mid-term,European,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6261,0.0,0,372800.00000000006,10,10,1,8959,2517,Mid-term,Unknown,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,False,False
+6262,0.0,0,187568.0,20,20,1,12139,3453,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6263,0.0,0,514706.4000000001,18,18,1,9523,3352,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6264,0.0,0,2302150.5000000005,23,23,1,10786,3028,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6265,124.628,1,139707.98799999998,19,19,1,10281,2749,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6266,0.0,0,478053.3333333334,25,25,1,13617,2325,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6267,0.0,0,295347.0742857143,19,19,1,12521,2789,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6268,0.0,0,465349.5000000001,15,15,1,8990,3417,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6269,0.0,0,656292.0000000001,25,25,3,8286,2649,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+6270,0.0,0,869470.2293333334,16,16,1,9568,3799,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6271,0.0,0,151304.2514285714,13,13,1,4364,2160,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6272,0.0,0,288707.2,21,21,1,13951,2114,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6273,0.0,0,417152.4000000001,7,7,2,8820,2845,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+6274,763.0628571428571,1,1053026.7428571428,23,23,2,14544,4432,Long-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6275,0.0,0,51418.98666666667,7,7,2,10465,2767,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+6276,0.0,0,900945.6,17,17,1,9172,1816,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+6277,0.0,0,478643.84,17,17,1,10343,3270,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6278,0.0,0,244087.36,17,17,2,10831,3154,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+6279,287.8,1,208942.8,11,11,1,4826,2105,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6280,304.4166666666667,1,306852.0,18,18,2,16522,1885,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+6281,0.0,0,238379.88571428577,15,15,1,11135,2831,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6282,0.0,0,114080.0,16,16,2,11500,2196,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+6283,192.0533333333333,1,32264.960000000003,7,7,1,8898,1910,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6284,78.32000000000001,1,162122.40000000002,15,15,2,27479,1595,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+6285,724.0133333333333,1,897052.5199999999,21,21,1,10208,3207,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6286,0.0,0,693253.0800000002,15,15,1,3357,3173,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6287,620.7314285714285,1,150217.0057142857,11,11,3,6847,3208,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,True,False,False,False,False,False,True,False
+6288,0.0,0,218047.8857142857,5,5,1,9916,3540,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6289,0.0,0,19888.2,3,3,0,14257,2799,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+6290,0.0,0,397518.17142857146,12,12,1,8973,3166,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+6291,486.86666666666673,1,408968.0,21,21,2,10039,1923,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+6292,0.0,0,286136.4,15,15,1,8761,2769,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6293,0.0,0,789436.6190476192,47,47,0,8792,2587,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+6294,717.7,1,172248.00000000003,12,12,1,18913,3865,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6295,0.0,0,249322.17142857148,12,12,2,13465,3720,Mid-term,Asian,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6296,0.0,0,121578.0,21,21,1,10008,2730,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6297,0.0,0,157205.42857142858,15,15,1,8837,3349,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6298,0.0,0,30631.46666666667,2,2,1,10390,2133,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6299,0.0,0,443642.4,19,19,1,9843,3352,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6300,0.0,0,167031.42857142858,18,18,1,2490,3586,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6301,454.6285714285716,1,850155.4285714288,22,22,1,11592,3433,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6302,0.0,0,1655229.3333333335,19,19,1,9478,2887,Mid-term,English,NOTICE,MAIL,101-500,Standard,True,False,False,False,False,False,False,False,False,False,True
+6303,0.0,0,698175.3333333334,20,20,1,12079,2533,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6304,0.0,0,285398.4,20,20,3,10117,1993,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+6305,529.2,1,325987.20000000007,14,14,1,10222,3094,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6306,0.0,0,564446.4,6,6,1,4865,4527,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6307,0.0,0,182818.00000000003,19,19,1,7165,2897,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6308,0.0,0,190320.21333333332,19,19,1,10800,2435,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6309,716.2666666666668,1,1607302.4,17,17,1,5464,3860,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6310,0.0,0,2664836.416666667,49,49,0,1321,2942,Short-term,Unknown,AUTO RENEW,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+6311,0.0,0,526392.8685714286,22,22,3,13039,1892,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+6312,233.7904761904762,1,100997.48571428572,3,3,1,6423,2602,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6313,0.0,0,383952.0,19,19,1,9157,2650,Mid-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6314,1116.7,1,178672.0,10,10,0,1261,2334,Short-term,English,AUTO RENEW,BRANCH (PHONE),101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+6315,194.0342857142857,1,53553.462857142855,6,6,2,15433,2085,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+6316,0.0,0,686120.2285714287,18,18,1,9278,3896,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6317,0.0,0,126444.64,21,21,1,10039,2739,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6318,232.1180952380953,1,404581.84,21,21,2,18105,2206,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+6319,0.0,0,325596.384,18,18,2,11592,2786,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+6320,459.0,1,192780.0,21,21,1,9721,5626,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6321,0.0,0,41008.19047619048,10,10,1,8493,3187,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6322,0.0,0,30141.15,5,5,0,9004,3036,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,False
+6323,0.0,0,791712.0000000001,24,24,1,9568,2803,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6324,181.85333333333332,1,155484.6,19,19,1,9888,2788,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+6325,1416.5333333333335,1,995822.9333333336,19,19,1,9431,2377,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+6326,225.08000000000004,1,486172.8000000001,20,20,2,19444,3231,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+6327,0.0,0,399717.5123809524,19,19,1,3305,3755,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6328,0.0,0,679669.7599999999,14,14,1,10404,2809,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6329,0.0,0,260507.37142857144,19,19,1,13739,3446,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6330,0.0,0,700867.142857143,10,10,0,3956,3304,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+6331,0.0,0,326177.28,22,22,1,4368,3845,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6332,0.0,0,1731260.96,22,22,1,10069,2749,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6333,772.2666666666668,1,1380812.8,12,12,1,15991,4880,Long-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+6334,0.0,0,509223.3142857143,22,22,2,17238,2183,Long-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6335,0.0,0,630220.8000000002,24,24,2,11090,3167,Mid-term,Unknown,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6336,0.0,0,287978.5333333333,22,22,1,11469,2234,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6337,0.0,0,1225947.84,18,18,1,3553,6756,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6338,173.0533333333333,1,149518.08,16,16,1,14664,2698,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6339,0.0,0,257320.21333333335,11,11,1,14422,3648,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6340,0.0,0,445322.0266666667,17,17,1,10587,2898,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6341,0.0,0,2786965.76,20,20,2,18821,6697,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+6342,0.0,0,233467.2,12,12,1,9356,3068,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6343,0.0,0,1703142.0,9,9,0,16278,3035,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+6344,0.0,0,565844.4,9,9,1,9203,3586,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6345,0.0,0,3638.96,2,2,1,7418,2359,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6346,0.0,0,340134.91200000007,16,16,1,9112,4209,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6347,0.0,0,1445574.0,21,21,1,1541,3868,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6348,0.0,0,222635.4,17,17,1,8717,2302,Mid-term,English,AUTO RENEW,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+6349,0.0,0,30319.432000000004,17,17,1,1261,2203,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6350,153.65714285714287,1,82974.85714285714,20,20,2,18562,2028,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6351,0.0,0,1733301.0,15,15,1,12961,3646,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6352,0.0,0,261497.6000000001,16,16,2,6526,2214,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+6353,191.9066666666667,1,62753.48,3,3,1,10281,2891,Mid-term,Unknown,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6354,0.0,0,82180.8,20,20,1,8455,2485,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6355,0.0,0,309862.7504761904,22,22,2,10172,2732,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6356,0.0,0,426064.0,15,15,1,8564,2803,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6357,0.0,0,214941.65333333332,5,5,1,9874,3416,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6358,0.0,0,335247.1238095238,17,17,1,9082,3999,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6359,0.0,0,561184.0000000001,6,6,0,3146,2586,Short-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+6360,0.0,0,76739.50000000001,15,15,2,11104,1837,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+6361,0.0,0,149276.0,14,14,2,11074,2067,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6362,0.0,0,283751.25333333336,16,16,1,9902,3636,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6363,0.0,0,1285053.7142857143,20,20,1,10587,3928,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6364,0.0,0,158311.54285714286,18,18,2,10587,2464,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6365,0.0,0,690438.1714285715,18,18,1,8441,2375,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6366,0.0,0,728950.0,14,14,0,9035,2917,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+6367,408.512,1,589891.328,19,19,2,22566,1999,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+6368,0.0,0,44885.03999999999,1,1,1,3950,3567,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6369,0.0,0,125293.35,7,7,0,5339,2179,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+6370,0.0,0,693948.0380952382,19,19,1,8898,2695,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6371,108.0912,1,112090.5744,17,17,2,2873,2244,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+6372,0.0,0,100971.42857142858,20,20,2,13509,4544,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6373,0.0,0,193712.4205714286,9,9,2,8717,4016,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+6374,0.0,0,244032.0000000001,15,15,1,9478,4396,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6375,0.0,0,193385.76,6,6,1,5862,3187,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+6376,0.0,0,1114371.2914285716,16,16,1,9523,3709,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6377,0.0,0,421434.624,17,17,1,9827,2804,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6378,0.0,0,413996.8000000001,21,21,1,10451,2188,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6379,0.0,0,363632.91428571433,18,18,1,8973,3055,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6380,339.80333333333334,1,329269.43,19,19,2,10192,2914,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+6381,0.0,0,123826.56,3,3,1,11060,2807,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6382,0.0,0,258592.2857142857,23,23,1,12079,2992,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6383,121.65333333333334,1,254985.38666666663,16,16,2,13661,2172,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+6384,0.0,0,697170.2400000001,24,24,1,8761,3468,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6385,0.0,0,347610.24,18,18,1,7617,3199,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6386,0.0,0,640109.4857142856,18,18,1,8929,3182,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6387,0.0,0,1348222.4,21,21,1,11151,2860,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6388,0.0,0,136671.16190476192,19,19,2,10100,3640,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+6389,374.496,1,988669.44,22,22,2,14361,2524,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+6390,0.0,0,322106.24,14,14,3,9186,4542,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,True,False,True
+6391,130.42666666666668,1,63909.066666666666,14,14,1,17787,2262,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6392,0.0,0,1365018.7200000002,23,23,4,14149,3523,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,True,False,True,False,True
+6393,0.0,0,1532421.0,22,22,3,12688,3039,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,True,True,False,False,False,False,False,True
+6394,0.0,0,327391.7142857143,19,19,1,12930,3671,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6395,0.0,0,475401.1428571429,22,22,2,8820,2261,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6396,0.0,0,237439.92380952387,20,20,1,2804,2649,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6397,0.0,0,107853.44000000002,4,4,1,8806,2927,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6398,0.0,0,354722.4986666666,23,23,2,2444,3054,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+6399,0.0,0,783626.6666666669,20,20,1,11973,2932,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6400,0.0,0,1555398.0,13,13,0,8594,4477,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+6401,0.0,0,49752.5,7,7,1,8547,2091,Mid-term,Asian,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,False
+6402,219.7714285714286,1,127467.4285714286,20,20,1,10664,2501,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6403,201.0666666666667,1,401128.00000000006,19,19,1,10208,2985,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6404,0.0,0,1329123.6,21,21,1,11439,3326,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6405,0.0,0,703024.1523809523,17,17,2,13934,3106,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+6406,0.0,0,347389.3333333333,20,20,2,13495,2210,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+6407,382.5033333333334,1,448676.41,23,23,2,17969,2131,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+6408,120.17333333333336,1,271591.7333333334,20,20,1,14330,2157,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6409,1347.753333333333,1,1293843.2,15,15,8,10281,3049,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,False,True,True,True,True,True,True,True
+6410,122.76,1,230911.56,19,19,1,10208,2183,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6411,0.0,0,306852.3428571429,18,18,1,11213,1838,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6412,0.0,0,292556.16,18,18,1,10725,2526,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6413,324.7047619047619,1,697141.1238095238,19,19,1,15504,3253,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6414,0.0,0,673276.032,12,12,1,10770,2737,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6415,250.7238095238096,1,742393.2000000001,21,21,1,11608,2723,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6416,245.82857142857145,1,324493.71428571426,20,20,1,18720,2688,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6417,224.7786666666667,1,593415.6800000002,24,24,1,10343,2697,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6418,0.0,0,222806.9376000001,18,18,2,14043,2619,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+6419,0.0,0,62101.94285714286,12,12,1,4491,3244,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6420,0.0,0,71104.00000000001,6,6,1,7869,3353,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6421,0.0,0,681721.6428571428,23,23,0,16111,2308,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+6422,0.0,0,2305536.0,16,16,0,8625,5024,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+6423,0.0,0,130416.57142857143,23,23,1,13661,2281,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6424,493.61866666666674,1,1018828.9280000002,24,24,3,4554,2870,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,True,True,False,False,False,False,False,True
+6425,0.0,0,349651.92,17,17,1,11622,3375,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+6426,0.0,0,265769.8133333333,16,16,1,11349,2904,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+6427,0.0,0,74416.15238095238,16,16,1,11953,2442,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6428,0.0,0,1336376.64,18,18,2,12838,3763,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+6429,0.0,0,5334160.0,23,23,2,9551,3209,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,True,True
+6430,0.0,0,60115.88571428571,6,6,1,5367,3586,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6431,0.0,0,1284384.816,17,17,2,14695,2930,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+6432,190.08,1,47900.16,18,18,2,22306,2872,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+6433,0.0,0,1043935.6200000002,29,29,1,4217,2916,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6434,0.0,0,255338.7200000001,14,14,1,13083,3320,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6435,0.0,0,402872.0800000001,15,15,1,12657,2922,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6436,406.6095238095238,1,128082.0,21,21,2,10086,3840,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+6437,0.0,0,37201.920000000006,8,8,1,13540,2414,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6438,74.93733333333333,1,224812.0,20,20,2,14438,2022,Long-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+6439,0.0,0,170038.85714285713,15,15,1,10222,3316,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6440,2082.6,1,2057608.8,19,19,7,10100,3660,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,True,True,True,True,True,False,True
+6441,0.0,0,418281.9428571429,9,9,2,3454,3340,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+6442,250.45714285714288,1,662709.6000000001,18,18,1,16828,2721,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6443,0.0,0,969433.92,12,12,1,9112,2441,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+6444,0.0,0,377432.38095238095,25,25,1,4371,2672,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6445,0.0,0,546776.5333333334,20,20,1,8778,2929,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6446,354.5714285714286,1,74105.42857142858,19,19,1,19522,3467,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6447,0.0,0,843261.76,22,22,1,9295,5712,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6448,0.0,0,57153.6,14,14,1,8851,2320,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6449,0.0,0,41762.0,3,3,0,9309,2555,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+6450,0.0,0,923711.6571428572,15,15,1,8851,4070,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6451,0.0,0,236020.57142857145,12,12,1,8503,3233,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6452,0.0,0,142732.80000000002,18,18,1,10953,3463,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6453,0.0,0,60106.80000000001,18,18,1,8656,1978,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6454,170.08,1,127219.84,17,17,2,10633,1797,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+6455,369.2533333333334,1,252569.28000000003,19,19,1,9735,4707,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6456,162.74666666666667,1,173487.94666666668,13,13,1,4412,2593,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6457,0.0,0,67970.93333333333,8,8,0,2606,1691,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+6458,0.0,0,829137.6533333336,47,47,1,9234,2630,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6459,650.8666666666668,1,748496.6666666669,23,23,1,4947,2259,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6460,0.0,0,249024.0000000001,18,18,1,2446,2166,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6461,1280.2399999999998,1,506975.0399999999,22,22,5,15626,4287,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,True,True,False,False,False,True,True
+6462,0.0,0,258195.3523809524,17,17,1,11804,2527,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6463,0.0,0,285944.43428571435,11,11,1,11415,3098,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6464,502.33333333333337,1,1033299.6666666667,17,17,0,9796,3806,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6465,0.0,0,1964500.6933333331,19,19,1,4902,4503,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6466,0.0,0,42376.31999999999,20,20,1,11043,2648,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6467,0.0,0,839908.4266666668,19,19,1,10970,2615,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6468,715.0,1,1051050.0,15,15,6,15975,2390,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,True,True,True,True,True,False,False,True
+6469,225.76,1,216729.6,10,10,1,10298,3238,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6470,0.0,0,193797.12,18,18,2,10496,3432,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,True,False,False,False,False,True
+6471,0.0,0,291908.4,19,19,1,9172,2674,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6472,308.4533333333334,1,295806.7466666667,7,7,1,12657,2505,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+6473,0.0,0,80940.72380952381,19,19,1,12079,2254,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6474,0.0,0,182036.64761904767,13,13,1,9434,2247,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6475,0.0,0,1082071.4666666668,22,22,1,11196,3347,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6476,289.2,1,419050.8,21,21,2,13295,3887,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,True,False,True
+6477,0.0,0,250499.2,7,7,1,8441,2453,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6478,0.0,0,475834.6666666666,20,20,2,5600,2800,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6479,198.0952380952381,1,356571.4285714286,18,18,1,15214,2346,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6480,0.0,0,212683.52,16,16,1,9172,2315,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+6481,823.8666666666668,1,1120458.6666666667,20,20,2,9902,5144,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,True,False,True
+6482,0.0,0,234185.38666666672,19,19,1,9172,2898,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6483,0.0,0,152503.38133333335,8,8,1,13586,3607,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6484,372.0761904761905,1,386959.2380952381,20,20,1,9782,3593,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6485,0.0,0,27883.45,1,1,0,8608,2644,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+6486,0.0,0,203671.60000000003,11,11,1,12247,2468,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6487,0.0,0,647075.5200000001,21,21,1,1349,2612,Short-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6488,0.0,0,97897.80000000002,14,14,1,12735,2150,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6489,0.0,0,364891.2,20,20,2,13039,2565,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+6490,480.5142857142857,1,792368.0571428571,17,17,1,9568,4370,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6491,0.0,0,712654.2857142857,18,18,0,10496,2787,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+6492,0.0,0,1006591.0994285716,17,17,2,13203,2842,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,True,False,False,False,False,False,False,True
+6493,1023.3302857142858,1,1391729.1885714289,20,20,3,3942,5627,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+6494,0.0,0,423280.0,15,15,1,10770,2371,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6495,0.0,0,987748.8000000004,21,21,3,9582,3369,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+6496,0.0,0,568668.1333333333,17,17,1,8747,3136,Mid-term,English,NOTICE,PHONE,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+6497,0.0,0,81131.58857142857,9,9,1,8625,2838,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6498,0.0,0,381821.4400000001,4,4,1,2411,2065,Short-term,English,AUTO RENEW,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6499,228.9714285714286,1,785829.942857143,24,24,1,4929,2567,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6500,1596.486666666667,1,1123926.6133333333,16,16,3,2481,3441,Short-term,European,AUTO RENEW,PHONE,101-500,Premier,True,True,False,True,False,False,False,False,False,True,True
+6501,202.33333333333331,1,65556.0,18,18,2,19413,2998,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,True,False,False,False,False,False,True
+6502,0.0,0,110537.63809523812,13,13,1,5736,3696,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+6503,0.0,0,823366.4266666668,22,22,1,8118,4507,Mid-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6504,1357.1168000000002,1,1974604.9440000004,15,15,3,16477,5380,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+6505,0.0,0,318487.12000000005,14,14,1,8761,3025,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6506,0.0,0,141140.26666666666,11,11,1,2857,2568,Short-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6507,0.0,0,1146474.5600000003,21,21,1,3666,3275,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6508,0.0,0,452191.6038095239,22,22,1,8503,3561,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6509,0.0,0,752915.7999999999,14,14,1,6603,6573,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6510,0.0,0,249156.66285714283,22,22,1,9582,2569,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6511,0.0,0,246119.46666666667,20,20,2,9387,3349,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+6512,0.0,0,155781.76,19,19,1,6248,2675,Short-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6513,0.0,0,603091.9999999999,20,20,1,3159,3027,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6514,0.0,0,45690.18666666667,19,19,1,13387,2046,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6515,281.44761904761907,1,664216.3809523811,20,20,1,10267,2943,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6516,0.0,0,68888.0,20,20,1,9370,3277,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6517,691.3333333333334,1,1023173.3333333334,10,10,2,10312,2342,Mid-term,English,NOTICE,WEB,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+6518,232.29333333333332,1,527770.4533333334,16,16,1,16450,2116,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6519,0.0,0,139737.55714285717,11,11,0,3040,4039,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+6520,526.2,1,434115.00000000006,25,25,1,9021,2004,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6521,543.2666666666668,1,912688.0,24,24,1,5019,3151,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6522,331.58666666666664,1,291796.26666666666,20,20,1,21105,4321,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6523,163.44761904761907,1,101500.97142857144,9,9,1,9704,2098,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6524,127.10666666666668,1,163586.28,11,11,1,16767,2228,Long-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6525,195.26666666666668,1,231976.8,22,22,1,17801,2926,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6526,0.0,0,450662.4,18,18,1,1685,2350,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6527,0.0,0,86430.0,18,18,1,10573,2893,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6528,0.0,0,905795.28,18,18,1,13892,2894,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6529,0.0,0,359698.5142857143,12,12,1,11060,3053,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6530,0.0,0,109002.45942857144,16,16,4,5010,2230,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,True,False,False,False,False,True,False,True
+6531,0.0,0,250086.6133333333,19,19,1,9112,2824,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6532,0.0,0,92342.18666666668,2,2,1,9902,2664,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6533,0.0,0,69675.32,11,11,1,11439,2845,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6534,0.0,0,227634.8,4,4,0,9157,2761,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+6535,0.0,0,64768.0,24,24,1,10709,2135,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6536,153.70666666666668,1,314637.5466666667,23,23,2,9660,2500,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+6537,0.0,0,302577.60000000003,8,8,2,5723,2454,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+6538,0.0,0,1776952.3200000003,18,18,2,8717,5785,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6539,0.0,0,184079.808,17,17,2,13495,3493,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+6540,0.0,0,311177.01333333337,13,13,1,12065,3003,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6541,0.0,0,64098.600000000006,9,9,1,11530,2478,Mid-term,Asian,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6542,0.0,0,168524.57142857145,19,19,1,11728,2556,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6543,489.06,1,729188.46,21,21,1,13678,2210,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,False
+6544,0.0,0,873757.2480000003,18,18,2,4208,3149,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+6545,0.0,0,130846.66666666669,25,25,1,9126,2901,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6546,0.0,0,236507.2,12,12,2,12473,2830,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+6547,0.0,0,637083.6000000001,18,18,1,3256,3425,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6548,0.0,0,195661.44,18,18,1,9096,1997,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6549,0.0,0,682073.28,21,21,1,4225,3336,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6550,0.0,0,555613.5619047619,19,19,1,9021,2392,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6551,0.0,0,315025.2,18,18,1,13175,3581,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6552,0.0,0,252583.46666666667,4,4,1,12108,3598,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6553,0.0,0,404974.08,16,16,1,12626,2983,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6554,0.0,0,572114.7428571428,24,24,1,9112,2763,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6555,0.0,0,206955.84,13,13,1,9902,3190,Mid-term,European,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6556,260.17333333333335,1,573422.0266666667,38,38,0,10008,2566,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+6557,0.0,0,488699.5,15,15,0,8594,4181,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6558,0.0,0,183863.68,3,3,1,1187,2896,Short-term,English,AUTO RENEW,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6559,0.0,0,238636.96,19,19,1,10451,2324,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6560,0.0,0,186615.00000000003,25,25,2,12247,2886,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6561,228.48,1,112412.16,12,12,1,10008,3266,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6562,301.96190476190475,1,163059.42857142858,18,18,1,18699,3090,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6563,0.0,0,224483.8095238096,20,20,1,9295,2389,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6564,342.51428571428573,1,674068.1142857143,16,16,1,16614,3381,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6565,0.0,0,353722.4,17,17,1,8717,2644,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6566,0.0,0,346861.23333333334,13,13,0,2948,2557,Short-term,English,NOTICE,PHONE,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+6567,421.9666666666667,1,192416.8,12,12,1,11213,2654,Mid-term,Asian,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6568,0.0,0,1862692.9904761903,20,20,1,11196,4372,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6569,190.53333333333336,1,401263.20000000007,18,18,1,9964,2292,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6570,0.0,0,4078412.8,28,28,1,11714,3186,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6571,0.0,0,244454.17142857143,17,17,1,9186,2871,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6572,0.0,0,327943.20000000007,18,18,1,5584,3796,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6573,0.0,0,52981.71428571429,18,18,1,11363,3036,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6574,0.0,0,258204.2857142857,15,15,1,10587,2949,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6575,185.09333333333333,1,350196.58666666667,22,22,2,13972,2821,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+6576,0.0,0,509564.8000000001,15,15,1,10587,2205,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6577,0.0,0,372693.75,12,12,0,9172,3298,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+6578,0.0,0,571430.16,18,18,1,9172,3137,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6579,0.0,0,134583.42857142858,15,15,1,12535,2117,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6580,416.9142857142857,1,218880.0,15,15,1,9674,3914,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6581,0.0,0,288108.8,21,21,1,11926,2682,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6582,466.152380952381,1,293676.0,21,21,1,15671,4267,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6583,0.0,0,417190.0571428571,19,19,1,9248,2944,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6584,0.0,0,2621.44,1,1,1,11090,2045,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6585,0.0,0,18475.392,1,1,2,10770,2947,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+6586,0.0,0,254850.4,17,17,1,12309,3119,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6587,234.496,1,139290.62399999998,22,22,4,9978,1927,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,True,True,False,False,False,False,True,False,True
+6588,0.0,0,86615.99999999999,9,9,2,13800,2240,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6589,284.40000000000003,1,140778.00000000003,11,11,1,18974,1509,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+6590,0.0,0,110821.6,7,7,1,11912,2293,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6591,271.9761904761905,1,57115.0,5,5,1,14135,2486,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+6592,219.5809523809524,1,299728.0,13,13,1,17071,2500,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+6593,0.0,0,80650.26666666666,13,13,1,11592,2741,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+6594,0.0,0,795005.12,24,24,1,11714,3195,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6595,253.6190476190476,1,426080.0,16,16,2,17452,2744,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+6596,0.0,0,1693174.866666667,19,19,1,12688,3496,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6597,0.0,0,99061.38666666669,13,13,4,4560,3713,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,True,True,True
+6598,119.86666666666666,1,43152.0,15,15,1,10281,1540,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6599,212.9333333333333,1,173753.59999999998,17,17,1,10319,3106,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6600,337.04761904761904,1,845315.4285714285,19,19,1,5742,3342,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6601,0.0,0,43531.6,6,6,1,13175,2442,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6602,0.0,0,213316.8,12,12,2,13373,2842,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+6603,695.3666666666668,1,2086100.0000000005,24,24,1,10208,3774,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6604,0.0,0,572977.0666666667,20,20,1,9143,3083,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6605,381.8133333333334,1,99271.46666666667,10,10,2,18061,2881,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+6606,0.0,0,638481.4800000001,18,18,1,13434,2820,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6607,0.0,0,125005.76000000002,22,22,2,10953,2067,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6608,0.0,0,296321.980952381,17,17,1,13861,2346,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6609,762.3809523809524,1,1158819.0476190476,19,19,1,10192,6390,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6610,0.0,0,1059146.66,15,15,2,3845,4815,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+6611,0.0,0,165402.01600000003,20,20,2,11074,3286,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+6612,379.0304761904761,1,961979.3485714284,47,47,2,4187,3016,Short-term,English,AUTO RENEW,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,True,True
+6613,0.0,0,432963.4285714286,18,18,1,5303,3256,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6614,0.0,0,809293.6,19,19,1,9660,3676,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6615,584.7,1,514536.0,20,20,1,10025,3321,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6616,0.0,0,544819.2,24,24,1,10496,2863,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6617,0.0,0,151130.0,15,15,1,9021,2105,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6618,0.0,0,359368.00000000006,15,15,1,8778,3887,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6619,361.352380952381,1,803286.3428571429,19,19,1,10678,3516,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6620,342.1833333333333,1,437994.6666666666,20,20,0,12674,2528,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+6621,341.1809523809524,1,452405.9428571429,17,17,1,9660,3371,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6622,0.0,0,485961.7371428572,18,18,3,10526,2070,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+6623,0.0,0,930723.2000000002,24,24,1,10939,2955,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6624,0.0,0,930723.2000000002,24,1,1,10939,3770,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6625,0.0,0,158122.60799999995,21,21,3,11196,1507,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,True,False,False,False,False,False,True,True
+6626,200.6095238095238,1,103915.73333333334,7,7,2,15030,2364,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6627,0.0,0,369170.2857142857,20,20,2,12473,4318,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6628,0.0,0,742594.3695238096,11,11,1,2186,4341,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6629,2368.333333333333,1,5328750.0,18,18,1,9660,2866,Mid-term,European,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,True,False,False
+6630,200.13333333333333,1,187324.8,18,18,1,14664,1951,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6631,0.0,0,697383.7142857144,17,17,1,1462,2954,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6632,0.0,0,398932.8000000001,21,21,1,11881,2024,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6633,0.0,0,301746.8571428571,6,6,1,4774,4060,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6634,187.42857142857144,1,281142.8571428572,15,15,1,18640,2270,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6635,0.0,0,367292.79999999993,19,19,1,8761,2340,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6636,0.0,0,327362.0,15,15,1,10984,3261,Mid-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6637,0.0,0,145738.51428571428,23,23,1,10923,2819,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6638,0.0,0,272353.3714285714,18,18,1,1233,2972,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6639,377.4666666666667,1,847035.2000000002,17,17,1,10557,3632,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6640,0.0,0,98416.032,1,1,2,15718,3862,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+6641,0.0,0,537220.5333333333,20,20,1,9431,3596,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6642,0.0,0,200572.47619047613,5,5,1,12796,5217,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6643,0.0,0,650558.48,22,22,1,11653,3388,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6644,0.0,0,118333.8,13,13,1,12217,2997,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6645,0.0,0,347642.00000000006,20,20,1,9735,1631,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6646,0.0,0,1004191.6,15,15,1,10222,3392,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6647,0.0,0,550830.0,21,21,1,8990,3424,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+6648,0.0,0,511894.2857142858,18,18,1,10100,3644,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6649,0.0,0,280806.0,15,15,1,10253,3181,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6650,0.0,0,952185.0,19,19,1,4518,3207,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+6651,0.0,0,501436.416,16,16,3,9509,2617,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+6652,0.0,0,249215.63333333327,13,13,1,12445,3817,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6653,0.0,0,230035.8857142857,18,18,2,11243,2293,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6654,360.5866666666666,1,650498.3466666666,22,22,1,16614,2772,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6655,252.16,1,617287.68,17,17,1,10512,2217,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6656,0.0,0,200649.60000000003,8,8,1,10208,3779,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6657,0.0,0,516492.6,21,21,1,10496,2891,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6658,0.0,0,133942.80000000002,18,18,0,8564,3576,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+6659,0.0,0,378000.48,18,18,1,13203,2430,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6660,754.0952380952381,1,126688.0,7,7,1,9994,6331,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6661,321.61904761904765,1,42453.71428571429,12,12,1,9126,2770,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+6662,0.0,0,629674.2857142857,12,12,1,9186,3542,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+6663,0.0,0,633337.4171428572,32,32,2,11349,1984,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+6664,536.3904,1,968184.672,19,19,2,16156,2687,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+6665,0.0,0,2440888.3200000003,8,8,1,8594,4264,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6666,0.0,0,558479.4133333332,19,19,1,16036,4426,Long-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6667,0.0,0,241387.5,25,25,1,4532,1891,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6668,261.92380952380955,1,325309.37142857147,9,9,1,11304,2804,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6669,0.0,0,155263.68,13,13,3,3695,3088,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,True,False,False,False,False,False,False,True
+6670,110.224,1,182200.272,19,19,2,13144,1867,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+6671,287.0746666666668,1,537403.7760000002,24,24,1,13892,2057,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6672,0.0,0,1048312.0266666668,22,22,1,11547,3134,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6673,439.84,1,1182289.92,21,21,1,9782,3178,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6674,0.0,0,69522.73714285715,19,19,1,11349,2478,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6675,0.0,0,343855.20000000007,9,9,1,7051,2445,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6676,0.0,0,92296.0,20,20,1,11363,2501,Mid-term,English,NOTICE,WEB,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+6677,0.0,0,3296196.8866666663,19,19,1,10512,2892,Mid-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6678,0.0,0,430080.00000000006,20,20,1,9796,2499,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6679,0.0,0,845297.3714285714,24,24,1,9478,2898,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6680,0.0,0,167713.33333333334,10,10,1,9902,2487,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6681,0.0,0,461724.0,18,18,1,8656,2613,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6682,0.0,0,286817.14285714284,13,13,0,9248,2332,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6683,0.0,0,344127.4571428571,19,19,1,8761,3952,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6684,0.0,0,83334.16,21,21,1,13617,4052,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6685,0.0,0,889167.9085714286,24,24,1,8731,3545,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+6686,0.0,0,723552.0,12,12,1,1578,2984,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6687,0.0,0,951568.8000000002,16,16,1,10359,2711,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6688,0.0,0,859531.0285714286,23,23,1,9325,3104,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6689,0.0,0,422089.30400000006,21,21,1,10725,2268,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6690,0.0,0,1528908.3333333333,13,13,1,7267,2853,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6691,356.03333333333336,1,166623.60000000003,6,6,1,12657,3842,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,True,False,False
+6692,0.0,0,1457016.0,15,15,1,8670,3187,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6693,0.0,0,385853.6666666667,14,14,0,10817,3091,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,False
+6694,0.0,0,914918.4,16,16,2,9537,3494,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+6695,0.0,0,3034012.8000000003,23,23,0,5791,2905,Short-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+6696,0.0,0,531215.6799999999,19,19,3,10984,2963,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,True,False,False,False,False,False,True
+6697,0.0,0,3156405.0,18,18,0,18883,3424,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+6698,213.71466666666663,1,52573.808,2,2,2,15322,2489,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6699,0.0,0,214988.8,19,19,1,3388,2709,Short-term,English,NOTICE,PHONE,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+6700,0.0,0,1129982.4,18,18,1,8820,4497,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6701,0.0,0,459972.2666666667,19,19,1,11561,2476,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6702,0.0,0,730863.4666666668,13,13,1,2832,2982,Short-term,English,NOTICE,PHONE,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+6703,0.0,0,1633333.65,17,17,1,11012,3014,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,True,False
+6704,0.0,0,1024557.3333333336,25,25,1,5635,3067,Short-term,Asian,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6705,0.0,0,625232.0000000001,15,15,1,3263,2782,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6706,0.0,0,415214.0571428572,19,19,2,13373,2934,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6707,0.0,0,822699.68,22,22,1,10633,4064,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6708,755.648,1,918867.968,16,16,3,18409,4150,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,True,True
+6709,0.0,0,503912.4133333335,17,17,1,6053,2611,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6710,0.0,0,175481.97333333333,19,19,1,8731,1966,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6711,0.0,0,54166.28571428571,9,9,1,14330,2061,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6712,0.0,0,368331.4666666667,19,19,1,8700,1926,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6713,0.0,0,110112.0,18,18,0,10526,3118,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6714,0.0,0,874740.5714285714,20,20,1,9051,3802,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6715,0.0,0,406054.6285714285,18,18,1,11196,2898,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6716,273.4666666666667,1,292609.3333333334,10,10,1,8045,2886,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6717,0.0,0,609024.0,16,16,1,10923,3924,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6718,0.0,0,168747.42857142858,13,13,1,12718,1960,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6719,0.0,0,573758.64,18,18,1,13356,3274,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6720,598.8000000000001,1,366465.6,17,17,1,4946,3379,Short-term,English,NOTICE,PHONE,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6721,0.0,0,475407.744,16,16,2,12674,3357,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+6722,0.0,0,640227.84,14,14,1,6794,4178,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6723,0.0,0,99178.0,17,17,3,8820,2917,Mid-term,Unknown,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,True,True
+6724,0.0,0,1920092.16,16,16,2,7723,3364,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+6725,0.0,0,1786529.9200000004,21,21,1,8929,4681,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6726,496.3177142857143,1,580691.7257142857,18,18,3,16828,3206,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,True,False,True
+6727,0.0,0,524355.3666666667,17,17,1,13722,2346,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6728,188.7733333333333,1,93631.57333333332,16,16,1,13861,2859,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6729,419.09333333333336,1,245169.60000000003,15,15,1,10161,3072,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6730,0.0,0,1560716.7333333334,13,13,1,11714,2992,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6731,285.2266666666667,1,313178.88,18,18,1,10222,3012,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6732,270.45714285714286,1,282627.71428571426,19,19,1,10678,2865,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6733,0.0,0,280250.7428571428,18,18,1,12565,2993,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6734,0.0,0,326937.60000000003,18,18,1,13770,1960,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6735,0.0,0,16164.773333333334,1,1,1,11318,2615,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+6736,0.0,0,16164.773333333334,1,18,1,11318,2778,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+6737,0.0,0,4513090.399999999,20,20,1,9096,3447,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+6738,0.0,0,90748.37333333337,16,16,1,9143,1793,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6739,0.0,0,291236.4,18,18,1,13784,1776,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6740,0.0,0,264059.7483333333,11,11,0,9248,3406,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+6741,0.0,0,409735.04,13,13,3,13647,3470,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+6742,0.0,0,307518.6666666667,17,17,1,9523,2778,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6743,698.2666666666668,1,1470549.6,18,18,1,14514,4501,Long-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+6744,0.0,0,78246.17142857143,3,3,1,2673,2690,Short-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6745,0.0,0,167408.696,19,19,2,10678,2752,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6746,0.0,0,497577.1428571429,22,22,1,10373,2277,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6747,0.0,0,182322.73333333337,17,17,1,12674,2082,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6748,0.0,0,570433.0666666667,20,20,1,8761,3281,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6749,771.4666666666667,1,249955.2,18,18,1,10039,6455,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6750,0.0,0,717530.6666666669,20,20,1,9523,2889,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6751,0.0,0,236710.7142857143,10,10,0,13647,3942,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6752,0.0,0,151806.2,13,13,1,12309,2185,Mid-term,Asian,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6753,0.0,0,1424000.0,20,20,1,10685,3842,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6754,0.0,0,244386.13333333336,13,13,1,9234,2129,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6755,233.71428571428572,1,273445.7142857143,18,18,1,14756,2601,Long-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+6756,0.0,0,258195.3523809524,22,22,1,8761,2544,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6757,348.06666666666666,1,833271.6,19,19,1,16814,2352,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6758,0.0,0,2075453.3333333335,20,20,1,12869,3798,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6759,0.0,0,151433.33333333334,11,11,2,2458,2940,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6760,0.0,0,188206.4,21,21,2,5757,2493,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+6761,0.0,0,591760.0000000001,20,20,1,9478,2946,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6762,0.0,0,33626.13333333333,5,5,1,13175,2156,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6763,0.0,0,361783.8000000001,17,17,1,12108,2310,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6764,0.0,0,1086026.0914285716,23,23,1,12551,4140,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+6765,0.0,0,921577.1428571428,23,23,2,11653,3798,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6766,281.8746666666667,1,792631.5626666667,19,19,1,9857,3146,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6767,0.0,0,584449.0971428572,13,13,3,11349,3412,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+6768,228.2453333333333,1,230071.296,18,18,1,16828,2724,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6769,0.0,0,1800189.6000000003,18,18,1,8319,4311,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6770,293.0285714285714,1,154719.08571428573,11,11,1,4034,3026,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+6771,161.35238095238094,1,135536.0,12,12,2,1761,2083,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+6772,0.0,0,609248.64,15,15,1,8851,5773,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6773,0.0,0,169036.80000000002,9,9,1,9551,2167,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6774,0.0,0,158033.1333333333,17,17,1,12146,3248,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6775,0.0,0,889686.9180952383,16,16,1,6919,2998,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6776,178.4,1,185536.0,20,20,1,14285,1840,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6777,320.12933333333336,1,206803.54933333336,19,19,1,4631,3448,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6778,232.89523809523808,1,122735.79047619048,17,17,1,6247,2595,Short-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+6779,591.6800000000001,1,781017.6000000001,24,24,1,10131,3955,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6780,0.0,0,181814.8,19,19,2,13540,2386,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6781,0.0,0,980185.7142857144,15,15,1,3901,4048,Short-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6782,708.0952380952381,1,854670.9523809524,17,17,2,10161,6001,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6783,0.0,0,402684.0,12,12,1,8380,5507,Mid-term,English,NOTICE,BILLING,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6784,0.0,0,445900.0000000001,21,21,1,3539,3145,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6785,0.0,0,104355.84,12,12,1,11683,2781,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6786,0.0,0,67107.84000000001,17,17,1,11714,2610,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6787,0.0,0,1301955.2000000002,14,14,2,2965,3080,Short-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+6788,0.0,0,696753.5120000001,21,21,1,9112,4457,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6789,0.0,0,520437.8666666668,19,19,1,9339,2860,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6790,0.0,0,1376040.96,18,18,1,4853,3644,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6791,169.89333333333332,1,165136.31999999998,12,12,1,11425,1796,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6792,0.0,0,1612585.2600000002,18,18,1,9295,3777,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6793,0.0,0,313787.61142857146,24,24,2,9643,2313,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6794,0.0,0,217543.41333333333,19,19,2,11394,2469,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,True,True
+6795,0.0,0,335707.2,14,14,2,11957,2434,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6796,0.0,0,155291.82857142857,9,9,1,8959,2151,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6797,0.0,0,436061.9428571429,19,19,1,10892,2264,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6798,0.0,0,33305.48,19,19,1,11469,2307,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6799,0.0,0,822905.2000000001,25,25,2,11227,2063,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+6800,183.70857142857145,1,57317.07428571429,3,3,1,15975,1939,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6801,376.4380952380953,1,458501.6,21,21,2,10086,3624,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+6802,885.9240000000001,1,572306.9040000001,17,17,2,14530,3252,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+6803,0.0,0,198450.0,21,21,1,14316,2861,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6804,0.0,0,1197404.208,21,21,2,8413,2497,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6805,39.07428571428572,1,38449.09714285714,24,24,2,12445,1142,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6806,0.0,0,122544.0,18,18,1,4116,2245,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6807,0.0,0,326361.6,18,18,1,10953,2473,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6808,0.0,0,176923.5,5,5,2,9417,3087,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6809,529.4095238095239,1,640585.5238095239,22,22,1,2427,3845,Short-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6810,557.6,1,1292516.8,19,19,1,10239,3781,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6811,314.6333333333333,1,560047.3333333333,20,20,0,14452,2215,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+6812,0.0,0,110569.81333333332,17,17,1,6963,1967,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6813,525.6209523809525,1,922464.7714285718,15,15,1,9721,3824,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6814,0.0,0,45156.90666666668,14,14,1,14104,3928,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6815,429.7106666666666,1,781643.7026666666,17,17,1,4109,4310,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6816,0.0,0,891618.0,20,20,2,8486,2933,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+6817,0.0,0,481856.0,20,20,1,10725,2982,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6818,328.56666666666666,1,343352.1666666666,19,19,1,14179,2272,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6819,334.34666666666664,1,266808.64,14,14,1,18532,4349,Long-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+6820,317.5466666666667,1,53347.84,12,12,2,20739,2552,Long-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6821,0.0,0,548604.3428571429,12,12,1,8806,4449,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6822,0.0,0,279814.6285714286,9,9,1,9462,3858,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6823,0.0,0,572869.4400000001,18,18,1,3993,3269,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6824,479.16666666666674,1,1026375.0000000002,18,18,1,9994,2889,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6825,0.0,0,542640.0,25,25,1,9035,1706,Mid-term,English,NOTICE,WEB,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+6826,0.0,0,84488.57142857142,4,4,0,12200,2272,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6827,0.0,0,534222.936,18,18,2,10756,3241,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+6828,0.0,0,435102.17142857146,18,18,1,6835,3206,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6829,0.0,0,99202.6285714286,6,6,1,9049,3965,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6830,342.6133333333334,1,87709.01333333335,8,8,2,14361,2680,Long-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+6831,0.0,0,383486.4,18,18,1,11349,2138,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6832,0.0,0,156231.8506666667,8,8,1,11304,3222,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6833,0.0,0,1104734.2476190475,23,23,1,11455,3237,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6834,228.05714285714285,1,401380.5714285714,20,20,1,17770,2561,Long-term,European,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6835,0.0,0,329820.48000000004,22,22,1,8670,3573,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6836,0.0,0,117877.76,14,14,1,11227,3137,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6837,112.4,1,111276.0,9,9,2,20494,2077,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+6838,0.0,0,463937.6,23,23,1,8761,2402,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6839,147.58333333333331,1,112163.33333333331,19,19,0,2147,2135,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+6840,182.8266666666667,1,159790.5066666667,23,23,1,9964,2798,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6841,0.0,0,1155854.0190476193,22,22,2,9065,2870,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6842,0.0,0,660384.7619047619,20,20,1,8686,2984,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6843,0.0,0,27687.428571428576,2,2,0,2857,3131,Short-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+6844,312.41904761904766,1,727623.9619047621,17,17,3,18365,3165,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+6845,0.0,0,83747.664,7,7,1,12551,2062,Mid-term,English,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6846,664.79,1,345690.8,8,8,1,14438,4816,Long-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6847,401.9946666666667,1,794341.4613333335,19,19,2,15687,2509,Long-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+6848,260.85714285714283,1,558755.9999999999,21,21,1,9857,2796,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6849,0.0,0,382782.4,14,14,1,10404,3047,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6850,179.75238095238095,1,459447.08571428567,18,18,1,16234,2215,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6851,0.0,0,98182.0,21,21,1,11561,1884,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6852,402.77333333333337,1,511119.36,9,9,1,10222,2988,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6853,0.0,0,221874.2857142857,20,20,1,6168,2485,Short-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6854,0.0,0,483991.2,18,18,2,3462,3429,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6855,0.0,0,748878.0000000001,15,15,1,12521,3548,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6856,0.0,0,612260.5714285715,24,24,1,8778,2450,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6857,0.0,0,92136.96,18,18,3,12323,1836,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,True,True
+6858,0.0,0,284586.17600000004,14,14,2,5955,2148,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+6859,215.93371428571436,1,256529.25257142863,18,18,3,9051,1918,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,True,False,False,False,True
+6860,0.0,0,328683.16799999995,11,11,3,8778,3426,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,True,False,False,False,False,False,False,True
+6861,401.2533333333334,1,938932.8,20,20,1,13845,2980,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6862,0.0,0,436992.192,21,21,1,3435,2877,Short-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6863,0.0,0,67015.71428571429,18,18,0,9157,3061,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+6864,0.0,0,678805.9200000002,18,18,1,11742,2965,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6865,0.0,0,224274.96000000005,7,7,1,8455,3107,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6866,211.02857142857144,1,640682.7428571429,23,23,1,9735,2439,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6867,339.4095238095238,1,157825.42857142855,15,15,2,9902,3359,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+6868,0.0,0,414458.88000000006,22,22,1,9217,2266,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6869,0.0,0,120124.29714285716,19,19,2,11455,2228,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+6870,0.0,0,238845.22666666668,16,16,2,4949,3589,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+6871,0.0,0,50827.4,2,2,1,10998,2768,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,False
+6872,216.64,1,315211.2,15,15,1,1937,2035,Short-term,Unknown,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+6873,0.0,0,70607.61904761905,20,20,1,12876,2258,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6874,0.0,0,530062.4,28,28,1,9278,1849,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6875,0.0,0,186671.31428571432,9,9,1,2666,2370,Short-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6876,0.0,0,1257192.933333333,22,22,2,11669,3114,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,True,True
+6877,0.0,0,494033.6,16,16,1,12079,3406,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6878,0.0,0,625940.2285714286,18,18,1,6028,3444,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6879,188.71666666666667,1,46235.583333333336,5,5,0,14500,2472,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+6880,395.1653333333333,1,917573.904,18,18,1,4893,4038,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6881,0.0,0,889501.3400000001,21,21,1,12094,3227,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6882,0.0,0,162965.76,9,9,1,6493,3432,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6883,460.9676190476191,1,368774.0952380953,20,20,1,10208,3468,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6884,0.0,0,396808.5333333333,8,8,1,8318,3361,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6885,0.0,0,576987.4285714286,20,20,2,12521,2841,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+6886,182.7619047619048,1,254770.09523809527,17,17,1,20084,2236,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6887,0.0,0,44844.8,15,15,1,15504,3709,Long-term,Asian,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6888,0.0,0,1430207.0095238097,20,20,1,10786,3572,Mid-term,English,AUTO RENEW,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6889,305.3333333333333,1,348080.0,19,19,1,15701,3115,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6890,0.0,0,139608.6476190476,22,22,1,2913,2393,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6891,554.8095238095237,1,255212.3809523809,23,23,0,10161,4107,Mid-term,European,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+6892,0.0,0,242022.4,16,16,1,11227,1861,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6893,0.0,0,811648.0,17,17,1,13708,4185,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6894,0.0,0,768480.0,21,21,1,11349,3112,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6895,0.0,0,159478.80000000002,9,9,0,8533,2322,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+6896,0.0,0,43118.40000000001,10,10,1,12930,2624,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+6897,360.4714285714286,1,61640.61428571429,9,9,1,15183,2516,Long-term,English,AUTO RENEW,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,True,False,False
+6898,105.22666666666667,1,73342.98666666668,17,17,1,13540,1465,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6899,0.0,0,125443.80952380956,13,13,1,12217,2655,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6900,0.0,0,287515.76,15,15,1,14469,2371,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6901,635.1428571428571,1,475086.8571428571,17,17,1,9599,3727,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,False
+6902,0.0,0,530085.6000000001,23,23,1,8441,3310,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6903,0.0,0,291807.5333333333,13,13,1,4351,3035,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6904,0.0,0,738454.0800000001,20,20,1,11074,2285,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6905,0.0,0,132581.22666666668,4,4,1,9735,3598,Mid-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6906,270.1573333333333,1,349043.2746666667,17,17,1,10633,3054,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6907,85.84,1,298723.19999999995,24,24,2,14702,1805,Long-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+6908,231.38666666666668,1,272110.72000000003,24,24,1,6479,3295,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6909,372.6419047619048,1,305193.72000000003,21,21,1,9721,2981,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6910,0.0,0,498633.3333333333,5,5,2,10786,2968,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+6911,0.0,0,518703.3600000001,21,21,1,6182,3561,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6912,544.6666666666666,1,272333.3333333333,5,5,1,7249,4830,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6913,0.0,0,487906.9714285714,18,18,1,8670,2257,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6914,0.0,0,8395874.666666666,11,11,2,8427,6508,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+6915,0.0,0,1877783.6,21,21,2,16508,3159,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+6916,0.0,0,755246.019047619,19,19,2,13053,2652,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6917,0.0,0,2571085.44,22,22,2,11012,3440,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+6918,0.0,0,300016.08,15,15,2,8321,2308,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+6919,195.14857142857144,1,403957.5428571429,15,15,1,6751,2002,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6920,0.0,0,140712.88,21,21,1,8639,2221,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6921,0.0,0,371649.1428571429,15,15,2,9186,3326,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6922,0.0,0,516146.4000000001,22,22,1,10557,2070,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+6923,0.0,0,1326332.0,21,21,1,9248,2774,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+6924,0.0,0,1688974.1440000003,22,22,1,11865,3217,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6925,0.0,0,52876.8,9,9,1,10892,2430,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6926,0.0,0,364140.0,18,18,2,12626,2859,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+6927,0.0,0,633100.1904761905,16,16,2,17544,3392,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+6928,134.2,1,149364.59999999998,21,21,1,13972,2300,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6929,0.0,0,87129.37142857142,17,17,1,8792,2007,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6930,0.0,0,485546.6666666666,20,20,1,8441,3645,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6931,0.0,0,524720.16,23,23,4,10862,3089,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,True,False,False,False,False,True,False,True
+6932,0.0,0,400277.3333333333,40,40,1,10756,3488,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6933,0.0,0,663464.2285714286,18,18,1,13495,2990,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6934,0.0,0,82705.37142857144,19,19,1,4784,2226,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6935,0.0,0,254369.46666666667,19,19,1,12551,2598,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6936,247.6,1,571956.0,21,21,1,18197,2194,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6937,453.8040000000001,1,825923.2800000001,20,20,1,17360,4500,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6938,0.0,0,86372.0,8,8,0,8731,1730,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+6939,0.0,0,243203.84,22,22,1,12323,2157,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+6940,0.0,0,739802.9600000002,15,15,2,6773,3662,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,True,False,False,False,False,False,False,False,True
+6941,0.0,0,956949.552,18,18,3,9248,2649,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+6942,358.0,1,196900.0,11,11,2,10312,2759,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+6943,0.0,0,769777.939047619,17,17,1,10618,2972,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6944,0.0,0,371128.576,16,16,3,1939,3101,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,True,False,True
+6945,0.0,0,1498560.8,22,22,1,11394,3040,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6946,0.0,0,112197.13333333332,5,5,1,9309,2680,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6947,0.0,0,1017591.1200000003,18,18,1,11926,3046,Mid-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+6948,0.0,0,197421.12,18,18,1,8973,2366,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6949,0.0,0,164569.86,17,17,1,11714,3105,Mid-term,English,AUTO RENEW,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6950,0.0,0,689251.2000000001,15,15,1,12108,2854,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6951,531.7371428571429,1,247257.77142857143,15,15,1,11151,3858,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6952,612.8333333333334,1,864095.0,15,15,1,10267,3436,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6953,0.0,0,178952.65142857144,1,1,2,9051,6675,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+6954,0.0,0,1088950.3333333335,25,25,2,8858,4019,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,True,True
+6955,563.8666666666667,1,1217952.0,18,18,1,10161,3813,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+6956,0.0,0,82065.53333333334,5,5,1,25745,2050,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6957,0.0,0,193849.60000000003,28,28,2,2095,2698,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+6958,0.0,0,1379032.6666666665,19,19,1,9126,2988,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+6959,0.0,0,127241.78133333332,22,22,1,4946,3606,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+6960,0.0,0,799266.6666666666,20,20,1,11469,3080,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6961,0.0,0,347002.8266666667,19,19,1,10725,3717,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+6962,0.0,0,307059.1085714286,19,19,1,5003,2782,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6963,0.0,0,745696.8,19,19,1,8778,2965,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6964,0.0,0,783820.8,18,18,1,9186,2578,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+6965,660.64,1,824478.72,12,12,1,9704,4308,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6966,0.0,0,401817.57333333336,19,19,1,8639,2701,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+6967,142.93333333333337,1,155511.4666666667,17,17,1,13555,2390,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6968,0.0,0,747646.8480000001,6,6,2,11957,2441,Mid-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+6969,0.0,0,494989.48571428575,41,41,0,5132,2590,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+6970,0.0,0,347244.80000000005,21,21,2,10633,3503,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+6971,0.0,0,272281.6,12,12,1,9674,3467,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6972,0.0,0,609578.97,21,21,1,1212,3697,Short-term,Asian,AUTO RENEW,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+6973,0.0,0,61331.2,10,10,1,9082,3916,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+6974,0.0,0,798956.48,21,21,1,8898,3790,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+6975,0.0,0,964090.4,17,17,1,2550,3277,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+6976,0.0,0,385453.7142857143,15,15,1,9309,2928,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+6977,369.5238095238095,1,261253.3333333333,7,7,0,10222,3045,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+6978,0.0,0,179016.1904761905,19,19,1,4233,3523,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6979,0.0,0,274919.04,7,7,2,9356,3296,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+6980,0.0,0,310040.5942857143,11,11,2,18409,2561,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+6981,478.152380952381,1,344269.7142857143,18,18,2,10267,3562,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+6982,0.0,0,1372022.19,29,29,1,9186,3722,Mid-term,Unknown,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+6983,467.93142857142857,1,231158.1257142857,19,19,3,9843,3721,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+6984,0.0,0,182259.65333333332,19,19,2,10587,2392,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+6985,0.0,0,2248471.5,33,33,2,4323,4775,Short-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,True,False,False
+6986,0.0,0,889805.4095238094,16,16,1,10390,4583,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6987,238.952380952381,1,94625.14285714288,11,11,1,16142,2244,Long-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+6988,0.0,0,77667.94666666667,19,19,1,8670,2028,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+6989,0.0,0,502682.4,18,18,1,12930,3526,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+6990,0.0,0,796870.2857142857,18,18,3,9582,2553,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+6991,613.5,1,1288350.0,15,15,2,4354,3439,Short-term,English,NOTICE,WEB,51-100,Standard,True,True,False,False,False,False,False,False,True,False,True
+6992,374.5333333333333,1,906370.6666666666,20,20,1,14970,3610,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6993,0.0,0,305497.92,15,15,1,5029,2689,Short-term,English,AUTO RENEW,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+6994,0.0,0,1279461.173333333,23,23,1,1921,3261,Short-term,English,NOTICE,PHONE,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+6995,0.0,0,52470.41904761904,17,17,1,11104,2937,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+6996,0.0,0,139858.64533333335,23,23,2,9916,3919,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+6997,0.0,0,2045841.72,19,19,2,12916,2975,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+6998,0.0,0,144061.42857142858,15,15,1,9172,3147,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+6999,0.0,0,337928.2666666667,7,7,1,8990,2380,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7000,0.0,0,975689.8666666668,20,20,1,8670,3405,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7001,0.0,0,3479726.293333333,16,16,1,3614,3734,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7002,760.1904761904763,1,228057.14285714287,20,20,1,9796,5117,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7003,0.0,0,433961.42857142864,15,15,1,13053,2864,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7004,0.0,0,671334.3466666668,19,19,1,8898,3474,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7005,0.0,0,679575.0,17,17,1,11104,2689,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7006,0.0,0,66784.0,14,14,1,11060,2636,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7007,1855.4033333333336,1,1734802.1166666672,17,17,1,10786,6771,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7008,0.0,0,271289.60000000003,19,19,2,13434,2754,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+7009,0.0,0,171347.904,7,7,1,13495,2265,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,False
+7010,0.0,0,893340.0000000002,18,18,1,8656,2862,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7011,351.14666666666665,1,286535.68,17,17,2,16828,2724,Long-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+7012,0.0,0,728761.3333333334,10,10,1,11895,4566,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7013,0.0,0,758672.64,22,22,2,9431,2561,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,True,False,False,False,False,False,False,True
+7014,0.0,0,98027.52000000002,16,16,3,17938,2669,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,True,False,False,False,False,True
+7015,0.0,0,471938.7428571428,18,18,1,5188,3500,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7016,0.0,0,338839.4666666667,17,17,1,13920,2202,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7017,0.0,0,7893.333333333333,1,1,1,9582,2947,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7018,0.0,0,353855.54285714286,22,22,1,12810,2404,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7019,0.0,0,556092.5760000001,18,18,2,10862,3312,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,True,False,False,True
+7020,106.54666666666668,1,30259.253333333338,2,2,2,16309,2017,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+7021,0.0,0,315029.49333333335,10,10,1,3211,3277,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7022,0.0,0,498314.88000000006,27,27,1,9278,2614,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7023,161.70666666666668,1,113194.66666666669,20,20,1,9902,1754,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7024,332.02666666666664,1,28222.266666666663,5,5,1,14773,2626,Long-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+7025,237.54666666666668,1,354894.72000000003,18,18,1,10100,2142,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7026,0.0,0,117293.58666666668,11,11,1,8670,6672,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7027,0.0,0,332755.28,13,13,1,9309,3496,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7028,0.0,0,144602.92,11,11,1,9947,3288,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7029,0.0,0,257132.47999999995,22,22,1,9096,1513,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7030,0.0,0,234163.19999999995,20,20,3,10848,2175,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+7031,0.0,0,300408.2590476191,16,16,1,9309,2237,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7032,0.0,0,611503.2000000001,21,21,1,10587,2282,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7033,1697.6,1,3081144.0000000005,15,15,2,2644,2664,Short-term,English,AUTO RENEW,WEB,500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+7034,0.0,0,468707.2,21,21,1,3995,2464,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7035,0.0,0,2263396.5900000003,21,21,1,9126,3558,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7036,156.83809523809524,1,166562.05714285714,18,18,1,16370,2050,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7037,0.0,0,115006.17142857144,12,12,1,4877,2247,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7038,0.0,0,281724.34285714285,8,8,1,12431,3200,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7039,0.0,0,970224.0,18,18,1,8778,4172,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7040,0.0,0,515526.4,16,16,2,5170,3953,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+7041,0.0,0,583822.8,23,23,2,14865,2501,Long-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+7042,282.03333333333336,1,296135.0,15,15,1,2894,2081,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7043,0.0,0,488560.0,20,20,1,8778,3427,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7044,0.0,0,70474.13333333333,7,7,1,12261,3503,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7045,0.0,0,1112117.4095238096,38,38,1,8731,2704,Mid-term,Asian,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7046,0.0,0,375510.4,16,16,1,8656,3162,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7047,0.0,0,197364.90666666665,19,19,1,13404,2058,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7048,0.0,0,271804.8666666667,11,11,0,3397,3150,Short-term,Unknown,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+7049,171.7866666666667,1,194806.08,21,21,1,23157,2685,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7050,172.41333333333333,1,297930.24,18,18,1,15457,2692,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7051,0.0,0,803180.0,21,21,2,8345,2493,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+7052,0.0,0,272143.1885714286,17,17,1,1879,1759,Short-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7053,0.0,0,1855225.8666666665,17,17,2,8670,2804,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+7054,0.0,0,560333.5028571431,17,17,1,8670,2479,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7055,392.3733333333334,1,755318.6666666667,25,25,1,10496,2935,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7056,0.0,0,125647.90476190478,19,19,1,8778,2987,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7057,217.65714285714284,1,135818.05714285714,8,8,1,9843,2486,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7058,421.6,1,160208.0,19,19,1,18654,2653,Long-term,European,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7059,172.8952380952381,1,42705.123809523815,19,19,1,18744,2166,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7060,172.02666666666667,1,116978.13333333332,20,20,1,15487,2688,Long-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7061,0.0,0,1374172.7999999998,18,18,1,12565,2914,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7062,0.0,0,443857.9199999999,20,20,2,2577,3078,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+7063,0.0,0,1340569.066666667,7,7,2,16995,3506,Long-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+7064,0.0,0,934657.12,19,19,1,11104,3302,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7065,279.84000000000003,1,132644.16,6,6,2,10678,3791,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+7066,0.0,0,1607220.8,17,17,1,11074,3542,Mid-term,European,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7067,0.0,0,50152.4,15,15,1,3932,2728,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7068,0.0,0,3238482.8666666667,19,19,1,10862,3367,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7069,213.35238095238097,1,488150.2476190477,16,16,1,4684,2455,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7070,0.0,0,1258861.7600000002,23,23,3,5192,2753,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,True,False,True
+7071,0.0,0,649376.7428571429,15,15,1,8441,2656,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7072,0.0,0,689610.361904762,16,16,1,6133,3340,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7073,0.0,0,178028.40000000005,9,9,1,9295,2767,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+7074,0.0,0,213853.64,21,21,1,3973,1745,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7075,281.84000000000003,1,568189.4400000001,21,21,1,16644,2369,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7076,0.0,0,931624.8685714286,18,18,1,10404,3544,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7077,676.6,1,284172.0,7,7,1,17617,2312,Long-term,Unknown,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+7078,0.0,0,567047.936,16,16,1,8717,2308,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7079,0.0,0,628523.3523809524,17,17,1,4427,3211,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7080,0.0,0,833808.0,18,18,1,9309,3298,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7081,0.0,0,1058722.857142857,25,25,2,11780,3126,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+7082,100.14666666666666,1,86526.72,16,16,1,17422,1952,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7083,517.8133333333334,1,739437.4400000001,17,17,1,9843,3577,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7084,0.0,0,443428.5714285715,16,16,1,12796,2582,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7085,354.81904761904764,1,351270.8571428572,22,22,1,17513,3469,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7086,298.66720000000004,1,667521.1920000002,15,15,2,14817,2887,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,True,False,False,False,False,False,False,True
+7087,0.0,0,890198.4000000001,12,12,1,11714,2735,Mid-term,English,NOTICE,MAIL,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+7088,0.0,0,593532.0,18,18,1,7899,3177,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7089,0.0,0,540504.0000000001,12,12,1,14664,4001,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7090,0.0,0,349172.28571428574,15,15,1,8639,2646,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7091,0.0,0,1177300.8,28,28,0,8761,3366,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7092,0.0,0,760184.2285714287,18,18,1,10647,3428,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7093,0.0,0,115913.33333333334,4,4,1,8274,3300,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,False
+7094,0.0,0,533328.0000000001,15,15,1,8303,2998,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7095,0.0,0,447641.00333333336,11,11,0,3040,3654,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+7096,0.0,0,1129860.16,11,11,1,2050,4297,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7097,0.0,0,1244678.4,21,21,2,13617,3094,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+7098,0.0,0,1423084.7999999998,24,24,2,8547,3940,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7099,0.0,0,292546.8,9,9,2,11714,3172,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,True,False,False,False,False,False,False,False,True
+7100,0.0,0,724118.4,27,27,2,5038,2110,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+7101,399.8453333333333,1,870063.4453333333,17,17,1,14695,2501,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7102,219.4192,1,779376.9983999999,24,24,2,10267,2366,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+7103,0.0,0,195989.97333333333,8,8,3,6612,2841,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+7104,0.0,0,115463.04000000002,7,7,1,12704,2099,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7105,0.0,0,364322.8160000001,22,22,1,2341,3643,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7106,0.0,0,559978.1333333333,20,20,1,9568,2890,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7107,0.0,0,1392343.3333333335,20,20,2,1881,2833,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+7108,0.0,0,1133313.8666666667,22,22,1,8670,2696,Mid-term,English,NOTICE,WEB,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7109,155.23809523809524,1,368845.7142857143,22,22,1,14257,2039,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7110,0.0,0,482017.536,19,19,1,9112,2512,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7111,0.0,0,57398.88,12,12,1,13540,3258,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7112,0.0,0,652852.8133333334,17,17,1,8858,4022,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7113,0.0,0,435620.3488,17,17,3,17057,2774,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,True,True
+7114,0.0,0,482680.5333333334,16,16,1,9172,2999,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7115,427.9333333333333,1,1016341.6666666667,19,19,2,18030,2679,Long-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+7116,276.0190476190476,1,171959.86666666667,7,7,2,17923,2905,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+7117,0.0,0,33349.23428571429,3,3,1,4837,2319,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7118,0.0,0,494049.523809524,25,25,2,9431,2288,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7119,156.44000000000003,1,407369.76000000007,21,21,1,15822,2528,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7120,0.0,0,188658.0,9,9,1,5153,2357,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7121,0.0,0,191835.77142857143,18,18,1,12838,2033,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7122,0.0,0,135129.42857142858,15,15,1,9096,2582,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7123,255.1809523809524,1,124528.30476190476,8,8,1,15687,2755,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7124,0.0,0,523031.0400000001,21,21,1,12004,2735,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7125,367.6152380952381,1,1389585.6,27,27,3,17071,2953,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+7126,0.0,0,651560.0000000001,16,16,0,9660,3150,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+7127,144.36666666666667,1,311254.5333333333,22,22,0,18197,2109,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+7128,0.0,0,883746.24,19,19,1,9126,5505,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7129,0.0,0,117673.92000000004,6,6,1,11213,2643,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7130,0.0,0,815203.2000000001,15,15,1,11213,2819,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7131,103.46666666666664,1,117848.53333333333,17,17,1,14664,1986,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7132,0.0,0,312371.4285714286,5,5,2,7836,3796,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7133,0.0,0,568480.0,17,17,2,16431,3209,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+7134,119.33333333333331,1,320768.0,21,21,1,10055,2148,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7135,0.0,0,458854.9333333334,17,17,1,10862,2552,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7136,0.0,0,484868.6019047619,22,22,1,8778,2638,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7137,0.0,0,74918.85714285716,24,24,2,5783,1233,Short-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+7138,0.0,0,42722.386666666665,19,19,1,8792,3019,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7139,0.0,0,224112.0,14,14,3,4019,2904,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+7140,403.7676190476191,1,310093.5314285715,12,12,3,2596,3152,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+7141,0.0,0,1302444.0,20,20,1,8319,3206,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7142,0.0,0,423433.92,20,20,1,9278,2250,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7143,301.08000000000004,1,156561.6,20,20,1,9964,4009,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+7144,0.0,0,717325.336,17,17,2,10083,2997,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+7145,563.1066666666667,1,402058.16,17,17,1,9537,6691,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7146,0.0,0,55679.04761904762,2,2,1,11304,3027,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7147,0.0,0,323076.60000000003,21,21,2,11714,2836,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,True,True
+7148,0.0,0,1494864.0,15,15,1,7472,2546,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+7149,0.0,0,376985.1428571429,18,18,2,6305,2081,Short-term,English,NOTICE,WEB,6-10,Standard,True,True,True,False,False,False,False,False,False,False,True
+7150,0.0,0,953371.2,20,20,1,12511,3866,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7151,0.0,0,422444.8571428572,15,15,1,9947,3194,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7152,0.0,0,281120.84,22,22,1,10526,2980,Mid-term,European,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7153,0.0,0,230149.92000000004,21,21,1,10970,3673,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7154,0.0,0,2150106.4000000004,20,20,2,11182,3846,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+7155,192.16,1,242121.6,20,20,1,2033,2894,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7156,0.0,0,383090.2400000001,17,17,1,2392,3145,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7157,0.0,0,868641.2799999999,20,20,2,13175,2584,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+7158,0.0,0,138137.99999999997,15,15,0,1158,2641,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+7159,0.0,0,740571.8666666668,19,19,1,5828,3996,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7160,433.89666666666665,1,964552.29,19,19,1,9916,2293,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7161,155.16,1,133127.28,6,6,3,16036,2515,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+7162,1979.4,1,415674.0,10,10,1,13892,4979,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7163,0.0,0,1996757.836666667,17,17,1,11425,4201,Mid-term,European,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7164,0.0,0,139432.85714285713,11,11,0,11622,2138,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+7165,272.93333333333334,1,309506.4,21,21,1,15068,2882,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7166,0.0,0,682264.128,14,14,2,18821,3435,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+7167,684.1600000000001,1,732735.3600000001,17,17,2,15412,4429,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+7168,411.5809523809524,1,518592.00000000006,15,15,1,2144,3876,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7169,0.0,0,2186363.2,21,21,3,4756,4061,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,True,False,False,False,False,False,True,False,True
+7170,0.0,0,702168.4800000001,13,13,3,4814,2633,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,True,False,False,False,False,False,False,True
+7171,0.0,0,185782.8,18,18,1,13569,2170,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7172,0.0,0,1794287.0399999998,19,19,1,8261,2543,Mid-term,English,AUTO RENEW,BRANCH (PHONE),500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7173,0.0,0,268107.136,22,22,2,2686,2057,Short-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,True,False,False,False,False,False,False,True
+7174,0.0,0,47352.68571428572,18,18,1,12065,2377,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7175,143.92000000000002,1,180475.68,19,19,1,13934,2400,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7176,0.0,0,688590.0,42,42,0,12810,3612,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7177,0.0,0,146019.6,9,9,3,8564,4460,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,True,True
+7178,205.2761904761905,1,254542.4761904762,20,20,1,9902,2398,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7179,0.0,0,52339.896,9,9,2,10647,2393,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+7180,0.0,0,2713925.7600000007,28,28,2,11592,3955,Mid-term,Unknown,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+7181,0.0,0,115472.4,18,18,1,17057,2528,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7182,0.0,0,529637.55,17,17,1,9874,3107,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7183,156.43809523809523,1,260625.86666666664,17,17,1,18044,2048,Long-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+7184,0.0,0,603213.8666666667,13,13,2,9339,2085,Mid-term,European,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+7185,0.0,0,33655.2,5,5,1,13039,2841,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7186,142.04000000000002,1,74571.00000000001,15,15,1,9551,2381,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7187,0.0,0,940339.4,21,21,1,11608,2209,Mid-term,English,NOTICE,WEB,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7188,0.0,0,784332.3428571429,18,18,2,13039,3618,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+7189,0.0,0,160022.4,18,18,1,11439,3202,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7190,0.0,0,134624.7619047619,4,4,0,16234,5750,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+7191,0.0,0,23054.72,6,6,1,8761,2706,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7192,0.0,0,226381.1333333334,5,5,2,5454,4442,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+7193,328.41466666666673,1,709375.6800000002,15,15,1,19019,3513,Long-term,English,AUTO RENEW,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7194,436.852,1,481410.904,19,19,2,5122,2073,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+7195,0.0,0,283746.32,3,3,1,5285,4312,Short-term,European,AUTO RENEW,AUTO RENEW,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+7196,124.16666666666666,1,8940.0,6,6,1,18258,1638,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,False
+7197,274.40000000000003,1,57624.00000000001,5,5,1,14377,2893,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7198,0.0,0,437023.9238095239,11,11,1,12749,3381,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7199,0.0,0,362238.17142857146,12,12,2,9096,3385,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+7200,0.0,0,1364250.0666666664,31,31,1,9325,3267,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7201,215.176,1,512118.88,17,17,2,13448,2339,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+7202,0.0,0,304943.52,7,7,1,16309,2508,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7203,0.0,0,250280.00000000003,15,15,1,12674,2635,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7204,0.0,0,181149.2571428572,9,9,1,9112,3180,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7205,0.0,0,592883.5,17,17,1,4982,3523,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7206,550.6666666666666,1,351876.0,9,9,1,8686,3745,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7207,0.0,0,1289268.864,23,23,2,10526,2863,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+7208,0.0,0,90087.77142857145,20,20,1,8918,2306,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7209,223.97333333333333,1,411215.04,17,17,1,17695,2073,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7210,0.0,0,760141.1066666666,23,23,1,6206,3470,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7211,0.0,0,1194540.4800000002,18,18,1,8806,3623,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7212,0.0,0,819704.0000000001,20,20,1,9370,3051,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7213,0.0,0,1294182.7200000002,18,18,1,12445,3673,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7214,221.70416666666665,1,241214.1333333333,8,8,0,2188,1485,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,True,True,False,False,False,False,False,False,False,False,False
+7215,119.18666666666668,1,278896.8,18,18,1,16462,2147,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7216,0.0,0,169622.09523809524,22,22,1,8990,3689,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7217,0.0,0,116746.66666666666,20,20,1,14226,1877,Mid-term,Asian,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7218,0.0,0,157412.11200000002,6,6,1,1981,4057,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7219,0.0,0,298909.52,19,19,1,10526,2401,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+7220,0.0,0,270372.0,5,5,1,12718,4002,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7221,0.0,0,604360.5333333333,22,22,2,6115,4442,Short-term,European,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+7222,0.0,0,627226.6247619046,19,19,1,13083,2537,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7223,573.7666666666668,1,465898.5333333334,7,7,1,10281,3276,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7224,0.0,0,412137.44,12,12,1,8332,3385,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,False
+7225,0.0,0,206016.0,20,20,1,11121,2684,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7226,0.0,0,382636.8,13,13,1,10862,3617,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+7227,693.8933333333333,1,1276763.7333333334,20,20,1,12186,4478,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7228,0.0,0,345538.28571428574,18,18,1,8929,3219,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7229,0.0,0,173283.0,6,6,0,12824,2931,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+7230,407.2190476190476,1,618972.9523809523,19,19,1,16491,3845,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7231,361.31428571428575,1,1033358.8571428572,22,22,1,4482,3516,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7232,0.0,0,213078.6666666667,19,19,1,9916,3223,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7233,0.0,0,63346.285714285725,18,18,1,12339,3448,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7234,0.0,0,993392.4,21,21,1,14240,2168,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+7235,364.6933333333334,1,629096.0000000001,15,15,1,9902,2793,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7236,0.0,0,430362.28571428574,17,17,1,11151,3594,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7237,232.22857142857143,1,98697.14285714286,17,17,1,18974,2591,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7238,344.4666666666667,1,1045800.8,22,22,1,9843,4453,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7239,0.0,0,993669.6,20,20,1,9568,3476,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7240,533.4666666666666,1,1856463.9999999995,24,24,1,10222,3657,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7241,218.4666666666667,1,329229.2666666667,11,11,1,9537,3163,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7242,0.0,0,486964.5714285714,20,20,1,13661,3988,Mid-term,European,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7243,162.66666666666666,1,129320.0,15,15,1,16417,2092,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7244,0.0,0,2539200.0,16,16,2,4736,3093,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,True,False,False,False,False,False,False,False,True
+7245,0.0,0,283582.3466666667,19,19,1,10923,1995,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7246,0.0,0,421281.224,19,19,1,1061,3365,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7247,321.81333333333333,1,440240.64,19,19,1,17756,2574,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7248,0.0,0,891957.6640000001,23,23,1,12657,3077,Mid-term,Unknown,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7249,105.28266666666669,1,305109.16800000006,23,23,1,19917,1756,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7250,0.0,0,157501.80952380956,23,23,1,2939,2436,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7251,0.0,0,1742666.8,21,21,1,11881,3521,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7252,0.0,0,41814.68571428571,4,4,0,8455,3488,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7253,516.4095238095239,1,261303.2190476191,23,23,1,10312,3773,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7254,0.0,0,561324.3999999999,21,21,1,12838,3031,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7255,0.0,0,614738.2142857143,17,17,0,12139,3109,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+7256,283.1428571428572,1,326180.5714285715,12,12,1,9964,2956,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7257,0.0,0,181208.38095238095,4,4,1,4615,3120,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7258,0.0,0,828426.6666666666,14,14,1,8778,5773,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7259,0.0,0,609760.0,20,20,3,8990,2403,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+7260,0.0,0,1082744.96,22,22,1,10647,3396,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7261,354.6333333333334,1,293636.4,18,18,2,13039,2379,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+7262,0.0,0,106401.54285714286,17,17,1,11318,3565,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7263,550.1,1,84715.40000000001,7,7,1,6031,3179,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7264,0.0,0,635778.0,22,22,2,10404,2524,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+7265,0.0,0,135744.00000000003,20,20,3,11881,1754,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,True,True
+7266,0.0,0,226281.8133333334,20,20,1,8990,4109,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7267,307.2506666666667,1,82957.68000000001,18,18,1,3845,2136,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7268,270.464,1,646949.888,26,26,3,1569,2080,Short-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,True,False,False,False,False,True,False,True
+7269,330.8666666666667,1,792094.7999999999,21,21,1,1355,2862,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7270,0.0,0,1732184.16,18,18,1,12323,4522,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7271,0.0,0,82732.8,18,18,1,15261,2103,Long-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+7272,0.0,0,465782.4000000001,18,18,1,16036,3870,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7273,0.0,0,498680.0000000001,20,20,1,11335,2142,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7274,125.85333333333334,1,327722.08,21,21,1,15001,2215,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7275,0.0,0,2716080.0,20,20,1,13144,2471,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7276,0.0,0,44586.05714285714,3,3,1,13265,2366,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7277,0.0,0,270406.98666666663,17,17,1,13448,4627,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7278,0.0,0,278427.8095238096,19,19,1,10587,2836,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7279,253.46533333333332,1,393378.1973333334,16,16,2,19505,2923,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+7280,1065.1333333333337,1,1227033.6000000003,18,18,1,11683,6798,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7281,0.0,0,147916.80000000002,18,18,2,9021,2329,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+7282,0.0,0,166271.65714285718,17,17,1,12445,1874,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7283,0.0,0,519630.6133333334,22,22,1,7865,3145,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7284,0.0,0,169347.11733333336,7,7,1,2214,2268,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+7285,0.0,0,250719.2380952381,17,17,1,9339,2959,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7286,0.0,0,871043.6,15,15,1,2718,3161,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7287,0.0,0,1276217.5999999996,20,20,2,11804,5389,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+7288,147.2986666666667,1,56562.68800000001,16,16,1,17009,2086,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7289,0.0,0,144096.50666666665,16,16,1,7052,3913,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,True,False,False
+7290,0.0,0,1354144.4,21,21,1,8670,3164,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7291,464.304761904762,1,317584.4571428572,19,19,1,9902,4254,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7292,0.0,0,196871.68,16,16,1,15001,2115,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7293,0.0,0,895725.2571428572,16,16,1,2735,3212,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7294,0.0,0,303352.0,15,15,2,9978,2405,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+7295,231.9428571428572,1,577305.7714285714,19,19,1,12431,2589,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7296,43.400000000000006,1,122388.0,20,20,2,17801,1371,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,True,True
+7297,0.0,0,659688.96,18,18,1,9295,2601,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7298,0.0,0,1284529.2,19,19,0,10647,3538,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+7299,0.0,0,223279.2,9,9,1,9431,3749,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7300,0.0,0,513970.2857142858,12,12,1,5512,3717,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7301,0.0,0,19106.666666666668,1,1,0,9082,2491,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,False
+7302,509.9238095238095,1,138699.27619047617,17,17,1,20405,4581,Long-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7303,0.0,0,745724.5714285714,22,22,3,6035,4041,Short-term,European,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+7304,469.69866666666667,1,736487.5093333333,16,16,3,17527,2776,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,True,False,False,False,False,False,False,True,True
+7305,0.0,0,3413124.0,17,17,2,8427,2683,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,True,False,False,False,True
+7306,0.0,0,174542.40000000002,9,9,1,13281,1934,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7307,272.2666666666667,1,382262.4000000001,18,18,1,10359,2320,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7308,491.66666666666674,1,684400.0000000001,16,16,2,9721,2940,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+7309,0.0,0,684782.0571428572,18,18,1,12146,2833,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7310,0.0,0,590903.04,19,19,1,9509,2822,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7311,0.0,0,103394.13333333332,8,8,1,11349,3332,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7312,166.10666666666668,1,418588.8000000001,20,20,2,13418,2627,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+7313,0.0,0,3121896.96,18,18,1,5303,3365,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7314,135.53333333333336,1,197878.6666666667,20,20,2,15395,2314,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+7315,0.0,0,523534.0,15,15,1,17634,2275,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7316,0.0,0,133130.74666666667,13,13,1,9278,3206,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7317,0.0,0,480935.20000000007,21,21,1,10739,2904,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7318,0.0,0,588568.3200000001,19,19,2,9478,3129,Mid-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+7319,149.58095238095237,1,60580.2857142857,15,15,1,10039,1998,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7320,172.71428571428572,1,310885.7142857143,18,18,3,19461,1879,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,True,True
+7321,0.0,0,1110909.8,22,22,2,6289,2441,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+7322,0.0,0,356458.6666666666,5,5,0,7219,3533,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+7323,0.0,0,342764.34285714285,19,19,1,3852,2628,Short-term,English,NOTICE,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+7324,134.81333333333336,1,53386.08000000001,12,12,3,17101,2307,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+7325,0.0,0,383581.7142857143,20,20,2,11973,2101,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,False,False,True,False,False,False,False,False,False,True
+7326,0.0,0,505920.380952381,20,20,2,11820,2194,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+7327,0.0,0,281971.4285714286,20,20,1,11349,2274,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7328,0.0,0,652910.9333333332,16,16,1,11257,3125,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7329,0.0,0,286170.0,18,18,1,11987,2229,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7330,0.0,0,154299.25333333336,19,19,1,10862,2525,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7331,0.0,0,163035.6,7,7,1,8778,3576,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7332,420.9276190476191,1,404090.5142857143,8,8,1,9843,3247,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7333,0.0,0,103854.0,18,18,1,9172,4035,Mid-term,English,NOTICE,IT,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7334,0.0,0,39095.82857142858,3,3,1,11318,3321,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7335,369.125,1,31744.75,2,2,1,9752,2136,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+7336,0.0,0,686900.6666666666,19,19,1,12961,3960,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7337,152.1,1,175827.59999999998,17,17,1,4198,2124,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7338,226.99238095238096,1,195213.44761904763,20,20,2,18409,2178,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7339,0.0,0,130166.40000000002,6,6,1,8792,2777,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7340,699.2,1,495033.6000000001,12,12,1,9599,3790,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7341,0.0,0,688150.4000000001,21,21,3,5170,2820,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,True,False,False,False,True
+7342,0.0,0,152085.6,18,18,1,10359,3810,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7343,610.0666666666667,1,1076157.6,21,21,1,6808,3425,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7344,0.0,0,1328853.9428571428,18,18,1,9295,4501,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7345,200.62857142857143,1,300942.8571428572,15,15,1,19644,2364,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7346,0.0,0,642586.2666666667,22,22,1,12079,3527,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7347,358.26666666666665,1,729789.2,21,21,1,14347,2760,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7348,0.0,0,163688.0,21,21,1,8686,2436,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7349,0.0,0,925483.2,15,15,1,9551,3215,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7350,0.0,0,188893.44000000003,19,19,1,8792,3754,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7351,176.45714285714288,1,146106.5142857143,12,12,1,16417,2191,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7352,0.0,0,204634.5142857143,24,24,2,9112,2417,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7353,0.0,0,562772.5009523811,17,17,1,5051,2541,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7354,0.0,0,720643.7333333333,11,11,1,16431,3506,Long-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7355,0.0,0,400029.2571428572,19,19,1,5660,2250,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7356,400.0190476190476,1,472022.4761904762,20,20,1,15732,3793,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7357,0.0,0,993787.704,18,18,1,11074,4196,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7358,0.0,0,421639.68000000005,22,22,1,11592,2678,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7359,195.6533333333333,1,246131.8933333333,17,17,1,15030,2930,Long-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+7360,0.0,0,677576.9333333333,17,17,2,8868,2701,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+7361,0.0,0,7492.8,1,1,1,15961,3483,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7362,0.0,0,273720.8,20,20,1,20129,2212,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7363,0.0,0,1611296.266666667,20,20,1,12292,4266,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7364,0.0,0,617952.72,17,17,2,9492,3611,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+7365,0.0,0,925514.32,19,19,1,9782,2954,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7366,302.2666666666667,1,406246.4000000001,16,16,1,14702,3093,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7367,0.0,0,425108.5714285715,15,15,2,7621,3747,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+7368,0.0,0,290963.52,18,18,1,9478,2261,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7369,0.0,0,523580.5714285714,17,17,1,13607,3379,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7370,0.0,0,152172.53333333333,11,11,3,10939,2950,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+7371,0.0,0,653034.3733333333,17,17,1,18470,3534,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7372,0.0,0,122112.0,10,10,1,8656,3531,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7373,0.0,0,335818.08,27,27,1,10179,3375,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7374,0.0,0,82358.40000000001,12,12,2,8455,3065,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+7375,488.19047619047626,1,285591.42857142864,13,13,1,10161,4425,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7376,0.0,0,785304.0,20,20,2,6106,2644,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,True,False,True
+7377,0.0,0,469682.4,18,18,1,8670,5783,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7378,245.4895238095238,1,326501.06666666665,19,19,1,5607,2280,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7379,0.0,0,373852.28571428574,11,11,0,8778,4535,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7380,1589.3333333333333,1,4130677.333333333,23,23,0,1689,3530,Short-term,English,NOTICE,BRANCH (PHONE),101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+7381,0.0,0,87556.8,21,21,1,11104,2684,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7382,0.0,0,525014.2857142858,20,20,1,11439,2856,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7383,0.0,0,696831.6952380952,19,19,1,10953,3454,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7384,0.0,0,793161.6,14,14,1,9339,2886,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7385,0.0,0,905178.361904762,23,23,1,8686,3638,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7386,206.8571428571429,1,55024.0,19,19,2,15760,2409,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7387,333.69142857142856,1,128137.50857142857,8,8,2,10329,2919,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+7388,242.51428571428573,1,381960.0,21,21,1,18897,2664,Long-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7389,286.7428571428572,1,102367.2,17,17,1,1740,2981,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7390,218.6666666666667,1,310506.6666666667,20,20,1,11714,3165,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7391,267.16190476190474,1,272505.14285714284,17,17,1,10222,2841,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7392,0.0,0,4370436.0,21,21,1,11592,3193,Mid-term,English,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7393,828.9333333333334,1,1286504.5333333334,16,16,1,1333,2624,Short-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7394,0.0,0,274277.5466666667,7,7,1,14026,2282,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+7395,0.0,0,2231899.4000000004,17,17,1,9370,2979,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+7396,0.0,0,1032022.4,12,12,1,9065,3516,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7397,0.0,0,187274.64000000004,19,19,1,8380,3329,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7398,0.0,0,281509.9047619048,11,11,1,8778,2549,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7399,0.0,0,2048018.933333333,14,14,2,10373,3752,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+7400,0.0,0,518558.6666666666,20,20,2,10633,2757,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+7401,563.24,1,192628.08,18,18,1,22413,6693,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7402,291.40476190476187,1,320545.23809523805,20,20,0,9782,2597,Mid-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7403,270.7866666666667,1,170595.6,15,15,1,15791,3699,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7404,219.2,1,465800.0,25,25,2,15245,2497,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7405,0.0,0,222868.2857142857,18,18,0,10709,2130,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7406,0.0,0,783953.456,11,11,1,3547,2975,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7407,0.0,0,297298.2857142857,20,20,1,9112,2406,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7408,0.0,0,60429.6,14,14,2,11104,2563,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+7409,418.5333333333333,1,301344.0,18,18,1,15336,2640,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7410,0.0,0,1074105.523809524,20,20,1,3908,3509,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7411,0.0,0,465658.6666666667,10,10,2,10573,2629,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+7412,0.0,0,390833.6640000001,23,23,3,9492,2381,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,True,False,False,False,False,False,False,True,True
+7413,210.0304761904762,1,111736.21333333332,19,19,1,21105,2084,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7414,217.4628571428572,1,531044.2971428572,22,22,2,15214,2225,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+7415,0.0,0,894400.0000000002,15,15,1,11213,3861,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7416,0.0,0,323019.84,26,26,1,13039,3372,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7417,0.0,0,364798.00000000006,21,21,3,10756,2680,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,True,True
+7418,0.0,0,1970783.3600000008,19,19,1,8441,2628,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7419,0.0,0,329907.19999999995,21,21,1,14196,2362,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7420,0.0,0,1289666.0053333333,16,16,2,8717,3349,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+7421,299.988,1,762269.5079999999,21,21,1,5770,3289,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7422,0.0,0,66624.0,10,10,1,10131,2063,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7423,0.0,0,69612.38095238095,25,25,2,11135,1977,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+7424,0.0,0,210484.4,14,14,1,12231,5324,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7425,0.0,0,929790.2285714288,17,17,1,6981,3965,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7426,0.0,0,746376.4800000001,9,9,3,11912,3366,Mid-term,English,NOTICE,MAIL,500+,Premier,True,True,False,True,False,False,False,False,False,True,True
+7427,0.0,0,114906.77333333336,14,14,2,1558,2753,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+7428,0.0,0,22277.14285714286,3,3,1,3729,2083,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7429,0.0,0,214150.2857142857,15,15,1,4432,2857,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7430,0.0,0,269251.6666666666,25,25,1,11182,2623,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7431,140.70666666666668,1,35880.2,17,17,1,17162,2367,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7432,138.45866666666666,1,179719.34933333332,11,11,1,18379,2017,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7433,0.0,0,382533.4857142857,16,16,3,8973,2224,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,True,False,True
+7434,0.0,0,432134.0761904762,23,23,1,11714,2315,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7435,0.0,0,1065768.0,16,16,1,9264,3682,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7436,309.2761904761905,1,131442.38095238095,25,25,1,9994,3143,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7437,418.3573333333334,1,357695.52,19,19,1,9827,2574,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7438,293.4761904761905,1,411747.0952380952,23,23,0,10039,2609,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7439,0.0,0,74384.22857142858,6,6,2,13495,3540,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+7440,312.5028571428572,1,165001.5085714286,8,8,2,22184,2793,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+7441,0.0,0,2670046.08,18,18,1,13281,2196,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7442,0.0,0,353939.14285714296,11,11,2,9112,3773,Mid-term,English,NOTICE,PHONE,6-10,Standard,True,True,True,False,False,False,False,False,False,False,True
+7443,0.0,0,252912.00000000003,20,20,1,10998,2234,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7444,0.0,0,372497.72,21,21,1,8761,2534,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7445,0.0,0,346417.5,17,17,1,3032,2444,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,False
+7446,0.0,0,400040.0,8,8,1,3151,2292,Short-term,English,NOTICE,WEB,51-100,Premier,True,True,False,False,False,False,False,False,True,False,False
+7447,398.9,1,515378.8,17,17,1,19522,2560,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7448,0.0,0,544650.0,25,25,1,10770,2413,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+7449,0.0,0,249402.31680000003,21,21,2,9309,3362,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+7450,0.0,0,144656.86857142858,12,12,1,1045,2340,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7451,0.0,0,371029.68,18,18,1,2091,3202,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7452,0.0,0,1297361.8,19,19,1,10496,3029,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7453,0.0,0,367397.3333333334,13,13,2,5965,2373,Short-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+7454,2183.566666666667,1,4412988.233333334,43,43,1,18623,2302,Long-term,Unknown,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,True,False
+7455,0.0,0,353296.9142857143,12,12,1,4272,2175,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,False
+7456,0.0,0,1154667.36,21,21,2,12323,2754,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,True,False,False,False,False,False,False,True,False,False,True
+7457,0.0,0,311164.56,14,14,1,12200,3053,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7458,217.4666666666667,1,365344.0000000001,21,21,1,4586,3153,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7459,470.1666666666667,1,116601.33333333334,4,4,0,1643,2467,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+7460,113.6,1,218112.0,20,20,1,10192,2089,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7461,0.0,0,526020.3200000001,19,19,1,4315,3413,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7462,0.0,0,621966.9866666668,22,22,1,12930,3379,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7463,138.14666666666668,1,377140.4,26,26,1,16356,2341,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7464,0.0,0,1095108.3000000005,24,24,0,4197,1832,Short-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+7465,194.93333333333337,1,428853.3333333334,22,22,1,9902,2323,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7466,562.0761904761906,1,834683.1428571431,11,11,1,19628,4954,Long-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+7467,0.0,0,1194389.76,24,24,2,3145,1623,Short-term,English,NOTICE,MAIL,500+,Standard,False,True,False,True,False,False,False,False,False,False,True
+7468,0.0,0,427383.8095238095,23,23,0,8441,1904,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+7469,0.0,0,96863.08571428571,19,19,1,10786,3210,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7470,0.0,0,1405526.4166666667,13,13,0,8670,3830,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+7471,0.0,0,84988.24533333334,16,16,1,10587,3541,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7472,0.0,0,1164078.933333333,16,16,1,3828,3791,Short-term,English,AUTO RENEW,WEB,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+7473,0.0,0,205967.6,21,21,2,13008,2641,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+7474,0.0,0,223167.28000000003,21,21,2,12309,3241,Mid-term,European,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+7475,0.0,0,330112.64,22,22,2,13083,2896,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+7476,404.26666666666665,1,172217.6,6,6,1,15261,2582,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7477,0.0,0,298862.00000000006,15,15,1,7135,3218,Mid-term,English,NOTICE,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7478,0.0,0,405061.0666666667,14,14,1,10709,3619,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7479,0.0,0,1929853.3333333333,23,23,1,13555,3381,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7480,0.0,0,652048.9485714287,19,19,1,11349,2490,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7481,0.0,0,568501.7142857143,18,18,2,11349,3309,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+7482,0.0,0,79821.79999999999,17,17,1,10709,2058,Mid-term,European,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7483,0.0,0,563705.7523809526,20,20,1,9234,3211,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7484,0.0,0,185207.01333333337,20,20,2,10587,1608,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+7485,0.0,0,59807.280000000006,18,18,1,12065,2099,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7486,208.884,1,325859.04000000004,20,20,1,17544,2571,Long-term,English,AUTO RENEW,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7487,276.08000000000004,1,401696.4000000001,15,15,1,16417,2340,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7488,0.0,0,317378.2857142857,26,26,1,8594,2252,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7489,0.0,0,104587.56,21,21,1,10587,2472,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7490,0.0,0,326848.39200000005,17,17,2,14012,2796,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+7491,303.84000000000003,1,615276.0000000001,25,25,1,17422,2482,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7492,0.0,0,559986.0,15,15,0,12048,3208,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+7493,0.0,0,388639.4819047619,8,8,1,9234,3122,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7494,47.44133333333333,1,112720.608,18,18,3,25775,1620,Long-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+7495,0.0,0,95277.71428571428,8,8,1,11196,2182,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7496,153.84761904761908,1,74769.94285714287,18,18,1,14469,2029,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7497,0.0,0,232795.42857142855,12,12,1,8656,3323,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7498,217.74666666666664,1,402395.84,21,21,2,14210,2200,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,True,True
+7499,0.0,0,1023690.7200000004,21,21,1,11074,4015,Mid-term,English,AUTO RENEW,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7500,0.0,0,91268.57142857142,2,2,1,10786,3652,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7501,0.0,0,630604.8,18,18,1,2411,3168,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7502,0.0,0,866110.9714285714,18,18,1,9082,3642,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7503,0.0,0,367379.20000000007,20,20,1,11881,2299,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7504,2359.083333333333,1,1318727.5833333335,13,13,0,1691,4791,Short-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+7505,0.0,0,507309.7714285714,19,19,1,13130,2562,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7506,105.52,1,341251.68,22,22,1,15760,2007,Long-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7507,0.0,0,294999.5733333333,19,19,1,10147,3018,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7508,0.0,0,98598.24000000002,14,14,1,12796,2364,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7509,0.0,0,641833.4476190475,16,16,1,11274,4193,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7510,0.0,0,553278.4693333333,22,22,2,9143,3315,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+7511,0.0,0,315959.0857142858,17,17,1,8380,2475,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7512,0.0,0,339300.48,12,12,1,12034,2965,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7513,352.04,1,789977.76,17,17,1,15001,4531,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7514,0.0,0,205097.14285714284,18,18,2,13203,2015,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+7515,0.0,0,2790627.8400000003,21,21,1,10770,2512,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7516,0.0,0,30356.571428571435,12,12,1,11592,2739,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7517,0.0,0,655854.7047619049,13,13,1,13203,3625,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7518,0.0,0,1117315.0476190476,22,22,1,16066,5476,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7519,362.66666666666674,1,685440.0000000001,14,14,1,15838,3525,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+7520,0.0,0,516384.00000000006,10,10,2,8059,3329,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+7521,0.0,0,237302.85714285716,6,6,1,15139,2881,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7522,0.0,0,141895.68000000002,6,6,2,13144,2879,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+7523,213.5809523809524,1,365223.4285714286,18,18,1,9902,2457,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7524,0.0,0,0.0,16,16,1,3734,1162,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7525,0.0,0,122589.83333333334,5,5,2,8778,2976,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,True,False,False,False,False,False,False,False,True
+7526,0.0,0,188348.16,10,10,2,12626,2566,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+7527,0.0,0,2448808.0,20,20,1,3543,4314,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7528,0.0,0,258197.3333333333,4,4,1,9843,3001,Mid-term,English,NOTICE,BRANCH (POS),101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7529,0.0,0,454545.00000000006,15,15,1,2042,2305,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7530,0.0,0,664565.942857143,17,17,1,2465,3171,Short-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7531,0.0,0,2518896.0,20,20,1,8761,3585,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7532,366.0533333333334,1,709411.3600000001,19,19,1,9902,2800,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+7533,0.0,0,57186.26666666668,7,7,1,11881,2121,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7534,132.16,1,174451.2,12,12,1,1518,2279,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7535,0.0,0,566092.8,12,12,1,3319,4177,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7536,0.0,0,569712.48,18,18,1,10831,2413,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7537,168.1866666666667,1,91829.92,21,21,2,7059,2648,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+7538,265.54285714285714,1,148969.54285714286,17,17,1,5888,2829,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7539,0.0,0,301552.12,17,17,1,13404,2334,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7540,268.9390476190477,1,398029.79047619057,20,20,1,5245,2409,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7541,0.0,0,293971.2,14,14,2,1551,3016,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7542,0.0,0,824181.1809523811,22,22,1,2341,2821,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7543,0.0,0,217840.32,19,19,1,13175,2013,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+7544,0.0,0,351903.10400000005,19,19,1,6486,2539,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7545,240.41333333333336,1,134150.64,18,18,1,18183,2252,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7546,0.0,0,386517.18095238094,19,19,1,11227,1998,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7547,0.0,0,187444.9523809524,20,20,1,9339,3242,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7548,0.0,0,295969.8133333333,22,22,1,13845,3148,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7549,0.0,0,178279.53,11,11,0,12431,2687,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+7550,0.0,0,729537.0285714285,19,19,2,12657,3624,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+7551,664.0952380952381,1,737145.7142857142,15,15,1,4195,5686,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7552,0.0,0,477432.0000000001,20,20,1,8472,2737,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7553,729.3433333333334,1,285173.24333333335,17,17,1,1916,3224,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7554,0.0,0,91619.73333333334,14,14,1,8455,2449,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7555,0.0,0,236717.86666666664,13,13,1,6428,3257,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7556,0.0,0,334183.7142857143,15,15,1,9248,4639,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7557,0.0,0,498345.0666666668,14,14,1,9888,3184,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7558,0.0,0,376992.0,15,15,1,6121,2291,Short-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7559,378.3619047619047,1,385929.1428571429,20,20,1,9782,3638,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7560,0.0,0,440321.7,21,21,1,2095,3128,Short-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7561,0.0,0,1740706.2400000002,23,23,1,9325,3765,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7562,0.0,0,979069.0,13,13,1,11653,3836,Mid-term,Unknown,NOTICE,WEB,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+7563,0.0,0,211684.57142857145,4,4,2,12247,3695,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+7564,0.0,0,158354.6666666667,20,20,1,9537,2246,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7565,609.6826666666667,1,231679.41333333333,20,20,1,9857,3327,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7566,0.0,0,358724.80000000005,21,21,1,12445,5298,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7567,0.0,0,2560536.0,18,18,2,11804,3133,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+7568,204.5866666666667,1,196403.20000000004,15,15,1,10086,3021,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7569,324.62857142857143,1,908960.0,20,20,1,9902,3253,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+7570,345.02,1,1261738.14,53,53,2,4434,3100,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,True,False,False,False,False,True
+7571,0.0,0,735940.4266666666,19,19,2,11714,2593,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+7572,0.0,0,269729.5238095238,8,8,1,2354,2875,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7573,0.0,0,1098171.9047619049,25,25,1,13251,3128,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7574,131.516,1,257771.36,20,20,1,4524,2850,Short-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7575,1281.7653333333335,1,3979881.36,23,23,1,18974,5973,Long-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7576,0.0,0,462904.41904761904,19,19,1,7647,2558,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7577,0.0,0,494024.96,16,16,1,4639,3137,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7578,927.4666666666668,1,1694481.6,21,21,1,10161,2825,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7579,0.0,0,1489144.8000000005,12,12,1,5255,3888,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7580,0.0,0,452060.4,12,12,1,12521,3162,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7581,0.0,0,702228.0,21,21,1,8670,2650,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7582,367.8095238095239,1,450198.8571428572,18,18,2,11469,3562,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7583,0.0,0,148392.7238095238,11,11,1,7362,2593,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7584,0.0,0,1243550.6285714286,22,22,1,11335,3949,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7585,0.0,0,402522.89523809525,22,22,1,9278,3041,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7586,0.0,0,79866.27200000001,19,19,2,8778,1981,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+7587,0.0,0,1962661.3760000004,24,24,1,9339,3088,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7588,0.0,0,339776.5714285714,17,17,2,9431,2536,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+7589,0.0,0,415598.4,19,19,2,12565,2793,Mid-term,Asian,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,True,False,False,False,True
+7590,446.09760000000006,1,107063.424,20,20,2,18470,3854,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+7591,0.0,0,733354.2666666666,26,26,2,12445,2553,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+7592,0.0,0,54458.880000000005,21,21,1,3851,2033,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7593,0.0,0,263434.08,21,21,3,11957,2261,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+7594,167.90476190476193,1,402635.6190476191,22,22,1,19109,2130,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7595,0.0,0,463030.4,12,12,1,11592,2942,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7596,0.0,0,1035883.1999999998,18,18,1,8686,3488,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7597,0.0,0,1148311.5428571429,18,18,1,4580,3531,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7598,0.0,0,545703.2533333333,16,16,1,12108,2993,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7599,175.10133333333337,1,278411.12000000005,15,15,1,16111,2305,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7600,0.0,0,78885.44000000002,12,12,1,9325,2906,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7601,0.0,0,378056.9123809524,17,17,1,8340,2304,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7602,795.7386666666667,1,865763.6693333334,16,16,1,4692,4060,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7603,1134.1333333333332,1,1595725.5999999996,21,21,1,10055,6732,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7604,706.2590476190477,1,466130.9714285715,22,22,3,15777,4820,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+7605,0.0,0,228660.0,15,15,1,1500,1967,Short-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7606,0.0,0,283685.8266666668,13,13,2,5955,2686,Short-term,English,NOTICE,IT,1-5,Standard,True,True,False,False,False,False,False,False,False,True,True
+7607,0.0,0,135398.40000000002,9,9,1,10298,2852,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7608,0.0,0,1416729.6,15,15,1,9172,4026,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+7609,0.0,0,86752.30476190476,4,4,1,8761,5783,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7610,308.3104761904761,1,815789.5199999999,18,18,1,9674,2626,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7611,0.0,0,70714.8,6,6,0,9278,4639,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+7612,0.0,0,299619.32,14,14,1,9568,3115,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7613,0.0,0,457190.43809523823,13,13,2,2107,3062,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7614,0.0,0,7552.285714285714,3,3,1,10709,2129,Mid-term,Unknown,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7615,0.0,0,725868.0000000001,21,21,1,11104,3679,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7616,629.5666666666667,1,1390083.2000000002,16,16,1,9843,3505,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7617,0.0,0,403726.4,22,22,1,9278,2716,Mid-term,European,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7618,0.0,0,99302.85714285714,12,12,1,9551,3299,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7619,0.0,0,651811.7333333334,17,17,1,11074,3270,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7620,0.0,0,467619.2,21,21,1,10319,2302,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7621,568.5234285714286,1,1528190.976,21,21,6,19095,3538,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,True,True,False,True,False,True,True
+7622,122.72,1,172789.76,16,16,2,9387,2183,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7623,0.0,0,602217.0,18,18,1,11777,2231,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7624,199.6428571428572,1,26951.78571428572,3,3,1,5582,1807,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,True,False
+7625,166.08,1,253438.08000000005,14,14,1,10055,2627,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7626,0.0,0,383101.5238095239,19,19,2,18579,2879,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+7627,183.16666666666663,1,257166.0,18,18,0,7215,1784,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+7628,0.0,0,14991.253333333334,1,1,1,9172,2402,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7629,287.76800000000003,1,294386.66400000005,11,11,2,14530,2060,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,True,False,False,False,True
+7630,0.0,0,551100.9523809524,16,16,2,12431,2825,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+7631,0.0,0,325404.0,18,18,1,10373,2160,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7632,0.0,0,415377.2571428573,18,18,1,13203,2968,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7633,0.0,0,930262.6666666667,22,22,1,12869,4564,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7634,138.216,1,352865.44800000003,23,23,1,9994,2015,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7635,0.0,0,1986109.44,21,21,3,8547,3448,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,True,False,True,False,False,False,False,True
+7636,894.0,1,2664120.0,20,20,1,14695,1842,Long-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+7637,0.0,0,41028.86666666668,5,5,2,21484,2773,Long-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+7638,223.9961904761905,1,366905.76000000007,18,18,3,4337,2161,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+7639,0.0,0,1220099.657142857,19,19,1,9537,4122,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7640,0.0,0,514562.6304000001,18,18,2,8686,3108,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+7641,320.64000000000004,1,669496.3200000001,24,24,1,9902,2568,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7642,0.0,0,247332.8,6,6,1,9843,3749,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7643,0.0,0,1091211.264,15,15,3,9462,3639,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,True,True,False,False,False,False,False,False,True
+7644,266.2619047619048,1,115823.92857142858,5,5,0,15869,2453,Long-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7645,0.0,0,2087316.6666666667,17,17,2,8441,3298,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,True,False,False,False,True
+7646,310.6380952380953,1,646127.2380952382,16,16,1,3137,2639,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+7647,0.0,0,1184791.2,17,17,1,9401,3439,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7648,0.0,0,109627.88571428572,10,10,2,4581,2332,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7649,573.2266666666667,1,1504720.0000000002,15,25,3,10161,3861,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,True,False,False,True,True
+7650,0.0,0,333701.3333333333,8,8,0,8858,2240,Mid-term,European,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+7651,0.0,0,169442.74285714288,9,9,1,8670,3521,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7652,0.0,0,35126.0,1,1,1,14970,2296,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7653,208.26666666666665,1,93720.0,18,18,2,10025,2419,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+7654,0.0,0,351706.6666666667,11,11,1,8533,4200,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7655,224.55333333333337,1,77470.90000000001,23,23,1,7781,2695,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7656,316.0476190476191,1,655482.761904762,17,17,0,4386,2738,Short-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7657,547.664,1,363101.232,17,17,2,15701,2724,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+7658,0.0,0,1255496.4,15,15,2,8990,2996,Mid-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+7659,234.4380952380953,1,60016.15238095239,16,16,1,17648,2607,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7660,0.0,0,812058.0,21,21,1,11592,2348,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7661,0.0,0,620091.580952381,20,20,1,13039,2122,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7662,0.0,0,169858.2857142857,20,20,1,15944,3573,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7663,414.6285714285715,1,236338.2857142857,15,15,1,10647,3898,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7664,499.93666666666667,1,989874.6,18,18,1,4032,2501,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+7665,0.0,0,336663.60000000003,20,20,1,4816,3031,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+7666,0.0,0,484773.6,18,18,1,11592,2378,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7667,0.0,0,85734.00000000001,15,15,1,17148,2168,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7668,0.0,0,1114182.72,21,21,2,9582,3589,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+7669,0.0,0,458213.184,18,18,1,12930,3205,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7670,0.0,0,559240.0,11,11,1,18668,3025,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7671,0.0,0,213512.34666666668,13,13,2,13234,2351,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+7672,49.02857142857143,1,80112.68571428572,19,19,1,17259,1278,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7673,0.0,0,32057.523809523813,19,19,1,12612,2136,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7674,0.0,0,1229999.52,23,23,2,9478,3049,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,True,False,False
+7675,0.0,0,366973.7142857143,9,9,1,8731,3362,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7676,0.0,0,166531.2,16,16,1,8973,2048,Mid-term,Asian,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7677,0.0,0,192702.256,19,19,2,12292,2767,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+7678,0.0,0,703163.5809523811,19,19,2,10984,3940,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+7679,0.0,0,209884.64,19,19,1,1530,2273,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7680,0.0,0,5109832.000000001,21,21,3,13039,4759,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,True,False,True,False,False,False,False,True
+7681,0.0,0,248311.6533333334,31,31,1,2479,1799,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7682,0.0,0,251550.00000000003,25,25,1,10970,3597,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7683,0.0,0,811280.0,20,20,1,10725,2311,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+7684,205.8457142857143,1,468916.5371428572,17,17,1,10725,2061,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7685,888.0352,1,1406647.7568,18,18,2,18532,3840,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+7686,0.0,0,1431998.3333333335,22,22,0,8686,3732,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+7687,195.14285714285717,1,81179.42857142857,13,13,1,16401,2325,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7688,375.82666666666665,1,1010222.08,24,24,1,9735,4774,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7689,130.0952380952381,1,203468.9523809524,17,17,1,13100,1859,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7690,0.0,0,667731.2000000001,16,16,2,6717,3888,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7691,0.0,0,310426.82666666666,7,7,2,12626,3034,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+7692,0.0,0,3016170.2,19,19,1,7218,3408,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+7693,130.81333333333336,1,205115.3066666667,16,16,1,22306,2266,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7694,0.0,0,727609.2571428572,26,26,1,9186,2766,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7695,0.0,0,518023.96190476185,23,23,2,11714,3108,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7696,0.0,0,301271.04000000004,16,16,1,12838,2711,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7697,0.0,0,212121.6,14,14,1,11349,2623,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7698,0.0,0,193866.74285714288,4,4,2,9537,3462,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7699,253.6190476190476,1,231300.57142857145,24,24,2,15433,2744,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+7700,0.0,0,874720.0,14,14,1,7519,2526,Mid-term,Unknown,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7701,0.0,0,377944.380952381,19,19,1,9629,2259,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7702,941.1333333333334,1,2272837.0000000005,21,21,1,5586,2853,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7703,0.0,0,714614.4,15,15,2,9523,2432,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+7704,0.0,0,153046.14000000004,23,23,3,11090,2030,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,True,False,True,False,True
+7705,0.0,0,236844.80000000005,3,3,1,2845,4441,Short-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+7706,0.0,0,982593.8666666666,19,19,1,8639,3170,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7707,0.0,0,239008.93714285712,9,9,3,9309,2501,Mid-term,Asian,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,True,False,True,False,True
+7708,0.0,0,324635.52,19,19,1,6870,3356,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7709,0.0,0,526113.28,24,24,1,8455,3477,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7710,322.0761904761905,1,778780.2285714286,26,26,2,9796,3235,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7711,0.0,0,255057.37142857147,12,12,1,6388,3383,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7712,0.0,0,587888.2285714287,19,19,1,11530,2384,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7713,0.0,0,28846.628571428573,4,4,0,16995,2914,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7714,0.0,0,476931.00000000006,14,14,1,13617,2357,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7715,3411.833333333333,1,2251810.0,10,10,0,16083,3721,Long-term,Unknown,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+7716,260.20952380952383,1,666136.3809523811,20,20,2,11881,2791,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+7717,218.09333333333336,1,109919.04000000002,14,14,1,18897,3159,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7718,0.0,0,1157386.066666667,23,23,1,8304,2658,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7719,0.0,0,1460117.0285714285,24,24,1,8382,3997,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7720,0.0,0,1094327.2426666669,19,19,2,10647,3392,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+7721,0.0,0,2437786.26,19,19,1,3246,3676,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7722,0.0,0,524588.1904761905,16,16,1,7396,3400,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7723,385.728,1,155834.112,4,4,1,15760,3747,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+7724,0.0,0,476550.7047619048,16,16,2,14104,3040,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,True,False,False,False,True
+7725,1287.4666666666667,1,324441.60000000003,3,3,2,13770,3563,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,True,False,False,False,True
+7726,0.0,0,385924.8000000001,21,21,1,9143,2113,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7727,0.0,0,152388.80000000002,23,23,1,8792,4318,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7728,0.0,0,582816.78,7,7,1,9186,2827,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7729,206.05714285714285,1,155779.19999999998,21,21,1,10281,2403,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7730,0.0,0,265076.5714285714,15,15,1,13175,1908,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+7731,0.0,0,121346.16000000002,19,19,1,9478,2457,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7732,506.3238095238095,1,1125557.8285714283,19,19,1,23614,4555,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7733,0.0,0,6157.714285714286,2,2,1,13039,1233,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7734,0.0,0,276617.2933333334,11,11,1,6091,2563,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7735,110.44,1,54115.600000000006,5,5,1,15047,2057,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7736,0.0,0,205440.0,20,20,1,8990,3030,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7737,0.0,0,395358.8000000001,17,17,1,5042,3173,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7738,0.0,0,68488.76190476192,10,10,1,12139,2068,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7739,0.0,0,186790.8,21,21,4,9431,3962,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,True,False,False,True,False,True
+7740,0.0,0,966110.6000000002,15,15,1,10192,3253,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7741,380.0914285714286,1,1018264.9371428572,19,19,7,20480,3196,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,True,True,True,False,True,True,True
+7742,0.0,0,666700.0000000001,25,25,1,1314,2747,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7743,0.0,0,724106.6666666666,20,20,1,9264,2780,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7744,0.0,0,333106.17600000004,19,19,1,10208,2005,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7745,0.0,0,197761.36000000004,23,23,1,4258,2840,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7746,0.0,0,61874.48000000002,3,3,1,6158,2716,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7747,0.0,0,249006.40000000005,19,19,1,12323,3163,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7748,718.224,1,287289.60000000003,10,10,3,1240,3755,Short-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,True,False,False,False,False,False,True,False,True
+7749,0.0,0,44846.4761904762,20,20,3,14834,2387,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,True,False,False,False,False,True
+7750,0.0,0,368129.06666666665,8,8,1,9325,2931,Mid-term,Unknown,NOTICE,PHONE,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+7751,0.0,0,498333.0133333334,16,16,3,11714,2337,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,True,False,True,False,True
+7752,0.0,0,374882.7428571429,8,8,1,8686,3308,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7753,0.0,0,358255.2380952381,26,26,2,6115,2901,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+7754,0.0,0,188774.04,9,9,1,12445,2046,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7755,0.0,0,185458.2857142857,15,15,1,8455,2772,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7756,737.0285714285715,1,784198.4,19,19,1,2055,6208,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7757,0.0,0,430536.0106666667,22,22,1,10739,3584,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7758,0.0,0,100134.0,9,9,1,4869,3205,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7759,408.2742857142858,1,308655.36000000004,18,18,1,10069,3177,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7760,209.02857142857144,1,218434.8571428572,19,19,3,10573,2424,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,True,True
+7761,0.0,0,70075.60000000002,7,7,1,9126,3400,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7762,0.0,0,489027.3142857144,22,22,2,1165,3235,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+7763,268.93333333333334,1,66157.6,2,2,1,9551,2303,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7764,271.7714285714286,1,428040.00000000006,21,21,2,15822,2874,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7765,0.0,0,673292.2666666667,20,20,1,6883,3847,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7766,656.2666666666668,1,178504.53333333335,16,16,2,9599,3614,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+7767,0.0,0,786826.6666666667,20,20,2,11439,2940,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+7768,0.0,0,119982.24,21,21,1,11957,2551,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+7769,0.0,0,318994.80000000005,15,15,2,9509,2836,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+7770,260.8666666666667,1,244171.2,18,18,1,4286,2365,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7771,0.0,0,106243.2,12,12,1,11012,2437,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7772,0.0,0,583107.4285714285,18,18,1,11349,2646,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7773,0.0,0,952253.8666666666,22,22,1,2989,3228,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7774,0.0,0,468720.37333333335,23,23,1,10420,3038,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7775,0.0,0,124188.28190476193,22,22,1,9234,3320,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7776,0.0,0,980986.864,26,26,2,9295,2078,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+7777,270.22857142857146,1,379941.37142857147,19,19,1,14483,2863,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7778,576.5561904761905,1,404742.4457142858,18,18,1,9735,4105,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7779,0.0,0,1147502.4,20,20,1,9551,3893,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7780,726.08,1,777631.68,21,21,2,3271,2165,Short-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,True,False,False,False,False,False,False,True
+7781,0.0,0,639293.8933333333,22,22,1,9248,2916,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7782,0.0,0,1174001.92,24,24,2,2080,3678,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7783,249.12380952380957,1,426499.961904762,16,16,1,15504,2712,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7784,0.0,0,567088.9285714285,15,15,0,12323,3362,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+7785,0.0,0,508650.0571428572,22,22,1,5861,3515,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7786,0.0,0,127324.63333333332,7,7,0,11486,2245,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7787,0.0,0,220091.77142857143,22,22,1,8455,3399,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7788,0.0,0,564093.9428571429,18,18,1,11335,4003,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7789,298.22857142857146,1,721713.142857143,22,22,1,9888,3064,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7790,0.0,0,1272845.1047619046,20,20,1,8731,3297,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7791,125.64,1,134686.08000000002,16,16,1,14196,2213,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7792,0.0,0,509727.1573333333,14,14,1,10434,2452,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7793,0.0,0,88833.33333333333,5,5,1,12796,1906,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7794,0.0,0,316966.0,15,15,1,11608,2591,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7795,0.0,0,372904.1333333333,50,50,2,13770,2472,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+7796,0.0,0,1176331.8,18,18,1,11439,2939,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7797,580.6933333333334,1,408227.4133333334,19,19,2,13342,3899,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+7798,0.0,0,126341.6,22,22,2,2214,2606,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+7799,0.0,0,272605.92,9,9,1,8441,3110,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7800,1191.4,1,1544054.4,18,18,1,18866,2553,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,False,False,False
+7801,0.0,0,225264.89142857151,18,18,1,9947,2426,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7802,0.0,0,755418.3000000002,18,18,1,8455,2006,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,False,False,False
+7803,0.0,0,714075.05,15,15,1,8731,2981,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7804,0.0,0,263608.80000000005,17,17,1,8792,3572,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7805,0.0,0,231110.0,15,15,1,9537,2360,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7806,0.0,0,273492.7,6,6,1,9295,3135,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,False
+7807,0.0,0,387266.93333333335,14,14,1,10434,3315,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7808,0.0,0,156421.72,21,21,1,9217,1764,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7809,173.2733333333333,1,108122.56,26,26,1,6854,3461,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7810,523.5733333333334,1,552893.4400000001,24,24,1,4095,3607,Short-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7811,284.2666666666667,1,436633.6000000001,24,24,1,10312,2964,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7812,239.9428571428572,1,675199.2000000002,21,21,1,9857,2249,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7813,0.0,0,432196.1280000001,12,12,1,13800,3178,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7814,0.0,0,128351.36000000002,3,3,1,9143,2537,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7815,0.0,0,320894.8571428572,10,10,2,11394,2811,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+7816,0.0,0,848268.342857143,18,18,1,10939,5490,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7817,0.0,0,990983.0400000002,24,24,1,11226,3105,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7818,0.0,0,403980.72,18,18,1,10770,3835,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7819,0.0,0,526891.8857142857,24,24,2,10725,2383,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+7820,0.0,0,127184.91428571429,6,6,1,8441,2259,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7821,0.0,0,223724.24,19,19,2,10848,1902,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+7822,0.0,0,754105.4285714286,15,15,1,11121,4294,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7823,233.5619047619048,1,430454.5904761905,19,19,2,17497,2600,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+7824,0.0,0,249278.64,18,18,2,10633,2227,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+7825,285.7142857142857,1,407142.8571428572,15,15,1,7316,2974,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7826,693.4666666666667,1,1406350.4,26,26,1,9782,3766,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7827,0.0,0,250232.53333333333,19,19,1,12323,2612,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7828,0.0,0,38025.600000000006,12,12,1,1406,2549,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7829,0.0,0,28721.977142857148,1,1,1,6478,2559,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7830,0.0,0,2143103.2,23,23,2,8761,4171,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+7831,0.0,0,119889.92,8,8,1,12323,3324,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7832,258.66666666666663,1,24832.0,4,4,0,5268,1986,Short-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+7833,237.96190476190475,1,90425.52380952382,20,20,1,16828,2632,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7834,345.12380952380954,1,115961.6,24,24,2,9796,3400,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+7835,0.0,0,2909660.0,25,25,2,5651,3982,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,True,True,False,False,False,False,False,False,False,True
+7836,0.0,0,768579.84,27,27,2,1269,3528,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+7837,0.0,0,113638.4,7,7,1,15944,3350,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7838,0.0,0,145780.69333333333,14,14,1,8058,3527,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7839,967.2,1,2313542.4,26,26,7,14895,2196,Long-term,European,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,True,True,True,True,True,False,True
+7840,0.0,0,297745.06666666665,13,13,1,9143,3857,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7841,0.0,0,282968.4,21,21,1,8455,1922,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7842,0.0,0,31697.714285714286,4,4,1,2278,3839,Short-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7843,225.14666666666668,1,125631.84,18,18,1,10069,2079,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7844,151.44761904761907,1,40890.85714285715,6,6,1,17221,2012,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7845,228.9142857142857,1,485527.20000000007,21,21,2,15487,2294,Long-term,Asian,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+7846,0.0,0,317881.6457142857,18,18,2,12186,2402,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+7847,0.0,0,465029.3333333333,20,20,2,9186,2327,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+7848,0.0,0,143063.65714285718,18,18,3,8310,2001,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,True,True
+7849,0.0,0,23740.0,15,15,1,8912,2061,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7850,77.73333333333333,1,118154.66666666669,19,19,1,16675,1722,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7851,576.9573333333334,1,53657.03200000001,3,3,1,1881,3198,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+7852,0.0,0,369066.13333333336,19,19,1,9492,3239,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+7853,0.0,0,173221.7142857143,6,6,2,8929,3225,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+7854,524.6453333333334,1,692531.8400000001,24,24,1,7703,2992,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7855,0.0,0,242615.04,12,12,1,11439,3926,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7856,0.0,0,230193.52380952385,20,20,1,13631,1932,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7857,0.0,0,242892.00000000003,9,9,1,9096,2698,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7858,0.0,0,1190345.728,22,22,1,2147,4154,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7859,0.0,0,1347354.2400000002,18,18,3,8761,4016,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,True,True
+7860,0.0,0,625026.5333333333,19,19,2,11742,3855,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,True,False,False
+7861,0.0,0,380133.00000000006,6,6,1,7260,3144,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+7862,0.0,0,520002.08,21,21,1,8717,2460,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7863,0.0,0,466108.76,19,19,1,4177,3403,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7864,235.0857142857143,1,631910.4,24,24,1,15746,2611,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7865,230.49523809523808,1,87127.2,21,21,1,19248,2578,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7866,0.0,0,142634.52000000002,19,19,1,9551,1875,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7867,253.52,1,100393.92,22,22,2,9551,3522,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+7868,167.82857142857142,1,53705.142857142855,16,16,2,9796,2129,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+7869,0.0,0,440236.72,11,11,1,11060,3733,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7870,0.0,0,430240.8,11,11,0,10831,3410,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+7871,0.0,0,525445.9047619049,19,19,1,10178,3884,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7872,428.7428571428572,1,70742.57142857143,15,15,1,8761,3999,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7873,0.0,0,27714.000000000004,21,21,2,14848,1232,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+7874,126.98666666666666,1,110097.44,17,17,1,5078,2227,Short-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+7875,193.46666666666667,1,58040.0,5,5,1,15030,2313,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7876,0.0,0,704329.142857143,16,16,1,8778,3555,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7877,0.0,0,37016.48,3,3,1,10878,1945,Mid-term,Asian,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7878,436.8333333333333,1,1095577.9999999998,22,22,3,10147,2715,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,True,True,False,False,False,False,True
+7879,0.0,0,1821615.1200000008,19,19,1,8858,3723,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7880,0.0,0,939248.7866666669,19,19,1,12065,4466,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7881,0.0,0,189252.00000000003,15,15,1,5604,3079,Short-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+7882,256.2057142857143,1,258255.36,18,18,2,15275,2457,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+7883,0.0,0,312275.52,18,18,1,6415,2816,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7884,0.0,0,26072.380952380958,8,8,1,8068,2094,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7885,0.0,0,504611.20000000007,20,20,1,8493,2745,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7886,0.0,0,871900.0,20,20,2,10404,2117,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+7887,0.0,0,540624.2857142858,17,17,1,9813,2943,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7888,356.3619047619047,1,329278.4,21,21,1,10253,3480,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7889,0.0,0,1548077.44,24,24,1,4595,2836,Short-term,English,AUTO RENEW,PHONE,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7890,0.0,0,2155957.4400000004,23,23,1,9082,3420,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7891,0.0,0,85071.48000000001,15,15,1,8382,2868,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7892,0.0,0,409375.4666666667,23,23,1,14240,2511,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7893,0.0,0,371931.6342857143,18,18,1,10892,3160,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7894,0.0,0,245235.20000000004,16,16,1,9782,4663,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7895,0.0,0,1366221.6,18,18,2,12688,2290,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+7896,0.0,0,579170.6666666666,19,19,1,9309,5675,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7897,0.0,0,287853.8,19,19,1,5533,2517,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7898,0.0,0,139213.01333333334,13,13,1,13678,2884,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7899,0.0,0,526078.8571428572,20,20,1,10131,2953,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7900,0.0,0,635939.4285714286,15,15,1,11895,6659,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7901,0.0,0,25009.37142857143,4,4,2,11578,3416,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+7902,0.0,0,161873.6761904762,4,4,1,12735,3637,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7903,427.8857142857144,1,232769.8285714286,16,16,1,25335,3993,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7904,0.0,0,104946.24,23,23,1,8670,2515,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7905,520.9142857142857,1,354221.71428571426,20,20,1,20525,4660,Long-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7906,301.49333333333334,1,671124.16,21,21,1,9690,2470,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+7907,0.0,0,279745.6,20,20,1,11790,3395,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7908,0.0,0,415490.4000000001,23,23,1,2108,2349,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7909,0.0,0,216399.2380952381,20,20,1,9126,1672,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7910,0.0,0,602342.4,18,18,2,12400,3533,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+7911,0.0,0,826324.0960000001,12,12,1,5163,3113,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7912,543.0880000000001,1,545803.4400000001,15,15,2,17770,2709,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+7913,0.0,0,1745417.1428571427,24,24,0,8382,3599,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7914,319.9428571428572,1,794738.0571428572,18,18,1,10267,3219,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7915,509.4019047619048,1,937299.5047619048,20,20,1,9843,3735,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7916,0.0,0,379815.7904761905,19,19,1,15991,2345,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7917,0.0,0,729173.9733333334,17,17,1,8455,2541,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7918,0.0,0,1703251.2000000002,24,24,1,11912,3658,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+7919,197.65200000000004,1,93884.70000000004,19,19,1,9888,2483,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7920,0.0,0,362796.5714285714,10,10,1,9065,4260,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7921,0.0,0,506288.26666666666,23,23,2,12535,2449,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+7922,0.0,0,400100.64,6,6,1,9172,5873,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7923,189.66133333333332,1,533327.6693333334,19,19,1,5359,2420,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7924,0.0,0,522374.3999999999,21,21,1,17057,2577,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7925,0.0,0,277520.25600000005,6,6,2,11394,2051,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+7926,0.0,0,72432.8,15,15,1,10939,3174,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7927,0.0,0,1039682.28,21,21,1,7750,2979,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+7928,0.0,0,1140265.9839999997,22,22,5,8943,3543,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,True,True,False,False,False,False,True,True,True
+7929,129.16,1,235846.16,22,22,1,14483,2249,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7930,0.0,0,198484.9166666667,17,17,0,3698,2665,Short-term,Unknown,NOTICE,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+7931,0.0,0,805613.3333333333,20,20,0,9537,2361,Mid-term,Unknown,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+7932,0.0,0,347611.74933333334,14,14,1,9537,2922,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7933,255.56190476190477,1,680816.9142857142,18,18,1,18532,2758,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7934,265.74666666666667,1,292321.3333333333,22,22,1,9843,3647,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7935,470.3028571428572,1,744959.7257142857,16,16,2,10147,3519,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+7936,0.0,0,806818.5333333334,19,19,1,8670,2817,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7937,0.0,0,1433640.6,21,21,1,8778,3667,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7938,0.0,0,302084.8,20,20,1,9674,2283,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7939,0.0,0,179620.8,5,5,1,9157,3592,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7940,0.0,0,108630.17904761908,4,4,1,13373,2609,Mid-term,English,AUTO RENEW,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7941,0.0,0,391726.8000000001,19,19,1,4212,3469,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7942,0.0,0,85370.59999999999,17,17,1,8990,3375,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7943,0.0,0,306031.73333333334,19,19,2,16309,2662,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+7944,0.0,0,709577.4,21,21,0,13418,3072,Mid-term,English,NOTICE,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+7945,0.0,0,562642.2000000001,9,9,1,9339,5667,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+7946,0.0,0,1190764.8,21,21,1,1810,3748,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7947,0.0,0,362911.8071428572,13,13,0,9478,3086,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7948,0.0,0,270629.92,19,19,2,8792,2031,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+7949,0.0,0,910254.6514285716,22,22,1,6080,3230,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7950,0.0,0,706257.7142857144,15,15,1,10267,4022,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7951,557.8571428571429,1,51322.857142857145,2,2,0,5622,4125,Short-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7952,455.6,1,55127.600000000006,11,11,1,17527,4191,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7953,0.0,0,394478.37866666674,16,16,1,5433,2518,Short-term,European,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7954,257.90476190476187,1,439469.7142857142,12,12,2,9766,2775,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+7955,521.9333333333333,1,1259425.133333333,19,19,1,9766,3064,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7956,337.4095238095238,1,951494.8571428572,20,20,1,9827,3344,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+7957,0.0,0,420420.0,14,14,3,11851,3554,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+7958,0.0,0,521656.9285714285,9,9,0,4637,3673,Short-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+7959,434.4433333333333,1,363194.6266666667,22,22,1,1074,3468,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+7960,0.0,0,1578719.2333333332,23,23,1,5733,3414,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7961,0.0,0,2160143.9999999995,18,18,1,6575,2974,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+7962,0.0,0,351631.8,9,9,1,5546,2978,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7963,0.0,0,63885.12,20,20,2,12309,2324,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,True,False,False,False,False,False,True
+7964,0.0,0,201962.88000000003,21,21,1,13053,3661,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7965,0.0,0,214867.2,6,6,0,6116,5509,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+7966,485.3066666666667,1,272257.04,17,17,1,9551,3411,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+7967,0.0,0,124272.72,11,11,1,12779,2409,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7968,0.0,0,144007.14285714284,6,6,0,7255,3678,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7969,0.0,0,1774335.0,15,15,0,12323,2331,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+7970,0.0,0,279123.4285714286,15,15,1,11213,2273,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7971,0.0,0,67168.45714285715,12,12,1,10800,1713,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7972,0.0,0,1123323.3142857144,20,20,2,9339,3666,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+7973,0.0,0,157568.0,20,20,1,11415,1935,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7974,0.0,0,376042.60571428575,8,8,1,2783,2890,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+7975,0.0,0,415246.3466666667,20,20,1,13770,2147,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7976,0.0,0,1984216.666666667,20,20,1,4063,3892,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+7977,171.81333333333333,1,55323.89333333333,23,23,1,11714,2685,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7978,0.0,0,79683.76000000001,15,15,1,5568,3387,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7979,0.0,0,613506.9600000001,19,19,1,4819,2967,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+7980,0.0,0,677840.0,25,25,1,6966,3552,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+7981,0.0,0,477688.0,21,21,0,11074,2051,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+7982,0.0,0,155332.80000000002,23,23,2,11182,3615,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+7983,1136.7720000000002,1,954888.48,21,21,2,9796,3911,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+7984,1381.0,1,2706760.0,20,20,3,11561,3754,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,True,True,False,False,False,False,True
+7985,209.8133333333333,1,66091.2,7,7,1,4592,3074,Short-term,Unknown,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+7986,158.7386666666667,1,65717.808,18,18,1,6686,2177,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7987,0.0,0,527005.4400000001,18,18,1,8717,2848,Mid-term,Unknown,AUTO RENEW,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+7988,211.84761904761905,1,45759.08571428572,3,3,1,5756,2445,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+7989,0.0,0,82658.12533333333,17,17,2,11012,3872,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+7990,399.97333333333336,1,831944.5333333334,20,20,1,7894,2974,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+7991,0.0,0,275942.4,15,15,1,11714,3869,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+7992,0.0,0,230850.0,19,19,0,10695,2216,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+7993,0.0,0,906108.48,19,19,2,4821,2329,Short-term,English,NOTICE,MAIL,500+,Premier,False,False,False,True,False,False,False,False,False,False,True
+7994,607.9,1,944676.6,21,21,1,15760,3416,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+7995,0.0,0,1659294.933333333,20,20,1,8778,6156,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+7996,0.0,0,326694.6666666667,25,25,1,8778,2811,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+7997,0.0,0,150572.24,7,7,1,5927,2634,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+7998,0.0,0,587983.3439999999,18,18,1,10756,2777,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+7999,0.0,0,1724691.072,18,18,2,13569,3701,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+8000,0.0,0,1095788.4,14,14,1,9126,3122,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+8001,0.0,0,25710.56,4,4,1,10496,2457,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8002,390.8146666666668,1,106692.40400000002,21,21,1,9978,4004,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8003,0.0,0,489517.1047619048,17,17,0,7579,2911,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+8004,0.0,0,170228.4,18,18,0,15078,2728,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+8005,0.0,0,2286017.76,10,10,2,8455,3679,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+8006,0.0,0,414915.6,17,17,1,13996,3703,Mid-term,Unknown,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+8007,0.0,0,289111.68000000005,15,15,1,10984,2651,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8008,0.0,0,72500.38095238096,19,19,1,5772,3030,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8009,293.76,1,217382.4,20,20,1,14438,2430,Long-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8010,0.0,0,836980.8,9,9,1,6604,3925,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8011,201.1733333333333,1,252271.36,19,19,1,14299,1956,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8012,0.0,0,618021.4,17,17,1,8455,2037,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8013,0.0,0,87914.05714285714,18,18,1,9157,3114,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8014,264.50666666666666,1,323756.16,17,17,2,5388,2385,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8015,324.25714285714287,1,215955.25714285715,9,9,1,14149,2714,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8016,148.38666666666666,1,72709.46666666666,10,10,1,9478,2446,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8017,0.0,0,304381.0,5,5,0,8578,2787,Mid-term,Unknown,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+8018,0.0,0,1442933.5199999998,21,21,3,13008,3118,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,True,False,True
+8019,0.0,0,565110.0,23,23,1,5531,2431,Short-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8020,0.0,0,1414569.0,19,19,1,10817,3136,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8021,0.0,0,588834.9600000001,21,21,2,11104,2879,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+8022,0.0,0,117583.786666667,8,8,1,11804,1267,Mid-term,Unknown,AUTO RENEW,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8023,0.0,0,109205.98,15,15,1,9172,1782,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8024,0.0,0,1272414.1485714288,23,23,1,7543,3406,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8025,288.5714285714286,1,101288.57142857143,13,13,1,16156,2994,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8026,0.0,0,304161.46800000005,9,9,1,8837,2841,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8027,288.028,1,804462.204,19,19,1,9704,3195,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8028,0.0,0,987473.3333333336,17,17,3,2610,3305,Short-term,Unknown,NOTICE,WEB,11-50,Premier,True,True,False,False,False,False,True,False,True,False,True
+8029,0.0,0,309999.94666666666,19,19,1,9309,3806,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8030,0.0,0,125122.4,13,13,1,4913,2569,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8031,0.0,0,177979.57333333336,17,17,2,11895,1850,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+8032,0.0,0,342940.9523809524,10,10,1,4953,3064,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8033,0.0,0,774949.76,21,21,1,9157,2422,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8034,0.0,0,296189.43999999994,6,6,1,8321,4341,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+8035,0.0,0,702087.0476190477,22,22,1,11090,3617,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8036,437.0,1,1018647.0,21,21,1,10222,2716,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8037,0.0,0,340371.42857142864,11,11,1,10647,3390,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8038,0.0,0,2558999.04,18,18,1,8820,3873,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+8039,0.0,0,357521.64,21,21,1,11182,2344,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8040,0.0,0,95322.66666666666,20,20,1,12261,3366,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8041,538.5952000000001,1,1575929.5552000003,22,22,2,17756,2694,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+8042,0.0,0,552122.3999999999,21,21,1,11592,2952,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8043,0.0,0,1551871.8666666667,19,19,1,9112,2175,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+8044,1263.2,1,3112524.8000000003,22,22,1,1734,3513,Short-term,English,AUTO RENEW,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+8045,0.0,0,802871.7840000001,11,11,1,7387,2994,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8046,0.0,0,657613.9885714286,12,12,1,3742,3268,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8047,0.0,0,555623.2000000001,22,22,1,8318,2684,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8048,0.0,0,3978441.6,21,21,1,9051,3583,Mid-term,English,NOTICE,PHONE,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+8049,0.0,0,120377.7142857143,22,22,1,9309,2115,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8050,0.0,0,655370.7999999999,21,21,3,10390,2608,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,True,True
+8051,0.0,0,377976.8571428572,13,13,1,10434,2470,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8052,0.0,0,821063.1047619047,19,19,2,9186,6175,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+8053,0.0,0,431098.2,15,15,1,5429,2707,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8054,194.4190476190477,1,139981.71428571432,16,16,1,10892,2320,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8055,0.0,0,460779.4285714286,18,18,1,5114,3278,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8056,838.4166666666666,1,1513342.0833333333,19,19,0,9994,2300,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+8057,0.0,0,359734.78095238097,22,22,3,9186,2356,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+8058,639.6333333333333,1,383780.0,15,15,1,19809,3546,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8059,0.0,0,1510899.2,24,24,1,8413,4856,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8060,255.7866666666667,1,607749.1200000001,18,18,1,9994,3545,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8061,0.0,0,277436.1333333333,22,22,1,8806,3043,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8062,0.0,0,7645488.000000001,20,20,2,11834,3553,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,True,True
+8063,0.0,0,157857.31999999998,19,19,1,8363,2531,Mid-term,English,NOTICE,AUTO RENEW,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+8064,0.0,0,612952.380952381,20,20,2,8455,2684,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8065,0.0,0,277539.7333333333,17,17,1,9157,3911,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8066,497.07047619047614,1,307189.5542857142,6,6,2,9796,3667,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+8067,0.0,0,125664.0,15,15,1,8326,2188,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8068,0.0,0,281143.77142857143,12,12,2,5444,2303,Short-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8069,0.0,0,531523.4476190476,13,13,2,3936,3615,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8070,346.656,1,407667.456,14,14,2,14834,2405,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+8071,0.0,0,92860.1142857143,22,22,2,9051,2607,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8072,145.72,1,24043.800000000003,15,15,1,16965,2418,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8073,0.0,0,87273.33333333334,13,13,1,9021,1288,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8074,0.0,0,958771.4285714288,20,20,2,10725,5507,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8075,0.0,0,211789.2,19,19,2,10434,2557,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+8076,338.21333333333337,1,646325.68,13,13,2,18532,2658,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+8077,1349.2,1,2347608.0,20,20,1,9888,3689,Mid-term,English,NOTICE,WEB,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8078,0.0,0,225984.00000000003,21,21,1,13175,2095,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8079,0.0,0,71999.20000000001,21,21,1,11227,2681,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8080,219.35238095238097,1,34218.97142857143,13,13,1,9796,2498,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8081,0.0,0,347766.0,6,6,0,8686,2201,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+8082,0.0,0,794765.6571428572,19,19,1,12991,3837,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8083,306.7306666666667,1,372984.4906666667,16,16,3,19522,2134,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,True,False,False,False,False,False,True,False,True
+8084,0.0,0,582982.4,21,21,1,8820,3113,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+8085,0.0,0,59625.238095238106,11,11,1,9186,2480,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8086,0.0,0,817520.2857142857,17,17,1,8656,4031,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8087,0.0,0,2289487.2,20,20,1,2389,3658,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8088,0.0,0,43848.00000000001,9,9,1,17026,2589,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8089,0.0,0,830172.5714285715,15,15,1,7703,3720,Mid-term,Asian,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8090,0.0,0,568104.5333333334,22,22,1,2213,4000,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8091,204.72000000000003,1,257947.20000000004,21,21,2,14469,3022,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+8092,175.72000000000003,1,29872.400000000005,10,10,2,11742,2725,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+8093,0.0,0,27023.826666666668,19,19,1,13008,3007,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+8094,0.0,0,408174.8571428572,10,10,1,9582,2890,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8095,0.0,0,62083.84,4,4,1,9401,1872,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8096,0.0,0,462682.8266666669,20,20,1,14544,2785,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+8097,0.0,0,703441.8285714285,22,22,1,9082,2868,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8098,236.9714285714286,1,132704.0,20,20,1,15791,2625,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8099,0.0,0,592540.5866666667,19,19,1,4538,3027,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8100,0.0,0,360881.6342857144,13,13,1,9224,3565,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8101,0.0,0,599260.2,21,21,1,9126,2563,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8102,0.0,0,374842.56000000006,12,12,1,5491,3548,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+8103,0.0,0,394758.00000000006,21,21,1,9356,1749,Mid-term,European,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8104,214.2,1,69400.8,18,18,1,10633,3119,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8105,0.0,0,364207.20000000007,19,19,1,11728,2328,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8106,0.0,0,290449.4171428572,19,19,2,3916,2500,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+8107,155.42666666666668,1,375355.4,23,23,1,2234,2518,Short-term,English,NOTICE,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+8108,0.0,0,418719.1047619047,19,19,1,9462,2918,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8109,0.0,0,222884.57142857145,4,4,0,9295,3275,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+8110,0.0,0,308563.5428571429,18,18,1,6970,2075,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+8111,0.0,0,194806.4,16,16,1,11469,3371,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8112,0.0,0,71013.57142857142,2,2,0,11439,2760,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8113,0.0,0,322036.00000000006,20,20,1,9248,3463,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8114,0.0,0,708659.4666666667,19,19,1,7005,2728,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8115,152.464,1,14941.472000000002,7,7,1,3890,2127,Short-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8116,0.0,0,664270.6285714286,17,17,2,2689,3843,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8117,0.0,0,650934.8857142859,15,15,1,9186,3043,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8118,0.0,0,864296.1600000001,21,21,2,11257,3627,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+8119,181.14285714285717,1,205778.2857142857,16,16,2,16203,2225,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+8120,0.0,0,179066.16000000003,9,9,1,2222,2046,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8121,0.0,0,932450.1333333332,20,20,1,4406,3221,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8122,0.0,0,506378.9523809524,23,23,1,13144,2298,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8123,0.0,0,247050.16000000003,21,21,1,14726,2869,Long-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+8124,0.0,0,141603.84,16,16,2,11243,5241,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+8125,0.0,0,4876112.266666667,22,22,1,9309,3583,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+8126,0.0,0,178992.42666666667,7,7,1,11386,3264,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8127,0.0,0,205663.36,12,12,2,8868,2439,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8128,334.64761904761906,1,576263.2000000001,21,21,1,9782,3325,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8129,392.8666666666667,1,82109.13333333333,19,19,1,13555,4948,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8130,102.58666666666666,1,215021.6533333333,16,16,1,17695,1977,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8131,0.0,0,29619.857142857145,3,3,0,12431,3499,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+8132,0.0,0,88749.14285714287,13,13,1,3988,5819,Short-term,English,NOTICE,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8133,0.0,0,118382.16000000005,19,19,1,13951,2289,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8134,1433.276,1,3941509.0,22,22,2,17221,4689,Long-term,English,AUTO RENEW,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+8135,0.0,0,185421.8666666667,2,2,3,9309,3084,Mid-term,English,NOTICE,WEB,101-500,Premier,True,True,True,False,False,False,False,False,True,False,True
+8136,0.0,0,286695.8857142858,19,19,1,12688,2824,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8137,0.0,0,63860.976,17,17,2,12838,2613,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+8138,0.0,0,139608.85714285716,15,15,1,13295,2637,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8139,0.0,0,142886.58666666667,19,19,1,12838,2379,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8140,0.0,0,503308.8,18,18,1,10984,3312,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8141,405.69523809523815,1,633695.961904762,22,22,1,10100,3834,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8142,0.0,0,428244.03809523815,22,22,1,9309,2242,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8143,0.0,0,200501.6,13,13,1,7297,3963,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8144,303.1428571428572,1,742093.7142857144,24,24,1,10192,3099,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8145,0.0,0,249208.32,8,8,2,1450,3081,Short-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+8146,546.1333333333334,1,1249553.066666667,16,16,2,15657,4840,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,True,True
+8147,0.0,0,578142.4,16,16,1,9172,2309,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8148,0.0,0,139104.0,16,16,1,20435,2474,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8149,105.33333333333336,1,60250.66666666668,4,4,1,1636,2005,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8150,0.0,0,561077.3333333334,23,23,1,12582,4048,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8151,0.0,0,383865.04,13,13,1,9096,2748,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8152,0.0,0,80629.12000000001,3,3,1,5706,2249,Short-term,English,AUTO RENEW,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+8153,543.8095238095237,1,1035413.3333333333,16,16,1,19309,4824,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8154,211.71428571428572,1,358008.8571428572,19,19,1,15433,2444,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8155,0.0,0,243627.42857142855,13,13,1,12445,2170,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8156,0.0,0,220634.4,21,21,2,8427,2719,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8157,388.9666666666667,1,585005.8666666667,16,16,3,15760,2519,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,True,True
+8158,0.0,0,247699.2,21,21,1,11530,2436,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8159,336.1626666666667,1,544583.52,20,20,2,15975,2250,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,True,True
+8160,0.0,0,48522.57142857143,15,15,1,7641,3034,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8161,0.0,0,333476.0,15,15,1,13495,2677,Mid-term,English,NOTICE,WEB,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+8162,0.0,0,198349.2,21,21,1,8625,3770,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8163,0.0,0,124758.05333333332,10,10,3,11669,2511,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,True,True
+8164,0.0,0,44568.57142857143,1,1,2,8761,3728,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+8165,0.0,0,864882.3619047621,23,23,1,9112,6660,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8166,186.1352380952381,1,451377.9523809523,25,25,1,10039,1953,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8167,0.0,0,2539462.016,14,14,4,24498,3514,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,True,False,False,False,False,True,False,True
+8168,376.9333333333333,1,940825.6,24,24,1,17892,3628,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8169,0.0,0,533845.312,13,13,1,12079,3201,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8170,0.0,0,711978.2057142857,19,19,1,8382,3013,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8171,0.0,0,1514074.5333333332,19,19,1,10543,3131,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+8172,0.0,0,573081.1428571428,20,20,1,11425,3902,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8173,0.0,0,132194.7619047619,19,19,3,8441,3551,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+8174,0.0,0,128676.34285714284,6,6,1,10434,3091,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8175,407.4933333333333,1,991023.7866666666,19,19,2,15200,3012,Long-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+8176,0.0,0,48176.95238095238,4,4,0,9065,1769,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8177,0.0,0,589034.4000000001,21,21,1,8912,3348,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8178,0.0,0,416914.28571428574,15,15,1,11335,2254,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8179,165.81333333333333,1,158185.91999999998,9,9,1,11773,2624,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8180,0.0,0,427967.7257142858,18,18,2,5836,2651,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+8181,0.0,0,397942.56,27,27,1,11439,2391,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8182,0.0,0,1687035.0000000002,21,21,1,8868,3120,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8183,0.0,0,139840.0,4,4,1,8792,3520,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8184,0.0,0,367028.5714285714,15,15,1,18317,2680,Long-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8185,11.847619047619048,1,9004.190476190477,19,19,1,9813,1011,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8186,0.0,0,752834.2857142857,19,19,1,10604,2819,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8187,0.0,0,549816.0,15,15,1,13661,2440,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8188,212.7866666666667,1,621124.28,21,21,1,9827,3105,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8189,0.0,0,500139.7142857143,19,19,2,9143,2912,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8190,0.0,0,100744.0457142857,18,18,3,8929,3015,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+8191,331.99771428571427,1,325357.75999999995,20,20,2,16125,2452,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+8192,0.0,0,70687.08571428571,4,4,1,4562,3110,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8193,0.0,0,316148.85333333333,19,19,2,8441,2613,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+8194,0.0,0,74716.57142857143,3,3,2,10482,2595,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+8195,0.0,0,429693.33333333343,14,14,1,9172,3899,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8196,0.0,0,198896.25600000005,18,18,1,2312,2071,Short-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8197,223.8,1,616569.0,19,19,1,9902,3218,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8198,214.89523809523808,1,52004.64761904762,11,11,1,4315,2466,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8199,0.0,0,270066.6666666666,16,16,0,1516,3138,Short-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+8200,375.86666666666673,1,706629.3333333335,20,20,1,8820,3620,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+8201,0.0,0,224400.0,20,20,1,12961,3015,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8202,0.0,0,224400.0,20,15,1,12961,2502,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8203,135.77142857142857,1,123823.54285714286,38,38,1,17648,1899,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8204,0.0,0,1067376.9600000002,27,27,3,12900,2834,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,True,True,False,False,False,False,False,False,True
+8205,410.1333333333333,1,437202.13333333336,13,13,1,9813,3866,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8206,0.0,0,1211621.7333333334,17,17,1,10862,4871,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8207,212.36,1,283500.60000000003,15,15,1,9843,3101,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8208,0.0,0,6010.184761904762,1,1,1,1782,2367,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8209,0.0,0,888822.9,17,17,1,10909,2586,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+8210,1900.8,1,2049062.4000000004,14,14,1,17848,2872,Long-term,English,AUTO RENEW,PHONE,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+8211,239.4266666666667,1,234638.13333333336,14,14,1,10312,3378,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+8212,0.0,0,566046.1714285715,18,18,1,1347,2470,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8213,0.0,0,1131685.4119999998,11,11,3,8912,3158,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+8214,0.0,0,240932.57142857145,20,20,1,8639,2275,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8215,0.0,0,117077.33333333336,16,16,1,8959,3548,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8216,758.5666666666667,1,74339.53333333334,2,2,0,10239,4033,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+8217,0.0,0,640300.1904761904,20,20,1,12200,2577,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8218,0.0,0,1228333.3333333335,25,25,1,11714,3442,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8219,305.36,1,427504.00000000006,20,20,1,10239,4053,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+8220,0.0,0,292294.28571428574,15,15,2,14773,3512,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+8221,0.0,0,327055.36,19,19,1,11592,2303,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8222,0.0,0,1933380.0,23,23,1,11714,5389,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8223,267.48800000000006,1,216665.2800000001,18,18,2,9690,3033,Mid-term,English,AUTO RENEW,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8224,0.0,0,712230.3999999999,21,21,1,8882,3097,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8225,0.0,0,271386.66666666674,20,20,1,9735,2316,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8226,0.0,0,92214.12,17,17,1,7012,4193,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8227,242.3416666666667,1,479836.50000000006,18,18,0,6737,2453,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+8228,0.0,0,1669973.7600000002,26,26,2,7101,3536,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+8229,0.0,0,213714.2857142857,20,20,1,11530,2428,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8230,0.0,0,343534.0,7,7,0,9589,3352,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+8231,0.0,0,249842.73600000003,22,22,1,8455,2583,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8232,0.0,0,185030.00000000003,7,7,1,3340,3452,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8233,735.6380952380953,1,545843.4666666667,14,14,1,10055,6198,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8234,0.0,0,372711.4285714286,9,9,1,9735,3624,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8235,0.0,0,83778.23999999999,21,21,1,15381,2385,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8236,0.0,0,517968.0,22,22,2,13039,3009,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8237,0.0,0,141378.41666666666,7,7,0,9157,3934,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,False,False,False
+8238,0.0,0,352260.30000000005,9,9,0,12079,2858,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+8239,0.0,0,3178581.1200000006,15,15,3,8639,3034,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,True,False,False,False,False,True
+8240,261.90476190476187,1,213714.28571428568,17,17,1,9660,2803,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8241,0.0,0,390466.2857142857,19,19,1,13175,2563,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8242,0.0,0,1241306.114285714,15,15,1,2753,4256,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8243,0.0,0,535202.2857142857,20,20,2,13130,3265,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8244,266.24,1,59105.28,3,3,1,14561,3652,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8245,0.0,0,270964.32000000007,22,22,1,8319,4334,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8246,0.0,0,761509.2333333333,19,19,4,8731,3175,Mid-term,Asian,NOTICE,MAIL,51-100,Standard,False,True,True,False,False,False,True,False,True,False,True
+8247,241.52,1,513230.0,25,25,2,15030,2163,Long-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,True,False,True
+8248,0.0,0,387109.632,8,8,1,8670,6219,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8249,0.0,0,151540.0,21,21,1,8778,2995,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8250,0.0,0,798775.2,18,18,1,9537,5709,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8251,0.0,0,14860.742857142855,1,1,1,10695,3524,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8252,0.0,0,495849.3333333334,23,23,1,12131,5341,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+8253,0.0,0,1800716.6666666667,25,25,1,13175,3195,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8254,0.0,0,151910.6285714286,22,22,2,7094,2523,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8255,269.16190476190474,1,535363.0285714286,17,17,1,15108,2410,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8256,0.0,0,376412.16,24,24,1,10848,2599,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8257,0.0,0,314107.30000000005,15,15,1,9112,3630,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8258,0.0,0,91520.80000000002,7,7,1,12535,2061,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8259,0.0,0,220678.4,8,8,1,8717,3199,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8260,0.0,0,959553.0,9,9,2,9813,3006,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+8261,0.0,0,380197.7142857144,15,15,3,13814,3679,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+8262,0.0,0,442569.6,22,22,3,10420,2833,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,True,True
+8263,0.0,0,281814.0495238096,23,23,1,3545,3997,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8264,0.0,0,351399.04800000007,22,22,1,12961,2923,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8265,235.0,1,562590.0,18,18,1,16491,3332,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8266,0.0,0,359970.0,5,5,1,10039,4121,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,False
+8267,0.0,0,657573.7142857143,22,22,2,10970,3181,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8268,0.0,0,820386.0000000001,17,17,1,8656,3122,Mid-term,European,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8269,0.0,0,446251.52,20,20,2,12309,2200,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+8270,0.0,0,362619.648,18,18,2,11318,2313,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+8271,0.0,0,143362.13333333336,17,17,1,4893,3085,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8272,0.0,0,141484.56,14,14,1,9582,2879,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8273,0.0,0,139602.90666666668,11,11,1,10817,3167,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8274,0.0,0,492463.57333333336,14,14,2,10496,3658,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8275,358.41904761904766,1,329745.52380952385,20,20,2,9916,3495,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+8276,0.0,0,47878.48,6,6,1,12400,2249,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8277,0.0,0,289607.3142857143,26,26,1,11469,3144,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8278,0.0,0,361821.7142857143,20,20,3,11060,2758,Mid-term,English,NOTICE,BILLING,6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+8279,0.0,0,773216.0,15,15,1,9083,4225,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8280,0.0,0,940403.52,21,21,1,9051,2541,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8281,0.0,0,655850.8319999999,21,21,3,11714,3247,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,True,False,False,False,True,False,False,False,True
+8282,0.0,0,99604.8,21,21,2,10526,2815,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+8283,0.0,0,254641.2,9,9,1,13356,2934,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8284,448.3093333333334,1,867926.8693333336,22,22,1,9721,2692,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8285,627.9666666666667,1,338474.0333333333,7,7,1,9690,3498,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8286,0.0,0,186667.12380952385,17,17,1,19248,2242,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8287,0.0,0,77817.14285714286,15,15,1,9035,2616,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8288,168.09999999999997,1,50429.99999999999,6,6,1,9782,2074,Mid-term,Asian,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,False
+8289,0.0,0,227904.76800000004,20,20,2,13569,2262,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+8290,0.0,0,612959.2000000001,14,14,1,8686,3525,Mid-term,Unknown,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8291,0.0,0,617222.4000000001,24,24,2,9082,3948,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+8292,0.0,0,177497.6,16,16,2,12473,3244,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+8293,0.0,0,378403.66666666674,11,11,1,11943,2151,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8294,0.0,0,2314432.0,15,15,1,8517,6373,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+8295,0.0,0,97899.2,21,21,1,13617,2120,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8296,277.04761904761904,1,347417.71428571426,22,22,1,8590,2912,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8297,0.0,0,136863.25714285715,27,27,1,8455,3467,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8298,0.0,0,466395.748,23,23,1,17269,2268,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+8299,511.432380952381,1,85920.64,12,12,1,12004,3746,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8300,323.84000000000003,1,88732.16,2,2,1,10267,2584,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8301,0.0,0,333376.00000000006,20,20,1,5634,3060,Short-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+8302,0.0,0,134965.71428571432,18,18,1,11639,3076,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8303,488.9714285714285,1,948604.5714285714,20,20,1,11377,4431,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8304,0.0,0,121278.97600000002,21,21,1,12217,2348,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8305,0.0,0,241831.2,21,21,1,10404,2123,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8306,0.0,0,1080217.6,22,22,1,9568,1974,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+8307,0.0,0,220628.57142857145,22,22,1,9112,2923,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8308,0.0,0,87644.16,18,18,1,13404,2484,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8309,0.0,0,1016355.6,21,21,1,9234,3891,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8310,0.0,0,529917.142857143,15,15,1,11104,2874,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8311,0.0,0,236113.92,18,18,1,11700,1976,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8312,0.0,0,286480.4800000001,15,15,1,9478,2905,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8313,0.0,0,135425.4,17,17,1,8564,3398,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8314,0.0,0,1234577.4400000002,19,19,1,17952,3337,Long-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8315,0.0,0,694801.9047619049,22,22,1,9339,5453,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8316,560.4609523809524,1,358695.00952380954,5,5,1,10208,4016,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8317,240.09142857142865,1,681859.6571428572,20,20,1,10222,2250,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8318,320.20000000000005,1,672420.0000000001,20,20,1,16125,2238,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8319,0.0,0,328143.57333333336,16,16,1,9325,3234,Mid-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8320,0.0,0,482893.5428571429,15,15,1,4127,3498,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8321,0.0,0,89043.80952380953,20,20,1,9264,3381,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8322,0.0,0,1157272.3809523808,20,20,1,14012,4192,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8323,0.0,0,199907.5047619048,19,19,1,13175,4354,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8324,0.0,0,396576.8000000001,15,15,1,9112,3109,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8325,0.0,0,1046489.6,19,19,2,11714,2734,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+8326,301.0666666666667,1,128555.4666666667,7,7,1,9568,3084,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8327,436.3320000000001,1,349065.60000000003,20,20,2,15732,2072,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+8328,0.0,0,629743.2000000001,21,21,1,2131,2567,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8329,0.0,0,924305.7824,22,22,4,9126,3656,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,True,True,True
+8330,0.0,0,100251.42857142857,2,2,0,11714,2922,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+8331,0.0,0,482277.18095238094,16,16,1,3909,3769,Short-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+8332,0.0,0,985430.2628571428,27,27,2,10647,2616,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+8333,0.0,0,258316.19047619053,10,10,2,13617,2706,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8334,760.9333333333334,1,1586546.0,15,15,1,15200,2485,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+8335,294.0228571428572,1,256387.93142857144,8,8,1,11943,2547,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8336,0.0,0,186779.52,18,18,3,7256,2402,Mid-term,Asian,NOTICE,WEB,1-5,Standard,False,True,False,True,False,False,False,False,True,False,True
+8337,0.0,0,514200.0,15,15,1,8670,3266,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8338,0.0,0,1948387.0,17,17,1,12048,3161,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8339,394.4,1,881484.0000000001,15,15,1,16036,4964,Long-term,Asian,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8340,473.66666666666674,1,775866.0000000001,21,21,1,14226,2866,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8341,154.26666666666665,1,40109.33333333333,20,20,1,19887,1777,Long-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8342,0.0,0,1092012.0,20,20,1,11227,3140,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8343,0.0,0,623175.4285714285,18,18,1,8686,3047,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8344,0.0,0,74520.57600000002,18,18,1,8207,2285,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+8345,0.0,0,1471406.25,18,18,0,12125,3069,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+8346,793.4666666666667,1,799814.4,16,16,1,14712,2551,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8347,0.0,0,661795.2,18,18,1,1348,2352,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8348,0.0,0,649125.0,15,15,1,8778,3289,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+8349,0.0,0,1042370.9573333334,19,19,2,9309,2627,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+8350,0.0,0,335449.52380952385,13,13,2,8382,2873,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+8351,0.0,0,425590.88,22,22,3,8455,2781,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,True,False,False,False,False,False,False,True
+8352,0.0,0,202848.50666666668,11,11,1,10998,3513,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8353,0.0,0,67586.13333333333,8,8,0,9401,2590,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+8354,0.0,0,1371721.9047619049,17,17,1,8441,5827,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8355,0.0,0,751523.6857142858,23,23,1,14240,2710,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8356,900.2586666666668,1,1483626.282666667,16,16,1,10222,4471,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8357,0.0,0,400085.76,24,24,2,13161,2249,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,True,False,False,False,False,False,True
+8358,0.0,0,2613514.8000000003,18,18,1,9004,4081,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8359,0.0,0,708027.4285714286,18,18,1,9462,3276,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8360,0.0,0,264375.36,12,12,1,8594,3974,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8361,0.0,0,33500.66666666667,7,7,1,11742,2033,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8362,0.0,0,868520.9173333334,16,16,2,9582,2558,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+8363,0.0,0,503336.22857142857,18,18,2,9172,2853,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8364,218.16,1,375671.52,21,21,1,9964,3160,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8365,0.0,0,48707.65714285715,8,8,1,8472,2605,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8366,0.0,0,1141970.24,23,23,1,10587,3418,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8367,0.0,0,140219.40000000002,17,17,2,15701,2358,Long-term,European,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+8368,0.0,0,215811.648,12,12,2,5948,2238,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+8369,0.0,0,2776628.3999999994,26,26,1,8868,4397,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8370,0.0,0,333798.4,16,16,1,9112,2843,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8371,319.12,1,121265.6,19,19,1,10359,2560,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8372,0.0,0,850828.16,21,21,1,8820,3206,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8373,0.0,0,17825.08,7,7,1,9021,2263,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8374,0.0,0,127732.57142857143,4,4,1,13342,2787,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8375,0.0,0,28830.28571428572,1,1,0,10434,3046,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+8376,193.10666666666663,1,40552.4,2,2,1,1800,2056,Short-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8377,0.0,0,385533.00000000006,15,15,1,8427,2935,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8378,0.0,0,645388.0,17,17,1,11592,3518,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8379,0.0,0,1047402.928,22,22,1,2413,4104,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8380,166.56,1,326457.6,20,20,1,13555,2632,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8381,0.0,0,394373.3333333334,14,14,1,9431,3121,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8382,401.2840000000001,1,617576.0760000002,19,19,1,15336,4087,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8383,0.0,0,1018476.8,17,17,1,2645,2704,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+8384,322.88000000000005,1,261532.80000000005,10,10,1,9356,2579,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8385,208.16,1,113655.36,6,6,1,2140,3058,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8386,0.0,0,99590.4,13,13,2,17374,2960,Long-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,True,True
+8387,0.0,0,179625.6,6,6,1,13373,3359,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8388,0.0,0,2724802.666666667,22,22,5,12688,3596,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,True,False,True,False,True,True,False,True
+8389,0.0,0,335614.5833333334,5,5,0,10343,2926,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+8390,496.5333333333334,1,774592.0000000001,15,15,1,15200,4485,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8391,264.68571428571425,1,605600.9142857143,16,16,1,17283,2823,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8392,0.0,0,243613.3333333333,28,28,0,13770,2060,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+8393,357.36,1,28588.800000000003,1,1,1,9796,2756,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8394,0.0,0,153116.57142857142,18,18,1,11592,4512,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8395,168.6266666666667,1,76725.13333333335,5,5,1,17709,2653,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8396,0.0,0,704536.380952381,20,20,1,8778,3795,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8397,0.0,0,579049.9047619047,20,20,1,15016,2348,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8398,429.936,1,584712.9600000001,16,16,2,20905,2619,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+8399,0.0,0,181984.0,10,10,0,2510,3255,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+8400,3616.704,1,477404.928,24,2,5,5135,3300,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,True,False,True,False,True,True,False,False,True,True
+8401,0.0,0,223864.45714285717,22,22,1,8656,3627,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8402,0.0,0,195583.5428571429,6,6,1,5687,3217,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8403,0.0,0,429602.6304761906,19,19,1,1811,4295,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8404,0.0,0,212020.7466666667,19,19,1,3700,3410,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8405,104.48,1,81180.95999999999,21,21,1,14149,1996,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8406,0.0,0,436840.25,7,7,1,12309,2616,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+8407,321.8933333333334,1,41846.13333333334,2,2,1,10281,4222,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8408,0.0,0,485562.1904761906,19,19,2,11196,2854,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+8409,0.0,0,384021.3333333333,20,20,1,9509,3384,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8410,0.0,0,327564.2857142857,15,15,1,8286,3772,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8411,0.0,0,134984.0,20,20,1,12217,2397,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+8412,0.0,0,128709.0,7,7,0,10770,2600,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+8413,0.0,0,137015.46666666667,16,16,1,5353,3505,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+8414,0.0,0,592219.9466666667,23,23,1,9172,2851,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8415,0.0,0,1081352.2285714287,24,24,1,8427,3573,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8416,0.0,0,1174622.948571429,18,18,1,4231,3828,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8417,0.0,0,1339648.8000000005,23,23,1,10329,2819,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8418,395.5809523809524,1,736571.7333333333,14,14,1,9613,3761,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8419,375.375,1,548798.25,17,17,0,20723,2156,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+8420,0.0,0,534716.0,21,21,1,10451,3734,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8421,0.0,0,260916.32380952383,19,19,2,13661,6715,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8422,0.0,0,1935703.4666666663,13,13,1,13906,3649,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+8423,0.0,0,786052.7999999999,17,17,1,11592,3418,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+8424,0.0,0,712864.3200000001,21,21,1,3294,2273,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8425,0.0,0,606668.5386666667,13,13,1,9082,3063,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8426,0.0,0,730671.448,19,19,2,4512,3187,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+8427,0.0,0,2298796.666666667,17,17,1,8837,5827,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8428,0.0,0,351164.00000000006,21,21,1,14347,3105,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8429,0.0,0,441798.93333333335,13,13,1,8761,3412,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8430,0.0,0,369296.66666666674,19,19,1,9401,3267,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8431,0.0,0,350694.4,21,21,1,5652,2262,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8432,0.0,0,1015422.0666666668,19,19,1,2200,3051,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8433,0.0,0,752252.1599999999,22,22,1,11592,2694,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8434,0.0,0,1321948.3333333335,20,20,1,1431,3376,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,True,False,False,False,False,False,False
+8435,270.9733333333333,1,110557.12,17,17,1,18317,3701,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8436,0.0,0,54931.69523809524,17,17,1,15822,1979,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8437,0.0,0,625330.0800000001,18,18,1,12323,2305,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8438,0.0,0,192492.30000000005,15,15,2,11213,2239,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+8439,202.20952380952383,1,230518.8571428572,15,15,1,22061,2376,Long-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8440,0.0,0,254210.66666666672,13,13,1,11714,2928,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8441,367.36761904761903,1,501456.79999999993,21,21,1,6788,2952,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8442,0.0,0,434664.00000000006,21,21,1,9172,2575,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8443,0.0,0,353849.76000000007,22,22,1,8882,2777,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8444,390.16,1,735451.6,13,13,1,5612,2924,Short-term,English,NOTICE,PHONE,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+8445,0.0,0,865769.7775999999,19,19,2,11335,3209,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+8446,0.0,0,919060.0533333332,16,16,3,9568,3242,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,True,True
+8447,0.0,0,286236.0,5,5,2,13934,3097,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,True,False,True
+8448,0.0,0,431923.2,20,20,1,8670,3230,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8449,0.0,0,180233.76000000004,21,21,1,15579,3018,Long-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8450,0.0,0,598310.0,15,15,1,12535,3076,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8451,0.0,0,406700.9142857143,13,13,1,7004,3801,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8452,0.0,0,147158.52800000002,4,4,2,8413,3887,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+8453,0.0,0,53725.48571428572,12,12,1,12445,2615,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8454,330.0476190476191,1,31684.571428571435,3,3,0,16052,2819,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8455,0.0,0,185113.60000000003,16,16,1,2692,2619,Short-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+8456,0.0,0,271674.00000000006,15,15,1,8717,3304,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8457,0.0,0,793850.8333333333,5,5,0,9082,5788,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+8458,0.0,0,167125.50400000002,17,17,1,12065,2539,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8459,0.0,0,404892.928,11,11,2,4616,2257,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+8460,438.0266666666666,1,434522.4533333333,8,8,1,9448,3169,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8461,187.1866666666667,1,29201.120000000003,6,6,1,9916,2843,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8462,0.0,0,723814.0,15,15,1,10496,3336,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8463,0.0,0,1877868.8000000005,24,24,1,10222,5142,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8464,194.74666666666667,1,64071.653333333335,7,7,1,9462,2920,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8465,0.0,0,327857.92,13,13,1,13600,3458,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8466,0.0,0,111827.2,15,15,1,8441,3312,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8467,0.0,0,660519.9999999999,24,24,1,15991,3181,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8468,157.52,1,258332.8,20,20,1,16295,1733,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8469,195.5619047619048,1,301165.3333333334,20,20,1,10208,2328,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+8470,521.4047619047619,1,145993.33333333334,5,5,0,10404,3916,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+8471,0.0,0,1251093.48,21,21,1,4181,2989,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8472,0.0,0,163113.60000000003,21,21,1,1657,2354,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8473,1237.5,1,190575.0,2,2,0,6025,2954,Short-term,English,NOTICE,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+8474,0.0,0,782600.0,20,20,1,5842,2529,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8475,284.4266666666667,1,71675.52,12,12,1,11012,2382,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+8476,0.0,0,1102420.5333333332,19,19,0,2243,2674,Short-term,Unknown,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+8477,0.0,0,142794.85714285716,5,5,2,11012,3127,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,True,False,False,False,True
+8478,0.0,0,134391.8933333333,8,8,1,11213,2089,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8479,0.0,0,18593.09523809524,1,1,0,1678,2566,Short-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,False,False,False,False,False
+8480,0.0,0,2980957.5,19,19,1,9478,5686,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8481,0.0,0,120961.96190476192,19,19,1,8686,3610,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8482,0.0,0,711492.7333333333,23,23,1,14561,2638,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8483,189.19333333333336,1,155895.3066666667,8,8,1,17558,2416,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8484,0.0,0,302663.92,17,17,1,13175,2525,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8485,939.3666666666668,1,228266.1,3,3,1,9551,4773,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8486,0.0,0,455707.20000000007,9,9,1,10477,3634,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8487,310.4380952380953,1,495459.20000000007,21,21,1,9813,3151,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8488,0.0,0,1223212.342857143,26,26,0,9172,3088,Mid-term,Unknown,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+8489,0.0,0,165383.40000000002,15,15,2,11780,3821,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+8490,0.0,0,384272.0,20,20,2,9172,1863,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,True,False,False,False,False,True
+8491,286.84000000000003,1,82036.24,11,11,1,9613,3863,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8492,0.0,0,218447.6736,12,12,2,21774,2086,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+8493,107.32,1,217215.68,22,22,2,17801,2025,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+8494,0.0,0,544963.3333333333,25,25,1,10526,2239,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8495,0.0,0,434257.06666666665,20,20,2,8973,2561,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8496,404.4114285714286,1,881616.9142857143,20,20,1,9478,3156,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8497,0.0,0,48799.57333333333,7,7,1,9203,1652,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8498,0.0,0,226943.20000000004,17,17,1,17801,1962,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8499,0.0,0,1325342.2,26,26,1,13722,2347,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+8500,0.0,0,999317.76,20,20,2,9582,3101,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+8501,0.0,0,186310.56,9,9,1,9065,2219,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8502,0.0,0,416069.48571428575,24,24,2,8778,2652,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8503,0.0,0,2023248.2285714287,22,22,1,9462,5702,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8504,0.0,0,1231137.142857143,26,26,1,9157,3189,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8505,187.54285714285717,1,418408.1142857143,23,23,2,14664,2270,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8506,0.0,0,605556.6,19,19,1,9387,2904,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+8507,0.0,0,1059385.6,12,12,0,8686,6652,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+8508,0.0,0,611999.9999999999,10,10,1,12431,6728,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8509,0.0,0,38084.592,6,6,1,11820,3307,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8510,0.0,0,125920.80000000002,6,6,1,18244,3314,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8511,0.0,0,200605.42857142855,15,15,1,4278,4231,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8512,0.0,0,711977.0476190476,23,23,1,11439,3262,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8513,0.0,0,43079.4,9,9,0,8778,2434,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+8514,0.0,0,850694.4000000001,18,18,1,9370,3316,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8515,0.0,0,771392.0000000001,20,20,1,8806,2862,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8516,0.0,0,412876.8000000001,16,16,1,12323,2813,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8517,0.0,0,567875.8400000001,16,16,1,10267,3905,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8518,0.0,0,210651.84,12,12,2,12779,2320,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+8519,0.0,0,446113.48571428575,22,22,1,6966,3476,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8520,0.0,0,83189.925,7,7,1,8717,2688,Mid-term,European,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,False
+8521,210.92,1,143847.44,11,11,1,24041,3086,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8522,210.28571428571428,1,411108.5714285714,23,23,1,10161,2433,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8523,0.0,0,318782.0571428571,18,18,1,8717,3415,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8524,0.0,0,343842.81904761906,13,13,1,1332,2493,Short-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8525,165.85333333333335,1,119580.25333333334,7,7,1,10359,2624,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8526,0.0,0,121624.0,5,5,1,12521,3092,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8527,463.8133333333333,1,662325.44,21,21,1,9902,3301,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8528,0.0,0,781256.8608,23,23,2,7453,2507,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+8529,257.62533333333334,1,502369.4,13,13,1,9813,2955,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8530,181.46266666666668,1,345686.38,15,15,1,10664,2356,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8531,257.00380952380954,1,333076.9371428572,27,27,1,3945,2343,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8532,0.0,0,765730.24,22,22,1,14210,2308,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8533,0.0,0,239054.40000000005,21,21,2,8761,2670,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8534,0.0,0,918581.44,14,14,1,11349,3211,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8535,241.6190476190476,1,166475.52380952382,13,13,1,15640,2658,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8536,0.0,0,785911.4666666669,20,20,1,10052,2722,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+8537,0.0,0,1187065.2333333332,17,17,1,8670,3109,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8538,903.5866666666668,1,1292128.9333333336,11,11,2,9599,2350,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+8539,0.0,0,52725.33333333334,4,4,1,3993,2276,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+8540,0.0,0,190591.44,3,3,3,13495,2240,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+8541,0.0,0,302897.2514285715,23,23,1,6150,2788,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8542,227.0095238095238,1,746861.3333333333,35,35,1,1845,2553,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8543,0.0,0,59040.0,24,24,1,5587,2689,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8544,0.0,0,212262.4,14,14,1,8761,5777,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8545,187.3523809523809,1,222949.3333333333,17,17,2,19078,2269,Long-term,Asian,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+8546,0.0,0,161146.06560000003,9,9,2,10756,2090,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+8547,0.0,0,85863.6,17,17,1,12200,2051,Mid-term,Asian,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8548,0.0,0,86432.0,2,2,0,11182,2122,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+8549,0.0,0,1162857.142857143,20,20,1,13039,3704,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8550,463.0333333333333,1,1192773.8666666667,23,23,1,9874,2823,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8551,0.0,0,468757.3333333334,16,16,2,5696,2981,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+8552,208.16,1,189841.92,12,12,1,16417,1992,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8553,293.4095238095238,1,534005.3333333334,26,26,1,10069,3029,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8554,0.0,0,803066.16,19,19,2,6017,3074,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+8555,0.0,0,715625.7714285714,19,19,1,10709,3315,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8556,100.61333333333334,1,61877.20000000001,15,15,1,16066,1957,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8557,0.0,0,516544.00000000006,20,20,2,12156,3130,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8558,0.0,0,3454461.313333334,17,17,1,8441,3333,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+8559,0.0,0,125762.208,18,18,1,8207,3427,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8560,0.0,0,371897.21904761903,11,11,1,5140,2564,Short-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8561,334.0628571428572,1,204446.4685714286,17,17,1,8820,2768,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8562,0.0,0,122252.19047619046,10,10,1,11592,2340,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8563,0.0,0,760250.5142857144,12,12,1,4936,5756,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8564,328.14666666666665,1,720610.08,18,18,1,9721,4286,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8565,0.0,0,268120.9142857143,15,15,1,2227,2821,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8566,0.0,0,519811.04,17,17,1,8441,3195,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8567,0.0,0,341060.928,24,24,2,11196,3359,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+8568,0.0,0,1227179.9999999998,18,18,1,3642,3718,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+8569,0.0,0,124496.0,21,21,1,11394,3051,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8570,0.0,0,444060.0,10,10,1,10633,3284,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8571,0.0,0,114774.0,8,8,0,13175,3426,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+8572,0.0,0,200426.6,17,17,2,2041,3121,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+8573,0.0,0,34666.666666666664,10,10,1,11530,2346,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8574,0.0,0,779469.6000000001,16,16,1,3662,3362,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8575,0.0,0,358228.5714285715,15,15,1,11439,2638,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8576,0.0,0,260941.2,15,15,1,13281,2307,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8577,0.0,0,69596.57142857143,15,15,1,9370,3697,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8578,0.0,0,54735.2,3,3,1,4590,2363,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8579,0.0,0,121457.5238095238,20,20,1,11714,2427,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8580,0.0,0,841986.0,21,21,1,1701,4229,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8581,286.88,1,90367.2,3,3,1,10267,3863,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8582,0.0,0,240921.25714285715,18,18,1,4845,2277,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8583,0.0,0,623315.2,21,21,1,11304,2491,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8584,0.0,0,509495.4666666667,10,10,1,8396,3255,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8585,0.0,0,369234.2857142858,20,20,3,11728,3132,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,True,False,False,True,False,True
+8586,0.0,0,1350500.2399999998,19,19,1,17770,3368,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8587,485.0361904761905,1,649948.4952380953,20,20,2,18334,3600,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8588,0.0,0,1282075.4,17,17,1,9278,3101,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+8589,0.0,0,152065.3333333333,10,10,1,13203,2279,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+8590,0.0,0,432621.9040000001,11,11,1,5660,3171,Short-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8591,0.0,0,1140216.0000000002,21,21,1,8731,2779,Mid-term,English,NOTICE,WEB,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8592,288.11428571428576,1,653443.2000000001,18,18,1,19870,2991,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8593,450.0,1,705600.0,16,16,2,9964,4151,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+8594,0.0,0,606780.7200000001,21,21,1,9947,2612,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8595,0.0,0,579249.9093333334,19,19,3,8717,3536,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,True,True
+8596,0.0,0,686605.7142857143,20,20,3,10390,3338,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+8597,120.85733333333332,1,48222.076,19,19,1,10343,2694,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8598,0.0,0,563950.7999999999,23,23,1,8851,2786,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8599,0.0,0,551846.3999999999,14,14,1,1488,2888,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8600,242.8571428571429,1,474785.7142857143,17,17,1,16614,2667,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8601,280.09523809523813,1,237240.6666666667,11,11,1,6150,2934,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8602,0.0,0,245159.04,18,18,2,13039,2811,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+8603,0.0,0,180140.8,4,4,2,8594,3122,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,True,False,False,False,True
+8604,247.88,1,540378.4,20,20,1,14149,3464,Mid-term,Asian,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8605,0.0,0,87387.73333333334,8,8,1,11561,2647,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8606,0.0,0,1326060.0,15,15,1,9370,2634,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8607,156.2857142857143,1,157067.14285714287,15,15,1,16156,2046,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8608,0.0,0,2425592.4,22,22,0,2720,4510,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+8609,0.0,0,619129.5666666668,19,19,1,1458,2222,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8610,0.0,0,316203.08,23,23,1,11394,2018,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8611,0.0,0,72072.71428571429,3,3,0,9339,2094,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+8612,0.0,0,3645234.666666667,26,26,1,4295,2948,Short-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+8613,180.66666666666669,1,619144.6666666667,23,23,1,1484,2776,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8614,0.0,0,253000.0,14,14,1,12079,3742,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8615,0.0,0,240133.44,18,18,1,8304,3129,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+8616,0.0,0,681675.9733333333,17,17,2,10892,2919,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+8617,0.0,0,394272.0,21,21,1,12247,2608,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8618,0.0,0,134673.0,8,8,0,8761,3553,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+8619,0.0,0,535854.8906666666,16,16,1,7369,3304,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8620,0.0,0,321531.4266666667,19,19,2,8455,2494,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+8621,0.0,0,240682.12,23,23,1,3033,3113,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8622,143.30666666666667,1,56749.44,18,18,1,16111,2394,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8623,0.0,0,109731.6,18,18,1,9143,2818,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8624,0.0,0,964992.0,16,16,1,12824,2691,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8625,0.0,0,379731.4285714286,10,10,1,1884,4128,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8626,0.0,0,1106015.0095238097,22,22,2,9234,3464,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+8627,290.1714285714286,1,336598.8571428572,10,10,1,10008,3006,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8628,145.01333333333335,1,554240.9600000001,26,26,1,10008,1669,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8629,0.0,0,460336.7619047619,16,16,1,13875,3536,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8630,0.0,0,599187.6799999999,21,21,1,3727,2531,Short-term,European,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8631,0.0,0,1076684.5714285716,18,18,1,5626,3945,Short-term,Unknown,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8632,0.0,0,832820.56,13,13,1,12278,3469,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8633,98.12,1,16484.16,8,8,1,18334,1931,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8634,0.0,0,512472.380952381,20,20,1,11377,3752,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8635,0.0,0,375942.6666666667,25,25,3,8455,3501,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,True,False,True,False,True
+8636,596.88,1,207714.24,12,12,2,20374,3982,Long-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,True,False,True
+8637,224.0,1,120064.0,8,8,2,10329,2532,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8638,0.0,0,415056.0,20,20,1,5173,2107,Short-term,English,NOTICE,PHONE,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8639,0.0,0,1143985.761904762,20,20,0,9994,2913,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8640,439.87666666666667,1,135921.89,3,3,1,9704,2312,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8641,0.0,0,129177.60000000002,16,16,2,9431,3777,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+8642,0.0,0,1336582.8666666672,22,22,1,9523,2962,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8643,156.46666666666667,1,121574.6,21,21,1,11881,2528,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+8644,0.0,0,362070.45,9,9,0,9248,3331,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+8645,0.0,0,1593706.7999999998,18,18,2,8441,3410,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,True,True
+8646,0.0,0,71120.0,2,2,1,8413,2933,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8647,0.0,0,217332.2666666667,16,16,1,10434,2455,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8648,0.0,0,702978.4380952381,16,16,2,8792,3144,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+8649,0.0,0,206595.36,18,18,1,10984,3102,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8650,0.0,0,389664.0,15,15,1,12048,2589,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8651,191.25714285714287,1,370273.8285714286,22,22,1,15671,2297,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8652,0.0,0,224658.0,12,12,1,17132,3117,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8653,0.0,0,355123.19999999995,18,18,1,8321,3451,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8654,0.0,0,175441.06666666668,13,13,1,11090,2653,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+8655,412.99047619047616,1,263900.9142857143,9,9,1,17770,3886,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8656,518.1485714285714,1,1112464.9828571426,19,19,3,9857,4021,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+8657,0.0,0,423031.3333333334,23,23,1,11439,2930,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8658,0.0,0,860301.0,10,10,0,15732,3779,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8659,0.0,0,693548.7999999999,16,16,1,8441,3040,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8660,0.0,0,82110.0,21,21,1,12156,3595,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8661,0.0,0,241964.8,10,10,3,10618,2803,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,True,False,True
+8662,0.0,0,348506.6666666667,8,8,0,9051,2965,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+8663,0.0,0,715258.544,17,17,1,13039,3078,Mid-term,European,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8664,0.0,0,2723293.4400000004,18,18,1,6865,4000,Mid-term,English,NOTICE,BRANCH (POS),101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+8665,0.0,0,1195215.84,21,21,3,11439,2705,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+8666,407.4133333333334,1,119779.52000000002,2,2,2,10055,3012,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+8667,235.0857142857143,1,169261.7142857143,15,15,1,14500,2611,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8668,0.0,0,526485.648,17,17,2,11257,2238,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+8669,0.0,0,1681131.2,21,21,1,8792,4924,Mid-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8670,0.0,0,776558.0190476192,16,16,2,6193,3582,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+8671,0.0,0,117033.84,21,21,1,11196,1791,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8672,51.28,1,8922.72,6,6,1,15732,1451,Long-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+8673,177.0476190476191,1,41606.19047619048,5,5,2,16156,2195,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8674,147.28,1,179681.6,20,20,1,11865,2434,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8675,0.0,0,397761.2723809525,17,17,1,8413,2624,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8676,295.6666666666667,1,336764.3333333334,17,17,1,10025,3953,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8677,351.488,1,146921.984,11,11,2,15610,2426,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+8678,0.0,0,946284.6,18,18,2,13495,2832,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+8679,0.0,0,3864366.0,27,27,2,13326,2948,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,True
+8680,184.2,1,454237.20000000007,18,18,1,15640,2812,Long-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8681,0.0,0,31060.586666666662,7,7,1,8973,3599,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8682,0.0,0,726390.7733333333,8,8,0,10848,3061,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+8683,0.0,0,467070.45000000007,11,11,0,1558,3292,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+8684,0.0,0,467639.9,8,8,0,11012,3423,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+8685,208.15238095238095,1,565550.0190476192,19,19,1,12704,2418,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8686,0.0,0,211184.0,12,12,1,10756,3616,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8687,0.0,0,558100.6666666667,14,14,3,8625,2310,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+8688,0.0,0,720050.688,20,20,3,10482,3974,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,False,False,True,False,False,False,False,True,False,True
+8689,0.0,0,451932.8000000001,11,11,2,8990,2821,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+8690,1545.4,1,1359952.0,20,20,4,10055,4091,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,True,True,False,False,False,True,True
+8691,147.65714285714287,1,30122.057142857146,4,4,1,17586,1985,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8692,0.0,0,83929.33333333334,5,5,1,9551,2735,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8693,805.3333333333334,1,608832.0,18,18,1,10267,2575,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8694,0.0,0,32556.95238095238,19,19,2,12200,2154,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8695,0.0,0,1403272.866666667,19,19,1,5450,2803,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8696,0.0,0,28473.6,18,18,0,14226,1736,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+8697,0.0,0,237644.00000000003,11,11,1,12779,2267,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8698,132.92000000000002,1,106070.16,21,21,1,20831,2287,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8699,0.0,0,1003041.5942857146,19,19,1,9356,3502,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8700,0.0,0,127346.0,15,15,1,11227,2410,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8701,0.0,0,957623.04,18,18,1,8356,3677,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8702,0.0,0,302737.1428571429,20,20,1,12370,2093,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8703,655.2,1,1197050.4,21,21,3,13875,3076,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,True,False,True
+8704,0.0,0,111432.5,1,1,0,8207,2648,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+8705,0.0,0,673733.7904761904,20,20,1,6324,2712,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8706,0.0,0,524963.9497142858,22,22,2,11530,2408,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+8707,0.0,0,969801.04,19,19,1,4622,3291,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+8708,14.659047619047625,1,1319.314285714286,3,3,1,7348,1007,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8709,0.0,0,83472.85714285714,9,9,2,8700,3585,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+8710,0.0,0,191713.37142857144,18,18,1,18654,3171,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8711,715.7800000000001,1,579781.8,15,15,1,14773,2054,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+8712,0.0,0,878011.2,18,18,1,10069,3196,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8713,0.0,0,370370.0,10,10,1,9112,2593,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8714,706.8434285714286,1,776114.0845714286,18,18,2,20723,4174,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+8715,350.60133333333334,1,983787.3413333332,23,23,1,21225,3687,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8716,0.0,0,212551.7333333333,7,7,0,8930,3318,Mid-term,English,AUTO RENEW,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+8717,822.0160000000001,1,828592.1280000001,21,21,1,14726,4163,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8718,0.0,0,90514.4380952381,8,8,1,6205,2037,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8719,228.0,1,513000.0,18,18,1,17878,2560,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8720,0.0,0,238011.42857142855,20,20,2,12353,2506,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+8721,0.0,0,1051980.16,22,22,2,9417,3840,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+8722,0.0,0,285330.0933333333,19,19,2,8441,2873,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+8723,0.0,0,126272.0,8,8,2,8778,6313,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8724,0.0,0,193554.24,22,22,1,12323,3428,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8725,0.0,0,616838.7428571429,9,9,1,10465,5789,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8726,0.0,0,809824.0800000001,19,19,1,11349,4656,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8727,142.20000000000002,1,159975.00000000003,15,15,1,4397,2382,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8728,563.704761904762,1,360771.0476190477,8,8,1,9857,4034,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8729,0.0,0,132926.85714285716,15,15,1,3600,2307,Short-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8730,0.0,0,1011742.4,19,19,2,3986,4087,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,True,True
+8731,0.0,0,151889.61666666667,5,5,0,14544,2323,Long-term,European,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+8732,0.0,0,199437.3333333333,20,20,1,8761,2711,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8733,347.48571428571427,1,209186.4,7,7,2,17952,3417,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8734,0.0,0,283525.7333333334,22,22,1,8747,2597,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8735,0.0,0,313355.7142857143,15,15,1,9172,2152,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8736,0.0,0,86209.01333333334,10,10,1,11074,1778,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8737,763.9000000000001,1,417089.4,6,6,1,11012,4055,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8738,200.83809523809524,1,28117.33333333333,14,14,1,6039,2366,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8739,0.0,0,287400.0,14,14,0,11592,2496,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8740,0.0,0,59798.61333333334,16,16,1,9582,2398,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8741,0.0,0,407027.0186666667,19,19,1,14561,2721,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8742,387.06666666666666,1,936701.3333333334,22,22,1,9551,2908,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8743,123.24,1,59894.64000000001,18,18,1,16614,2188,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8744,424.8573333333334,1,227298.6733333333,5,5,1,11439,4272,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8745,0.0,0,91477.12,3,3,1,10329,4112,Mid-term,English,NOTICE,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8746,224.22857142857143,1,179382.85714285713,10,10,1,18122,2533,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8747,198.15238095238092,1,186263.2380952381,20,20,2,11455,2347,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+8748,0.0,0,14205.714285714286,4,4,1,10343,3472,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8749,0.0,0,582816.0,18,18,1,13465,5389,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8750,0.0,0,292395.936,21,21,2,11973,2874,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+8751,0.0,0,1083456.0,9,9,3,8778,3209,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,True,False,False,False,False,True,False,True
+8752,0.0,0,2755152.0,19,19,1,9157,4833,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+8753,0.0,0,868396.3200000001,22,22,1,9096,3694,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8754,0.0,0,617809.92,26,26,1,10739,3600,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8755,0.0,0,617809.92,26,20,1,10739,2415,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8756,0.0,0,269705.90476190473,20,20,1,9065,3470,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8757,0.0,0,964237.7766666668,19,19,1,10526,3547,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8758,0.0,0,110125.6,21,21,1,9096,2372,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8759,279.5238095238096,1,616350.0000000001,21,21,1,9978,2930,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8760,0.0,0,384193.3333333334,11,11,1,7428,2687,Mid-term,English,NOTICE,PHONE,51-100,Premier,True,True,False,False,False,False,False,False,True,False,False
+8761,0.0,0,215420.92,11,11,1,8686,2904,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8762,0.0,0,244358.4,22,22,1,9339,2202,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8763,0.0,0,978600.48,22,22,2,13130,2873,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+8764,0.0,0,607533.3333333333,4,4,0,1153,3414,Short-term,Unknown,NOTICE,BRANCH (PHONE),101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+8765,0.0,0,607856.0106666668,22,22,1,13114,2417,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8766,0.0,0,178068.80000000002,13,13,0,8441,3264,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+8767,211.63809523809525,1,373964.5142857143,19,19,1,13295,2443,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8768,0.0,0,601984.9600000001,17,17,1,10892,3874,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8769,0.0,0,642523.648,12,12,2,8656,2351,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+8770,247.4506666666667,1,385528.1386666668,19,19,1,10465,1901,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8771,165.2,1,412834.8,21,21,1,9721,2135,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8772,0.0,0,21068.800000000003,2,2,2,9599,2275,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8773,0.0,0,86864.38095238096,19,19,1,11439,2565,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8774,1286.88,1,2428342.5600000005,17,17,2,15395,3122,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+8775,395.7000000000001,1,207742.50000000003,25,25,1,5597,2547,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8776,598.7466666666667,1,955599.68,12,12,1,15899,3991,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8777,0.0,0,791722.4000000001,21,21,1,4239,2958,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8778,147.96190476190478,1,367537.37142857147,18,18,1,19339,1987,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8779,0.0,0,301353.36,21,21,2,11349,3056,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+8780,0.0,0,83662.0,3,3,1,8547,3346,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8781,495.064761904762,1,336644.0380952381,10,10,2,2616,3656,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8782,290.17333333333335,1,826994.0000000001,19,19,1,17405,3897,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8783,0.0,0,270215.04,8,8,1,11912,3432,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8784,110.45333333333332,1,10272.16,3,3,1,17207,2057,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8785,0.0,0,683542.32,18,18,1,9417,3764,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8786,514.4966666666667,1,527873.5800000001,18,18,1,15001,2547,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8787,217.1238095238095,1,616197.3714285714,22,22,1,20874,2482,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8788,0.0,0,2681260.4000000004,21,21,1,10647,3123,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+8789,0.0,0,333356.2666666668,19,19,1,13892,2803,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8790,0.0,0,419780.8,15,15,1,11288,3555,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8791,0.0,0,460506.00000000006,21,21,1,10390,3204,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8792,308.7066666666667,1,864378.6666666667,20,20,1,17572,4087,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8793,0.0,0,752795.2,19,19,2,5568,4307,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+8794,1154.4666666666667,1,1469636.066666667,19,19,2,11425,3290,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+8795,0.0,0,345120.4533333333,22,22,1,17452,2959,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8796,0.0,0,187874.13333333333,22,22,1,9172,3112,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8797,494.0266666666666,1,994969.7066666668,19,19,1,2084,3455,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8798,0.0,0,254284.8,9,9,1,8472,2993,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+8799,0.0,0,686468.0761904763,23,23,1,5281,3132,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8800,0.0,0,111888.0,21,21,2,11196,2836,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+8801,0.0,0,631199.9200000002,21,21,1,3759,2393,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8802,0.0,0,253886.74285714288,17,17,1,6100,2171,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8803,0.0,0,832893.0133333334,22,22,1,4281,3298,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8804,0.0,0,158432.0,6,6,1,8441,3630,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+8805,0.0,0,725681.3200000001,15,15,1,9478,6145,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8806,593.12,1,348754.56,21,21,2,13569,3963,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,True,False,False,False,True
+8807,386.2476190476191,1,150636.57142857145,6,6,1,9752,3694,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8808,1408.94,1,704470.0000000001,20,20,1,10343,3146,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+8809,0.0,0,934058.9142857144,23,23,1,11377,3414,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8810,0.0,0,813002.6666666667,13,13,1,10817,1911,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+8811,0.0,0,416244.0533333334,7,7,1,10604,3172,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8812,0.0,0,380236.8,8,8,1,9096,3630,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+8813,0.0,0,1914159.5200000005,24,24,2,10329,3490,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+8814,238.90666666666667,1,255869.04,21,21,1,22566,2149,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8815,0.0,0,204642.24000000005,21,21,2,3430,3572,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+8816,0.0,0,169344.0,4,4,0,10420,3094,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+8817,540.8000000000001,1,575411.2000000001,14,14,1,9704,3141,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8818,0.0,0,1401442.7142857143,39,39,0,3229,2734,Short-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+8819,0.0,0,234531.36,18,18,1,14104,4102,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8820,0.0,0,565562.6785714285,17,17,1,2040,2653,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,True,False,True,False,False,False,False,False,False,False,False
+8821,0.0,0,416602.3680000001,18,18,1,12370,2554,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8822,0.0,0,1578781.568,21,21,1,8285,3103,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8823,0.0,0,939760.64,16,16,2,11957,3680,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+8824,0.0,0,348682.88,21,21,1,8455,2561,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8825,0.0,0,835396.8,23,23,2,9065,2773,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8826,0.0,0,226881.0514285715,18,18,1,9478,3599,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8827,0.0,0,202159.68,12,12,1,10526,3708,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8828,0.0,0,258701.14285714287,9,9,1,10953,2799,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8829,0.0,0,1431983.725714286,15,15,2,10192,4199,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+8830,0.0,0,888025.6,20,20,1,10647,3632,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8831,385.67619047619047,1,566944.0,15,15,1,21819,3690,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8832,0.0,0,14834.0,5,5,3,11335,1939,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,True,True
+8833,0.0,0,1201419.4,19,19,1,4028,2700,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+8834,0.0,0,185037.7142857143,17,17,2,9537,2552,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+8835,0.0,0,32197.733333333334,5,5,1,8285,2063,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8836,0.0,0,728876.5714285716,23,23,1,10512,4162,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8837,0.0,0,111234.9,7,7,1,9126,2311,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+8838,0.0,0,390774.6514285714,18,18,1,8340,2200,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8839,0.0,0,58303.96000000001,5,5,1,9248,2318,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8840,0.0,0,175046.24761904764,17,17,1,11804,2604,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8841,0.0,0,362082.1904761905,13,13,2,8310,3275,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,True,False,False,False,False,True
+8842,214.28571428571428,1,117857.14285714284,10,10,1,9752,2462,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8843,0.0,0,641623.3600000001,12,12,1,12810,3484,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8844,409.5809523809524,1,154412.01904761905,13,13,2,9599,3862,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,True,False,False,False,False,False,True
+8845,0.0,0,596885.7142857143,15,15,1,8304,3120,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8846,0.0,0,669753.76,20,20,1,9509,2797,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8847,0.0,0,635228.2906666667,23,23,1,8286,3990,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8848,0.0,0,43176.37333333333,17,17,1,12947,2784,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8849,218.0706666666667,1,302245.9440000001,22,22,1,16828,2644,Long-term,English,AUTO RENEW,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8850,0.0,0,114699.0,3,3,0,10208,3335,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+8851,219.8666666666667,1,261201.6000000001,18,18,1,14695,3177,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8852,0.0,0,793260.8,23,23,2,14817,3350,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+8853,0.0,0,1161738.24,16,16,1,1416,2515,Short-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+8854,0.0,0,65185.71428571428,15,15,0,11349,3418,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+8855,0.0,0,2229148.8000000003,18,18,1,10647,3841,Mid-term,English,NOTICE,BRANCH (PHONE),101-500,Standard,True,False,False,False,False,False,False,False,False,False,True
+8856,204.828,1,450621.6,22,22,3,14773,2540,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+8857,0.0,0,56205.71428571429,10,10,0,8594,2269,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+8858,0.0,0,594771.7333333334,20,20,1,8761,2274,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8859,0.0,0,143697.456,19,19,1,10512,2975,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8860,0.0,0,444916.66666666674,10,10,1,5275,5721,Short-term,English,NOTICE,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,True,False,False
+8861,0.0,0,317199.68,19,19,1,4609,2961,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8862,0.0,0,352392.0,15,15,1,6764,2931,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8863,0.0,0,27673.714285714283,3,3,1,8761,3130,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8864,0.0,0,87873.24,21,21,1,9462,2025,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8865,277.14266666666674,1,194831.2946666667,19,19,1,1317,3109,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8866,698.7968,1,1433931.0336,18,18,3,15433,3219,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,True,False,True
+8867,0.0,0,364510.08,12,12,2,11714,3282,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,True,False,True
+8868,0.0,0,410798.4,18,18,3,11895,2267,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+8869,0.0,0,28365.12,14,14,1,3880,1173,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+8870,0.0,0,824383.6095238096,13,13,2,3783,3679,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8871,0.0,0,143382.0266666667,14,14,1,11486,2618,Mid-term,English,NOTICE,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8872,0.0,0,428837.76000000007,20,20,1,2095,3011,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8873,0.0,0,888186.6666666667,20,20,1,8594,3319,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8874,0.0,0,1527381.3333333335,32,32,0,10647,3719,Mid-term,Unknown,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+8875,0.0,0,287373.7142857143,10,10,1,9537,2318,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8876,0.0,0,1038997.4291666663,17,17,1,10647,4070,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+8877,0.0,0,130593.84000000004,10,10,1,9370,1829,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8878,0.0,0,1263108.6,27,27,1,11074,2865,Mid-term,English,AUTO RENEW,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+8879,358.3047619047619,1,585828.2857142857,15,15,2,9874,3494,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+8880,0.0,0,433433.0000000001,22,22,1,12353,2995,Mid-term,Unknown,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8881,0.0,0,262513.4285714286,15,15,1,23935,2168,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8882,505.02857142857147,1,438364.8000000001,14,14,1,10573,4546,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8883,212.3466666666667,1,524496.2666666667,19,19,1,16097,3100,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8884,0.0,0,55704.38095238095,10,10,1,14149,2462,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8885,0.0,0,900293.8559999999,18,18,1,11135,3596,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8886,0.0,0,500076.07619047625,20,20,1,9492,4132,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8887,159.50476190476192,1,306408.64761904767,17,17,1,6402,2070,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8888,0.0,0,282926.93333333335,16,16,1,9537,3513,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8889,0.0,0,58519.95809523811,22,22,1,10222,1789,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8890,0.0,0,918946.6,23,23,2,11349,3024,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+8891,0.0,0,92285.6380952381,13,13,1,13144,3138,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+8892,0.0,0,1254530.4,15,15,5,8594,4029,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,True,False,False,False,True,True,False,True
+8893,0.0,0,687215.9999999999,18,18,1,8959,2881,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8894,0.0,0,268541.4666666666,20,20,1,11196,2762,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8895,0.0,0,478571.1542857143,22,22,1,9551,2176,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8896,0.0,0,368453.3333333334,20,20,1,9004,2813,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8897,0.0,0,1167344.64,24,24,2,8286,2987,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+8898,0.0,0,234991.84800000003,18,18,1,8441,3025,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8899,345.2380952380953,1,588285.7142857143,24,24,2,10192,3401,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,True,True
+8900,0.0,0,632642.6666666667,20,20,2,9339,2657,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+8901,0.0,0,67501.71428571429,2,2,1,8313,3187,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8902,0.0,0,249608.3200000001,19,19,1,9599,3513,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8903,0.0,0,2235579.84,20,20,2,9568,2613,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+8904,0.0,0,579800.0000000001,20,20,1,11090,3209,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8905,0.0,0,395562.2666666667,19,19,1,8686,2566,Mid-term,European,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8906,0.0,0,2859844.0,25,25,3,1235,3720,Short-term,English,AUTO RENEW,PHONE,51-100,Standard,False,True,True,False,False,False,False,False,True,False,True
+8907,0.0,0,890241.4079999999,18,18,1,9186,3387,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8908,0.0,0,546346.3200000001,6,6,1,5757,3258,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8909,0.0,0,16347.999999999998,1,1,0,1873,3158,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+8910,0.0,0,29532.34285714286,12,12,1,9295,2396,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8911,0.0,0,409146.0533333333,10,10,1,13631,3089,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8912,0.0,0,454226.6114285715,13,13,1,5392,2912,Short-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+8913,0.0,0,496742.4,16,16,3,8778,3764,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,True,True
+8914,0.0,0,248933.62,5,5,2,8578,3707,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+8915,0.0,0,200999.31428571432,3,3,2,10147,2978,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+8916,0.0,0,376275.180952381,23,23,1,5904,2022,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8917,0.0,0,943453.8666666668,23,23,2,8441,2835,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+8918,0.0,0,275916.5714285714,8,8,0,8594,2483,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+8919,0.0,0,605505.888,9,9,3,10984,3300,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,True,True
+8920,241.87428571428572,1,381435.74857142864,19,19,2,15791,2038,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+8921,0.0,0,269057.0666666668,22,22,1,8686,1879,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8922,0.0,0,111014.72000000002,19,19,1,10587,2856,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8923,0.0,0,745454.6666666666,14,14,1,6432,2951,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8924,0.0,0,261853.28000000003,15,15,1,9492,2035,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8925,0.0,0,192397.33333333337,20,20,1,6858,2333,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8926,0.0,0,463778.6,19,19,1,11592,2894,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8927,0.0,0,236413.56190476197,32,32,2,5339,1375,Short-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+8928,0.0,0,331545.1428571429,15,15,1,11288,3096,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8929,0.0,0,445072.6285714287,17,17,3,8778,3569,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,True,False,False,False,True
+8930,275.8666666666668,1,347592.0000000001,18,18,1,9325,2903,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8931,379.1619047619048,1,127398.4,21,21,1,14848,3644,Long-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8932,0.0,0,937081.6,16,16,2,13982,3782,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+8933,0.0,0,170993.57333333336,14,14,1,6240,2976,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8934,484.0,1,235224.0,27,27,0,2048,2908,Short-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+8935,103.8,1,51277.2,19,19,1,21392,1989,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+8936,236.11428571428576,1,212502.8571428572,20,20,7,15610,2619,Long-term,English,NOTICE,AUTO RENEW,6-10,Standard,True,True,False,False,True,True,True,True,True,True,True
+8937,0.0,0,96366.66666666669,7,7,0,5509,2940,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+8938,0.0,0,446936.00000000006,15,15,1,9157,3105,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8939,159.73333333333335,1,128585.33333333334,35,35,1,7344,2071,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8940,374.37714285714287,1,520384.22857142857,10,10,2,10025,3162,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+8941,0.0,0,190008.4,12,12,1,10739,2434,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8942,388.6133333333334,1,247158.08,12,12,3,17648,4905,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,True,False,True
+8943,0.0,0,200659.2,9,9,1,5183,2353,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8944,0.0,0,276326.4,12,12,1,2090,4294,Short-term,Unknown,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8945,299.73809523809524,1,2352044.833333333,59,59,5,4883,2645,Short-term,Unknown,NOTICE,PHONE,6-10,Premier,False,False,False,True,False,True,True,True,False,True,False
+8946,275.5733333333333,1,275573.3333333333,8,8,2,18183,2337,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+8947,0.0,0,875763.0514285716,22,22,1,8320,3392,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8948,0.0,0,539790.9119999999,19,19,2,8441,3171,Mid-term,English,NOTICE,WEB,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+8949,338.06933333333336,1,385060.9706666667,17,17,1,5906,2258,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8950,404.3,1,231259.6,11,11,1,3911,2582,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8951,0.0,0,196193.08800000005,15,15,2,14026,1948,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+8952,0.0,0,179206.9714285714,18,18,1,2294,2445,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+8953,337.324,1,51947.89600000001,11,11,1,9462,3583,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8954,0.0,0,582883.8095238096,20,20,1,6716,3125,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8955,0.0,0,518122.0799999999,18,18,1,4803,2931,Short-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+8956,385.0186666666666,1,424290.5706666666,19,19,2,14787,3742,Long-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+8957,0.0,0,838573.4685714287,19,19,1,10848,2905,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8958,0.0,0,735220.2000000001,13,13,2,11425,2809,Mid-term,English,NOTICE,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+8959,0.0,0,139217.06666666668,7,7,1,8868,3054,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8960,0.0,0,459165.94285714295,19,19,1,13631,2407,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8961,0.0,0,78355.2,8,8,2,11804,2446,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+8962,0.0,0,635846.9333333333,20,20,1,8717,3616,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8963,0.0,0,407474.496,17,17,1,11608,3786,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+8964,0.0,0,567575.5999999999,17,17,1,9339,3403,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8965,0.0,0,57996.10666666666,19,19,1,12247,2347,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+8966,0.0,0,274792.0,14,14,1,11834,3797,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+8967,0.0,0,256243.42857142855,17,17,1,13509,2727,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8968,0.0,0,1608547.2000000002,20,20,1,13356,4445,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8969,152.85714285714286,1,299600.0,20,20,2,10267,2022,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+8970,0.0,0,666656.6399999999,18,18,1,8656,5788,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+8971,0.0,0,41542.5,1,1,1,8455,2100,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+8972,0.0,0,30170.140000000007,2,2,0,5195,3189,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,False
+8973,263.52,1,346265.28,18,18,2,15610,2275,Long-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+8974,0.0,0,375064.22857142857,24,24,1,9643,1781,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8975,0.0,0,208813.4285714286,15,15,1,5951,3184,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8976,0.0,0,448138.4960000001,17,17,1,9264,3259,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+8977,0.0,0,444341.3333333333,20,20,1,8858,2994,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8978,0.0,0,73337.52,3,3,1,9126,3803,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+8979,0.0,0,434079.3600000001,17,17,1,15899,2742,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8980,0.0,0,163555.97142857144,15,15,1,13465,2205,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+8981,205.84000000000003,1,347869.6000000001,13,13,2,15838,1980,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+8982,0.0,0,212695.28000000003,7,7,1,11943,2714,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+8983,0.0,0,318652.8,20,20,1,3253,3073,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8984,0.0,0,405088.20000000007,9,9,1,8413,3719,Mid-term,European,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+8985,0.0,0,871985.9999999999,18,18,1,3585,3015,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+8986,0.0,0,539448.0,15,15,1,9537,3233,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+8987,0.0,0,70376.32,24,24,1,12779,2232,Mid-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8988,705.04,1,1169661.36,21,21,2,16340,2129,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+8989,252.2,1,711204.0,20,20,1,9660,2317,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+8990,0.0,0,309518.88000000006,18,18,1,13342,3812,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8991,0.0,0,146145.59999999998,18,18,1,8320,3235,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+8992,0.0,0,794781.8666666667,64,64,0,12688,2069,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+8993,0.0,0,184614.14400000003,16,16,1,6766,2035,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+8994,308.5238095238095,1,3085.2380952380954,1,1,1,3104,2695,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,False
+8995,0.0,0,444023.4760000001,17,17,2,12139,2385,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+8996,0.0,0,586020.9523809523,20,20,1,9186,2965,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+8997,376.3733333333334,1,927760.2666666668,17,17,1,15548,2853,Long-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+8998,0.0,0,466998.13333333336,23,23,2,11820,2525,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+8999,330.45714285714286,1,765999.6571428571,19,19,1,10281,3295,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9000,0.0,0,231156.93333333335,17,17,1,13753,1880,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9001,0.0,0,177398.40000000005,20,20,1,11608,2262,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9002,0.0,0,261316.8,18,18,2,9186,3404,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+9003,0.0,0,55574.4,24,24,2,13265,2507,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9004,0.0,0,517333.26666666666,19,19,1,8670,2179,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9005,210.48,1,75772.8,20,20,1,2390,2004,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9006,470.9142857142857,1,772299.4285714285,20,20,2,10192,4301,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9007,136.84,1,380415.2,20,20,1,12353,2327,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9008,0.0,0,150489.3866666667,22,22,1,12065,2273,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9009,0.0,0,97211.52,18,18,1,9082,3559,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+9010,0.0,0,421530.048,18,18,2,9478,1826,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+9011,0.0,0,858343.2000000001,13,13,1,11439,3674,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9012,0.0,0,29360.800000000007,5,5,1,4036,3789,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9013,333.00952380952384,1,972054.8,21,21,1,14514,3313,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9014,680.8966666666666,1,52429.043333333335,7,7,0,17193,3071,Long-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9015,0.0,0,2632117.333333334,20,20,1,8778,3249,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9016,0.0,0,88509.6,19,19,1,9752,2163,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9017,0.0,0,598683.4285714285,18,18,2,1918,2760,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+9018,0.0,0,203162.81142857144,18,18,1,12582,2279,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9019,0.0,0,1950816.0,21,21,2,10039,2908,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,True,False,False,False,False,False,False,True
+9020,0.0,0,312594.8666666667,17,17,1,15657,2225,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9021,777.1466666666668,1,1648328.08,21,21,2,21044,4905,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9022,0.0,0,1229348.5714285714,18,18,3,10953,4189,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,True,True
+9023,0.0,0,464044.0,21,21,2,11408,3189,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9024,116.13333333333335,1,348400.00000000006,20,20,1,16163,2115,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9025,0.0,0,623270.3904761905,13,13,1,2459,3709,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9026,0.0,0,332818.2857142857,18,18,1,11227,2583,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9027,0.0,0,1832900.5333333327,14,14,2,3217,3662,Short-term,English,NOTICE,BRANCH (PHONE),500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+9028,644.8266666666667,1,189579.04,6,6,1,10998,4227,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9029,0.0,0,105154.28571428575,20,20,1,8656,1764,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9030,0.0,0,216782.50666666665,16,16,2,13130,2801,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+9031,0.0,0,509224.8000000001,21,21,1,9186,3847,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9032,0.0,0,205579.42857142852,15,15,1,11196,2780,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9033,0.0,0,245778.86666666667,14,14,1,9203,3440,Mid-term,European,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9034,0.0,0,145464.00000000003,15,15,1,11335,2146,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9035,0.0,0,155862.72000000003,26,26,1,8303,2063,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9036,0.0,0,539719.74,9,9,1,9309,5667,Mid-term,European,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+9037,292.3466666666667,1,322166.0266666667,19,19,1,10025,2423,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9038,0.0,0,1730683.5000000002,25,25,1,8578,3271,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9039,0.0,0,169197.056,17,17,2,9234,3959,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+9040,235.84000000000003,1,111316.48,8,8,2,16773,3341,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+9041,339.5238095238096,1,161273.80952380953,19,19,2,10025,3360,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9042,143.88,1,265170.84,19,19,1,19658,2399,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9043,664.9,1,127660.8,8,8,0,9401,3649,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9044,0.0,0,867650.6666666666,20,20,1,9157,3496,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9045,0.0,0,626030.6666666666,17,17,1,13600,2254,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9046,0.0,0,733600.3504761906,19,19,1,17252,2415,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9047,1451.5973333333336,1,1554660.7440000004,17,17,1,17148,6642,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9048,0.0,0,971000.32,16,16,1,5286,3651,Short-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9049,0.0,0,842040.0761904762,23,23,1,10557,2976,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9050,0.0,0,222992.64,18,18,1,13972,2552,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9051,0.0,0,296388.144,13,13,1,6268,2589,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+9052,0.0,0,296411.7619047619,19,19,2,8286,2490,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9053,0.0,0,1857151.296,21,21,1,8503,5763,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9054,0.0,0,72310.36800000002,13,13,1,11151,3360,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9055,0.0,0,46208.0,19,19,1,11530,2669,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9056,0.0,0,153040.45714285717,20,20,1,8455,2245,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9057,0.0,0,469336.0,17,17,2,8639,3363,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+9058,0.0,0,337695.77142857143,17,17,1,9551,2133,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9059,0.0,0,126546.0,23,23,1,12079,1227,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9060,0.0,0,515836.3946666667,23,23,1,8686,3414,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9061,0.0,0,42246.28571428572,10,10,1,11728,3679,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9062,0.0,0,629528.328,22,22,1,2475,3709,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9063,252.48,1,327214.08,18,18,3,21774,2003,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,True,False,False,False,True
+9064,0.0,0,183116.0685714286,3,3,1,5073,3555,Short-term,Unknown,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9065,0.0,0,138170.89523809525,19,19,1,1152,3295,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9066,0.0,0,961001.6,16,16,1,1537,2382,Short-term,Asian,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9067,0.0,0,767924.9066666667,16,16,2,11304,2872,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+9068,135.45,1,167416.19999999998,12,12,1,16278,1719,Long-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9069,0.0,0,566508.8,21,21,2,13326,2785,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9070,0.0,0,130335.0,15,15,1,1745,2113,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9071,206.9142857142857,1,36003.08571428572,6,6,1,20160,2409,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9072,0.0,0,470040.6857142857,24,24,2,8731,3053,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+9073,0.0,0,244180.11428571428,13,13,1,12048,2184,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9074,0.0,0,163065.76,5,5,1,14469,2872,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9075,0.0,0,846005.55,23,23,1,14733,1917,Long-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9076,0.0,0,61776.00000000001,15,15,1,3445,2345,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9077,350.7047619047619,1,191484.8,21,21,1,9629,3440,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9078,228.8571428571429,1,562988.5714285714,20,20,2,10055,2567,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+9079,0.0,0,190457.80000000005,25,25,1,13540,1894,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9080,0.0,0,524163.20000000007,21,21,1,8547,2959,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9081,0.0,0,863022.3238095238,34,34,1,5073,2495,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9082,0.0,0,722060.5104761905,19,19,1,10543,3204,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9083,352.6666666666667,1,1055178.6666666667,22,22,1,10161,2732,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9084,0.0,0,553972.8666666667,19,19,1,6113,3839,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9085,0.0,0,590274.7428571428,16,16,1,5955,3308,Short-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9086,0.0,0,233856.00000000003,18,18,2,1295,3587,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9087,914.7233333333334,1,227766.11,3,3,1,3020,3808,Short-term,English,AUTO RENEW,PHONE,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+9088,0.0,0,354058.31999999995,18,18,1,14240,2619,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+9089,110.26666666666664,1,150844.8,19,19,1,16934,2055,Long-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+9090,0.0,0,1059368.96,24,24,3,8578,3099,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+9091,244.54666666666668,1,337474.4,10,10,1,10319,3430,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9092,0.0,0,772735.6000000001,21,21,1,10039,3156,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9093,0.0,0,979465.2,21,21,1,12810,2602,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9094,0.0,0,162425.41714285716,4,4,2,9234,4035,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9095,0.0,0,1440433.8666666665,22,22,1,3960,3238,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9096,0.0,0,912186.742857143,19,19,1,2933,3724,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9097,342.3666666666667,1,53409.2,4,4,0,15579,2328,Long-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+9098,0.0,0,649183.5428571429,18,18,1,11592,3736,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9099,0.0,0,371904.48,23,23,1,11608,3105,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9100,0.0,0,828922.7885714285,26,26,2,9448,2924,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9101,0.0,0,409485.8666666667,14,14,1,10647,3205,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9102,0.0,0,1024071.552,21,21,2,9248,6705,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9103,365.0666666666667,1,706769.0666666668,16,16,1,11895,3543,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9104,0.0,0,216797.88000000003,13,13,1,5805,2762,Short-term,Asian,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9105,0.0,0,356664.96,19,19,4,17756,2261,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,True,True,True
+9106,0.0,0,1509725.3333333335,10,10,1,4047,3150,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+9107,602.48,1,106036.48,16,16,1,16828,4010,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9108,0.0,0,55032.00000000001,4,4,2,14817,3743,Long-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,True,False,True
+9109,0.0,0,107404.66666666669,10,10,1,9065,2345,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9110,1070.8133333333335,1,520415.2800000001,18,18,2,2097,4059,Short-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+9111,0.0,0,181538.69333333333,17,17,1,4551,3303,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9112,194.8,1,55518.00000000001,19,19,1,16401,2322,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9113,430.0761904761905,1,791340.1904761904,20,20,2,20160,4009,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+9114,0.0,0,350509.9619047619,13,13,1,8761,2918,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9115,0.0,0,833343.4199999999,21,21,1,11804,2023,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9116,445.536,1,1202056.1279999998,19,19,2,4974,2827,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,True,False,False,False,False,False,False,True
+9117,0.0,0,2143879.92,18,18,1,9295,2415,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9118,0.0,0,569344.0000000001,24,24,1,9186,3583,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9119,265.1752380952381,1,217443.69523809524,10,10,1,4559,2388,Short-term,Unknown,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9120,380.73333333333335,1,714255.7333333333,14,14,2,9721,2486,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+9121,0.0,0,28228.93333333333,19,19,1,12079,2309,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9122,0.0,0,3321.7600000000007,1,1,2,12139,2452,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+9123,0.0,0,427599.0,9,9,0,6275,2368,Short-term,Unknown,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+9124,0.0,0,898563.6000000001,21,21,2,11165,4024,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+9125,88.84,1,91682.88,24,24,1,18805,1836,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9126,424.03809523809525,1,824330.0571428572,24,24,1,10971,3965,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9127,0.0,0,389239.0666666667,19,19,1,9096,2509,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9128,0.0,0,314883.21428571426,15,15,1,5569,2896,Short-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,False
+9129,166.15238095238095,1,254213.14285714287,18,18,3,13951,2117,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+9130,0.0,0,881949.6,19,19,1,7432,3189,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9131,0.0,0,568093.8666666667,14,14,1,12186,4087,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9132,679.4000000000001,1,1997436.0,21,21,1,9339,3709,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9133,0.0,0,535665.0,9,9,1,4174,2801,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9134,0.0,0,882266.6666666666,20,20,1,11349,3358,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9135,794.7666666666668,1,784434.7000000001,21,21,1,9599,4181,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9136,0.0,0,226701.8,17,17,1,9568,3027,Mid-term,English,NOTICE,WEB,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+9137,402.81666666666666,1,9667.6,1,1,1,18348,4226,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,False
+9138,0.0,0,98170.4,15,15,1,11834,2561,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9139,0.0,0,1421386.6666666667,20,20,1,8990,3435,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9140,0.0,0,178505.6,1,1,3,12414,3102,Mid-term,English,NOTICE,AUTO RENEW,500+,Premier,False,False,False,True,False,False,False,False,True,False,True
+9141,0.0,0,338331.84,23,23,1,10253,2638,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9142,0.0,0,568342.7999999999,47,47,1,11957,2302,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+9143,0.0,0,384546.8571428572,18,18,1,10633,2258,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9144,0.0,0,1413890.300952381,22,22,1,6048,3830,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9145,0.0,0,451788.5142857143,19,19,1,10496,2885,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9146,0.0,0,222042.4380952381,22,22,1,12521,4071,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9147,749.4666666666667,1,1495186.0,15,15,1,1874,2023,Short-term,English,NOTICE,BRANCH (POS),500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+9148,806.8666666666668,1,711656.4000000001,21,21,1,9978,2579,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9149,0.0,0,120878.5066666667,19,19,1,12278,2492,Mid-term,European,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9150,485.1,1,126126.0,20,20,1,9902,2913,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9151,261.0857142857143,1,108611.65714285716,16,16,1,9902,2798,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9152,0.0,0,212227.808,12,12,1,8670,3954,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9153,0.0,0,595156.0000000001,15,15,1,2636,2908,Short-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9154,157.61904761904765,1,146585.71428571432,31,31,1,9599,2056,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9155,0.0,0,2875867.8666666667,23,23,1,11335,2589,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+9156,0.0,0,296512.0,16,16,2,7044,2546,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9157,0.0,0,1179503.6190476192,25,25,1,4524,2684,Short-term,English,AUTO RENEW,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9158,0.0,0,575442.0,18,18,1,12886,2173,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9159,0.0,0,454215.0857142858,18,18,3,10709,2513,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+9160,248.64,1,71608.32,24,24,1,9964,2381,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9161,0.0,0,250914.1333333334,16,16,1,8493,2933,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9162,0.0,0,51197.71428571429,6,6,0,4378,2808,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+9163,0.0,0,309281.1428571429,20,20,2,8778,1979,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9164,0.0,0,623480.0,5,5,2,12156,2861,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,True,False,False,False,False,False,False,False,True
+9165,0.0,0,288193.33333333343,10,10,1,9431,2412,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9166,0.0,0,391905.8666666667,20,20,2,8686,2370,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+9167,597.8333333333334,1,527289.0,18,18,1,9721,3375,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9168,0.0,0,362671.4,21,21,1,10465,3647,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9169,868.8914285714287,1,1403259.6571428576,19,19,2,4790,6115,Short-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9170,101.92000000000002,1,65228.80000000001,20,20,2,17101,1970,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+9171,0.0,0,222422.85714285716,12,12,1,8929,2255,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9172,0.0,0,198153.28,23,23,1,10831,4319,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9173,0.0,0,97097.2,15,15,1,21287,2876,Long-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+9174,0.0,0,766708.8000000002,15,15,1,4056,3061,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9175,0.0,0,1424852.0,13,13,0,8195,3473,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+9176,0.0,0,63728.42666666668,14,14,1,2147,3208,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9177,0.0,0,494625.7333333333,13,13,1,4705,2977,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9178,706.472,1,1311212.032,16,16,1,9964,3708,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9179,121.97333333333334,1,57083.52,18,18,1,9857,2175,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9180,343.94666666666666,1,279972.58666666667,11,11,1,12156,2687,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9181,0.0,0,578458.8571428572,15,15,1,10756,2989,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9182,0.0,0,555119.2000000001,21,21,1,9112,4137,Mid-term,European,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9183,0.0,0,340446.4761904762,8,8,1,5190,2731,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9184,0.0,0,638007.552,16,16,2,12108,2173,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+9185,0.0,0,205870.4533333333,17,17,1,9224,1852,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9186,0.0,0,411158.2476190477,8,8,1,10725,3449,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9187,0.0,0,796457.142857143,20,20,1,9065,3780,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9188,0.0,0,1046546.48,21,21,1,5020,5740,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9189,0.0,0,927334.9066666669,22,22,1,8761,5775,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9190,0.0,0,152638.18266666666,7,7,1,3713,2079,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9191,340.38666666666666,1,275713.2,18,18,1,3489,4411,Short-term,English,NOTICE,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+9192,0.0,0,128973.86666666668,4,4,1,10192,3466,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9193,159.52380952380952,1,345050.0,21,21,1,14299,2070,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9194,0.0,0,383021.00571428577,24,24,1,9248,2033,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,False
+9195,233.5008,1,353053.2096,12,12,2,15336,2459,Long-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+9196,239.12380952380957,1,472508.64761904767,19,19,1,15457,2640,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9197,237.95200000000003,1,90421.76,5,5,1,9752,2800,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9198,871.5200000000001,1,1496399.84,17,17,2,14452,2414,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,True,False,False,False,False,False,False,True
+9199,0.0,0,546524.16,17,17,2,8339,3128,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+9200,0.0,0,64525.9264,8,8,2,12735,2581,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+9201,0.0,0,5237523.200000001,23,23,1,8806,3915,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9202,0.0,0,170361.65714285715,13,13,2,9387,3334,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9203,0.0,0,203268.0,6,6,1,8778,3239,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9204,0.0,0,252720.0,21,21,1,8929,3801,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9205,370.56,1,142665.6,11,11,1,6158,2823,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9206,0.0,0,1657141.2,25,25,1,11104,3563,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+9207,172.0952380952381,1,15144.380952380952,8,8,1,16052,2160,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9208,461.36000000000007,1,1306110.1600000004,19,19,1,10008,3288,Mid-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+9209,0.0,0,121813.56,19,19,2,8717,2915,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+9210,0.0,0,607924.8,14,14,1,9172,3396,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9211,0.0,0,984614.4,15,15,1,15760,4320,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9212,0.0,0,1003390.9714285716,18,18,1,10970,4660,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9213,0.0,0,261787.4285714286,11,11,1,8286,3171,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9214,0.0,0,648699.1,15,15,1,13203,1837,Mid-term,English,NOTICE,BRANCH (POS),101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9215,0.0,0,612501.0666666667,26,26,1,8761,2782,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9216,0.0,0,248965.47619047615,13,13,0,11304,3122,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+9217,0.0,0,386824.5333333333,20,20,1,9431,3177,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9218,0.0,0,125214.51428571432,18,18,1,7697,2401,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9219,0.0,0,159743.54666666666,20,20,1,1996,2841,Short-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9220,254.85333333333332,1,36698.880000000005,6,6,2,10147,2231,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9221,0.0,0,1549363.2000000002,21,21,1,10770,3233,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9222,0.0,0,604472.0,22,22,2,11060,2802,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9223,0.0,0,731576.8571428572,15,15,2,4607,2995,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+9224,0.0,0,116739.0,21,21,4,12400,2191,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,True,True,False,False,False,False,True,False,True
+9225,217.2190476190476,1,192021.6380952381,17,17,1,6689,2483,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9226,0.0,0,1779676.8,19,19,1,9643,3590,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9227,0.0,0,443624.0,23,23,1,13241,2901,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9228,0.0,0,384813.1733333334,13,13,1,2376,3002,Short-term,English,NOTICE,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9229,0.0,0,2849688.7466666666,16,16,1,11335,3245,Mid-term,English,AUTO RENEW,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9230,0.0,0,250207.2,18,18,1,6407,2175,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+9231,0.0,0,291818.05714285723,11,11,1,11121,3993,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9232,779.35,1,247833.3,6,6,0,10008,3381,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,False
+9233,0.0,0,161404.80000000002,17,17,1,13509,3356,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9234,0.0,0,2499566.6666666665,44,44,1,13569,2788,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9235,0.0,0,97329.12,4,4,2,8503,3928,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+9236,0.0,0,225520.0000000001,10,10,1,10482,3620,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9237,0.0,0,3075563.4,21,21,1,8868,6419,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9238,208.0761904761905,1,197672.380952381,19,19,1,18334,2418,Long-term,European,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9239,228.13333333333333,1,489346.00000000006,15,15,1,16052,2561,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9240,356.0571428571429,1,703212.8571428573,25,25,2,9690,3478,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9241,397.6142857142857,1,65208.74285714285,4,4,0,13600,2680,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9242,0.0,0,414272.0,20,20,1,11486,2694,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9243,120.28,1,78783.4,5,5,1,15791,2158,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9244,406.0952380952381,1,539294.4761904762,16,16,3,10025,3837,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+9245,0.0,0,1516041.6266666667,23,23,1,7017,3352,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9246,0.0,0,326847.33714285714,22,22,1,11029,3082,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9247,0.0,0,676915.2000000001,24,24,1,11043,3703,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9248,0.0,0,307714.9714285715,18,18,1,10770,3238,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9249,0.0,0,976589.28,18,18,1,10953,5166,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9250,999.4291666666668,1,1175328.7,24,24,0,10647,3445,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+9251,297.12380952380954,1,114095.54285714286,24,24,1,20344,3056,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9252,0.0,0,153125.12,16,16,1,15108,3808,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9253,2759.2000000000003,1,1241640.0000000002,15,15,8,15030,6576,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,True,False,True,True,True,True,True,True,True
+9254,0.0,0,646060.8,19,19,1,8670,2692,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9255,223.72,1,579882.24,18,18,1,15078,3217,Long-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+9256,0.0,0,244840.96,14,14,1,13373,2791,Mid-term,Asian,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9257,694.5666666666667,1,1375242.0,15,15,1,10055,3771,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9258,0.0,0,411502.0,17,17,1,13448,2231,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9259,0.0,0,158165.28000000003,17,17,1,12688,2758,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9260,0.0,0,534294.8190476191,23,23,3,10984,2957,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+9261,0.0,0,321792.00000000006,21,21,1,22717,2070,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9262,0.0,0,850448.0000000001,21,21,1,11151,3450,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9263,0.0,0,279313.7523809524,23,23,2,10482,2072,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9264,231.82857142857145,1,234610.5142857143,22,22,1,9660,2588,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9265,0.0,0,564361.2000000001,9,9,1,2092,2573,Short-term,English,NOTICE,MAIL,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+9266,0.0,0,169689.12380952382,13,13,2,5156,1785,Short-term,Unknown,NOTICE,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+9267,0.0,0,285480.00000000006,25,25,1,5511,3175,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9268,0.0,0,2969478.400000001,14,14,2,13569,3512,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,True,False,True
+9269,0.0,0,142914.2857142857,20,20,1,12004,1951,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9270,0.0,0,1606295.6693333334,19,19,4,3299,3611,Short-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,True,False,False,False,False,False,True,True,True
+9271,0.0,0,1277562.0000000002,18,18,1,10786,3162,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9272,0.0,0,327534.62857142853,17,17,2,11165,2697,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+9273,730.9640000000002,1,1710455.7600000002,18,18,3,16828,2845,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+9274,0.0,0,399236.2666666667,20,20,1,11714,2418,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9275,0.0,0,701200.7619047619,20,20,1,8973,3003,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9276,0.0,0,60090.240000000005,20,20,1,15200,2147,Long-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9277,0.0,0,801750.0,15,15,1,9523,3115,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9278,0.0,0,269288.44800000003,11,11,1,6261,2935,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9279,0.0,0,438884.16,11,11,2,9172,3545,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+9280,0.0,0,169318.2857142857,6,6,0,1996,2035,Short-term,European,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+9281,0.0,0,882147.4666666668,28,28,1,8761,1565,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9282,145.49600000000004,1,279352.32000000007,20,20,1,15687,2072,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9283,0.0,0,1266973.7142857146,22,22,3,11121,4053,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+9284,195.61904761904765,1,40688.76190476191,13,13,1,16600,2328,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9285,0.0,0,735836.5485714287,17,17,1,13053,2851,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9286,0.0,0,903321.523809524,19,19,1,8639,3229,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9287,876.0,1,515964.0,19,19,2,9417,2421,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,True,False,False,False,False,False,False,True
+9288,0.0,0,494316.0,12,12,1,5895,3371,Short-term,European,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+9289,0.0,0,836955.5733333335,19,19,1,4302,2514,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9290,0.0,0,607209.2000000001,15,15,1,5056,3699,Short-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9291,462.50666666666666,1,96201.38666666666,16,16,1,10878,3294,Mid-term,European,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9292,0.0,0,31096.000000000004,1,1,1,18303,2886,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9293,0.0,0,1631750.4,16,16,2,10709,2497,Mid-term,Unknown,NOTICE,PHONE,101-500,Standard,False,True,False,False,False,False,False,False,False,True,True
+9294,0.0,0,155030.85714285716,22,22,2,2356,3451,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9295,0.0,0,93989.532,21,21,1,8820,3000,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9296,188.44000000000003,1,504830.76000000007,19,19,2,7212,2856,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+9297,612.1333333333334,1,973292.0000000002,15,15,1,10039,4060,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9298,193.8857142857143,1,154139.14285714287,15,15,1,15433,2316,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9299,0.0,0,302444.5714285714,12,12,1,5307,3051,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9300,0.0,0,1506397.0133333332,20,20,2,4868,3156,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,True,False,False,True
+9301,0.0,0,948044.8000000002,10,10,2,8670,5110,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,True,False,False,False,True
+9302,412.5904761904762,1,1023224.3809523808,20,20,1,19962,3883,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9303,0.0,0,16966.4,4,4,1,12810,2012,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9304,0.0,0,1072327.36,17,17,2,12961,3382,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9305,0.0,0,256652.0,19,19,1,11074,2184,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9306,0.0,0,1603330.163809524,22,22,1,5393,3925,Short-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9307,0.0,0,434439.7714285714,18,18,1,11074,4687,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9308,0.0,0,567307.776,16,16,2,13540,3201,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+9309,402.95238095238096,1,676960.0,20,20,1,9902,3814,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9310,0.0,0,2393088.0,16,16,1,9523,3613,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,False
+9311,0.0,0,93551.64,26,26,2,13555,2816,Mid-term,English,AUTO RENEW,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+9312,131.41333333333336,1,110387.2,21,21,1,12674,2272,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9313,0.0,0,865512.6479999999,21,21,2,12108,2566,Mid-term,European,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+9314,0.0,0,194310.48,21,21,1,5731,2141,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9315,0.0,0,62642.16000000002,21,21,1,10862,2623,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9316,375.8285714285714,1,99218.74285714286,22,22,1,2270,3620,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9317,0.0,0,259470.0,18,18,0,6519,3681,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+9318,0.0,0,485009.4857142857,22,22,1,15899,2877,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9319,270.2666666666667,1,243240.0000000001,25,25,1,16309,2863,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9320,0.0,0,1329432.8666666667,17,17,2,13039,3080,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,True,False,False,False,False,True
+9321,0.0,0,156123.42857142858,16,16,2,13404,2675,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9322,0.0,0,84850.59047619048,16,16,2,10685,3302,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+9323,0.0,0,2436042.8800000004,17,17,2,8792,3770,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+9324,0.0,0,87734.74285714288,6,6,1,9264,4102,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9325,0.0,0,149110.40000000002,15,15,1,8441,2423,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9326,1614.0800000000002,1,923253.76,22,22,1,4160,3469,Short-term,English,AUTO RENEW,WEB,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9327,0.0,0,262820.5714285715,20,20,1,9248,2888,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9328,0.0,0,393842.4,15,15,1,11547,3562,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9329,206.93333333333337,1,605486.9333333333,22,22,1,7165,2409,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9330,0.0,0,573752.4891428573,19,19,3,4785,2705,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+9331,0.0,0,97311.66666666669,19,19,1,2496,3024,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9332,0.0,0,796081.0000000001,21,21,1,2242,3126,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9333,0.0,0,211250.86666666667,19,19,1,14043,2678,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9334,0.0,0,324264.0,20,20,1,9295,2896,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9335,439.3095238095238,1,39977.16666666666,1,1,0,15367,3445,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+9336,0.0,0,429985.92,14,14,1,11728,2066,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9337,165.90666666666667,1,220324.05333333332,16,16,1,9994,2625,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9338,159.2761904761905,1,102733.14285714288,15,15,1,23997,2068,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+9339,0.0,0,581802.4666666667,11,11,1,10178,2507,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9340,460.1333333333333,1,406757.8666666666,17,17,1,16248,1869,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9341,0.0,0,257121.42857142855,13,13,0,11469,4076,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9342,1579.4133333333334,1,1326707.2,7,7,1,9888,2170,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+9343,231.65714285714284,1,208491.42857142852,18,18,2,14347,2587,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+9344,0.0,0,400109.84000000014,21,21,2,10770,3369,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9345,0.0,0,381996.00000000006,14,14,1,8413,2375,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9346,0.0,0,108938.66666666666,20,20,1,9143,2918,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9347,0.0,0,265133.12,21,21,1,6023,2673,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9348,458.952380952381,1,296483.2380952381,17,17,1,9478,4215,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9349,260.1714285714286,1,400664.0,14,14,2,9551,2791,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+9350,0.0,0,66687.6,21,21,2,13039,2839,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9351,358.8571428571429,1,452160.00000000006,21,21,1,13555,3498,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9352,0.0,0,1407513.6,24,24,1,9356,3428,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9353,247.12380952380957,1,516488.761904762,19,19,1,5108,2697,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9354,0.0,0,847341.7333333336,19,19,1,8837,4119,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9355,0.0,0,563349.12,18,18,1,10157,2668,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9356,0.0,0,554349.0666666667,23,23,1,12079,2768,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9357,0.0,0,765849.6000000001,18,18,1,11288,3649,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9358,0.0,0,687052.7999999999,21,21,1,9172,2787,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9359,0.0,0,528624.64,23,23,1,4854,1804,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9360,0.0,0,421794.2400000001,21,21,1,9112,3162,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9361,0.0,0,360856.5714285715,22,22,1,10685,3231,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9362,0.0,0,1799775.882666667,23,23,1,9186,3452,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9363,0.0,0,153740.16,27,27,2,15991,3008,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+9364,0.0,0,381514.9714285715,24,24,3,8441,2602,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+9365,0.0,0,297685.44000000006,6,6,1,11415,3097,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9366,0.0,0,465578.6666666666,20,20,1,11592,2281,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9367,0.0,0,39454.50666666667,17,17,1,12292,3086,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9368,0.0,0,160183.52,12,12,2,15534,2588,Long-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+9369,0.0,0,495173.12000000005,12,12,1,5649,2957,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9370,0.0,0,50272.4,15,15,1,12065,2945,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9371,0.0,0,843040.0,20,20,1,10633,3803,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9372,0.0,0,406706.8571428572,15,15,1,11196,2760,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9373,0.0,0,745037.3333333335,22,22,1,2308,3133,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9374,228.10666666666668,1,209858.13333333333,20,20,1,17252,2094,Long-term,English,NOTICE,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+9375,0.0,0,3330586.0000000005,21,21,1,1884,4345,Short-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9376,351.4,1,368970.0,15,15,1,7277,3496,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9377,0.0,0,51093.12,2,2,2,6843,2822,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,True,True
+9378,0.0,0,199656.2285714285,20,20,2,13770,2073,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9379,0.0,0,62979.047619047626,8,8,0,8717,3183,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9380,0.0,0,498570.4533333333,20,20,1,6772,2590,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+9381,0.0,0,1398947.2,20,20,1,9065,3619,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9382,0.0,0,4590220.000000001,25,25,1,10420,3467,Mid-term,English,NOTICE,WEB,101-500,Premier,True,True,False,False,False,False,False,False,False,False,True
+9383,0.0,0,272678.4,18,18,3,12139,3080,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+9384,250.74,1,171506.15999999997,18,18,0,10161,2393,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9385,0.0,0,1081470.0,25,25,1,8670,3576,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9386,0.0,0,527445.4400000001,12,12,1,6350,4009,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9387,320.1333333333334,1,353427.20000000007,8,8,1,9857,2237,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9388,515.2,1,752192.0,20,20,2,20800,3564,Long-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9389,0.0,0,138509.28000000003,21,21,1,12838,1730,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9390,0.0,0,729565.2000000001,18,18,1,9509,2804,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9391,0.0,0,250662.97142857144,22,22,2,12079,2825,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+9392,758.0333333333333,1,511672.5,15,15,1,10025,4031,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9393,747.6800000000001,1,538329.6000000001,20,20,1,18348,4754,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9394,0.0,0,758748.0952380951,23,23,1,3546,2381,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9395,259.7733333333333,1,483957.7199999999,23,23,1,9994,3586,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9396,260.7238095238096,1,317040.15238095244,19,19,1,9660,2795,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9397,149.93333333333337,1,313360.66666666674,22,22,1,10069,2461,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9398,258.89500000000004,1,452548.4600000001,23,23,8,5727,2558,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,True,True,True,True,True,True,True
+9399,0.0,0,143488.0,10,10,1,12838,3222,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9400,0.0,0,664357.2000000001,6,6,1,11196,2969,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9401,476.8152380952381,1,493503.7714285714,15,15,1,11288,3555,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9402,129.0,1,73530.0,19,19,1,5798,2247,Short-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+9403,0.0,0,1143463.776,14,14,1,9431,3748,Mid-term,Asian,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9404,0.0,0,369824.3599999999,19,19,1,16234,3814,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9405,119.25333333333332,1,30051.84,18,18,1,16356,2147,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9406,0.0,0,1599788.5714285714,20,20,1,8868,5173,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9407,1606.6666666666667,1,208866.6666666667,10,10,1,9874,4216,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9408,584.1600000000001,1,1238419.2000000002,20,20,1,9356,3917,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9409,0.0,0,465408.0,21,21,1,17283,2499,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9410,0.0,0,606183.936,16,16,3,6742,3666,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,True,False,True
+9411,0.0,0,154321.92,16,16,1,12445,2298,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9412,855.1400000000001,1,2307167.72,19,19,8,14575,2273,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,True,False,True,True,True,True,True,True,True
+9413,0.0,0,156925.44,18,18,3,12200,1192,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,True,False,True
+9414,0.0,0,80571.40000000002,19,19,2,9325,2040,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9415,0.0,0,189153.3866666667,8,8,1,4449,3991,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9416,0.0,0,1429893.4,15,15,1,9387,2942,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9417,0.0,0,674333.184,16,16,2,12900,3974,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+9418,0.0,0,122345.81333333335,19,19,1,10800,2987,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9419,0.0,0,277003.8333333333,11,11,0,8851,2410,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+9420,0.0,0,150064.53333333335,5,5,1,10482,2228,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9421,0.0,0,477552.2400000001,22,22,2,11804,3670,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+9422,363.0666666666667,1,248337.60000000003,18,18,1,9599,3528,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9423,0.0,0,449147.3554285714,16,16,2,12278,2088,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9424,0.0,0,240346.2857142857,9,9,1,10647,3053,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9425,0.0,0,374752.00000000006,15,15,1,10343,3014,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9426,0.0,0,7413.886666666666,1,1,0,12504,2025,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+9427,0.0,0,674902.7999999999,18,18,1,12200,3611,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9428,0.0,0,706054.4400000002,19,19,3,10222,3249,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,True,False,True
+9429,0.0,0,210152.380952381,17,17,0,8670,2698,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+9430,0.0,0,185140.26666666663,14,14,1,8778,3080,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9431,0.0,0,1004023.3333333333,19,19,2,8310,4185,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,True,False,False,False,True
+9432,0.0,0,186644.64,21,21,1,10253,3260,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9433,0.0,0,809880.0,16,16,1,11957,2769,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,False
+9434,0.0,0,10470.72,1,1,1,14817,1957,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9435,0.0,0,405065.1428571429,24,24,1,12445,3252,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9436,0.0,0,65020.8,8,8,1,4866,1780,Short-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,True,False,False,False,False,False,False,False,False
+9437,0.0,0,20556.000000000004,1,1,1,15732,3654,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9438,0.0,0,759790.2,13,13,2,9356,2376,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+9439,0.0,0,518555.52,12,12,2,10434,2682,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9440,326.05333333333334,1,774702.72,18,18,1,14987,2595,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9441,545.2380952380953,1,39257.14285714286,4,4,1,14712,4834,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9442,0.0,0,98669.28,19,19,1,12400,2403,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9443,0.0,0,622033.0285714285,11,11,2,8608,3863,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+9444,275.25714285714287,1,151666.6857142857,19,19,3,18000,2899,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+9445,0.0,0,241681.06666666668,14,14,1,9248,3136,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9446,0.0,0,236083.2,8,8,1,8747,3444,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9447,152.21142857142857,1,475660.7142857143,25,25,2,17952,1766,Long-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9448,0.0,0,1079097.6,21,21,1,10281,3432,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9449,143.28,1,71066.88,4,4,1,16979,2393,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9450,0.0,0,657059.52,15,15,1,10953,2439,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+9451,0.0,0,346301.5,4,4,0,11196,3482,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+9452,0.0,0,302616.68571428576,12,12,1,11196,3841,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9453,0.0,0,459792.6666666667,13,13,2,2725,2243,Short-term,English,NOTICE,PHONE,101-500,Premier,True,True,False,False,False,False,False,False,False,True,True
+9454,0.0,0,663944.7466666667,17,17,1,7121,2579,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9455,0.0,0,247247.99999999997,12,12,1,8312,2333,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+9456,290.4952380952381,1,646932.8952380953,17,17,1,10178,3008,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9457,315.1333333333334,1,301582.60000000003,11,11,1,17483,2217,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9458,0.0,0,473306.28571428574,15,15,2,9157,2519,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9459,0.0,0,918243.6266666668,22,22,1,8973,2768,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9460,0.0,0,351094.6285714286,12,12,1,5689,2962,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9461,0.0,0,1059745.68,21,21,2,10131,4116,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9462,483.6,1,278553.60000000003,18,18,1,10678,2831,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9463,378.152380952381,1,211009.0285714286,9,9,1,9721,3636,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9464,0.0,0,129577.7,7,7,0,10404,2975,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9465,320.16,1,614707.2000000001,20,20,1,15822,2565,Long-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9466,455.9428571428572,1,770999.3714285715,19,19,1,10055,4194,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9467,0.0,0,610040.0,15,15,1,8441,3008,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9468,189.7904761904762,1,57696.304761904765,19,19,1,15640,2287,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9469,1497.0666666666664,1,2009063.4666666663,11,11,0,4818,2678,Short-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+9470,384.1333333333333,1,97185.73333333332,23,23,1,5135,3679,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9471,139.412,1,123937.268,7,7,1,18974,2024,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9472,0.0,0,3493228.8,24,24,1,9157,3330,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9473,259.0666666666667,1,458807.0666666668,23,23,1,3006,2783,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9474,0.0,0,332421.02400000003,18,18,1,3988,2892,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+9475,0.0,0,510802.4000000001,17,17,1,12156,2710,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9476,0.0,0,374520.96,18,18,1,13373,3242,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9477,0.0,0,313330.2857142857,22,22,1,11714,2024,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9478,0.0,0,74998.85714285714,4,4,0,10239,2994,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+9479,0.0,0,124872.0,3,3,1,8441,3509,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,False
+9480,228.45714285714288,1,221146.51428571428,8,8,1,9796,2564,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9481,0.0,0,494055.46666666673,8,8,1,8625,2695,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9482,358.5714285714286,1,75300.00000000001,21,21,2,2147,3496,Short-term,English,NOTICE,WEB,6-10,Standard,True,True,False,False,False,False,True,False,False,False,True
+9483,0.0,0,401398.3306666667,22,22,2,10817,2393,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+9484,1324.006666666667,1,452810.28,19,19,2,5792,3012,Short-term,European,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+9485,0.0,0,2052691.2,21,21,3,3404,4633,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,True,False,True,False,True
+9486,0.0,0,789297.6,20,20,1,11104,2653,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9487,0.0,0,159440.4,18,18,2,17252,2366,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+9488,0.0,0,158892.30000000002,9,9,2,9370,2402,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+9489,0.0,0,707429.9428571429,24,24,1,8472,2539,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9490,0.0,0,10933.2,1,1,1,8778,3414,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9491,0.0,0,567809.0285714286,19,19,1,11469,2891,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9492,658.1066666666668,1,284302.0800000001,18,18,2,10039,4295,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+9493,158.11428571428573,1,323818.0571428572,16,16,1,17405,2060,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9494,0.0,0,1032287.2083333333,10,10,0,8656,2746,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+9495,0.0,0,886683.2000000001,20,20,1,9523,3526,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9496,273.21600000000007,1,168027.84000000003,15,15,2,10117,3257,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+9497,0.0,0,150038.0,21,21,1,9172,3852,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9498,0.0,0,451992.0,15,15,1,9295,3497,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9499,153.4,1,144963.0,9,9,1,16203,2497,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9500,426.43466666666666,1,1211074.4533333331,20,20,1,16066,4285,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9501,0.0,0,151689.60000000003,18,18,2,17725,2177,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+9502,0.0,0,210402.93333333332,20,20,1,9004,2959,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9503,0.0,0,479050.34666666674,14,14,1,2036,3476,Short-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9504,655.9809523809524,1,1241115.9619047618,22,22,6,9735,5627,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,True,True,True,True,False,True,True
+9505,0.0,0,426634.3961904762,19,19,1,11394,4567,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9506,0.0,0,419757.65333333344,17,17,1,8608,3799,Mid-term,European,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9507,123.14666666666668,1,277080.00000000006,18,18,1,15153,2187,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9508,0.0,0,375144.0,10,10,1,9203,3134,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9509,0.0,0,526378.8952380953,19,19,2,10831,2609,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9510,0.0,0,186305.6,13,13,1,12146,2902,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9511,0.0,0,579156.6476190477,17,17,1,12414,3580,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9512,0.0,0,141171.52000000002,14,14,1,12596,1891,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9513,0.0,0,404910.9333333333,10,10,2,7214,3337,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+9514,0.0,0,547048.8380952382,16,16,1,12431,3238,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9515,0.0,0,238080.64,19,19,1,10526,3217,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9516,422.78399999999993,1,905603.328,21,21,2,9857,2730,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+9517,637.3466666666667,1,1135751.76,18,18,1,15975,1930,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9518,0.0,0,1114430.2400000002,22,22,1,12065,3105,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9519,0.0,0,269758.944,28,28,1,2781,2331,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9520,0.0,0,41928.00000000001,21,21,1,3340,1880,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9521,0.0,0,224042.832,18,18,1,8761,2646,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9522,0.0,0,254687.08571428573,20,20,2,10786,2256,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+9523,0.0,0,238170.0,18,18,1,8455,4114,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9524,1252.7666666666669,1,308180.60000000003,6,6,0,9796,2505,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+9525,0.0,0,993491.3333333334,20,20,1,11349,2636,Mid-term,English,NOTICE,BRANCH (POS),101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9526,0.0,0,33429.94285714286,8,8,1,10770,2288,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9527,167.0095238095238,1,259532.8,21,21,1,14726,2123,Long-term,Asian,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+9528,0.0,0,1261786.6800000002,18,18,4,14834,2998,Long-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,True,False,True,False,False,False,True,False,True
+9529,216.38666666666668,1,209678.68,19,19,1,9916,3142,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9530,173.85333333333335,1,36509.2,21,21,1,17801,2706,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9531,260.1428571428572,1,34338.857142857145,3,3,0,19628,2418,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9532,295.25333333333333,1,80308.90666666666,16,16,2,17909,3949,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+9533,0.0,0,431106.019047619,19,19,1,10281,2909,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9534,590.1333333333333,1,313950.93333333335,19,19,0,15718,3343,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9535,0.0,0,46788.84,3,3,1,3574,3461,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9536,0.0,0,401258.28571428574,15,15,2,13600,3449,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+9537,0.0,0,370662.5,15,15,2,12838,2483,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+9538,0.0,0,510036.80000000016,21,21,2,2690,2839,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9539,372.4133333333334,1,57351.653333333335,11,11,1,16156,4739,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9540,513.3714285714285,1,1090400.9142857145,18,18,2,21362,4605,Long-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9541,0.0,0,373809.6,18,18,1,1346,3289,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9542,0.0,0,792325.8666666667,16,16,1,9309,2721,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9543,0.0,0,1213630.0,17,17,2,9568,3343,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,True,False,False,False,True
+9544,1637.3333333333337,1,2084325.3333333333,19,19,1,17283,2603,Long-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+9545,0.0,0,536135.8476190477,13,13,1,10953,3310,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9546,0.0,0,334980.8,11,11,1,5959,3896,Short-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+9547,0.0,0,1877969.6,26,26,1,9096,3101,Mid-term,European,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+9548,0.0,0,364157.0,17,17,1,9523,3285,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9549,305.1013333333334,1,292897.2800000001,12,12,1,10390,3329,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9550,0.0,0,259852.32,12,12,2,11439,2821,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+9551,0.0,0,406280.952,18,18,1,8363,3408,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9552,0.0,0,442656.0000000001,25,25,2,6366,2815,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+9553,147.38666666666666,1,77377.99999999999,15,15,1,15001,2435,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9554,157.66666666666666,1,218526.0,21,21,1,17572,2541,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9555,1166.7333333333331,1,2117621.0,15,15,1,1306,3315,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9556,0.0,0,386803.8095238095,19,19,1,5609,2750,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9557,133.69333333333336,1,69520.53333333335,20,20,1,16675,2295,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9558,224.3428571428572,1,314080.00000000006,25,25,1,4029,2163,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9559,0.0,0,173011.80000000002,13,13,3,1528,2034,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,True,False,False,False,False,True,False,True
+9560,377.4704761904762,1,477500.1523809524,23,23,1,9704,3007,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9561,0.0,0,189810.5904761905,16,16,1,10329,3583,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9562,0.0,0,231974.2933333333,19,19,1,19370,2765,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9563,0.0,0,180087.61904761905,16,16,0,11439,2500,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+9564,0.0,0,156257.14285714287,5,5,0,12626,2171,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+9565,0.0,0,353359.4285714286,10,10,2,10526,2722,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9566,614.0533333333334,1,561858.8,15,15,1,18744,4070,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9567,0.0,0,536613.84,17,17,2,11151,3491,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9568,0.0,0,203003.7333333333,10,10,1,10862,3047,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9569,0.0,0,1197610.2000000002,18,18,2,20983,3039,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,True,False,False,False,False,False,False,False,True
+9570,167.12380952380954,1,200047.2,19,19,1,17009,2124,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9571,0.0,0,945111.804,21,21,2,8455,3905,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+9572,0.0,0,1256902.826666667,22,22,1,9339,4038,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9573,0.0,0,712116.8,14,14,1,6227,3568,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9574,153.64,1,94027.68,17,17,1,10055,2499,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9575,275.6693333333333,1,216124.7573333333,8,8,2,10604,3097,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+9576,0.0,0,119160.6,18,18,1,13203,3012,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9577,0.0,0,571350.4,8,8,1,13342,3324,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9578,0.0,0,405649.0285714286,23,23,1,9356,4167,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9579,0.0,0,480087.7714285714,17,17,2,11288,4674,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9580,0.0,0,657497.7142857144,19,19,2,11742,3083,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9581,0.0,0,1997478.4666666663,7,7,1,8594,5836,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9582,0.0,0,663139.5085714286,18,18,2,8413,3709,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9583,0.0,0,832122.9280000002,21,21,1,10786,2741,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9584,0.0,0,943002.6666666667,20,20,2,11257,2207,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+9585,172.08,1,100666.80000000002,15,15,1,19353,1807,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9586,193.1809523809524,1,250748.87619047612,22,22,1,11881,2311,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9587,0.0,0,558931.0628571429,18,18,2,10862,3227,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+9588,0.0,0,262723.4133333334,22,22,1,11578,2984,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9589,0.0,0,60571.68,6,6,1,9112,1940,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9590,0.0,0,526806.2666666668,41,41,0,9112,2741,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9591,0.0,0,75879.99999999999,4,4,1,8820,2739,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9592,0.0,0,552786.08,22,22,1,9157,2597,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9593,0.0,0,297432.0,9,9,1,17572,2493,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9594,275.8228571428572,1,540612.8,20,20,2,10543,2447,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+9595,0.0,0,8511.6,3,3,1,10970,2863,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9596,166.93333333333334,1,190304.00000000003,20,20,1,15883,2635,Long-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9597,0.0,0,353409.1428571429,15,15,2,14483,2476,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+9598,0.0,0,107604.0,18,18,1,9157,2384,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9599,0.0,0,432630.0,19,19,1,10573,3517,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9600,193.2,1,60858.00000000001,5,5,1,15092,2904,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9601,0.0,0,425557.6,15,15,1,11227,3430,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9602,0.0,0,12567.657142857146,3,3,1,9112,2291,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9603,0.0,0,69107.04,17,17,1,4142,1697,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9604,291.8266666666667,1,231126.72000000003,18,18,1,11274,3914,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+9605,0.0,0,151168.53333333333,7,7,1,3311,3202,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9606,0.0,0,139231.33714285714,11,11,1,10756,3511,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9607,0.0,0,884695.7599999999,15,15,1,11700,4108,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9608,120.4,1,91022.4,18,18,2,21392,2159,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9609,0.0,0,417468.8,12,12,1,12170,3470,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9610,0.0,0,1365852.24,19,19,3,9217,2704,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,True,False,False,False,False,True,False,True
+9611,181.4857142857143,1,342282.0571428572,23,23,1,7883,2227,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9612,173.9466666666667,1,47313.49333333334,8,8,1,2639,2707,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9613,164.51428571428573,1,115160.0,20,20,1,20174,2105,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9614,0.0,0,71940.0,18,18,2,12278,1745,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9615,1858.8,1,4516884.0,18,18,2,19614,2829,Long-term,English,NOTICE,MAIL,500+,Premier,False,True,True,False,False,False,False,False,False,False,True
+9616,211.2952380952381,1,325394.6666666666,20,20,1,20480,2441,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9617,534.8633333333333,1,873966.6866666666,19,19,1,2152,2611,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+9618,329.38666666666666,1,172928.0,15,15,1,24484,4299,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9619,0.0,0,270676.2666666667,17,17,2,9492,2964,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9620,0.0,0,300504.00000000006,19,19,1,10953,2276,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9621,0.0,0,188020.90666666668,16,16,2,9126,3240,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+9622,0.0,0,461196.4,21,21,1,5275,3572,Short-term,European,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9623,0.0,0,574279.2000000001,18,18,1,9295,3896,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9624,0.0,0,38145.52000000001,2,2,2,6368,2686,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+9625,0.0,0,801151.104,12,12,1,1454,3753,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9626,0.0,0,482122.7200000001,19,19,2,9065,3205,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+9627,0.0,0,3622146.6666666665,13,13,1,13770,6631,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9628,0.0,0,1387358.16,23,23,1,3311,3358,Short-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9629,0.0,0,112039.89333333334,8,8,1,12292,2480,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+9630,365.4285714285714,1,972040.0,19,19,2,10267,3022,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,True,False
+9631,0.0,0,685344.0000000001,21,21,1,10222,3850,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9632,153.19200000000004,1,227030.54400000005,19,19,1,15443,2133,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9633,0.0,0,345773.6533333333,19,19,1,5766,3877,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9634,188.64,1,315783.3599999999,18,18,2,19628,2053,Long-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+9635,0.0,0,93802.8,15,15,1,9126,2451,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9636,0.0,0,742757.2533333333,22,22,1,3209,2972,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9637,361.4933333333333,1,910963.2,24,24,1,2360,2777,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9638,0.0,0,83564.29714285713,11,11,1,8868,2671,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9639,0.0,0,1875088.8000000005,13,13,0,8547,2820,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+9640,0.0,0,194212.72380952383,4,4,1,9172,3377,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9641,0.0,0,130111.33333333334,7,7,1,9643,2868,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+9642,137.72,1,184544.8,20,20,2,16630,2336,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9643,0.0,0,134072.4,21,21,1,8144,3897,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9644,301.94666666666666,1,253635.2,15,15,1,6592,2472,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9645,0.0,0,229939.2,6,6,0,11714,3379,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+9646,547.9666666666667,1,21918.666666666668,2,2,2,9613,3170,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,True,False,False,False,True
+9647,0.0,0,853955.4285714286,20,20,2,11912,3298,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9648,0.0,0,334874.54000000004,21,21,1,11213,3210,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9649,0.0,0,157489.91999999998,14,14,1,1779,2983,Short-term,Unknown,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9650,0.0,0,52056.85333333333,4,4,1,6486,3241,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9651,0.0,0,238248.96,16,16,2,13418,3044,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+9652,0.0,0,603084.0666666667,19,19,1,11714,2019,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9653,187.14666666666668,1,205487.04,18,18,3,15626,1884,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,True,True
+9654,364.3428571428572,1,546514.2857142857,15,15,3,10069,3537,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+9655,0.0,0,1779363.6000000003,7,7,1,5020,2772,Short-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+9656,0.0,0,1461708.0,20,20,2,9186,3552,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+9657,0.0,0,113252.59523809524,13,13,0,2699,2649,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9658,0.0,0,114294.22857142855,19,19,1,12810,2801,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9659,0.0,0,130431.6,5,5,1,12688,2575,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9660,0.0,0,386121.5800000001,15,15,1,13692,2287,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+9661,0.0,0,152398.4,22,22,2,11957,1771,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+9662,224.69333333333336,1,123581.33333333334,22,22,2,9613,3227,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9663,163.25714285714287,1,4897.714285714286,1,1,1,10147,2096,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9664,0.0,0,1056211.2,15,15,1,6508,3657,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9665,259.2952380952381,1,93346.28571428572,20,20,1,15718,2785,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9666,0.0,0,575626.4761904762,17,17,1,9431,2983,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9667,0.0,0,370262.464,16,16,3,10862,3568,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,True,False,False,False,False,False,True,False,True
+9668,0.0,0,54272.685714285726,6,6,1,12323,2632,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9669,0.0,0,197196.972,19,19,3,16816,3589,Long-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,True,False,False,False,False,True,False,True
+9670,232.14285714285717,1,104696.42857142857,11,11,0,16948,2257,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9671,0.0,0,1015734.0,18,18,1,14361,3745,Long-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+9672,0.0,0,375595.25714285707,12,12,0,6837,2477,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9673,0.0,0,2349606.4000000004,23,23,1,10862,3958,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9674,0.0,0,139135.08571428573,4,4,1,9582,3607,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9675,0.0,0,311500.80000000005,21,21,1,9234,3652,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9676,0.0,0,237838.62857142856,8,8,1,12749,3886,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9677,0.0,0,165600.6857142857,18,18,1,6917,3462,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9678,0.0,0,310991.99999999994,18,18,1,13875,2695,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9679,0.0,0,66556.0,20,20,2,12323,1900,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+9680,0.0,0,1076840.96,13,13,4,13509,2625,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,True,False,False,True,False,True,False,True
+9681,0.0,0,4485140.800000001,14,14,1,8427,3286,Mid-term,Unknown,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+9682,0.0,0,364283.7333333333,20,20,1,11104,2591,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9683,180.92533333333336,1,162832.80000000002,20,20,1,16203,2351,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9684,1773.0,1,3801312.0,16,16,1,8547,3831,Mid-term,Unknown,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,True,False,False
+9685,0.0,0,450450.0,10,10,1,5574,2548,Short-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,True,False
+9686,0.0,0,480585.6,18,18,2,16278,2219,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+9687,0.0,0,413043.4285714286,18,18,1,6032,3035,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9688,333.96190476190475,1,926410.3238095236,19,19,1,10086,3320,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9689,0.0,0,609386.4,18,18,1,9234,3074,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9690,0.0,0,698836.8,21,21,1,9172,2706,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9691,0.0,0,359315.2,24,24,1,11335,3592,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9692,303.7866666666667,1,357253.12000000005,24,24,1,14179,2482,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9693,0.0,0,1153689.6,18,18,1,11227,3143,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9694,0.0,0,223557.2857142857,6,6,1,11714,3129,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,False
+9695,0.0,0,227145.0133333333,10,10,1,2588,2469,Short-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9696,0.0,0,79024.57142857142,10,10,1,11500,2308,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9697,0.0,0,340800.9428571429,17,17,1,10222,2291,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9698,0.0,0,136348.6,15,15,3,8943,4972,Mid-term,English,NOTICE,WEB,1-5,Premier,True,True,True,False,False,False,True,False,False,False,True
+9699,0.0,0,476646.93333333335,14,14,1,8792,2747,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9700,0.0,0,103394.20000000004,3,3,2,9796,3313,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,True,False,False,False,False,False,True,False,False
+9701,0.0,0,1003453.0,11,11,0,7954,4322,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9702,0.0,0,108262.0,7,7,1,5789,2366,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9703,0.0,0,117052.83333333334,5,5,1,9004,2172,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,False
+9704,0.0,0,438571.6666666666,23,23,1,11759,3223,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9705,0.0,0,71504.85333333335,16,16,1,12855,2916,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9706,148.668,1,295700.652,17,17,3,2982,2097,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,True,True,True
+9707,0.0,0,1127954.2857142857,24,24,1,8313,2701,Mid-term,European,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9708,0.0,0,440640.0,15,15,1,10756,2474,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9709,0.0,0,520985.6,21,21,1,10770,2818,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9710,0.0,0,317353.3714285715,12,12,1,9065,3266,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9711,0.0,0,1735560.0,20,20,1,10100,4217,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9712,0.0,0,1086005.3333333333,16,16,2,10069,5014,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+9713,0.0,0,777036.0000000001,17,17,2,9021,2726,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+9714,0.0,0,52077.7142857143,20,20,1,4063,2482,Short-term,English,NOTICE,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+9715,0.0,0,50693.76,15,15,1,5342,2405,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+9716,782.8333333333334,1,873642.0,12,12,2,9613,4132,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,True,False,True
+9717,0.0,0,844104.8000000002,21,21,1,10465,2375,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9718,0.0,0,1164562.285714286,20,20,1,9417,3601,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9719,2382.4666666666667,1,1134054.1333333333,16,7,0,9902,2427,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+9720,0.0,0,129619.36,10,10,2,12991,2021,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+9721,630.1409523809523,1,2211794.7428571424,26,26,1,9843,4400,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9722,0.0,0,364237.92,18,18,1,2013,2957,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9723,0.0,0,586920.0,15,15,1,9613,3019,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9724,0.0,0,233895.168,18,18,2,12400,2348,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9725,0.0,0,85159.36,11,11,1,6129,2451,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9726,0.0,0,543402.0000000001,25,25,1,3431,3484,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9727,0.0,0,698939.9040000001,16,16,3,13692,2613,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+9728,0.0,0,1088332.7999999998,18,18,1,8670,3854,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9729,1382.3333333333337,1,1548213.3333333335,10,10,1,15991,3104,Long-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9730,0.0,0,497302.0000000001,15,15,1,8851,3032,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9731,0.0,0,692612.7999999998,22,22,2,8285,3203,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+9732,0.0,0,401826.56000000006,23,23,1,11288,2790,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9733,0.0,0,474993.2,22,22,2,12048,2724,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+9734,0.0,0,847212.9714285715,17,17,3,8441,5819,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,True,False,True,False,True
+9735,0.0,0,518950.656,18,18,1,9902,2454,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9736,295.9428571428572,1,1092621.0285714287,26,26,1,10161,3047,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9737,0.0,0,687679.2000000002,20,20,1,5342,2965,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9738,0.0,0,810415.8400000002,17,17,1,10725,2758,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9739,0.0,0,400199.04,17,17,1,8455,2902,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9740,0.0,0,2391632.0,20,20,1,6871,2754,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+9741,365.9238095238096,1,806862.0,15,15,1,9857,3549,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9742,0.0,0,267647.6666666667,8,8,2,10420,2723,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,True,False,False
+9743,0.0,0,345569.71428571426,22,22,2,4832,2658,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9744,0.0,0,1103771.0714285716,19,19,1,9325,3223,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,True,False
+9745,322.8266666666667,1,197569.92000000004,18,18,1,14926,2579,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9746,0.0,0,836776.7200000001,19,19,1,8441,3217,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9747,0.0,0,183998.57142857145,15,15,2,8441,2880,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+9748,0.0,0,638199.4666666667,22,22,2,18744,2925,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9749,361.45,1,46627.05,3,3,0,10208,3887,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+9750,0.0,0,897459.6000000001,21,21,2,11363,3162,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+9751,0.0,0,303268.9523809523,19,19,1,12551,2686,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9752,0.0,0,132197.82857142857,9,9,2,8670,4022,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+9753,419.6895238095239,1,438155.862857143,18,18,2,1653,3240,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9754,0.0,0,484319.20000000007,15,15,1,10970,3592,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9755,178.7619047619048,1,357702.5714285715,23,23,1,17259,2208,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9756,0.0,0,303466.176,18,18,2,10587,2156,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+9757,0.0,0,1117797.3333333333,7,7,0,2001,2582,Short-term,English,NOTICE,BRANCH (PHONE),500+,Standard,False,True,False,False,False,False,False,False,False,False,False
+9758,512.9066666666666,1,692424.0,15,15,1,9954,3552,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9759,867.6666666666666,1,944021.3333333333,17,17,1,9492,2703,Mid-term,European,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9760,0.0,0,147232.0,8,8,1,14118,2183,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+9761,0.0,0,388602.98285714287,19,19,1,10086,2870,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9762,362.46476190476193,1,82641.96571428572,3,3,1,10008,2925,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9763,0.0,0,396607.6190476191,22,22,1,9248,3510,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9764,0.0,0,775241.8666666666,20,20,1,8731,4051,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9765,0.0,0,539032.1142857142,17,17,1,11318,3538,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9766,395.6,1,1044779.6,19,19,3,9888,3761,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+9767,200.57142857142856,1,128365.71428571428,20,20,1,17664,2364,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9768,0.0,0,971617.92,21,21,3,13175,2399,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+9769,0.0,0,363802.46933333337,13,13,1,4971,3322,Short-term,Asian,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9770,0.0,0,292291.2,9,9,2,12551,3235,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9771,0.0,0,411224.8190476191,17,17,1,8717,3768,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9772,0.0,0,102111.1,21,21,1,2432,2458,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9773,0.0,0,742297.0666666667,19,19,1,9248,3279,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9774,790.32,1,482095.20000000007,10,10,3,9933,3623,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,True,False,True
+9775,1828.7533333333336,1,694926.2666666668,19,19,2,9599,3807,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,True,False,True
+9776,0.0,0,538343.52,15,15,1,9356,3262,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9777,0.0,0,547911.36,19,19,1,13509,3307,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9778,0.0,0,96872.16000000002,11,11,1,9021,2000,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9779,0.0,0,241184.57142857145,23,23,0,8441,4266,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+9780,0.0,0,67618.02666666666,11,11,1,9370,3127,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9781,0.0,0,541320.0000000001,9,9,0,8625,3390,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9782,0.0,0,572503.68,21,21,1,12947,2865,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9783,0.0,0,180250.2857142857,15,15,1,9916,2437,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9784,131.76,1,243492.48,14,14,1,16934,2275,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9785,340.08000000000004,1,374768.16,19,19,1,9782,2801,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9786,0.0,0,244597.60000000003,7,7,1,8380,3805,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9787,708.9766666666667,1,148885.1,15,15,1,21027,3160,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9788,335.14666666666665,1,32844.37333333333,2,2,1,15395,4358,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9789,399.2411428571429,1,808463.3142857143,15,15,2,16491,2761,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+9790,651.5600000000001,1,1619778.16,22,22,1,14664,4738,Long-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9791,0.0,0,281830.8,12,12,1,7128,2614,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9792,0.0,0,380167.66666666674,14,14,1,2423,2637,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+9793,0.0,0,835056.0,15,15,3,8806,3301,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,True,False,False,False,False,False,True,False,True
+9794,0.0,0,273855.36000000004,19,19,1,10695,2976,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9795,0.0,0,339097.00000000006,5,5,1,8441,5715,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9796,0.0,0,995610.0,15,15,2,9309,3397,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+9797,0.0,0,118427.84,6,6,1,11121,2583,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9798,0.0,0,492371.42857142864,19,19,1,9309,2784,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9799,0.0,0,720226.6666666667,19,19,1,8898,2867,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9800,786.88,1,961567.36,13,13,2,9902,3612,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,True,False,False,False,False,False,False,True
+9801,206.13333333333333,1,682713.6,23,23,2,14848,3037,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9802,0.0,0,544749.3600000001,17,17,1,10892,3173,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+9803,0.0,0,947232.0,18,18,1,11700,3564,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9804,0.0,0,155961.90476190476,20,20,2,12292,3162,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9805,230.4761904761905,1,258133.33333333337,16,16,1,10208,2578,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+9806,123.56,1,231057.2,17,17,1,16491,2191,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9807,0.0,0,811981.782857143,22,22,2,2242,2921,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+9808,0.0,0,490084.6971428572,22,22,1,9234,3081,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9809,0.0,0,368704.8000000001,15,15,1,15353,2972,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9810,0.0,0,212465.31428571432,18,18,2,5940,2372,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+9811,0.0,0,586190.88,21,21,2,12930,3342,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9812,0.0,0,54507.88571428572,13,13,1,11090,2804,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9813,0.0,0,402285.6685714286,17,17,1,4287,2599,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9814,0.0,0,54971.28,14,14,1,11834,1957,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+9815,0.0,0,37453.86666666667,13,13,1,9643,2770,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9816,0.0,0,469427.5466666666,23,23,3,13600,2879,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,True,True,False,True
+9817,0.0,0,230371.68,21,21,1,12323,2147,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9818,0.0,0,549518.4,18,18,1,4550,3447,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9819,0.0,0,399030.1714285715,18,18,2,12688,2963,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9820,0.0,0,559813.8666666667,23,23,1,13161,3577,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9821,0.0,0,458864.2666666667,20,20,1,13495,2868,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9822,0.0,0,838320.8228571429,23,23,1,8761,2689,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9823,0.0,0,841248.5714285715,22,22,1,8455,2816,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9824,1574.0,1,2549880.0,27,27,1,16156,2538,Long-term,English,AUTO RENEW,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+9825,573.9561904761905,1,878152.9714285715,18,18,1,18105,4090,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9826,266.76,1,388402.56,16,16,1,13739,1837,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,True,False,False,False,False,False,False,False
+9827,0.0,0,154889.28000000003,18,18,1,13295,2809,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9828,372.26666666666665,1,245696.0,20,20,2,1543,2832,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+9829,0.0,0,728093.3904761905,19,19,1,8912,4235,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9830,0.0,0,258667.2,18,18,1,9857,3156,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9831,0.0,0,1536855.32,21,21,2,13189,3126,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,True,False,False,False,False,False,True
+9832,0.0,0,1616394.0000000002,21,21,1,8214,3755,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9833,513.3866666666667,1,528274.88,21,21,1,17801,3554,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9834,0.0,0,200767.04761904763,10,10,1,8717,2543,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9835,0.0,0,398159.44,23,23,1,11439,2481,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9836,0.0,0,216131.76,5,5,1,18091,3028,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9837,0.0,0,1729104.0,24,24,1,8639,3819,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+9838,228.644,1,326503.63200000004,21,21,1,17207,2727,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+9839,235.96,1,268050.56,16,16,1,9660,3342,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9840,0.0,0,368212.8000000001,18,18,1,9217,2203,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9841,0.0,0,374639.34857142856,18,18,1,13951,2343,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9842,0.0,0,524367.0000000001,18,18,1,8761,3577,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9843,247.52,1,463357.44,26,26,5,14483,2064,Long-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,True,False,False,True,False,True,False,True
+9844,139.8106666666667,1,64173.09600000001,9,9,1,15852,2028,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9845,0.0,0,67366.4,20,20,1,10451,2363,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9846,0.0,0,15889.28,1,1,1,8851,3391,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9847,0.0,0,336564.8,13,13,2,11043,3336,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+9848,235.7828571428572,1,188626.2857142857,10,10,1,10131,2226,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9849,0.0,0,464062.780952381,16,16,1,3901,3069,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9850,0.0,0,87651.99999999999,20,20,1,9172,3566,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9851,0.0,0,935736.32,19,19,3,8929,3552,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,True,False,False,False,False,False,True,True
+9852,0.0,0,482098.75000000006,17,17,0,11592,3138,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+9853,0.0,0,358525.44000000006,21,21,1,10817,3167,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9854,0.0,0,1168692.5714285714,20,20,2,9035,6585,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9855,0.0,0,6678322.5600000005,27,27,1,8441,3770,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9856,0.0,0,1599788.5714285714,18,18,3,13175,5173,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,True,False,False,False,True,True
+9857,237.6,1,199584.0,20,20,2,18303,2345,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+9858,0.0,0,438561.4628571429,16,16,1,1318,2792,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9859,0.0,0,378875.2,19,19,1,12217,2009,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9860,0.0,0,60244.80000000001,18,18,1,4134,2484,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9861,0.0,0,1173435.7333333334,28,28,3,8792,3273,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,True,False,True
+9862,0.0,0,88920.0,12,12,1,10678,2223,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9863,236.9333333333333,1,220584.9333333333,19,19,1,17391,2624,Long-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+9864,0.0,0,103597.0,6,6,0,8441,2600,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+9865,0.0,0,46764.8,12,12,1,1177,2921,Short-term,Unknown,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9866,0.0,0,758614.896,18,18,2,12657,2292,Mid-term,Unknown,AUTO RENEW,PHONE,51-100,Premier,True,False,False,True,False,False,False,False,False,False,True
+9867,0.0,0,174699.2761904762,8,8,1,8413,5817,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9868,0.0,0,385314.44000000006,21,21,1,11865,3500,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9869,0.0,0,362974.4,21,21,2,11804,2957,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+9870,0.0,0,483463.68000000005,8,8,5,8317,3168,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,True,True,False,False,True,False,True,False,True
+9871,0.0,0,86641.52,7,7,1,9462,4653,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9872,0.0,0,250069.24800000005,22,22,1,3796,4242,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9873,0.0,0,287361.9047619048,22,22,1,9417,4671,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9874,0.0,0,789703.2,22,22,1,10831,2172,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9875,0.0,0,1021159.6266666668,22,22,1,10984,2923,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9876,0.0,0,61420.8,5,5,1,11104,2236,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9877,0.0,0,114487.2,12,12,0,13022,3097,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+9878,0.0,0,215232.16,22,22,2,10953,2211,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9879,470.2285714285715,1,1007229.6000000002,17,17,2,14817,4296,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+9880,0.0,0,837439.2000000001,18,18,1,13404,3369,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9881,0.0,0,5809708.800000001,24,24,1,8625,6827,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9882,0.0,0,90319.41333333332,14,14,1,10267,2869,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9883,0.0,0,411302.46857142856,17,17,3,11074,2150,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+9884,353.0666666666667,1,720256.0000000001,20,20,1,10281,3457,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9885,0.0,0,347321.52,19,19,2,8670,3402,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+9886,0.0,0,341255.20000000007,19,19,2,2108,2212,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9887,207.4933333333333,1,143792.88,21,21,1,9964,3051,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9888,591.8986666666667,1,186448.08,21,21,1,9933,3257,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9889,158.08,1,253244.16,18,18,1,10161,2545,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+9890,0.0,0,669180.0000000001,18,18,1,10695,2930,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9891,0.0,0,669180.0000000001,18,11,1,10695,2821,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9892,960.6666666666666,1,408283.3333333333,25,25,2,2059,2893,Short-term,Unknown,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+9893,433.02857142857147,1,181872.0,21,21,1,9660,4030,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+9894,340.91428571428577,1,374323.8857142858,18,18,2,15657,3370,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+9895,0.0,0,554358.6285714286,8,8,0,3783,3333,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+9896,0.0,0,234347.52,19,19,1,8455,3557,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9897,0.0,0,1114915.2000000002,16,16,1,8594,2950,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9898,0.0,0,581788.7999999999,21,21,1,8427,3684,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9899,687.7333333333333,1,242082.13333333333,16,16,3,19047,2335,Long-term,English,NOTICE,MAIL,101-500,Premier,True,True,True,False,False,False,False,False,True,False,True
+9900,0.0,0,246228.0,17,17,1,10343,3107,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9901,0.0,0,154043.31428571427,19,19,2,11469,2168,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9902,0.0,0,1667512.64,24,24,1,9551,5700,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9903,0.0,0,450131.8095238096,20,20,1,12200,3528,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9904,0.0,0,503248.9280000001,14,14,1,1913,3938,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9905,0.0,0,321054.3,7,7,0,14087,3245,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9906,0.0,0,422912.0,6,6,1,9096,3373,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9907,323.76,1,75759.84,9,9,2,10131,2584,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9908,0.0,0,168737.06666666668,8,8,1,12765,2405,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9909,314.64000000000004,1,327225.60000000003,20,20,2,16036,2000,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+9910,0.0,0,879700.0000000001,20,20,1,8778,2506,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9911,300.82,1,682259.76,21,21,1,9643,3295,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9912,0.0,0,493344.0,16,16,1,14316,5135,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+9913,0.0,0,1171782.346666667,34,34,2,5110,3819,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+9914,0.0,0,1007259.6857142856,15,15,1,9582,3552,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9915,0.0,0,618691.0476190476,20,20,1,8455,2658,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9916,0.0,0,178165.0285714286,12,12,1,5181,3882,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9917,187.25714285714287,1,576752.0000000001,22,22,1,14987,2268,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9918,0.0,0,10398.2666666667,14,14,1,13039,1043,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9919,0.0,0,465901.3333333333,22,22,1,4663,4024,Short-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9920,0.0,0,276340.05333333334,19,19,1,10396,3253,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9921,0.0,0,1369169.7066666668,4,4,1,12079,2748,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+9922,0.0,0,621705.5360000001,19,19,3,11469,2892,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,True,False,True
+9923,299.16666666666663,1,50259.99999999999,6,6,0,10359,2642,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+9924,0.0,0,121968.0,7,7,2,9721,2908,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,True,True,False,False,False,False,False,False,False,True
+9925,0.0,0,395857.8000000001,21,21,1,13312,3236,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9926,0.0,0,179144.55000000002,3,3,0,6801,2591,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+9927,0.0,0,1224456.48,27,27,2,8929,3903,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+9928,0.0,0,989877.8571428572,54,54,1,3867,3262,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,False
+9929,0.0,0,1095556.8000000005,18,18,1,9551,3323,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+9930,0.0,0,1475434.6666666667,23,23,1,8761,2568,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9931,0.0,0,157555.19999999998,2,2,1,9431,3727,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9932,0.0,0,672084.0,21,21,1,13039,1897,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9933,0.0,0,687960.0,15,15,1,8472,3274,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9934,0.0,0,255841.60000000003,12,12,1,10756,3809,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9935,0.0,0,140972.66666666666,10,10,1,10343,2328,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9936,148.37333333333336,1,197633.2800000001,12,12,1,19993,2095,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9937,0.0,0,614550.0,15,15,1,2706,3394,Short-term,Unknown,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9938,0.0,0,469005.12,18,18,1,10685,3266,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9939,0.0,0,241225.00000000003,6,6,3,8335,2244,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,True,True,True,False,False,False,False,False,True,False,True
+9940,0.0,0,886095.1466666666,19,19,2,2697,2608,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+9941,0.0,0,307208.5333333333,7,7,1,5768,2331,Short-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+9942,621.1333333333333,1,272056.4,6,6,1,9492,2198,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+9943,206.6971428571429,1,541546.5142857142,20,20,2,17087,2161,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9944,0.0,0,1533838.826666667,22,22,2,2349,3651,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+9945,657.4186666666667,1,922358.3893333334,23,23,1,3684,3515,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9946,660.712,1,1569851.7119999998,18,18,3,19109,2661,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+9947,0.0,0,1633779.03,19,19,1,11530,3367,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9948,1178.7013333333332,1,919387.04,20,20,4,10100,5568,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,True,True,False,True,False,True
+9949,0.0,0,21667.52,14,14,1,2060,2247,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9950,0.0,0,811849.2000000001,12,12,1,9051,4111,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+9951,0.0,0,255696.0000000001,9,9,1,9401,3835,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9952,0.0,0,1310625.3333333335,26,26,1,9112,4035,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9953,167.33333333333334,1,114456.0,18,18,1,9735,2640,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9954,0.0,0,697773.8057142857,19,19,2,11074,3447,Mid-term,Asian,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+9955,112.09333333333332,1,183272.6,15,15,1,20129,1746,Long-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+9956,0.0,0,79036.16,6,6,1,11912,2131,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9957,0.0,0,623760.0,16,16,0,11425,2339,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+9958,378.31733333333335,1,441118.01066666667,22,22,3,9843,3906,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,True,False,False,False,False,False,False,True,True
+9959,0.0,0,741312.0000000001,18,18,2,11104,2460,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,True,False,True
+9960,0.0,0,781910.6285714286,17,17,1,10222,3131,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+9961,176.64761904761906,1,93269.94285714286,24,24,1,15718,2192,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9962,232.58857142857144,1,35586.05142857143,3,3,1,16814,2209,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9963,0.0,0,25511.428571428576,6,6,1,8686,2145,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9964,1001.6800000000002,1,1191999.2000000002,17,17,7,17299,2636,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,True,True,True,True,True,False,False,True
+9965,0.0,0,498352.5,45,45,0,9021,2606,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+9966,270.05333333333334,1,82636.32,9,9,2,19522,2309,Long-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+9967,502.82666666666665,1,595346.7733333333,8,8,2,10147,3500,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+9968,84.18666666666667,1,70716.8,15,15,1,9660,1788,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+9969,0.0,0,506691.3866666667,11,11,2,4070,2509,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9970,0.0,0,125896.02133333334,8,8,1,9523,2863,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+9971,0.0,0,438884.4380952382,19,19,2,10953,2565,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+9972,287.52,1,304771.19999999995,20,20,3,10359,2644,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+9973,0.0,0,666306.56,24,24,2,8639,2073,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+9974,298.24,1,888755.2000000001,20,20,1,19262,2453,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9975,0.0,0,1162012.5,15,15,1,8670,4131,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+9976,0.0,0,48042.68000000001,21,21,1,12431,2304,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+9977,0.0,0,535963.7066666668,22,22,1,2310,2890,Short-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+9978,0.0,0,443013.12000000005,16,16,1,11851,2981,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9979,0.0,0,75508.02133333335,8,8,1,8517,2935,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9980,301.5466666666667,1,556655.1466666667,13,13,1,16661,2470,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+9981,0.0,0,402399.6,15,15,1,12200,2861,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9982,162.85904761904766,1,80615.2285714286,15,15,1,17466,1824,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9983,0.0,0,44440.00000000001,2,2,1,8304,3960,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+9984,278.7428571428572,1,138256.45714285717,14,16,1,16842,2924,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9985,0.0,0,543600.0000000001,12,12,2,11957,3503,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+9986,0.0,0,1172895.7333333336,23,23,1,10756,3120,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9987,125.2,1,44070.4,22,22,2,17756,1824,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+9988,467.61866666666674,1,730420.3573333333,22,22,1,17648,2768,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+9989,0.0,0,5678.52380952381,1,1,1,8868,2179,Mid-term,European,AUTO RENEW,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+9990,0.0,0,533450.8,15,15,1,10909,2360,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+9991,609.2666666666668,1,682378.6666666667,16,16,1,9448,2846,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+9992,0.0,0,744389.4857142859,24,24,1,11104,2610,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9993,0.0,0,628446.8735999999,21,21,2,2126,3264,Short-term,Unknown,AUTO RENEW,WEB,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+9994,749.7466666666666,1,1052644.3199999998,12,12,1,14544,2023,Long-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+9995,0.0,0,432321.13600000006,19,19,1,8761,2216,Mid-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+9996,153.08,1,86796.36000000002,21,21,2,14544,2494,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+9997,0.0,0,478394.66666666674,19,19,1,10403,2215,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+9998,0.0,0,229800.22857142857,8,8,1,10984,3071,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+9999,0.0,0,585388.5714285715,22,22,1,13770,2298,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10000,0.0,0,198204.19047619047,8,8,1,10543,3658,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10001,0.0,0,734726.0190476192,19,19,2,12961,3939,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+10002,0.0,0,397062.2933333333,20,20,1,9112,3039,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10003,585.416,1,365299.584,16,16,1,7638,3232,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10004,0.0,0,118809.6,14,14,1,4027,2597,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10005,0.0,0,698503.2533333334,17,17,1,9309,2911,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10006,0.0,0,220764.34285714288,12,12,1,9004,3368,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10007,0.0,0,181565.6,15,15,1,12079,2624,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10008,0.0,0,205299.84,8,8,2,15353,4734,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+10009,699.0533333333334,1,881506.2533333334,13,13,1,10678,2028,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10010,648.0266666666666,1,1442507.36,21,21,1,9902,4244,Mid-term,English,NOTICE,WEB,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10011,0.0,0,1551595.5,14,14,0,18805,2650,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+10012,240.9714285714286,1,534956.5714285715,20,20,1,9843,2653,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10013,0.0,0,559563.6800000002,19,19,1,9248,2859,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10014,0.0,0,712669.2571428572,22,22,1,9264,3564,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+10015,0.0,0,826427.8,22,22,1,16873,3625,Long-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10016,0.0,0,919278.2857142858,15,15,1,16187,3448,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10017,0.0,0,479677.44,16,16,2,13175,3252,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,True,False,True
+10018,0.0,0,311351.04,22,22,1,10390,2519,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10019,0.0,0,214323.8095238096,8,8,1,13203,2251,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10020,163.40952380952382,1,294463.9619047619,17,17,1,21788,2098,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10021,206.25333333333333,1,168921.48,7,7,1,10312,3038,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10022,410.3542857142857,1,62373.85142857143,4,4,3,10008,3189,Mid-term,Asian,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,True,True,False,False,False,False,True
+10023,965.9,1,987149.8,7,7,2,10039,3462,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+10024,0.0,0,913051.776,17,17,1,9821,2750,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10025,0.0,0,260371.8,9,9,1,9157,2445,Mid-term,English,NOTICE,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10026,0.0,0,617236.5333333333,19,19,1,13387,3485,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10027,157.88095238095238,1,194193.57142857145,15,15,0,17603,1832,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10028,0.0,0,126659.04761904763,8,8,2,7386,3763,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+10029,0.0,0,452861.4,15,15,1,7425,3439,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10030,0.0,0,424157.8666666668,20,20,1,8547,2798,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10031,0.0,0,308999.2533333334,16,16,2,8578,3163,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+10032,0.0,0,131996.34285714285,23,23,1,8686,3497,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10033,0.0,0,354872.32,11,11,1,11288,3507,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10034,0.0,0,687648.0000000001,19,19,1,9003,3397,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10035,0.0,0,5052403.199999999,18,18,1,5183,2832,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,True,True,False,False,False,False,False,False,False,False,True
+10036,0.0,0,102666.564,11,11,1,6297,2913,Short-term,English,AUTO RENEW,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10037,354.1,1,1444728.0,30,30,3,4645,2377,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,True,True,False,False,False,False,True
+10038,0.0,0,556822.9333333333,22,22,1,14926,3571,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10039,238.24914285714289,1,145093.728,21,21,2,17572,2021,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10040,0.0,0,317142.8,15,15,1,9295,3975,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10041,0.0,0,182142.8571428572,17,17,1,14347,2633,Long-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10042,0.0,0,422179.16,15,15,1,9112,3732,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10043,0.0,0,523467.580952381,16,16,1,9082,3203,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10044,0.0,0,874806.8571428572,18,18,1,9186,3280,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10045,0.0,0,1014281.9047619049,20,20,1,4700,3433,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10046,0.0,0,1038960.0,18,18,1,16156,5851,Long-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10047,0.0,0,192999.4857142857,15,15,1,11196,1412,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10048,0.0,0,1604177.7142857143,25,25,2,5887,3490,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10049,0.0,0,119910.91666666669,17,17,1,5202,2233,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10050,0.0,0,498918.0,25,25,1,12765,3011,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10051,366.1066666666667,1,347801.3333333333,19,19,1,17269,2801,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10052,620.0133333333333,1,1132144.346666667,22,22,0,9643,2880,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10053,0.0,0,7202.0,2,2,0,9462,2515,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+10054,0.0,0,1581427.8666666667,23,23,3,9478,3987,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,True,False,False,False,False,False,True,False,True
+10055,648.5440000000001,1,526617.7280000001,28,28,2,19870,3055,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+10056,324.1,1,149086.0,23,23,0,10923,2254,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+10057,0.0,0,47826.2,23,23,1,8761,2346,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10058,0.0,0,398553.2571428572,11,11,1,13418,2742,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10059,0.0,0,238521.3333333333,17,17,1,14530,2109,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10060,0.0,0,260164.8,21,21,2,10831,2336,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10061,0.0,0,38602.66666666667,8,8,0,8929,1825,Mid-term,Unknown,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10062,0.0,0,675977.6571428572,19,19,1,8670,3502,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10063,0.0,0,683983.542857143,20,20,2,9186,2949,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+10064,0.0,0,604337.6609523811,23,23,2,13861,2501,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10065,0.0,0,423321.6,18,18,1,9916,3936,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10066,443.14666666666665,1,662947.4133333333,17,17,2,21270,3195,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+10067,438.1485714285715,1,171316.09142857147,23,23,3,9782,3543,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+10068,0.0,0,270336.8,10,10,2,10253,3420,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10069,0.0,0,446735.7142857144,17,17,2,17344,2858,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+10070,0.0,0,590650.1333333334,20,20,1,13934,2748,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10071,0.0,0,298292.4,18,18,1,11957,3903,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10072,190.3695238095238,1,365699.8552380952,17,17,1,15061,1976,Long-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10073,1067.7333333333336,1,1597329.0666666671,22,22,2,3098,2608,Short-term,Unknown,AUTO RENEW,MAIL,101-500,Standard,False,True,True,False,False,False,False,False,False,False,True
+10074,0.0,0,155170.2857142857,18,18,1,13175,2552,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10075,0.0,0,565533.2571428572,22,22,3,11012,2845,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+10076,0.0,0,280667.20000000007,14,14,2,9401,2868,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10077,344.4761904761905,1,713754.6666666667,14,14,1,9613,3395,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10078,0.0,0,412580.5714285715,15,15,1,16125,2295,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10079,140.41333333333336,1,157262.93333333338,20,20,1,10025,2364,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10080,0.0,0,240416.0,16,16,1,10390,2325,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10081,0.0,0,149852.7085714286,12,12,1,8670,3795,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10082,0.0,0,32411.52,8,8,1,11213,2463,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10083,0.0,0,1128500.0,20,20,1,10496,3008,Mid-term,European,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+10084,0.0,0,46422.89166666667,1,1,0,12704,2212,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+10085,0.0,0,304188.80000000005,21,21,1,6560,2055,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10086,161.44266666666667,1,64899.952,6,6,1,9492,2198,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+10087,0.0,0,1634906.0000000002,13,13,1,2368,2813,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10088,220.38666666666668,1,54655.89333333334,8,8,1,3691,3183,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10089,228.3146666666667,1,226488.14933333336,16,16,1,5171,2724,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10090,86.50666666666665,1,236768.74666666664,23,23,2,18409,1812,Long-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10091,660.2666666666667,1,318908.8,21,21,0,13100,3630,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10092,0.0,0,363736.0,19,19,1,8181,1906,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10093,0.0,0,1434038.4,12,12,2,9551,3325,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+10094,307.1466666666667,1,872296.5333333334,20,20,1,18317,3345,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10095,0.0,0,357466.00000000006,21,21,1,11530,1987,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10096,0.0,0,129844.37142857144,15,15,1,8778,3438,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10097,185.9693333333333,1,387746.06,15,15,1,9599,2391,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10098,0.0,0,268889.60000000003,21,21,1,9082,2565,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10099,0.0,0,505783.2,13,13,1,10678,3392,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10100,0.0,0,359733.33333333343,20,20,1,10831,1964,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10101,0.0,0,616666.4533333334,22,22,4,10739,2047,Mid-term,English,NOTICE,BILLING,11-50,Premier,False,True,True,False,False,False,False,False,True,True,True
+10102,0.0,0,787005.3333333334,19,19,1,8912,5773,Mid-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+10103,0.0,0,591891.4285714286,20,20,0,10953,4068,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+10104,0.0,0,309102.8571428572,20,20,1,11043,2094,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10105,253.6609523809524,1,525078.1714285715,15,15,1,15671,2325,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10106,0.0,0,180244.92571428572,3,3,1,8396,3195,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10107,0.0,0,846574.8571428573,24,24,1,10678,2973,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+10108,0.0,0,250635.84,18,18,3,10739,3668,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,True,True
+10109,0.0,0,68668.8,4,4,1,10770,2709,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10110,0.0,0,901020.0,21,21,1,1132,2976,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10111,0.0,0,196302.8571428572,15,15,1,4757,2347,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10112,0.0,0,699670.4,13,13,1,8778,3701,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10113,100.28,1,260728.0,20,20,1,16173,1953,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10114,0.0,0,1276520.9600000002,22,22,1,9264,2354,Mid-term,European,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10115,0.0,0,821500.9523809524,20,20,1,8656,3191,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10116,0.0,0,490924.8666666667,17,17,1,1957,3158,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10117,143.85333333333332,1,28482.959999999995,18,18,1,9660,2399,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+10118,0.0,0,1013052.2133333334,17,17,1,8686,3427,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10119,0.0,0,603190.5,11,11,1,9295,2542,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10120,220.3238095238095,1,224730.28571428568,20,20,1,10025,2505,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10121,0.0,0,763324.457142857,19,19,1,9065,2998,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10122,0.0,0,127228.60800000002,6,6,1,11304,2354,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10123,0.0,0,1037387.52,18,18,1,9278,2818,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+10124,0.0,0,465541.7142857143,15,15,1,13770,2986,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10125,0.0,0,1493951.9466666663,22,22,1,3340,3580,Short-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10126,0.0,0,610639.5428571429,12,12,1,8686,3390,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10127,445.7885714285715,1,44133.06857142858,9,9,1,14438,3384,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10128,113.12380952380953,1,28846.571428571428,15,15,2,16340,1737,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10129,0.0,0,254858.4,21,21,2,10817,4148,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10130,0.0,0,444584.5485714286,22,22,1,9478,3297,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10131,169.9568,1,89737.19039999999,24,24,3,19809,2042,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,False,True,True
+10132,0.0,0,106776.32,2,2,1,15139,2936,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10133,204.8761904761905,1,66994.51428571431,3,3,1,4337,2395,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10134,0.0,0,309937.88,17,17,2,9309,2859,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+10135,294.8,1,307771.2,18,18,1,9796,3039,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10136,460.28,1,743352.2,17,17,2,9660,2497,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+10137,0.0,0,251362.656,18,18,2,13647,2946,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+10138,0.0,0,236966.47619047613,25,25,2,2714,1812,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+10139,387.0966666666666,1,1235612.56,24,24,1,9735,2146,Mid-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10140,0.0,0,2505408.266666667,7,7,1,2299,3930,Short-term,English,NOTICE,MAIL,500+,Standard,True,False,False,False,False,False,False,False,False,False,True
+10141,0.0,0,685905.5047619048,13,13,3,10526,3686,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+10142,0.0,0,118767.61904761904,23,23,3,10709,2777,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,True,True
+10143,0.0,0,22535.4,23,23,1,12511,985,Mid-term,Unknown,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10144,193.7066666666667,1,140631.04,11,11,2,16217,2910,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10145,0.0,0,241046.4,17,17,1,10647,3000,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10146,0.0,0,902187.8095238094,20,20,1,8731,3892,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10147,0.0,0,108678.96,13,13,1,11592,2605,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10148,0.0,0,161740.80000000002,3,3,1,14118,3482,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+10149,0.0,0,3920167.68,24,24,2,12796,2875,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+10150,0.0,0,17938.653333333332,11,11,2,11090,2444,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+10151,0.0,0,476701.5314285714,19,19,1,8656,3022,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10152,0.0,0,6037324.800000001,16,16,3,11592,4228,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,False,True,False,False,False,False,False,True,True
+10153,680.0733333333334,1,232585.08,18,18,1,14210,1998,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10154,0.0,0,706174.8571428572,22,22,1,11987,2470,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10155,0.0,0,132322.17142857143,17,17,1,12079,2357,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10156,0.0,0,393376.28571428574,15,15,1,6253,2047,Short-term,English,AUTO RENEW,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+10157,0.0,0,272476.80000000005,21,21,1,11957,2218,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10158,631.4533333333335,1,818363.5200000003,16,16,2,9674,3413,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+10159,0.0,0,0.0,18,18,0,3069,1236,Short-term,English,AUTO RENEW,PHONE,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+10160,0.0,0,100572.95238095238,20,20,1,9112,2313,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10161,0.0,0,596485.1200000001,22,22,1,10319,3405,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10162,0.0,0,609059.6571428571,12,12,1,11530,4837,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10163,146.83809523809524,1,86340.8,12,12,2,16036,1979,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10164,256.83200000000005,1,200328.96000000005,20,20,3,3867,2022,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,True,True,False,False,False,False,False,False,True
+10165,0.0,0,262353.84,7,7,1,12869,3972,Mid-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+10166,185.3523809523809,1,66912.20952380952,19,19,1,14316,2255,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10167,0.0,0,25858.28571428571,2,2,1,11196,2471,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10168,0.0,0,85652.73599999999,24,24,1,8441,3269,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10169,0.0,0,578672.64,21,21,1,8594,2971,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10170,278.3809523809524,1,302878.4761904762,17,17,1,14514,2921,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10171,0.0,0,81369.15428571428,6,6,1,13934,1730,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10172,541.3942857142857,1,1570043.4285714286,20,20,1,10267,3911,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10173,0.0,0,1309704.96,19,19,1,12551,3968,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10174,0.0,0,440982.28571428586,20,20,2,2739,6211,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+10175,0.0,0,119288.40000000002,18,18,2,11012,2865,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+10176,0.0,0,178563.83999999997,21,21,1,10329,2322,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10177,243.0533333333333,1,145345.89333333334,26,26,1,10267,3415,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10178,0.0,0,51027.20000000001,21,21,1,7109,1951,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10179,3016.6666666666665,1,7300333.333333333,20,20,0,9902,3397,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,False
+10180,835.8666666666666,1,862614.3999999999,8,8,0,15139,4349,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10181,167.1619047619048,1,28417.523809523813,17,17,1,2216,2124,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10182,0.0,0,1356491.7333333332,20,20,1,4207,3424,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10183,0.0,0,458590.1542857143,17,17,2,13356,3842,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10184,0.0,0,119988.0,11,11,2,10695,2994,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,True,False,True
+10185,0.0,0,387567.36,18,18,1,3898,3088,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10186,0.0,0,284230.32000000007,23,23,1,9126,2967,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10187,0.0,0,601807.3600000001,22,22,1,12370,2177,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10188,0.0,0,1014919.2,9,9,1,8639,3627,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,False
+10189,0.0,0,899570.6125714288,19,19,3,9309,3265,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+10190,0.0,0,158846.48,13,13,1,1858,2944,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10191,726.0666666666667,1,1873252.0,20,20,1,17026,2413,Long-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10192,0.0,0,99838.44,13,13,1,6981,2942,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10193,0.0,0,440035.20000000007,18,18,1,4636,2317,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10194,449.28,1,1015372.8,20,20,2,16401,3226,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+10195,0.0,0,144328.5,21,21,0,11851,2386,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10196,0.0,0,460004.4800000001,21,21,1,11943,3249,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10197,252.4952380952381,1,446159.0857142857,19,19,1,8959,2736,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10198,0.0,0,273075.92,15,15,1,11804,3066,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10199,0.0,0,421299.84,26,26,2,9796,3230,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10200,370.2266666666667,1,377631.2,20,20,1,10161,4717,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10201,0.0,0,780172.5,17,17,1,10647,3951,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,False
+10202,0.0,0,174185.6,14,14,2,10664,1951,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+10203,247.63809523809527,1,400430.8000000001,21,21,1,9827,2701,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10204,0.0,0,3013484.5866666664,20,20,1,9143,5789,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10205,0.0,0,341775.0933333333,20,20,1,9096,3284,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10206,0.0,0,5802770.000000001,25,25,2,11608,4182,Mid-term,Asian,NOTICE,BRANCH (PHONE),500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+10207,271.4971428571429,1,544623.2685714286,17,17,2,18682,2548,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+10208,0.0,0,195609.6,15,15,1,8943,3012,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10209,144.38095238095238,1,87061.71428571428,9,9,1,14257,1961,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10210,0.0,0,135119.4,15,15,1,12431,3291,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10211,525.9923809523809,1,690102.0038095238,16,16,1,10208,3826,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10212,141.46666666666667,1,289582.26666666666,23,23,1,19292,1940,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10213,0.0,0,4333673.76,18,18,2,10709,5551,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+10214,0.0,0,831144.96,17,17,2,18548,2664,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+10215,0.0,0,260414.6133333333,14,14,1,8639,2434,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10216,0.0,0,391187.20000000007,19,19,1,11394,2244,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10217,0.0,0,75580.18000000001,5,5,1,4819,3979,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+10218,0.0,0,702714.1333333333,16,16,0,13039,2903,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+10219,0.0,0,276502.5714285714,17,17,1,12511,1730,Mid-term,Asian,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10220,0.0,0,1125105.3333333333,25,25,1,10953,3277,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10221,442.0190476190476,1,983934.4,21,21,2,15746,4094,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10222,248.17142857142855,1,354885.14285714284,22,22,1,9599,2705,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10223,0.0,0,180071.424,9,9,1,11728,6762,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10224,0.0,0,200368.0,20,20,1,13144,2392,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10225,176.95238095238096,1,439903.6190476191,22,22,1,9857,2195,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10226,0.0,0,110789.12,16,16,1,8578,2744,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10227,0.0,0,904622.5066666668,23,23,1,12445,3139,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10228,0.0,0,1583218.0333333334,23,23,1,9217,4094,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10229,0.0,0,149284.19047619047,20,20,1,11592,2652,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10230,0.0,0,636558.5142857144,18,18,1,10923,3774,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10231,0.0,0,309719.5,15,15,1,11500,1997,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10232,146.68571428571428,1,199492.57142857145,17,17,1,10998,1978,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10233,0.0,0,306742.80000000005,15,15,1,10465,3994,Mid-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+10234,0.0,0,332949.76,17,17,1,8455,2329,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10235,0.0,0,568928.0000000001,21,21,1,7236,2615,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10236,0.0,0,53958.528000000006,6,6,1,12278,2402,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10237,0.0,0,716997.6,15,15,1,8314,3398,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10238,440.21333333333337,1,1404280.5333333334,22,22,1,10055,3180,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10239,74.85333333333334,1,180546.24,18,18,1,17132,1693,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10240,0.0,0,887752.3809523811,22,22,1,11349,3818,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10241,0.0,0,1658049.12,21,21,1,1468,2654,Short-term,English,AUTO RENEW,BRANCH (PHONE),51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+10242,0.0,0,69427.20000000001,16,16,1,10100,2654,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10243,0.0,0,464572.8000000001,19,19,1,11196,2665,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10244,0.0,0,175838.09523809524,10,10,2,10557,2629,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10245,0.0,0,677366.3999999999,15,15,1,11653,3009,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10246,0.0,0,560597.142857143,15,15,1,5413,2511,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+10247,0.0,0,480292.8000000001,15,15,1,10434,3028,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10248,0.0,0,1566804.7733333334,23,23,1,11196,6787,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10249,0.0,0,321425.28,12,12,1,11683,3466,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10250,209.3904761904762,1,594668.9523809524,20,20,1,18136,2427,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10251,0.0,0,118767.2,21,21,1,11439,2234,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10252,0.0,0,96320.64,18,18,2,13144,1980,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10253,0.0,0,165456.72000000003,3,3,1,2288,3120,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10254,139.66666666666666,1,87571.0,19,19,2,9813,2356,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10255,0.0,0,423669.7142857143,20,20,1,11773,3192,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10256,0.0,0,15919.75,7,7,0,11714,1265,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+10257,0.0,0,1183727.4400000002,21,21,1,10817,6371,Mid-term,European,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10258,0.0,0,264050.80000000005,15,15,1,14803,3317,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10259,808.24,1,614262.4,20,20,1,9902,5064,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10260,0.0,0,556074.7733333333,19,19,1,9234,3179,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10261,0.0,0,1520410.3199999998,25,25,4,13814,2942,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,True,False,True,False,False,True
+10262,492.128,1,283465.728,18,18,2,17071,3026,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,True
+10263,0.0,0,470324.6080000001,23,23,1,10192,2604,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10264,0.0,0,650556.8333333335,13,13,2,11804,3084,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+10265,0.0,0,587051.1238095239,17,17,1,10984,3616,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10266,0.0,0,645040.0,22,22,1,4449,3928,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10267,0.0,0,187253.33333333337,16,16,0,8778,5719,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10268,241.56,1,155806.2,15,15,1,10604,3399,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10269,329.8,1,444900.2,19,19,1,10147,2277,Mid-term,English,NOTICE,BILLING,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10270,0.0,0,135427.80952380956,20,20,1,9523,3132,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10271,0.0,0,380744.0,12,12,1,11530,2711,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+10272,0.0,0,42358.4,20,20,1,12079,2733,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10273,0.0,0,7315360.000000002,15,15,1,12018,5727,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+10274,0.0,0,106843.71428571428,15,15,1,10817,2573,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10275,0.0,0,361708.20000000007,15,15,1,12688,2606,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10276,0.0,0,927843.8000000002,21,21,2,10404,3437,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10277,0.0,0,2722451.2,16,16,2,11700,3526,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+10278,0.0,0,362304.00000000006,12,12,1,8990,4361,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10279,0.0,0,1253836.8761904764,20,20,1,8547,3294,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10280,0.0,0,333167.82857142866,9,9,1,2158,4561,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10281,0.0,0,489733.44,21,21,1,12139,2985,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10282,0.0,0,155340.8,12,12,1,5358,2376,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10283,0.0,0,118035.2380952381,10,10,0,6291,2707,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10284,0.0,0,149921.66666666666,23,23,1,1122,3596,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10285,0.0,0,366320.0,15,15,1,9339,2177,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10286,1065.5233333333335,1,1619595.466666667,20,20,1,14391,4283,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10287,0.0,0,830508.8,24,24,1,10786,2434,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10288,0.0,0,255234.0,21,21,1,8455,3035,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10289,0.0,0,310978.9714285714,12,12,1,10685,4185,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10290,241.9428571428572,1,143714.05714285717,11,11,1,9660,2660,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10291,0.0,0,613516.7999999999,18,18,1,9186,3611,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10292,0.0,0,30939.428571428576,10,10,1,10756,2312,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10293,804.0761904761906,1,1872693.447619048,17,17,1,17466,6689,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10294,364.864,1,242634.56000000003,7,7,2,15322,2483,Long-term,English,NOTICE,WEB,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+10295,0.0,0,46262.880000000005,12,12,1,9051,2388,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10296,325.1980952380953,1,735272.8933333334,17,17,1,10298,2719,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10297,468.32,1,252892.8,4,4,1,9796,3324,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10298,0.0,0,1473551.9999999998,18,18,1,10526,3410,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10299,0.0,0,1203289.4342857143,19,19,2,9172,3402,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+10300,0.0,0,132639.46666666667,23,23,2,9782,2000,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+10301,0.0,0,1454073.142857143,23,23,2,12065,5368,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10302,0.0,0,344903.25333333336,17,17,1,12200,2781,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10303,0.0,0,852390.0,11,11,0,10647,1984,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,False
+10304,0.0,0,1453781.2799999998,36,36,2,9234,3807,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,False,True,True
+10305,354.2857142857143,1,141714.2857142857,20,20,1,5125,3465,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10306,0.0,0,529708.6666666667,22,22,1,8778,2335,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10307,0.0,0,70398.72,18,18,1,5555,3786,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10308,0.0,0,477477.9428571428,18,18,1,11714,2460,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10309,717.0133333333333,1,197895.68,12,12,1,9994,4597,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10310,0.0,0,952411.2,20,20,1,8054,3010,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10311,0.0,0,180331.04761904763,20,20,1,13175,1691,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10312,0.0,0,848630.570666667,14,14,1,12688,2681,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10313,0.0,0,1264460.704,13,13,1,6892,4066,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10314,0.0,0,262802.28571428574,20,20,1,10587,1907,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10315,320.59047619047624,1,721328.5714285715,18,18,1,10267,3224,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10316,0.0,0,476784.0,22,22,1,7193,2775,Mid-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10317,0.0,0,338938.28571428574,10,10,2,11227,3057,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+10318,0.0,0,193247.8,15,15,1,10222,2784,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10319,195.7866666666667,1,193828.8,15,15,1,15108,1929,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10320,0.0,0,127608.80000000002,17,17,1,12065,3488,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10321,0.0,0,928890.9240000002,19,19,1,3703,4217,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10322,0.0,0,418563.2,22,22,1,11349,2550,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10323,0.0,0,257548.564,21,21,1,10771,3537,Mid-term,European,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10324,559.3219047619048,1,814372.6933333334,16,16,1,3585,4010,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10325,0.0,0,590794.0800000001,18,18,1,4673,2497,Short-term,English,NOTICE,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10326,0.0,0,228026.05714285717,19,19,2,4743,4112,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10327,0.0,0,173273.06666666665,17,17,1,9478,3535,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10328,345.3904761904762,1,152662.59047619047,13,13,1,2496,3402,Short-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10329,0.0,0,777896.9600000001,16,16,2,8670,2138,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+10330,337.5238095238096,1,899163.4285714288,18,18,1,9902,3345,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10331,0.0,0,265525.54285714286,19,19,2,11135,3961,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10332,0.0,0,463211.20000000007,6,6,1,11377,3579,Mid-term,Unknown,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10333,317.84761904761905,1,464693.2190476191,17,17,1,14940,3204,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10334,0.0,0,126493.7142857143,4,4,1,9448,2511,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10335,0.0,0,261995.06666666677,7,7,1,5576,2369,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10336,0.0,0,318532.032,21,21,1,11335,2586,Mid-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10337,0.0,0,45192.0,20,20,1,11349,2579,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10338,0.0,0,579090.2857142858,15,15,1,9112,4070,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10339,159.6952380952381,1,217984.0,21,21,1,16036,2071,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10340,284.32,1,162062.4,19,19,1,9978,3837,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10341,0.0,0,202025.62285714288,9,9,2,10817,2763,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+10342,0.0,0,679754.1333333333,14,14,1,13053,2795,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10343,0.0,0,764871.7714285714,17,17,1,9295,3968,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10344,0.0,0,743674.2857142858,15,15,2,5379,2749,Short-term,European,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10345,0.0,0,543018.6666666667,28,28,1,1213,3356,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10346,739.6,1,2272051.2,24,24,1,9902,2441,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+10347,0.0,0,294913.0971428572,24,24,1,7642,3112,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10348,0.0,0,76581.6,17,17,2,9143,2464,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10349,0.0,0,117917.04,19,19,2,11780,2598,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+10350,0.0,0,230914.62857142865,18,18,1,10434,2434,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10351,0.0,0,366547.3066666667,13,13,1,9112,3254,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10352,0.0,0,413460.11466666666,19,19,2,8929,6144,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+10353,0.0,0,146065.92,11,11,1,11912,2715,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10354,0.0,0,1622764.0,22,22,1,1221,3250,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10355,0.0,0,965697.6000000002,21,21,1,11074,3606,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10356,996.7533333333332,1,2215782.66,19,19,1,15852,4066,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+10357,207.9257142857143,1,259491.29142857145,13,13,1,10008,2073,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10358,0.0,0,398001.7708333334,7,7,0,6819,3532,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+10359,0.0,0,745389.2333333333,13,13,0,10970,3081,Mid-term,European,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10360,0.0,0,350456.5714285715,15,15,2,10647,2808,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+10361,788.4666666666667,1,2516785.6,24,24,2,9916,4155,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,True,False,False,False,True
+10362,0.0,0,3089014.9333333336,10,10,1,11012,2783,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+10363,0.0,0,275208.6857142857,18,18,3,7922,2587,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,True,False,True
+10364,0.0,0,365029.8666666667,22,22,1,8761,2902,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10365,0.0,0,325812.24,18,18,2,12886,3360,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10366,0.0,0,381833.2,21,21,1,9589,2683,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10367,0.0,0,648490.24,24,24,2,10512,3157,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,True,True
+10368,0.0,0,576357.6,18,18,1,12065,2367,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10369,451.5666666666667,1,124632.40000000002,23,23,4,9916,2776,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,False,False,False,True,False,True,False,True
+10370,0.0,0,308077.21904761903,19,19,2,9112,2930,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10371,239.7333333333333,1,443506.6666666666,25,25,1,3180,2154,Short-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+10372,0.0,0,95214.24761904762,17,17,1,8820,3039,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10373,163.50476190476192,1,416937.1428571429,17,17,1,13555,2098,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10374,0.0,0,2071513.75,17,17,1,9112,3738,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,True,False,False,False,False,False,False,False,False
+10375,0.0,0,1965612.826666667,19,19,1,8717,2449,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10376,0.0,0,1643699.12,21,21,1,8792,2900,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10377,0.0,0,1466405.9999999998,36,36,0,1662,2825,Short-term,Unknown,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+10378,0.0,0,440418.8000000001,21,21,1,4259,2476,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10379,0.0,0,985813.2266666668,19,19,1,3284,3330,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10380,0.0,0,48639.428571428565,6,6,0,10984,3660,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+10381,0.0,0,867948.1904761904,20,20,1,11742,3860,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10382,0.0,0,694617.28,17,17,1,8851,2811,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10383,0.0,0,270724.87619047624,13,13,1,11304,2622,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10384,0.0,0,364091.4,9,9,2,9004,2163,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,False,False,False,False,False,False,False,True,False,True
+10385,0.0,0,94790.22857142858,9,9,1,9843,3529,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10386,0.0,0,533550.0000000001,15,15,2,4209,2383,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+10387,0.0,0,480988.8000000001,21,21,1,8455,3206,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10388,0.0,0,743302.56,26,26,2,2388,3071,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+10389,0.0,0,197870.4,20,20,1,9857,3338,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10390,0.0,0,168733.31999999998,21,21,1,12916,3150,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10391,0.0,0,1102177.44,26,26,1,9248,2516,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10392,0.0,0,232840.8,7,7,2,17817,5341,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+10393,0.0,0,972763.4285714288,15,15,1,9112,4557,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10394,0.0,0,544723.6080000001,18,18,1,10526,2896,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10395,167.82857142857142,1,420914.0571428572,19,19,2,16539,2129,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+10396,460.0,1,1153680.0,19,19,1,5871,5636,Short-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10397,0.0,0,94193.28,18,18,1,13569,3256,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10398,0.0,0,235846.14857142852,15,15,2,8761,1841,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10399,181.20266666666663,1,12865.389333333333,1,1,1,12309,2353,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10400,0.0,0,55373.71428571429,12,12,1,9157,2580,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10401,0.0,0,740296.0,20,20,1,11377,3083,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10402,162.24,1,183980.16,21,21,1,10131,2587,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10403,0.0,0,1299728.976,39,39,2,13039,2322,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+10404,0.0,0,1131676.0000000002,13,13,1,8455,3048,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10405,0.0,0,105902.88000000002,6,6,2,9186,2554,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10406,648.1666666666667,1,553534.3333333334,7,7,1,9916,3581,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,False
+10407,658.9333333333334,1,1435156.8,18,18,2,9916,3625,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+10408,0.0,0,2018179.8,21,21,1,7661,3356,Mid-term,English,NOTICE,BRANCH (PHONE),101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+10409,0.0,0,672565.3714285715,18,18,1,9690,3935,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10410,141.96,1,394648.8000000001,20,20,1,15426,2380,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10411,0.0,0,85370.23733333335,17,17,1,2050,2724,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10412,0.0,0,194636.8,12,12,1,11957,3002,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10413,645.97,1,917277.4,10,10,1,4192,2961,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10414,0.0,0,88632.76190476191,20,20,1,2775,3147,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10415,908.1280000000002,1,813682.6880000001,8,8,1,1426,4502,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10416,462.25523809523816,1,447463.07047619054,11,11,1,13934,3475,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10417,0.0,0,335649.8133333334,17,17,1,11182,4536,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10418,0.0,0,495342.84800000006,21,21,1,9947,3037,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10419,0.0,0,533546.3466666667,19,19,1,12170,2506,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10420,0.0,0,68902.4,14,14,1,9478,2396,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10421,0.0,0,1326150.2800000005,17,17,1,10587,3045,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10422,0.0,0,470893.8000000001,9,9,1,12200,2394,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10423,0.0,0,262189.8666666667,19,19,1,4253,2692,Short-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10424,0.0,0,286230.8571428572,12,12,1,9568,3775,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10425,0.0,0,577721.1142857143,15,15,1,8882,2988,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10426,0.0,0,331228.8,20,20,1,2448,2945,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10427,0.0,0,2084243.2,10,10,1,9004,3595,Mid-term,European,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10428,0.0,0,398738.4,17,17,1,12323,3595,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10429,0.0,0,318472.76190476195,8,8,3,1562,2977,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+10430,141.44000000000003,1,65628.16000000002,8,8,1,23522,2374,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10431,0.0,0,166550.0952380952,10,10,1,12323,2196,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10432,384.7466666666666,1,175444.48,24,24,1,9537,2896,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10433,0.0,0,522038.4,12,12,1,10496,3138,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10434,0.0,0,802477.312,16,16,1,4040,3595,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10435,135.90666666666667,1,132101.28,18,18,1,10512,2318,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+10436,0.0,0,1237923.0,18,18,2,4758,3013,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+10437,199.32,1,60593.280000000006,16,16,2,9492,2967,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+10438,238.13333333333333,1,71201.86666666667,23,23,1,1867,2633,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10439,157.58333333333331,1,231647.5,14,14,0,17057,2217,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+10440,0.0,0,130457.60000000002,21,21,1,11851,2318,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10441,0.0,0,458256.896,19,19,2,9234,2439,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+10442,302.66666666666663,1,373188.0,9,9,0,10192,2662,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10443,0.0,0,305975.6000000001,21,21,1,13022,3153,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10444,0.0,0,430047.6190476192,25,25,1,2769,3392,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10445,0.0,0,891680.2095238095,23,23,1,8441,3475,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+10446,0.0,0,304515.71428571426,26,26,0,8858,2693,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10447,215.50476190476195,1,73702.62857142859,19,19,3,18501,2471,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+10448,0.0,0,536006.7999999999,12,12,0,4467,3706,Short-term,Unknown,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+10449,0.0,0,1490619.4285714284,22,22,2,11714,3624,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10450,0.0,0,90960.0,15,15,1,12079,3099,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10451,0.0,0,1096097.3333333333,4,4,1,5548,3217,Short-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,True,False,False
+10452,581.8240000000001,1,1034483.0720000002,14,14,2,9902,3408,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+10453,0.0,0,1107904.0000000002,20,20,1,10678,3627,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+10454,0.0,0,29798.60000000001,5,5,1,9325,2491,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10455,0.0,0,515241.0666666667,14,14,1,2213,3525,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10456,0.0,0,1027933.523809524,25,25,1,3939,3390,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10457,0.0,0,403395.2,15,15,1,2200,2250,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10458,0.0,0,308160.0,12,12,1,9096,3380,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+10459,0.0,0,259354.2857142857,15,15,1,7417,3221,Mid-term,English,NOTICE,PHONE,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10460,0.0,0,226398.8571428572,22,22,1,7624,3469,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10461,0.0,0,89631.36000000002,10,10,1,3276,2397,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10462,0.0,0,2285577.0,29,29,2,10420,2463,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,True,True
+10463,0.0,0,605450.5600000002,22,22,1,11304,3077,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10464,1459.4533333333334,1,2997717.1466666665,26,26,2,7775,3061,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,False,True,False,False,False,False,False,False,True,False,True
+10465,0.0,0,236221.44,24,24,1,15596,2218,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10466,470.0106666666666,1,855419.4133333333,20,20,1,9796,2777,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10467,0.0,0,52708.0,5,5,1,8441,2725,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10468,0.0,0,1018640.0,21,21,1,9186,2913,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+10469,159.16,1,49021.28,11,11,1,16979,2556,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10470,0.0,0,30677.520000000004,9,9,1,8778,2979,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10471,0.0,0,86002.79999999999,15,15,2,10319,3184,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+10472,0.0,0,223752.38095238092,20,20,1,11227,3285,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10473,0.0,0,593881.5133333333,17,17,1,9309,3027,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10474,0.0,0,333126.361904762,20,20,2,8670,2483,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+10475,0.0,0,94426.13333333332,8,8,1,8670,3497,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10476,164.98666666666668,1,349771.73333333334,20,20,2,16156,2616,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+10477,0.0,0,90979.5961904762,17,17,1,14240,2267,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10478,0.0,0,540474.24,24,24,2,11592,2597,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,True,False,False,False,False,False,False,False,True
+10479,0.0,0,186230.69333333336,23,23,6,9126,3365,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,True,True,True,False,True,True
+10480,168.76,1,185636.0,20,20,1,10526,2654,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10481,0.0,0,171914.09523809527,10,10,1,5590,2311,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10482,0.0,0,199031.09333333332,14,14,1,11243,2013,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10483,0.0,0,63228.34285714286,8,8,1,8670,2592,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10484,0.0,0,1573981.878857143,22,22,2,15108,3241,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10485,166.41904761904766,1,220671.6571428572,17,17,1,9843,2119,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10486,492.1428571428572,1,970505.7142857144,17,17,2,2597,3639,Short-term,Unknown,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10487,312.09523809523813,1,236880.2857142857,23,23,1,10557,3163,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10488,185.3523809523809,1,366997.7142857143,15,15,1,10039,2255,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10489,0.0,0,1286248.32,18,18,2,8806,3577,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+10490,224.8761904761905,1,431537.4095238096,19,19,1,16083,2538,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10491,0.0,0,104515.50476190475,22,22,1,8973,2407,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10492,0.0,0,852345.3714285715,22,22,2,4139,3326,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+10493,240.4,1,439210.8000000001,21,21,1,13770,2157,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10494,206.6533333333333,1,166149.28,12,12,1,10222,3042,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10495,0.0,0,2548145.6,11,11,1,11425,3750,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+10496,0.0,0,226193.5,17,17,1,10267,1765,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10497,0.0,0,624374.857142857,24,24,1,8670,2910,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10498,0.0,0,587152.8,26,26,1,10618,2242,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10499,0.0,0,73107.84000000001,8,8,1,12445,1726,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10500,0.0,0,359732.88,15,15,1,10239,2675,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10501,0.0,0,249859.88,17,17,2,6633,2739,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10502,111.18666666666668,1,270405.9733333333,19,19,1,18214,2065,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10503,0.0,0,150453.14666666667,19,19,1,13951,2301,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10504,0.0,0,503917.44000000006,13,13,2,10359,2198,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+10505,160.62857142857143,1,409602.8571428572,17,17,1,18760,2078,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10506,0.0,0,1133059.2000000002,21,21,2,13418,2697,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10507,0.0,0,61047.99999999999,7,7,1,13175,1968,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10508,0.0,0,62390.4,10,10,2,9143,2701,Mid-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+10509,0.0,0,356316.0,15,15,1,2241,2689,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10510,329.76,1,250617.6,19,19,1,15030,2614,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10511,0.0,0,386273.8285714285,23,23,1,3754,3434,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10512,0.0,0,321681.36,20,20,1,12886,2156,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10513,386.0476190476191,1,204219.19047619047,23,23,0,3168,3140,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+10514,209.63809523809525,1,179240.57142857142,19,19,2,10100,2429,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10515,0.0,0,288284.9493333333,11,11,2,5954,2874,Short-term,English,AUTO RENEW,WEB,11-50,Standard,True,True,True,False,False,False,False,False,False,False,True
+10516,0.0,0,193519.58400000003,18,18,2,11592,2295,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,True,False,False,False,False,False,False,True
+10517,0.0,0,404280.68571428576,16,16,1,11742,3248,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10518,0.0,0,754118.6857142857,19,19,1,5083,5917,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10519,245.02857142857144,1,338139.4285714286,10,10,1,18030,2682,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10520,0.0,0,298585.38666666666,23,23,2,9004,3070,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+10521,0.0,0,269285.71428571426,15,15,2,11530,2213,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+10522,0.0,0,1238012.0380952382,16,16,1,8792,5719,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10523,1486.1333333333334,1,646468.0,18,5,3,10953,2448,Mid-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,True,True,True
+10524,0.0,0,63700.56,21,21,1,15030,2652,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10525,443.6571428571429,1,181012.11428571428,4,4,1,9551,4106,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10526,0.0,0,13238.566666666666,1,1,0,8686,3780,Mid-term,Unknown,NOTICE,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+10527,499.65066666666667,1,431698.176,18,18,1,9704,2894,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10528,199.8857142857143,1,413763.42857142864,18,18,1,5777,2359,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10529,0.0,0,230779.0476190476,4,4,0,10390,4818,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+10530,371.52266666666674,1,1058839.6,19,19,1,16948,2389,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10531,139.13333333333335,1,62610.00000000001,5,5,1,14285,2351,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10532,218.79619047619047,1,187070.74285714285,15,15,1,14377,2133,Long-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10533,653.8666666666667,1,1416275.2,19,19,2,9874,5612,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10534,0.0,0,145458.13333333333,10,10,1,9157,3586,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10535,0.0,0,292238.4,6,6,2,4329,3645,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10536,0.0,0,509480.4,21,21,1,9082,2953,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10537,0.0,0,887257.8000000002,22,22,2,15777,2338,Long-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+10538,1214.9333333333334,1,4161146.666666667,25,25,1,10008,3414,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10539,563.1352380952382,1,190339.7104761905,26,26,1,6949,4031,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10540,0.0,0,848210.0342857145,13,13,1,9401,3533,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10541,132.77333333333334,1,139412.0,15,15,1,19461,1972,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10542,173.74933333333334,1,450358.27200000006,18,18,1,18044,2295,Long-term,English,AUTO RENEW,PHONE,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+10543,339.6,1,782438.4,24,24,1,18440,2317,Long-term,English,NOTICE,PHONE,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+10544,0.0,0,2289000.0,21,21,1,11773,2712,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10545,0.0,0,1131977.7000000002,21,21,1,13039,3112,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10546,160.13333333333335,1,377594.4000000001,18,18,1,15336,2566,Long-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10547,0.0,0,190007.58857142855,16,16,2,14240,2404,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+10548,0.0,0,5607689.36,17,17,2,10587,2694,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Standard,True,True,False,False,False,False,False,False,True,False,True
+10549,0.0,0,70681.6,16,16,2,9478,2434,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+10550,0.0,0,548715.6000000001,18,18,2,4775,3640,Short-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,True,False,True
+10551,0.0,0,792678.8333333335,17,17,0,10862,3173,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+10552,0.0,0,900509.0333333334,23,23,3,10862,3319,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,True,False,False,False,False,False,True,False,True
+10553,313.7142857142858,1,618644.5714285716,17,17,1,9735,3175,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10554,0.0,0,332995.32000000007,17,17,1,11957,3402,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10555,836.8733333333334,1,803398.4000000001,8,8,2,10161,3374,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,True,True
+10556,809.7333333333333,1,663171.6000000001,21,21,1,17269,2584,Long-term,English,NOTICE,WEB,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10557,0.0,0,53070.00000000001,15,15,1,12445,2134,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10558,383.84,1,165818.87999999998,16,16,5,18944,2236,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,True,True,False,False,False,False,True,True,True
+10559,0.0,0,263535.104,23,23,1,6086,2236,Short-term,European,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10560,123.74666666666666,1,214576.72,17,17,1,16661,2193,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10561,3547.333333333334,1,2341240.0000000005,15,15,9,9978,4558,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,True,True,True,True,True,True,True,True,True
+10562,836.5066666666668,1,1180310.9066666667,17,17,1,4041,4220,Short-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10563,0.0,0,755072.0000000002,21,21,1,10696,3958,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+10564,0.0,0,937918.8,18,18,1,8990,3271,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10565,185.54285714285717,1,237494.8571428572,20,20,1,10618,2256,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10566,0.0,0,803080.0,15,15,1,12079,1733,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10567,0.0,0,88959.61904761905,20,20,1,13569,2312,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10568,0.0,0,123696.0,21,21,3,11196,2685,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,True,True
+10569,0.0,0,86407.44,19,19,1,12370,3144,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10570,0.0,0,600842.6666666667,13,13,2,9462,3292,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10571,75.02666666666667,1,96109.16,21,21,1,10069,1695,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10572,230.69333333333336,1,512600.5866666667,22,22,1,10039,3288,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+10573,0.0,0,628977.4400000002,13,13,1,8656,2741,Mid-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10574,126.6,1,54058.2,7,7,1,19826,2223,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10575,0.0,0,600571.4,23,23,1,12339,3668,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10576,144.86666666666665,1,194555.9333333333,17,17,1,20235,2410,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10577,0.0,0,822726.56,23,23,1,10526,2722,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10578,146.44000000000003,1,19037.200000000004,13,13,1,6422,2426,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+10579,201.46666666666667,1,362640.0,18,18,1,6100,2370,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10580,0.0,0,538043.8095238096,20,20,1,8441,2956,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10581,0.0,0,211509.1382857143,4,4,2,13130,2839,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10582,0.0,0,179675.09333333332,8,8,1,8594,2811,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10583,156.3466666666667,1,196996.8,14,14,1,7109,2527,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10584,1130.7666666666669,1,1284550.933333333,8,8,0,10281,5557,Mid-term,Unknown,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+10585,332.2354285714286,1,964811.6845714286,24,24,2,15183,2453,Long-term,English,AUTO RENEW,BILLING,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+10586,0.0,0,166533.94285714286,18,18,1,11394,2227,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10587,0.0,0,636318.0000000001,18,18,1,5640,3422,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10588,0.0,0,261101.8666666666,22,22,1,10970,2859,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10589,0.0,0,254674.2857142857,15,15,1,12961,2616,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10590,0.0,0,47810.98666666667,2,2,3,8455,2933,Mid-term,English,NOTICE,WEB,1-5,Premier,False,False,True,False,False,False,False,False,True,False,True
+10591,375.4857142857143,1,420544.0,14,14,1,9782,3617,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10592,0.0,0,911147.7333333334,20,20,1,10526,3126,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10593,0.0,0,171624.96000000002,24,24,1,11318,2960,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10594,0.0,0,470954.8533333333,17,17,2,9947,2997,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,True,False,True
+10595,113.88,1,107047.2,10,10,2,16614,2092,Long-term,Asian,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10596,805.875,1,788951.625,11,11,0,10848,3567,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+10597,0.0,0,228531.8095238096,22,22,1,13175,2788,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10598,0.0,0,1325376.0,15,15,1,6520,3504,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10599,0.0,0,207409.06666666665,5,5,1,9796,2488,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10600,0.0,0,593427.6,27,27,1,10770,3209,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10601,153.52,1,132641.28000000003,24,24,1,16309,2498,Long-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10602,0.0,0,42417.14285714286,15,15,1,13861,1940,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10603,0.0,0,184554.72000000003,17,17,1,13708,2985,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10604,0.0,0,672683.6,19,19,1,11561,3897,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10605,0.0,0,144995.62666666668,8,8,1,9065,2900,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10606,0.0,0,2644.5714285714284,1,1,1,11943,2190,Mid-term,English,NOTICE,PHONE,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+10607,0.0,0,3621884.0,21,21,5,3208,3004,Short-term,English,NOTICE,BRANCH (PHONE),500+,Standard,True,False,True,True,False,False,False,False,True,True,True
+10608,275.8333333333333,1,347550.0,18,18,0,18000,2508,Long-term,Unknown,NOTICE,IT,6-10,Premier,False,False,False,False,False,False,False,False,False,False,False
+10609,0.0,0,266485.6666666667,5,5,1,9051,5671,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10610,381.02857142857147,1,952571.4285714286,20,20,3,19156,3202,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,True,False,False,True,False,False,False,True
+10611,0.0,0,573417.4160000001,19,19,1,8656,3482,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10612,0.0,0,454439.9238095239,16,16,1,9278,2903,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10613,193.57333333333327,1,246806.0,25,25,1,14664,1917,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10614,0.0,0,783328.0,26,26,3,10817,2395,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,True,True
+10615,1932.1466666666668,1,4706709.28,28,28,5,5419,2448,Short-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,True,False,True,True,True,False,False,False,True
+10616,0.0,0,44736.64,6,6,1,10817,2394,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10617,972.9166666666666,1,248093.75,5,5,0,15306,2520,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+10618,0.0,0,101998.41333333334,17,17,1,12278,1968,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10619,0.0,0,74550.85714285714,3,3,1,10678,2411,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10620,0.0,0,97662.53333333333,19,19,2,15504,2311,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+10621,0.0,0,678470.4000000001,28,28,1,7171,2534,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10622,0.0,0,333931.0,4,4,0,4093,3608,Short-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+10623,0.0,0,143281.60000000003,21,21,1,11349,3466,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10624,164.7619047619048,1,32952.38095238096,10,10,1,9589,2107,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10625,318.62857142857143,1,345074.7428571429,19,19,1,20525,3210,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10626,0.0,0,1265074.6666666667,20,20,1,9629,3370,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10627,231.24266666666665,1,156088.8,15,15,1,15200,2617,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10628,0.0,0,844227.9238095239,23,23,1,10131,2847,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10629,0.0,0,859431.5600000002,19,19,1,4239,2210,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10630,0.0,0,317685.63809523813,16,16,1,9172,4020,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10631,293.13142857142856,1,694428.3542857142,23,23,1,5295,2542,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10632,324.4761904761905,1,190792.0,21,21,1,2971,3252,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10633,132.7619047619048,1,67708.57142857143,17,17,1,9613,1878,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10634,0.0,0,238357.28,23,23,1,12718,1724,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10635,0.0,0,139531.0,5,5,1,9752,3647,Mid-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10636,0.0,0,251245.86666666667,22,22,2,2479,1943,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,True,False,False,False,True
+10637,302.4533333333333,1,77125.6,15,15,1,10512,2475,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10638,0.0,0,105119.71428571426,3,3,1,7415,2904,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10639,0.0,0,400779.16666666674,5,5,2,4089,2946,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,True,False,False,False,False,False,False,False,True
+10640,0.0,0,138519.04761904763,19,19,1,13965,3016,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10641,0.0,0,273041.14666666667,19,19,1,14118,2228,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10642,0.0,0,831336.0,22,22,1,10862,4795,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+10643,0.0,0,105450.32000000002,17,17,1,9224,2794,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10644,0.0,0,336869.14285714284,15,15,1,9172,2351,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10645,1122.1333333333334,1,682257.0666666668,16,16,1,16340,2075,Long-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+10646,0.0,0,1441132.0,20,20,1,5696,2843,Short-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10647,0.0,0,211112.3872,22,22,3,13586,2391,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,True,False,False,False,False,True,False,True
+10648,0.0,0,1642404.0,15,15,1,8792,4223,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10649,225.67619047619053,1,34302.78095238096,4,4,1,9660,2544,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10650,156.43809523809523,1,239350.2857142857,17,17,1,16965,2048,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10651,0.0,0,399269.2,15,15,1,11060,3572,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10652,0.0,0,217881.0666666667,17,17,1,12838,3270,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10653,0.0,0,384958.08,13,13,1,10319,2330,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10654,0.0,0,306644.0,7,7,1,16083,3341,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10655,0.0,0,901168.8000000002,18,18,1,8547,4625,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10656,0.0,0,221747.68,7,7,1,4435,2245,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,True,False,False,False,False,False,False,False
+10657,0.0,0,81572.16,9,9,1,11714,3920,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10658,0.0,0,145164.60952380951,23,23,1,5905,2486,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10659,0.0,0,309226.6666666667,7,7,1,8820,2875,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10660,0.0,0,204050.0,7,7,1,6072,2120,Short-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+10661,167.4266666666667,1,375035.7333333335,20,20,1,4811,2641,Short-term,English,NOTICE,BILLING,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+10662,0.0,0,1251551.8080000002,26,26,1,8670,2546,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+10663,0.0,0,64752.48266666666,22,22,1,11012,2798,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10664,0.0,0,144643.40000000002,11,11,2,13265,3374,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+10665,0.0,0,74154.64761904762,19,19,1,10817,2572,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10666,0.0,0,1887274.6666666665,8,8,1,10496,2627,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+10667,0.0,0,68247.77142857143,16,16,1,9448,2102,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10668,0.0,0,364857.89333333337,23,23,2,3763,3727,Short-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10669,0.0,0,222780.9523809524,10,10,3,9172,2805,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,True,True
+10670,0.0,0,26351.52,3,3,1,11469,3120,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10671,0.0,0,353652.4506666667,17,17,1,3635,3703,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10672,367.1695238095239,1,112353.8742857143,17,17,1,11547,2951,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10673,0.0,0,36045.71428571428,3,3,1,9325,2649,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10674,219.4895238095238,1,144863.0857142857,6,6,1,9827,2136,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+10675,0.0,0,561384.0000000001,18,18,1,9582,3055,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10676,0.0,0,271567.76,19,19,2,11104,2307,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+10677,260.312,1,103864.488,21,21,1,18821,2976,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10678,0.0,0,185340.8,21,21,2,11227,1392,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+10679,0.0,0,252416.0,15,15,2,10970,3897,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+10680,0.0,0,49363.2,15,15,1,12688,1043,Mid-term,English,NOTICE,WEB,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10681,0.0,0,344063.99999999994,20,20,1,8868,3373,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+10682,414.6933333333334,1,106161.49333333336,16,16,2,9674,3049,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+10683,0.0,0,1199553.8285714288,23,23,1,11592,4820,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10684,0.0,0,127088.0,15,15,1,18974,2346,Long-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10685,420.4819047619048,1,742991.5257142858,19,19,1,9735,3244,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10686,577.1428571428571,1,1034240.0,14,14,2,11012,4373,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10687,188.41333333333333,1,619503.04,24,24,1,4772,2855,Short-term,Unknown,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10688,337.8933333333334,1,545697.7333333334,19,19,1,22413,2656,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10689,0.0,0,1647839.6,19,19,3,4107,3617,Short-term,English,NOTICE,WEB,51-100,Standard,True,True,True,False,False,False,False,False,False,True,True
+10690,0.0,0,503200.0000000001,15,15,2,9217,3073,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+10691,0.0,0,210708.4761904762,23,23,1,8761,3044,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10692,0.0,0,450560.0,20,20,1,9172,2945,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10693,0.0,0,314841.60000000003,18,18,1,10281,2419,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10694,188.2133333333333,1,237148.8,18,18,1,12384,2853,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10695,0.0,0,1285327.0857142855,15,15,1,12735,4646,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10696,0.0,0,1407089.4933333334,13,13,1,10739,4801,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10697,0.0,0,860857.7999999999,23,23,1,9248,2475,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10698,310.9352380952381,1,164484.74095238096,23,23,1,15777,2641,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10699,0.0,0,182753.28,18,18,2,9264,3092,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+10700,0.0,0,352779.0933333334,20,20,1,9278,2344,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10701,0.0,0,1051890.6666666665,20,20,1,9888,3760,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10702,0.0,0,82320.00000000001,3,3,2,8441,2599,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,True,False,False,False,False,False,False,False,True
+10703,286.7866666666667,1,326936.8,20,20,1,10817,3862,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10704,0.0,0,901560.8,21,21,1,8686,3749,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10705,0.0,0,3435763.5,10,10,1,8455,6271,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,True,False,False
+10706,274.0571428571429,1,207187.2,18,18,2,14726,2890,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,True,False,False,False,False,False,True
+10707,0.0,0,159515.2,16,16,1,8455,1973,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10708,0.0,0,499897.1428571429,17,17,2,13342,2331,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,True,False,False,False,False,False,True
+10709,252.45333333333332,1,143141.04,7,7,1,15214,3511,Long-term,English,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10710,0.0,0,589380.48,17,17,1,9234,3391,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10711,0.0,0,531701.12,24,24,1,1940,3692,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10712,0.0,0,1485592.94,17,17,1,9112,3625,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10713,491.82095238095246,1,1037250.3885714286,19,19,1,9735,3638,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10714,0.0,0,187600.0,7,7,1,9827,2207,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10715,450.8,1,214130.00000000003,19,19,2,10030,3234,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+10716,128.10666666666663,1,167819.73333333334,10,10,2,10281,2238,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10717,0.0,0,190953.5466666667,11,11,1,8806,3328,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10718,0.0,0,674453.7874285716,18,18,3,11639,3105,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,True,False,True
+10719,0.0,0,1150520.0,25,25,3,3861,3170,Short-term,English,NOTICE,PHONE,51-100,Premier,False,False,True,False,False,False,False,False,True,False,True
+10720,225.6,1,628070.4,29,29,1,17283,2543,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10721,0.0,0,359925.8666666667,11,11,0,10862,2690,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+10722,0.0,0,319572.00000000006,9,9,1,11377,3130,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,False,False
+10723,0.0,0,392368.00000000006,10,10,1,11335,2393,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10724,0.0,0,114088.8,15,15,1,8747,2780,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+10725,0.0,0,588424.5714285714,19,19,2,9582,3772,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+10726,0.0,0,161006.30000000002,15,15,1,3994,3342,Short-term,English,NOTICE,BRANCH (POS),101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10727,0.0,0,1082037.3942857145,16,16,1,8298,4378,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10728,0.0,0,210205.8666666667,19,19,1,7175,2342,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10729,0.0,0,462748.8,18,18,1,1598,3697,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10730,288.6693333333333,1,829924.3333333333,23,23,2,4309,3200,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,True,False,True
+10731,0.0,0,369470.4761904762,8,8,2,13220,3257,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10732,0.0,0,378478.28571428574,18,18,2,15760,2290,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10733,0.0,0,1018170.6666666667,25,25,1,12779,2724,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10734,0.0,0,85759.24933333334,7,7,1,12886,2508,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10735,0.0,0,341378.70000000007,15,15,1,9112,2813,Mid-term,English,AUTO RENEW,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10736,0.0,0,1348032.0,17,17,1,8656,5759,Mid-term,European,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10737,0.0,0,244086.85714285716,10,10,1,8639,2252,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10738,0.0,0,491160.6,21,21,1,10543,2804,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+10739,0.0,0,122877.33333333334,22,22,1,3721,3785,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10740,99.68,1,68181.12000000001,18,18,1,24710,1947,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10741,602.5600000000001,1,624854.72,17,17,1,5990,4011,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10742,1492.4666666666667,1,2149152.0,16,16,1,18774,3982,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+10743,0.0,0,1081078.0685714283,19,19,1,6641,3199,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10744,0.0,0,29646.666666666664,10,10,0,7827,3355,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+10745,507.4,1,1250233.6,22,22,4,10131,1965,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,True,False,False,True,True,False,False,False,True
+10746,572.9333333333333,1,501889.5999999999,12,12,2,5752,2100,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,True,True
+10747,0.0,0,255469.76000000004,20,20,1,5460,2549,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10748,0.0,0,1060310.16,15,15,1,11820,3135,Mid-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10749,0.0,0,882477.142857143,23,23,2,12094,2619,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+10750,0.0,0,39979.68,18,18,1,11043,1801,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10751,0.0,0,5966796.42,18,18,1,6032,3756,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,True,False,False,True,False,False,False,False,False,False,False
+10752,461.9333333333334,1,110864.0,16,16,1,14452,4564,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10753,458.4,1,203529.6,6,6,2,9752,5619,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+10754,0.0,0,1015367.6190476192,20,20,1,11943,6051,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10755,0.0,0,215888.64,8,8,1,13418,3019,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10756,317.1047619047619,1,102424.8380952381,19,19,1,10008,3199,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10757,0.0,0,211232.0,16,16,1,9629,3234,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10758,173.9066666666667,1,367812.6,15,15,1,10862,2707,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10759,160.472,1,231882.04000000004,17,17,1,9735,2190,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10760,0.0,0,640013.8666666668,20,20,1,14664,4017,Long-term,Unknown,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10761,0.0,0,1222710.125,13,13,0,8441,3516,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+10762,0.0,0,178966.93333333335,17,17,2,9172,3621,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10763,0.0,0,193055.69523809524,16,16,2,12323,2589,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10764,513.1466666666666,1,886717.44,18,18,1,9766,3553,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10765,0.0,0,453911.3142857143,18,18,1,13404,2484,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10766,0.0,0,690651.52,16,16,1,11439,2716,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10767,0.0,0,348489.1428571429,20,20,2,8441,3528,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10768,0.0,0,241110.00000000003,15,15,1,2115,2755,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10769,269.12380952380954,1,734169.7523809525,22,22,1,15412,2855,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10770,0.0,0,1106833.0742857144,23,23,1,11318,2936,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10771,0.0,0,222854.66666666672,20,20,1,9295,2681,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10772,0.0,0,1226250.0,15,15,1,9172,4274,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10773,0.0,0,509185.89333333337,22,22,1,12855,3141,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10774,200.82666666666668,1,61452.96000000001,17,17,2,4009,2982,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,False,False,False,True,False,False,False,False,False,True
+10775,0.0,0,276870.5333333333,19,19,1,12459,3058,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10776,0.0,0,515576.0,17,17,1,8792,3057,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10777,599.9583333333334,1,1231114.5,18,18,0,8355,2892,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+10778,0.0,0,370420.96,19,19,1,10770,3485,Mid-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10779,0.0,0,185041.44,18,18,1,13295,3214,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10780,0.0,0,205697.6826666667,11,11,1,12674,2445,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10781,0.0,0,976032.0365714284,22,22,2,10267,3412,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+10782,0.0,0,268840.2285714286,19,19,1,13039,2840,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10783,0.0,0,450105.6,21,21,1,12473,2755,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10784,0.0,0,86448.0,18,18,1,12445,2156,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10785,0.0,0,734215.0095238095,22,22,1,8806,4073,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10786,0.0,0,200534.04,17,17,2,3974,2843,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,True,False,False,False,True
+10787,0.0,0,1155811.7999999998,22,22,1,13189,2765,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10788,324.72,1,689705.2800000001,18,18,1,9964,2589,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10789,274.1390476190477,1,614619.7447619048,19,19,1,24161,2438,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10790,0.0,0,678620.8000000002,20,20,1,3659,3356,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10791,0.0,0,6693.666666666667,1,1,0,6648,3668,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+10792,0.0,0,147572.94933333335,19,19,1,6072,2317,Short-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+10793,176.83333333333331,1,526963.3333333333,20,20,0,3517,1940,Short-term,English,NOTICE,WEB,6-10,Standard,True,False,False,False,False,False,False,False,False,False,False
+10794,0.0,0,792985.6000000001,20,20,1,10695,2464,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10795,349.8666666666668,1,475818.66666666674,20,20,1,10267,3434,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10796,0.0,0,82678.75200000001,18,18,1,2611,2936,Short-term,Unknown,AUTO RENEW,PHONE,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10797,0.0,0,106547.84,7,7,1,11957,2454,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10798,0.0,0,2100101.485714286,38,38,1,9172,3677,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10799,0.0,0,549219.740952381,13,13,1,2662,2522,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10800,0.0,0,623837.24,15,15,1,8441,3611,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10801,0.0,0,669449.04,23,23,1,8761,3741,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10802,0.0,0,262054.4,15,15,1,8670,2442,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10803,0.0,0,190903.68,6,6,2,7256,3394,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+10804,0.0,0,256238.9142857144,10,10,1,7458,2445,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10805,198.68,1,191924.88,14,14,1,14695,2960,Long-term,English,NOTICE,WEB,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+10806,0.0,0,624332.16,18,18,2,8305,2586,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+10807,0.0,0,182716.16000000003,11,11,2,10086,2418,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,True,False,False,False,True
+10808,682.0840000000001,1,90035.088,12,12,1,9660,6298,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10809,0.0,0,913710.0,19,19,1,10800,2802,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10810,0.0,0,491116.0,21,21,1,9143,2347,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10811,0.0,0,331848.00000000006,15,15,1,10604,2985,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10812,0.0,0,32114.25,5,5,0,9004,1761,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+10813,0.0,0,447255.4285714286,17,17,2,9401,3021,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+10814,318.7866666666667,1,183621.12,4,4,2,10312,4190,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+10815,0.0,0,92054.872,21,21,1,11790,2040,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10816,0.0,0,669750.76,19,19,2,10526,2722,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+10817,0.0,0,592542.5,35,35,0,9248,3868,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10818,93.75238095238096,1,57095.2,21,21,1,17969,1598,Long-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10819,489.41333333333336,1,1080624.64,16,16,1,9721,3432,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10820,0.0,0,272038.5066666667,22,22,2,11165,3620,Mid-term,European,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,True,True
+10821,225.1809523809524,1,441354.6666666667,20,20,1,8257,2540,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10822,0.0,0,418796.16,18,18,1,12810,2945,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10823,0.0,0,577076.8000000002,15,15,1,13175,2624,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10824,0.0,0,8982.133333333333,1,1,1,8792,2341,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10825,0.0,0,145502.88,2,2,1,5231,4407,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10826,0.0,0,875571.84,18,18,2,10404,2813,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+10827,0.0,0,530747.0476190476,20,20,2,8455,2887,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10828,831.7226666666668,1,2140854.1440000003,18,18,1,9704,4201,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10829,0.0,0,546587.9466666668,16,16,2,8670,3372,Mid-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,True,False,False,False,False,False,True
+10830,0.0,0,439145.14285714296,18,18,1,1600,3059,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+10831,0.0,0,458814.9280000001,11,11,1,6072,3378,Short-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10832,0.0,0,473533.92,18,18,1,8731,2734,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10833,119.92380952380952,1,69076.11428571428,18,18,1,17207,1786,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10834,308.0133333333333,1,997963.2,24,24,2,2552,4080,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+10835,0.0,0,520012.8000000001,15,15,1,11881,4124,Mid-term,English,NOTICE,WEB,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+10836,686.0666666666667,1,443199.0666666667,19,19,0,9690,3736,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+10837,0.0,0,571793.6,19,19,1,8503,3861,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10838,0.0,0,862028.5885714286,18,18,1,10970,3154,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,False
+10839,0.0,0,333247.20000000007,18,18,2,12323,2384,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+10840,0.0,0,2239430.266666667,23,23,3,9568,2985,Mid-term,English,AUTO RENEW,IT,51-100,Standard,False,True,True,False,False,False,False,False,True,False,True
+10841,0.0,0,720948.0,12,12,2,12688,2612,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,True,False,True
+10842,0.0,0,438989.0400000001,18,18,1,8441,2625,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10843,0.0,0,6100.114285714287,3,3,1,11060,2141,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10844,0.0,0,974283.52,21,21,1,13114,4051,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10845,194.74285714285716,1,405065.1428571429,20,20,1,18440,2322,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10846,193.38666666666668,1,556373.4400000001,21,21,1,18835,2906,Long-term,Unknown,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10847,0.0,0,1528819.2000000002,24,24,3,4811,3289,Short-term,English,NOTICE,MAIL,11-50,Premier,True,False,True,True,False,False,False,False,False,False,True
+10848,0.0,0,101276.39999999998,7,7,1,8868,1861,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10849,0.0,0,159015.42857142858,18,18,1,11304,3679,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10850,0.0,0,169590.96000000002,21,21,1,10131,2724,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10851,252.8761904761905,1,134024.38095238095,10,10,1,9843,2739,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10852,0.0,0,407213.2266666667,16,16,1,4062,3062,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10853,0.0,0,164453.3333333333,10,10,1,8792,1768,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10854,0.0,0,1355853.6,18,18,1,8778,2807,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+10855,0.0,0,685373.3333333334,20,20,2,12170,4116,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10856,0.0,0,766392.6857142858,18,18,1,5542,3292,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10857,214.77485714285717,1,214989.632,7,7,2,20905,1913,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10858,0.0,0,173125.6,23,23,2,8686,2211,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10859,0.0,0,655882.6666666667,20,20,1,12309,1914,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+10860,0.0,0,318632.2285714286,8,8,1,9462,3366,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10861,0.0,0,441869.48,13,13,3,12490,3115,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,True,False,True
+10862,0.0,0,466859.89333333337,19,19,1,11335,3994,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10863,0.0,0,1053952.438095238,23,23,1,10465,3512,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10864,0.0,0,1041251.619047619,22,22,2,10647,3876,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10865,0.0,0,43985.76000000001,19,19,1,14865,2902,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10866,508.976,1,1343696.64,20,20,2,16462,1595,Long-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,True,False,False,True,False,False,False,False,False,False,True
+10867,0.0,0,484210.2857142858,18,18,1,9417,3068,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10868,0.0,0,962273.2800000004,18,18,1,8686,3064,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10869,0.0,0,1933256.266666667,14,14,1,4282,3594,Short-term,English,NOTICE,WEB,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+10870,0.0,0,953971.2000000002,18,18,1,3993,4137,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10871,0.0,0,1457876.4,15,15,1,3392,6645,Short-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10872,0.0,0,288028.99999999994,21,21,1,15565,2147,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10873,0.0,0,131268.9523809524,20,20,1,9082,2198,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10874,0.0,0,1139930.8916666668,17,17,0,8761,3241,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+10875,218.09523809523807,1,459962.857142857,19,19,1,15245,2489,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10876,0.0,0,3021407.913333334,13,13,1,10848,3952,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+10877,0.0,0,484652.8,20,20,1,11957,2439,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10878,0.0,0,392736.96,18,18,1,12779,3206,Mid-term,Unknown,NOTICE,BRANCH (POS),51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10879,149.23809523809524,1,160878.6666666667,14,14,1,10678,1996,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10880,193.1619047619048,1,97353.60000000002,7,7,1,15822,2311,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10881,0.0,0,95534.66,19,19,1,9112,3566,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10882,330.74666666666667,1,339346.08,19,19,1,3516,2620,Short-term,English,NOTICE,WEB,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10883,0.0,0,428053.2800000001,19,19,1,9370,2586,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10884,0.0,0,1019345.6,21,21,1,8747,4749,Mid-term,English,NOTICE,WEB,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+10885,0.0,0,855918.4761904762,20,20,1,11377,3793,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10886,320.0761904761905,1,480114.28571428574,20,20,2,9629,3220,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10887,0.0,0,1334413.6891428574,19,19,3,9112,3092,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,True,False,True
+10888,0.0,0,381843.28,21,21,1,8382,2053,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10889,311.28190476190474,1,11206.14857142857,1,1,1,4147,2642,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10890,0.0,0,407661.9047619048,25,25,1,10953,2907,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10891,177.73333333333335,1,387458.6666666667,20,20,1,10008,2200,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10892,0.0,0,580665.6,17,17,1,9248,2626,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10893,0.0,0,671360.1142857143,17,17,1,7717,3218,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10894,0.0,0,274769.18857142853,8,8,2,2141,2361,Short-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10895,0.0,0,442622.4,22,22,1,8472,2167,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10896,144.872,1,105901.432,17,17,1,17801,2067,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10897,0.0,0,199958.0,21,21,1,12886,2045,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10898,0.0,0,248330.0,15,15,1,13161,2175,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10899,0.0,0,321152.00000000006,20,20,1,12445,4088,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10900,0.0,0,1816183.46,21,21,1,8441,3337,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,False
+10901,0.0,0,657962.1904761905,25,25,1,8396,3664,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10902,0.0,0,252510.81142857144,17,17,2,11700,2632,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+10903,0.0,0,582419.9679999999,16,16,2,18699,2149,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+10904,0.0,0,5360137.120000001,19,19,1,20600,2536,Long-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+10905,0.0,0,176867.2,15,15,1,10984,2515,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10906,0.0,0,483890.0,11,11,0,12263,2127,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+10907,194.17142857142855,1,155337.14285714287,20,20,1,1590,2318,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10908,0.0,0,72050.53333333333,7,7,1,10953,3406,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10909,211.73333333333332,1,435112.0,15,15,1,6645,2444,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10910,0.0,0,482370.0000000001,21,21,1,10786,3121,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10911,0.0,0,62828.11428571429,17,17,1,5525,2320,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10912,0.0,0,740111.3600000001,16,16,1,9551,3472,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10913,506.2200000000001,1,789703.2000000001,15,15,1,17344,4913,Long-term,English,AUTO RENEW,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10914,323.0666666666667,1,319836.00000000006,22,22,1,15030,2580,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10915,138.096,1,187810.56,16,16,3,19628,2105,Long-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,True,False,False,False,False,False,True,True
+10916,164.45333333333335,1,242404.21333333335,22,22,2,17678,2610,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+10917,0.0,0,412995.2800000001,17,17,1,11425,3034,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10918,0.0,0,705128.9142857144,20,20,1,12261,2832,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10919,0.0,0,528115.2,18,18,1,6864,2804,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10920,0.0,0,4541059.432,19,19,3,11957,3285,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,True,True,False,False,False,False,False,False,True
+10921,0.0,0,314520.0,18,18,1,10390,2715,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10922,0.0,0,143096.80000000002,21,21,1,5519,3146,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10923,0.0,0,631103.2,21,21,1,8943,3293,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10924,384.6019047619048,1,263067.7028571429,9,9,1,11363,3047,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10925,0.0,0,820998.8571428572,20,20,2,10817,3122,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+10926,273.00952380952384,1,745316.0000000001,21,21,3,9752,2883,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+10927,0.0,0,569687.04,16,16,1,9568,4042,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10928,0.0,0,235940.57142857145,10,10,2,8858,3377,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10929,110.65833333333332,1,3098.433333333333,2,2,0,34770,2221,Long-term,Unknown,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+10930,0.0,0,214621.96,21,21,1,18974,3062,Long-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10931,565.2952380952381,1,510461.6,21,21,1,13814,4978,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10932,430.2380952380952,1,371725.7142857143,24,24,1,6634,3298,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10933,0.0,0,131142.0,14,14,0,11530,3368,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,False
+10934,0.0,0,918223.488,19,19,2,18244,5457,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,True,False,False,False,False,False,False,True
+10935,0.0,0,158567.61904761905,22,22,1,10953,4155,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10936,0.0,0,160378.28571428574,18,18,1,2787,3128,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10937,0.0,0,24920.81428571429,1,1,1,2182,2592,Short-term,Unknown,AUTO RENEW,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,False
+10938,0.0,0,162605.22666666663,16,16,1,9203,3291,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+10939,0.0,0,357453.04,21,21,1,7131,3527,Mid-term,English,NOTICE,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10940,263.42857142857144,1,470220.0,21,21,1,9735,2814,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10941,0.0,0,733896.9386666666,19,19,1,8625,2781,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10942,0.0,0,733896.9386666666,19,10,1,8625,4432,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10943,0.0,0,7128.166666666666,2,2,0,3284,2463,Short-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+10944,0.0,0,475218.5904761905,19,19,1,13965,2650,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10945,0.0,0,801632.7999999999,19,19,2,9172,3117,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,True,False,False,False,True
+10946,0.0,0,343157.76,18,18,3,11425,3514,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,True,False,False,False,False,False,False,True
+10947,0.0,0,585097.968,14,14,1,8625,2031,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10948,0.0,0,866401.536,21,21,1,14012,2104,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10949,0.0,0,380646.0,20,20,1,8837,2397,Mid-term,English,NOTICE,WEB,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+10950,0.0,0,745758.0000000001,20,20,2,8143,3102,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+10951,0.0,0,112315.42857142858,10,10,1,12186,1945,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+10952,0.0,0,572004.0,6,6,1,13586,5264,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,True,False,False,True,False,False,False,False,False,False,False
+10953,277.9018666666667,1,325145.184,13,13,1,10587,2490,Mid-term,English,AUTO RENEW,BRANCH (POS),11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+10954,0.0,0,785403.977142857,24,24,2,13814,2641,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+10955,118.81333333333336,1,129744.16000000002,21,21,2,14438,2143,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+10956,0.0,0,193844.8761904762,23,23,2,9387,1721,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+10957,741.5546666666667,1,2028893.568,19,19,1,3418,3846,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10958,188.57142857142856,1,414857.1428571429,25,25,1,10025,2278,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+10959,0.0,0,40995.600000000006,7,7,1,12626,1257,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10960,1213.16,1,701206.48,17,17,1,1241,2837,Short-term,English,AUTO RENEW,PHONE,101-500,Standard,True,True,False,False,False,False,False,False,False,False,True
+10961,0.0,0,634630.8571428572,11,11,1,8717,4132,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10962,0.0,0,561832.9600000001,8,8,0,1577,3231,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+10963,0.0,0,68923.94666666667,23,23,1,17513,3715,Long-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10964,0.0,0,973088.16,17,17,1,11881,3566,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10965,0.0,0,77010.0,17,17,1,13661,2472,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+10966,224.38666666666668,1,507338.2533333334,19,19,1,10573,3224,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10967,1188.46,1,463499.4,15,15,1,5028,4670,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10968,0.0,0,207498.2857142857,15,15,1,10725,3036,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10969,0.0,0,325104.00000000006,18,18,1,13295,2704,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10970,0.0,0,263780.00000000006,21,21,2,10587,2563,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+10971,0.0,0,342711.61904761905,20,20,1,10482,2586,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10972,0.0,0,42501.39428571428,9,9,2,8686,2493,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+10973,157.98095238095237,1,372203.12380952376,19,19,1,9492,2059,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+10974,0.0,0,118396.88,6,6,1,11804,2203,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10975,0.0,0,1141291.2761904765,22,22,1,12796,3660,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10976,0.0,0,366224.32,21,21,1,10633,2955,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10977,0.0,0,456926.9066666667,17,17,1,3445,3763,Short-term,Unknown,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10978,150.8,1,232081.2,27,27,1,15016,2470,Long-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+10979,0.0,0,310270.4,17,17,1,1978,2484,Short-term,English,NOTICE,BRANCH (PHONE),1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+10980,0.0,0,1431612.0,19,19,1,9004,2763,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+10981,0.0,0,201884.57142857145,18,18,1,12156,2443,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10982,214.396,1,390200.72,20,20,2,15214,2615,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+10983,0.0,0,677979.28,19,19,1,8304,2411,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+10984,0.0,0,410914.1087999999,18,18,2,11455,3163,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+10985,201.3733333333333,1,431945.8,15,15,2,3819,2988,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+10986,503.7866666666667,1,733513.3866666667,26,26,1,10131,3505,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10987,0.0,0,2312844.3,18,18,1,3942,4016,Short-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+10988,0.0,0,90200.0,3,3,1,7402,3554,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10989,0.0,0,1363514.88,18,18,1,8455,3057,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+10990,0.0,0,406464.0,20,20,1,6597,3238,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10991,0.0,0,1021059.619047619,13,13,2,10892,4808,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+10992,0.0,0,233838.08,21,21,1,10587,2708,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10993,0.0,0,211756.8,8,8,1,8639,3240,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+10994,0.0,0,96678.0,5,5,0,12977,2135,Mid-term,Unknown,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+10995,315.90000000000003,1,322218.00000000006,15,15,1,9478,2220,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+10996,170.9466666666667,1,61540.80000000001,20,20,1,9613,2677,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+10997,0.0,0,46695.77142857143,12,12,1,12688,1279,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+10998,0.0,0,1541523.2,19,19,1,8761,3893,Mid-term,European,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+10999,0.0,0,776127.7333333333,22,22,1,11060,3705,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11000,324.1828571428572,1,901228.342857143,20,20,1,16477,2714,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11001,356.3809523809524,1,176764.9523809524,8,8,1,6954,3480,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11002,0.0,0,2587408.128,18,18,3,9370,5245,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,True,False,False,False,False,True,False,True
+11003,0.0,0,202083.05,19,19,3,9462,3160,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,False,False,False,False,False,True,False,True
+11004,0.0,0,98452.19428571431,6,6,1,1983,2633,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+11005,0.0,0,384242.976,17,17,1,12674,3399,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11006,0.0,0,2191646.476190476,20,20,1,12108,5368,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11007,372.3733333333334,1,374235.20000000007,15,15,1,17330,2833,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11008,0.0,0,49608.0,1,1,0,8311,3661,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11009,0.0,0,47470.55238095238,13,13,1,11714,3305,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11010,0.0,0,155611.52000000002,24,24,2,1921,4420,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+11011,470.21333333333337,1,920677.7066666668,22,22,1,9551,3333,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11012,0.0,0,132801.62133333334,11,11,1,10739,2412,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11013,0.0,0,401641.7142857144,15,15,1,3013,3132,Short-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+11014,0.0,0,257906.6666666667,5,5,1,9325,3476,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11015,0.0,0,1938459.6000000003,18,18,1,9264,2913,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11016,0.0,0,207552.8,7,7,1,8455,3651,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11017,0.0,0,685074.0000000001,25,25,1,10390,3324,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11018,0.0,0,790128.5714285716,19,19,1,8493,3349,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11019,180.72380952380956,1,376809.1428571429,15,15,1,15548,2222,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11020,353.84000000000003,1,111459.6,15,15,1,10161,2738,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11021,0.0,0,211456.88,17,17,1,13053,2357,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11022,0.0,0,58296.33333333333,11,11,1,17452,3097,Long-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11023,354.90000000000003,1,276822.0,12,12,0,4824,2044,Short-term,English,AUTO RENEW,BRANCH (PHONE),11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+11024,0.0,0,607788.380952381,20,20,1,12838,3047,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11025,0.0,0,426046.300952381,19,19,1,8670,3736,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11026,0.0,0,726119.2000000001,19,19,2,10862,2911,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+11027,0.0,0,838944.0,15,15,1,5104,3312,Short-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11028,0.0,0,459305.6,26,26,1,11349,2409,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11029,0.0,0,163504.4,21,21,1,1047,1841,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11030,713.908,1,664648.348,19,19,2,13555,2801,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,True,False,False,False,False,False,False,True
+11031,479.5440000000001,1,1083769.4400000002,20,20,1,2339,4703,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11032,0.0,0,92250.5142857143,9,9,2,4262,2967,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+11033,0.0,0,81980.11428571428,19,19,1,2565,3503,Short-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11034,321.0628571428572,1,1019053.5085714288,23,23,1,5140,2696,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11035,0.0,0,33750.34285714286,9,9,1,9203,1653,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11036,1611.1333333333337,1,96668.00000000004,6,6,1,9660,3464,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11037,0.0,0,44493.71428571429,6,6,1,11714,3584,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11038,0.0,0,1015324.5333333334,19,19,1,10404,3806,Mid-term,European,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11039,0.0,0,231936.9904761905,17,17,1,10695,2266,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11040,0.0,0,153091.46666666667,10,10,1,5191,3245,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11041,722.3428571428572,1,238373.14285714284,22,22,1,10222,6103,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11042,749.024,1,395484.672,22,22,3,14347,4122,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,False,True,True
+11043,0.0,0,1597066.666666667,20,20,1,9523,2373,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11044,0.0,0,1526167.552,19,19,1,11121,3397,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11045,528.71,1,972826.4,16,16,2,14500,2592,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11046,246.7238095238096,1,259060.00000000003,21,21,1,10343,2695,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11047,0.0,0,399927.4933333334,17,17,1,9295,2451,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11048,570.2171428571429,1,969369.142857143,25,25,1,10420,4070,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11049,0.0,0,292230.09523809527,16,16,1,10587,2500,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11050,0.0,0,892906.368,19,19,3,15306,3105,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,True,False,False,False,False,False,False,True
+11051,0.0,0,739156.8946666667,17,17,1,10526,3756,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11052,0.0,0,238521.33333333337,17,17,1,13631,3799,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11053,0.0,0,205970.2857142857,11,11,2,16083,2045,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,True,True
+11054,166.43809523809523,1,305580.34285714285,18,18,1,14210,2119,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11055,198.68952380952385,1,488180.16,21,21,1,18668,2022,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+11056,0.0,0,211481.28571428568,11,11,0,8547,2795,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11057,0.0,0,931187.0,15,15,1,13784,3259,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11058,261.4386666666667,1,126274.876,7,7,1,13982,2985,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11059,179.20000000000002,1,60211.2,8,8,1,19399,2211,Long-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+11060,0.0,0,494276.64,19,19,2,5111,3772,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+11061,458.0,1,1296598.0,19,19,1,18000,4209,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11062,1213.6133333333332,1,3611713.28,24,24,2,5034,2701,Short-term,English,NOTICE,BRANCH (POS),500+,Premier,False,False,False,False,False,False,False,False,True,False,True
+11063,0.0,0,598485.2342857143,22,22,2,12186,2242,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11064,2184.133333333333,1,6377669.333333333,20,20,9,14803,3163,Long-term,English,AUTO RENEW,BILLING,500+,Standard,False,False,True,True,True,True,True,True,True,True,True
+11065,0.0,0,436523.7333333333,19,19,2,10848,2310,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11066,0.0,0,461098.0,22,22,1,11714,3787,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11067,0.0,0,201690.72,21,21,1,9356,3818,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11068,0.0,0,6634040.000000001,19,19,1,6519,3697,Mid-term,English,NOTICE,PHONE,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+11069,1382.5,1,1703240.0,14,14,4,10147,2059,Mid-term,Unknown,AUTO RENEW,WEB,500+,Premier,False,True,False,False,False,False,False,True,True,True,True
+11070,0.0,0,916964.0,6,6,1,7227,3647,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,False
+11071,742.4733333333334,1,984519.64,17,17,1,2467,2096,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11072,160.48000000000002,1,384189.12000000005,18,18,2,15991,2569,Long-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,True,False,True
+11073,0.0,0,1508196.2,21,21,1,13586,2998,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11074,147.108,1,193152.804,13,13,1,17634,2085,Long-term,English,NOTICE,WEB,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11075,136.18333333333334,1,162058.1666666667,10,10,0,14756,2042,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+11076,0.0,0,330137.60000000003,16,16,1,8792,2551,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11077,0.0,0,1017160.32,17,17,1,6429,3247,Mid-term,English,NOTICE,WEB,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11078,0.0,0,255797.1428571429,22,22,1,7378,2778,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11079,0.0,0,1008280.0,21,21,1,10420,3573,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11080,0.0,0,1423560.16,22,22,1,11060,3309,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11081,199.9619047619048,1,357131.9619047619,19,19,2,17678,2359,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+11082,643.9680000000001,1,301377.02400000003,12,12,1,9843,3462,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+11083,0.0,0,774889.9199999999,36,36,1,9264,2859,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11084,322.84571428571434,1,159808.6285714286,15,15,1,14664,2706,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11085,593.04,1,664204.7999999999,16,16,1,10618,3962,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11086,0.0,0,493251.8399999999,24,24,2,12688,1797,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11087,0.0,0,1066512.2000000002,21,21,1,10725,2805,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11088,0.0,0,34048.00000000001,16,16,1,13326,2197,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11089,0.0,0,1490566.6285714288,22,22,2,8670,3001,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+11090,0.0,0,89535.59999999999,18,18,1,9295,2353,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11091,0.0,0,1101844.8,16,16,0,9370,3296,Mid-term,Unknown,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+11092,0.0,0,1344978.0000000002,15,15,1,8455,4326,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11093,0.0,0,273568.5333333334,17,17,1,9186,4095,Mid-term,Unknown,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11094,0.0,0,183341.71428571432,20,20,1,9933,2917,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11095,0.0,0,677980.8,16,16,2,9186,3069,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,True,True
+11096,0.0,0,1156357.4400000002,18,18,1,8455,3600,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11097,1086.7333333333331,1,2777690.4,18,18,1,19870,3152,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11098,0.0,0,594739.2000000002,11,11,1,13770,4071,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11099,0.0,0,173826.0,9,9,1,10848,2063,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11100,0.0,0,132376.4380952381,19,19,2,8686,2648,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11101,0.0,0,324204.1142857142,12,12,1,8858,3102,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11102,165.97333333333333,1,90621.44,21,21,2,10039,1776,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+11103,0.0,0,1424342.857142857,20,20,3,5771,4329,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+11104,0.0,0,313544.0,15,15,1,1046,4817,Short-term,English,NOTICE,BRANCH (POS),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11105,0.0,0,442618.8000000001,17,17,1,12551,2977,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11106,0.0,0,1314679.4666666668,8,8,1,9339,3555,Mid-term,Unknown,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11107,157.3904761904762,1,197367.65714285715,11,11,1,17572,2054,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11108,458.1333333333333,1,1010184.0,15,15,0,9752,2803,Mid-term,English,NOTICE,PHONE,11-50,Premier,True,False,False,False,False,False,False,False,False,False,False
+11109,0.0,0,1568109.0133333332,19,19,1,12170,4033,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11110,329.8,1,633545.8,17,17,1,3271,4303,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11111,0.0,0,1207316.666666667,10,10,1,8778,3237,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11112,0.0,0,572930.02,15,15,1,3022,3295,Short-term,English,AUTO RENEW,BRANCH (PHONE),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11113,0.0,0,230854.4,7,7,2,11804,3037,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Standard,True,True,False,False,False,False,False,False,False,True,True
+11114,228.87666666666664,1,534655.8933333333,16,16,0,10848,2265,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+11115,0.0,0,926219.6,19,19,2,8608,3404,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+11116,0.0,0,415303.2,18,18,1,9172,6628,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11117,0.0,0,72054.84,11,11,1,4774,2827,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11118,0.0,0,302507.77142857143,13,13,2,9492,3180,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+11119,0.0,0,283417.6000000001,12,12,1,8851,3949,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11120,0.0,0,243911.6952380952,11,11,1,9096,3531,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+11121,0.0,0,2330860.0,12,12,0,5016,5472,Short-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+11122,0.0,0,147174.85714285716,15,15,1,10953,2729,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11123,107.34666666666668,1,43797.44,4,4,1,3318,2025,Short-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+11124,0.0,0,73342.28571428572,6,6,1,10770,2873,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11125,0.0,0,713902.7500000001,11,11,0,8761,2467,Mid-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+11126,0.0,0,1174675.3199999998,18,18,1,8686,2416,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11127,494.6537142857143,1,1022943.881142857,22,22,3,9947,3199,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,True,False,False,False,False,False,False,True
+11128,0.0,0,124857.14285714288,20,20,1,8670,1899,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11129,0.0,0,650954.4761904762,19,19,1,12217,3538,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11130,0.0,0,472513.0666666667,14,14,2,11012,2497,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,True,False,True
+11131,354.3809523809524,1,1027704.761904762,20,20,3,11592,3466,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,True,False,False,False,False,False,True
+11132,0.0,0,400912.512,21,21,1,12170,3204,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11133,0.0,0,765679.2000000001,23,23,2,6336,2595,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11134,0.0,0,335406.24000000005,12,12,2,10267,2857,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+11135,269.3847619047619,1,556010.1485714285,24,24,2,15030,2411,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+11136,0.0,0,168537.59999999998,8,8,0,8806,2638,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,False,False
+11137,0.0,0,224811.25333333333,22,22,1,8339,3801,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11138,0.0,0,87073.65333333334,7,7,2,9417,3725,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11139,0.0,0,745213.248,18,18,1,10953,2698,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11140,686.16,1,329356.8,15,15,2,21484,2097,Long-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,True,False,False,False,False,False,False,True
+11141,0.0,0,116281.68,6,6,1,4810,3438,Short-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11142,0.0,0,537155.8,23,23,2,9843,3739,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+11143,886.4266666666668,1,449418.32000000007,13,13,1,9978,3719,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11144,0.0,0,435580.4,15,15,1,10281,3145,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11145,0.0,0,528914.8952380953,16,16,1,8959,2549,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11146,0.0,0,524221.6000000001,14,14,2,8656,3898,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+11147,0.0,0,652241.8285714287,18,18,1,6701,2768,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11148,241.41333333333333,1,160539.86666666667,19,19,1,9964,2162,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11149,0.0,0,645333.3333333335,20,20,1,9582,2578,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11150,0.0,0,1062425.6,16,16,2,9126,2373,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+11151,0.0,0,677989.92,17,17,1,8639,4508,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11152,0.0,0,988960.0,15,15,1,9234,3940,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11153,891.1333333333334,1,1942670.6666666667,20,20,1,9964,2751,Mid-term,Unknown,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11154,310.7428571428572,1,578603.2000000001,19,19,1,15626,3153,Long-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11155,387.8,1,248192.0,5,5,0,9994,2741,Mid-term,English,NOTICE,BRANCH (POS),51-100,Standard,True,True,False,False,False,False,False,False,False,False,False
+11156,0.0,0,696521.4285714288,15,15,1,8306,2974,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11157,0.0,0,389695.488,16,16,1,8943,3590,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11158,0.0,0,443505.06666666665,17,17,1,11469,2834,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11159,451.3142857142857,1,1025386.0571428572,16,16,1,14650,4161,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11160,0.0,0,448513.3333333334,14,14,2,17969,2801,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11161,0.0,0,648191.2320000001,18,18,2,11790,2170,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+11162,0.0,0,307362.5904761905,13,13,1,12779,2172,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11163,0.0,0,235606.0373333333,11,11,1,3958,2356,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11164,0.0,0,198019.73333333337,20,20,1,8656,2561,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11165,0.0,0,252432.00000000003,10,10,1,11196,3798,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11166,0.0,0,1205280.0,16,16,1,10528,4354,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11167,0.0,0,409066.66666666674,20,20,1,11196,3544,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11168,0.0,0,441606.6285714287,22,22,1,10953,3987,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11169,0.0,0,283648.2133333333,19,19,1,1198,3656,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+11170,0.0,0,42923.712,2,2,1,3696,2869,Short-term,English,AUTO RENEW,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11171,0.0,0,259172.95238095245,8,8,1,6324,3953,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11172,0.0,0,984320.0,20,20,2,10604,2606,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+11173,0.0,0,1044977.142857143,25,25,1,8778,3487,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11174,0.0,0,966251.0,15,15,1,2256,3375,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11175,0.0,0,1972840.0,20,20,1,8493,3656,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11176,0.0,0,232020.048,12,12,1,10923,3071,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+11177,0.0,0,1247286.8571428573,20,20,1,11578,4052,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11178,474.4543999999999,1,797083.3919999999,20,20,2,21604,3818,Long-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+11179,0.0,0,151388.34285714285,8,8,1,12431,2665,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11180,0.0,0,177932.21333333335,7,7,1,8564,2770,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11181,402.0342857142857,1,1646330.4,35,35,1,18593,3143,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11182,0.0,0,139276.71333333335,19,19,2,10685,2576,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+11183,0.0,0,327166.56761904765,22,22,2,3726,2926,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11184,0.0,0,1536889.1,19,19,2,9309,3620,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+11185,0.0,0,249480.0,12,12,2,5148,2861,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11186,0.0,0,1060769.28,16,16,2,10817,5512,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+11187,270.6666666666667,1,506146.6666666667,22,22,2,16356,2866,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+11188,0.0,0,93573.71428571428,15,15,1,8959,2017,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11189,0.0,0,111379.52,19,19,2,9004,3427,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11190,0.0,0,2497218.0480000004,24,24,1,1759,6617,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11191,0.0,0,505971.20000000007,10,10,1,10878,3239,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11192,0.0,0,298088.9142857144,18,18,1,10298,2530,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11193,413.12761904761913,1,542849.6914285716,9,9,1,9660,3204,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11194,0.0,0,1382022.5066666666,19,19,1,13008,3978,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11195,543.5456,1,1467573.12,20,20,4,18609,2710,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,True,True,True
+11196,0.0,0,280843.2,18,18,1,8851,2110,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11197,0.0,0,55230.00000000001,18,18,1,12674,2183,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11198,0.0,0,431160.4,22,22,1,11622,3515,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11199,0.0,0,436320.0,21,21,1,8533,4235,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11200,0.0,0,405682.3680000001,21,21,1,8102,2738,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11201,414.92266666666666,1,1204935.424,22,22,1,13892,3961,Mid-term,English,NOTICE,BRANCH (POS),11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+11202,0.0,0,179830.8571428572,20,20,1,12309,2579,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11203,401.56666666666666,1,369441.3333333333,20,20,1,10025,2571,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11204,0.0,0,242537.14285714287,15,15,1,10709,2536,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11205,0.0,0,98700.28,21,21,2,8700,2479,Mid-term,Unknown,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11206,0.0,0,972869.3333333336,22,22,1,9295,2895,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11207,0.0,0,696400.9371428571,18,18,1,9916,2734,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11208,0.0,0,171662.4,15,15,1,11957,3019,Mid-term,English,NOTICE,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11209,0.0,0,230213.40952380956,13,13,2,9065,2596,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11210,0.0,0,217014.0,18,18,2,9096,4453,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,False,True,True
+11211,667.6333333333333,1,564817.7999999999,18,18,1,10039,3660,Mid-term,European,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11212,0.0,0,48224.16,4,4,2,11790,2450,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,True,False,False,False,False,False,False,False,True
+11213,227.4306666666667,1,541284.9866666667,17,17,1,13600,2718,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11214,245.4666666666667,1,419748.00000000006,18,18,1,17756,2686,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11215,0.0,0,1268661.3333333335,20,20,1,1417,4495,Short-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11216,0.0,0,692410.4,11,11,2,10526,3728,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+11217,0.0,0,284074.89523809525,22,22,1,12796,2308,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11218,0.0,0,1561034.8495238095,22,22,2,8503,3982,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11219,122.28,1,239913.36,18,18,1,16111,2178,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11220,454.5666666666667,1,1042775.9333333332,37,37,3,9978,2788,Mid-term,Unknown,AUTO RENEW,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,True,True
+11221,0.0,0,85113.05523809524,11,11,1,9096,2781,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11222,0.0,0,701974.0952380953,20,20,1,4435,3602,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11223,0.0,0,75209.82857142859,12,12,4,12323,1973,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,True,False,False,False,True,False,True
+11224,0.0,0,233111.5428571429,19,19,2,3433,3181,Short-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11225,0.0,0,104935.40000000002,3,3,0,4302,3064,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+11226,0.0,0,2768168.2,15,15,1,9356,3052,Mid-term,English,NOTICE,BRANCH (POS),500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+11227,524.3000000000001,1,836782.8,19,19,1,15353,3074,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11228,0.0,0,859224.96,18,18,1,8455,4629,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11229,0.0,0,41112.0,10,10,2,14422,2329,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+11230,0.0,0,707940.0,19,19,1,11790,4317,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,False
+11231,0.0,0,330844.416,18,18,1,9248,2566,Mid-term,Unknown,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11232,0.0,0,231318.0,9,9,0,9735,3002,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,False
+11233,0.0,0,166678.40000000002,14,14,1,13373,2377,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11234,544.3047619047619,1,1789674.057142857,24,24,3,9843,4827,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,False,True,True,False,False,False,False,False,False,True
+11235,0.0,0,419020.0,14,14,1,9643,3378,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,True,False,False,False,False,False,False,False,False
+11236,0.0,0,132306.53333333335,4,4,1,8244,2686,Mid-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,True,False
+11237,0.0,0,1094943.6457142858,22,22,1,9309,3053,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11238,0.0,0,1598080.0000000002,20,20,1,2298,3653,Short-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11239,0.0,0,679156.8457142856,19,19,2,10496,2419,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+11240,0.0,0,1249166.4,24,24,3,1054,2796,Short-term,Unknown,NOTICE,WEB,51-100,Standard,False,True,False,True,False,False,False,False,True,False,True
+11241,135.2952380952381,1,297108.34285714285,18,18,1,16873,1896,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11242,514.1809523809525,1,347072.1428571429,15,15,1,9721,3761,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11243,0.0,0,105184.13333333332,10,10,1,8455,3553,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11244,0.0,0,577635.84,9,9,1,10664,2722,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,True,False,False,False,False,False,False,False
+11245,725.1276190476192,1,326307.42857142864,18,18,2,9613,4924,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11246,511.5,1,237336.0,8,8,0,12565,3021,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+11247,213.02857142857144,1,137616.45714285714,17,17,1,9857,2453,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11248,0.0,0,205374.4,22,22,1,8943,2292,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+11249,567.0080000000002,1,1186747.7440000002,23,23,1,12838,3159,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11250,1663.2,1,650311.2000000001,17,17,1,9568,2629,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+11251,184.5904761904762,1,398530.8380952381,17,17,1,10647,2249,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11252,0.0,0,2408625.0,25,25,1,6308,3849,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11253,492.0933333333333,1,1229741.24,21,21,1,10543,3639,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11254,0.0,0,210646.26666666663,10,10,2,14196,2374,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,True,False,False,False,False,False,False,False,True
+11255,0.0,0,898445.1000000001,21,21,1,10953,2505,Mid-term,English,NOTICE,PHONE,11-50,Premier,True,True,False,False,False,False,False,False,True,False,False
+11256,309.5386666666667,1,167150.88000000003,20,20,1,16173,2145,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11257,0.0,0,440057.6,16,16,2,8304,1897,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+11258,813.152,1,754605.0560000001,8,8,2,10039,4395,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+11259,0.0,0,301960.0,14,14,1,9325,2987,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11260,196.0761904761905,1,198429.1047619048,11,11,1,13920,2332,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11261,0.0,0,33956.26666666667,1,1,1,20647,3099,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11262,0.0,0,172655.0,7,7,0,9964,3620,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+11263,0.0,0,427369.8000000001,17,17,1,11561,3126,Mid-term,English,NOTICE,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+11264,0.0,0,34631.33142857143,9,9,2,8380,2174,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,True,False,False,False,True
+11265,0.0,0,150501.11999999997,11,11,2,8656,2038,Mid-term,Asian,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+11266,166.8761904761905,1,60075.42857142857,10,10,1,4845,2122,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11267,0.0,0,227621.33333333337,5,5,1,10848,3067,Mid-term,English,AUTO RENEW,PHONE,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11268,0.0,0,84151.76,14,14,2,9112,2791,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+11269,0.0,0,379118.4,21,21,3,6126,2629,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+11270,0.0,0,1796015.2000000002,21,21,1,10557,3483,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11271,2156.8,1,3483232.0000000005,19,19,1,9613,3135,Mid-term,English,NOTICE,MAIL,500+,Premier,True,True,False,False,False,False,False,False,False,False,True
+11272,950.144,1,372456.448,14,14,1,9752,3421,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,False
+11273,0.0,0,207432.00000000003,9,9,1,12551,3286,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11274,0.0,0,603328.0,15,15,1,10878,3500,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11275,432.9333333333333,1,142868.0,22,22,1,8396,1813,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+11276,0.0,0,58140.495238095245,8,8,1,18030,3191,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11277,0.0,0,255187.68,17,17,1,10281,3255,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11278,0.0,0,737920.5,23,23,1,8943,3846,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11279,0.0,0,258737.14285714287,9,9,1,12704,3216,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11280,247.06666666666663,1,227301.3333333333,10,10,0,10298,1938,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+11281,259.7142857142857,1,388532.5714285715,11,11,1,11050,2788,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11282,0.0,0,1303476.0000000002,19,19,1,2141,4048,Short-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+11283,0.0,0,565636.5866666667,20,20,1,8990,1764,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11284,0.0,0,611461.4400000002,23,23,1,13053,2928,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11285,0.0,0,932859.0857142856,22,22,3,9356,3935,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,True,False,False,False,False,False,False,True,True
+11286,0.0,0,322685.76,18,18,1,8670,3061,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11287,0.0,0,443806.72,24,24,2,5744,2792,Short-term,English,NOTICE,BRANCH (POS),51-100,Standard,False,True,False,False,False,False,False,False,False,True,True
+11288,1356.7333333333336,1,2767736.0000000005,15,15,4,10267,3704,Mid-term,European,NOTICE,WEB,101-500,Premier,False,False,False,False,False,True,False,False,True,True,True
+11289,0.0,0,631300.8,24,24,2,13175,1730,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,True,False,True
+11290,0.0,0,603544.2285714287,19,19,3,10543,3513,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,True,False,False,False,True,False,True
+11291,0.0,0,100253.76,18,18,1,10770,4281,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11292,271.44,1,136805.75999999998,24,24,1,9843,2316,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11293,0.0,0,274957.2,18,18,1,5729,2416,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11294,0.0,0,255853.7280000001,18,18,2,15657,2999,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+11295,0.0,0,800389.9466666667,29,29,1,11804,3932,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11296,337.2190476190476,1,249542.09523809524,10,10,3,10434,3343,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+11297,0.0,0,1437776.0,23,23,2,12473,3593,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+11298,0.0,0,929761.28,21,21,1,9325,3006,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11299,0.0,0,233799.6,18,18,0,9035,3239,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+11300,389.232380952381,1,833735.7600000001,18,18,3,5716,3072,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,True,True
+11301,0.0,0,459333.8880000001,12,12,2,11196,2859,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+11302,0.0,0,1105128.75,11,11,1,10647,3181,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,True,False,False
+11303,0.0,0,415431.9238095239,16,16,2,3029,3375,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+11304,0.0,0,137288.0,21,21,1,10434,3269,Mid-term,Asian,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11305,0.0,0,237937.09333333332,13,13,1,10573,2246,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11306,0.0,0,83681.02399999999,14,14,1,2783,1837,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11307,0.0,0,786870.3390476191,16,16,1,2800,2996,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11308,0.0,0,474745.92,22,22,1,11714,2737,Mid-term,Asian,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11309,0.0,0,1619440.472,13,13,1,5794,4218,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+11310,0.0,0,563204.5714285715,18,18,1,8455,2587,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11311,328.185,1,154903.32,8,8,0,9964,2994,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+11312,0.0,0,177231.04,6,6,2,11408,2625,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+11313,0.0,0,702937.2000000001,21,21,1,7234,3484,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11314,0.0,0,347672.36000000004,21,21,1,6644,2146,Mid-term,Asian,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11315,0.0,0,404190.45333333337,14,14,1,12855,3302,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11316,225.6266666666667,1,208479.04,22,22,1,9916,2081,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11317,0.0,0,73962.72,18,18,1,1775,2544,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11318,598.7280000000001,1,1092079.8720000002,16,16,2,17391,3284,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+11319,0.0,0,1140896.4666666668,13,13,1,13175,3670,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11320,211.588,1,163769.112,18,18,1,20296,2593,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+11321,0.0,0,125334.88,11,11,1,9126,2904,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11322,0.0,0,85513.14285714287,4,4,1,11700,2556,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11323,0.0,0,55459.6,7,7,1,11165,2884,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11324,0.0,0,741686.5238095238,17,17,1,11714,2541,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11325,0.0,0,598611.2000000002,22,22,1,8929,3459,Mid-term,Unknown,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11326,0.0,0,133898.2857142857,15,15,1,13418,2380,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11327,148.5904761904762,1,175039.580952381,19,19,1,15214,1991,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11328,0.0,0,1769127.36,15,15,3,9295,4445,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,True,False,False,False,False,False,False,True
+11329,0.0,0,485795.0476190477,20,20,1,2356,3024,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11330,405.9219047619048,1,444484.4857142858,15,15,1,16217,3164,Long-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11331,0.0,0,211391.78666666668,13,13,1,8761,2413,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11332,493.8266666666668,1,239012.1066666667,22,22,2,9843,3649,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+11333,0.0,0,699720.0,20,20,1,12278,2145,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11334,0.0,0,988618.75,15,15,0,8594,2756,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+11335,0.0,0,183092.0,5,5,1,9234,3330,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11336,0.0,0,261913.98095238095,22,22,1,11742,3436,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11337,131.53333333333336,1,227289.60000000003,18,18,1,10161,2273,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11338,0.0,0,9410.571428571428,2,2,0,8625,2425,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11339,411.28,1,389070.88,22,22,2,10208,3032,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,True,True
+11340,0.0,0,39704.57142857143,5,5,1,8670,2164,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11341,0.0,0,299807.2,20,20,1,11243,2920,Mid-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+11342,0.0,0,18518.92,1,1,1,2123,4253,Short-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11343,0.0,0,97505.76,3,3,1,8382,3447,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11344,0.0,0,928155.15,15,15,1,8656,3167,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11345,178.5472,1,427441.9968,18,18,3,14452,2098,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,True,False,False,False,False,False,True
+11346,0.0,0,134652.95238095245,17,17,1,13540,2346,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11347,0.0,0,289009.30666666664,11,11,1,11912,4054,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11348,0.0,0,363020.0,21,21,1,10984,2342,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11349,0.0,0,1018195.2000000002,15,15,1,11349,3339,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11350,0.0,0,665639.1238095239,19,19,1,12796,2682,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11351,579.9333333333333,1,741154.7999999999,18,18,1,10208,3301,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11352,0.0,0,425600.0,14,14,1,12108,3520,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11353,0.0,0,279890.5200000001,14,14,1,9370,3144,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11354,160.93333333333337,1,292898.66666666674,20,20,2,10147,2080,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11355,0.0,0,255990.05714285717,20,20,1,12779,2567,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11356,127.41333333333336,1,113397.8666666667,10,10,1,5911,2231,Short-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11357,0.0,0,255090.51428571425,18,18,2,10404,2843,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11358,440.5333333333334,1,348902.4000000001,6,6,1,10147,3181,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+11359,0.0,0,356425.9619047619,23,23,1,5196,2584,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11360,0.0,0,445766.78095238097,19,19,1,9933,4160,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11361,0.0,0,346528.0,17,17,3,4387,3736,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+11362,0.0,0,50917.53333333334,5,5,1,10253,1745,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11363,0.0,0,658634.1666666666,5,5,0,9361,3944,Mid-term,European,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+11364,210.89523809523808,1,426008.3809523809,20,20,1,16022,2438,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11365,375.3066666666667,1,478891.3066666666,22,22,1,2270,2848,Short-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11366,0.0,0,1144688.0,20,20,1,11335,2947,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11367,0.0,0,159922.2,6,6,1,4439,2986,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11368,0.0,0,574562.56,16,16,1,5954,3497,Short-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11369,0.0,0,406025.6000000001,12,12,1,11592,3720,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11370,207.9752380952381,1,1161749.68,38,38,1,9796,2073,Mid-term,European,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11371,116.54666666666668,1,182745.17333333337,16,16,1,3510,2120,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11372,0.0,0,269871.0857142857,18,18,1,8778,2993,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+11373,165.7066666666667,1,242428.85333333336,19,19,1,17009,2623,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11374,435.2000000000001,1,94003.2,8,8,2,9690,3154,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+11375,203.18133333333336,1,564844.1066666667,20,20,1,14848,2527,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11376,0.0,0,148908.32,19,19,1,9735,2750,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11377,236.47619047619048,1,88442.09523809524,17,17,1,18000,2621,Long-term,English,NOTICE,IT,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11378,273.40000000000003,1,258363.0000000001,15,15,1,14636,3725,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11379,232.14666666666668,1,47357.920000000006,12,12,1,6592,3303,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11380,132.52,1,239198.6,19,19,1,14636,2283,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11381,0.0,0,313898.4457142857,12,12,1,12217,3079,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11382,410.72,1,289146.88,11,11,1,9478,3029,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11383,0.0,0,590819.0476190476,20,20,1,12796,3043,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11384,0.0,0,974611.3371428573,18,18,1,10424,3043,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11385,0.0,0,392039.2,15,15,1,11790,2292,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11386,0.0,0,63379.8144,21,21,2,11608,3225,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+11387,0.0,0,46540.26666666666,11,11,1,12384,2009,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11388,0.0,0,474032.0,20,20,1,11227,2171,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,False
+11389,653.0,1,1364770.0,22,22,4,9660,3155,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Premier,False,True,False,True,False,False,False,False,True,True,True
+11390,0.0,0,523240.0,15,15,1,11561,2332,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11391,0.0,0,250610.75,13,13,0,9186,2015,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+11392,0.0,0,110170.2380952381,10,10,0,8441,6668,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11393,0.0,0,209305.4166666667,7,7,0,8285,2478,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11394,0.0,0,437513.76,9,9,1,7738,3109,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11395,0.0,0,378459.6,18,18,1,2891,2831,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11396,0.0,0,451090.2,22,22,1,12511,2974,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11397,0.0,0,386633.8666666668,20,20,1,11987,2310,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11398,314.7428571428572,1,56653.71428571429,15,15,1,14330,3182,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11399,0.0,0,793125.6666666667,14,14,2,11274,2549,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11400,0.0,0,2026459.5,13,13,2,5330,3430,Short-term,English,NOTICE,WEB,101-500,Premier,False,True,True,False,False,False,False,False,True,False,False
+11401,0.0,0,436161.024,16,16,1,5332,3908,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11402,0.0,0,137395.19999999998,16,16,1,12414,3124,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11403,0.0,0,105018.24,16,16,1,4699,1736,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11404,650.1904761904763,1,1230160.380952381,22,22,1,9721,5586,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11405,0.0,0,36714.600000000006,15,15,1,8670,2212,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11406,0.0,0,566528.0,21,21,1,11029,3343,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11407,0.0,0,418194.3466666667,16,16,1,8656,2923,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11408,421.25714285714287,1,442320.0,21,21,1,10147,3945,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11409,556.6,1,119669.0,5,5,1,9902,3206,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11410,0.0,0,162957.6,21,21,3,14865,2352,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,True,False,True,False,True
+11411,0.0,0,1499057.5847619053,16,16,2,9462,6251,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+11412,0.0,0,1367696.0,22,22,1,9356,3160,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11413,0.0,0,364357.48571428575,8,8,2,10526,3362,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,True,False,True
+11414,372.7208333333333,1,712269.5125,21,21,0,20617,1866,Long-term,English,AUTO RENEW,PHONE,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+11415,0.0,0,128920.7142857143,5,5,0,12445,5274,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+11416,188.552,1,147824.768,16,16,2,4212,2411,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+11417,0.0,0,104027.65714285716,6,6,2,2108,2963,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+11418,0.0,0,119410.2,21,21,1,4547,2718,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11419,0.0,0,619613.0857142857,17,17,1,3979,3050,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11420,0.0,0,1525691.2000000002,15,15,1,9462,6586,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11421,0.0,0,722003.1,7,7,0,9248,4537,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+11422,332.32,1,823488.9600000001,21,21,2,21470,4329,Long-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+11423,318.552380952381,1,337665.52380952385,20,20,1,10281,3209,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11424,0.0,0,698412.0,13,13,0,6429,3260,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+11425,0.0,0,1779591.528,19,19,4,12065,2958,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,True,False,True,False,True,False,False,True
+11426,314.6247619047619,1,89982.6819047619,11,11,1,4095,2661,Short-term,Asian,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11427,0.0,0,362530.2,18,18,1,9295,2938,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11428,0.0,0,485625.0,25,25,1,8427,3199,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11429,0.0,0,39624.0,18,18,1,11349,3180,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11430,0.0,0,312080.2285714286,15,15,1,11578,2029,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11431,503.5085714285715,1,148031.52000000002,21,21,1,10208,3702,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11432,0.0,0,1576039.6800000002,18,18,3,11804,3693,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+11433,0.0,0,318889.3866666667,7,7,1,4068,3306,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11434,0.0,0,791885.7066666667,23,23,1,4734,2976,Short-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11435,0.0,0,488224.0,11,11,1,13069,4713,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11436,203.14666666666665,1,26002.77333333333,4,4,2,11304,2526,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
+11437,0.0,0,261119.04,18,18,1,10953,3782,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+11438,0.0,0,666060.3733333333,23,23,1,11561,2352,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11439,285.6666666666667,1,73702.0,3,3,0,9857,2564,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+11440,0.0,0,238310.94857142857,10,10,2,6655,3256,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11441,0.0,0,514341.8666666668,14,14,1,7318,3387,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11442,0.0,0,1260378.5142857144,27,27,1,8493,3250,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11443,291.8586666666667,1,416774.176,21,21,1,17586,2076,Long-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11444,0.0,0,42555.0,15,15,1,12521,2088,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11445,0.0,0,81269.76000000001,13,13,1,12765,2260,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11446,0.0,0,53370.72,6,6,2,12704,3261,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11447,0.0,0,160819.75,2,2,1,10604,3821,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,True,False,False
+11448,0.0,0,730400.5800000001,21,21,1,6464,3050,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11449,0.0,0,376616.16,18,18,1,5267,2668,Short-term,European,NOTICE,PHONE,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11450,0.0,0,776516.2971428571,18,18,1,8656,4229,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11451,243.5047619047619,1,554703.8476190476,17,17,1,19413,2672,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11452,0.0,0,25799.42857142857,10,10,1,4076,1730,Short-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+11453,378.768,1,189384.0,4,4,2,9857,1921,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,True,False,False,False,False,False,False,True
+11454,0.0,0,821710.4000000001,21,21,1,13800,2357,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11455,392.8380952380953,1,597113.9047619049,20,20,1,9370,3742,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11456,0.0,0,873333.3333333333,25,25,1,9613,3430,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11457,0.0,0,501910.3999999999,20,20,4,8200,3163,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,True,False,False,False,False,True,False,True
+11458,0.0,0,604522.2857142857,22,22,2,9172,2364,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+11459,0.0,0,471457.36,22,22,1,8898,2710,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11460,0.0,0,150264.00000000003,15,15,1,11669,2351,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11461,0.0,0,337646.4,24,24,1,10884,3142,Mid-term,European,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11462,0.0,0,257576.69333333336,23,23,1,22931,2870,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11463,219.5588571428572,1,175427.52685714286,17,17,2,10281,1935,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11464,0.0,0,638649.6,20,20,1,8455,3135,Mid-term,English,NOTICE,WEB,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11465,457.8666666666666,1,1070034.4,19,19,2,17221,3270,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+11466,152.5904761904762,1,378119.20000000007,21,21,1,17952,2020,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11467,0.0,0,96880.45714285717,15,15,1,3050,2296,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11468,0.0,0,72076.66666666667,5,5,1,8441,3035,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11469,0.0,0,67755.80952380953,23,23,1,9462,2846,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11470,0.0,0,157677.1466666667,14,14,1,11074,2222,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11471,0.0,0,252068.54400000005,18,18,2,5101,2896,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,True,False,False,False,True
+11472,0.0,0,507936.00000000006,20,20,1,12511,3149,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11473,0.0,0,1396826.4960000005,19,19,1,13241,2937,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11474,0.0,0,131273.14285714287,18,18,1,9309,3540,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11475,276.65333333333336,1,139709.93333333335,5,5,1,11973,3759,Mid-term,Unknown,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11476,0.0,0,1426422.2142857143,27,27,2,10739,3768,Mid-term,Unknown,AUTO RENEW,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,True,False
+11477,234.13333333333333,1,498235.7333333333,19,19,1,14377,2604,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11478,1519.4166666666667,1,1458640.0,15,15,1,5353,3415,Short-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,True,False,False,False,False,False,False,False,True,False
+11479,0.0,0,1677358.8000000005,5,5,1,3747,5819,Short-term,English,AUTO RENEW,WEB,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11480,0.0,0,526234.7999999999,28,28,1,12079,1901,Mid-term,European,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+11481,0.0,0,920764.9523809524,22,22,2,8441,3345,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,True,False,False,False,False,False,False,False,True
+11482,286.37142857142857,1,720510.5142857142,17,17,1,5688,2505,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11483,353.236,1,712123.7760000001,14,14,1,6787,3708,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11484,0.0,0,56506.40000000001,15,15,1,9509,1969,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+11485,0.0,0,186358.85714285716,15,15,3,8761,3545,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,True,False,False,False,False,False,True,False,True
+11486,0.0,0,934464.0,20,20,1,11987,3584,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11487,0.0,0,260448.0,5,5,2,5007,3519,Short-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11488,0.0,0,656037.4857142858,16,16,1,2891,3204,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11489,275.3053333333333,1,532991.1253333333,16,16,1,25075,3095,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11490,0.0,0,359728.8,18,18,1,9492,3138,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11491,0.0,0,353103.7714285715,20,20,1,5350,3876,Short-term,English,AUTO RENEW,PHONE,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11492,0.0,0,443243.7333333334,23,23,1,10848,2117,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11493,0.0,0,178152.0,18,18,1,8868,3109,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11494,0.0,0,373001.76,18,18,1,9172,3006,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11495,182.17142857142855,1,376001.8285714286,16,16,3,5736,2014,Short-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,True,False,True
+11496,0.0,0,86506.56000000001,2,2,1,10482,2684,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11497,675.7333333333333,1,2098152.0,23,23,1,10100,3694,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11498,198.76,1,254015.28000000003,18,18,1,9674,2961,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11499,198.4,1,85708.8,8,8,2,7661,2348,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11500,0.0,0,267727.20000000007,6,6,1,9431,3269,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11501,393.2000000000001,1,994796.0,22,22,1,9874,3744,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11502,113.76666666666668,1,216611.73333333337,14,14,1,20181,1392,Long-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+11503,0.0,0,388775.4666666666,20,20,1,8493,3545,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11504,0.0,0,749446.1333333332,14,14,2,10404,4150,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11505,207.2,1,220460.8,19,19,1,15214,2411,Long-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11506,0.0,0,101953.28,6,6,1,10953,2903,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11507,0.0,0,57856.064,19,19,2,9234,4107,Mid-term,English,NOTICE,BRANCH (POS),1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+11508,0.0,0,1372647.36,21,21,1,9417,3351,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11509,0.0,0,316281.6,17,17,1,10465,3043,Mid-term,English,NOTICE,PHONE,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+11510,242.89066666666665,1,429187.808,19,19,1,1999,2703,Short-term,English,NOTICE,BRANCH (POS),11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11511,0.0,0,311731.2,24,24,3,8973,3081,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+11512,0.0,0,283221.3333333333,20,20,1,10862,4098,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11513,0.0,0,112095.36000000002,21,21,3,5093,2016,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,True,True
+11514,479.6628571428572,1,592383.6285714286,13,13,1,9843,3571,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11515,331.8293333333333,1,408813.73866666673,22,22,2,10069,3540,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+11516,0.0,0,272150.42400000006,7,7,1,11135,3024,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11517,0.0,0,180555.52,4,4,1,3167,2601,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11518,0.0,0,65310.000000000015,3,3,1,14561,4110,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11519,465.86666666666673,1,704390.4,12,12,1,14210,2834,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11520,0.0,0,1087850.0571428572,24,24,1,10496,3280,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11521,0.0,0,341474.64,15,15,1,5164,2076,Short-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11522,237.7333333333333,1,257465.2,19,19,1,13934,2630,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11523,408.96,1,714044.16,18,18,1,15760,3020,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11524,0.0,0,79097.6,20,20,1,11349,2614,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11525,525.84,1,581053.2,13,13,1,9964,3618,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,False,False,False,False,False,False,False,False,False,True
+11526,0.0,0,427518.28571428574,15,15,1,10025,2417,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11527,0.0,0,227378.73600000003,9,9,2,5378,3089,Short-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+11528,0.0,0,619722.24,19,19,1,13600,3245,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11529,0.0,0,536413.5333333333,22,22,1,10647,3249,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11530,0.0,0,602646.4785714286,19,19,2,9295,2897,Mid-term,European,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,True,False,False
+11531,420.0,1,1040760.0,21,21,2,10055,3936,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+11532,0.0,0,1215744.0,24,24,1,11213,2655,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11533,0.0,0,503128.1790476191,19,19,1,3596,2982,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11534,231.80952380952385,1,454810.2857142857,18,18,1,9721,2588,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11535,0.0,0,538534.0952380953,16,16,1,10647,3764,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11536,925.9466666666668,1,844463.3600000002,19,19,1,16644,3843,Long-term,English,AUTO RENEW,WEB,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11537,0.0,0,88952.16000000002,17,17,1,12810,2144,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11538,0.0,0,509886.0,18,18,1,6182,2414,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11539,0.0,0,1003245.7066666668,8,8,0,2064,5129,Short-term,Unknown,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+11540,388.856,1,672332.024,19,19,1,9843,3989,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11541,0.0,0,34897.571428571435,5,5,1,1094,2951,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11542,0.0,0,280934.4,9,9,1,8670,2674,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+11543,0.0,0,280529.0285714286,23,23,2,10404,2460,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,True,False,True
+11544,0.0,0,781896.6857142857,18,18,1,6170,3030,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11545,0.0,0,8724.266666666666,2,2,1,8670,3159,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11546,657.9666666666667,1,1658076.0,24,24,1,9857,3621,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11547,416.41904761904766,1,139916.80000000002,21,21,2,14149,3911,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,True,False,False,False,False,False,True
+11548,163.78666666666666,1,303660.48,18,18,1,18897,2603,Long-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11549,0.0,0,94240.29333333332,17,17,1,11090,3109,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11550,0.0,0,138369.0,11,11,1,2548,3379,Short-term,English,NOTICE,MAIL,51-100,Standard,True,True,False,False,False,False,False,False,False,False,True
+11551,0.0,0,384432.048,22,22,1,10192,3735,Mid-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11552,92.50666666666666,1,199814.4,18,18,2,7862,1874,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,True,False,True
+11553,0.0,0,64764.00000000001,10,10,1,1886,3137,Short-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+11554,0.0,0,123369.68000000002,17,17,1,6291,2695,Short-term,Asian,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11555,547.0416666666666,1,15317.166666666666,1,1,0,2558,2719,Short-term,Unknown,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,False
+11556,0.0,0,384522.66666666674,20,20,1,12034,2595,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11557,0.0,0,674897.7333333334,19,19,1,8656,3066,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11558,0.0,0,55114.17600000001,2,2,1,2963,3983,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11559,0.0,0,185187.60000000003,18,18,2,3970,2007,Short-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11560,0.0,0,238412.4,15,15,1,6787,2260,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11561,436.8,1,293529.6,14,14,1,9551,3334,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11562,0.0,0,107619.2,4,4,1,11773,3045,Mid-term,Unknown,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11563,557.3706666666667,1,423044.33600000007,23,23,1,9551,3121,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11564,0.0,0,194163.2,12,12,3,5447,2997,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,True,False,True,False,True
+11565,0.0,0,622063.6190476192,26,26,1,11288,5439,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11566,0.0,0,343241.60000000003,16,16,1,10526,3301,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11567,0.0,0,376614.0,18,18,1,5155,2150,Short-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11568,0.0,0,911262.4761904764,16,16,1,10267,3722,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11569,0.0,0,1509816.0,20,20,1,8670,2125,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11570,0.0,0,544942.1714285715,13,13,1,14926,3057,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11571,296.93333333333334,1,581098.5333333333,19,19,1,16248,2446,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11572,0.0,0,140718.93333333335,20,20,1,2563,3697,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11573,0.0,0,702820.8,12,12,1,6140,2994,Short-term,English,NOTICE,MAIL,51-100,Premier,True,False,False,False,False,False,False,False,False,False,True
+11574,772.5904761904762,1,528451.8857142858,18,18,1,10848,6463,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11575,0.0,0,314650.44000000006,6,6,1,9916,2058,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11576,339.2380952380953,1,630982.8571428573,15,15,1,5338,3358,Short-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11577,0.0,0,178834.28571428574,10,10,1,12838,2528,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11578,0.0,0,277484.064,17,17,2,13770,2549,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+11579,0.0,0,530978.4480000001,21,21,1,11439,2435,Mid-term,Asian,AUTO RENEW,BILLING,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11580,0.0,0,1189008.6476190477,22,22,2,11469,3526,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11581,0.0,0,664501.4400000001,17,17,2,15777,3559,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+11582,0.0,0,378259.2,10,10,1,12688,3127,Mid-term,English,NOTICE,MAIL,11-50,Premier,True,True,False,False,False,False,False,False,False,False,True
+11583,0.0,0,116656.176,17,17,1,14299,2856,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11584,0.0,0,285915.3,11,11,1,5070,4012,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,False
+11585,159.82399999999998,1,344580.544,22,22,2,14149,2290,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+11586,914.7733333333334,1,1399603.2000000002,15,15,2,9933,5609,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+11587,0.0,0,246430.93333333335,14,14,1,9448,2151,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11588,0.0,0,1827135.0,19,19,0,8594,2093,Mid-term,English,NOTICE,BRANCH (PHONE),101-500,Premier,False,False,False,False,False,False,False,False,False,False,False
+11589,0.0,0,15442.8,17,17,1,13526,1856,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11590,0.0,0,176677.20000000004,15,15,1,16097,2397,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11591,408.0266666666666,1,870728.9066666666,22,22,2,10039,3015,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,True,True
+11592,0.0,0,140607.04,21,21,1,8806,1762,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11593,0.0,0,856546.2857142858,20,20,1,11881,3150,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11594,0.0,0,759057.6533333333,23,23,1,13039,3194,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11595,0.0,0,655302.4,17,17,2,10756,3003,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+11596,0.0,0,64504.8,17,17,1,8427,2437,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11597,0.0,0,96962.32,19,19,1,9295,3414,Mid-term,European,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11598,281.12380952380954,1,374456.91428571433,18,18,1,10192,2941,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11599,0.0,0,326548.11428571434,19,19,1,3239,2111,Short-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11600,0.0,0,73393.37142857144,6,6,1,1254,2753,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11601,0.0,0,321187.4285714286,11,11,2,9004,2730,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11602,0.0,0,59900.66666666666,4,4,0,11349,2218,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+11603,385.2114285714285,1,566260.7999999999,21,21,4,9735,3227,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,True,False,False,True,False,True,False,True
+11604,0.0,0,1097535.5733333337,20,20,1,10695,4412,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11605,0.0,0,376876.4,17,17,1,11714,3714,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11606,0.0,0,60701.14285714286,9,9,2,11349,2233,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11607,0.0,0,770489.0000000001,15,15,1,8608,3461,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11608,0.0,0,92410.58666666668,10,10,1,13356,3274,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11609,0.0,0,73421.42857142858,19,19,1,11349,2773,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11610,0.0,0,323181.60000000003,15,15,1,11622,3552,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11611,337.12380952380954,1,20227.42857142857,6,6,1,9857,3342,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11612,0.0,0,21588.000000000004,6,6,2,10465,2645,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11613,0.0,0,380540.16,18,18,2,9551,2430,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,True,False,False,False,False,False,False,True
+11614,0.0,0,225504.0000000001,21,21,1,11043,3777,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11615,0.0,0,516507.42857142864,15,15,1,8990,3497,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11616,0.0,0,244317.50000000003,23,23,1,15869,2666,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11617,0.0,0,500089.1428571429,15,15,1,14257,2670,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11618,0.0,0,622689.28,19,19,1,10831,2438,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11619,0.0,0,124128.08571428571,6,6,0,8990,3327,Mid-term,Unknown,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11620,0.0,0,458721.5238095238,19,19,1,12139,2199,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11621,220.57142857142856,1,25586.28571428572,1,1,1,6300,2507,Short-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11622,533.8933333333333,1,1076328.96,18,18,1,1218,3659,Short-term,English,AUTO RENEW,PHONE,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11623,0.0,0,916638.0000000002,15,15,1,9157,3745,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11624,98.66666666666669,1,241832.00000000003,19,19,1,4573,1634,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11625,0.0,0,278107.5238095239,19,19,1,9478,2031,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11626,0.0,0,808450.1333333333,20,20,1,12551,3128,Mid-term,English,NOTICE,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11627,0.0,0,1661172.8,24,24,1,5920,2923,Short-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+11628,288.86857142857144,1,658042.6057142857,17,17,2,13972,2652,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,True,False,False,False,False,False,False,True
+11629,0.0,0,270651.3333333334,1,1,0,9172,2864,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,True,False,False,False,False,False,False,False,False,False,False
+11630,137.41333333333336,1,321547.20000000007,20,20,1,15426,2333,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11631,0.0,0,211471.31428571432,6,6,1,9387,5067,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11632,356.152380952381,1,181637.7142857143,17,17,1,15322,3479,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11633,0.0,0,746543.6159999999,16,16,3,13661,2050,Mid-term,Unknown,AUTO RENEW,WEB,51-100,Premier,False,True,False,True,False,False,False,False,False,True,True
+11634,0.0,0,196661.4,19,19,1,9401,4187,Mid-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11635,0.0,0,10004232.000000002,15,15,1,5156,5769,Short-term,English,NOTICE,MAIL,500+,Premier,False,False,False,False,False,False,False,False,False,False,True
+11636,0.0,0,639144.8,14,14,1,8656,3386,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11637,0.0,0,4166441.6,19,19,1,14165,4157,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11638,0.0,0,386749.01333333337,16,16,1,11592,3908,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11639,0.0,0,303610.6666666666,5,5,2,9309,3606,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+11640,698.6666666666667,1,2182634.666666667,22,22,1,4260,2357,Short-term,English,NOTICE,MAIL,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+11641,110.94666666666669,1,215014.64,19,19,1,10664,2062,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11642,0.0,0,519617.1428571428,17,17,1,11957,3117,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11643,0.0,0,79545.59999999999,20,20,1,9551,3189,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11644,373.33028571428576,1,531995.6571428572,19,19,2,22078,2641,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11645,0.0,0,94854.62857142858,23,23,1,10953,3389,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11646,0.0,0,640601.1733333335,16,16,2,9704,3179,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,True,True
+11647,0.0,0,390852.8000000001,8,8,2,11227,2276,Mid-term,Unknown,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11648,0.0,0,559421.8240000001,16,16,4,13295,2879,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,True,True,False,False,False,False,True,False,True
+11649,0.0,0,283676.8,22,22,3,11121,3127,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,True,False,True
+11650,780.1333333333333,1,753608.8,7,7,1,17466,2524,Long-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11651,0.0,0,796168.5333333334,16,16,1,4777,2886,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11652,0.0,0,138547.19999999998,11,11,1,12535,2359,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11653,380.8952380952381,1,71227.40952380953,11,11,1,9782,3656,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11654,0.0,0,490258.77333333343,19,19,1,10923,2990,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11655,261.75314285714285,1,569574.8388571428,17,17,2,20266,2129,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11656,0.0,0,471008.0,20,20,1,7317,2985,Mid-term,Unknown,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11657,139.26666666666665,1,253465.3333333333,20,20,1,9674,2352,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11658,0.0,0,273929.2,21,21,1,11213,3206,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11659,0.0,0,425910.0,21,21,1,13861,2864,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11660,0.0,0,620789.4,9,9,1,2419,2353,Short-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11661,152.47619047619048,1,25920.95238095238,17,17,1,1563,2019,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11662,354.82666666666665,1,351278.4,18,18,2,7677,2743,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,True,False,True
+11663,387.4266666666667,1,176666.56,19,19,2,9735,3193,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11664,469.44,1,223453.44,14,14,3,11881,3730,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+11665,0.0,0,274921.92,18,18,3,17087,2788,Long-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,True,False,False,False,False,True,False,True
+11666,196.56666666666663,1,430481.0,15,15,0,10312,2536,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+11667,115.36,1,112937.44,11,11,1,5875,2107,Short-term,English,NOTICE,MAIL,1-5,Premier,True,True,False,False,False,False,False,False,False,False,True
+11668,620.6720000000001,1,1650987.5200000005,19,19,2,5010,3778,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+11669,0.0,0,376007.04,18,18,1,10008,2770,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11670,0.0,0,759525.4799999999,21,21,1,9112,3445,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11671,200.54761904761904,1,101076.0,9,9,0,16295,2076,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,False
+11672,0.0,0,136670.60000000003,23,23,2,3739,2571,Short-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,True,False,True
+11673,0.0,0,192294.96000000005,20,20,1,8639,2868,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11674,0.0,0,339003.548,19,19,1,7001,3392,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11675,121.57333333333334,1,84736.61333333334,17,17,1,10281,2171,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11676,174.28666666666666,1,151629.4,15,15,2,10312,2299,Mid-term,English,AUTO RENEW,WEB,1-5,Standard,True,True,True,False,False,False,False,False,False,False,True
+11677,0.0,0,993831.2228571428,18,18,2,13448,3249,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11678,0.0,0,1003266.6666666667,20,20,2,9537,3339,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,False,False,False,False,False,False,False,True
+11679,0.0,0,1617234.2857142857,25,25,1,9112,4335,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11680,0.0,0,723027.2000000001,24,24,2,10451,3129,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11681,0.0,0,247834.45714285717,9,9,1,9325,5740,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11682,0.0,0,93350.4,18,18,2,11243,2356,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11683,0.0,0,207240.0380952381,17,17,1,12886,1827,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11684,307.84000000000003,1,83116.80000000002,9,9,1,9704,2139,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11685,0.0,0,386996.2666666666,20,20,1,10678,3342,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11686,266.85714285714283,1,253514.28571428568,19,19,1,10192,2839,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11687,0.0,0,441802.6971428571,18,18,3,11243,2806,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,True,True,False,False,False,False,False,False,True
+11688,188.35,1,176672.30000000002,7,7,0,18532,2469,Long-term,English,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,False
+11689,0.0,0,429453.2,19,19,1,8806,3030,Mid-term,English,NOTICE,BRANCH (PHONE),1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11690,0.0,0,413561.9047619048,23,23,1,9082,2537,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11691,416.0,1,94848.0,19,19,1,15596,5185,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11692,219.2952380952381,1,233330.13333333333,14,14,2,10587,2498,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11693,0.0,0,7102200.456000001,19,19,2,3460,6566,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,True,False,False,False,False,False,False,True
+11694,0.0,0,232172.85,3,3,0,9339,4266,Mid-term,Unknown,AUTO RENEW,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,False
+11695,0.0,0,775606.8571428572,24,24,1,10817,3558,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11696,268.8533333333333,1,846888.0,21,21,1,12459,3679,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11697,0.0,0,498035.6266666667,17,17,1,12065,3604,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11698,0.0,0,967776.0,17,17,1,9004,2869,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11699,0.0,0,119041.33333333334,19,19,1,13555,2209,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11700,651.6,1,1528653.6,17,17,1,3784,2261,Short-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11701,783.5333333333333,1,640146.7333333333,19,19,2,14500,2531,Long-term,English,NOTICE,MAIL,101-500,Premier,False,True,True,False,False,False,False,False,False,False,True
+11702,0.0,0,1004952.416,26,26,2,9051,3911,Mid-term,English,AUTO RENEW,WEB,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+11703,0.0,0,201579.84,14,14,1,11547,2415,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11704,401.0666666666667,1,456814.9333333334,17,17,1,15961,3801,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11705,0.0,0,1915526.8000000005,22,22,1,10786,4054,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11706,0.0,0,245438.87619047612,17,17,1,8792,2680,Mid-term,English,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11707,155.35238095238094,1,246078.17142857143,22,22,1,15760,2040,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11708,0.0,0,801810.2857142859,15,15,1,4765,3229,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11709,0.0,0,89730.0,1,1,0,2156,2968,Short-term,Unknown,NOTICE,BRANCH (PHONE),101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+11710,0.0,0,196244.0,7,7,1,10685,3756,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11711,0.0,0,778224.0,16,16,0,6757,3140,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+11712,0.0,0,6363.8933333333325,2,2,1,15473,1885,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11713,315.39238095238096,1,250736.9428571429,15,15,1,20191,2665,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11714,300.89523809523814,1,267194.97142857144,8,8,1,18303,3083,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11715,0.0,0,262496.9066666667,19,19,1,11912,2631,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11716,0.0,0,739752.2476190476,17,17,0,3137,2968,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11717,0.0,0,778904.62,19,19,0,11335,2411,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+11718,0.0,0,400071.6,19,19,1,9401,3322,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11719,0.0,0,1443303.4,11,11,1,8898,5767,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11720,0.0,0,68134.0,19,19,1,9096,2150,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+11721,0.0,0,4021430.4,26,26,4,8858,3221,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,True,False,False,True,False,False,True,False,True
+11722,0.0,0,352226.85333333333,5,5,1,6954,3277,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11723,0.0,0,529027.2000000001,18,18,2,10312,3498,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+11724,0.0,0,1029877.0,17,17,1,9172,2352,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11725,0.0,0,417490.4959999999,19,19,2,11592,2543,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+11726,0.0,0,301920.0,21,21,1,12930,2214,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11727,0.0,0,782285.7142857143,15,15,1,11363,3452,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11728,298.9257142857143,1,495020.98285714287,18,18,1,10161,2574,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11729,665.8166666666668,1,495367.60000000015,8,8,1,2438,3024,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11730,0.0,0,1485627.7333333334,22,22,1,9248,2337,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11731,0.0,0,581152.0000000001,22,22,1,8792,2279,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11732,0.0,0,81958.83428571429,18,18,2,9004,2248,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+11733,0.0,0,250666.2857142857,18,18,1,9537,1810,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11734,0.0,0,242349.12,21,21,2,8700,1810,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,True,True
+11735,306.6019047619048,1,386318.4,21,21,1,10618,2617,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11736,0.0,0,29824.166666666664,1,1,0,4329,4684,Short-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,False
+11737,0.0,0,164767.3386666667,13,13,1,11486,3096,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11738,0.0,0,98321.60000000002,15,15,1,13203,2083,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11739,0.0,0,649983.0857142856,18,18,1,13495,2887,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11740,0.0,0,330846.72000000003,23,23,1,11349,3994,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11741,216.20952380952383,1,81078.57142857143,15,15,1,16340,2476,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11742,0.0,0,300084.00000000006,15,15,1,12108,2332,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11743,0.0,0,384599.04,24,24,1,10420,4344,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11744,0.0,0,546611.4285714286,15,15,1,4891,3765,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11745,0.0,0,495377.28,17,17,1,13861,5070,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11746,0.0,0,2405202.0000000005,29,29,1,9172,1665,Mid-term,English,NOTICE,WEB,500+,Premier,False,True,False,False,False,False,False,False,False,False,True
+11747,0.0,0,679082.6666666666,20,20,1,9096,3099,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11748,0.0,0,438935.72571428574,17,17,3,11227,3540,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,True,True,False,False,False,False,False,False,True
+11749,0.0,0,605483.3142857143,19,19,1,9224,2783,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11750,0.0,0,198900.9523809524,22,22,1,9248,2104,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11751,0.0,0,726077.4857142859,15,15,2,10953,3292,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11752,0.0,0,107946.38400000002,21,21,1,11104,4040,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11753,0.0,0,623352.0,15,15,1,6583,2792,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11754,0.0,0,2245209.2000000007,25,25,1,9582,3801,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11755,0.0,0,458119.20000000007,21,21,1,8656,2280,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11756,0.0,0,18221.866666666672,1,1,1,13934,1986,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11757,0.0,0,240002.28571428577,15,15,2,10770,3132,Mid-term,European,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11758,0.0,0,565023.0857142856,18,18,1,9278,3089,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11759,0.0,0,953752.8,21,21,1,10647,2552,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11760,0.0,0,790062.0,15,15,1,12688,2507,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11761,465.36000000000007,1,1218312.4800000002,22,22,1,5978,3309,Short-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11762,0.0,0,700612.5,17,17,1,12065,4077,Mid-term,Unknown,NOTICE,WEB,6-10,Premier,False,False,False,False,False,False,False,False,True,False,False
+11763,223.4266666666667,1,179858.4666666667,7,7,2,10647,3214,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,True,True
+11764,0.0,0,1605146.4,22,22,1,8747,4119,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+11765,0.0,0,38422.80000000001,6,6,1,10526,1935,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11766,0.0,0,1778884.9866666668,13,13,1,8670,2941,Mid-term,Unknown,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11767,259.83333333333337,1,542532.0000000001,24,24,1,9401,1991,Mid-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11768,165.94285714285715,1,58080.00000000001,10,10,1,4467,2116,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11769,0.0,0,101250.24,19,19,1,5020,2875,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11770,0.0,0,134322.24,8,8,1,13875,2896,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11771,0.0,0,109414.06666666668,5,5,2,5367,2493,Short-term,Asian,AUTO RENEW,WEB,1-5,Standard,False,True,True,False,False,False,False,False,False,False,True
+11772,0.0,0,231845.9,15,15,1,4510,3140,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11773,0.0,0,531430.5066666666,19,19,2,11804,2810,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+11774,0.0,0,665175.2342857143,19,19,2,9643,2367,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11775,0.0,0,620889.6,20,20,1,13241,2320,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11776,0.0,0,510293.3333333333,16,16,1,10817,3110,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11777,0.0,0,815242.2857142859,17,17,1,8441,3347,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11778,0.0,0,290804.80000000005,11,11,1,9096,2619,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11779,339.44761904761907,1,1044819.7714285715,27,27,1,16022,3359,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11780,320.33333333333337,1,453912.3333333334,13,13,1,10039,1582,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11781,0.0,0,227461.92000000004,19,19,1,14636,2872,Long-term,English,NOTICE,PHONE,1-5,Standard,True,True,False,False,False,False,False,False,False,False,True
+11782,0.0,0,593592.3,19,19,2,6451,2850,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+11783,0.0,0,200564.0,19,19,2,11780,3005,Mid-term,English,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+11784,0.0,0,601868.8,15,15,1,2760,2901,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11785,231.9428571428572,1,605370.8571428572,18,18,1,2247,2589,Short-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11786,0.0,0,824321.8399999999,19,19,1,6108,3969,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11787,371.1428571428572,1,1049963.142857143,23,23,1,10086,3586,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11788,0.0,0,418147.8095238095,20,20,2,12108,2520,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11789,254.07619047619048,1,251535.42857142855,18,18,1,10025,2747,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11790,0.0,0,267050.50666666665,7,7,1,11926,2439,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11791,0.0,0,67466.37333333334,22,22,1,8608,3781,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11792,0.0,0,106636.32,21,21,2,9457,2371,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+11793,0.0,0,621904.2000000001,19,19,1,15200,2241,Long-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11794,0.0,0,675007.6666666666,11,11,0,8731,2859,Mid-term,English,NOTICE,MAIL,500+,Premier,False,True,False,False,False,False,False,False,False,False,False
+11795,0.0,0,218477.2,19,19,1,9082,2372,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11796,495.2228571428572,1,903286.4914285716,19,19,2,9902,3884,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+11797,0.0,0,453288.0,17,17,0,9186,2140,Mid-term,European,NOTICE,MAIL,101-500,Premier,False,True,False,False,False,False,False,False,False,False,False
+11798,279.61904761904765,1,111568.0,21,21,1,18348,2930,Long-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11799,0.0,0,196288.7466666667,19,19,1,10770,3226,Mid-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11800,537.1104761904762,1,301318.97714285715,11,11,1,9690,3887,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+11801,195.10476190476192,1,301436.8571428572,15,15,2,9721,2325,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+11802,0.0,0,301766.4,16,16,1,11653,3402,Mid-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11803,0.0,0,1838269.94,23,23,1,3951,2651,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11804,486.5,1,492338.0,22,22,2,10025,3773,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,False,False,False,True,False,False,False,False,False,True
+11805,371.64400000000006,1,947692.2000000002,17,17,2,17678,1902,Long-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,True,False,False,False,False,False,False,True
+11806,0.0,0,242618.88,21,21,1,16692,2775,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11807,0.0,0,170425.60000000003,20,20,1,9582,2334,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11808,549.0,1,820755.0,23,23,1,10025,3175,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11809,0.0,0,595358.4,13,13,1,9278,3531,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11810,0.0,0,291142.0,15,15,1,12261,3264,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11811,0.0,0,152080.0,20,20,0,3756,2483,Short-term,European,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,False
+11812,440.70476190476194,1,504166.2476190477,22,22,1,9916,4085,Mid-term,English,NOTICE,BRANCH (PHONE),6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11813,0.0,0,439989.3333333334,16,16,2,11335,2408,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+11814,0.0,0,334115.6000000001,21,21,1,9523,2628,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11815,0.0,0,89718.61333333334,4,4,2,12400,2148,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+11816,0.0,0,33607.253333333334,16,16,0,8717,1017,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,False
+11817,0.0,0,482628.5714285715,15,15,1,8670,3232,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11818,0.0,0,405501.2571428572,16,16,1,9157,2879,Mid-term,English,NOTICE,WEB,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11819,131.6952380952381,1,156717.33333333334,14,14,1,14544,1870,Long-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11820,0.0,0,691796.04,15,15,1,2987,3742,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11821,0.0,0,97858.8,10,10,1,12749,3495,Mid-term,English,AUTO RENEW,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11822,0.0,0,1097672.576,13,13,2,11530,3445,Mid-term,English,AUTO RENEW,AUTO RENEW,500+,Premier,False,True,False,True,False,False,False,False,False,False,True
+11823,0.0,0,187146.96000000005,19,19,1,10725,2236,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11824,592.7,1,1692751.2000000002,21,21,2,9735,3354,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,True,False,False,False,False,True
+11825,0.0,0,526445.2,21,21,2,12688,3971,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+11826,0.0,0,42421.33333333334,8,8,1,10117,3098,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+11827,0.0,0,121509.14285714288,5,5,0,6217,1738,Short-term,Unknown,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+11828,0.0,0,697592.0,8,8,1,7170,4327,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11829,0.0,0,40245.12,3,3,2,13875,2946,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,True,False,False,False,True
+11830,0.0,0,1829809.8,21,21,1,5693,3976,Short-term,English,AUTO RENEW,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11831,441.6,1,1010822.4,21,21,1,9964,3187,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11832,0.0,0,1147182.4,21,21,1,2057,3077,Short-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11833,277.25333333333333,1,349339.19999999995,18,18,1,20723,2346,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11834,0.0,0,608842.2095238096,17,17,1,10848,3572,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11835,0.0,0,308104.4571428572,12,12,1,19979,2422,Long-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+11836,0.0,0,1556604.5485714287,18,18,1,15353,5424,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11837,1673.0,1,481824.0,18,18,1,9674,4352,Mid-term,English,AUTO RENEW,WEB,101-500,Standard,False,False,False,False,False,False,False,False,False,False,True
+11838,0.0,0,334652.1904761905,20,20,2,13784,2932,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+11839,0.0,0,288619.52,12,12,2,9582,2026,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+11840,0.0,0,466431.0,19,19,3,12824,2043,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,True,False,False,True,False,True,False,False
+11841,0.0,0,355438.2857142857,15,15,1,6326,2575,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11842,0.0,0,772317.0000000001,25,25,2,4083,3395,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11843,0.0,0,456271.2,21,21,1,8311,2162,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11844,0.0,0,667061.3333333335,16,16,1,13039,2782,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11845,357.12,1,521395.2,20,20,2,10100,2755,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,True,False,True
+11846,0.0,0,82638.4,15,15,1,17221,2011,Long-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11847,0.0,0,486780.0,19,19,1,11090,3549,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11848,0.0,0,615113.2000000001,15,15,1,6086,3154,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11849,0.0,0,764203.8857142858,18,18,1,15061,3852,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11850,0.0,0,1223942.4,18,18,1,4217,2860,Short-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11851,316.05333333333334,1,349238.93333333335,17,17,1,9674,2544,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11852,290.97142857142853,1,51210.97142857142,11,11,2,18713,2664,Long-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+11853,0.0,0,10411.916666666666,1,1,0,8455,3550,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+11854,0.0,0,78715.73333333332,5,5,2,10587,3445,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+11855,0.0,0,315863.6,23,23,1,5188,3089,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11856,130.43333333333334,1,39912.600000000006,17,17,1,15718,1954,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11857,0.0,0,481859.0476190476,16,16,1,15030,3151,Long-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11858,387.4476190476191,1,494383.1619047619,22,22,1,5825,3703,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11859,304.36,1,121744.0,16,16,1,9843,4042,Mid-term,Asian,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11860,810.3666666666668,1,399510.7666666667,17,17,1,10862,4245,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11861,0.0,0,555888.0,15,15,1,8882,2721,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11862,0.0,0,336060.0,21,21,1,11425,2456,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11863,0.0,0,127931.7857142857,5,5,0,7884,2737,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+11864,0.0,0,695552.0,8,8,1,10281,4039,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11865,0.0,0,3181696.0,16,16,2,4265,3965,Short-term,English,NOTICE,MAIL,500+,Premier,True,True,False,False,False,False,False,False,True,False,True
+11866,0.0,0,78881.6,14,14,1,13281,1888,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11867,0.0,0,221661.44,22,22,1,11820,2438,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11868,725.3333333333334,1,725333.3333333334,10,10,2,9431,2412,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,True,False,False,False,False,False,False,False,True
+11869,0.0,0,367120.00000000006,20,20,1,10390,2806,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,False,False,False,False,False,False,False,False,False,True
+11870,0.0,0,159105.6,15,15,1,12445,3943,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11871,762.6666666666666,1,2306304.0,21,21,1,9417,3929,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11872,0.0,0,780665.6000000001,20,20,1,7268,3372,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11873,223.9466666666667,1,173334.72000000003,9,9,1,15883,3219,Long-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+11874,0.0,0,287898.72000000003,21,21,2,13175,2923,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11875,0.0,0,410511.36,16,16,1,9582,2751,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11876,0.0,0,4212346.666666667,20,20,1,8747,3901,Mid-term,English,NOTICE,MAIL,101-500,Standard,False,True,False,False,False,False,False,False,False,False,True
+11877,0.0,0,156548.77714285717,23,23,2,9478,2432,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,False,False,True
+11878,0.0,0,302782.48000000004,19,19,1,8761,3398,Mid-term,English,NOTICE,WEB,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11879,0.0,0,684742.9333333332,13,13,1,6484,3446,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11880,524.5,1,1246212.0,18,18,4,4307,3074,Short-term,English,NOTICE,MAIL,51-100,Standard,False,True,True,True,True,False,False,False,False,False,True
+11881,433.92,1,195264.0,15,15,1,10512,3148,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11882,0.0,0,1407245.4933333332,23,23,2,8717,3761,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,True,True
+11883,0.0,0,314580.0000000001,18,18,1,7312,1763,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11884,0.0,0,221930.13333333333,19,19,1,10770,2014,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11885,0.0,0,1644578.0,25,25,1,8686,3537,Mid-term,Unknown,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+11886,0.0,0,6150409.999999999,25,25,1,11196,2974,Mid-term,English,NOTICE,MAIL,500+,Standard,False,True,False,False,False,False,False,False,False,False,True
+11887,1962.0,1,3472740.0,15,15,3,9978,2935,Mid-term,English,NOTICE,WEB,500+,Premier,False,False,False,False,False,True,True,False,False,False,True
+11888,0.0,0,120323.69999999998,3,3,0,9126,3240,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,False
+11889,0.0,0,78911.23066666668,19,19,1,8747,2648,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11890,0.0,0,135620.57142857145,6,6,2,11227,2154,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+11891,131.4352,1,93844.7328,21,21,2,15975,1789,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,True,False,False,False,False,False,False,True
+11892,0.0,0,180789.7371428572,3,3,1,10953,3406,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11893,0.0,0,987493.3333333336,20,20,2,3851,3587,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11894,509.3866666666667,1,474238.9866666668,19,19,1,9994,3534,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,True
+11895,0.0,0,440818.56000000006,21,21,2,12596,2534,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+11896,0.0,0,247904.0000000001,6,6,2,17132,3353,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,True,False,True
+11897,0.0,0,2052702.857142857,60,60,0,8670,3181,Mid-term,Unknown,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+11898,0.0,0,191390.08,12,12,1,12779,2593,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11899,304.1333333333333,1,100364.0,15,15,0,18944,2172,Long-term,English,NOTICE,MAIL,11-50,Standard,False,False,False,False,False,False,False,False,False,False,False
+11900,0.0,0,327875.58095238096,19,19,1,2160,2242,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11901,1429.6666666666667,1,223028.0,13,13,1,14337,6781,Long-term,English,NOTICE,PHONE,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11902,0.0,0,1277397.3333333335,20,20,1,5953,3846,Short-term,English,NOTICE,BRANCH (POS),51-100,Premier,True,True,False,False,False,False,False,False,False,False,True
+11903,0.0,0,115961.90476190476,10,10,1,6511,1965,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11904,186.9257142857143,1,59816.228571428575,20,20,2,16948,2043,Long-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,True,False,False,False,False,False,False,True
+11905,0.0,0,195896.064,13,13,2,8990,3605,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,True,False,False,False,False,False,False,True
+11906,0.0,0,88013.19333333331,17,17,0,8608,2521,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+11907,398.21333333333337,1,338481.3333333334,10,10,1,20143,2965,Long-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11908,0.0,0,68785.6,15,15,1,8851,2732,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11909,288.448,1,31729.279999999995,10,10,3,13753,2157,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,True,True,False,False,False,False,False,True
+11910,0.0,0,410727.408,19,19,1,4114,2953,Short-term,English,AUTO RENEW,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11911,1299.675,1,1193101.65,17,17,0,1693,2564,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Standard,False,True,False,False,False,False,False,False,False,False,False
+11912,0.0,0,360989.34857142856,18,18,1,8656,2833,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11913,0.0,0,1121549.0,15,15,0,6200,2826,Short-term,English,AUTO RENEW,WEB,11-50,Standard,True,True,False,False,False,False,False,False,False,False,False
+11914,295.0331428571429,1,72873.1862857143,19,19,2,14179,2282,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,False,False,True,False,False,False,False,False,False,True
+11915,170.93333333333337,1,228879.73333333337,13,13,1,16644,2151,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11916,0.0,0,769759.7142857143,15,15,1,9186,4070,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11917,0.0,0,603506.6266666667,19,19,2,13418,2051,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,True,True,False,False,False,False,False,False,True,False,True
+11918,0.0,0,918204.0,17,17,1,10587,2506,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11919,0.0,0,179050.80000000002,17,17,1,16887,2125,Long-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11920,0.0,0,218192.2,19,19,1,11469,2681,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11921,0.0,0,273124.2666666667,20,20,1,11639,2982,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11922,241.3008,1,202692.672,21,21,3,17952,2510,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,True,False,False,False,False,False,True,True
+11923,0.0,0,175970.40000000002,17,17,1,11957,2104,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11924,174.64761904761906,1,120506.85714285714,15,15,1,10008,2178,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11925,0.0,0,360479.1428571429,15,15,1,13022,3497,Mid-term,English,NOTICE,WEB,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+11926,0.0,0,474885.7142857143,15,15,1,8656,3195,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,True,False,False,False,False,False,False,False,False,True
+11927,420.0040000000001,1,264602.52,21,21,2,17725,4234,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+11928,0.0,0,348200.0,25,25,1,8990,3303,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11929,225.3828571428572,1,97365.3942857143,16,16,1,10025,2169,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11930,368.8285714285715,1,813267.0000000001,15,15,1,10100,2960,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11931,0.0,0,48280.96,12,12,2,11274,2511,Mid-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+11932,0.0,0,157936.80000000002,9,9,2,12688,2210,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,True,True
+11933,0.0,0,215793.60000000003,18,18,1,10923,3716,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11934,0.0,0,81627.61904761904,13,13,2,10878,2726,Mid-term,Asian,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+11935,0.0,0,535398.9333333333,20,20,1,9172,4066,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11936,664.4361904761906,1,315607.1904761906,5,5,4,9735,4589,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,True,False,True,True,True
+11937,0.0,0,482985.7760000001,19,19,1,13175,2889,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11938,0.0,0,822858.3999999999,14,14,3,10319,5555,Mid-term,Unknown,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,True,True
+11939,0.0,0,116292.0,18,18,2,10848,3572,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11940,362.5866666666666,1,50036.96,3,3,1,9827,2782,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11941,533.8666666666667,1,375842.13333333336,11,11,2,5001,3113,Short-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,True,False,True
+11942,0.0,0,356860.0266666667,19,19,1,13722,2628,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11943,0.0,0,539265.6000000001,27,27,3,8868,1743,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,True,False,False,False,False,True,False,True
+11944,0.0,0,706362.7200000001,21,21,1,8656,2261,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11945,0.0,0,966006.0,20,20,1,8608,3149,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11946,239.89333333333332,1,165046.61333333334,16,16,1,20388,3382,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11947,0.0,0,195936.048,11,11,1,12838,3339,Mid-term,English,NOTICE,BRANCH (POS),1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+11948,0.0,0,484480.0,25,25,1,3342,3406,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11949,0.0,0,235775.625,15,15,0,11669,2182,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,False
+11950,0.0,0,422414.06666666665,7,7,0,9478,3555,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,True,True,False,False,False,False,False,False,False,False,False
+11951,0.0,0,764090.9714285716,19,19,1,6742,3077,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11952,1657.4133333333334,1,4995443.786666667,22,22,5,10892,3537,Mid-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,True,True,True,False,True,False,True
+11953,0.0,0,1086264.0,12,12,1,8670,4359,Mid-term,English,NOTICE,MAIL,500+,Standard,False,False,False,False,False,False,False,False,False,False,True
+11954,0.0,0,193789.86666666667,10,10,1,8608,2232,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11955,0.0,0,925313.7066666668,16,16,1,9492,3239,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11956,0.0,0,133796.57142857145,6,6,1,8686,2702,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11957,287.06666666666666,1,145255.73333333334,23,23,1,9916,2102,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+11958,0.0,0,93529.6,16,16,1,1492,2921,Short-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+11959,0.0,0,56648.16000000002,18,18,1,11592,2716,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11960,478.4,1,636272.0,19,19,1,10147,3375,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11961,405.02857142857147,1,1285965.7142857143,25,25,1,9902,3829,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11962,224.83333333333337,1,44966.66666666668,20,20,1,17739,1847,Long-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+11963,0.0,0,1203333.3333333333,25,25,0,8656,3390,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+11964,0.0,0,519825.9733333334,22,22,1,3708,2256,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11965,1120.8,1,336240.0,15,15,1,10008,3221,Mid-term,English,NOTICE,MAIL,101-500,Premier,False,False,False,False,False,False,False,False,False,False,True
+11966,288.4761904761905,1,259628.57142857145,15,15,1,14408,2994,Long-term,European,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11967,0.0,0,366096.6400000001,20,20,1,12200,3501,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11968,0.0,0,139325.73333333334,19,19,2,11608,2149,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11969,0.0,0,524568.0000000001,22,22,2,4743,2554,Short-term,English,NOTICE,BRANCH (PHONE),51-100,Standard,False,True,True,False,False,False,False,False,False,False,True
+11970,349.3904761904762,1,719744.380952381,20,20,1,10100,3430,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11971,0.0,0,721655.6666666667,23,23,2,11714,2469,Mid-term,English,NOTICE,BRANCH (POS),51-100,Premier,False,True,False,False,False,False,False,False,True,False,True
+11972,137.39200000000002,1,319024.22400000005,18,18,2,15139,2099,Long-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,True,False,False,False,False,False,False,True
+11973,0.0,0,746782.7200000001,24,24,3,9157,2779,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,True,False,False,False,False,False,True,False,True
+11974,0.0,0,207116.8,24,24,1,10086,3135,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+11975,0.0,0,181285.86666666667,7,7,1,1033,2549,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+11976,549.64,1,900310.32,13,13,1,9827,3091,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11977,204.53333333333336,1,199420.00000000003,15,15,2,10192,2392,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,True,False,False,False,False,False,True
+11978,189.0476190476191,1,374314.28571428574,18,18,2,15671,2281,Long-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11979,0.0,0,364455.52,17,17,1,11043,3740,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+11980,0.0,0,578532.6213333333,19,19,1,9126,2892,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+11981,0.0,0,1096598.8,21,21,2,10848,3619,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+11982,172.38,1,232540.62,19,19,1,4588,2284,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11983,493.6571428571429,1,947821.7142857144,15,15,2,17259,4464,Long-term,English,NOTICE,MAIL,6-10,Premier,True,True,True,False,False,False,False,False,False,False,True
+11984,0.0,0,477834.0000000001,9,9,1,12473,2680,Mid-term,English,NOTICE,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11985,0.0,0,148929.6,20,20,1,1741,2584,Short-term,English,NOTICE,BRANCH (POS),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+11986,0.0,0,88525.8,3,3,0,8564,2757,Mid-term,English,NOTICE,BRANCH (POS),6-10,Premier,True,True,False,False,False,False,False,False,False,False,False
+11987,0.0,0,879465.6,18,18,1,9112,3064,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11988,209.4,1,456073.2,22,22,1,4513,3070,Short-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+11989,0.0,0,330067.92000000004,21,21,1,6028,1811,Short-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+11990,0.0,0,618254.9333333333,20,20,2,13448,3306,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,True,True
+11991,0.0,0,1794932.1866666668,22,22,1,9902,3142,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+11992,256.51666666666665,1,69259.5,10,10,1,10222,3027,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,False,True,True,False,False,False,False,False,False,False,False
+11993,0.0,0,393965.0,19,19,1,14361,3366,Long-term,English,NOTICE,MAIL,1-5,Standard,False,False,False,False,False,False,False,False,False,False,True
+11994,0.0,0,191018.6666666667,16,16,1,7723,3982,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+11995,100.66666666666669,1,204756.0,18,18,1,16675,1957,Long-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+11996,0.0,0,1520134.4,23,23,1,6956,3868,Mid-term,English,NOTICE,MAIL,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+11997,0.0,0,166602.24,21,21,1,8656,4311,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+11998,0.0,0,102144.38000000002,1,1,1,13189,2776,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+11999,0.0,0,673860.9,23,23,0,11865,2893,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+12000,0.0,0,152826.5142857143,15,15,1,7158,2682,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12001,196.7809523809524,1,359518.8,21,21,1,3339,2337,Short-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12002,0.0,0,817310.4000000001,21,21,1,11415,3194,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12003,0.0,0,40320.0,20,20,1,13175,2130,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12004,0.0,0,290225.17333333334,22,22,1,11592,3524,Mid-term,Unknown,AUTO RENEW,PHONE,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12005,0.0,0,1051984.6857142858,22,22,2,8670,3340,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,True,False,False,False,True
+12006,0.0,0,78809.52380952383,5,5,1,9309,2056,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12007,0.0,0,187992.8571428572,25,25,1,13039,2124,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12008,0.0,0,206249.52380952385,5,5,1,8656,3053,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12009,0.0,0,544785.3714285714,22,22,1,9537,3261,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12010,0.0,0,389217.5238095239,20,20,1,2608,2267,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12011,1281.2583333333334,1,234470.275,3,3,6,10420,2541,Mid-term,English,AUTO RENEW,WEB,101-500,Premier,False,True,False,False,False,True,True,True,True,True,True
+12012,0.0,0,160184.64,22,22,1,13892,2621,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12013,0.0,0,1536088.3200000003,12,12,1,2499,2650,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+12014,0.0,0,267664.32000000007,18,18,1,12125,1999,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+12015,591.7333333333335,1,840261.3333333336,20,20,1,15412,3955,Long-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12016,0.0,0,458699.3493333333,17,17,1,17452,2970,Long-term,English,AUTO RENEW,AUTO RENEW,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12017,0.0,0,544302.72,18,18,2,9356,3572,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+12018,0.0,0,1083567.3333333333,13,13,2,2326,3365,Short-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,False,False,True
+12019,0.0,0,124396.11428571428,9,9,1,11592,2265,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12020,0.0,0,616512.0,25,25,2,11074,2545,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+12021,0.0,0,677577.3333333334,13,13,0,7338,2251,Mid-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+12022,0.0,0,207591.4285714286,15,15,1,12718,3978,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12023,0.0,0,3002858.0380952386,61,61,1,10404,3464,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+12024,0.0,0,409697.28,18,18,1,8441,3354,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12025,0.0,0,358176.00000000006,18,18,1,12278,1945,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+12026,583.04,1,1013323.52,22,22,2,10298,3911,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,True,False,True
+12027,0.0,0,82692.85714285714,17,17,1,15518,3250,Long-term,Unknown,NOTICE,MAIL,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+12028,0.0,0,273231.36000000004,18,18,1,14118,2243,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12029,0.0,0,424936.40000000014,21,21,1,2369,3130,Short-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+12030,0.0,0,1055654.7666666666,23,23,1,11074,2361,Mid-term,English,NOTICE,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+12031,0.0,0,1130338.8958333333,19,19,0,6998,3233,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,False
+12032,0.0,0,147195.7142857143,19,19,1,8594,2015,Mid-term,European,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12033,0.0,0,497822.28571428574,22,22,1,12261,2790,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12034,0.0,0,292149.2,21,21,1,10239,2309,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12035,0.0,0,582020.48,12,12,1,14043,3813,Mid-term,English,NOTICE,MAIL,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+12036,0.0,0,580847.0857142857,24,24,1,13312,2715,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12037,0.0,0,219528.53333333333,19,19,1,6526,1573,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12038,0.0,0,341206.1714285715,12,12,1,10373,3338,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12039,0.0,0,164339.68000000002,17,17,1,3741,2523,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+12040,618.2916666666666,1,779047.4999999999,10,10,0,4847,2952,Short-term,English,NOTICE,MAIL,51-100,Premier,True,True,False,False,False,False,False,False,False,False,False
+12041,193.33333333333337,1,117546.66666666669,16,16,3,9674,2312,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,True,False,False,False,False,False,True,False,True
+12042,0.0,0,294335.3333333333,19,19,1,4383,2596,Short-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12043,512.4,1,15884.4,1,1,0,8625,3025,Mid-term,English,NOTICE,BRANCH (PHONE),11-50,Premier,False,True,False,False,False,False,False,False,False,False,False
+12044,178.55238095238096,1,202478.4,18,18,1,9551,2206,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12045,0.0,0,1619380.4,21,21,2,8352,5817,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,True,False,False,False,False,False,False,False,True
+12046,0.0,0,640497.9428571428,18,18,1,8455,3034,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12047,0.0,0,439112.2666666666,17,17,1,10647,2961,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+12048,226.57142857142856,1,76128.0,16,16,2,10208,2550,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,True,True
+12049,0.0,0,870517.648,21,21,1,2423,2371,Short-term,English,AUTO RENEW,AUTO RENEW,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12050,0.0,0,255914.16666666663,10,10,0,9248,3133,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,False
+12051,0.0,0,22658.285714285717,4,4,1,11377,1809,Mid-term,Unknown,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12052,0.0,0,214214.2857142857,25,25,1,9186,2973,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12053,0.0,0,731502.7200000002,21,21,2,8257,2260,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,True,True,False,True,False,False,False,False,False,False,True
+12054,0.0,0,641422.4,21,21,1,13342,3472,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12055,0.0,0,2173492.966666667,19,19,1,2112,3412,Short-term,English,AUTO RENEW,WEB,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+12056,0.0,0,825820.16,16,16,2,8761,3057,Mid-term,Unknown,NOTICE,PHONE,11-50,Standard,False,True,True,False,False,False,False,False,False,False,True
+12057,0.0,0,1162746.5142857144,22,22,1,8778,3557,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12058,0.0,0,84339.84000000001,18,18,1,1654,2771,Short-term,English,AUTO RENEW,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12059,0.0,0,37913.333333333336,20,20,1,9523,2691,Mid-term,English,NOTICE,MAIL,1-5,Standard,True,False,False,False,False,False,False,False,False,False,True
+12060,0.0,0,176772.96000000002,19,19,2,8382,2758,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+12061,0.0,0,276781.12,22,22,2,11804,2460,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,True,False,False,False,False,False,False,False,True
+12062,0.0,0,13745.257142857145,1,1,1,10512,2072,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12063,0.0,0,863430.3999999998,12,12,1,5595,3557,Short-term,English,NOTICE,MAIL,11-50,Standard,True,True,False,False,False,False,False,False,False,False,True
+12064,0.0,0,264899.8095238095,19,19,1,9339,2649,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12065,0.0,0,69631.04000000001,6,6,1,9309,2532,Mid-term,English,NOTICE,MAIL,11-50,Standard,True,False,False,False,False,False,False,False,False,False,True
+12066,0.0,0,330770.89523809525,8,8,2,2995,3260,Short-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+12067,94.15238095238097,1,166649.7142857143,15,15,1,10239,1601,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12068,0.0,0,435526.4,20,20,1,9248,3112,Mid-term,English,NOTICE,WEB,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+12069,343.76,1,611892.7999999999,20,20,1,9660,2686,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12070,260.8914285714286,1,827547.6114285715,26,26,2,10117,2365,Mid-term,English,AUTO RENEW,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+12071,0.0,0,626787.2000000001,13,13,1,9309,3458,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+12072,0.0,0,2019303.0,27,27,1,8717,3282,Mid-term,English,AUTO RENEW,AUTO RENEW,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+12073,0.0,0,403716.0,7,7,0,8912,3358,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+12074,0.0,0,203224.32,9,9,3,9582,2602,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,True,False,True,False,True
+12075,0.0,0,1114478.2628571428,22,22,1,10862,2866,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12076,0.0,0,446446.6285714286,18,18,1,8493,2946,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12077,510.21904761904767,1,510219.0476190477,25,25,1,2049,3739,Short-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12078,0.0,0,1042117.7142857144,18,18,1,11377,3848,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12079,206.6266666666667,1,132241.06666666668,20,20,1,9674,3042,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,False,False,False,False,False,False,False,False,False,True
+12080,476.3136,1,876417.024,23,23,3,9964,3829,Mid-term,English,NOTICE,BRANCH (POS),11-50,Premier,False,True,False,True,False,False,False,False,True,False,True
+12081,0.0,0,1066851.1333333333,11,11,1,8792,4673,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,False,False,False,False,False,False,False,False,False,True
+12082,0.0,0,718001.2000000001,21,21,1,8517,2571,Mid-term,English,NOTICE,PHONE,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12083,452.35666666666674,1,312126.10000000003,23,23,1,6025,2351,Short-term,English,AUTO RENEW,AUTO RENEW,51-100,Premier,False,False,False,False,False,False,False,False,False,False,True
+12084,0.0,0,1722448.0,15,15,1,9065,3510,Mid-term,English,NOTICE,PHONE,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+12085,0.0,0,433698.5142857143,12,12,1,8761,3347,Mid-term,English,NOTICE,WEB,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12086,0.0,0,1233722.186666667,17,17,1,12018,3934,Mid-term,English,AUTO RENEW,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12087,0.0,0,427185.3600000001,19,19,1,8778,2753,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12088,0.0,0,557387.7333333333,16,16,1,10725,3386,Mid-term,English,NOTICE,MAIL,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12089,0.0,0,1218198.2400000002,18,18,1,9857,3838,Mid-term,English,NOTICE,PHONE,11-50,Premier,False,False,False,False,False,False,False,False,False,False,True
+12090,0.0,0,196268.80000000005,16,16,1,8700,3227,Mid-term,English,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12091,0.0,0,890993.6,20,20,1,8348,3813,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12092,0.0,0,317880.64,19,19,1,11714,3522,Mid-term,English,NOTICE,MAIL,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12093,0.0,0,701541.7066666668,23,23,1,8820,4172,Mid-term,Asian,AUTO RENEW,AUTO RENEW,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12094,0.0,0,53644.26666666668,7,7,1,12370,2888,Mid-term,English,NOTICE,MAIL,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+12095,0.0,0,996710.0,17,17,1,1893,2773,Short-term,English,AUTO RENEW,AUTO RENEW,101-500,Premier,False,True,False,False,False,False,False,False,False,False,True
+12096,0.0,0,107988.90666666668,14,14,1,8670,3005,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12097,0.0,0,544025.7333333334,19,19,2,9827,3181,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,True,False,True
+12098,0.0,0,516248.3733333334,14,14,2,7985,4205,Mid-term,English,AUTO RENEW,WEB,6-10,Premier,False,True,False,False,False,False,False,False,True,False,True
+12099,0.0,0,110280.0,15,15,1,8533,2432,Mid-term,English,NOTICE,MAIL,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+12100,0.0,0,236285.44,8,8,2,9309,4213,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,False,False,True,False,True
+12101,376.25714285714287,1,240804.57142857145,20,20,1,10312,3001,Mid-term,English,AUTO RENEW,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12102,0.0,0,176446.4,14,14,1,1764,3242,Short-term,Asian,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12103,0.0,0,1314586.6240000003,24,24,1,3551,2611,Short-term,English,AUTO RENEW,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+12104,0.0,0,765947.5199999999,12,12,1,9537,3719,Mid-term,English,AUTO RENEW,BRANCH (PHONE),6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+12105,0.0,0,36905.00000000001,5,5,1,4447,3216,Short-term,English,NOTICE,PHONE,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12106,0.0,0,63510.0,7,7,1,9537,3169,Mid-term,Unknown,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12107,0.0,0,647616.9142857143,23,23,1,8455,2389,Mid-term,Unknown,NOTICE,PHONE,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12108,0.0,0,441686.66666666674,11,11,3,8959,5037,Mid-term,English,NOTICE,WEB,51-100,Premier,False,True,True,False,False,False,False,False,True,False,True
+12109,0.0,0,297648.0,15,15,1,8686,2619,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,False,False,False,False,False,False,False,False,False,True
+12110,0.0,0,495099.42857142864,15,15,1,8670,2822,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12111,0.0,0,46211.30952380953,1,1,0,9172,3046,Mid-term,English,NOTICE,PHONE,6-10,Premier,False,True,False,False,False,False,False,False,False,False,False
+12112,0.0,0,325074.28571428574,6,6,1,8472,3913,Mid-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12113,0.0,0,1066865.1933333334,14,14,1,8717,2817,Mid-term,English,AUTO RENEW,PHONE,51-100,Standard,True,False,False,False,False,False,False,False,False,False,True
+12114,0.0,0,451034.24,24,24,1,8912,2742,Mid-term,English,NOTICE,WEB,11-50,Premier,False,True,False,False,False,False,False,False,False,False,True
+12115,0.0,0,27764.876190476185,2,2,1,8413,1892,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12116,0.0,0,317088.0,16,16,0,5640,2329,Short-term,English,NOTICE,MAIL,6-10,Standard,False,True,False,False,False,False,False,False,False,False,False
+12117,0.0,0,344680.00000000006,15,15,1,8761,3279,Mid-term,English,NOTICE,WEB,6-10,Standard,False,True,False,False,False,False,False,False,False,False,True
+12118,0.0,0,307287.0857142857,9,9,1,8778,2712,Mid-term,English,NOTICE,MAIL,6-10,Standard,True,False,False,False,False,False,False,False,False,False,True
+12119,0.0,0,345842.6666666666,20,20,1,8594,2263,Mid-term,English,NOTICE,MAIL,51-100,Standard,False,True,False,False,False,False,False,False,False,False,True
+12120,0.0,0,82298.66666666667,14,14,1,8326,3033,Mid-term,English,NOTICE,AUTO RENEW,6-10,Premier,False,False,False,False,False,False,False,False,False,False,True
+12121,0.0,0,225702.4,15,15,1,16241,3333,Long-term,English,NOTICE,WEB,1-5,Premier,False,True,False,False,False,False,False,False,False,False,True
+12122,0.0,0,900848.0,13,13,1,9082,2089,Mid-term,English,NOTICE,MAIL,101-500,Premier,True,False,False,False,False,False,False,False,False,False,True
+12123,0.0,0,1121001.904761905,25,25,1,8578,3238,Mid-term,English,NOTICE,MAIL,6-10,Premier,False,True,False,False,False,False,False,False,False,False,True
+12124,0.0,0,556330.6666666667,20,20,1,1787,3665,Short-term,English,AUTO RENEW,PHONE,1-5,Standard,False,True,False,False,False,False,False,False,False,False,True
+12125,0.0,0,154100.80000000002,16,16,1,5258,2805,Short-term,English,NOTICE,BRANCH (POS),1-5,Premier,True,False,False,False,False,False,False,False,False,False,True
+12126,0.0,0,937681.9200000002,24,24,1,5465,3558,Short-term,English,NOTICE,PHONE,11-50,Standard,False,True,False,False,False,False,False,False,False,False,True
+12127,0.0,0,32328.4,6,6,1,8778,2624,Mid-term,English,AUTO RENEW,WEB,51-100,Premier,False,True,False,False,False,False,False,False,False,False,True
+12128,0.0,0,920240.5333333332,26,26,0,8717,3515,Mid-term,Unknown,NOTICE,MAIL,1-5,Premier,True,False,False,False,False,False,False,False,False,False,False
+12129,0.0,0,71762.88,21,21,2,8608,2384,Mid-term,English,NOTICE,WEB,1-5,Standard,False,True,False,False,False,False,False,False,True,False,True
+12130,0.0,0,265963.0628571429,18,18,1,10725,2107,Mid-term,English,AUTO RENEW,AUTO RENEW,6-10,Premier,True,True,False,False,False,False,False,False,False,False,True
+12131,0.0,0,702149.0666666667,20,20,2,8503,3440,Mid-term,English,NOTICE,MAIL,1-5,Premier,False,True,False,False,False,False,True,False,False,False,True
diff --git a/Real Dataset Problems/Marketing_data_analysis/Cleaned_campaign_sale.csv b/Real Dataset Problems/Marketing_data_analysis/Cleaned_campaign_sale.csv
new file mode 100644
index 0000000..a6a960d
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/Cleaned_campaign_sale.csv	
@@ -0,0 +1,12133 @@
+,Customer Number,Campaign Period Sales,Historical Sales Volume,Date of First Purchase,Number of Prior Year Transactions,Do Not Direct Mail Solicit,Do Not Email,Do Not Telemarket,Repurchase Method,Last Transaction Channel,Desk,Executive Chair,Standard Chair,Monitor,Printer,Computer,Insurance,Toner,Office Supplies,Number of Employees,Language,Service Level,Date of Last Transaction,Number of Transactions,Email Available,Buy,Customer_engagement_days,Days_since_last_transaction,Customer_engagement_length,Language_group
+0,86734,238.70476190476194,146803.42857142858,1968-10-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-05,15,True,1,19170,2242,Long-term,English
+1,97098,281.68,439984.16,1981-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-02,22,True,1,14530,2368,Long-term,English
+2,100836,432.8571428571429,970465.7142857144,1962-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-17,19,True,1,21331,4028,Long-term,English
+3,116390,0.0,230193.59999999998,1983-06-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-14,17,True,0,13814,2417,Mid-term,English
+5,148529,308.41904761904766,182584.07619047622,1979-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-08-24,16,False,1,15292,3137,Long-term,English
+6,163829,0.0,151252.5,1986-11-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2013-04-25,6,True,0,12551,2893,Mid-term,English
+7,164322,0.0,1377761.0000000002,1985-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-08-17,21,False,0,12991,2779,Mid-term,Unknown
+9,170336,223.44000000000003,277512.48000000004,1982-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-08,18,False,1,14149,3214,Mid-term,English
+10,182528,0.0,221457.14285714287,1983-12-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-20,15,True,0,13631,2077,Mid-term,English
+11,186013,124.75999999999999,199366.48,1980-09-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-15,17,True,1,14817,2204,Long-term,English
+12,191440,0.0,332935.2693333333,1987-12-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-05-15,22,False,0,12170,2143,Mid-term,English
+13,196723,0.0,184006.28571428574,1987-03-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-13,15,False,0,12445,2114,Mid-term,English
+15,212131,110.33333333333336,148950.00000000003,1971-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-08-10,10,True,1,18167,2056,Long-term,English
+16,217573,0.0,255984.48000000004,2016-06-14,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-02,23,True,0,1747,3037,Short-term,English
+17,234724,141.712,637704.0,1975-02-15,30,False,True,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-23,30,False,1,16842,2135,Long-term,English
+18,240009,0.0,792136.7999999999,1990-12-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-03-07,21,True,0,11074,2577,Mid-term,English
+19,246714,507.3142857142857,192779.42857142858,1973-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-09-29,19,True,1,17544,4562,Long-term,English
+20,251966,0.0,363121.00000000006,1985-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-02,15,False,0,12916,2975,Mid-term,English
+21,255302,0.0,501692.4,2013-08-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-29,22,False,0,2781,3193,Short-term,English
+22,260882,0.0,117955.20000000003,1980-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-08-11,18,True,0,15016,1689,Long-term,English
+23,268173,0.0,127709.86666666668,1991-04-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-22,8,True,0,10953,3261,Mid-term,English
+24,274058,0.0,452872.3466666666,1989-09-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-09-30,11,True,0,11530,3466,Mid-term,English
+25,275416,178.47619047619048,517224.0,1971-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-13,21,True,1,18214,2206,Long-term,English
+26,284729,0.0,350056.00000000006,1991-05-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2004-10-12,15,True,0,10909,6010,Mid-term,English
+27,285962,0.0,29864.761904761905,1984-07-15,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-11-02,4,True,0,13404,3067,Mid-term,English
+28,290624,0.0,390473.14285714284,1989-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-18,15,False,0,11439,2870,Mid-term,English
+30,299477,304.08000000000004,485007.6000000001,1972-12-15,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-03-05,11,True,1,17634,4040,Long-term,English
+31,301458,323.3706666666667,548113.28,2014-12-18,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-19,15,False,1,2291,2200,Short-term,English
+32,315239,211.25866666666667,71827.94666666667,1959-06-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-22,17,True,1,22580,2590,Long-term,English
+33,316370,0.0,112012.5,1988-09-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-08-28,3,True,0,11881,2403,Mid-term,English
+34,322630,0.0,178257.19999999998,1992-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-07,10,True,0,10434,2363,Mid-term,English
+35,323468,201.6952380952381,298508.95238095237,1970-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-28,20,False,1,18365,2372,Long-term,English
+36,330469,0.0,948106.9714285715,1992-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,6-10,English,Premier,2012-10-29,22,False,0,10557,3071,Mid-term,English
+37,331032,0.0,953837.7333333336,1990-11-01,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-08,14,True,0,11104,3884,Mid-term,English
+38,332697,131.86666666666665,346545.5999999999,1967-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-02,18,True,1,19566,2276,Long-term,English
+39,342310,0.0,105257.59999999999,1990-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-06-06,16,True,0,11304,2851,Mid-term,Unknown
+41,356828,0.0,71875.04761904762,1991-03-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-15,4,True,0,10984,3268,Mid-term,English
+42,357850,0.0,34663.571428571435,1990-07-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-07-07,1,True,0,11227,2455,Mid-term,Unknown
+43,363119,0.0,312152.99047619046,1986-09-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-30,19,False,0,12612,2766,Mid-term,English
+44,363574,0.0,173610.80000000002,1988-03-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2003-12-15,15,True,0,12065,6312,Mid-term,English
+45,367083,0.0,334889.2,1973-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Hindi,Standard,2015-03-08,15,True,0,17360,2211,Long-term,Asian
+50,390302,1299.25,3383247.0,1994-04-01,21,False,False,False,NOTICE,WEB,Y,Y,Y,Y,Y,Y,Y,N,N,101-500,English,Standard,2012-11-14,21,True,1,9857,3055,Mid-term,English
+51,398067,0.0,922924.7999999999,1988-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Premier,2010-12-31,15,True,0,12079,3739,Mid-term,English
+52,399932,448.0533333333334,138448.48000000004,2001-04-09,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2006-02-21,3,True,1,7292,5513,Mid-term,English
+53,400461,283.1190476190476,143824.47619047618,1993-11-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-04-03,4,False,1,10008,2550,Mid-term,English
+55,402456,0.0,1118455.0,1983-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,51-100,English,Standard,2012-04-08,15,True,0,13722,3275,Mid-term,English
+56,404852,125.77066666666667,168910.00533333333,1975-12-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2015-12-27,17,True,1,16539,1917,Long-term,Unknown
+57,407095,195.59428571428575,404880.17142857146,1994-05-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-30,15,True,1,9813,2005,Mid-term,English
+58,408612,0.0,70817.24,1983-11-01,30,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-15,30,True,0,13661,2020,Mid-term,English
+60,420762,357.65714285714284,572966.7428571428,1994-07-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-06,18,True,1,9752,3490,Mid-term,English
+61,427079,0.0,173556.24000000005,1989-12-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-09-06,18,True,0,11425,1298,Mid-term,English
+62,435680,179.58095238095237,20831.390476190474,1994-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-06,4,True,1,9902,2213,Mid-term,English
+63,456530,375.81142857142856,876016.44,1994-08-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-10,21,True,1,9735,2998,Mid-term,English
+65,457645,170.47619047619048,26253.333333333336,1970-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-10,14,False,1,18532,2148,Long-term,English
+66,463477,0.0,1520057.7600000002,1978-08-15,30,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-11-27,30,True,0,15565,2677,Long-term,English
+67,465038,0.0,344148.48,1977-08-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-23,18,True,0,15930,2286,Long-term,English
+68,469927,0.0,289807.54285714286,1983-07-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-17,12,True,0,13770,2445,Mid-term,English
+69,473854,409.76000000000005,86049.6,1975-04-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-15,21,False,1,16783,3024,Long-term,English
+70,475838,0.0,24411.333333333336,1989-05-01,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2016-09-28,5,True,0,11653,1641,Mid-term,Unknown
+71,479595,0.0,95870.0,1995-06-01,6,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-02-12,6,True,0,9431,2235,Mid-term,English
+72,481829,0.0,130069.33333333334,1987-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-16,20,True,0,12323,2719,Mid-term,English
+73,483018,0.0,459523.67999999993,1986-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-19,18,True,0,12674,2624,Mid-term,English
+74,488200,621.8000000000001,790929.6000000001,1974-07-01,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-03-19,24,False,1,17071,2200,Long-term,English
+75,489757,0.0,142550.81904761904,2013-08-30,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-22,13,True,0,2766,2409,Short-term,English
+77,500723,0.0,231278.40000000002,1990-05-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-11,9,False,0,11288,3119,Mid-term,English
+78,501379,0.0,238402.56,1991-01-01,17,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-18,17,True,0,11043,2048,Mid-term,English
+79,502922,159.904,240495.61599999998,1992-01-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-12-18,16,True,1,10678,2291,Mid-term,English
+80,505260,321.5333333333333,360760.39999999997,1992-09-01,11,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-26,11,True,1,10434,2193,Mid-term,English
+82,508609,0.0,291845.5466666667,1992-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-22,22,True,0,10647,2470,Mid-term,English
+83,513593,689.4666666666667,2275240.0,2016-08-16,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-11-01,22,True,1,1684,2338,Short-term,English
+84,515003,180.9142857142857,290367.4285714286,1972-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-24,15,True,1,17634,2223,Long-term,English
+85,515885,0.0,486963.3600000001,1982-10-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-08-27,18,True,0,14057,3865,Mid-term,English
+86,517569,0.0,1561308.4031999998,1991-10-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2009-04-17,21,True,0,10756,4362,Mid-term,English
+87,522869,211.13333333333333,452247.6,1983-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,1-5,English,Premier,2012-10-12,17,True,1,13722,3088,Mid-term,English
+88,525403,327.23809523809524,36650.666666666664,2007-06-29,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,N,6-10,English,Premier,2013-07-24,8,True,1,5020,2803,Short-term,English
+90,530705,261.92380952380955,766389.0666666668,1993-11-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-07-23,22,True,1,9994,2804,Mid-term,English
+91,533054,0.0,1203408.0,1985-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-15,20,True,0,13175,3451,Mid-term,English
+93,538234,0.0,244613.6,1990-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-25,19,True,0,11288,2314,Mid-term,English
+94,544783,643.4566666666667,1415604.6666666667,1994-02-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-02-24,20,True,1,9902,2953,Mid-term,English
+95,547834,0.0,542792.0,1991-04-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2013-05-12,8,True,0,10953,2876,Mid-term,Unknown
+96,547914,235.8666666666667,96233.60000000002,1981-04-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-26,17,True,1,14605,2617,Long-term,English
+97,548844,0.0,2683729.4166666665,1991-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-10-11,19,False,0,10786,3089,Mid-term,English
+98,552441,0.0,483258.5142857143,1995-12-15,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-25,8,True,0,9234,4110,Mid-term,English
+99,554226,0.0,409633.71428571426,1983-07-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-30,18,False,0,13770,2067,Mid-term,English
+100,554977,0.0,1760491.2000000002,1985-03-01,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-01-29,24,False,0,13175,2614,Mid-term,English
+101,559402,0.0,141313.2190476191,1996-02-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-13,5,True,0,9172,3361,Mid-term,English
+103,577927,297.67619047619047,253322.4380952381,1980-12-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-09,23,False,1,14712,3060,Long-term,English
+104,580760,0.0,106833.28000000001,1990-11-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-19,6,True,0,11104,3234,Mid-term,English
+105,580809,0.0,101160.2176,1997-03-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-01,8,False,0,8778,2856,Mid-term,English
+106,583531,188.11428571428573,485334.8571428572,1975-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-03,20,True,1,16661,2275,Long-term,English
+107,588242,0.0,1223666.8800000001,1996-02-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-27,19,False,0,9172,3561,Mid-term,English
+108,590600,0.0,817190.8800000001,1996-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Italian,Standard,2012-11-06,22,True,0,9065,3063,Mid-term,European
+109,591403,0.0,563805.1466666667,1979-11-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-09-04,22,True,0,15108,2761,Long-term,English
+110,596674,0.0,3305316.8000000003,1992-10-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-01-23,12,False,0,10404,2985,Mid-term,English
+111,598464,0.0,544643.7333333334,1992-02-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-08,20,True,0,10647,3122,Mid-term,English
+112,599293,265.81666666666666,50505.166666666664,1989-01-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-09-26,5,False,1,11773,3104,Mid-term,Unknown
+113,600098,0.0,253409.93333333335,1988-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-07,22,False,0,11957,3701,Mid-term,English
+114,600423,0.0,493349.60000000003,2007-07-10,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-10-17,24,True,0,5009,2718,Short-term,English
+115,610062,218.14000000000001,317611.84,1993-08-01,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-30,14,True,1,10100,2644,Mid-term,English
+116,610331,0.0,230601.6,1989-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-13,20,True,0,11578,2084,Mid-term,English
+117,613173,0.0,182160.0,1991-08-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-14,12,False,0,10831,2904,Mid-term,English
+119,617710,0.0,477741.3333333334,1996-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-19,20,False,0,9217,2808,Mid-term,English
+120,618112,272.5714285714286,372060.00000000006,2000-09-29,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-08,13,False,1,7484,2880,Mid-term,English
+122,626325,0.0,62081.36,1986-02-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-15,22,True,0,12824,2447,Mid-term,English
+124,652288,0.0,246031.9085714286,2005-06-09,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-03-08,20,True,0,5770,2211,Short-term,English
+125,655178,0.0,64707.41333333332,1953-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-11,13,True,0,24877,3608,Long-term,English
+126,657664,341.56571428571436,145848.56000000003,2004-08-19,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-18,7,True,1,6064,2809,Short-term,English
+127,659887,256.15238095238095,369884.0380952381,1972-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-09-03,19,True,1,17892,2762,Long-term,English
+128,660147,0.0,236688.47999999998,1987-12-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-10-10,14,False,0,12156,1995,Mid-term,English
+129,660762,0.0,186198.48000000004,1990-12-01,9,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-25,9,True,0,11074,3928,Mid-term,English
+130,664473,372.70133333333337,798326.256,1970-04-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-06,21,True,1,18609,2394,Long-term,English
+131,678958,0.0,915618.3771428573,2014-06-29,20,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-13,20,True,0,2463,3117,Short-term,English
+132,681237,0.0,442626.80000000005,2010-12-03,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-30,15,True,0,3767,2888,Short-term,English
+133,684628,0.0,708728.0571428572,1993-10-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-16,17,True,0,10039,3480,Mid-term,English
+134,685272,0.0,766021.9542857143,1990-08-01,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-10,13,True,0,11196,3151,Mid-term,English
+135,686055,0.0,2301309.2666666666,1988-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2008-11-04,17,False,0,12065,4526,Mid-term,English
+138,688068,580.6666666666666,1097460.0,1980-12-25,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-09,21,True,1,14702,3213,Long-term,English
+139,688257,0.0,878075.5000000001,1989-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-08,17,True,0,11592,3153,Mid-term,English
+141,696336,0.0,30805.866666666665,2004-05-17,2,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-10-10,2,True,0,6158,2360,Short-term,English
+142,697971,0.0,800891.0,2011-04-06,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-02-14,13,True,0,3643,3329,Short-term,English
+143,698519,177.1619047619048,66967.20000000001,1975-05-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-23,18,True,1,16753,2196,Long-term,English
+145,703589,0.0,106229.76,2010-05-28,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2011-07-17,8,True,0,3956,3541,Short-term,Unknown
+146,703988,427.02400000000006,1067560.0000000002,1994-04-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-30,20,True,1,9843,2888,Mid-term,English
+147,705377,0.0,819910.0,1986-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-13,21,True,0,12869,4001,Mid-term,English
+148,709218,0.0,616314.3999999999,1992-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-15,19,False,0,10647,2204,Mid-term,English
+149,710564,0.0,67689.6,2009-12-16,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-08,22,True,0,4119,2239,Short-term,English
+151,717672,567.5619047619048,237240.8761904762,1963-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2007-07-25,19,True,1,21027,4994,Long-term,English
+152,719924,0.0,504252.84,1997-06-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-16,21,True,0,8700,2476,Mid-term,English
+153,721584,0.0,1535940.0,1996-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-02-17,20,True,0,9172,4421,Mid-term,English
+155,730662,0.0,260560.45714285717,1995-10-15,48,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2015-06-22,48,True,0,9295,2105,Mid-term,Unknown
+156,734869,0.0,38773.799999999996,1996-06-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-25,9,True,0,9065,3867,Mid-term,English
+157,735844,245.5809523809524,459236.380952381,1974-07-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-18,22,True,1,17071,2686,Long-term,English
+158,738742,0.0,174068.88,1986-03-15,19,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-07,19,True,0,12796,2516,Mid-term,English
+159,739010,262.9066666666667,671989.4400000001,1967-04-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-06,18,True,1,19719,2272,Long-term,English
+161,743696,458.0533333333334,453472.80000000005,2000-02-28,10,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-12,10,True,1,7698,3271,Mid-term,English
+162,744638,0.0,414938.02666666673,1989-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-04-27,16,True,0,11439,2526,Mid-term,English
+163,746308,0.0,3460576.0000000005,1988-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2014-07-29,16,True,0,11804,2433,Mid-term,English
+165,748991,211.85333333333335,97452.53333333334,1993-10-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,French,Premier,2012-10-05,23,True,1,10039,3095,Mid-term,European
+166,750434,222.83809523809524,110527.69523809524,1978-03-15,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-30,8,True,1,15718,2523,Long-term,English
+167,756096,0.0,154861.7142857143,1990-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-14,24,False,0,11227,2083,Mid-term,English
+168,757896,293.2380952380953,780013.3333333335,1980-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-11,19,False,1,14879,3028,Long-term,English
+169,760494,0.0,352685.2380952381,1979-01-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-06-01,19,True,0,15412,2491,Long-term,English
+171,761301,0.0,245443.0476190476,1983-12-25,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-05,20,False,0,13607,3675,Mid-term,English
+172,762809,0.0,242945.2190476191,1990-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-04,19,True,0,11335,2274,Mid-term,English
+173,762947,224.70476190476194,235940.00000000006,1975-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-04-16,21,False,1,16583,2537,Long-term,English
+175,768699,121.37333333333333,44665.386666666665,1994-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2015-04-19,16,True,1,9916,2169,Mid-term,English
+176,769346,0.0,474733.3333333333,1991-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-17,20,True,0,10848,2871,Mid-term,English
+180,781872,0.0,371146.00000000006,1988-07-15,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-18,19,True,0,11943,2260,Mid-term,English
+183,784904,0.0,1978414.9047619049,1992-01-15,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-07,25,True,0,10664,3854,Mid-term,English
+184,786675,0.0,2204782.4000000004,1997-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2003-04-30,15,False,0,8792,6541,Mid-term,English
+186,794385,0.0,528256.64,2015-09-08,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-03-26,23,False,0,2027,4384,Short-term,English
+187,794603,0.0,178047.6,1983-06-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-20,23,True,0,13800,3568,Mid-term,English
+188,797371,334.53333333333336,194029.33333333334,1982-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-13,20,True,1,14057,2296,Mid-term,English
+189,797495,402.1333333333333,674377.6,1993-11-15,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-23,13,True,1,9994,3808,Mid-term,English
+190,797518,247.33333333333331,648013.3333333333,1983-03-15,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2013-11-05,20,True,1,13892,2699,Mid-term,English
+191,799053,0.0,353843.3066666667,1987-05-15,22,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-24,22,True,0,12370,2346,Mid-term,English
+192,800995,0.0,588042.6933333334,1993-05-01,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-23,17,True,0,10192,2165,Mid-term,English
+194,801331,0.0,1671188.64,1971-08-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,Chinese,Premier,2007-03-09,15,True,0,18122,5132,Long-term,Asian
+195,804505,0.0,1048918.5,1996-10-01,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,101-500,Unknown,Premier,2011-05-04,9,False,0,8943,3615,Mid-term,Unknown
+196,806065,0.0,474605.04000000004,2002-11-12,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-06-17,21,True,0,6710,2840,Mid-term,English
+198,809613,0.0,1067325.1199999999,2015-07-07,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-09-02,23,True,0,2090,3859,Short-term,English
+199,810789,0.0,405032.3733333333,2015-04-29,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-02,19,True,0,2159,3798,Short-term,English
+200,813059,0.0,581276.0476190476,1995-11-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-02-11,19,True,0,9264,2966,Mid-term,English
+202,817111,0.0,74034.52,1996-10-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-04-15,21,True,0,8929,1807,Mid-term,English
+203,817138,0.0,167259.60533333334,1997-02-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-06,16,False,0,8806,2912,Mid-term,English
+204,817815,0.0,478992.00000000006,2011-10-14,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-07,17,True,0,3452,2850,Short-term,English
+205,819568,0.0,273660.85714285716,1985-03-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-31,15,True,0,13175,3708,Mid-term,English
+206,820219,0.0,109601.232,1996-09-15,9,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-06-22,9,True,0,8959,1739,Mid-term,English
+207,823764,0.0,729873.6,1998-06-23,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-09-22,14,False,0,8313,4204,Mid-term,English
+208,829013,0.0,1499537.0,1986-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-25,15,True,0,12796,3349,Mid-term,English
+209,829289,0.0,845546.0000000001,1985-01-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2015-02-15,13,False,0,13234,2232,Mid-term,English
+210,833338,0.0,2546122.666666667,1986-11-15,20,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,Y,N,N,Y,500+,English,Premier,2015-08-16,20,True,0,12551,2050,Mid-term,English
+211,834139,0.0,63559.253333333334,1993-10-15,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-21,13,False,0,10025,2714,Mid-term,English
+213,836839,382.9,331974.3,1989-12-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2014-05-29,17,True,1,11425,2494,Mid-term,Unknown
+214,837137,268.45714285714286,143624.57142857142,1982-04-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-06-07,5,False,1,14226,2850,Mid-term,English
+215,838479,0.0,476378.3619047619,1990-03-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-05,22,True,0,11349,2242,Mid-term,English
+216,839306,224.72,488766.0,1976-05-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-13,15,True,1,16401,2844,Long-term,English
+217,842625,0.0,57674.240000000005,1988-11-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2018-01-19,20,True,0,11834,1163,Mid-term,English
+218,845421,0.0,508785.54666666663,1987-11-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-18,19,True,0,12186,3174,Mid-term,English
+219,845577,0.0,265873.37142857147,1991-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-12,18,False,0,10725,2266,Mid-term,English
+220,845601,0.0,191785.9047619048,1994-11-01,10,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-18,10,True,0,9643,3570,Mid-term,English
+221,845948,0.0,180672.14285714284,1988-03-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2011-06-06,3,True,0,12065,3582,Mid-term,Unknown
+224,856318,0.0,326279.20000000007,1996-10-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-02-18,20,False,0,8943,1864,Mid-term,English
+226,858268,0.0,383658.24000000005,1991-03-15,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-01-29,14,False,0,10970,3710,Mid-term,English
+228,861903,109.68,225063.36000000002,1994-07-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-17,19,False,1,9752,2049,Mid-term,English
+229,863244,0.0,303610.0266666667,2007-06-12,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-11-17,17,False,0,5037,3783,Short-term,English
+230,865844,192.81904761904764,543749.7142857143,1993-01-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-01,20,True,1,10312,2308,Mid-term,English
+231,870262,84.73333333333335,136844.33333333337,1981-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2016-04-28,17,False,1,14605,1794,Long-term,English
+232,872704,0.0,297390.85714285716,1988-03-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-22,18,False,0,12065,2287,Mid-term,English
+233,874618,0.0,28153.904761904763,2001-10-04,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-18,4,True,0,7114,3448,Mid-term,English
+234,886547,193.58095238095237,207325.19999999998,1993-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-25,21,True,1,10055,2314,Mid-term,English
+235,888080,0.0,1690525.3333333335,1989-07-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,101-500,Portuguese,Standard,2013-05-17,20,False,0,11592,2871,Mid-term,European
+237,889563,0.0,288976.76190476195,1990-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-09-15,20,True,0,11335,2385,Mid-term,English
+241,895238,0.0,256576.32000000007,1997-05-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-20,6,True,0,8717,3599,Mid-term,English
+242,898026,0.0,871285.8,1987-07-01,11,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2011-08-26,11,True,0,12323,3501,Mid-term,English
+244,903600,0.0,672901.6000000001,2006-01-19,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-11-19,20,True,0,5546,4146,Short-term,English
+245,913061,0.0,438823.2,1986-03-15,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-09,10,True,0,12796,4279,Mid-term,English
+246,913300,0.0,419600.0,1997-07-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-12,15,True,0,8670,2358,Mid-term,English
+248,915951,266.93333333333334,86486.40000000001,1981-02-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-18,9,False,1,14664,2839,Long-term,English
+249,922222,0.0,852228.0000000002,1990-11-01,6,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,101-500,English,Premier,2012-07-28,6,True,0,11104,3164,Mid-term,English
+250,922999,311.68000000000006,1106464.0000000002,2003-01-24,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-12-18,25,True,1,6637,4117,Mid-term,English
+251,933706,233.12,272284.16000000003,1981-02-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-03-01,16,True,1,14664,3313,Long-term,Unknown
+252,937093,0.0,397965.0,1996-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-05-23,15,False,0,9172,1769,Mid-term,English
+253,937170,0.0,404221.7142857143,1997-10-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-14,9,True,0,8578,3725,Mid-term,English
+254,940366,299.1333333333334,466049.73333333345,1975-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-05-07,19,False,1,16644,2151,Long-term,English
+255,941211,139.68,223488.00000000003,1980-01-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-14,20,True,1,15061,2356,Long-term,English
+257,947985,487.1706666666667,579733.0933333334,1968-02-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-12,14,True,1,19413,2845,Long-term,English
+258,951434,365.13904761904763,577284.8342857143,2009-06-23,17,True,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-10,17,True,1,4295,2939,Short-term,English
+259,951859,0.0,47325.799999999996,1983-04-01,1,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,101-500,Unknown,Premier,2014-08-02,1,False,0,13875,2429,Mid-term,Unknown
+261,955654,0.0,64253.95200000001,1998-02-15,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-21,24,False,0,8441,2014,Mid-term,English
+262,958450,0.0,343181.04000000004,1991-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,1-5,English,Standard,2013-09-26,17,True,0,10998,2739,Mid-term,English
+263,962629,1930.666666666667,1486613.3333333335,1978-11-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2007-11-16,11,False,1,15473,4880,Long-term,English
+264,965520,0.0,691230.96,1984-10-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-30,23,True,0,13326,2554,Mid-term,English
+265,966736,0.0,860246.4000000001,2005-01-13,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-23,18,True,0,5917,2469,Short-term,English
+266,969184,0.0,115484.57142857142,2015-09-16,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-09,9,False,0,2019,2695,Short-term,English
+267,971438,0.0,1345661.8560000001,1984-07-01,21,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-29,21,True,0,13418,3345,Mid-term,English
+268,982661,0.0,794417.1428571428,2016-04-28,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-04,18,True,0,1794,3035,Short-term,English
+271,989323,0.0,92913.33333333333,1985-01-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-08,11,True,0,13234,3397,Mid-term,English
+272,996030,0.0,2911412.746666667,1998-10-07,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Russian,Standard,2013-07-01,17,True,0,8207,2826,Mid-term,European
+273,996333,0.0,366589.80000000005,1977-02-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2006-09-06,9,False,0,16125,5316,Long-term,English
+275,996806,0.0,445313.06666666665,2006-02-23,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-23,20,True,0,5511,3077,Short-term,English
+276,997378,221.76,204906.24,1964-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-25,21,True,1,20800,3197,Long-term,English
+277,1002351,0.0,290959.2,1994-04-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-03-23,14,False,0,9843,3291,Mid-term,English
+279,1003168,0.0,157726.17142857146,1983-05-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-02,24,True,0,13845,3067,Mid-term,English
+280,1005201,0.0,508077.4399999999,1988-12-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-10,24,False,0,11804,3670,Mid-term,English
+281,1007672,0.0,2955704.0,1997-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-11-19,20,True,0,8670,3781,Mid-term,English
+282,1007920,530.5733333333334,667461.2533333334,1995-06-01,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-10,17,True,1,9431,3851,Mid-term,English
+283,1011640,0.0,213705.4,1977-06-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2015-01-13,6,True,0,15991,2265,Long-term,English
+284,1015898,305.7904761904762,719830.780952381,1994-04-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-12,22,True,1,9843,3118,Mid-term,English
+285,1017147,311.9428571428572,441711.0857142858,1994-12-15,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-30,12,True,1,9599,3162,Mid-term,English
+286,1018146,0.0,68500.08,1984-07-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-19,11,False,0,13418,1955,Mid-term,English
+287,1018640,0.0,653578.5142857144,1983-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-02,22,True,0,13784,4012,Mid-term,English
+288,1019427,369.7904761904762,66562.28571428571,1994-10-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-11,12,False,1,9674,3577,Mid-term,English
+290,1030169,302.5333333333333,498877.46666666656,1993-10-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-05,17,True,1,10039,3095,Mid-term,English
+291,1031226,0.0,83204.80000000002,2009-08-17,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-11-24,17,True,0,4240,4506,Short-term,English
+294,1035912,0.0,188528.72380952383,1991-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-17,20,True,0,10953,2718,Mid-term,English
+295,1040867,0.0,136283.42857142858,1987-02-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2009-06-24,10,True,0,12473,4294,Mid-term,English
+296,1041332,0.0,153004.80000000002,1996-08-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-12-13,6,False,0,8990,1931,Mid-term,Unknown
+299,1046058,0.0,401247.14666666667,1997-07-01,8,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-07-24,8,True,0,8670,5725,Mid-term,English
+300,1049257,0.0,692123.4285714285,2015-07-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-15,20,True,0,2096,2750,Short-term,English
+301,1053009,0.0,980434.2857142858,1986-02-01,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-29,18,True,0,12838,3529,Mid-term,English
+302,1055744,500.07142857142856,405057.8571428571,2015-03-07,54,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2010-11-07,54,True,1,2212,3793,Short-term,Unknown
+303,1056598,365.2533333333334,327266.9866666667,1993-02-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-07-31,8,True,1,10267,2796,Mid-term,English
+305,1057659,744.1880952380952,2738612.1904761903,2002-07-25,32,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2009-09-18,32,False,1,6820,4208,Mid-term,Unknown
+306,1057709,0.0,922531.1680000001,1996-10-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2011-10-24,19,True,0,8929,3442,Mid-term,Unknown
+307,1058598,0.0,630302.0533333333,1988-08-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-07-22,13,True,0,11926,4631,Mid-term,English
+308,1059403,0.0,509142.55238095246,1992-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-23,17,False,0,10526,2377,Mid-term,English
+310,1063540,193.87199999999999,187861.96799999996,1981-01-01,17,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-12-08,17,True,1,14695,3762,Long-term,English
+311,1063772,162.64000000000001,85873.92000000001,1964-07-01,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-11-25,8,False,1,20723,2314,Long-term,English
+312,1066478,0.0,196357.824,2013-12-23,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-01,18,True,0,2651,3313,Short-term,English
+314,1069663,0.0,574852.824,2010-06-07,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-01,17,True,0,3946,2065,Short-term,English
+316,1073824,0.0,1956239.9999999998,1996-04-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-09,18,True,0,9126,3152,Mid-term,English
+319,1098745,0.0,18417.54285714286,1993-06-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-24,3,False,0,10147,2346,Mid-term,English
+321,1106528,0.0,146939.52000000002,1995-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-19,18,True,0,9551,2534,Mid-term,English
+323,1113381,0.0,230834.28571428574,1990-07-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-04,10,True,0,11213,2305,Mid-term,English
+324,1116837,0.0,2356120.8000000003,1986-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-06-21,22,False,0,12796,2471,Mid-term,English
+325,1118250,0.0,37626.28571428572,1984-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-27,11,True,0,13495,3378,Mid-term,English
+326,1122328,0.0,246458.33333333337,1988-11-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-08-16,13,False,0,11834,3145,Mid-term,English
+327,1125316,0.0,536777.142857143,1991-07-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-07,24,True,0,10848,2332,Mid-term,English
+328,1126992,0.0,153069.28,1984-03-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-10-08,3,True,0,13526,2362,Mid-term,English
+329,1127258,0.0,836126.72,2013-03-05,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-02,21,True,0,2944,2641,Short-term,English
+330,1127508,0.0,263239.00952380954,1994-10-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-15,11,False,0,9674,3693,Mid-term,English
+331,1129203,0.0,385974.3085714287,1990-03-01,18,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-16,18,True,0,11349,3389,Mid-term,English
+332,1131093,0.0,292194.00000000006,1992-03-15,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2010-11-25,6,True,0,10604,3775,Mid-term,Unknown
+333,1131532,0.0,3656928.0000000005,1996-06-12,44,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2012-03-24,44,True,0,9054,3290,Mid-term,Unknown
+336,1136472,578.5,737009.0,1993-11-15,13,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-03-19,13,True,1,9994,3295,Mid-term,English
+338,1136806,278.1666666666667,253966.1666666667,1980-12-25,11,False,False,False,NOTICE,MAIL,Y,Y,Y,N,N,N,N,N,Y,51-100,English,Standard,2015-07-31,11,True,1,14702,2066,Long-term,English
+339,1137600,0.0,746549.8999999999,1994-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-20,19,False,0,9643,2776,Mid-term,English
+340,1137816,0.0,5073120.800000001,1997-04-15,29,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2013-12-09,29,True,0,8747,2665,Mid-term,English
+341,1137967,0.0,1028799.2,1990-02-01,23,True,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-29,23,True,0,11377,3071,Mid-term,English
+342,1146042,0.0,331435.2,1994-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-20,18,False,0,9902,3202,Mid-term,English
+343,1146758,0.0,669290.0000000001,1991-03-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-08-31,10,False,0,10984,2400,Mid-term,English
+344,1147134,469.44,499953.60000000003,1994-04-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-14,15,True,1,9843,3329,Mid-term,English
+345,1149354,0.0,245208.0,1990-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-18,20,True,0,11257,2321,Mid-term,English
+346,1151418,378.8,466681.60000000003,1994-10-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-04-08,16,False,1,9674,3641,Mid-term,English
+347,1151689,212.20952380952383,323407.3142857143,1975-05-15,12,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-15,12,False,1,16753,2447,Long-term,English
+350,1154695,0.0,45253.79047619048,1988-03-15,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-08-27,4,True,0,12065,2769,Mid-term,English
+351,1156063,231.96666666666667,306196.0,1974-10-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-02-06,20,False,1,16965,1876,Long-term,English
+352,1157036,0.0,197560.83809523808,1988-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-08,22,True,0,12079,2423,Mid-term,English
+353,1161023,533.3333333333334,903466.6666666667,1994-08-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-24,22,True,1,9735,3656,Mid-term,English
+354,1162190,0.0,1711196.666666667,2010-04-30,20,False,False,False,NOTICE,WEB,N,N,Y,N,N,N,N,N,Y,51-100,English,Standard,2010-03-18,20,False,0,3984,4027,Short-term,English
+355,1165863,257.64761904761906,150723.85714285716,1980-06-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-23,15,True,1,14909,2347,Long-term,English
+356,1169251,0.0,1252966.0,1996-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2005-08-07,22,True,0,9096,5711,Mid-term,Unknown
+357,1169545,0.0,84118.32,1996-06-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-12,19,True,0,9051,2511,Mid-term,English
+358,1169734,0.0,967641.6000000001,1996-08-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-14,16,True,0,9004,3666,Mid-term,English
+359,1169907,0.0,152717.3142857143,1994-05-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-15,17,True,0,9827,3146,Mid-term,English
+360,1171435,0.0,1051790.0,2014-06-19,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-01-27,15,True,0,2473,2616,Short-term,English
+361,1171924,0.0,138827.52000000002,1997-07-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-08-14,18,True,0,8656,1686,Mid-term,English
+362,1175517,181.0857142857143,143963.14285714284,1994-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-23,15,False,1,9916,2224,Mid-term,English
+363,1175726,0.0,1325951.12,2009-01-13,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2011-03-13,21,True,0,4456,3667,Short-term,Unknown
+364,1176029,297.00571428571425,147314.83428571426,1992-12-15,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-04,8,True,1,10329,2700,Mid-term,English
+365,1187171,0.0,787637.76,2013-12-09,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-02-12,26,True,0,2665,3696,Short-term,English
+369,1190510,0.0,65560.32,1988-08-15,7,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-25,7,True,0,11912,2924,Mid-term,English
+370,1193063,0.0,348344.22857142857,1997-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-13,18,False,0,8792,4152,Mid-term,English
+372,1198583,0.0,858058.361904762,1970-09-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-08-21,16,True,0,18456,3506,Long-term,English
+373,1202726,110.74666666666667,66448.0,1993-01-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-06,6,True,1,10312,2060,Mid-term,English
+374,1206179,0.0,398037.3333333333,1991-04-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-11,19,True,0,10939,3272,Mid-term,English
+376,1209529,0.0,37828.799999999996,1989-06-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-10-09,3,True,0,11608,2361,Mid-term,Unknown
+377,1210469,0.0,150898.43999999997,1996-05-19,33,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-05,33,True,0,9078,3156,Mid-term,English
+378,1220226,1169.2200000000003,491072.4000000001,1994-04-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-08-28,15,True,1,9857,2768,Mid-term,English
+379,1222728,102.85333333333334,25301.920000000002,1979-07-01,2,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-26,2,True,1,15245,1979,Long-term,English
+380,1224495,0.0,741124.8000000002,1991-07-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-25,15,True,0,10848,3380,Mid-term,English
+381,1224752,226.4,364051.2,1968-05-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-04,12,True,1,19323,2549,Long-term,English
+382,1227769,0.0,154804.32,1995-12-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-17,6,True,0,9248,2261,Mid-term,English
+383,1229391,277.76,679956.48,1993-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-10-22,18,False,1,10025,2348,Mid-term,English
+384,1232558,793.8000000000001,2976750.0,1970-08-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-04-01,25,True,1,18501,2552,Long-term,English
+385,1234732,266.73809523809524,200053.57142857142,1976-01-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-07-06,10,False,1,16508,2456,Long-term,Unknown
+386,1237184,0.0,2053607.6190476192,1987-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2002-12-17,20,True,0,12156,6675,Mid-term,English
+387,1246492,0.0,7862.400000000001,1995-05-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-21,5,False,0,9448,2076,Mid-term,English
+389,1250315,0.0,1310359.3142857144,2009-06-19,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-07-10,24,True,0,4299,3913,Short-term,English
+390,1252883,593.8666666666667,1603440.0,1994-03-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-05-18,20,False,1,9888,3966,Mid-term,English
+392,1261797,344.70000000000005,130986.00000000003,1993-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-11-01,19,False,1,10100,2338,Mid-term,English
+393,1262020,0.0,892409.9600000001,1996-06-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-09-14,21,True,0,9065,3116,Mid-term,English
+394,1262096,0.0,158749.88571428572,1989-03-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-26,19,False,0,11714,2101,Mid-term,English
+395,1262276,0.0,1000429.7333333334,2015-02-24,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-04-19,13,True,0,2223,2534,Short-term,English
+396,1264312,0.0,89314.27885714285,1984-11-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-13,13,False,0,13295,1779,Mid-term,English
+397,1264855,0.0,70795.2,1991-04-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-01-27,18,True,0,10953,2981,Mid-term,English
+398,1265053,0.0,96634.66666666667,2016-09-07,5,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,1-5,English,Standard,2011-12-05,5,True,0,1662,3400,Short-term,English
+399,1266329,0.0,64542.0,1960-10-15,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2014-10-23,3,False,0,22078,2347,Long-term,Unknown
+400,1270759,0.0,65204.62666666666,2003-10-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-11-01,11,True,0,6373,2338,Mid-term,Unknown
+401,1272239,0.0,46076.95238095238,1996-10-01,4,True,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-09,4,True,0,8943,2514,Mid-term,English
+402,1274151,0.0,1407394.8571428575,2015-01-16,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-05-17,25,True,0,2262,3602,Short-term,English
+403,1277662,0.0,919186.4,1989-03-15,22,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-09-16,22,False,0,11700,3480,Mid-term,English
+404,1277935,617.7600000000001,682007.0400000002,2015-04-16,16,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,Unknown,Standard,2010-01-15,16,True,1,2172,4089,Short-term,Unknown
+405,1280579,255.26666666666665,373455.1333333333,1993-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2015-11-02,19,True,1,10161,1972,Mid-term,Unknown
+408,1289389,534.6,922185.0,1980-12-25,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-09-14,25,False,1,14702,3116,Long-term,English
+409,1289817,0.0,303503.2,1996-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-09,20,True,0,9035,2634,Mid-term,English
+410,1290662,224.20000000000002,152904.40000000002,1995-02-01,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-31,22,True,1,9551,3222,Mid-term,English
+411,1291006,0.0,968264.1676190476,2011-12-02,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-07,22,False,0,3403,3215,Short-term,English
+412,1291560,165.92380952380952,198610.80000000002,1971-08-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-11,19,True,1,18136,2116,Long-term,English
+413,1292750,0.0,29205.714285714286,1997-07-01,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-20,4,True,0,8670,3019,Mid-term,English
+414,1296474,348.53333333333336,169387.2,1993-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-12-05,18,False,1,10253,4495,Mid-term,English
+415,1298100,0.0,819958.4640000002,1991-12-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-12,23,False,0,10709,2876,Mid-term,English
+417,1300912,0.0,547565.5900000001,1997-06-01,11,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-04-07,11,True,0,8700,2911,Mid-term,English
+418,1302147,255.14666666666668,293928.96,1993-10-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-19,24,True,1,10025,3539,Mid-term,English
+419,1302480,0.0,223908.72380952383,1997-07-15,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-11,23,True,0,8656,3332,Mid-term,English
+420,1305559,170.13333333333335,198715.73333333337,1970-04-01,16,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-12,16,True,1,18623,2146,Long-term,English
+422,1306393,286.59523809523813,67063.28571428572,1962-02-15,2,False,False,False,NOTICE,IT,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-03-14,2,True,1,21590,2570,Long-term,Unknown
+424,1317509,0.0,72285.54666666666,1997-07-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-14,22,False,0,8670,3329,Mid-term,English
+425,1318454,0.0,315503.76,2002-10-09,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2014-10-16,6,True,0,6744,2354,Mid-term,Unknown
+426,1320256,0.0,468007.1314285715,1988-07-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-13,24,True,0,11943,1869,Mid-term,English
+427,1320382,309.7904761904762,157993.14285714287,1994-04-15,15,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2012-08-14,15,True,1,9843,3147,Mid-term,English
+428,1325017,0.0,152683.2,1984-08-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2006-10-24,18,True,0,13387,5268,Mid-term,English
+430,1326815,0.0,378345.6,1987-03-01,12,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,101-500,Unknown,Standard,2012-02-26,12,True,0,12445,3317,Mid-term,Unknown
+432,1327022,0.0,269832.93333333335,1996-04-15,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-11,19,False,0,9112,3455,Mid-term,English
+433,1327850,431.0552380952381,265530.02666666673,2010-02-17,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-11,22,True,1,4056,3303,Short-term,English
+434,1339635,644.8000000000001,526801.6,1993-06-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2013-02-19,19,True,1,10161,2958,Mid-term,English
+435,1340172,539.6800000000001,250951.2,1993-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-02-19,15,False,1,10055,3689,Mid-term,English
+436,1340282,247.58933333333337,702658.5280000002,1997-12-15,22,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-12,22,False,1,8503,2876,Mid-term,English
+437,1342803,191.13466666666667,512240.9066666667,2014-01-13,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-30,20,False,1,2630,2432,Short-term,English
+438,1343344,0.0,3531.6,1983-06-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,1-5,Unknown,Standard,2016-07-01,1,True,0,13814,1730,Mid-term,Unknown
+439,1345208,0.0,153147.30666666667,1996-04-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-28,4,True,0,9126,3011,Mid-term,English
+440,1345647,0.0,821195.2000000002,1997-07-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-10,19,True,0,8656,2786,Mid-term,English
+441,1346776,236.05714285714285,59486.399999999994,1993-11-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-25,18,True,1,9994,2618,Mid-term,English
+442,1347099,0.0,766816.0500000002,2004-05-25,15,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-21,15,True,0,6150,3018,Short-term,English
+444,1348649,345.7714285714286,516928.2857142858,2005-11-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-01,23,True,1,5625,3404,Short-term,English
+446,1351872,0.0,748934.4000000001,1984-07-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-24,18,False,0,13418,3168,Mid-term,English
+448,1352704,272.90476190476187,218050.9047619047,1956-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-06-01,17,True,1,23631,2491,Long-term,Unknown
+449,1355807,0.0,366000.83619047626,1984-01-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-06,17,False,0,13586,2698,Mid-term,English
+450,1361634,0.0,63010.92571428572,2015-02-02,13,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-26,13,True,0,2245,2040,Short-term,English
+452,1364652,0.0,675387.4285714286,1996-01-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-09,22,True,0,9203,3426,Mid-term,English
+453,1364755,0.0,500448.8171428572,2006-09-06,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2010-11-27,17,True,0,5316,3773,Short-term,European
+455,1365323,0.0,572338.7999999999,2017-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-08,22,False,0,1501,3672,Short-term,English
+456,1365638,0.0,651436.8000000002,2007-01-24,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-19,14,False,0,5176,2381,Short-term,English
+457,1366431,122.08,188003.19999999998,1986-11-01,20,False,False,False,NOTICE,BILLING,N,Y,N,N,N,N,Y,Y,Y,1-5,English,Premier,2015-11-06,20,True,1,12565,1968,Mid-term,English
+460,1372310,0.0,650340.0,2013-12-03,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-08-25,15,False,0,2671,2406,Short-term,English
+461,1375974,0.0,824110.9333333333,1984-11-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2015-03-06,8,True,0,13281,2213,Mid-term,English
+462,1378582,0.0,57608.57142857143,1983-05-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-30,22,True,0,13845,2370,Mid-term,English
+463,1379139,243.31428571428575,471543.0857142857,1973-01-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-04,19,False,1,17603,2670,Long-term,English
+464,1379455,0.0,1362262.3,1977-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-10-26,21,False,0,16156,2709,Long-term,English
+465,1379463,152.54666666666668,152699.21333333335,1978-10-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-04,13,True,1,15504,2488,Long-term,English
+467,1381618,0.0,557720.0,1991-09-15,8,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-05-06,8,True,0,10786,2882,Mid-term,English
+468,1382146,0.0,364896.0,1995-04-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Hebrew,Standard,2014-11-29,18,True,0,9478,2310,Mid-term,Asian
+469,1383928,0.0,259401.14285714287,1997-03-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-29,20,True,0,8792,3193,Mid-term,English
+470,1385315,0.0,77226.13333333335,1984-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2015-11-07,20,True,0,13434,1967,Mid-term,Unknown
+471,1386869,0.0,145860.64,1991-04-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-01,6,False,0,10953,2826,Mid-term,English
+472,1387568,0.0,175793.80952380953,2009-11-09,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-03-17,10,True,0,4156,2202,Short-term,English
+474,1390211,0.0,124879.55199999998,1996-02-15,10,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,Y,Y,1-5,Unknown,Premier,2013-03-20,10,True,0,9172,2929,Mid-term,Unknown
+476,1392316,425.1733333333334,122875.09333333335,2009-12-21,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-27,17,True,1,4114,3103,Short-term,English
+477,1396048,0.0,800914.2857142858,1990-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-11,15,True,0,11196,3547,Mid-term,English
+478,1397826,0.0,944944.0,1997-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-05,20,True,0,8761,3125,Mid-term,English
+481,1400803,0.0,325802.39999999997,1996-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-15,10,False,0,9186,3512,Mid-term,English
+483,1406669,0.0,199175.67999999996,1991-07-15,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-03-02,11,True,0,10848,5139,Mid-term,English
+484,1407530,0.0,39327.82857142857,1996-08-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-03,11,True,0,9004,2275,Mid-term,English
+485,1407682,0.0,332419.6571428572,1997-08-20,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-14,19,True,0,8620,2233,Mid-term,English
+486,1408113,0.0,359222.43809523806,1998-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-19,13,False,0,8441,2777,Mid-term,English
+487,1409966,0.0,135633.33333333337,2013-02-15,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-11-06,10,False,0,2962,3063,Short-term,English
+488,1414154,0.0,501593.1428571429,1989-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-02,24,True,0,11592,2276,Mid-term,English
+491,1425571,0.0,3328643.136000001,1983-11-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,Y,N,N,N,N,Y,500+,English,Premier,2014-12-14,21,True,0,13661,2295,Mid-term,English
+492,1427661,0.0,167166.71999999997,1991-12-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-20,12,True,0,10695,3568,Mid-term,English
+493,1428409,0.0,233252.80000000002,2006-06-30,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-09-29,11,True,0,5384,2736,Short-term,English
+495,1442891,0.0,649768.6247619047,1989-03-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-25,13,True,0,11714,2952,Mid-term,English
+496,1443923,415.30666666666673,168199.20000000004,2003-04-16,9,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-06,9,True,1,6555,3216,Mid-term,English
+497,1445259,0.0,891406.2,1990-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-06-17,18,True,0,11304,3205,Mid-term,English
+499,1451373,0.0,72537.92,1989-07-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-10-01,4,True,0,11592,2004,Mid-term,English
+500,1452640,0.0,222465.22666666665,1997-04-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Standard,2014-02-26,7,True,0,8761,2586,Mid-term,European
+501,1454850,0.0,211075.80000000002,1995-02-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-08-02,10,True,0,9551,4620,Mid-term,English
+502,1455079,350.90000000000003,240717.40000000002,1995-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-07,14,False,1,9551,2363,Mid-term,English
+504,1463260,588.9666666666667,660820.6,1992-01-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-02-05,11,True,1,10678,3338,Mid-term,English
+505,1463964,0.0,1156260.0000000002,1984-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-07-01,21,True,0,13495,3557,Mid-term,English
+506,1466263,114.17142857142858,284971.8857142857,1967-01-01,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-06-16,24,False,1,19809,1745,Long-term,English
+507,1467785,258.8933333333334,654223.4533333335,1993-02-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-11,19,True,1,10267,3577,Mid-term,English
+508,1468785,203.21600000000004,243859.20000000007,1976-11-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-26,15,True,1,16203,2527,Long-term,English
+509,1469138,0.0,208222.16380952383,1995-12-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-16,22,True,0,9234,2933,Mid-term,English
+511,1473480,0.0,996363.2000000001,1997-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-31,17,True,0,8778,3069,Mid-term,English
+513,1480235,0.0,286071.4285714286,1985-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-03-13,18,True,0,12886,2206,Mid-term,English
+516,1498672,129.96190476190478,185585.60000000003,1975-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2016-02-24,17,True,1,16753,1858,Long-term,English
+517,1499745,0.0,962236.0,1995-04-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-12-19,19,True,0,9478,2655,Mid-term,English
+518,1499825,801.7360000000001,564422.1440000001,1979-08-01,22,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-01-21,22,True,1,15214,4083,Long-term,English
+519,1500023,0.0,100968.32571428573,2008-07-31,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-11,13,True,0,4622,2512,Short-term,English
+520,1500353,463.8933333333334,408226.13333333336,1987-08-01,11,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-03-13,11,True,1,12292,3301,Mid-term,English
+521,1503304,0.0,137105.6761904762,1987-06-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-20,13,False,0,12353,2380,Mid-term,English
+522,1503339,311.73333333333335,344153.60000000003,1979-12-25,24,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-16,24,True,1,15068,2203,Long-term,English
+524,1507382,0.0,101149.51466666667,1989-07-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-08,19,True,0,11592,3031,Mid-term,English
+525,1508904,186.74666666666667,292071.7866666667,1973-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-19,17,True,1,17391,2838,Long-term,English
+526,1516872,0.0,275647.68000000005,1982-06-15,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-08,22,True,0,14165,2454,Mid-term,English
+527,1517185,0.0,2971400.0,2010-02-16,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,Spanish,Standard,2013-09-06,20,True,0,4057,2759,Short-term,European
+528,1519014,0.0,526722.56,1996-04-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2013-08-18,14,False,0,9112,2778,Mid-term,English
+529,1520015,332.8571428571429,581168.5714285715,1995-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-02,18,False,1,9478,3312,Mid-term,English
+531,1527789,0.0,250115.80000000002,1992-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-26,11,False,0,10587,2951,Mid-term,English
+532,1529477,0.0,1809356.6400000001,2014-10-10,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-12-20,21,False,0,2360,3385,Short-term,English
+533,1529949,0.0,420359.68000000005,2007-04-23,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-04-04,6,True,0,5087,4375,Short-term,English
+534,1539066,0.0,317838.9760000001,1997-07-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-17,8,True,0,8670,2932,Mid-term,English
+535,1547685,0.0,104133.59999999999,1995-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-17,14,False,0,9551,2901,Mid-term,English
+536,1547831,0.0,149381.43999999997,1995-11-01,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-06,6,False,0,9278,2637,Mid-term,English
+538,1555383,0.0,103592.53333333331,1983-12-25,8,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,101-500,Unknown,Premier,2012-10-09,8,True,0,13607,3091,Mid-term,Unknown
+539,1555959,740.7333333333333,1703686.666666667,1993-12-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-05-24,23,True,1,9978,3960,Mid-term,English
+540,1559005,497.3428571428572,452582.00000000006,1993-03-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-12,13,True,1,10239,3668,Mid-term,English
+541,1565931,0.0,121644.49523809525,2002-09-26,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-02,16,True,0,6757,3403,Mid-term,English
+542,1569295,0.0,209773.3333333333,1988-04-15,20,False,False,False,NOTICE,BILLING,N,N,Y,N,N,N,Y,N,Y,101-500,English,Standard,2012-10-26,20,True,0,12034,3074,Mid-term,English
+543,1570637,0.0,657128.16,1996-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-29,21,True,0,8868,2524,Mid-term,English
+544,1571608,409.8333333333333,521717.8333333333,1977-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-02-07,19,False,1,16125,2605,Long-term,English
+546,1576974,0.0,520260.29333333333,1992-10-02,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-28,17,True,0,10403,3072,Mid-term,English
+547,1577044,0.0,482550.8571428572,1990-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2015-02-05,18,True,0,11335,2242,Mid-term,English
+548,1578328,0.0,463717.18095238094,1999-07-26,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-10-18,16,True,0,7915,2717,Mid-term,English
+550,1579877,0.0,600709.2891428573,1997-11-01,18,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-07,18,True,0,8547,3215,Mid-term,English
+551,1580096,0.0,2065224.0000000002,1985-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-02-08,18,False,0,12947,2604,Mid-term,English
+554,1591945,0.0,28785.219047619048,1992-10-19,2,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,Italian,Premier,2013-04-08,2,True,0,10386,2910,Mid-term,European
+555,1597847,0.0,298419.0857142857,1977-07-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-16,20,True,0,15961,2933,Long-term,English
+556,1599255,0.0,28044.000000000004,1990-08-01,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-07-03,6,True,0,11196,2094,Mid-term,English
+557,1602782,0.0,780418.6666666666,1982-01-01,20,True,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2012-12-10,20,True,0,14330,3029,Long-term,English
+558,1603872,0.0,442562.14285714284,1997-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Chinese,Premier,2013-04-25,15,True,0,8625,2893,Mid-term,Asian
+559,1605999,0.0,906676.0733333334,2002-11-13,28,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2014-07-02,28,True,0,6709,2460,Mid-term,Unknown
+560,1606420,0.0,939918.0000000001,1997-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-05-03,15,True,0,8656,3981,Mid-term,English
+561,1607084,159.39238095238096,197965.33714285717,1993-12-01,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2016-04-17,9,True,1,9978,1805,Mid-term,Unknown
+563,1609126,0.0,422158.75,1992-11-01,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-08-09,15,True,0,10373,2422,Mid-term,English
+564,1612570,0.0,160972.55999999997,1984-06-24,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-16,21,True,0,13425,2841,Mid-term,English
+565,1612727,208.89523809523808,388545.14285714284,1979-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-08,20,True,1,15353,2423,Long-term,English
+566,1612753,0.0,467957.84,2011-08-17,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-01,19,True,0,3510,2642,Short-term,English
+567,1617096,404.87619047619046,327949.71428571426,1994-04-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-10-03,18,True,1,9857,3828,Mid-term,English
+568,1617575,0.0,789506.2933333333,1986-02-01,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-04,14,True,0,12838,2792,Mid-term,English
+569,1618120,0.0,2227239.7333333334,1997-06-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-14,26,True,0,8686,3329,Mid-term,English
+571,1622897,0.0,48658.77333333334,2016-04-14,14,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-11,14,True,0,1808,3150,Short-term,English
+573,1624650,0.0,613545.504,1997-05-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2009-11-09,17,True,0,8717,4156,Mid-term,English
+574,1627030,150.38666666666666,79404.15999999999,1980-04-01,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-26,16,True,1,14970,2466,Long-term,English
+575,1630995,269.5733333333333,125351.59999999999,1981-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-03,15,True,1,14483,2306,Long-term,English
+577,1643199,208.7866666666667,503802.22666666674,1984-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-11-05,19,True,1,13434,3064,Mid-term,English
+578,1643530,621.4990476190477,1417017.8285714288,1994-12-25,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-04-26,24,True,1,9589,4353,Mid-term,English
+580,1647271,280.0,126000.0,1994-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-16,15,False,1,9782,2933,Mid-term,English
+581,1649968,0.0,1127395.602666667,1997-03-15,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-23,22,True,0,8778,3961,Mid-term,English
+582,1650771,0.0,325156.416,1997-07-15,8,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-08,8,True,0,8656,2576,Mid-term,English
+583,1651244,0.0,820059.4285714286,1988-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2011-04-02,15,True,0,12079,3647,Mid-term,English
+584,1654696,0.0,4464525.0,1998-02-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,500+,English,Standard,2010-02-21,9,False,0,8455,4052,Mid-term,English
+585,1657536,0.0,44341.333333333336,2013-07-04,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-26,4,True,0,2823,3196,Short-term,English
+586,1659048,0.0,122683.73333333332,1991-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-13,22,False,0,10998,2175,Mid-term,English
+587,1659187,0.0,1502570.0,1996-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-10,15,True,0,8868,3698,Mid-term,English
+590,1666773,304.7695238095239,238329.7676190477,1994-08-15,17,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-05,17,True,1,9721,2607,Mid-term,English
+591,1669225,0.0,393601.8095238095,1997-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-15,17,True,0,8778,2569,Mid-term,English
+592,1671880,0.0,179994.87999999998,1989-05-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-28,12,True,0,11653,2403,Mid-term,English
+593,1676590,0.0,642464.038095238,1997-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-13,23,True,0,8820,3056,Mid-term,English
+594,1676623,0.0,651555.8400000002,1986-02-01,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-10-27,15,True,0,12838,2708,Mid-term,English
+596,1679348,0.0,681110.6095238096,2013-03-22,23,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-15,23,True,0,2927,3693,Short-term,English
+597,1680338,765.5142857142857,39806.74285714286,1994-04-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-02-23,1,True,1,9843,5146,Mid-term,English
+598,1680687,0.0,1073500.0000000002,1990-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-09-08,20,True,0,11377,2392,Mid-term,English
+599,1682687,0.0,587542.8571428573,1994-07-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-12-31,25,True,0,9752,4104,Mid-term,English
+600,1689890,0.0,136453.33333333334,1982-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-03-14,10,True,0,14299,2570,Long-term,English
+601,1692275,0.0,89344.36,2014-12-23,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-03,21,False,0,2286,2428,Short-term,English
+602,1693153,0.0,161985.6,1996-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-04,21,False,0,8943,2243,Mid-term,English
+604,1696700,186.92000000000002,67291.20000000001,1974-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-17,18,True,1,17221,2840,Long-term,English
+605,1700023,183.6952380952381,375473.0666666667,1966-07-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Hebrew,Standard,2015-02-04,14,True,1,19993,2243,Long-term,Asian
+606,1700359,0.0,284822.8571428571,1996-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-26,17,True,0,8858,2527,Mid-term,English
+608,1702082,0.0,688527.8399999999,2015-03-05,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,Spanish,Premier,2012-10-22,21,True,0,2214,3078,Short-term,European
+609,1702108,219.02857142857144,199754.05714285714,1993-03-15,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-27,16,False,1,10239,2496,Mid-term,English
+610,1702221,1104.6100000000001,2468803.35,1972-05-01,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-03-04,15,False,1,17862,4406,Long-term,English
+611,1703873,0.0,531623.04,1995-12-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-27,15,True,0,9248,3834,Mid-term,English
+612,1706892,661.6064,905077.5552,1966-08-15,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-03,18,True,1,19948,3097,Long-term,English
+613,1708105,140.18666666666667,11355.12,1977-07-01,3,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-09-25,3,True,1,15975,1644,Long-term,English
+615,1711953,0.0,521097.60000000003,2015-08-17,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-07-16,20,True,0,2049,3542,Short-term,English
+616,1714223,0.0,102106.66666666664,1996-11-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-11,14,False,0,8912,2420,Mid-term,English
+617,1715595,0.0,227207.3142857143,1996-02-15,18,False,False,False,NOTICE,IT,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-17,18,False,0,9172,3753,Mid-term,English
+618,1721968,0.0,795537.6000000001,2015-05-20,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-05,15,True,0,2138,3125,Short-term,English
+619,1731911,401.84000000000003,1015449.6800000002,1993-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-01-25,19,False,1,10069,2983,Mid-term,English
+620,1739732,0.0,239046.780952381,1995-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-11,19,True,0,9295,3363,Mid-term,English
+621,1739784,0.0,1223087.36,1997-03-15,22,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2013-10-19,22,True,0,8778,2716,Mid-term,English
+622,1747173,0.0,601209.2914285715,2008-05-10,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-09-24,15,True,0,4704,2376,Short-term,Unknown
+625,1756691,171.10476190476192,161522.89523809525,1975-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-05,16,True,1,16856,2153,Long-term,English
+628,1757532,275.04761904761904,371314.28571428574,1983-04-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-20,18,False,1,13861,2898,Mid-term,English
+629,1758369,0.0,706268.1600000001,2016-03-31,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-12,18,False,0,1822,3180,Short-term,English
+630,1759294,0.0,1389189.7066666668,1996-05-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-05,22,True,0,9096,3187,Mid-term,English
+631,1759386,0.0,111689.6,1995-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-16,19,False,0,9417,2933,Mid-term,English
+632,1760367,0.0,144564.48,1960-01-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-04,16,True,0,22352,2639,Long-term,English
+633,1760658,0.0,373018.85714285716,1991-02-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-22,19,True,0,10998,2562,Mid-term,English
+634,1765291,479.3866666666667,782838.4266666668,1993-10-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-12-25,23,True,1,10039,3380,Mid-term,English
+635,1771129,0.0,151353.80000000002,1994-09-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-20,21,False,0,9704,2654,Mid-term,English
+636,1771428,0.0,214095.44,1989-11-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-12,15,True,0,11469,2297,Mid-term,English
+637,1775344,0.0,32238.0,2014-08-19,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-07,9,True,0,2412,2393,Short-term,English
+638,1776142,450.19047619047615,683389.1428571427,1977-08-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-12,23,True,1,15944,4153,Long-term,English
+639,1776620,0.0,369655.43999999994,2006-06-06,14,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-03-23,14,False,0,5408,3657,Short-term,English
+640,1785136,0.0,736395.6600000001,1992-12-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-09-28,21,True,0,10343,2737,Mid-term,English
+641,1785562,196.72000000000003,267539.20000000007,1986-08-01,17,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-12-11,17,True,1,12657,1933,Mid-term,English
+642,1789016,0.0,374616.0,1983-06-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-06,22,True,0,13814,3186,Mid-term,English
+643,1789572,6.571428571428571,9344.571428571428,1966-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2018-07-27,18,True,1,19962,974,Long-term,English
+644,1791080,119.73333333333332,12931.199999999999,1973-11-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2016-01-06,9,True,1,17313,1907,Long-term,Unknown
+645,1791901,233.27200000000005,289490.552,2001-06-12,17,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-09-01,17,True,1,7228,2764,Mid-term,English
+646,1800320,0.0,809577.0000000001,1990-06-15,23,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-25,23,False,0,11243,2528,Mid-term,English
+648,1801753,179.7904761904762,242717.14285714287,1961-03-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-03-04,10,True,1,21941,2215,Long-term,English
+649,1803075,0.0,1224100.586666667,1983-09-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-05-04,19,True,0,13708,3249,Mid-term,English
+650,1803614,42.986666666666665,81244.79999999999,1972-04-15,14,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,Y,Y,Y,6-10,English,Premier,2018-01-19,14,True,1,17878,1163,Long-term,English
+651,1804075,160.61333333333332,364271.04,1970-07-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-13,21,True,1,18518,2571,Long-term,English
+652,1805881,0.0,506830.6285714286,1984-02-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-10,16,True,0,13555,2543,Mid-term,English
+654,1807984,0.0,184304.64,1988-03-01,14,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-06,14,True,0,12079,2060,Mid-term,English
+656,1814872,501.8666666666666,361343.99999999994,1993-02-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-01,8,False,1,10267,3495,Mid-term,English
+657,1819785,0.0,447758.1333333333,1996-06-01,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-28,26,True,0,9065,3255,Mid-term,English
+658,1823159,0.0,879290.0000000001,1994-11-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-22,23,True,0,9629,3536,Mid-term,English
+659,1828203,0.0,281192.2285714286,1985-10-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,Y,N,N,N,Y,6-10,English,Standard,2012-10-21,20,True,0,12947,3079,Mid-term,English
+660,1830323,0.0,328999.54285714286,2011-03-30,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-05-01,20,True,0,3650,3252,Short-term,English
+661,1837570,0.0,437129.14285714284,1988-11-01,24,False,False,False,NOTICE,BILLING,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-28,24,True,0,11834,3102,Mid-term,English
+662,1841928,0.0,2417808.0,1988-03-01,34,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-02-28,34,True,0,12079,2949,Mid-term,English
+663,1843549,0.0,159706.13333333336,1989-03-01,2,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-07-11,2,True,0,11714,4277,Mid-term,English
+664,1844574,0.0,95817.6,1990-11-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-29,12,True,0,11104,3651,Mid-term,English
+665,1848763,0.0,307022.4,1989-03-01,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-07-17,9,True,0,11714,2445,Mid-term,English
+666,1852577,0.0,25710.666666666668,1990-03-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-24,7,True,0,11349,3319,Mid-term,English
+668,1854094,3131.36,16483479.040000001,1981-04-15,47,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,101-500,Unknown,Premier,2011-05-21,47,True,1,14591,3598,Long-term,Unknown
+670,1863600,78.98666666666668,37913.600000000006,1991-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-06-26,20,True,1,10831,1735,Mid-term,English
+672,1867796,0.0,608319.84,1996-03-15,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-10-20,17,True,0,9143,3811,Mid-term,English
+675,1868651,0.0,373869.6,1996-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-11,23,True,0,9143,2420,Mid-term,English
+676,1868716,0.0,61880.466666666674,2005-10-19,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-02-03,19,False,0,5638,1879,Short-term,English
+677,1870893,602.0666666666667,328728.4,2010-09-14,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-13,21,True,1,3847,3392,Short-term,English
+679,1874996,283.5866666666667,168450.48,1994-01-01,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-10-01,9,True,1,9947,3830,Mid-term,English
+680,1877158,0.0,31955.809523809523,1984-10-15,1,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,6-10,English,Premier,2014-01-08,1,True,0,13312,2635,Mid-term,English
+681,1877251,0.0,57207.42857142857,2006-12-08,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-01,15,True,0,5223,1730,Short-term,English
+682,1877429,0.0,94172.00000000001,1968-05-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-08-21,20,True,0,19309,2410,Long-term,English
+683,1879178,1532.6666666666667,965580.0000000001,2008-04-16,10,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Premier,2011-10-29,10,False,1,4728,3437,Short-term,English
+684,1884724,624.2333333333333,1325871.6,1993-02-01,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-09-13,18,True,1,10281,3483,Mid-term,English
+685,1885377,0.0,110830.72,2004-09-24,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-02-22,24,True,0,6028,2225,Short-term,English
+686,1888297,364.04,227525.0,1970-02-01,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-06-30,5,True,1,18682,4653,Long-term,English
+687,1891727,0.0,358198.8571428572,1985-04-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-08-14,20,True,0,13130,2052,Mid-term,English
+688,1893250,365.0416666666667,400815.75,1978-03-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-06-05,9,False,1,15732,2122,Long-term,English
+689,1894973,485.3333333333334,450389.33333333343,1993-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-24,16,True,1,10239,3411,Mid-term,English
+690,1895564,0.0,291209.2361904762,1998-03-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-27,19,True,0,8427,2312,Mid-term,English
+691,1898497,0.0,135605.33333333334,1991-08-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-12,16,True,0,10817,2662,Mid-term,English
+692,1900309,0.0,531720.8,1993-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-12-03,20,True,0,10147,3036,Mid-term,English
+693,1905081,301.0857142857143,117423.42857142858,1975-07-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-16,15,True,1,16692,3084,Long-term,English
+694,1907160,0.0,1143048.0,1990-02-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2013-03-12,6,True,0,11377,2937,Mid-term,English
+695,1910600,0.0,263916.0,1997-08-01,10,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2010-06-24,10,True,0,8639,3929,Mid-term,Asian
+696,1913188,0.0,2063656.1400000004,1986-07-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-07-22,23,True,0,12674,3170,Mid-term,English
+697,1914639,155.02666666666667,153166.34666666668,2015-11-28,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-09,19,True,1,1946,2514,Short-term,English
+698,1917061,0.0,288237.6,1996-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-04,21,True,0,9172,2488,Mid-term,English
+700,1919008,0.0,592226.25,1998-06-24,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,N,51-100,Portuguese,Standard,2011-01-13,9,True,0,8312,3726,Mid-term,European
+702,1926603,968.7600000000001,1937520.0000000002,1994-07-01,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2010-05-06,16,False,1,9766,3978,Mid-term,English
+704,1935902,0.0,1759381.0000000002,1992-12-25,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-01-01,19,True,0,10319,2642,Mid-term,English
+705,1937050,486.64,576668.3999999999,2009-02-26,15,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-18,15,True,1,4412,3417,Short-term,English
+707,1942838,0.0,543890.2857142858,1998-06-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-28,13,False,0,8321,3652,Mid-term,English
+708,1946854,256.34285714285716,644958.6285714287,1975-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-01,17,False,1,16583,2764,Long-term,English
+709,1948780,193.26666666666665,296277.8,2006-06-10,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-07-14,21,False,1,5404,2448,Short-term,English
+711,1952264,0.0,248242.2857142857,1991-10-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-08,18,True,0,10756,3397,Mid-term,English
+712,1952277,0.0,45121.37142857143,1978-05-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-29,6,True,0,15657,3376,Long-term,English
+713,1959375,0.0,462349.23428571434,1990-10-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-19,22,True,0,11121,2412,Mid-term,English
+714,1959970,0.0,244496.0,1989-12-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-27,8,True,0,11439,3012,Mid-term,English
+715,1965531,0.0,387710.4,2007-06-23,21,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-05-21,21,True,0,5026,2502,Short-term,English
+716,1966430,0.0,516107.3866666667,1986-10-01,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-03,22,True,0,12596,2732,Mid-term,English
+717,1972164,0.0,193076.57142857142,2004-06-24,9,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-09,9,True,0,6120,1965,Short-term,English
+718,1973384,0.0,5555.902857142859,2003-02-10,1,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-22,1,True,0,6620,1983,Mid-term,English
+719,1974245,0.0,464632.89600000007,1988-03-01,12,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-29,12,False,0,12079,3254,Mid-term,English
+721,1980911,0.0,1614734.407619048,1997-07-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-17,23,True,0,8670,3541,Mid-term,English
+722,1981218,0.0,83368.32,1984-10-01,18,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-01-23,18,True,0,13326,2620,Mid-term,English
+723,1982273,1276.9333333333334,896407.2000000001,1977-07-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2011-07-17,6,True,1,15961,3541,Long-term,English
+724,1986229,0.0,107248.0,1987-06-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-09,20,True,0,12353,3671,Mid-term,English
+725,1992425,0.0,394236.8000000001,1986-12-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-29,10,True,0,12535,3894,Mid-term,English
+727,1994954,0.0,457590.0,2010-10-07,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-30,15,False,0,3824,3009,Short-term,English
+728,1995536,0.0,548377.5,2015-06-01,4,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2008-01-03,4,True,0,2126,4832,Short-term,English
+729,1999728,412.97142857142853,460876.1142857142,2009-10-28,9,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-06,9,True,1,4168,3886,Short-term,English
+730,2000414,0.0,566386.0800000001,2001-04-17,4,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-11-30,4,True,0,7284,4135,Mid-term,English
+731,2001596,0.0,324735.84,2003-11-05,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-01,22,True,0,6352,3068,Mid-term,English
+732,2001686,0.0,333879.04000000004,1995-10-15,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-14,23,True,0,9295,3178,Mid-term,English
+733,2001902,0.0,940498.841904762,1982-04-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-08-26,19,True,0,14240,2770,Mid-term,English
+734,2003800,0.0,1188360.0000000002,1995-05-15,25,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-13,25,True,0,9448,3179,Mid-term,English
+736,2004355,0.0,155776.76190476192,2013-03-20,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-02,22,True,0,2929,3464,Short-term,English
+737,2006183,0.0,523491.4285714286,2008-08-08,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-27,18,True,0,4614,3500,Short-term,English
+738,2006796,0.0,591889.2000000001,1998-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-02,15,False,0,8455,3098,Mid-term,English
+739,2008986,0.0,1348620.0,2015-04-16,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2005-06-08,15,True,0,2172,5771,Short-term,Unknown
+740,2011771,0.0,723279.9847619049,2010-04-07,19,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-01-07,19,True,0,4007,3367,Short-term,Unknown
+742,2025969,398.4380952380953,970595.2000000001,1994-04-15,21,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-18,21,True,1,9843,3782,Mid-term,English
+743,2027457,0.0,121413.7142857143,1997-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-07-09,23,True,0,8778,2818,Mid-term,English
+744,2027472,132.66666666666666,102153.33333333333,1994-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-24,22,False,1,9674,2285,Mid-term,English
+745,2034001,0.0,2357175.6,2015-05-11,24,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-06-23,24,True,0,2147,3930,Short-term,English
+746,2037061,0.0,571116.0,1995-11-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Italian,Premier,2009-11-26,13,True,0,9278,4139,Mid-term,European
+747,2038757,259.7,392666.39999999997,1966-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-15,18,True,1,19901,1990,Long-term,English
+748,2041452,0.0,182879.73333333334,1991-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-16,20,True,0,10739,2111,Mid-term,English
+749,2043483,0.0,319414.32,1996-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-18,19,True,0,9172,3051,Mid-term,English
+753,2049206,184.70400000000004,431653.2480000001,1974-11-01,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-19,19,True,1,16948,2381,Long-term,English
+754,2052806,255.63333333333335,188146.13333333336,1967-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2015-11-01,16,False,1,19491,1973,Long-term,English
+755,2056201,146.62857142857143,135484.80000000002,1976-11-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-28,11,False,1,16203,1977,Long-term,English
+756,2056904,0.0,171109.12000000002,1996-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-22,21,False,0,9172,2531,Mid-term,English
+757,2064183,516.4986666666667,167862.0666666667,2009-07-16,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-17,25,True,1,4272,2960,Short-term,English
+758,2064765,0.0,231342.5523809524,1987-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-22,19,True,0,12231,2075,Mid-term,English
+759,2066044,0.0,378869.0476190477,1996-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-10,19,True,0,8990,3059,Mid-term,English
+760,2067404,0.0,706275.2000000001,1997-03-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-11-05,12,False,0,8778,2699,Mid-term,English
+761,2070366,0.0,237120.24,1987-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-05,21,True,0,12504,2791,Mid-term,English
+762,2072229,0.0,163758.4,1997-12-25,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-24,20,True,0,8493,3076,Mid-term,English
+763,2072290,0.0,1265262.8352,1960-06-01,57,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,1-5,Unknown,Standard,2013-06-14,57,True,0,22214,2843,Long-term,Unknown
+764,2074199,107.16,319336.8,1965-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-11,20,False,1,20327,2024,Long-term,English
+765,2075095,0.0,686810.88,2002-11-13,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-17,21,True,0,6709,3388,Mid-term,English
+766,2076337,0.0,397678.51199999993,1996-05-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-08,19,True,0,9096,3245,Mid-term,English
+767,2079958,0.0,164645.0,1990-10-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-10,17,True,0,11121,2452,Mid-term,English
+768,2080621,0.0,1238268.0000000002,1987-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-11,19,False,0,12261,3150,Mid-term,English
+769,2086008,0.0,240051.01714285713,1990-09-01,13,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-01-07,13,True,0,11165,2271,Mid-term,Unknown
+770,2086040,0.0,204014.9066666667,1995-12-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-02-27,19,True,0,9234,3316,Mid-term,English
+771,2087141,0.0,428341.6,1997-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-19,21,True,0,8670,3447,Mid-term,English
+772,2089070,0.0,315753.65714285715,1998-07-20,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-22,13,True,0,8286,2927,Mid-term,English
+773,2090224,0.0,904641.4,1992-04-01,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-13,17,True,0,10587,3087,Mid-term,English
+774,2092334,280.93333333333334,92146.13333333333,1971-06-01,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2012-05-26,4,True,1,18197,3227,Long-term,Unknown
+775,2092652,0.0,123903.77142857143,1985-08-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-03,18,False,0,13022,3828,Mid-term,English
+776,2096044,423.8285714285715,618789.7142857143,1975-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-05-20,20,True,1,16692,3964,Long-term,English
+778,2101160,250.91238095238097,645848.4685714287,1976-07-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2014-11-29,18,True,1,16326,2310,Long-term,English
+779,2102105,588.0704761904763,649229.8057142858,1994-09-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-10-28,12,False,1,9690,4168,Mid-term,English
+780,2105751,0.0,67932.0,1991-10-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-05-08,21,True,0,10770,3245,Mid-term,Unknown
+781,2108393,0.0,161203.4666666667,1997-12-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-07-05,10,True,0,8503,3187,Mid-term,English
+784,2124251,0.0,711069.1238095239,1995-10-15,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2005-08-16,11,False,0,9295,5702,Mid-term,Unknown
+785,2128207,0.0,584963.8095238095,1997-05-15,20,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-05-12,20,True,0,8717,2876,Mid-term,English
+786,2129032,439.92,344897.28,2015-09-17,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-07-14,16,True,1,2018,3178,Short-term,English
+787,2131108,260.38628571428575,372352.3885714286,1994-04-01,26,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,Chinese,Standard,2015-06-04,26,False,1,9857,2123,Mid-term,Asian
+788,2131992,0.0,92632.80000000002,1985-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-16,20,True,0,13203,2142,Mid-term,English
+789,2133845,0.0,1205339.7333333332,1996-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-30,19,True,0,9096,3405,Mid-term,English
+791,2136039,216.83333333333331,550322.9999999999,2008-09-30,27,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2015-04-18,27,True,1,4561,2170,Short-term,Unknown
+792,2136184,0.0,186434.56,1986-04-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2016-08-09,20,True,0,12765,1691,Mid-term,English
+794,2137654,0.0,381031.2,1992-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-20,21,True,0,10573,3476,Mid-term,English
+795,2138291,0.0,705199.9999999999,1986-07-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-03,20,True,0,12674,2885,Mid-term,English
+796,2139412,0.0,186999.08571428573,1990-08-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-02,19,True,0,11196,2886,Mid-term,English
+797,2139774,0.0,76798.22857142858,1995-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-22,17,True,0,9417,3870,Mid-term,English
+798,2145888,308.0266666666667,568617.2266666668,1994-02-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-01-24,13,True,1,9916,4080,Mid-term,English
+800,2147729,333.18857142857144,707692.5257142857,2004-12-27,18,True,True,True,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-02,18,False,1,5934,2916,Short-term,English
+802,2152670,0.0,1206266.2857142857,1993-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2009-10-22,22,True,0,10039,4174,Mid-term,English
+803,2155591,265.16,99169.84000000001,1994-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-04-08,11,False,1,9752,3641,Mid-term,English
+804,2156324,0.0,1520298.8,1997-07-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Premier,2005-06-04,21,True,0,8670,5775,Mid-term,Asian
+806,2159466,243.5,470442.0,1980-12-25,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-12-20,21,True,1,14702,1924,Long-term,English
+807,2159592,0.0,318053.3333333333,1987-07-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-29,20,True,0,12323,2555,Mid-term,English
+808,2160226,0.0,318253.8666666667,2009-05-14,8,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-14,8,True,0,4335,4059,Short-term,English
+809,2163526,0.0,2045933.1100000003,1987-03-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,51-100,Unknown,Premier,2011-08-11,19,True,0,12445,3516,Mid-term,Unknown
+810,2164929,0.0,283124.29600000003,1982-11-15,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-10-09,21,True,0,14012,2361,Mid-term,Unknown
+811,2169127,0.0,814029.9428571429,1996-06-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2009-12-31,17,True,0,9051,4104,Mid-term,English
+812,2173272,0.0,96494.11200000001,1985-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-13,18,True,0,13144,2206,Mid-term,English
+813,2176306,0.0,178931.19999999998,1996-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-09-28,20,True,0,9065,4198,Mid-term,English
+814,2179771,0.0,315937.82857142854,1985-07-01,16,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2014-07-14,16,True,0,13053,2448,Mid-term,English
+815,2183193,0.0,277858.308,1974-10-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-21,21,True,0,16965,3598,Long-term,English
+816,2183381,786.9333333333334,1428284.0,1972-03-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,51-100,English,Standard,2013-04-08,15,True,1,17923,2910,Long-term,English
+817,2184153,0.0,530434.6666666667,1986-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-22,20,False,0,12779,2256,Mid-term,English
+818,2184988,0.0,44012.99999999999,2006-04-03,3,True,False,True,NOTICE,MAIL,N,N,Y,N,N,N,N,N,N,1-5,Unknown,Standard,2014-10-30,3,False,0,5472,2340,Short-term,Unknown
+820,2189014,242.76,354429.6,2016-08-15,10,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-23,10,True,1,1685,3412,Short-term,English
+821,2190432,0.0,346841.9333333333,1995-09-15,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2010-10-24,17,True,0,9325,3807,Mid-term,English
+822,2196441,0.0,285163.2,1991-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-10,18,True,0,10953,3395,Mid-term,English
+823,2199195,473.6209523809525,738848.6857142858,2013-11-22,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-21,20,True,1,2682,3537,Short-term,English
+824,2204873,0.0,308898.0,1996-05-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-02,7,True,0,9096,3341,Mid-term,English
+825,2207113,0.0,733742.4342857144,1991-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-03,19,False,0,10709,3555,Mid-term,English
+826,2207323,0.0,54015.42857142858,1988-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-10,15,True,0,11957,2360,Mid-term,English
+827,2217020,0.0,314737.92000000004,2006-11-03,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-28,7,True,0,5258,2525,Short-term,English
+828,2217791,0.0,1070914.2476190478,2014-02-11,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-19,20,False,0,2601,3050,Short-term,English
+829,2221075,282.6819047619048,848893.7600000001,1977-02-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-07,21,True,1,16111,2485,Long-term,English
+830,2222997,0.0,276512.5714285714,1996-12-15,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-08-05,23,False,0,8868,5713,Mid-term,English
+831,2230835,0.0,5974.026666666667,1995-10-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-23,4,True,0,9309,2316,Mid-term,English
+832,2235670,0.0,116034.672,1987-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-16,19,True,0,12200,2262,Mid-term,English
+834,2237316,283.70666666666665,163982.45333333334,2007-04-12,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-09-21,17,False,1,5098,2379,Short-term,English
+836,2241953,0.0,36501.77142857143,1996-06-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-09,1,True,0,9051,2756,Mid-term,English
+837,2243976,0.0,117464.53333333334,1997-08-01,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-01-16,5,True,0,8639,3723,Mid-term,English
+838,2245465,1732.9866666666667,1746850.56,1980-10-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2011-03-24,18,True,1,14773,3656,Long-term,English
+839,2245702,0.0,620202.8857142858,1990-12-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-01,23,True,0,11060,2491,Mid-term,English
+843,2252660,128.28,212046.84000000003,1968-01-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-02-07,19,True,1,19430,2240,Long-term,English
+844,2252786,0.0,2985538.4000000004,1984-08-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,N,N,N,N,N,Y,500+,English,Premier,2013-01-19,19,True,0,13373,2989,Mid-term,English
+845,2264341,0.0,1769000.0,2004-02-09,58,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2015-11-07,58,True,0,6256,1967,Short-term,Unknown
+848,2271540,0.0,171948.0,1997-08-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-18,7,True,0,8639,3478,Mid-term,English
+849,2271932,493.36000000000007,839698.7200000002,1973-12-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-14,23,True,1,17283,3452,Long-term,English
+850,2273360,0.0,2767139.1999999997,1999-02-22,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-10-26,24,True,0,8069,3805,Mid-term,English
+852,2280126,0.0,593458.3200000001,2010-07-22,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-07-01,21,True,0,3901,2461,Short-term,English
+853,2281747,0.0,881222.6799999999,1982-02-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-07-20,21,True,0,14299,3172,Long-term,Unknown
+855,2285511,0.0,534760.16,2009-06-23,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-01-08,22,True,0,4295,3366,Short-term,English
+856,2285749,0.0,98395.38799999999,2005-08-16,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-03,17,True,0,5702,3097,Short-term,English
+857,2285929,0.0,372837.60000000003,1998-10-16,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-31,18,True,0,8198,3283,Mid-term,English
+858,2286977,176.01333333333332,358539.16,1967-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-10-07,21,True,1,19750,2728,Long-term,English
+859,2288853,0.0,369326.72,2014-06-23,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Italian,Standard,2014-04-19,21,True,0,2469,2534,Short-term,European
+860,2289376,0.0,1174421.7333333334,1997-01-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-04-15,14,True,0,8851,3999,Mid-term,English
+861,2297108,442.55238095238104,1210823.3142857146,1977-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-06,19,True,1,16022,4098,Long-term,English
+862,2297783,0.0,25112.40952380952,2015-10-01,1,True,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2015-04-17,1,False,0,2004,2171,Short-term,Unknown
+863,2299439,0.0,497634.5142857143,1991-11-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-03,18,True,0,10725,2550,Mid-term,English
+864,2302946,0.0,755486.902857143,1989-09-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-06-12,19,True,0,11530,3210,Mid-term,English
+865,2305040,0.0,40966.47619047619,1989-05-15,2,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-12,2,True,0,11639,3696,Mid-term,English
+866,2305220,148.58666666666667,28231.46666666667,1982-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2014-07-14,19,True,1,14196,2448,Mid-term,English
+868,2308474,0.0,435253.28,1991-09-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2014-06-20,14,True,0,10800,2472,Mid-term,English
+869,2309933,0.0,129649.52,2001-08-20,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-17,14,True,0,7159,3357,Mid-term,English
+870,2311783,0.0,211199.13733333332,2012-02-15,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-13,17,True,0,3328,2357,Short-term,English
+872,2312362,583.2,384912.0,2001-08-08,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-04-04,15,False,1,7171,5106,Mid-term,English
+873,2313900,0.0,42369.066666666666,1995-08-01,4,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-04-20,4,True,0,9370,2898,Mid-term,Unknown
+874,2317109,316.3466666666667,354940.96,1994-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-10-31,17,False,1,9843,4165,Mid-term,English
+875,2319878,0.0,479590.3047619048,2012-02-10,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-11-16,23,True,0,3333,2323,Short-term,English
+876,2320728,236.89333333333335,575887.6933333334,1977-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-22,17,True,1,15975,3352,Long-term,English
+877,2322456,0.0,354754.39999999997,1995-11-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-29,20,False,0,9264,3285,Mid-term,English
+878,2323152,406.12000000000006,93813.72000000002,2009-04-29,7,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-27,7,True,1,4350,2526,Short-term,English
+880,2326748,0.0,961194.666666667,1990-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-12,20,True,0,11165,4002,Mid-term,English
+881,2329441,0.0,428465.0057142857,1992-02-01,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-24,24,True,0,10647,2407,Mid-term,English
+884,2336416,371.76666666666665,1085186.9,2005-06-23,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-13,21,False,1,5756,2449,Short-term,English
+885,2337080,0.0,215938.80000000002,1991-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-19,18,True,0,10892,3081,Mid-term,English
+886,2340198,0.0,870744.0,1990-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-11-20,21,False,0,11408,3049,Mid-term,English
+888,2345913,0.0,298900.0,1986-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-05,21,True,0,12565,2092,Mid-term,English
+889,2347986,0.0,43715.0,2016-05-26,2,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,11-50,English,Standard,2011-09-12,2,False,0,1766,3484,Short-term,English
+890,2348161,0.0,473616.0,1997-02-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2016-04-17,16,True,0,8820,1805,Mid-term,English
+892,2355334,336.736,101020.8,1976-08-01,6,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-10-07,6,False,1,16309,2363,Long-term,English
+893,2358666,0.0,658068.0,1995-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Hebrew,Standard,2013-10-02,18,True,0,9523,2733,Mid-term,Asian
+894,2361211,0.0,351081.8133333334,2011-12-29,16,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-07-22,16,True,0,3376,2805,Short-term,Unknown
+895,2362131,0.0,364525.7142857143,1986-10-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-22,12,True,0,12582,2378,Mid-term,English
+896,2364105,0.0,1722571.2,2009-03-24,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-09-13,14,True,0,4386,2752,Short-term,English
+897,2367703,0.0,735933.3333333335,1997-02-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-10-21,7,False,0,8806,3079,Mid-term,English
+898,2369352,351.12,940650.48,1993-02-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2008-11-09,19,False,1,10267,4521,Mid-term,Unknown
+900,2371213,0.0,543735.7714285714,2011-03-23,9,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-05-02,9,True,0,3657,2886,Short-term,English
+901,2371473,196.17142857142858,696408.5714285715,1975-10-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-07,25,True,1,16614,2332,Long-term,English
+902,2372322,0.0,286095.0857142858,1991-12-25,5,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-14,5,True,0,10685,3847,Mid-term,English
+903,2375285,0.0,163268.85714285716,2010-10-25,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-24,6,True,0,3806,2254,Short-term,English
+904,2379347,251.60000000000002,387464.0,1989-12-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-05,20,True,1,11439,2214,Mid-term,English
+905,2380966,348.19200000000006,616299.8400000001,1981-02-01,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-11,15,True,1,14664,2298,Long-term,English
+906,2383871,0.0,1369194.666666667,1990-11-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,Italian,Standard,2015-01-04,8,False,0,11090,2274,Mid-term,European
+907,2384542,0.0,1566389.8590476192,2003-12-19,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-04,26,False,0,6308,3249,Short-term,English
+908,2384631,0.0,92754.28571428571,2015-04-04,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-12,20,True,0,2184,3696,Short-term,English
+909,2387001,0.0,131185.59999999998,1990-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2018-01-10,21,True,0,11257,1172,Mid-term,English
+911,2390105,266.50666666666666,686521.1733333333,1994-04-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-25,23,True,1,9843,3655,Mid-term,English
+912,2392706,0.0,833587.2000000001,1990-08-15,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-09,24,True,0,11182,3396,Mid-term,English
+913,2392744,0.0,193713.30000000002,1992-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-29,17,True,0,10496,2341,Mid-term,English
+914,2393672,276.7142857142857,239911.2857142857,2017-07-20,17,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-10,17,True,1,1346,2452,Short-term,English
+915,2395035,0.0,939101.4285714288,1981-06-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-09,15,True,0,14544,4064,Long-term,English
+916,2402278,0.0,151277.33333333334,2006-04-12,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-18,17,False,0,5463,3204,Short-term,English
+917,2402904,0.0,697065.6000000001,1998-06-22,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-05-28,18,False,0,8314,2860,Mid-term,English
+919,2403918,0.0,1839513.333333333,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-19,17,False,0,8670,3142,Mid-term,English
+920,2407782,0.0,285136.8,1988-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-24,19,True,0,11973,3290,Mid-term,English
+921,2413079,0.0,901120.0,1996-05-15,5,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2005-07-18,5,True,0,9082,5731,Mid-term,English
+922,2414298,107.77333333333334,137734.32,1977-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-05,18,True,1,15808,2030,Long-term,English
+923,2415748,1417.5333333333335,1535188.6000000003,2002-01-10,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2010-10-02,19,True,1,7016,3829,Mid-term,English
+924,2418940,253.29523809523812,45593.142857142855,1994-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-23,15,False,1,9674,2742,Mid-term,English
+925,2419495,258.6933333333333,373553.17333333334,1993-08-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-13,19,True,1,10100,3575,Mid-term,English
+926,2420092,0.0,270275.33866666665,2004-04-29,26,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-30,26,True,0,6176,3162,Short-term,English
+928,2421477,467.34133333333335,53744.253333333334,1981-08-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2013-08-29,1,True,1,14469,2767,Long-term,Unknown
+929,2424212,0.0,776482.2285714286,1990-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Premier,2010-06-07,19,False,0,11349,3946,Mid-term,Asian
+931,2429831,0.0,2103171.2,1996-04-15,13,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-11-19,13,True,0,9112,3050,Mid-term,English
+932,2430836,0.0,107984.44800000002,2015-10-02,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-27,18,True,0,2003,2981,Short-term,English
+933,2434281,0.0,363990.49142857146,1990-03-01,12,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-03,12,True,0,11349,3127,Mid-term,English
+934,2434960,314.87733333333335,160587.44000000003,2005-08-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-04-22,17,False,1,5717,2166,Short-term,English
+935,2435112,293.7554285714286,257329.75542857143,1993-05-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,Russian,Premier,2015-01-02,12,True,1,10192,2276,Mid-term,European
+936,2437863,0.0,158408.22857142857,1998-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-16,18,False,0,8455,2961,Mid-term,English
+937,2443428,0.0,742338.1333333335,1983-02-01,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-04-09,26,True,0,13934,3640,Mid-term,English
+938,2447472,345.12,114924.95999999999,1993-02-01,9,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-11-11,9,True,1,10281,2693,Mid-term,English
+939,2447785,0.0,948337.1200000001,2006-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2002-08-14,19,True,0,5533,6800,Short-term,English
+940,2447985,0.0,26115.120000000003,1990-11-01,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-01,3,False,0,11104,2218,Mid-term,English
+941,2448280,0.0,367062.85714285716,1987-04-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-11,8,True,0,12400,3119,Mid-term,English
+943,2458223,0.0,1565109.0000000002,1997-05-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-06,18,True,0,8717,3033,Mid-term,English
+944,2465214,0.0,67193.06666666667,1997-07-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-02-27,20,True,0,8670,2950,Mid-term,English
+945,2465736,0.0,995736.0399999999,2012-12-28,3,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-04-28,3,True,0,3011,3621,Short-term,English
+946,2467573,333.12,498014.4,1995-06-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-11,13,True,1,9431,2632,Mid-term,English
+947,2472309,0.0,796878.4571428571,1995-03-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-27,19,True,0,9523,3256,Mid-term,English
+948,2472849,0.0,491887.2,1983-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-12,21,True,0,13692,2358,Mid-term,English
+949,2475412,0.0,161448.57142857145,1996-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-10,15,False,0,8990,2329,Mid-term,English
+950,2477247,346.2476190476191,851769.142857143,1994-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,6-10,English,Standard,2011-11-27,20,False,1,9796,3408,Mid-term,English
+951,2478939,0.0,173721.6,2018-03-13,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-02-05,18,True,0,1110,1877,Short-term,English
+952,2480307,0.0,115538.55238095242,1994-08-15,10,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Japanese,Standard,2010-10-09,10,True,0,9721,3822,Mid-term,Asian
+953,2480322,0.0,33321.6,1985-12-01,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-04-24,1,False,0,12900,3259,Mid-term,Unknown
+954,2480428,0.0,775504.1666666667,2012-08-17,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2012-03-16,8,True,0,3144,3298,Short-term,English
+955,2488822,0.0,388746.28571428574,2015-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-22,20,True,0,2232,3658,Short-term,English
+956,2488895,0.0,234909.25714285715,1996-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-01,18,True,0,9157,2126,Mid-term,English
+957,2491449,181.52,130694.40000000001,1994-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-11,20,False,1,9857,2785,Mid-term,English
+959,2492739,0.0,816884.2239999999,2008-09-12,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-02,16,True,0,4579,3190,Short-term,English
+960,2497868,0.0,888043.5695238097,1985-01-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-17,19,True,0,13234,3357,Mid-term,English
+963,2509111,342.6133333333334,801715.2000000001,2016-01-29,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-24,18,True,1,1884,2680,Short-term,English
+964,2521254,0.0,551627.04,1997-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-08,9,False,0,8670,3397,Mid-term,English
+965,2525530,0.0,147825.7,1999-03-22,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-10-08,19,True,0,8041,3823,Mid-term,English
+966,2529282,0.0,1344708.9333333333,1988-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-03-26,11,False,0,11943,3288,Mid-term,English
+967,2533103,536.5600000000001,347690.88000000006,1994-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-07,18,True,1,9843,3673,Mid-term,English
+968,2534204,0.0,85729.6,1996-03-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-02,7,True,0,9157,3586,Mid-term,English
+969,2542633,0.0,331858.80000000005,1997-12-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-01-19,18,False,0,8517,1894,Mid-term,English
+971,2548941,153.71428571428572,386745.1428571429,1978-06-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-09,17,True,1,15626,1844,Long-term,English
+972,2549098,0.0,193497.94285714286,1989-06-30,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-16,18,True,0,11593,2902,Mid-term,English
+973,2554148,199.20000000000002,215733.6,1985-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-11,19,True,1,13220,2966,Mid-term,English
+974,2557122,150.3047619047619,428368.5714285714,1978-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-01,19,False,1,15443,2004,Long-term,English
+975,2557703,356.09600000000006,1595310.0800000003,1981-06-15,32,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,Y,N,N,N,Y,11-50,English,Standard,2014-11-10,32,True,1,14530,2329,Long-term,English
+976,2566815,0.0,50435.84,1997-07-01,24,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-29,24,True,0,8670,2463,Mid-term,English
+977,2567754,0.0,493955.2800000001,1997-04-15,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-15,6,False,0,8747,3328,Mid-term,English
+978,2568731,278.4533333333333,89940.42666666665,2005-09-28,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-23,17,False,1,5659,3777,Short-term,English
+979,2577377,0.0,1079382.857142857,1999-05-06,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-25,24,True,0,7996,3075,Mid-term,English
+980,2584337,389.00952380952384,1249498.5904761907,1956-07-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-25,22,False,1,23631,3714,Long-term,English
+981,2587331,308.83333333333337,68252.16666666667,1976-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-11-07,17,False,1,16295,2697,Long-term,English
+982,2589963,0.0,862617.6000000001,1988-12-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2011-07-11,16,True,0,11804,3547,Mid-term,English
+984,2593439,0.0,366329.2285714286,1992-06-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-08-27,15,True,0,10526,2039,Mid-term,English
+985,2597072,905.0,646170.0,1992-02-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2013-08-17,6,False,1,10633,2779,Mid-term,English
+986,2597665,0.0,6458148.84,1996-04-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-08-01,23,True,0,9126,3160,Mid-term,English
+987,2598359,0.0,33232.21333333334,1997-04-01,4,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,Unknown,Standard,2011-06-04,4,True,0,8761,3584,Mid-term,Unknown
+988,2599810,0.0,78419.84,2008-04-24,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-17,19,False,0,4720,2687,Short-term,English
+990,2600052,339.56666666666666,994251.2000000001,2005-03-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-22,24,False,1,5870,2317,Short-term,English
+991,2603153,0.0,85294.07999999999,1984-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-04,18,False,0,13448,2274,Mid-term,English
+992,2603350,0.0,442416.00000000006,1994-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-03,18,True,0,9704,2185,Mid-term,English
+993,2604322,0.0,265428.0,1998-07-21,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-10,15,True,0,8285,2939,Mid-term,English
+994,2605283,0.0,1160996.5714285714,1994-10-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-11,22,True,0,9674,3028,Mid-term,English
+995,2607823,160.51428571428573,257785.9428571429,1980-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-07-20,22,True,1,14956,2077,Long-term,English
+996,2609840,0.0,1048732.7999999998,1991-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-11-04,18,False,0,10984,4526,Mid-term,English
+997,2615732,2241.1200000000003,3106192.3200000003,1979-07-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,500+,Unknown,Premier,2013-06-19,18,False,1,15245,2838,Long-term,Unknown
+998,2620132,0.0,606859.9680000001,1985-08-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-31,23,True,0,13008,3161,Mid-term,English
+999,2622802,0.0,474171.60000000003,1988-12-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-01-14,19,True,0,11804,3360,Mid-term,English
+1000,2632704,0.0,463950.4,1987-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-04-28,17,False,0,12200,3255,Mid-term,English
+1001,2632932,0.0,79806.13333333333,2015-07-16,10,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-02-04,10,True,0,2081,4069,Short-term,English
+1002,2633216,0.0,359835.42857142864,2009-12-17,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-29,15,False,0,4118,3314,Short-term,English
+1003,2633854,0.0,665530.5066666665,2016-07-22,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-19,22,True,0,1709,2228,Short-term,English
+1004,2637269,0.0,211426.2857142857,1987-10-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-09,20,True,0,12231,4370,Mid-term,English
+1005,2641704,0.0,73349.12000000001,1993-04-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-21,16,True,0,10208,2257,Mid-term,English
+1007,2646368,0.0,158403.41333333333,1995-02-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-14,16,True,0,9551,3666,Mid-term,English
+1009,2649308,0.0,41704.920000000006,1980-04-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2015-03-10,3,True,0,14956,2209,Long-term,English
+1010,2649777,0.0,780885.6685714286,1992-11-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2006-04-03,19,True,0,10373,5472,Mid-term,English
+1011,2650426,142.70666666666668,180523.93333333335,1993-06-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-13,11,True,1,10161,2387,Mid-term,English
+1012,2650723,0.0,433398.85714285716,1995-12-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-15,10,True,0,9248,3177,Mid-term,English
+1013,2657007,0.0,138455.04761904763,1997-03-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-01-27,8,True,0,8792,3347,Mid-term,English
+1015,2668336,0.0,982338.6666666666,1997-06-01,8,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,500+,English,Premier,2015-03-20,8,False,0,8700,2199,Mid-term,English
+1016,2670539,0.0,175302.1666666667,1995-09-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-11-17,23,True,0,9325,1591,Mid-term,English
+1019,2674647,1017.75,384709.5,1979-11-15,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2009-07-27,9,True,1,15108,4261,Long-term,English
+1021,2680427,0.0,170454.85714285716,1981-10-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-20,24,False,0,14408,2623,Long-term,English
+1023,2681588,191.0095238095238,165605.25714285712,2015-11-11,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,German,Standard,2014-12-14,17,True,1,1963,2295,Short-term,European
+1024,2682065,0.0,570464.6285714286,2007-03-20,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-06,17,True,0,5121,2882,Short-term,English
+1025,2684187,0.0,520271.17333333334,1986-08-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-01,17,True,0,12657,3282,Mid-term,English
+1026,2684609,0.0,389901.0266666667,1997-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-18,19,False,0,8747,3235,Mid-term,English
+1027,2686067,643.1333333333333,385880.0,1982-02-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-28,8,True,1,14285,3560,Long-term,English
+1028,2689422,0.0,204150.85714285713,1995-10-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-19,12,True,0,9295,2958,Mid-term,English
+1029,2693643,0.0,303043.68000000005,1995-10-01,9,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-06,9,True,0,9309,2213,Mid-term,English
+1031,2695787,377.20000000000005,218776.00000000003,1974-11-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-06-21,20,False,1,16948,2471,Long-term,English
+1032,2696997,0.0,15943.999999999996,2007-04-30,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-06-26,6,True,0,5080,2831,Short-term,Unknown
+1033,2697783,0.0,1168801.92,2007-06-05,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-02,22,True,0,5044,3251,Short-term,English
+1034,2703436,2290.666666666667,3816250.666666667,2017-03-20,14,False,False,False,NOTICE,WEB,N,Y,Y,Y,Y,Y,Y,Y,Y,51-100,English,Standard,2012-04-11,14,False,1,1468,3272,Short-term,English
+1036,2705087,524.0,584784.0,1995-02-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-17,18,True,1,9551,4056,Mid-term,English
+1037,2706225,0.0,341607.55199999997,1986-07-01,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-01-18,16,True,0,12688,2625,Mid-term,Unknown
+1038,2710674,0.0,82368.00000000001,2014-01-20,8,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-04-05,8,False,0,2623,2548,Short-term,English
+1039,2712539,340.08000000000004,223092.48000000004,2015-05-11,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-10-07,16,True,1,2147,1998,Short-term,English
+1040,2712905,0.0,336296.80000000005,1997-12-25,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-29,14,False,0,8493,2098,Mid-term,English
+1041,2713618,503.97333333333336,371932.32,2009-09-30,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-21,9,True,1,4196,3506,Short-term,English
+1042,2716071,0.0,734096.9142857145,1990-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-23,17,True,0,11288,3169,Mid-term,English
+1043,2716932,0.0,309903.36,1994-11-01,18,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-21,18,False,0,9643,2744,Mid-term,English
+1045,2720712,720.5466666666666,808453.36,1980-11-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-10-28,17,True,1,14756,4899,Long-term,English
+1046,2724358,310.0761904761905,158138.85714285716,1994-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-12,15,True,1,9782,3149,Mid-term,English
+1047,2724971,0.0,3523655.5199999996,2017-12-05,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Standard,2008-12-24,22,True,0,1208,4476,Short-term,English
+1048,2729668,0.0,1503191.4666666666,1995-02-15,20,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-18,20,True,0,9537,3509,Mid-term,English
+1049,2732464,0.0,99597.59999999999,1982-04-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-29,18,True,0,14240,1976,Mid-term,English
+1050,2736313,0.0,141384.0,1995-08-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2016-05-20,4,True,0,9356,1772,Mid-term,English
+1051,2740489,0.0,236192.8190476191,1987-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-25,17,False,0,12323,1857,Mid-term,English
+1052,2741461,0.0,1145095.952,1997-06-01,11,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-10-18,11,True,0,8700,3813,Mid-term,English
+1054,2746037,229.6266666666667,157064.64,1992-08-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-25,18,True,1,10451,2102,Mid-term,English
+1055,2748712,0.0,297618.2857142857,1997-01-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-05-11,20,True,0,8837,1781,Mid-term,English
+1057,2751354,0.0,96973.20000000001,1985-02-15,5,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Premier,2014-12-23,5,True,0,13189,2286,Mid-term,Unknown
+1058,2751587,686.7466666666667,2009420.7466666666,1994-07-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-04-18,22,True,1,9752,3631,Mid-term,English
+1059,2751658,0.0,196115.50476190477,1984-03-15,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-13,8,True,0,13526,3301,Mid-term,English
+1060,2752075,0.0,261414.40000000002,2002-11-14,5,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-25,5,True,0,6708,3714,Mid-term,English
+1061,2753266,288.0,117504.0,1994-09-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-03-29,12,False,1,9690,3285,Mid-term,English
+1063,2757983,204.3047619047619,175293.4857142857,1982-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-09,11,True,1,14226,2391,Mid-term,English
+1064,2759435,0.0,114663.23809523809,1988-12-01,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-27,10,True,0,11804,2343,Mid-term,English
+1065,2761121,147.63809523809525,380906.28571428574,2008-06-05,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-20,20,True,1,4678,1985,Short-term,English
+1066,2762378,0.0,485968.00000000006,1996-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-08-04,21,True,0,9096,3888,Mid-term,English
+1067,2762797,0.0,731882.6666666669,1998-10-09,7,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-06-24,7,True,0,8205,3198,Mid-term,English
+1068,2765910,0.0,1661946.0000000002,1990-11-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-03-08,25,True,0,11090,3306,Mid-term,English
+1069,2771128,0.0,376048.00000000006,2005-03-21,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-24,20,True,0,5850,2953,Short-term,English
+1071,2774151,0.0,711557.6000000002,2002-06-12,12,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-21,12,True,0,6863,3384,Mid-term,English
+1072,2778775,0.0,560563.3333333335,1997-01-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-05-23,25,False,0,8851,2135,Mid-term,English
+1073,2778794,0.0,148603.84000000003,1988-07-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-12-09,22,True,0,11957,3396,Mid-term,English
+1074,2780421,0.0,609330.6514285716,1989-03-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-08-28,16,True,0,11700,2768,Mid-term,English
+1075,2781977,416.0761904761905,180993.14285714287,1990-03-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-15,15,True,1,11335,3908,Mid-term,English
+1076,2784364,0.0,333461.3333333333,1996-02-01,20,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Russian,Standard,2012-11-09,20,True,0,9186,3060,Mid-term,European
+1077,2784740,294.1904761904762,324786.2857142857,1955-09-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-04,23,False,1,23949,3035,Long-term,English
+1078,2784787,0.0,2659536.0,1986-07-01,18,True,True,True,NOTICE,MAIL,Y,Y,Y,N,N,N,N,N,Y,51-100,English,Premier,2004-04-17,18,True,0,12688,6188,Mid-term,English
+1079,2787054,0.0,361151.57333333336,1996-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-24,16,False,0,9112,4049,Mid-term,English
+1080,2790722,0.0,1273141.5840000003,2007-06-29,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-29,22,True,0,5020,2979,Short-term,English
+1081,2791534,0.0,355523.9466666667,1986-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-04,19,False,0,12838,2335,Mid-term,English
+1082,2793433,463.5666666666667,999449.7333333334,1994-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-07-02,22,True,1,9660,2825,Mid-term,English
+1083,2796352,245.97485714285716,175380.07314285717,1966-01-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-10,23,True,1,20174,2056,Long-term,English
+1084,2800486,0.0,1756208.6666666667,1998-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-05-24,22,False,0,8472,3229,Mid-term,English
+1085,2800701,255.52800000000002,568805.3280000001,1975-12-15,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-10,21,True,1,16539,2939,Long-term,English
+1086,2803199,0.0,1482721.066666667,2001-10-10,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-01,20,False,0,7108,3465,Mid-term,English
+1087,2803907,0.0,906738.976,2016-03-16,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-11-26,22,True,0,1837,3774,Short-term,English
+1088,2805157,0.0,376439.04000000004,1979-10-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-02-15,18,True,0,15153,2232,Long-term,English
+1089,2808859,0.0,264506.0,1995-01-01,15,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Standard,2014-08-13,15,True,0,9582,2418,Mid-term,Unknown
+1090,2809880,0.0,94757.66666666666,1992-09-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-10-04,7,False,0,10420,2731,Mid-term,Unknown
+1093,2816756,0.0,1018862.5866666668,1996-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-27,17,False,0,9186,3134,Mid-term,English
+1094,2818661,0.0,1064582.4000000001,1986-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-10-26,15,False,0,12551,4170,Mid-term,English
+1095,2821670,0.0,305442.72000000003,1997-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-08,18,False,0,8778,2362,Mid-term,English
+1096,2823004,0.0,121031.90476190476,1991-12-25,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-10,5,False,0,10685,2967,Mid-term,English
+1097,2823030,0.0,4650945.0,2009-07-29,17,True,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-11-01,17,True,0,4259,3799,Short-term,English
+1098,2824227,0.0,1166830.4800000002,1988-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-01,23,True,0,12079,3038,Mid-term,English
+1099,2826828,0.0,348912.38095238095,1965-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2015-02-05,19,True,0,20252,2242,Long-term,European
+1100,2828317,0.0,306135.2380952381,1991-02-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-29,19,True,0,10998,1976,Mid-term,English
+1101,2828896,147.6761904761905,165545.00952380954,1993-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-10-20,19,True,1,10208,1985,Mid-term,English
+1102,2835197,0.0,1288309.4400000002,1998-02-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-02,22,True,0,8441,3556,Mid-term,English
+1104,2838877,0.0,1678934.4000000001,1991-04-15,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-03-19,24,True,0,10939,2930,Mid-term,English
+1106,2842440,0.0,22064.0,1997-07-01,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-07-07,4,True,0,8670,3185,Mid-term,Unknown
+1107,2845016,0.0,350160.0,1992-02-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-03-31,15,True,0,10647,2918,Mid-term,English
+1108,2845645,0.0,1576426.8,1989-05-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-08-16,12,True,0,11639,2415,Mid-term,English
+1109,2850972,0.0,59489.149999999994,1996-09-01,5,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-16,5,True,0,8973,3327,Mid-term,English
+1112,2861390,0.0,173406.66666666666,2001-11-19,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-08-26,19,True,0,7068,1674,Mid-term,English
+1113,2861810,0.0,782215.5714285715,1982-12-01,20,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-11-10,20,True,0,13996,2329,Mid-term,Unknown
+1114,2862751,0.0,336394.8342857143,1984-03-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-04-22,17,True,0,13540,2166,Mid-term,Unknown
+1115,2864409,0.0,864992.9142857145,1996-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-30,19,True,0,9172,3192,Mid-term,English
+1116,2864986,0.0,320352.6666666667,1997-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-13,19,False,0,8656,3392,Mid-term,English
+1118,2868081,361.7904761904762,501803.39047619054,1994-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2011-08-08,19,True,1,9916,3519,Mid-term,English
+1119,2871910,0.0,318632.5333333333,2002-05-17,1,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-12-26,1,False,0,6889,3379,Mid-term,English
+1120,2873228,193.40952380952382,304620.0,1994-09-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-26,21,True,1,9704,2313,Mid-term,English
+1121,2873959,0.0,1381300.2666666668,1997-08-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-03-23,26,True,0,8625,3291,Mid-term,English
+1122,2878132,411.03999999999996,811392.96,1994-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-08,21,True,1,9629,3031,Mid-term,English
+1123,2878230,0.0,629675.2,2011-11-10,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-11,19,False,0,3425,2542,Short-term,English
+1124,2879156,222.64761904761906,300351.63809523813,1993-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-01,19,True,1,10039,2522,Mid-term,English
+1125,2881213,0.0,351898.38095238095,2006-10-11,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-25,17,False,0,5281,3624,Short-term,English
+1126,2883853,0.0,206072.2857142857,1996-06-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-28,5,True,0,9065,3011,Mid-term,English
+1127,2884085,162.51999999999998,198599.43999999997,2006-02-24,13,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-22,13,True,1,5510,2590,Short-term,English
+1129,2887118,240.69333333333336,90982.08,1994-06-30,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-04-29,21,True,1,9767,2159,Mid-term,English
+1130,2889836,0.0,834473.1428571428,1997-05-01,20,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-07,20,False,0,8731,3032,Mid-term,English
+1132,2893215,212.23428571428573,379474.90285714285,1960-02-01,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-01,12,True,1,22335,2096,Long-term,English
+1134,2897852,443.3142857142857,332485.71428571426,1970-07-01,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-01,25,True,1,18532,4103,Long-term,English
+1135,2898518,263.928,351552.09599999996,2017-06-30,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-01,9,True,1,1366,2856,Short-term,English
+1136,2898944,156.03809523809525,206906.5142857143,1980-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-21,17,False,1,15030,2045,Long-term,English
+1138,2904032,0.0,154620.0,1996-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2010-09-03,21,True,0,9112,3858,Mid-term,European
+1140,2904700,0.0,1285138.4000000001,1997-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2010-09-22,13,True,0,8806,3839,Mid-term,English
+1141,2907735,0.0,2980843.0080000004,1992-06-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-07-22,22,False,0,10526,4631,Mid-term,English
+1142,2908537,0.0,715358.0571428572,1986-02-01,17,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-10,17,True,0,12838,3790,Mid-term,English
+1143,2909422,0.0,733375.8095238095,2010-11-05,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-20,23,True,0,3795,2684,Short-term,English
+1144,2909701,0.0,695861.7142857143,1989-01-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-25,23,False,0,11773,2498,Mid-term,English
+1145,2912418,0.0,348672.0,1997-07-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-04,25,True,0,8670,3157,Mid-term,English
+1146,2918257,0.0,265622.6361904762,1996-03-01,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-04,11,False,0,9157,2884,Mid-term,English
+1148,2920916,0.0,761871.9333333336,1991-10-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-10-26,20,True,0,10770,4170,Mid-term,English
+1149,2921657,390.8571428571429,152434.2857142857,1992-12-25,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-12,15,True,1,10319,3727,Mid-term,English
+1150,2925313,0.0,557907.4285714286,2010-02-21,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-05,22,True,0,4052,2273,Short-term,English
+1151,2925313,0.0,557907.4285714286,2010-02-21,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-26,17,True,0,4052,1827,Short-term,English
+1152,2926007,0.0,106934.85714285717,1996-01-15,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-21,17,True,0,9203,3932,Mid-term,English
+1153,2926602,132.18666666666667,65300.21333333333,2005-06-15,26,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-12-29,26,True,1,5764,2280,Short-term,English
+1154,2928008,0.0,2741160.0,1995-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-02-28,20,True,0,9537,4045,Mid-term,English
+1155,2929989,0.0,784702.2857142858,1995-09-01,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-21,22,True,0,9339,2714,Mid-term,English
+1156,2931644,0.0,1399831.16,1995-10-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-12,21,True,0,9295,3393,Mid-term,English
+1157,2933850,177.37200000000004,95780.88000000002,1994-04-15,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-16,4,True,1,9843,2323,Mid-term,English
+1158,2935300,0.0,550817.6,1986-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-05,12,True,0,12688,3400,Mid-term,English
+1160,2936701,0.0,5954900.0,1997-02-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2010-03-30,14,False,0,8806,4015,Mid-term,English
+1161,2938515,716.4768,377583.2736,2015-01-07,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-06,17,True,1,2271,3277,Short-term,English
+1162,2938538,1287.1666666666667,131291.0,2002-11-18,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2012-12-04,3,True,1,6704,3035,Mid-term,English
+1164,2940617,0.0,531957.5238095237,2015-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-23,17,True,0,2034,2651,Short-term,English
+1165,2941233,0.0,564204.3428571429,2012-12-03,18,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-02,18,False,0,3036,3006,Short-term,English
+1166,2941933,0.0,601403.92,2010-03-30,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-09,15,True,0,4015,3060,Short-term,English
+1169,2944648,0.0,856064.0,1994-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-11,21,False,0,9629,4246,Mid-term,English
+1172,2949745,0.0,1754491.7333333334,2005-09-26,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2014-06-28,16,True,0,5661,2464,Short-term,English
+1173,2950726,0.0,145068.80000000002,1997-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-05,16,False,0,8778,3369,Mid-term,English
+1174,2951384,143.22666666666666,378977.75999999995,1992-07-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-07,21,True,1,10496,2393,Mid-term,English
+1177,2958887,0.0,488498.4000000001,2001-12-19,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-15,21,False,0,7038,2812,Mid-term,English
+1179,2963964,0.0,724315.8857142857,1997-03-01,27,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-01-14,27,True,0,8792,2994,Mid-term,English
+1181,2965366,0.0,1147492.84,1996-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-08-30,19,True,0,9112,3497,Mid-term,English
+1183,2967306,0.0,396586.6666666667,2013-07-09,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-03-24,16,True,0,2818,2195,Short-term,English
+1184,2969707,0.0,231397.60000000003,2018-04-30,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-04-15,10,True,0,1062,2538,Short-term,Unknown
+1185,2971551,0.0,491773.7142857144,1991-12-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-29,24,True,0,10709,2614,Mid-term,English
+1186,2971573,631.0304,1383849.6672,1959-09-01,17,False,False,False,AUTO RENEW,PHONE,N,Y,Y,Y,N,N,N,N,Y,11-50,English,Premier,2013-01-11,17,False,1,22488,2997,Long-term,English
+1187,2981429,0.0,27760.76190476191,1992-04-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-22,4,True,0,10587,3413,Mid-term,English
+1188,2982610,0.0,453866.6666666667,1992-01-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-11,20,True,0,10664,2785,Mid-term,English
+1189,2983325,1147.9666666666667,562503.6666666667,2006-07-11,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2005-10-30,10,True,1,5373,5627,Short-term,English
+1190,2984127,0.0,290326.4,1989-04-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-06-25,13,True,0,11669,2832,Mid-term,Unknown
+1191,2986878,0.0,509709.20000000007,1995-01-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-25,22,True,0,9582,2710,Mid-term,English
+1192,2989272,0.0,242957.86666666667,1996-05-01,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-08,16,True,0,9096,2635,Mid-term,English
+1193,2989564,0.0,271129.3866666667,1997-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-29,20,True,0,8747,2736,Mid-term,English
+1194,2992578,431.447619047619,855992.0761904761,1994-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-03-27,16,True,1,9813,4018,Mid-term,English
+1195,2993778,578.0416666666666,124857.0,1976-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2013-07-07,18,True,1,16264,2820,Long-term,English
+1196,2995531,0.0,151435.42857142858,1984-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-22,19,False,0,13526,2225,Mid-term,English
+1197,2997005,0.0,34952.083333333336,1997-06-15,5,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-05-26,5,True,0,8686,2132,Mid-term,English
+1198,2997331,0.0,174124.70400000003,1997-05-15,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-08-11,9,True,0,8717,2785,Mid-term,English
+1199,2997420,0.0,2860111.8000000003,1996-05-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-08,19,False,0,9082,3184,Mid-term,English
+1200,2997863,382.5640000000001,779282.8680000001,1984-11-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-14,21,True,1,13295,3939,Mid-term,English
+1201,2999924,0.0,51304.0,1987-11-15,1,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-02-29,1,False,0,12186,3314,Mid-term,English
+1202,3002674,0.0,2814993.078857143,1992-09-01,44,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-11-13,44,True,0,10434,3056,Mid-term,Unknown
+1203,3002888,569.712,786202.56,1993-08-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2013-07-31,15,True,1,10100,2796,Mid-term,Unknown
+1204,3004763,0.0,470949.02400000003,1982-09-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-09-12,12,False,0,14073,3118,Mid-term,English
+1205,3005366,184.53333333333336,356518.4000000001,1961-03-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-29,21,False,1,21941,2249,Long-term,English
+1206,3007841,121.12,333080.00000000006,1972-04-01,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-04-22,22,False,1,17892,2166,Long-term,English
+1207,3012028,0.0,659456.0,1987-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-12-03,16,False,0,12400,3036,Mid-term,English
+1208,3014894,0.0,893090.6285714286,1989-07-23,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-14,22,True,0,11570,3147,Mid-term,English
+1209,3016533,188.24000000000004,344479.20000000007,1977-01-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-03,15,False,1,16156,2854,Long-term,English
+1211,3018266,0.0,431701.4000000001,1997-09-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-18,21,False,0,8608,2260,Mid-term,English
+1212,3020775,268.1333333333333,101890.66666666666,1977-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-09,4,True,1,16111,2848,Long-term,English
+1213,3021522,560.6666666666666,772598.6666666666,1972-08-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2007-09-13,13,False,1,17756,4944,Long-term,English
+1214,3028606,0.0,46568.571428571435,1986-01-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-10,15,True,0,12869,3151,Mid-term,English
+1216,3030329,0.0,899384.0,1990-12-01,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-08,19,False,0,11074,4157,Mid-term,English
+1217,3032123,0.0,298471.25333333336,1973-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-04-28,16,True,0,17313,3255,Long-term,English
+1220,3038756,0.0,390262.4000000001,1995-02-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-05-31,20,True,0,9537,3953,Mid-term,English
+1222,3043391,0.0,89075.10857142859,1998-03-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-06-08,22,False,0,8427,1753,Mid-term,English
+1223,3050344,0.0,261857.27999999997,1997-07-15,8,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-07-07,8,True,0,8656,2090,Mid-term,English
+1224,3051083,0.0,245599.20000000004,1995-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-19,18,False,0,9582,1834,Mid-term,English
+1225,3052730,0.0,648853.0285714286,1996-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-25,18,False,0,9157,3410,Mid-term,English
+1226,3053215,284.1066666666667,481844.9066666667,1978-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,11-50,English,Premier,2014-09-19,16,True,1,15657,2381,Long-term,English
+1227,3059087,1654.1200000000001,1255477.08,1976-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-02-18,23,True,1,16491,2229,Long-term,English
+1228,3062766,0.0,284947.2,1992-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-02-25,16,True,0,10647,2952,Mid-term,English
+1229,3063479,0.0,46135.44000000001,1996-01-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-23,6,True,0,9203,3169,Mid-term,English
+1230,3064693,467.904,844098.8159999999,1979-02-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-27,22,True,1,15395,2922,Long-term,English
+1231,3066832,0.0,309261.86666666664,1997-11-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-11,20,False,0,8547,2542,Mid-term,English
+1232,3072834,0.0,691360.0000000001,1990-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-30,15,False,0,11151,2554,Mid-term,English
+1233,3074257,0.0,144274.0,2004-07-19,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-06-23,4,True,0,6095,3199,Short-term,English
+1234,3074407,0.0,358051.68000000005,1997-06-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-06-04,21,True,0,8700,5775,Mid-term,English
+1235,3074490,0.0,605787.4285714286,1995-01-15,24,False,True,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-12,24,True,0,9568,2266,Mid-term,English
+1236,3077904,335.0857142857143,713732.5714285715,2009-10-27,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-15,15,False,1,4169,3328,Short-term,English
+1237,3079364,156.67199999999997,151815.16799999998,1969-01-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-15,19,False,1,19078,2263,Long-term,English
+1238,3079971,0.0,186014.29333333336,2007-01-24,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-04-18,16,True,0,5176,2535,Short-term,Unknown
+1239,3079993,0.0,93412.76000000001,1983-07-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-25,7,True,0,13770,2253,Mid-term,English
+1240,3081989,272.5047619047619,179853.14285714284,2009-01-22,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-02,20,True,1,4447,2429,Short-term,English
+1241,3082867,191.12380952380954,424868.2285714286,1994-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-13,19,False,1,9796,2296,Mid-term,English
+1242,3082980,0.0,389107.42857142864,2000-11-29,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-24,15,True,0,7423,2346,Mid-term,English
+1243,3085885,712.1333333333333,666556.7999999999,1981-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2014-09-15,18,False,1,14561,2385,Long-term,English
+1245,3086451,0.0,202400.0,1989-11-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-21,12,True,0,11455,2653,Mid-term,English
+1246,3087261,0.0,1094643.2,1996-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-12-21,19,False,0,9021,3384,Mid-term,English
+1247,3090282,511.86666666666673,1234622.4000000001,1994-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-16,18,True,1,9843,3023,Mid-term,English
+1248,3091176,448.41333333333336,98650.93333333333,1994-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-07,20,True,1,9843,3398,Mid-term,English
+1249,3092767,0.0,213061.68000000002,2012-06-09,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-12,17,True,0,3213,2023,Short-term,English
+1250,3098083,0.0,430661.48571428575,1990-08-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-01,17,True,0,11196,2187,Mid-term,English
+1251,3098582,0.0,1157738.4000000001,1996-07-15,14,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-07-02,14,True,0,9021,5382,Mid-term,English
+1252,3099409,0.0,535388.0,1996-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-07-21,21,False,0,8973,3537,Mid-term,English
+1253,3100098,704.6,1306328.4000000001,1991-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-15,18,True,1,10709,3146,Mid-term,English
+1254,3101977,0.0,577493.28,2011-02-25,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-09,18,True,0,3683,2330,Short-term,English
+1255,3103089,0.0,566494.6,1996-12-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-15,21,False,0,8868,3328,Mid-term,English
+1256,3104579,169.88400000000001,91737.36000000002,1993-06-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-14,20,True,1,10147,2264,Mid-term,English
+1257,3108161,0.0,951029.7600000001,1997-07-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-30,24,True,0,8656,3039,Mid-term,English
+1258,3111156,0.0,476117.3333333334,1997-04-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-07-12,20,True,0,8747,2450,Mid-term,English
+1259,3112013,0.0,86059.30666666667,1996-05-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2010-04-07,4,True,0,9096,4007,Mid-term,Unknown
+1260,3114821,0.0,610670.6666666666,1997-06-15,10,False,True,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-04-29,10,True,0,8686,2889,Mid-term,English
+1261,3116730,0.0,256015.71428571432,2012-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-29,15,False,0,3085,3529,Short-term,English
+1262,3117990,0.0,47072.0,2012-12-17,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,500+,Unknown,Standard,2014-04-20,1,False,0,3022,2533,Short-term,Unknown
+1263,3125195,0.0,65293.71428571429,1989-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,French,Premier,2013-05-12,20,True,0,11592,2876,Mid-term,European
+1264,3126687,0.0,316958.20000000007,2008-08-20,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-03-10,6,True,0,4602,2574,Short-term,English
+1265,3130053,0.0,441507.73333333334,1988-08-15,11,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-09-06,11,True,0,11912,2394,Mid-term,English
+1267,3131255,203.83333333333331,585205.4999999999,1979-05-01,33,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2014-02-16,33,True,1,15306,2596,Long-term,Unknown
+1268,3133504,0.0,1027477.7760000001,1990-11-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-10,18,True,0,11090,3943,Mid-term,English
+1269,3136089,0.0,566173.44,1995-12-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-13,21,True,0,9248,3117,Mid-term,English
+1271,3139090,0.0,6279936.0,1973-01-01,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-09-14,17,True,0,17617,3482,Long-term,English
+1272,3142612,145.6761904761905,27095.771428571432,1981-02-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-04,6,False,1,14664,1970,Long-term,English
+1273,3144987,335.8,172937.0,1994-02-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-07,5,True,1,9902,2302,Mid-term,English
+1274,3145580,151.09333333333333,224826.88,1962-01-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-19,16,True,1,21621,2473,Long-term,English
+1276,3152324,683.9333333333334,1730351.3333333335,1994-11-14,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-01-12,22,True,1,9630,3727,Mid-term,English
+1277,3152735,0.0,575317.6000000001,1996-10-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,500+,Russian,Premier,2013-01-22,5,True,0,8929,2986,Mid-term,European
+1279,3161265,0.0,998469.1666666669,2013-07-02,25,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-07,25,True,0,2825,2546,Short-term,English
+1280,3164443,158.60000000000002,81203.20000000001,2011-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-03,16,True,1,3557,2550,Short-term,English
+1281,3164527,147.69333333333336,268506.48000000004,1970-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-23,18,True,1,18668,2439,Long-term,English
+1282,3164853,0.0,1329156.0,1997-03-30,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2009-10-18,18,True,0,8763,4178,Mid-term,English
+1283,3166522,0.0,801304.0000000001,1994-12-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-08,20,True,0,9599,2880,Mid-term,English
+1285,3173449,181.04761904761907,216714.00000000003,1975-03-01,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-23,9,True,1,16828,2224,Long-term,English
+1286,3174988,0.0,14699.519999999997,1992-10-01,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-19,9,False,0,10404,2320,Mid-term,English
+1288,3176156,0.0,84031.68,2015-09-15,24,True,True,True,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-04,24,True,0,2020,3035,Short-term,English
+1289,3176333,0.0,8375260.800000001,2006-04-10,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,500+,English,Premier,2009-08-12,19,True,0,5465,4245,Short-term,English
+1291,3184443,0.0,360000.0,1996-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-07,15,True,0,9021,2302,Mid-term,English
+1292,3188617,312.9466666666666,405578.87999999995,1993-08-01,9,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-07,9,True,1,10100,3215,Mid-term,English
+1293,3190275,0.0,351300.37333333335,2005-04-20,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-01-11,19,False,0,5820,1902,Short-term,English
+1294,3190429,0.0,2760644.266666667,1998-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-05-02,19,False,0,8441,3251,Mid-term,English
+1295,3194887,0.0,1753890.9714285717,2010-01-08,41,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2010-05-22,41,True,0,4096,3962,Short-term,Unknown
+1297,3195897,0.0,405529.6000000001,1988-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-08-23,21,True,0,11943,2043,Mid-term,English
+1298,3196611,256.247619047619,211404.28571428568,1978-02-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-02,15,True,1,15760,2763,Long-term,English
+1299,3199379,0.0,269199.88952380954,1996-06-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-29,17,True,0,9051,3224,Mid-term,English
+1300,3199707,0.0,728840.0,1987-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-13,21,False,0,12445,3545,Mid-term,English
+1302,3205487,450.1961904761905,688800.1714285715,1994-07-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-27,17,True,1,9752,3408,Mid-term,English
+1303,3206527,0.0,1600882.4832,1990-08-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2008-11-13,19,True,0,11182,4517,Mid-term,English
+1305,3218193,0.0,71174.40000000001,1996-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-29,22,True,0,9112,2859,Mid-term,English
+1306,3220028,0.0,135421.86666666667,1983-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-26,20,True,0,13661,3593,Mid-term,English
+1308,3225720,0.0,556981.3333333334,2006-04-14,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2015-02-25,16,True,0,5461,2222,Short-term,English
+1311,3235540,0.0,416642.8,1998-10-08,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-11-19,17,False,0,8206,4511,Mid-term,English
+1312,3235945,0.0,46448.64,1983-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-04,18,False,0,13661,2184,Mid-term,English
+1313,3237179,0.0,269731.4285714285,1991-07-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-18,20,True,0,10848,2413,Mid-term,English
+1314,3239490,0.0,1495671.4666666668,1997-07-01,22,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-01-06,22,True,0,8670,3733,Mid-term,English
+1315,3244223,0.0,451618.97142857144,1997-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-15,18,True,0,8778,3146,Mid-term,English
+1316,3246959,0.0,111078.00000000001,1993-01-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-14,7,True,0,10298,2264,Mid-term,English
+1317,3256817,331.328,755427.84,1994-08-01,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-30,19,True,1,9735,2340,Mid-term,English
+1318,3260894,0.0,1722879.9466666668,2005-02-10,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-02-15,14,True,0,5889,2597,Short-term,English
+1319,3261604,0.0,624720.0,1990-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-22,21,True,0,11349,2348,Mid-term,English
+1320,3265537,0.0,160349.14285714287,1996-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-03-07,19,True,0,9203,2942,Mid-term,English
+1321,3266780,0.0,490488.8000000001,1992-10-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-01,23,False,0,10404,2034,Mid-term,English
+1322,3270732,0.0,456674.4000000001,1992-02-01,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-03-25,6,True,0,10647,2924,Mid-term,English
+1323,3271102,497.2533333333334,644440.3200000001,1994-02-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-24,18,True,1,9902,3472,Mid-term,English
+1324,3271647,0.0,723616.4571428573,1989-11-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-21,18,True,0,11469,3109,Mid-term,English
+1325,3271983,0.0,56754.28571428572,1984-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-22,12,True,0,13418,2621,Mid-term,English
+1326,3274305,0.0,227270.0,1990-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-16,15,True,0,11335,4029,Mid-term,English
+1327,3274671,322.78133333333335,583588.6506666667,1979-03-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-22,16,True,1,15353,2197,Long-term,English
+1329,3282750,237.98666666666668,569740.0800000001,1972-01-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-11,19,True,1,17983,3363,Long-term,English
+1330,3290696,1032.252,130063.752,1992-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,Y,N,Y,N,N,Y,51-100,English,Premier,2011-04-13,3,True,1,10604,3636,Mid-term,English
+1331,3292558,352.4666666666667,473010.2666666667,1994-02-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-30,22,True,1,9902,2370,Mid-term,English
+1332,3294748,0.0,72029.56190476191,1991-10-01,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-01,4,True,0,10770,1943,Mid-term,English
+1334,3295743,937.5166666666668,1300335.616666667,2013-04-25,19,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,Portuguese,Standard,2010-08-12,19,False,1,2893,3880,Short-term,European
+1335,3297494,0.0,340618.97142857144,1996-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-11,19,True,0,9186,2420,Mid-term,English
+1337,3298529,0.0,182837.03999999998,1998-02-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-09,17,True,0,8441,2269,Mid-term,English
+1338,3300767,211.88571428571427,359358.1714285714,1993-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-17,16,False,1,10267,2445,Mid-term,English
+1339,3300801,0.0,633036.3,1990-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-07-04,19,False,0,11121,2093,Mid-term,English
+1340,3301108,0.0,719506.2857142857,1996-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-18,20,True,0,8959,2717,Mid-term,English
+1341,3302979,355.72,328685.28,1974-07-15,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-09-23,11,True,1,17057,4568,Long-term,English
+1342,3310051,0.0,129463.20000000003,2003-04-09,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-24,21,True,0,6562,3381,Mid-term,English
+1343,3311275,448.57142857142856,503297.1428571428,1994-03-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-24,11,True,1,9888,4141,Mid-term,English
+1344,3312026,0.0,600684.5866666668,2011-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-21,20,True,0,3707,3201,Short-term,English
+1345,3312602,601.2333333333333,225462.50000000003,2006-06-02,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Standard,2011-12-16,5,True,1,5412,3389,Short-term,English
+1346,3312805,386.672,773730.672,1993-11-15,23,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2014-07-13,23,True,1,9994,2449,Mid-term,English
+1348,3313990,178.9714285714286,447428.5714285714,1976-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-10,20,True,1,16401,2209,Long-term,English
+1349,3315759,0.0,601813.5500000002,1996-03-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-05-05,15,True,0,9157,2153,Mid-term,English
+1350,3316574,198.62857142857143,99314.28571428571,1972-05-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-20,20,True,1,17848,2350,Long-term,English
+1351,3317619,215.82857142857142,264174.1714285714,2002-11-18,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-19,17,False,1,6704,2473,Mid-term,English
+1352,3318422,0.0,245112.68571428576,1973-01-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-17,12,True,0,17617,2960,Long-term,English
+1353,3319026,0.0,177058.28571428577,1987-03-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-03,9,True,0,12431,2885,Mid-term,English
+1354,3321101,0.0,627198.0000000001,1996-12-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-08-08,22,True,0,8868,2423,Mid-term,English
+1356,3325154,176.61333333333334,333445.9733333333,1975-05-01,16,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-30,16,True,1,16767,2735,Long-term,English
+1357,3326255,0.0,1239034.6666666667,1997-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-16,20,False,0,8639,3114,Mid-term,English
+1361,3330756,246.57904761904766,65590.02666666667,1994-02-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-23,19,True,1,9916,2286,Mid-term,English
+1363,3334206,0.0,955071.0000000002,2014-04-18,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-12,15,False,0,2535,2784,Short-term,English
+1364,3338217,0.0,425962.6666666667,1996-03-01,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2011-03-28,10,False,0,9157,3652,Mid-term,English
+1365,3343571,0.0,1154288.0,2005-12-07,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-05-07,19,True,0,5589,5073,Short-term,English
+1366,3344631,0.0,537785.76,1991-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-01,18,True,0,10939,3434,Mid-term,English
+1369,3347769,0.0,437943.14666666667,2002-03-07,11,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,N,11-50,English,Standard,2014-03-17,11,True,0,6960,2567,Mid-term,English
+1371,3357551,221.0857142857143,187038.5142857143,1986-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-05-12,18,True,1,12735,2511,Mid-term,Unknown
+1372,3357964,169.64133333333334,154712.896,1982-07-15,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-16,16,False,1,14135,2262,Mid-term,English
+1373,3363565,0.0,375427.07999999996,2011-07-21,21,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-28,21,False,0,3537,4137,Short-term,English
+1374,3367456,0.0,259844.30476190476,1996-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-08,22,False,0,9065,3214,Mid-term,English
+1375,3369224,0.0,468343.20000000007,1983-08-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-09-27,17,True,0,13753,2373,Mid-term,Unknown
+1377,3370687,0.0,467656.8,1997-09-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-05,8,True,0,8594,2972,Mid-term,English
+1378,3373713,238.5,231822.0,1964-01-15,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-01-10,18,True,1,20891,1903,Long-term,English
+1379,3377366,289.7333333333333,59105.59999999999,1994-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-21,17,True,1,9660,2410,Mid-term,English
+1380,3380054,0.0,152097.92,1997-10-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-08-31,6,True,0,8564,3496,Mid-term,English
+1381,3382836,0.0,1732037.58,2006-03-06,14,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2005-07-11,14,True,0,5500,5738,Short-term,English
+1382,3383126,0.0,521248.0000000001,1996-02-15,20,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,11-50,Italian,Premier,2010-01-01,20,True,0,9172,4103,Mid-term,European
+1384,3383961,0.0,1782841.06,2013-03-25,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-25,21,True,0,2924,3380,Short-term,English
+1385,3384121,0.0,197506.6666666667,1994-12-25,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-01,20,True,0,9589,2948,Mid-term,English
+1386,3385079,0.0,287599.2,1991-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-16,17,True,0,10756,3053,Mid-term,English
+1387,3385431,0.0,177956.91428571427,1996-02-15,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-07,18,True,0,9172,4007,Mid-term,English
+1388,3386559,0.0,414779.77142857143,1996-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-03,19,True,0,9096,2094,Mid-term,English
+1389,3389187,0.0,645760.0000000001,1985-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-02,20,True,0,12991,2855,Mid-term,English
+1390,3392108,126.78095238095237,321136.1523809523,1974-07-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-18,17,True,1,17071,1835,Long-term,English
+1391,3392215,0.0,723329.0666666667,1997-07-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-24,20,True,0,8670,3534,Mid-term,English
+1393,3393886,0.0,580988.5714285714,1990-12-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-29,15,True,0,11074,2706,Mid-term,English
+1394,3395439,0.0,65127.68000000001,1995-03-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-08-12,6,True,0,9523,1688,Mid-term,English
+1396,3399373,0.0,640341.8,1995-03-01,21,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-09-14,21,True,0,9523,4212,Mid-term,English
+1397,3401887,0.0,357072.0,1983-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-17,20,False,0,13934,3052,Mid-term,English
+1398,3402499,0.0,1184157.52,1988-06-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-19,19,True,0,11973,3264,Mid-term,English
+1399,3404576,0.0,267888.0,2012-05-23,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-07-12,20,False,0,3230,2450,Short-term,English
+1402,3410210,0.0,71678.46399999999,1988-03-15,22,False,False,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-11-04,22,True,0,12065,3065,Mid-term,English
+1403,3410347,0.0,1934580.3750000002,1996-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2011-08-21,15,True,0,9112,3506,Mid-term,English
+1404,3411073,0.0,192548.57142857142,1984-12-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-26,15,True,0,13251,2892,Mid-term,English
+1405,3411244,0.0,519060.03809523815,1995-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-27,22,False,0,9537,2312,Mid-term,English
+1406,3411345,0.0,9320.666666666666,1986-05-01,4,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,N,1-5,Unknown,Premier,2013-06-22,4,True,0,12749,2835,Mid-term,Unknown
+1407,3413165,141.22666666666666,287678.72,1981-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-28,21,True,1,14695,2372,Long-term,English
+1408,3413169,0.0,755497.6,2002-07-10,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-11-30,12,True,0,6835,3405,Mid-term,English
+1409,3416596,0.0,904704.0,1988-04-01,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-11-19,16,True,0,12048,3416,Mid-term,English
+1410,3416887,0.0,2532054.0,1996-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2011-08-02,21,False,0,9172,3525,Mid-term,English
+1411,3416991,0.0,27723.416666666668,2013-10-07,1,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2014-01-03,1,True,0,2728,2640,Short-term,English
+1413,3418085,0.0,425408.0000000001,1974-12-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-09,21,True,0,16904,2634,Long-term,English
+1414,3420496,0.0,213940.80000000002,1995-05-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-09,12,True,0,9448,2026,Mid-term,English
+1415,3420910,448.41333333333336,1341652.6933333334,2011-07-12,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2011-12-07,22,True,1,3546,3398,Short-term,English
+1416,3424004,0.0,685501.8857142859,1992-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-13,18,True,0,10512,4060,Mid-term,English
+1417,3425105,0.0,754161.0285714287,1992-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-29,19,True,0,10647,3132,Mid-term,English
+1418,3426665,0.0,1375328.7600000002,2012-09-12,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2009-09-02,9,True,0,3118,4224,Short-term,English
+1419,3428081,0.0,851828.2666666667,1995-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-12-26,19,True,0,9401,3013,Mid-term,English
+1420,3432139,246.02666666666667,633272.64,1959-04-01,18,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-09,18,False,1,22641,2726,Long-term,English
+1421,3433889,0.0,171823.08,1995-10-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-16,11,False,0,9309,2293,Mid-term,English
+1422,3437925,393.624,127927.8,1982-02-15,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-10-26,13,True,1,14285,3805,Long-term,English
+1425,3444129,0.0,173614.08000000002,1977-02-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-30,18,True,0,16111,2036,Long-term,English
+1426,3448864,0.0,1184213.3333333335,1997-03-01,20,False,True,False,NOTICE,PHONE,N,N,N,N,Y,N,N,N,Y,51-100,English,Premier,2012-04-25,20,False,0,8792,3258,Mid-term,English
+1427,3449088,0.0,221525.33333333334,2017-02-10,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-06,20,True,0,1506,2272,Short-term,English
+1428,3455904,341.8566666666666,499794.4466666666,1977-01-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-02,17,True,1,16156,2003,Long-term,English
+1429,3464081,414.9485714285715,423247.5428571429,1988-09-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-30,15,False,1,11895,3405,Mid-term,English
+1430,3464740,0.0,358613.8666666667,1991-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-26,17,False,0,10984,1948,Mid-term,English
+1431,3465251,0.0,351941.3333333334,1991-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-20,22,True,0,10892,2564,Mid-term,English
+1432,3467116,88.08800000000001,170714.54400000002,1969-08-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2016-10-19,17,True,1,18866,1620,Long-term,Unknown
+1433,3468553,0.0,1597237.3333333335,1997-08-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-13,20,False,0,8639,3910,Mid-term,English
+1435,3475436,304.9714285714286,198536.40000000002,1992-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-18,21,True,1,10633,3112,Mid-term,English
+1436,3477246,0.0,111905.98095238097,1998-02-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-09-24,8,True,0,8455,2741,Mid-term,Unknown
+1437,3477722,0.0,684648.5066666666,1987-07-01,11,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2006-10-01,11,True,0,12323,5291,Mid-term,English
+1439,3478682,0.0,524304.0000000001,1997-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-04,18,True,0,8731,2914,Mid-term,English
+1441,3481174,0.0,731578.9066666669,2003-12-09,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-18,17,False,0,6318,2747,Short-term,English
+1442,3482018,117.05333333333334,32774.933333333334,1980-11-01,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2015-06-02,14,True,1,14756,2125,Long-term,Unknown
+1443,3482467,115.44000000000001,6002.880000000001,1963-01-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-19,1,True,1,21270,2108,Long-term,English
+1445,3487105,0.0,1067061.6,1980-08-01,54,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-10-13,54,False,0,14848,2357,Long-term,Unknown
+1448,3490288,0.0,765126.7619047619,1996-04-15,23,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,6-10,English,Standard,2011-12-21,23,True,0,9112,3384,Mid-term,English
+1449,3494900,0.0,432560.00000000006,1993-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-20,20,True,0,10192,3141,Mid-term,English
+1450,3497952,390.96000000000004,656812.8,2014-03-09,21,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2015-01-17,21,True,1,2575,2261,Short-term,English
+1452,3501166,325.4457142857143,121065.80571428571,2004-10-18,6,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-14,6,True,1,6004,2721,Short-term,English
+1453,3501864,0.0,414752.2971428571,1997-05-01,23,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-29,23,True,0,8731,2767,Mid-term,English
+1454,3502715,0.0,1341791.6666666667,1996-07-01,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2006-08-31,25,True,0,9035,5322,Mid-term,English
+1455,3503970,0.0,524540.3428571428,1996-05-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-29,16,True,0,9096,2706,Mid-term,English
+1456,3505305,0.0,2010361.6,1998-02-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-12,20,True,0,8441,3637,Mid-term,English
+1457,3505740,0.0,342597.12,2001-04-27,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-05-25,18,True,0,7274,2498,Mid-term,English
+1461,3518535,116.84000000000002,213116.16000000003,1993-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-04,19,False,1,10222,2123,Mid-term,English
+1462,3520001,144.3047619047619,159456.76190476192,1975-01-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-13,17,True,1,16887,1961,Long-term,English
+1463,3520225,0.0,402078.8571428571,1985-12-25,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-23,18,True,0,12876,2196,Mid-term,English
+1464,3521934,0.0,451313.5714285714,1997-05-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2013-05-10,15,True,0,8731,2878,Mid-term,English
+1465,3522153,119.17333333333335,264922.32,2004-11-10,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-11,19,False,1,5981,2147,Short-term,English
+1466,3523766,0.0,511067.42857142864,1995-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-20,19,True,0,9582,2533,Mid-term,English
+1467,3525202,97.05333333333334,48041.40000000001,1957-02-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-12-24,15,False,1,23430,1920,Long-term,English
+1468,3527284,0.0,488448.00000000006,1995-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-17,21,False,0,9431,2779,Mid-term,English
+1469,3527680,0.0,435948.50000000006,1995-03-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-14,5,True,0,9523,2874,Mid-term,English
+1470,3536799,0.0,91726.92,1996-04-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-06,9,True,0,9112,2637,Mid-term,English
+1471,3539293,469.856,151763.48799999998,1969-02-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-18,17,True,1,19047,2931,Long-term,English
+1473,3542594,0.0,238962.28571428568,1997-08-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-11,15,True,0,8625,2024,Mid-term,English
+1474,3542721,0.0,930660.6857142858,2016-12-15,27,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-06-29,27,False,0,1563,3193,Short-term,English
+1475,3544927,0.0,1348389.0,1998-02-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-09-13,18,True,0,8441,3848,Mid-term,English
+1476,3546302,419.44,496197.52,1995-04-01,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-04-20,13,True,1,9492,3994,Mid-term,English
+1477,3546445,0.0,248689.37142857147,1992-04-01,9,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-26,9,True,0,10587,3532,Mid-term,English
+1478,3546933,0.0,480541.40952380956,1996-03-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-18,23,True,0,9143,3752,Mid-term,English
+1479,3547886,0.0,1194435.0000000002,2008-09-03,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-08-01,15,True,0,4588,3891,Short-term,English
+1480,3553937,422.247619047619,52358.70476190476,2015-07-13,2,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-01,2,True,1,2084,3952,Short-term,English
+1482,3554491,0.0,204995.52000000002,1989-07-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-04-23,6,False,0,11592,4356,Mid-term,English
+1483,3554564,0.0,265545.28,2011-03-28,14,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-23,14,False,0,3652,3869,Short-term,English
+1485,3556990,0.0,1568784.0,2009-09-16,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-04-29,20,False,0,4210,3254,Short-term,English
+1486,3560275,0.0,156000.0,1980-12-25,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-03,21,True,0,14702,2974,Long-term,English
+1488,3567018,0.0,663794.1333333333,1997-08-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-03-15,20,True,0,8625,2204,Mid-term,English
+1489,3570309,0.0,1086972.1333333335,1996-06-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-26,7,False,0,9051,3166,Mid-term,English
+1491,3572827,0.0,345213.86666666676,1986-07-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-22,14,True,0,12674,4082,Mid-term,English
+1492,3575008,0.0,18590.628571428573,1984-02-15,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Premier,2015-12-08,6,True,0,13555,1936,Mid-term,European
+1493,3578105,0.0,101957.85600000001,2001-06-26,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-03,18,True,0,7214,2520,Mid-term,English
+1494,3582251,0.0,413438.8114285714,1995-06-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-23,18,True,0,9417,2620,Mid-term,English
+1496,3585530,0.0,1206293.7714285715,1995-10-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,N,6-10,Unknown,Standard,2011-06-10,17,True,0,9295,3578,Mid-term,Unknown
+1497,3586845,1139.6666666666667,865007.0000000001,1994-06-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-10-14,23,False,1,9782,2721,Mid-term,English
+1498,3590604,427.6,561866.4,1982-06-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,1-5,Unknown,Premier,2008-09-17,18,False,1,14179,4574,Mid-term,Unknown
+1499,3593655,188.6361904761905,373499.6571428572,1994-06-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-08,18,False,1,9796,1966,Mid-term,English
+1500,3593878,0.0,429414.2883333333,1992-04-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2010-08-15,7,False,0,10587,3877,Mid-term,English
+1502,3597603,0.0,86296.0,2016-01-13,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-01,6,False,0,1900,2399,Short-term,English
+1503,3601969,0.0,96976.00000000001,1997-01-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-20,10,True,0,8851,3323,Mid-term,English
+1504,3605632,0.0,322906.6285714286,1990-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-29,18,True,0,11227,3529,Mid-term,English
+1506,3609779,1235.9666666666667,271912.6666666667,2017-12-28,5,False,False,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,N,N,101-500,Unknown,Standard,2010-10-12,5,True,1,1185,3819,Short-term,Unknown
+1508,3615597,0.0,150703.36,1985-07-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-11-15,24,True,0,13039,2324,Mid-term,Unknown
+1509,3616085,0.0,150513.06666666665,1990-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-07,20,True,0,11349,2302,Mid-term,English
+1511,3622093,879.0166666666668,2204573.8000000003,1993-06-15,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2011-02-13,19,True,1,10147,3695,Mid-term,English
+1513,3625861,0.0,451962.36799999996,1976-11-15,22,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-12,22,True,0,16203,3454,Long-term,English
+1514,3626973,285.5466666666667,475435.19999999995,1979-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-12,15,False,1,15214,2388,Long-term,English
+1516,3630512,0.0,1102007.1771428573,1984-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-15,18,True,0,13509,3693,Mid-term,English
+1517,3638290,114.09333333333335,140905.2666666667,1974-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-02,19,True,1,16934,2095,Long-term,English
+1519,3644555,152.60761904761907,29758.485714285714,1954-08-15,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-24,15,True,1,24331,1768,Long-term,English
+1520,3645452,0.0,105039.0,1995-03-01,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2011-07-25,3,False,0,9523,3533,Mid-term,Unknown
+1521,3646546,0.0,69996.72,1987-02-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-10,6,True,0,12459,2299,Mid-term,English
+1522,3647375,0.0,632955.7000000001,1997-08-01,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-06-21,13,True,0,8639,2106,Mid-term,English
+1524,3653336,420.0333333333333,310824.6666666666,1992-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-27,20,False,1,10319,2647,Mid-term,English
+1525,3654803,0.0,888059.9238095239,1992-10-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-01-11,17,True,0,10404,4458,Mid-term,English
+1526,3656480,127.21904761904764,203550.47619047624,1993-02-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-15,16,True,1,10281,1838,Mid-term,English
+1527,3656735,332.38666666666666,79772.8,1973-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-05-20,20,True,1,17497,4329,Long-term,English
+1528,3659313,206.56380952380957,247876.57142857148,1972-04-15,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-01,16,True,1,17878,2065,Long-term,English
+1529,3662655,0.0,412549.27999999997,1997-12-25,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-12-17,22,True,0,8493,3388,Mid-term,English
+1530,3664340,0.0,1185193.4000000001,1985-07-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-19,19,True,0,13039,3020,Mid-term,English
+1531,3669159,126.88,165197.75999999998,1972-08-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-22,14,False,1,17770,2225,Long-term,English
+1532,3669255,0.0,202510.3238095238,1998-02-15,19,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-07,19,True,0,8441,2789,Mid-term,English
+1533,3669995,691.912,804001.744,1993-12-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-29,14,True,1,9978,3651,Mid-term,English
+1534,3679297,0.0,389536.00000000006,1996-08-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,Hindi,Standard,2015-06-14,21,True,0,9004,2113,Mid-term,Asian
+1535,3680449,228.5,442376.0,1983-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-02-20,22,True,1,13631,1862,Mid-term,English
+1536,3683902,159.26666666666665,99223.13333333332,1975-06-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-03-27,7,False,1,16736,2557,Long-term,English
+1537,3688902,0.0,236094.17142857143,1988-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-03,12,False,0,11957,2885,Mid-term,English
+1539,3695977,427.20000000000005,444288.00000000006,1975-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-26,16,False,1,16797,3988,Long-term,English
+1540,3697605,137.2,289354.8,1971-01-01,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-11-08,19,True,1,18348,2331,Long-term,English
+1541,3698385,407.8,1284570.0000000002,1980-12-01,21,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-16,21,True,1,14726,2596,Long-term,English
+1542,3701432,0.0,114071.65714285716,1990-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-07-06,18,True,0,11151,2091,Mid-term,English
+1544,3704102,0.0,106483.20000000003,1967-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-21,21,False,0,19764,2441,Long-term,English
+1545,3704431,0.0,75269.805,2003-01-02,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-12-23,9,True,0,6659,1921,Mid-term,English
+1546,3705463,0.0,2651613.066666667,1993-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2007-01-19,22,True,0,10253,5181,Mid-term,English
+1547,3708416,0.0,388074.336,1986-01-15,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-04-25,12,True,0,12855,2163,Mid-term,English
+1549,3710567,0.0,388816.00000000006,1984-12-01,15,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-01-03,15,True,0,13265,3371,Mid-term,Unknown
+1551,3711775,0.0,257573.20000000004,1996-05-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-27,21,True,0,9082,2131,Mid-term,English
+1554,3721238,0.0,600273.3333333334,2003-06-09,25,False,False,False,NOTICE,BILLING,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-22,25,True,0,6501,2682,Mid-term,English
+1555,3721374,0.0,698179.6000000001,1990-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-05-23,21,True,0,11182,5422,Mid-term,English
+1556,3723475,0.0,424119.5200000001,2006-01-26,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-06,11,True,0,5539,3917,Short-term,English
+1557,3725173,163.98666666666668,351259.44,2012-05-18,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-07,18,True,1,3235,2605,Short-term,English
+1558,3728899,0.0,217747.54285714286,1980-06-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-05,9,True,0,14909,2791,Long-term,English
+1559,3729803,255.65333333333334,636321.1466666666,2006-02-27,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-02-12,19,True,1,5507,2235,Short-term,English
+1560,3729982,220.5866666666667,473158.4000000001,1992-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-07,15,False,1,10604,3185,Mid-term,English
+1561,3732408,0.0,459510.0342857144,1996-09-04,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-29,24,True,0,8970,2280,Mid-term,English
+1564,3739254,197.65714285714287,152986.6285714286,1978-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-27,18,False,1,15732,2343,Long-term,English
+1565,3741743,0.0,22845.44,1996-08-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-11,8,True,0,9004,3363,Mid-term,English
+1567,3743307,0.0,207257.60000000003,1996-02-01,4,True,True,True,NOTICE,PHONE,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-08-15,4,True,0,9186,4242,Mid-term,English
+1568,3743656,0.0,195264.16,1997-12-01,7,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-08,7,True,0,8517,2757,Mid-term,English
+1569,3743945,328.70933333333335,539083.3066666666,2001-12-17,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-02-26,20,True,1,7040,2221,Mid-term,English
+1570,3745043,0.0,225978.47999999998,2005-06-10,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-31,21,True,0,5769,2339,Short-term,English
+1571,3747676,0.0,174000.0,1991-03-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-17,12,False,0,10984,2718,Mid-term,English
+1572,3747897,0.0,310688.4,1987-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-11-26,15,False,0,12400,4139,Mid-term,English
+1576,3751420,262.08000000000004,84651.84000000001,1983-02-01,17,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-28,17,True,1,13934,2130,Mid-term,English
+1577,3752590,0.0,312757.2,1985-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2014-07-30,21,True,0,13203,2432,Mid-term,Unknown
+1579,3754470,342.8533333333334,157712.53333333338,1970-08-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-23,23,True,1,18487,2681,Long-term,English
+1580,3755618,0.0,789514.0000000001,1996-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2010-01-08,21,True,0,8882,4096,Mid-term,English
+1582,3757785,0.0,1019348.96,1982-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-22,23,False,0,14299,2470,Long-term,English
+1584,3760912,0.0,501203.6119999999,1997-07-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-09,21,True,0,8670,2787,Mid-term,English
+1585,3761158,0.0,341357.4666666667,2017-10-20,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-14,14,False,0,1254,2994,Short-term,English
+1587,3769553,0.0,488520.7428571429,1995-07-15,17,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-20,17,False,0,9387,3294,Mid-term,English
+1588,3772827,0.0,557374.6285714286,1998-06-24,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-14,17,True,0,8312,3939,Mid-term,English
+1589,3773139,168.096,118003.392,1981-04-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-09,18,False,1,14591,2361,Long-term,English
+1590,3773533,0.0,319987.2,1984-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,English,Standard,2012-06-21,18,True,0,13295,3201,Mid-term,English
+1591,3774112,583.0190476190477,1528675.942857143,1995-04-01,23,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-25,23,False,1,9492,4140,Mid-term,English
+1592,3776716,268.08000000000004,764028.0000000001,2004-05-24,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-10,19,False,1,6151,2299,Short-term,English
+1593,3778480,0.0,1730180.8333333335,1992-11-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-04-10,25,False,0,10359,2908,Mid-term,English
+1594,3780473,0.0,143187.04,1996-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-12-27,19,False,0,8990,3012,Mid-term,English
+1595,3781973,1705.2,583178.4,1991-07-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-12-02,18,False,1,10862,2672,Mid-term,English
+1596,3782696,0.0,464672.00000000006,1982-01-01,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-06-08,16,True,0,14330,3214,Long-term,English
+1597,3784376,423.0666666666667,27922.400000000005,2010-02-18,1,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-15,1,True,1,4055,2659,Short-term,English
+1599,3786048,0.0,845398.6666666669,1992-12-25,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-24,17,True,0,10319,3503,Mid-term,English
+1600,3786836,1140.0666666666666,2296094.2666666666,2017-01-13,19,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-04-22,19,True,1,1534,3261,Short-term,English
+1601,3790746,0.0,190815.4285714286,1997-12-25,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-24,18,True,0,8493,3229,Mid-term,English
+1602,3792903,0.0,156584.0,1992-02-01,2,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-05-21,2,True,0,10647,3598,Mid-term,English
+1603,3793914,0.0,174994.56000000003,2005-05-09,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-16,13,True,0,5801,2203,Short-term,English
+1604,3796169,0.0,297409.71428571426,1997-04-01,30,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-04-15,30,False,0,8761,2173,Mid-term,English
+1606,3798972,0.0,106670.66666666667,1990-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-04-06,10,True,0,11165,2912,Mid-term,English
+1607,3800818,615.3333333333334,77532.0,1996-02-15,3,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-20,3,True,1,9172,3446,Mid-term,English
+1609,3800970,257.7328,243042.03040000002,1956-06-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-25,23,False,1,23675,2618,Long-term,English
+1610,3801649,0.0,2305036.08,1996-07-01,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,Portuguese,Standard,2010-02-09,23,True,0,9035,4064,Mid-term,European
+1611,3803408,183.09333333333328,149037.97333333327,1992-06-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-26,22,True,1,10512,2801,Mid-term,English
+1613,3807836,0.0,109251.24000000002,1990-12-15,9,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-08-07,9,True,0,11060,2424,Mid-term,English
+1616,3811755,346.22857142857146,457021.7142857143,1972-06-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-27,20,True,1,17831,3408,Long-term,English
+1617,3817563,0.0,498669.60000000003,1974-10-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-08,18,True,0,16979,2910,Long-term,English
+1618,3818151,0.0,339752.20952380955,1998-02-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-30,19,True,0,8441,3344,Mid-term,English
+1619,3819510,0.0,350536.9523809524,1985-06-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,German,Standard,2013-09-16,20,True,0,13069,2749,Mid-term,European
+1620,3822212,0.0,245014.49142857143,1984-11-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-03,17,True,0,13281,2306,Mid-term,English
+1621,3828499,0.0,346900.32,1990-06-01,27,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-07-17,27,True,0,11257,3175,Mid-term,English
+1623,3830482,0.0,806948.8,1985-04-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-04,21,True,0,13144,2731,Mid-term,English
+1624,3835975,0.0,439242.2,2007-04-13,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-27,15,True,0,5097,3287,Short-term,English
+1626,3842834,469.5733333333334,250282.5866666667,1985-04-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-13,13,False,1,13144,3330,Mid-term,English
+1627,3842861,160.9,49557.200000000004,1975-11-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-02-03,11,False,1,16583,2244,Long-term,English
+1628,3843074,0.0,533174.4,1993-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-10-25,18,False,0,10222,2710,Mid-term,English
+1629,3847605,0.0,284832.0,2004-09-23,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-21,16,False,0,6029,2775,Short-term,English
+1630,3848192,0.0,616900.2171428571,2005-10-25,23,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-07-05,23,True,0,5632,2822,Short-term,English
+1633,3850365,0.0,519165.7714285715,1996-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-12,18,True,0,9021,2600,Mid-term,English
+1635,3858089,304.24,533028.48,1993-04-15,24,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-08,24,True,1,10208,2484,Mid-term,English
+1636,3858538,0.0,228018.57142857142,1989-01-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-04-12,17,True,0,11759,3271,Mid-term,English
+1637,3860902,263.5733333333333,458090.4533333333,1993-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-02,22,True,1,9964,2276,Mid-term,English
+1638,3876498,0.0,1726694.6666666667,1988-07-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-06-03,7,True,0,11957,3585,Mid-term,English
+1640,3879738,0.0,486625.70666666667,1984-02-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-21,16,True,0,13569,2956,Mid-term,English
+1641,3879799,0.0,1516382.4000000001,1987-03-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2010-02-04,20,False,0,12431,4069,Mid-term,English
+1642,3883653,0.0,581534.6285714286,1996-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-06-21,19,False,0,8990,2471,Mid-term,English
+1645,3890733,390.5,656040.0,1994-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-27,15,False,1,9690,2526,Mid-term,English
+1647,3893407,294.1,838773.2000000001,1994-08-15,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-02-08,23,False,1,9721,3335,Mid-term,Unknown
+1648,3893545,0.0,308187.3066666667,2004-07-13,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-28,8,True,0,6101,3591,Short-term,English
+1649,3894329,0.0,115826.88,1991-07-15,21,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-03-26,21,True,0,10848,2193,Mid-term,English
+1651,3896724,0.0,103237.5,1989-06-15,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-07-22,12,True,0,11608,2805,Mid-term,Unknown
+1652,3897484,0.0,1752038.3999999997,2007-03-19,24,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-23,24,False,0,5122,3596,Short-term,English
+1653,3900092,0.0,196772.40000000002,1998-05-05,21,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-16,21,True,0,8362,2961,Mid-term,English
+1654,3902250,0.0,635577.9047619049,2018-05-11,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-13,16,True,0,1051,3514,Short-term,English
+1655,3902772,280.3066666666667,163699.09333333332,2004-11-11,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-04,4,True,1,5980,3796,Short-term,English
+1656,3907133,0.0,172970.66666666666,1992-02-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-02,25,True,0,10647,2033,Mid-term,English
+1657,3907444,0.0,2928664.0,2012-07-21,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-01-21,25,True,0,3171,5179,Short-term,English
+1658,3907730,0.0,663332.88,1988-03-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-13,21,True,0,12079,3270,Mid-term,English
+1659,3910782,165.84761904761908,99840.26666666669,2014-11-18,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2015-06-12,7,True,1,2321,2115,Short-term,European
+1661,3912911,0.0,293698.7428571429,2005-04-22,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-03,22,True,0,5818,2185,Short-term,English
+1662,3915176,0.0,930298.4228571429,1989-03-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-24,18,True,0,11714,3564,Mid-term,English
+1665,3924399,0.0,965268.4,1997-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-17,19,True,0,8717,3357,Mid-term,English
+1666,3926027,0.0,324727.92000000004,1995-11-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-19,9,False,0,9264,3264,Mid-term,English
+1667,3928232,0.0,571374.0800000001,1990-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-26,17,False,0,11349,2436,Mid-term,English
+1668,3928425,179.63809523809525,470651.8095238096,1980-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-05,20,True,1,14702,2214,Long-term,English
+1669,3930201,275.3183333333334,254118.82166666674,1994-06-15,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2013-12-13,13,True,1,9782,2661,Mid-term,English
+1670,3932276,0.0,1120605.2000000002,1982-06-01,21,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-10-26,21,True,0,14179,3074,Mid-term,English
+1671,3933313,0.0,336762.2761904762,2009-02-20,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-04,13,True,0,4418,3523,Short-term,English
+1672,3935693,0.0,459130.31999999995,1995-02-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-23,22,False,0,9551,3382,Mid-term,English
+1673,3938833,0.0,1154785.8,2015-07-20,21,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,101-500,English,Premier,2015-02-26,21,True,0,2077,2221,Short-term,English
+1674,3942565,0.0,32934.4,1997-09-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-11-08,20,True,0,8594,2331,Mid-term,English
+1675,3944970,0.0,945705.4666666668,2010-05-17,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,Portuguese,Standard,2013-04-28,17,False,0,3967,2890,Short-term,European
+1677,3946846,1487.2666666666667,3498051.1999999997,1992-07-15,21,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-05-12,21,True,1,10482,3972,Mid-term,English
+1679,3947140,277.1466666666667,636051.6000000001,1976-11-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-25,17,True,1,16203,2345,Long-term,English
+1680,3950792,217.09333333333336,191476.32,2001-10-03,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-12,18,True,1,7115,3149,Mid-term,English
+1681,3954196,0.0,766713.6000000001,1996-02-01,17,False,True,False,NOTICE,IT,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-26,17,True,0,9186,3713,Mid-term,English
+1682,3954837,213.14800000000002,348283.83200000005,1975-01-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-07,19,False,1,16873,2605,Long-term,English
+1684,3956138,0.0,95292.49600000003,1991-07-15,23,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-04,23,True,0,10848,3645,Mid-term,English
+1685,3956550,304.01,657573.63,1994-02-01,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-10-30,21,True,1,9916,2705,Mid-term,English
+1686,3958146,0.0,122572.80000000002,1988-03-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-11,6,True,0,12065,2420,Mid-term,English
+1687,3963285,0.0,262469.80000000005,1996-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2008-07-07,17,True,0,9186,4646,Mid-term,English
+1688,3964885,0.0,430008.76,2012-03-23,19,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-02-28,19,True,0,3291,3315,Short-term,Unknown
+1689,3971839,0.0,176299.7333333333,1995-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-06-13,16,False,0,9295,2114,Mid-term,English
+1690,3978058,0.0,403035.28571428574,1994-10-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2016-06-19,26,True,0,9674,1742,Mid-term,Unknown
+1691,3979025,0.0,503163.96,2006-04-11,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-11,15,True,0,5464,3516,Short-term,English
+1692,3979697,458.21333333333337,1162945.44,2003-11-10,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-11-09,18,False,1,6347,5617,Mid-term,English
+1694,3982930,149.73333333333335,264728.5333333334,1972-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-05,17,True,1,17831,2000,Long-term,English
+1695,3984873,0.0,190020.00000000003,2000-10-19,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-12,15,False,0,7464,3088,Mid-term,English
+1696,3991096,0.0,293625.90400000004,1996-07-15,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-21,22,False,0,9021,2987,Mid-term,English
+1697,3995261,0.0,117187.38095238096,1995-05-01,10,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-10-06,10,True,0,9462,3094,Mid-term,English
+1698,3996020,0.0,1001996.1600000001,1985-06-15,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-05,22,True,0,13069,2972,Mid-term,English
+1699,3996116,0.0,1250455.142857143,1990-11-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-10-17,19,False,0,11090,4179,Mid-term,English
+1700,3996923,0.0,120365.71428571428,1973-11-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-10-11,16,True,0,17299,2724,Long-term,English
+1701,4000148,0.0,111956.1142857143,1990-09-15,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-28,23,True,0,11151,3833,Mid-term,English
+1702,4000224,0.0,260546.88,2001-02-05,22,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-01,22,True,0,7355,2764,Mid-term,English
+1703,4001516,0.0,166552.10000000003,1991-04-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2012-12-21,19,True,0,10953,3018,Mid-term,Unknown
+1704,4003011,0.0,295248.00000000006,2005-06-30,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2009-07-03,18,True,0,5749,4285,Short-term,English
+1705,4003332,0.0,245335.168,2000-01-10,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-22,12,True,0,7747,3566,Mid-term,English
+1707,4005493,181.75238095238095,76336.0,1978-09-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-18,15,True,1,15548,2229,Long-term,English
+1708,4010904,0.0,439637.9428571429,1998-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-30,16,True,0,8455,2554,Mid-term,English
+1709,4012325,0.0,70836.48,1986-07-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-22,8,True,0,12674,1983,Mid-term,English
+1710,4013745,0.0,548416.0,2009-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-03,16,True,0,4181,3585,Short-term,English
+1711,4014488,176.14666666666668,402671.28,1994-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-10-05,18,True,1,9752,2730,Mid-term,English
+1713,4019766,0.0,1722889.1679999998,1996-05-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-11-23,22,True,0,9096,3046,Mid-term,English
+1714,4020281,182.4666666666667,394128.00000000006,2017-10-25,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-01,16,True,1,1249,2795,Short-term,English
+1715,4021557,235.12380952380954,489057.52380952385,1982-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-01,16,False,1,14299,2611,Long-term,English
+1716,4024521,0.0,583290.4,1998-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-07-16,21,False,0,8427,4272,Mid-term,English
+1717,4026366,0.0,551869.4400000001,1986-11-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-28,18,False,0,12551,3499,Mid-term,English
+1718,4028550,0.0,141338.51666666666,2011-02-18,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-04-27,7,True,0,3690,3256,Short-term,Unknown
+1719,4028842,0.0,83183.53333333333,1984-04-15,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-04-29,10,False,0,13495,2524,Mid-term,English
+1720,4030272,0.0,595042.56,1993-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-05,18,False,0,10086,3948,Mid-term,English
+1721,4033334,266.3809523809524,450450.1904761905,1993-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-22,19,True,1,10222,2835,Mid-term,English
+1722,4034886,0.0,746701.7142857144,2014-12-18,15,True,True,True,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,6-10,English,Standard,2011-12-01,15,False,0,2291,3404,Short-term,English
+1723,4035124,0.0,930000.24,1997-06-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-26,21,False,0,8686,3013,Mid-term,English
+1724,4035936,0.0,89033.00000000001,1995-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-06-20,23,True,0,9509,3568,Mid-term,English
+1725,4040984,0.0,610113.2266666668,1998-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-11-26,17,False,0,8441,3409,Mid-term,English
+1726,4041951,209.00533333333334,87782.24,1992-06-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-12,14,True,1,10526,2572,Mid-term,English
+1728,4046512,0.0,850673.5714285716,1981-08-01,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,Y,N,N,N,N,N,Y,6-10,English,Premier,2011-05-21,13,True,0,14483,3598,Long-term,English
+1729,4046662,205.20685714285713,56637.09257142857,1981-02-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-13,23,False,1,14650,1869,Long-term,English
+1730,4048239,0.0,235338.1714285714,1988-10-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-10,18,False,0,11851,2694,Mid-term,English
+1731,4048441,0.0,182372.40000000002,1990-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-08-02,18,True,0,11196,3890,Mid-term,English
+1733,4050103,0.0,877404.0000000001,1993-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-07-28,20,True,0,10208,3530,Mid-term,English
+1734,4052541,0.0,807676.182857143,1985-08-15,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-01-09,18,True,0,13008,5191,Mid-term,English
+1735,4053697,519.9,468949.8,1966-10-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-14,11,True,1,19901,3055,Long-term,English
+1736,4053950,0.0,1559423.1466666672,1972-04-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-08,16,False,0,17892,3184,Long-term,English
+1737,4054466,0.0,7557916.800000002,2014-12-26,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-09-10,24,True,0,2283,3120,Short-term,English
+1738,4054496,0.0,101355.0,1997-03-01,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-15,6,True,0,8792,3693,Mid-term,English
+1739,4055510,244.5904761904762,651589.0285714286,1986-04-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-25,18,True,1,12765,2679,Mid-term,English
+1740,4055729,216.41904761904763,544510.3238095238,1993-06-01,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-07,17,True,1,10161,2120,Mid-term,English
+1742,4058929,0.0,364901.3333333333,1991-05-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-23,19,True,0,10909,2439,Mid-term,English
+1744,4063870,0.0,65307.2,2007-08-28,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-01,17,False,0,4960,3221,Short-term,English
+1745,4063960,0.0,21708.133333333335,1997-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-02,11,False,0,8778,2947,Mid-term,English
+1746,4070088,0.0,798609.0666666668,1996-05-01,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-04-26,20,True,0,9096,2892,Mid-term,English
+1749,4073825,0.0,187749.64,1988-02-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-07,13,True,0,12108,2516,Mid-term,English
+1750,4074820,378.7809523809524,245450.05714285714,2002-06-06,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-08,18,True,1,6869,3641,Mid-term,English
+1751,4077436,0.0,622406.4,2014-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-28,20,False,0,2369,2191,Short-term,English
+1752,4080190,0.0,205739.23809523814,1989-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2012-02-29,19,True,0,11714,3314,Mid-term,European
+1754,4086093,0.0,56109.386666666665,2005-10-05,4,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-05-18,4,True,0,5652,2505,Short-term,English
+1757,4093134,0.0,458611.04000000004,1991-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-05,17,True,0,10953,2913,Mid-term,English
+1758,4094090,0.0,257762.39999999997,1979-03-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-18,6,True,0,15353,3021,Long-term,English
+1759,4095062,255.75238095238097,219947.04761904763,1972-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-09-06,20,True,1,17678,2759,Long-term,English
+1762,4106985,479.0933333333333,189720.96,1976-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-20,22,True,1,16431,3568,Long-term,English
+1763,4110426,0.0,115208.19200000001,2015-01-03,16,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-11-16,16,True,0,2275,2323,Short-term,English
+1764,4123177,0.0,343646.16,1997-08-01,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,11-50,Spanish,Premier,2011-08-11,22,True,0,8639,3516,Mid-term,European
+1765,4124653,0.0,771503.5714285715,1987-07-01,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-05-06,25,True,0,12323,2882,Mid-term,English
+1766,4125165,218.68571428571428,368048.0571428571,1975-10-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-29,17,True,1,16614,2494,Long-term,English
+1768,4126405,176.68,452300.80000000005,1983-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-30,20,False,1,13814,2735,Mid-term,English
+1769,4129791,0.0,149080.74666666667,1993-01-01,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-02,4,True,0,10312,2490,Mid-term,English
+1770,4129866,298.80933333333337,352595.01333333337,1981-06-15,20,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-03,20,True,1,14530,3280,Long-term,English
+1771,4131745,477.8057142857143,331119.36,1974-05-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-09-09,21,True,1,17132,3121,Long-term,English
+1772,4134853,0.0,18841.0,1984-12-25,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2013-08-10,1,False,0,13241,2786,Mid-term,Unknown
+1773,4135999,0.0,116692.79999999999,1981-09-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-17,18,True,0,14452,3297,Long-term,English
+1775,4140028,0.0,75342.5523809524,1971-12-01,10,True,False,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-11,10,True,0,18014,2359,Long-term,English
+1776,4142591,427.6666666666667,198865.0,1975-03-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-11-11,15,False,1,16814,2328,Long-term,English
+1778,4147859,334.25600000000003,246680.928,2009-08-03,9,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-29,9,True,1,4254,3559,Short-term,English
+1779,4148028,279.6904761904762,70761.69047619047,1976-11-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-04-23,11,True,1,16203,2530,Long-term,English
+1780,4151408,0.0,93342.07999999999,2005-02-09,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-07-04,16,True,0,5890,2458,Short-term,English
+1781,4151735,0.0,60973.27999999999,1990-12-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,N,Y,6-10,Hindi,Premier,2017-06-28,19,True,0,11074,1368,Mid-term,Asian
+1784,4154100,0.0,996711.0833333334,1988-07-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,Spanish,Premier,2013-10-02,5,True,0,11957,2733,Mid-term,European
+1785,4154509,0.0,240171.42857142855,1997-06-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2011-09-20,6,True,0,8686,3476,Mid-term,English
+1786,4156688,97.12,206380.0,1978-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-12-23,17,True,1,15548,1921,Long-term,English
+1790,4164438,508.23333333333335,297316.5,1992-02-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-31,13,True,1,10647,3008,Mid-term,English
+1791,4165061,0.0,645901.7760000001,1991-11-01,18,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-10-12,18,True,0,10739,4549,Mid-term,English
+1792,4169617,564.6333333333333,162614.4,1995-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-14,18,True,1,9537,3239,Mid-term,English
+1793,4171056,0.0,45988.740000000005,1995-04-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-06-24,15,False,0,9478,3564,Mid-term,Unknown
+1795,4174755,0.0,1237090.19,1997-03-15,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,Spanish,Premier,2010-12-09,23,True,0,8778,3761,Mid-term,European
+1796,4179196,308.06666666666666,651869.0666666667,1966-08-01,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-31,23,False,1,19962,2188,Long-term,English
+1798,4182837,297.66666666666663,158358.66666666666,1980-07-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-01-10,7,True,1,14879,2633,Long-term,English
+1799,4183440,0.0,470469.60000000003,1991-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-07,18,False,0,10953,2090,Mid-term,English
+1801,4185834,0.0,286009.60000000003,1986-11-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-17,16,True,0,12551,2292,Mid-term,English
+1802,4193394,351.3714285714286,44272.8,1993-02-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-10-21,3,False,1,10281,3445,Mid-term,English
+1805,4196382,0.0,287434.28571428574,1986-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-10,18,True,0,12796,2452,Mid-term,English
+1806,4199261,0.0,80888.32,1971-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-23,19,True,0,18244,2742,Long-term,English
+1807,4199887,0.0,385591.57333333336,1994-08-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-01-14,19,True,0,9721,2629,Mid-term,English
+1808,4204394,299.81333333333333,215865.6,1992-04-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-18,18,False,1,10587,3996,Mid-term,English
+1809,4204670,0.0,1527844.5000000002,1982-09-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-05-02,15,False,0,14087,3982,Mid-term,English
+1810,4207401,0.0,364697.60000000003,2002-01-15,20,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-17,20,False,0,7011,2871,Mid-term,English
+1811,4209376,2839.2000000000003,3935131.2000000007,1985-06-15,11,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2010-09-28,11,True,1,13069,3833,Mid-term,English
+1812,4214744,0.0,525501.2533333333,1995-10-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-28,20,True,0,9309,2860,Mid-term,English
+1813,4215853,0.0,1539921.4133333336,1995-12-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-01-01,14,True,0,9234,2642,Mid-term,English
+1814,4216557,0.0,414069.0,1996-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-03-19,21,False,0,9126,2565,Mid-term,Unknown
+1815,4218380,0.0,884964.0000000001,2004-07-19,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-01-18,18,False,0,6095,3356,Short-term,Unknown
+1816,4219111,0.0,136776.00000000003,1997-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-07,15,True,0,8761,4038,Mid-term,English
+1817,4222122,0.0,3018685.8000000003,2013-03-20,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2011-02-01,15,True,0,2929,3707,Short-term,English
+1818,4228353,0.0,208645.20000000004,1986-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-24,15,True,0,12824,3564,Mid-term,English
+1819,4229566,0.0,245723.5,1992-09-15,30,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2014-06-05,30,True,0,10420,2487,Mid-term,Unknown
+1820,4231855,0.0,345445.33333333326,1998-06-25,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-22,19,True,0,8311,2256,Mid-term,English
+1821,4234198,0.0,3655186.7733333334,1989-10-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-02-06,22,False,0,11486,2971,Mid-term,English
+1822,4234624,0.0,140013.33333333337,1976-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-10,7,True,0,16491,2360,Long-term,English
+1823,4236710,132.35,250141.5,1993-04-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-09-25,15,True,1,10208,2010,Mid-term,English
+1825,4238427,0.0,945612.8,1995-02-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-18,24,False,0,9537,3448,Mid-term,English
+1826,4244405,0.0,424537.60000000003,2012-09-26,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-04-29,16,True,0,3104,2524,Short-term,English
+1827,4245481,0.0,156443.42857142858,2007-01-22,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-21,24,True,0,5178,3262,Short-term,English
+1830,4255692,149.15333333333336,144529.58000000002,1981-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-26,17,True,1,14664,2101,Long-term,English
+1831,4256055,0.0,45562.628571428584,2011-10-20,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-08,18,True,0,3446,2576,Short-term,English
+1832,4262159,0.0,1877183.0628571426,1984-02-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,Y,N,N,Y,6-10,English,Premier,2007-05-28,22,True,0,13555,5052,Mid-term,English
+1833,4268747,0.0,26588.194285714286,1998-05-12,3,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-14,3,True,0,8355,3147,Mid-term,English
+1834,4268963,0.0,230852.57142857145,1987-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-22,18,True,0,12445,2409,Mid-term,English
+1835,4271323,0.0,190554.00000000003,1989-07-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-12-17,15,True,0,11592,1927,Mid-term,English
+1837,4277170,0.0,250509.65333333338,1997-12-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Polish,Standard,2013-11-16,14,True,0,8503,2688,Mid-term,European
+1839,4284936,0.0,230055.46666666667,1988-09-01,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-16,16,True,0,11895,3603,Mid-term,English
+1841,4299517,0.0,7473460.000000001,1993-10-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2012-10-18,25,False,0,10039,3082,Mid-term,English
+1842,4300817,0.0,317874.16000000003,1997-04-01,17,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-25,17,True,0,8761,2284,Mid-term,English
+1843,4300860,723.3893333333334,1388907.5200000003,1994-04-01,16,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-11-25,16,True,1,9857,3775,Mid-term,English
+1844,4302863,0.0,2947120.0,1988-08-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2014-04-13,22,True,0,11912,2540,Mid-term,English
+1848,4309149,0.0,381701.76,1992-05-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-12-12,16,True,0,10557,3393,Mid-term,English
+1849,4309163,0.0,552902.28,1992-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-05,21,True,0,10573,2760,Mid-term,English
+1851,4312099,0.0,6829155.666666666,1997-03-01,14,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,500+,English,Standard,2011-01-19,14,True,0,8792,3720,Mid-term,English
+1852,4312947,196.4952380952381,202193.60000000003,1978-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-04,21,True,1,15718,2335,Long-term,English
+1853,4319330,0.0,408249.3333333334,2015-02-21,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-10,20,True,0,2226,2725,Short-term,English
+1854,4320118,0.0,131785.7142857143,1998-03-15,9,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-08-20,9,False,0,8413,2046,Mid-term,English
+1855,4320678,211.56571428571428,52045.16571428571,1976-07-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2015-07-04,6,False,1,16326,2093,Long-term,European
+1857,4324163,0.0,1004506.5599999998,1995-10-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2012-05-04,18,True,0,9295,3249,Mid-term,English
+1858,4325361,0.0,2313333.12,1997-03-15,8,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2009-07-05,8,True,0,8778,4283,Mid-term,English
+1859,4327996,0.0,608038.0,1987-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-19,19,True,0,12278,3111,Mid-term,English
+1860,4329765,0.0,551097.7866666667,1995-11-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-29,19,True,0,9278,3193,Mid-term,English
+1861,4330816,203.33333333333331,51239.99999999999,1964-12-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2015-07-05,4,True,1,20556,2092,Long-term,Unknown
+1862,4331362,509.80800000000005,229413.60000000003,1993-10-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-15,15,True,1,10039,2934,Mid-term,English
+1863,4331636,0.0,3234093.866666667,1988-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2007-11-09,19,False,0,12079,4887,Mid-term,English
+1867,4342131,0.0,704564.6666666666,1990-07-01,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,N,51-100,English,Standard,2013-09-30,29,True,0,11227,2735,Mid-term,English
+1868,4352398,0.0,1007359.6952380954,1995-08-01,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-06-04,23,False,0,9370,3218,Mid-term,English
+1869,4354209,0.0,624923.28,1989-02-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2011-10-19,18,True,0,11728,3447,Mid-term,English
+1871,4356608,243.69047619047618,202750.47619047618,1994-10-15,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-11-15,8,True,1,9660,2324,Mid-term,Unknown
+1872,4357029,0.0,364616.64,2005-12-16,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-06-10,18,False,0,5580,2847,Short-term,English
+1873,4360724,578.9333333333333,1556172.7999999998,2016-03-10,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-03-17,24,True,1,1843,3297,Short-term,English
+1874,4361476,0.0,534959.04,1986-04-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-04-16,22,True,0,12765,2902,Mid-term,English
+1876,4368899,124.89333333333335,418392.6666666667,1981-07-15,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-14,25,True,1,14500,2205,Long-term,English
+1877,4371649,174.74285714285713,310343.3142857143,1981-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-09,16,True,1,14347,2179,Long-term,English
+1880,4383704,0.0,295777.8857142857,1981-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-05-25,19,True,0,14695,2498,Long-term,English
+1881,4384551,0.0,1304305.92,1992-03-15,19,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-07,19,True,0,10604,3367,Mid-term,English
+1882,4385419,0.0,377881.6,2010-01-02,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-03-08,12,True,0,4102,2941,Short-term,English
+1883,4387629,0.0,239805.6266666667,1993-09-15,10,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-10,10,True,0,10055,2513,Mid-term,English
+1884,4390079,282.2133333333333,220126.4,1973-12-25,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-29,15,True,1,17259,2371,Long-term,English
+1886,4393289,213.1619047619048,195682.6285714286,1961-01-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-08,18,False,1,21986,2454,Long-term,English
+1887,4393902,0.0,231067.19999999998,1990-05-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-12-28,23,True,0,11288,2646,Mid-term,Unknown
+1890,4400255,0.0,142448.0,1997-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-05-22,15,False,0,8686,5788,Mid-term,English
+1891,4401949,154.0761904761905,179652.83809523814,1973-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-04,22,False,1,17586,2031,Long-term,English
+1892,4402273,190.6095238095238,228731.42857142855,2005-08-18,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-17,15,True,1,5700,2292,Short-term,English
+1893,4402344,0.0,133779.90476190473,1978-09-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-12,11,False,0,15534,2511,Long-term,English
+1895,4410274,0.0,526348.8,1991-11-15,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-22,16,False,0,10725,2590,Mid-term,English
+1896,4410527,190.85733333333334,268727.12533333333,1981-03-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-01-21,16,True,1,14622,3718,Long-term,English
+1898,4413524,0.0,1203890.1333333335,1996-02-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-02-26,26,True,0,9172,4412,Mid-term,English
+1899,4415514,0.0,116862.72000000002,1989-03-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-14,15,True,0,11714,2205,Mid-term,English
+1900,4422725,221.63809523809525,581800.0000000001,1980-01-15,21,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-05-08,21,True,1,15047,2515,Long-term,English
+1902,4427406,214.88000000000002,357990.0800000001,1973-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-09,17,False,1,17405,2026,Long-term,English
+1903,4427967,0.0,686604.6857142858,1991-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-26,18,True,0,11012,3013,Mid-term,English
+1904,4428985,0.0,400482.1142857143,1997-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-17,17,True,0,8686,2960,Mid-term,English
+1905,4429939,0.0,507471.3428571428,1991-07-21,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-20,9,True,0,10842,3629,Mid-term,English
+1906,4432971,296.4247619047619,142283.88571428572,1994-08-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-23,5,True,1,9735,2561,Mid-term,English
+1907,4436552,0.0,916619.9466666667,2016-05-30,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-21,16,True,0,1762,3963,Short-term,English
+1909,4439768,0.0,485858.88,1989-07-01,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-28,18,True,0,11592,3164,Mid-term,English
+1910,4441912,0.0,809491.2,1997-03-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-06-06,9,True,0,8778,5773,Mid-term,English
+1911,4443370,0.0,656142.9333333333,2009-01-15,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2016-04-20,10,True,0,4454,1802,Short-term,English
+1912,4449534,0.0,456884.13333333336,2001-09-05,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2013-07-07,19,True,0,7143,2820,Mid-term,English
+1913,4449971,0.0,762464.9142857144,1992-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-25,16,True,0,10343,3533,Mid-term,English
+1914,4451141,0.0,292241.06666666665,1988-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-18,16,True,0,12065,2959,Mid-term,English
+1916,4455328,0.0,86266.51428571428,1988-03-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-27,19,False,0,12065,2282,Mid-term,English
+1917,4456960,888.5333333333334,241681.06666666668,1984-01-01,8,True,True,True,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-09-19,8,True,1,13600,2746,Mid-term,English
+1918,4463444,0.0,275649.2,1987-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2016-02-24,15,True,0,12323,1858,Mid-term,Unknown
+1922,4467985,0.0,256499.19999999998,1990-12-25,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-01-31,16,False,0,11050,2247,Mid-term,English
+1924,4470691,0.0,893892.2666666667,1989-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-01,20,True,0,11639,3526,Mid-term,English
+1925,4472577,0.0,80665.20000000001,2012-03-04,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-21,6,True,0,3310,2714,Short-term,English
+1926,4473736,0.0,467200.00000000006,1995-10-15,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-02,24,False,0,9295,2521,Mid-term,English
+1928,4478631,417.0833333333333,53386.666666666664,1972-02-01,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-12-16,4,True,1,17952,2293,Long-term,English
+1929,4479713,0.0,139524.41904761907,1981-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-04,19,True,0,14438,2123,Long-term,English
+1930,4483314,230.05714285714285,200149.71428571426,1970-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-09,15,False,1,18682,2575,Long-term,English
+1931,4484829,0.0,348571.4285714286,1984-07-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2011-09-10,8,True,0,13404,3486,Mid-term,English
+1932,4487123,0.0,446476.80000000005,2005-03-29,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-18,18,True,0,5842,3235,Short-term,English
+1933,4491059,0.0,49137.12761904763,1997-08-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-26,4,True,0,8639,3043,Mid-term,English
+1935,4493526,0.0,1053754.8,1991-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-01-01,21,True,0,10756,3373,Mid-term,English
+1936,4494748,0.0,221606.91666666663,1990-09-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2014-10-09,11,True,0,11165,2361,Mid-term,Unknown
+1939,4498317,0.0,293586.8,1996-02-15,5,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-08-01,5,True,0,9172,3891,Mid-term,English
+1941,4503946,0.0,288201.76,1986-03-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-07,12,True,0,12810,2577,Mid-term,English
+1942,4506401,1127.2559999999999,913077.3599999999,1975-11-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2010-08-06,15,True,1,16583,3886,Long-term,English
+1943,4506725,0.0,250253.14285714284,1987-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Hebrew,Standard,2013-09-27,18,False,0,12217,2738,Mid-term,Asian
+1944,4507384,0.0,160893.18095238094,1997-03-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-28,17,False,0,8792,2921,Mid-term,English
+1945,4507620,0.0,521508.00000000006,2011-03-18,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-14,20,True,0,3662,2295,Short-term,English
+1946,4510486,0.0,1546105.5999999999,1987-11-01,20,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-03,20,True,0,12200,3463,Mid-term,English
+1947,4516972,0.0,688935.6799999999,2005-11-05,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-08,24,False,0,5621,2635,Short-term,English
+1948,4519361,0.0,1080009.0666666667,1991-10-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2010-03-13,20,True,0,10770,4032,Mid-term,English
+1949,4520794,0.0,867753.6,1990-12-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-06-25,14,True,0,11074,3928,Mid-term,English
+1950,4521832,331.8342857142857,156957.61714285714,1994-04-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-09,11,True,1,9843,2756,Mid-term,English
+1951,4527000,135.58666666666667,36608.4,1969-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-24,15,True,1,19047,2315,Long-term,English
+1952,4528099,0.0,606037.1200000001,2006-08-31,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-24,23,True,0,5322,2223,Short-term,English
+1953,4529295,0.0,59869.25714285715,1989-12-25,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-13,3,True,0,11415,3392,Mid-term,English
+1954,4532344,0.0,1295390.7200000002,1991-09-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-29,15,True,0,10800,3224,Mid-term,English
+1955,4537983,0.0,182328.05333333334,1988-03-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-07,23,True,0,12065,3062,Mid-term,English
+1956,4538004,0.0,782221.44,2005-10-03,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-26,21,True,0,5654,3593,Short-term,English
+1958,4540246,0.0,1130288.6400000001,1998-10-14,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-03-28,13,False,0,8200,4017,Mid-term,English
+1959,4541283,0.0,461439.580952381,1992-04-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-19,23,True,0,10587,2228,Mid-term,English
+1960,4543725,0.0,72775.00533333335,1986-08-01,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-08-07,13,True,0,12657,3520,Mid-term,English
+1961,4545693,0.0,143223.84000000003,2005-09-12,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-19,9,False,0,5675,2989,Short-term,English
+1962,4548473,0.0,457157.6533333334,1992-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2010-02-18,22,True,0,10404,4055,Mid-term,English
+1964,4549827,0.0,287244.5714285714,1995-08-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-03,20,True,0,9370,2336,Mid-term,English
+1965,4558065,0.0,1345774.906666667,1984-01-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2006-09-16,20,True,0,13600,5306,Mid-term,English
+1969,4566413,0.0,1286107.6800000002,1992-03-15,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-09,21,True,0,10604,3671,Mid-term,English
+1970,4567186,366.9813333333334,867176.8906666668,2009-06-08,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-29,17,True,1,4310,2371,Short-term,English
+1971,4569987,539.6800000000001,259046.40000000005,2007-04-12,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-02-19,20,True,1,5098,3689,Short-term,English
+1973,4579926,0.0,749548.8,1996-05-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-02,21,True,0,9096,3464,Mid-term,English
+1974,4584767,378.8933333333334,1161686.9600000002,1975-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Spanish,Premier,2008-01-30,21,True,1,16644,4805,Long-term,European
+1975,4588768,191.73333333333335,456325.3333333334,1981-06-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-08,20,False,1,14544,2301,Long-term,English
+1976,4590295,0.0,328846.13333333336,1991-08-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Chinese,Standard,2006-03-30,5,True,0,10831,5476,Mid-term,Asian
+1977,4590571,0.0,1504245.6,1993-02-15,27,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-10,27,True,0,10267,3120,Mid-term,English
+1980,4594651,0.0,457114.9714285714,1995-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-10,18,True,0,9478,2148,Mid-term,English
+1983,4601035,0.0,951651.0,1993-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-11-17,18,True,0,10117,2687,Mid-term,English
+1985,4610144,0.0,55610.880000000005,1989-09-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-14,12,False,0,11530,2751,Mid-term,English
+1986,4611623,350.21714285714285,994616.6857142857,1977-03-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2012-12-21,20,True,1,16097,3018,Long-term,European
+1987,4613302,0.0,172911.42857142855,1997-05-15,10,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,N,6-10,English,Premier,2011-02-28,10,True,0,8717,3680,Mid-term,English
+1988,4614400,0.0,98764.90000000001,2011-09-13,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-24,17,True,0,3483,2042,Short-term,English
+1989,4617687,0.0,1571479.2000000002,1996-05-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2011-06-07,6,True,0,9096,3581,Mid-term,English
+1990,4618543,0.0,991547.8095238096,1964-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-05-21,20,False,0,20831,5424,Long-term,English
+1991,4619785,805.9839999999999,1334709.504,1980-12-25,12,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2009-04-14,12,True,1,14702,4365,Long-term,English
+1992,4620274,0.0,532883.3142857143,1991-03-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2006-05-05,15,True,0,10984,5440,Mid-term,English
+1993,4622424,0.0,2603178.6666666665,2001-01-25,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-12-30,16,True,0,7366,3009,Mid-term,English
+1994,4623979,0.0,718530.4761904763,1989-08-01,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-16,22,False,0,11561,3114,Mid-term,English
+1995,4625352,0.0,1020407.52,1996-10-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-18,22,True,0,8943,3325,Mid-term,English
+1996,4625967,0.0,924775.5999999999,1982-01-01,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-03-15,19,True,0,14330,3299,Long-term,English
+1997,4633895,0.0,557346.24,2000-09-29,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-15,22,False,0,7484,3328,Mid-term,English
+1998,4636477,310.0761904761905,595346.2857142858,1993-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-08-12,15,False,1,10208,3149,Mid-term,Unknown
+2000,4643968,0.0,317897.27999999997,1996-06-15,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2004-02-21,17,True,0,9051,6244,Mid-term,Unknown
+2001,4648925,252.72380952380956,386667.42857142864,1978-05-15,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-27,15,True,1,15657,2738,Long-term,English
+2004,4653991,0.0,869992.1000000001,1995-11-01,37,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2015-02-02,37,True,0,9278,2245,Mid-term,Unknown
+2005,4655033,0.0,609386.96,1997-09-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-28,13,True,0,8594,3621,Mid-term,English
+2006,4655402,0.0,470846.88000000006,1991-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Premier,2013-09-17,21,True,0,10848,2748,Mid-term,Unknown
+2009,4658175,0.0,784970.9226666667,1998-01-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-01-07,16,True,0,8472,2636,Mid-term,English
+2010,4659998,0.0,24223.957333333332,1989-02-01,7,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-23,7,True,0,11742,2530,Mid-term,English
+2011,4668123,0.0,1135895.8000000003,1989-03-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-02,17,False,0,11714,3190,Mid-term,English
+2012,4669176,343.7142857142858,109301.14285714288,1993-02-01,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-15,6,True,1,10281,3390,Mid-term,English
+2014,4672867,0.0,46623.36,2009-03-03,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-23,16,True,0,4407,2347,Short-term,English
+2015,4678871,512.4666666666667,301330.4,1992-12-25,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2012-12-14,7,True,1,10319,3025,Mid-term,Unknown
+2016,4680602,0.0,503100.0000000001,1986-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-06,21,True,0,12718,2394,Mid-term,English
+2017,4680766,359.4066666666667,698686.56,1993-01-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-12-13,18,True,1,10298,3757,Mid-term,English
+2018,4681550,0.0,140216.00000000003,1991-07-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-24,15,True,0,10848,3319,Mid-term,English
+2019,4685529,0.0,270382.0,2014-03-16,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-03-06,15,True,0,2568,3308,Short-term,English
+2020,4687047,0.0,985674.6666666667,1998-02-15,28,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-17,28,True,0,8441,3022,Mid-term,English
+2021,4687669,233.7866666666667,466404.4,1994-08-01,15,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,11-50,English,Premier,2015-06-04,15,True,1,9735,2123,Mid-term,English
+2022,4689142,0.0,594279.0186666667,1983-04-15,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-06-01,22,True,0,13861,2491,Mid-term,Unknown
+2023,4690265,0.0,127149.6,1996-10-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2014-11-13,21,True,0,8943,2326,Mid-term,English
+2024,4691989,225.04000000000002,445579.2,1975-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,German,Premier,2012-05-23,22,False,1,16539,3230,Long-term,European
+2025,4693736,0.0,3903472.9066666677,1992-05-15,22,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-05-20,22,True,0,10543,3964,Mid-term,English
+2026,4694060,0.0,782039.2533333334,1993-10-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-03-11,14,False,0,10039,4034,Mid-term,English
+2027,4694840,0.0,468280.80000000005,1983-10-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-02-02,21,True,0,13692,2975,Mid-term,English
+2028,4695031,0.0,1317363.3333333337,1996-06-15,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2012-04-11,25,True,0,9051,3272,Mid-term,English
+2029,4695409,0.0,1073334.8571428573,1997-03-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-22,20,True,0,8792,3597,Mid-term,English
+2031,4695933,325.02857142857147,494043.42857142864,1993-01-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-27,20,True,1,10298,3256,Mid-term,English
+2033,4698245,0.0,1555840.0000000002,2009-09-18,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-02-14,20,True,0,4208,3329,Short-term,English
+2034,4700446,0.0,254387.2,1996-06-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Italian,Standard,2012-06-11,7,False,0,9065,3211,Mid-term,European
+2035,4703801,0.0,71356.5,1991-01-15,3,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,1-5,English,Standard,2014-04-19,3,True,0,11029,2534,Mid-term,English
+2036,4709825,0.0,2370384.0,1992-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-19,16,False,0,10373,3173,Mid-term,English
+2037,4711110,0.0,389057.604,1991-07-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-04,19,True,0,10848,2305,Mid-term,English
+2038,4711300,0.0,372827.00000000006,1988-01-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-19,15,True,0,12125,2078,Mid-term,English
+2039,4712119,219.13333333333333,165664.80000000002,1994-01-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-22,21,False,1,9947,3170,Mid-term,English
+2041,4716830,0.0,624960.0000000001,1990-03-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-21,24,False,0,11335,1984,Mid-term,English
+2042,4721985,0.0,225411.42857142855,1985-05-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Standard,2013-10-14,20,True,0,13114,2721,Mid-term,Unknown
+2044,4726036,190.22095238095238,62202.25142857142,2012-07-07,3,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-30,3,True,1,3185,1975,Short-term,English
+2046,4730959,246.89600000000002,430586.624,1996-02-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2016-01-14,16,True,1,9172,1899,Mid-term,Unknown
+2047,4733738,393.6380952380953,718783.161904762,1979-01-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-23,22,True,1,15412,3747,Long-term,English
+2048,4734251,0.0,2118120.0,1997-05-15,30,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-02-07,30,True,0,8717,3336,Mid-term,English
+2050,4736179,0.0,225776.72,1984-05-15,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-31,21,False,0,13465,1882,Mid-term,English
+2052,4744315,0.0,148028.4,1987-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-25,18,True,0,12247,2222,Mid-term,English
+2055,4752880,0.0,1236185.6,2016-04-05,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-01,21,True,0,1817,3313,Short-term,English
+2056,4753072,266.708,602760.0800000001,2005-06-10,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-12,20,False,1,5769,3027,Short-term,English
+2057,4757472,0.0,432971.21904761903,1996-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-25,17,True,0,9112,4020,Mid-term,English
+2058,4757581,0.0,1005582.8571428573,1988-05-01,20,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-24,20,True,0,12018,3595,Mid-term,English
+2060,4758625,325.208,295614.07200000004,2007-10-15,9,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-12,9,True,1,4912,2207,Short-term,English
+2061,4759956,0.0,181238.85714285716,1996-08-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-09,5,True,0,9004,2940,Mid-term,English
+2062,4762295,0.0,641894.4,1996-07-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-14,21,True,0,9021,3208,Mid-term,English
+2063,4766715,0.0,293506.28571428574,1990-07-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-01,15,True,0,11213,1943,Mid-term,English
+2064,4767771,0.0,553207.2000000001,1988-07-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-29,21,False,0,11957,2736,Mid-term,English
+2065,4768709,0.0,108455.01333333334,1979-04-15,10,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-27,10,True,0,15322,3439,Long-term,English
+2067,4769500,176.81333333333333,501796.24,2007-01-25,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-28,22,True,1,5175,2737,Short-term,English
+2069,4775731,0.0,642412.8,1990-12-01,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-01,24,True,0,11074,2369,Mid-term,English
+2070,4775964,541.1200000000001,1038409.2800000003,1994-10-15,19,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-05-18,19,True,1,9660,3235,Mid-term,English
+2071,4776012,0.0,428650.16666666674,1992-04-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2011-09-07,5,True,0,10587,3489,Mid-term,English
+2072,4776012,0.0,428650.16666666674,1992-04-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2013-02-25,16,True,0,10587,2952,Mid-term,English
+2073,4777319,0.0,688531.2,1988-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-09-16,16,True,0,12079,3114,Mid-term,English
+2074,4777946,0.0,115102.40000000001,1998-03-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-01-07,6,True,0,8413,3732,Mid-term,English
+2076,4788464,0.0,1628408.0,1992-11-01,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-14,24,True,0,10373,2843,Mid-term,English
+2077,4789301,0.0,302971.6114285714,1996-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,Hebrew,Premier,2012-06-06,19,True,0,9112,3216,Mid-term,Asian
+2078,4790208,0.0,285009.504,2017-04-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-29,24,True,0,1456,3101,Short-term,English
+2079,4791708,0.0,785499.4285714286,2002-02-14,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-02,18,False,0,6981,3098,Mid-term,English
+2081,4803486,460.2,423384.0,1993-10-01,20,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-03,20,True,1,10039,3463,Mid-term,English
+2083,4810440,0.0,639550.56,1997-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,Unknown,Premier,2011-10-17,22,True,0,8806,3449,Mid-term,Unknown
+2084,4811637,252.13333333333333,162626.0,1994-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-02,15,True,1,9599,2217,Mid-term,English
+2085,4813647,0.0,333555.2,1996-10-15,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-07-16,23,True,0,8929,3176,Mid-term,Unknown
+2086,4815887,215.86666666666667,543984.0000000001,1999-06-07,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-19,20,True,1,7964,2473,Mid-term,English
+2087,4815901,378.6333333333333,234752.66666666666,1993-09-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2014-06-15,20,True,1,10069,2477,Mid-term,Unknown
+2088,4819097,0.0,260125.32,2014-04-10,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-01-25,21,True,0,2543,3714,Short-term,English
+2089,4820114,0.0,719831.04,1990-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-24,18,False,0,11213,2953,Mid-term,English
+2091,4823526,0.0,134908.80000000002,2008-09-04,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-12,18,False,0,4587,2845,Short-term,English
+2092,4826454,165.60000000000002,417312.0,1981-11-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-14,18,True,1,14391,2113,Long-term,English
+2093,4834544,0.0,326373.12,1994-03-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-07-02,9,True,0,9874,3190,Mid-term,English
+2094,4835631,0.0,96122.88,1990-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-18,18,False,0,11227,3204,Mid-term,English
+2095,4837223,0.0,411367.7333333334,1989-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-12-10,19,False,0,11714,1934,Mid-term,English
+2096,4838461,843.8000000000001,459027.2,1995-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,Japanese,Standard,2013-12-20,17,True,1,9492,2654,Mid-term,Asian
+2097,4838759,0.0,202362.16000000003,1995-10-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-28,19,True,0,9309,3468,Mid-term,English
+2098,4844085,0.0,398136.1333333334,1992-07-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-12-06,23,False,0,10496,5590,Mid-term,English
+2099,4846404,0.0,101418.66666666666,1997-03-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Russian,Standard,2012-06-24,16,False,0,8778,3198,Mid-term,European
+2100,4846991,525.4228571428572,938405.2228571429,1962-11-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2010-10-08,19,True,1,21317,3823,Long-term,English
+2101,4848295,0.0,883780.1142857143,2009-08-27,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-11-06,19,True,0,4230,3063,Short-term,English
+2102,4849454,290.89523809523814,89013.94285714286,1979-02-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-28,17,True,1,15395,3011,Long-term,English
+2104,4852971,0.0,38673.600000000006,1989-02-01,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-04,10,False,0,11742,3126,Mid-term,English
+2105,4854869,210.95238095238096,125305.7142857143,1971-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-24,11,True,1,18303,2438,Long-term,English
+2107,4855467,0.0,668985.0514285715,1981-08-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-02,16,True,0,14483,3737,Long-term,English
+2109,4857957,111.232,170518.656,1976-08-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2016-02-07,21,True,1,16309,1875,Long-term,English
+2110,4859233,0.0,913731.3640000002,1991-11-01,21,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-07,21,True,0,10739,3428,Mid-term,English
+2111,4861052,0.0,438432.50000000006,1987-03-15,15,False,False,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-07-01,15,True,0,12431,1730,Mid-term,English
+2112,4864359,0.0,1585061.5733333332,1991-07-01,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-08,22,True,0,10862,3092,Mid-term,English
+2113,4867164,100.60000000000001,61567.200000000004,1974-03-01,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-18,6,True,1,17193,1956,Long-term,English
+2114,4867971,0.0,170553.14285714287,1995-12-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-25,20,True,0,9248,1980,Mid-term,English
+2116,4874223,0.0,512822.07999999996,1994-02-01,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-30,6,True,0,9916,3923,Mid-term,English
+2118,4876052,0.0,41359.36,1983-07-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-01,6,False,0,13770,2187,Mid-term,English
+2119,4878072,456.4361904761905,1013288.3428571429,1990-06-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-23,20,True,1,11257,3443,Mid-term,English
+2120,4881245,160.05714285714288,114280.80000000002,1978-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-23,17,False,1,15596,2074,Long-term,English
+2121,4881908,0.0,1556271.0799999998,1993-03-15,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-10-02,21,True,0,10239,3464,Mid-term,English
+2122,4881916,0.0,42140.28,1992-12-01,14,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,Hebrew,Standard,2014-05-16,14,True,0,10343,2507,Mid-term,Asian
+2123,4884827,0.0,118979.04761904763,1997-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-28,16,True,0,8670,3591,Mid-term,English
+2124,4885292,0.0,1604564.0000000002,2015-04-11,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2011-01-28,20,True,0,2177,3711,Short-term,English
+2125,4886824,204.52800000000002,404147.32800000004,1975-03-01,19,True,False,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-03,19,False,1,16828,2671,Long-term,English
+2126,4889362,0.0,1917168.0000000002,1997-08-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-07-23,22,False,0,8625,3900,Mid-term,English
+2127,4891869,0.0,277646.7199999999,1997-05-15,24,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-12,24,True,0,8717,2266,Mid-term,English
+2128,4893549,0.0,762232.7440000002,1996-10-15,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-12,21,True,0,8929,2845,Mid-term,English
+2130,4895557,0.0,395804.9333333334,2014-07-25,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-12-10,11,True,0,2437,3760,Short-term,English
+2131,4897572,0.0,586559.6038095239,2006-03-10,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-03-23,19,True,0,5496,2196,Short-term,Unknown
+2132,4899350,0.0,914420.5714285715,1992-02-01,15,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-08-16,15,True,0,10647,4972,Mid-term,English
+2133,4900549,0.0,1113863.4000000001,2002-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-10,21,True,0,6799,3304,Mid-term,English
+2134,4903087,0.0,2578576.0000000005,1998-02-15,26,False,False,False,NOTICE,MAIL,N,N,N,Y,Y,Y,N,N,Y,500+,English,Premier,2016-03-03,26,False,0,8441,1850,Mid-term,English
+2135,4904052,246.01904761904763,663759.3904761905,1972-08-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-14,19,True,1,17770,2690,Long-term,English
+2136,4904415,0.0,414324.30000000005,1996-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-09,23,False,0,9157,2818,Mid-term,English
+2137,4906127,0.0,3285577.533333333,2010-07-16,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-12-03,19,True,0,3907,3402,Short-term,English
+2138,4907652,0.0,97012.03809523811,1988-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-11,22,True,0,11804,2785,Mid-term,English
+2139,4910178,232.8,557323.2,1971-05-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-02-02,19,True,1,18228,1880,Long-term,English
+2140,4915733,0.0,561610.0000000001,1995-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-23,21,True,0,9339,3626,Mid-term,English
+2141,4917945,414.19047619047615,800216.0,1980-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-28,21,True,1,14848,3895,Long-term,English
+2142,4918667,0.0,143697.92,1997-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-06-15,16,True,0,8656,2842,Mid-term,English
+2143,4919154,0.0,269863.19999999995,1996-12-25,18,True,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-30,18,True,0,8858,2309,Mid-term,English
+2145,4924928,0.0,316277.86666666664,1997-08-22,8,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-01-21,8,True,0,8618,3718,Mid-term,English
+2146,4933607,0.0,67963.68800000001,2009-04-13,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-21,13,True,0,4366,2137,Short-term,English
+2147,4935279,0.0,146217.59999999998,1997-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Arabic,Premier,2014-11-26,15,True,0,8594,2313,Mid-term,Asian
+2148,4936062,0.0,176154.00000000003,1996-09-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-19,15,False,0,8973,3477,Mid-term,English
+2149,4940736,0.0,413934.00000000006,1998-02-15,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2011-11-30,9,True,0,8441,3405,Mid-term,English
+2150,4946827,334.2857142857143,94268.57142857143,1993-12-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-06-14,3,True,1,9964,2843,Mid-term,Unknown
+2151,4948045,0.0,1271350.0799999998,1998-07-03,18,False,False,False,AUTO RENEW,BRANCH (PHONE),N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-08-25,18,True,0,8303,3502,Mid-term,English
+2152,4949615,0.0,178521.42857142858,2012-01-10,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-08-02,10,True,0,3364,2064,Short-term,English
+2153,4949818,0.0,701114.4,1995-08-15,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-07-02,28,True,0,9356,2825,Mid-term,Unknown
+2154,4951314,0.0,1149346.0999999999,1998-02-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-09-28,15,True,0,8455,3102,Mid-term,English
+2157,4952739,0.0,269048.7428571428,1983-12-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-12,13,True,0,13617,2631,Mid-term,English
+2158,4952960,132.17333333333335,253640.62666666668,1993-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-29,19,True,1,10312,2280,Mid-term,English
+2159,4954624,0.0,57074.28571428571,1987-10-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-12,20,True,0,12231,2631,Mid-term,English
+2160,4957654,0.0,897169.3714285714,1970-09-15,18,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-06,18,True,0,18456,3216,Long-term,English
+2161,4958854,0.0,447907.5,1995-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-19,17,False,0,9295,3324,Mid-term,English
+2163,4962070,0.0,88832.0,1994-02-14,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-03,20,True,0,9903,2063,Mid-term,English
+2164,4962339,0.0,516865.20000000007,2007-10-11,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-09-13,15,True,0,4916,3483,Short-term,English
+2165,4965801,0.0,273480.0,1980-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-04-17,18,False,0,14848,2171,Long-term,English
+2166,4966495,0.0,534898.8571428572,1996-03-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-08,19,False,0,9143,2696,Mid-term,English
+2167,4970505,0.0,389180.8,1996-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-30,20,False,0,8959,2674,Mid-term,English
+2169,4971366,0.0,699174.3,1986-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-15,17,True,0,12657,2628,Mid-term,English
+2171,4975788,0.0,769706.6666666665,1997-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-12,22,True,0,8639,4061,Mid-term,English
+2172,4977285,0.0,959116.9523809524,1996-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-25,20,False,0,9004,4079,Mid-term,English
+2173,4977285,0.0,959116.9523809524,1996-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-07,20,False,0,9004,2424,Mid-term,English
+2175,4980515,0.0,737990.6560000001,1991-07-15,16,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-03,16,True,0,10848,2640,Mid-term,English
+2176,4981665,0.0,901430.8333333334,1996-12-25,13,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,51-100,English,Standard,2014-04-04,13,True,0,8858,2549,Mid-term,English
+2178,4986953,0.0,1106194.6666666667,2009-05-24,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-18,25,True,0,4325,2931,Short-term,English
+2179,4987815,0.0,300666.8571428572,1998-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-04,15,True,0,8427,2335,Mid-term,English
+2180,4993709,0.0,744279.6666666666,1974-07-01,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-04-03,14,True,0,17071,3280,Long-term,English
+2181,4996619,0.0,93505.1,1995-10-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2009-03-18,13,True,0,9295,4392,Mid-term,English
+2182,5004043,0.0,274084.2,1997-04-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-06-06,5,True,0,8761,4312,Mid-term,English
+2183,5007687,0.0,105006.16,1989-03-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-03-04,3,True,0,11714,2215,Mid-term,English
+2184,5008066,0.0,223543.31999999998,1989-03-01,11,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-30,11,True,0,11714,2705,Mid-term,English
+2186,5011147,635.1,950109.6000000001,1977-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-31,22,True,1,16066,3527,Long-term,English
+2187,5017605,0.0,375093.33333333343,1997-07-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-23,14,True,0,8656,2773,Mid-term,English
+2188,5018281,0.0,132475.2,1989-09-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-13,22,False,0,11530,2296,Mid-term,English
+2189,5020578,0.0,89073.87999999999,1986-04-15,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-15,21,True,0,12765,3481,Mid-term,English
+2190,5025877,0.0,240182.80000000002,1962-08-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-12-22,19,False,0,21409,1922,Long-term,English
+2191,5032086,0.0,25121.52380952381,2015-01-07,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-08-14,8,False,0,2271,2052,Short-term,English
+2192,5035489,0.0,208142.85714285716,1984-06-15,20,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-13,20,True,0,13434,3910,Mid-term,English
+2193,5035984,0.0,139440.21333333335,1995-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-05,16,True,0,9537,2183,Mid-term,English
+2194,5043727,275.77333333333337,827320.0000000001,1977-11-15,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-07-15,20,True,1,15838,2447,Long-term,English
+2195,5047529,0.0,60615.62000000001,1990-03-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-08-20,1,True,0,11335,3507,Mid-term,English
+2196,5056373,0.0,319491.4666666667,1997-12-01,13,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-09-16,13,True,0,8517,3114,Mid-term,English
+2198,5062086,0.0,129789.76000000001,2013-03-07,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-21,6,False,0,2942,3840,Short-term,English
+2200,5065323,331.4333333333334,145830.6666666667,1967-01-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-25,22,False,1,19809,2284,Long-term,English
+2201,5079308,0.0,192399.2,1995-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-30,17,False,0,9224,2858,Mid-term,English
+2202,5080034,0.0,102456.68571428572,1992-08-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-20,9,True,0,10465,3476,Mid-term,English
+2203,5080623,197.2761904761905,340893.2571428572,1969-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-30,16,True,1,18835,2340,Long-term,English
+2204,5081777,0.0,570728.3523809524,1992-05-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-08,23,True,0,10543,3245,Mid-term,English
+2205,5085758,0.0,766549.3333333334,1995-03-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-20,20,True,0,9523,3568,Mid-term,English
+2206,5089538,375.02857142857147,564042.9714285715,1994-04-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-05,16,True,1,9857,3614,Mid-term,English
+2208,5099418,0.0,143819.0,1988-12-01,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-22,25,True,0,11804,2896,Mid-term,English
+2209,5103854,0.0,325481.14285714284,1991-04-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-11,9,False,0,10953,2846,Mid-term,English
+2210,5104501,0.0,1653573.5999999999,1990-03-01,9,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-09-18,9,True,0,11349,3843,Mid-term,English
+2211,5107323,0.0,2300324.0000000005,1990-11-01,13,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-05-14,13,True,0,11104,2874,Mid-term,English
+2212,5109124,0.0,233046.66666666666,2012-08-13,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2014-09-05,10,True,0,3148,2395,Short-term,English
+2213,5111279,104.68,4187.200000000001,1983-07-15,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-07,4,False,1,13770,1998,Mid-term,English
+2214,5111649,432.93714285714293,697028.8,1993-02-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-01,14,True,1,10281,3313,Mid-term,English
+2215,5115429,207.65333333333334,38831.17333333333,2009-07-07,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-10-16,17,False,1,4281,1989,Short-term,English
+2216,5115513,0.0,207136.9142857143,1985-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-07,22,True,0,13083,2332,Mid-term,English
+2217,5116166,206.4895238095238,198229.94285714286,1982-07-01,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2015-08-01,16,True,1,14149,2065,Mid-term,English
+2218,5116682,584.8000000000001,233920.00000000003,1994-08-15,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-03,16,True,1,9721,3920,Mid-term,English
+2219,5124342,0.0,3445977.6,1997-05-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,Polish,Standard,2012-05-07,13,False,0,8717,3246,Mid-term,European
+2220,5125266,0.0,-126638.4,1995-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2017-04-16,18,True,0,9309,1441,Mid-term,English
+2222,5134585,0.0,324932.5714285714,1996-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-08,10,True,0,8973,2969,Mid-term,English
+2223,5139532,289.1333333333334,850052.0000000001,1973-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-06-16,21,False,1,17436,2111,Long-term,English
+2225,5145305,168.93333333333337,266914.66666666674,1971-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-21,20,True,1,18289,2137,Long-term,English
+2226,5149139,0.0,408424.32000000007,1986-09-15,24,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-08,24,True,0,12612,2635,Mid-term,English
+2227,5151509,0.0,189992.80000000002,1991-12-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-03,15,True,0,10709,2306,Mid-term,English
+2228,5152833,0.0,370170.6666666667,2004-08-26,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-19,20,False,0,6057,3842,Short-term,English
+2230,5155186,0.0,55718.880000000005,1990-05-15,21,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-02,21,False,0,11274,3190,Mid-term,English
+2231,5155658,237.38000000000002,34894.86,2012-07-30,1,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-31,1,True,1,3162,2796,Short-term,English
+2232,5160208,0.0,909383.4285714285,1996-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-23,19,False,0,8990,3565,Mid-term,English
+2234,5164204,108.36190476190475,140437.02857142856,1975-12-25,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-28,9,True,1,16529,1703,Long-term,English
+2235,5165836,0.0,784438.1257142858,1995-10-15,16,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-08-02,16,True,0,9295,3525,Mid-term,English
+2236,5171951,0.0,936041.0800000001,1991-07-15,17,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-13,17,True,0,10848,3209,Mid-term,English
+2237,5178316,0.0,645971.92,1980-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-11,22,True,0,14848,3089,Long-term,English
+2238,5179191,0.0,34766.922666666665,1986-05-01,23,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-26,23,True,0,12749,2009,Mid-term,English
+2239,5179233,0.0,557586.6666666667,2012-11-28,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,6-10,Arabic,Standard,2010-12-30,8,True,0,3041,3740,Short-term,Asian
+2240,5180923,137.48,69289.91999999998,1978-11-01,6,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-05,6,True,1,15487,2334,Long-term,English
+2241,5181772,0.0,421725.3333333333,1995-11-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-11,22,False,0,9264,3424,Mid-term,English
+2242,5187981,0.0,349311.2,1984-02-15,19,False,True,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,6-10,English,Premier,2013-04-25,19,False,0,13555,2893,Mid-term,English
+2243,5188677,0.0,1820474.9999999998,1997-06-01,35,False,True,False,NOTICE,WEB,N,Y,Y,N,N,N,N,N,N,6-10,Unknown,Standard,2011-05-21,35,True,0,8700,3598,Mid-term,Unknown
+2244,5191236,0.0,470345.92000000004,1996-07-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-28,22,True,0,9021,3255,Mid-term,English
+2246,5199480,2053.866666666667,2010735.4666666666,2016-02-09,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-12-10,11,False,1,1873,3029,Short-term,English
+2247,5199529,0.0,102647.00160000002,1990-09-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-01-15,18,True,0,11151,2628,Mid-term,English
+2248,5199696,276.1333333333333,1028596.6666666666,1993-04-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-30,25,True,1,10208,2340,Mid-term,English
+2249,5199929,0.0,196439.04,1991-10-15,18,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-14,18,True,0,10756,2478,Mid-term,English
+2250,5200735,257.02857142857147,519197.7142857144,1994-12-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-27,20,False,1,9613,2343,Mid-term,English
+2251,5201368,0.0,420629.5428571429,1991-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-02,17,False,0,10817,2368,Mid-term,English
+2252,5201783,0.0,301239.41714285716,1989-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-06,17,True,0,11592,2912,Mid-term,English
+2253,5202183,187.49466666666666,338427.8733333333,1978-03-15,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-28,19,True,1,15718,2403,Long-term,English
+2254,5204582,687.7866666666667,993851.7333333335,1994-08-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-10-07,17,True,1,9721,3093,Mid-term,English
+2255,5210730,0.0,1039251.6000000001,2009-08-17,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-10-21,18,False,0,4240,3810,Short-term,English
+2256,5211676,0.0,333028.5,1998-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-03-26,7,True,0,8455,4019,Mid-term,English
+2257,5213181,0.0,126092.21333333333,1984-03-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-01,7,False,0,13526,3679,Mid-term,English
+2259,5217195,303.24,368739.84,1977-10-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-11-04,19,True,1,15883,2700,Long-term,English
+2261,5217775,0.0,248660.7066666667,1992-10-01,5,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-10,5,True,0,10404,2421,Mid-term,English
+2262,5221920,0.0,1221575.0976,1992-06-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-10-31,22,True,0,10526,2339,Mid-term,English
+2263,5223345,0.0,317691.42857142864,1998-02-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-03,8,True,0,8455,2824,Mid-term,English
+2264,5224952,0.0,5245895.2,1996-08-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Standard,2010-07-03,24,True,0,9004,3920,Mid-term,Unknown
+2265,5226405,0.0,577399.3333333333,2001-04-29,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2015-10-09,13,True,0,7272,1996,Mid-term,Unknown
+2266,5227689,0.0,294426.4,1995-11-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-08-10,17,False,0,9264,3882,Mid-term,English
+2268,5231518,0.0,215776.4266666667,1990-12-01,16,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-03-19,16,True,0,11074,2930,Mid-term,English
+2269,5239086,275.4666666666667,440746.66666666674,1992-02-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-17,20,True,1,10647,2901,Mid-term,English
+2271,5244791,105.4857142857143,185127.42857142858,1972-12-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-08-18,15,True,1,17648,1682,Long-term,English
+2272,5244934,0.0,173744.85333333336,2006-04-20,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-27,14,False,0,5455,3195,Short-term,English
+2273,5246250,0.0,34349.7142857143,2008-04-25,5,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-07,5,True,0,4719,2820,Short-term,English
+2275,5249162,277.05600000000004,779081.4720000001,1985-11-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-20,19,True,1,12916,2199,Mid-term,English
+2277,5253499,234.8,216955.2,1994-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-03,21,True,1,9599,2609,Mid-term,English
+2278,5254155,0.0,118335.36000000002,1996-06-15,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2009-09-05,18,False,0,9051,4221,Mid-term,Unknown
+2280,5255232,397.0238095238095,309678.5714285714,1993-07-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-06-19,20,False,1,10131,3203,Mid-term,English
+2281,5256016,0.0,194726.40000000002,1997-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-03,18,True,0,8778,2185,Mid-term,English
+2282,5256041,0.0,577642.56,1996-10-15,19,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2012-03-30,19,True,0,8929,3284,Mid-term,English
+2283,5261176,0.0,318111.2,1990-01-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-07,14,False,0,11394,2393,Mid-term,English
+2284,5269583,0.0,201944.74666666667,1997-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2010-05-26,22,True,0,8806,3958,Mid-term,English
+2285,5271377,0.0,391265.33333333326,1996-05-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-06,13,True,0,9096,4008,Mid-term,English
+2286,5272195,0.0,102121.90476190475,2004-12-16,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-22,22,True,0,5945,2590,Short-term,English
+2287,5280598,0.0,1763264.5999999999,1995-10-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-04-29,19,True,0,9309,4350,Mid-term,English
+2288,5283709,0.0,424828.00533333333,1996-06-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-18,17,True,0,9065,2594,Mid-term,English
+2289,5284633,0.0,119980.11428571428,1985-07-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-04,18,False,0,13053,2184,Mid-term,English
+2290,5284731,0.0,270135.0,2014-08-06,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-17,18,True,0,2425,2292,Short-term,English
+2291,5285360,0.0,946020.3200000001,2015-05-18,21,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-28,21,True,0,2140,3102,Short-term,English
+2292,5285508,0.0,518462.5904761905,2004-12-06,19,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-16,19,True,0,5955,3845,Short-term,English
+2294,5289037,407.89666666666665,187632.46666666665,2008-05-21,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-08,4,False,1,4693,2211,Short-term,English
+2295,5292715,0.0,240670.46666666665,2008-09-30,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-01-13,11,False,0,4561,4822,Short-term,English
+2296,5293174,0.0,748237.8057142858,2017-10-10,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-30,19,True,0,1264,2523,Short-term,English
+2297,5293825,0.0,226967.04,1985-07-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-07,16,False,0,13053,2271,Mid-term,English
+2299,5294508,0.0,340617.0857142858,1992-03-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-22,18,True,0,10604,2531,Mid-term,English
+2300,5297096,0.0,2010551.4000000001,2006-10-20,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-12-10,18,True,0,5272,4125,Short-term,English
+2302,5301503,329.14266666666674,961096.5866666668,1994-03-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-08-09,20,True,1,9874,3518,Mid-term,English
+2303,5301529,0.0,465940.80000000005,1990-10-01,3,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-01-23,3,False,0,11135,3716,Mid-term,English
+2305,5310344,0.0,414947.60000000003,1995-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-21,21,False,0,9309,3598,Mid-term,English
+2307,5311472,0.0,2002643.9999999998,1987-07-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-10-01,20,True,0,12309,2734,Mid-term,English
+2308,5314569,0.0,622370.1000000001,1998-07-21,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-01-31,11,False,0,8285,2977,Mid-term,English
+2311,5318188,0.0,76751.13333333335,1996-08-01,1,True,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-12-27,1,True,0,9004,4108,Mid-term,English
+2312,5318616,790.6674285714286,355800.34285714285,1972-11-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2008-10-02,18,False,1,17678,4559,Long-term,English
+2313,5322118,275.392,187266.56,1970-01-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-26,20,True,1,18713,2101,Long-term,English
+2314,5326271,340.49523809523816,526746.1333333334,1993-02-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-07,13,True,1,10281,3367,Mid-term,English
+2315,5327368,0.0,299703.27619047614,1997-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-28,22,True,0,8806,4076,Mid-term,English
+2316,5328461,0.0,371684.57142857136,2016-12-23,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-05,16,True,0,1555,4009,Short-term,English
+2318,5333860,0.0,533956.8,1996-04-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-20,18,True,0,9112,3263,Mid-term,English
+2319,5334913,417.80952380952385,546912.6666666667,2015-01-11,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-02,17,True,1,2267,3921,Short-term,English
+2321,5344685,222.74285714285716,60140.571428571435,1970-04-15,5,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-30,5,True,1,18609,2523,Long-term,English
+2323,5346331,239.67542857142854,105457.18857142856,1958-06-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-07,20,True,1,22931,2028,Long-term,English
+2324,5347397,0.0,470756.0000000001,1997-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-28,22,False,0,8778,3286,Mid-term,English
+2325,5349147,0.0,73680.00000000001,1991-01-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2015-04-04,21,True,0,11043,2184,Mid-term,European
+2326,5349158,0.0,257442.17142857146,1992-02-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-03-13,18,False,0,10647,2936,Mid-term,Unknown
+2329,5356849,211.50666666666666,82699.10666666666,1977-09-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-08,17,True,1,15899,3092,Long-term,English
+2330,5361123,0.0,457586.5904761905,1990-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-03,19,True,0,11335,2275,Mid-term,English
+2332,5363398,176.86666666666667,77290.73333333334,1994-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-09-28,19,False,1,9843,2737,Mid-term,English
+2333,5364960,252.90416666666667,475712.7375,2008-01-25,19,False,False,False,NOTICE,BRANCH (POS),Y,Y,Y,Y,Y,Y,Y,Y,N,51-100,English,Premier,2015-06-17,19,False,1,4810,2110,Short-term,English
+2334,5365882,1591.3333333333335,4678520.0,1974-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-03-28,21,False,1,16995,2556,Long-term,English
+2335,5369658,0.0,539126.6666666667,1996-01-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-06-11,10,True,0,9217,2481,Mid-term,English
+2336,5371546,0.0,994586.6666666669,1996-04-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2013-05-03,16,True,0,9112,2885,Mid-term,English
+2337,5374771,0.0,321931.89600000007,2010-02-20,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-01,19,True,0,4053,2948,Short-term,English
+2338,5378094,0.0,508349.16,2004-12-09,11,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2014-06-04,11,False,0,5952,2488,Short-term,English
+2340,5384421,402.04666666666674,257309.8666666667,1994-10-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,Y,N,Y,1-5,English,Premier,2010-01-11,16,True,1,9660,4093,Mid-term,English
+2341,5386531,1420.0,2274840.0,1994-08-01,18,False,False,False,NOTICE,WEB,Y,Y,N,N,Y,N,N,N,Y,101-500,English,Standard,2012-01-25,18,True,1,9735,3349,Mid-term,English
+2342,5390855,0.0,370889.49333333335,2012-01-30,11,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-16,11,False,0,3344,2688,Short-term,English
+2343,5396283,0.0,543059.7714285715,2001-06-19,13,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-02,13,True,0,7221,3403,Mid-term,English
+2344,5401557,0.0,1374547.2000000002,2005-09-22,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2014-08-01,24,False,0,5665,2430,Short-term,Unknown
+2345,5402451,0.0,69227.712,1996-07-15,6,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-09,6,True,0,9021,2514,Mid-term,English
+2346,5408080,0.0,1597003.52,1996-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-02,21,True,0,9021,3768,Mid-term,English
+2347,5420906,0.0,789329.4933333334,2003-07-02,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-12,16,False,0,6478,2692,Mid-term,English
+2348,5423799,313.9933333333333,226075.19999999998,1981-08-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-06,15,True,1,14483,3399,Long-term,English
+2349,5425167,381.40266666666673,778061.4400000002,2007-06-07,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2014-08-03,20,True,1,5042,2428,Short-term,European
+2350,5433614,0.0,1109284.28,2011-05-03,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-21,21,True,0,3616,3598,Short-term,English
+2351,5434017,153.33333333333334,486680.00000000006,1975-01-01,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-10,23,False,1,16887,2025,Long-term,English
+2352,5437527,0.0,53600.00000000001,1996-08-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-26,24,True,0,8990,2527,Mid-term,English
+2353,5438097,0.0,1877881.285714286,1986-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2002-10-20,18,False,0,12612,6733,Mid-term,English
+2355,5439946,0.0,313561.60000000003,1996-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-12,22,True,0,9172,3788,Mid-term,English
+2357,5442270,0.0,496100.0,1996-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2009-06-06,10,False,0,9186,4312,Mid-term,Unknown
+2360,5450466,0.0,3279546.6666666665,1991-07-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,500+,English,Standard,2012-02-18,8,True,0,10848,3325,Mid-term,English
+2361,5451746,0.0,319278.96,1991-02-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-27,21,True,0,11012,2922,Mid-term,English
+2362,5452403,0.0,811393.9166666666,1989-02-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-11-14,11,True,0,11742,2690,Mid-term,Unknown
+2363,5454991,0.0,232723.20000000004,2010-01-14,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-28,18,True,0,4090,3652,Short-term,English
+2364,5455783,0.0,166322.52000000002,1998-02-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-02,15,False,0,8455,3006,Mid-term,English
+2365,5456249,0.0,634809.0,1997-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Spanish,Standard,2008-07-29,19,False,0,8594,4624,Mid-term,European
+2368,5461716,0.0,101363.94666666667,2012-01-30,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-30,5,True,0,3344,2462,Short-term,English
+2369,5467529,0.0,65328.000000000015,1997-03-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-12,8,True,0,8778,2784,Mid-term,English
+2370,5471752,230.08266666666668,33131.904,1982-03-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-09-27,4,True,1,14257,2738,Mid-term,Unknown
+2371,5472957,0.0,995138.0647619049,2008-01-02,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2010-02-08,19,False,0,4833,4065,Short-term,English
+2372,5473818,0.0,388522.3085714286,1995-02-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-10-18,23,False,0,9537,2717,Mid-term,English
+2374,5477710,0.0,283748.4,1988-07-01,5,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-08-02,5,True,0,11957,3525,Mid-term,English
+2375,5477818,332.87619047619046,247992.7619047619,2012-12-04,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-03-02,5,False,1,3035,3312,Short-term,Unknown
+2376,5481146,429.68640000000005,1110309.6576,1968-12-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,Italian,Premier,2014-11-03,19,True,1,19095,2336,Long-term,European
+2377,5484108,0.0,380498.2133333334,1989-03-01,22,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2010-10-07,22,True,0,11714,3824,Mid-term,English
+2378,5485142,0.0,236707.7333333333,2010-03-11,7,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-04-04,7,True,0,4034,3279,Short-term,Unknown
+2379,5489847,0.0,271626.0,2016-02-29,5,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-09-23,5,True,0,1853,3107,Short-term,English
+2380,5489903,0.0,345803.80000000005,1997-12-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-11,19,False,0,8503,3119,Mid-term,English
+2381,5491430,0.0,930533.7600000001,1997-04-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-12,15,True,0,8761,2723,Mid-term,English
+2382,5493238,0.0,216324.576,1986-02-15,12,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-06-21,12,True,0,12824,4662,Mid-term,English
+2383,5494695,0.0,691154.4000000001,1996-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Russian,Premier,2013-05-28,21,True,0,9217,2860,Mid-term,European
+2384,5496738,0.0,1796901.7733333337,1988-03-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2007-09-28,14,False,0,12065,4929,Mid-term,English
+2386,5498808,504.4166666666667,426736.5,1981-10-15,18,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-03-05,18,False,1,14408,2579,Long-term,English
+2387,5502902,0.0,498838.2285714287,1993-08-15,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-01,10,True,0,10086,3404,Mid-term,English
+2388,5505604,0.0,291704.380952381,1988-03-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-11,20,True,0,12079,3150,Mid-term,English
+2389,5505940,0.0,293973.3333333334,1996-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-05,14,True,0,9186,3278,Mid-term,English
+2390,5505962,268.72380952380956,412759.7714285715,1994-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-05,16,True,1,9843,2852,Mid-term,English
+2391,5506208,0.0,143602.80000000002,1984-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-11-12,21,False,0,13418,3057,Mid-term,English
+2393,5513471,221.33333333333337,253205.33333333337,1994-10-15,11,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-10,11,True,1,9660,2513,Mid-term,English
+2394,5514147,0.0,93376.92000000003,1998-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,N,N,Y,N,Y,1-5,English,Standard,2015-04-26,17,True,0,8455,2162,Mid-term,English
+2395,5515135,185.12380952380954,447074.00000000006,1994-04-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-25,21,True,1,9843,2253,Mid-term,English
+2396,5515215,0.0,37508.26666666667,2005-01-21,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-01,16,True,0,5909,2126,Short-term,English
+2397,5523343,0.0,978260.8457142857,1987-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-16,18,True,0,12170,3267,Mid-term,English
+2399,5527755,0.0,333933.60000000003,2014-07-02,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-12-31,18,True,0,2460,1913,Short-term,English
+2400,5529831,197.87238095238095,140687.26285714286,1971-11-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-18,9,False,1,18044,2017,Long-term,English
+2401,5531276,0.0,2299472.0,2009-07-10,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-03-21,16,False,0,4278,2928,Short-term,English
+2402,5532322,0.0,258393.2,2008-12-16,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-09,13,True,0,4484,2210,Short-term,English
+2403,5533446,0.0,925807.7714285714,1997-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-09-14,22,False,0,8670,3482,Mid-term,English
+2404,5536269,0.0,663546.0693333334,1992-03-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-07,19,True,0,10604,2667,Mid-term,English
+2405,5538588,0.0,125644.57142857142,1995-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-12,17,True,0,9462,2692,Mid-term,English
+2408,5548680,0.0,603116.2666666667,1995-06-01,20,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-31,20,True,0,9431,3343,Mid-term,English
+2409,5551093,0.0,662852.4,1991-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-27,21,True,0,10984,2465,Mid-term,English
+2410,5554785,0.0,108265.14285714286,1991-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-14,20,True,0,10984,2690,Mid-term,English
+2411,5559761,0.0,672971.5199999999,2006-02-07,10,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2010-12-29,10,True,0,5527,3741,Short-term,English
+2412,5563765,0.0,1016224.0000000001,1991-07-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-21,20,True,0,10848,2897,Mid-term,English
+2413,5564922,265.0857142857143,151098.85714285713,1991-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-01,19,True,1,10923,2826,Mid-term,English
+2414,5565156,0.0,4115100.0,1996-03-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2002-10-16,20,True,0,9143,6737,Mid-term,English
+2416,5566227,0.0,452873.14285714284,1996-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-27,19,False,0,9051,3773,Mid-term,English
+2417,5566383,0.0,735240.0,1996-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-31,15,True,0,9172,3588,Mid-term,English
+2418,5568215,0.0,342178.81904761906,1989-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-18,13,True,0,11714,2201,Mid-term,English
+2419,5576602,0.0,244810.53333333338,1972-05-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-31,14,False,0,17848,2278,Long-term,English
+2420,5578591,0.0,458743.3466666667,1996-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-31,19,False,0,9157,3374,Mid-term,English
+2421,5580010,638.8333333333334,401826.1666666667,1975-10-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-15,17,True,1,16614,3543,Long-term,English
+2422,5581631,0.0,211913.16,1992-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-29,17,False,0,10329,2675,Mid-term,English
+2425,5591983,0.0,53292.57142857144,1985-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-28,17,True,0,13053,2799,Mid-term,English
+2426,5592602,428.66666666666663,553837.3333333333,1994-08-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-09-09,19,True,1,9735,3121,Mid-term,English
+2428,5595587,0.0,442219.4285714286,1997-07-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-14,10,True,0,8656,3482,Mid-term,English
+2429,5598079,0.0,103027.80952380953,1998-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-19,20,True,0,8382,3234,Mid-term,English
+2430,5598539,0.0,949850.1714285713,1986-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-12-26,19,True,0,12521,4474,Mid-term,English
+2431,5599175,0.0,193772.8,1993-08-15,17,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-15,17,True,0,10086,2385,Mid-term,English
+2432,5604341,285.07142857142856,139685.0,1986-06-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,N,6-10,Unknown,Premier,2014-03-23,7,True,1,12718,2561,Mid-term,Unknown
+2433,5605269,0.0,263033.26399999997,1991-06-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Polish,Premier,2010-11-05,19,True,0,10878,3795,Mid-term,European
+2434,5606961,0.0,695996.0,1996-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2009-05-30,20,True,0,9004,4319,Mid-term,Asian
+2438,5615590,0.0,2990215.8000000003,1995-08-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2005-09-03,20,True,0,9370,5684,Mid-term,English
+2439,5615707,0.0,1704634.932,1984-06-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2014-04-24,19,False,0,13448,2529,Mid-term,English
+2440,5616255,0.0,342285.7142857144,1996-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-02-06,20,True,0,9065,2971,Mid-term,English
+2441,5616866,0.0,16349.013333333332,2006-07-24,7,False,False,False,NOTICE,WEB,N,N,N,N,N,Y,N,Y,Y,1-5,English,Premier,2014-08-10,7,True,0,5360,2421,Short-term,English
+2442,5617456,388.76190476190476,279908.5714285714,1995-06-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2011-01-27,15,True,1,9431,3712,Mid-term,Unknown
+2443,5617873,115.22666666666667,231144.69333333336,1978-02-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-21,17,True,1,15746,2106,Long-term,English
+2444,5620830,0.0,466552.0,1997-10-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-10,25,True,0,8564,2574,Mid-term,English
+2445,5622662,0.0,276096.08,1999-12-16,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-30,13,True,0,7772,2978,Mid-term,English
+2446,5625057,0.0,254327.52800000005,1997-02-15,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-21,21,False,0,8806,2956,Mid-term,English
+2447,5629708,0.0,206286.66666666666,1988-10-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-11,22,True,0,11851,2846,Mid-term,English
+2448,5633023,0.0,131328.0,2007-04-26,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-31,15,True,0,5084,2918,Short-term,English
+2449,5634787,0.0,369898.6666666667,1991-08-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-03-21,10,False,0,10817,3293,Mid-term,English
+2450,5636150,0.0,253831.68000000005,1996-06-15,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-01,12,True,0,9051,2430,Mid-term,English
+2451,5636562,111.24000000000001,63629.280000000006,1981-02-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-01,13,True,1,14664,2065,Long-term,English
+2452,5640885,0.0,40851.80952380953,1992-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-23,16,True,0,10647,1890,Mid-term,English
+2453,5642465,0.0,140270.40000000002,1989-07-01,17,True,True,True,NOTICE,WEB,Y,Y,N,N,N,N,Y,Y,Y,6-10,English,Premier,2014-11-05,17,True,0,11592,2334,Mid-term,English
+2454,5643436,521.4095238095238,802970.6666666666,1965-06-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-06-20,11,True,1,20374,4663,Long-term,English
+2455,5646389,160.15238095238095,70467.04761904762,1978-11-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-23,11,True,1,15487,2074,Long-term,English
+2456,5647462,0.0,1356410.8800000001,1991-10-15,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2002-09-12,18,True,0,10756,6771,Mid-term,English
+2457,5647638,0.0,1351885.6000000003,1988-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-16,20,True,0,11804,3815,Mid-term,English
+2459,5650613,0.0,314859.85142857145,1997-11-01,6,False,True,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-18,6,True,0,8547,3204,Mid-term,English
+2460,5650649,0.0,4574923.079999999,1995-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2011-06-02,21,False,0,9234,3586,Mid-term,English
+2461,5651629,455.52,136200.48,1995-02-01,13,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,Spanish,Premier,2012-04-25,13,True,1,9551,3258,Mid-term,European
+2462,5656357,234.05714285714285,513989.48571428563,1982-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-02-08,18,True,1,14196,2604,Mid-term,English
+2463,5657432,311.97333333333336,589629.6000000001,1994-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-30,15,True,1,9721,2523,Mid-term,English
+2464,5658776,357.12,832446.7200000001,1993-12-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-10,21,True,1,9964,2755,Mid-term,English
+2465,5660238,0.0,172554.24000000002,1992-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2011-04-30,4,True,0,10647,3619,Mid-term,Unknown
+2466,5661319,302.53333333333336,32068.533333333336,1993-02-01,1,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-04-23,1,True,1,10281,2165,Mid-term,English
+2467,5661427,0.0,1048367.2320000001,1995-04-15,23,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2010-08-20,23,True,0,9478,3872,Mid-term,English
+2468,5662341,0.0,103079.16666666667,1980-08-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-02-22,5,True,0,14834,2225,Long-term,English
+2469,5662737,228.93333333333337,354388.8,1994-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-17,18,False,1,9660,2567,Mid-term,English
+2470,5664375,0.0,2487893.3333333335,1989-07-01,16,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-06-21,16,True,0,11592,3201,Mid-term,English
+2472,5665660,417.7142857142857,100251.42857142858,1994-02-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-02-22,15,False,1,9902,3321,Mid-term,English
+2473,5671082,0.0,604090.368,1971-04-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-03-14,16,False,0,18258,2205,Long-term,English
+2475,5674716,0.0,865735.6190476192,1990-06-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-01-23,22,True,0,11257,2985,Mid-term,English
+2477,5678403,161.04000000000002,226422.24000000002,1969-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Arabic,Premier,2014-03-09,19,False,1,18852,2575,Long-term,Asian
+2478,5679912,0.0,336141.68,2010-04-07,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-06-18,21,True,0,4007,3570,Short-term,English
+2479,5686300,196.48000000000002,410839.68000000005,1994-09-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-12-12,17,False,1,9704,1932,Mid-term,English
+2480,5686692,0.0,251365.40000000002,2014-09-09,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-22,22,True,0,2391,2562,Short-term,English
+2481,5688606,0.0,270243.6571428572,1995-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-14,17,False,0,9551,3300,Mid-term,English
+2482,5689370,267.9733333333333,172842.8,1974-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-10,15,True,1,17040,3670,Long-term,English
+2483,5690569,0.0,720152.16,2015-08-04,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-15,16,True,0,2062,3177,Short-term,English
+2484,5691817,156.02476190476193,170379.04000000004,1974-12-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Premier,2016-05-05,21,True,1,16918,1787,Long-term,Unknown
+2485,5692610,146.73333333333335,117093.20000000001,1978-04-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-08-02,6,True,1,15687,2429,Long-term,English
+2486,5694659,0.0,131665.248,1994-01-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,Greek,Premier,2015-02-11,18,True,0,9947,2236,Mid-term,European
+2487,5695168,0.0,492264.24,1993-09-01,9,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-10-06,9,True,0,10069,3460,Mid-term,English
+2488,5696869,0.0,112933.33333333333,1997-01-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-27,11,False,0,8837,1978,Mid-term,English
+2489,5699485,305.0493333333333,711069.996,1993-08-15,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-14,21,True,1,10086,3329,Mid-term,English
+2490,5701713,0.0,511985.980952381,1991-12-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-03-08,16,True,0,10695,2576,Mid-term,English
+2491,5704595,178.5866666666667,373246.1333333334,1975-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-10,22,False,1,16706,2755,Long-term,English
+2492,5705544,0.0,615944.5333333333,1979-01-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-11-04,19,True,0,15426,2700,Long-term,English
+2495,5709802,0.0,45960.16666666667,1986-11-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-11-30,7,True,0,12551,1944,Mid-term,English
+2496,5710165,0.0,420320.0,1997-05-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2012-10-22,5,True,0,8731,3078,Mid-term,English
+2497,5710332,0.0,39585.0,2003-11-30,6,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-17,6,True,0,6327,2718,Short-term,English
+2498,5713488,242.98666666666668,369339.73333333334,1980-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-18,20,True,1,14865,2170,Long-term,English
+2499,5714321,210.44799999999998,133003.136,1981-11-15,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-13,8,True,1,14377,2722,Long-term,English
+2500,5715382,0.0,231561.18857142853,1991-11-01,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-05,11,True,0,10739,2518,Mid-term,English
+2502,5721343,0.0,552930.4,1998-03-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-08,19,True,0,8413,3184,Mid-term,English
+2503,5721489,405.65714285714284,779267.3714285714,1976-02-15,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-27,17,True,1,16477,3834,Long-term,English
+2504,5721553,0.0,167347.99999999997,2002-06-13,10,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-12-09,10,True,0,6862,2665,Mid-term,English
+2505,5721860,0.0,524477.2,1989-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-12,17,True,0,11439,2784,Mid-term,English
+2506,5723314,0.0,377720.0,1990-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,11-50,English,Standard,2014-09-20,19,True,0,11074,2380,Mid-term,English
+2507,5724621,0.0,379701.5238095238,2014-05-05,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-23,23,False,0,2518,2469,Short-term,English
+2508,5725462,252.6666666666667,352470.00000000006,1977-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-28,15,False,1,16052,2737,Long-term,English
+2510,5734380,290.5714285714286,258899.1428571429,1993-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-30,11,True,1,10208,3009,Mid-term,English
+2511,5736408,0.0,553247.5000000001,1988-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-19,15,True,0,11957,2930,Mid-term,English
+2512,5738100,0.0,1714659.5199999998,1983-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-20,21,False,0,13617,3933,Mid-term,English
+2514,5741710,0.0,372525.12,2006-05-13,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-21,18,True,0,5432,2532,Short-term,English
+2515,5742118,0.0,661447.619047619,1996-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-04,20,True,0,8912,3370,Mid-term,English
+2516,5743941,0.0,672033.6000000001,2015-02-21,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-30,18,True,0,2226,2279,Short-term,English
+2517,5744196,599.0,1141095.0,1981-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-05-05,15,False,1,14377,2153,Long-term,English
+2518,5744207,325.86666666666673,96456.53333333335,1994-10-15,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-21,8,True,1,9660,3262,Mid-term,English
+2519,5744444,0.0,653179.4285714285,1999-12-22,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2011-05-02,20,True,0,7766,3617,Mid-term,Unknown
+2521,5745485,0.0,73683.168,1992-02-01,13,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-10,13,True,0,10647,3029,Mid-term,English
+2522,5750272,0.0,547995.136,1992-10-01,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-15,16,False,0,10404,2477,Mid-term,English
+2523,5754057,235.20000000000002,301056.0,1994-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-28,20,True,1,9813,2130,Mid-term,English
+2524,5754252,0.0,226728.31999999998,1989-09-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-09-15,20,True,0,11516,3115,Mid-term,English
+2525,5754296,0.0,557119.36,2004-11-09,8,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2011-03-01,8,True,0,5982,3679,Short-term,Unknown
+2526,5756228,0.0,658312.5714285714,1996-02-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-19,23,True,0,9186,2504,Mid-term,English
+2528,5758318,0.0,133660.80000000002,1995-08-01,20,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-29,20,False,0,9370,2555,Mid-term,English
+2529,5760567,162.2857142857143,435574.8571428572,1980-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-08,22,True,1,14879,2089,Long-term,English
+2530,5761516,0.0,1379816.8,1985-05-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2009-11-13,21,True,0,13100,4152,Mid-term,Unknown
+2531,5762169,0.0,154981.06666666665,1986-04-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-09-10,17,True,0,12765,2025,Mid-term,English
+2533,5764839,0.0,719024.5746666668,1992-01-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2012-10-29,19,True,0,10678,3071,Mid-term,Unknown
+2534,5765461,326.1666666666667,577641.1666666667,1971-02-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-16,23,True,1,18303,2262,Long-term,English
+2535,5765927,0.0,62188.8,1998-06-16,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2016-04-11,20,False,0,8320,1811,Mid-term,English
+2536,5766307,179.38666666666668,421917.44000000006,1994-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Standard,2013-09-02,16,True,1,9843,2763,Mid-term,Unknown
+2537,5768150,0.0,155165.73333333334,1991-03-01,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-15,14,True,0,10984,2294,Mid-term,English
+2538,5769799,0.0,524498.4380952382,1998-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-17,19,False,0,8396,3175,Mid-term,English
+2540,5773923,503.1333333333333,1026391.9999999999,2005-07-11,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-21,20,False,1,5738,2987,Short-term,English
+2545,5776228,394.72380952380956,955231.619047619,1981-04-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-12-15,20,True,1,14591,3755,Long-term,English
+2546,5780673,330.3619047619047,433104.4571428571,2008-02-12,23,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-20,23,False,1,4792,3294,Short-term,English
+2547,5781861,270.4247619047619,637120.739047619,1995-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-08-14,19,True,1,9537,2417,Mid-term,English
+2548,5781986,0.0,807565.3040000002,2002-08-20,21,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-11-23,21,True,0,6794,2316,Mid-term,English
+2549,5782469,0.0,418841.28,2011-05-24,15,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-03,15,False,0,3595,3981,Short-term,English
+2550,5785999,504.0,554400.0,1995-06-01,20,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-21,20,True,1,9431,3506,Mid-term,English
+2551,5788089,156.22857142857143,161696.57142857142,1975-07-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese,Premier,2015-08-20,23,True,1,16706,2046,Long-term,Asian
+2552,5788749,0.0,19516.320000000003,1994-09-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-08-20,2,True,0,9690,2776,Mid-term,Unknown
+2553,5790881,0.0,434567.4666666667,1995-02-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-10,22,True,0,9537,2482,Mid-term,English
+2554,5791209,0.0,470559.375,1992-02-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2014-05-15,13,False,0,10647,2508,Mid-term,English
+2555,5792935,0.0,1470300.0,2001-03-14,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-10-27,26,True,0,7318,2708,Mid-term,English
+2556,5794339,0.0,2656409.6,1998-02-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-10-01,26,True,0,8455,4195,Mid-term,English
+2557,5797632,0.0,512556.80000000005,1995-02-15,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-23,24,False,0,9537,4050,Mid-term,English
+2558,5800233,0.0,455055.42857142864,1985-12-25,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-23,18,True,0,12876,2834,Mid-term,English
+2559,5802307,0.0,1105006.9333333336,2010-02-21,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-03,16,True,0,4052,3646,Short-term,English
+2560,5803196,0.0,595212.2800000003,1995-12-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-19,21,True,0,9234,2443,Mid-term,English
+2561,5805517,748.9333333333334,2059566.666666667,1970-12-25,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-07-02,25,True,1,18355,2460,Long-term,English
+2562,5806730,203.86666666666667,70130.13333333333,2005-03-10,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-11-04,4,True,1,5861,1970,Short-term,English
+2564,5809713,0.0,2073588.0,1986-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-01-30,18,False,0,12551,2978,Mid-term,English
+2565,5811832,0.0,793816.92,1987-03-01,45,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-05-05,45,False,0,12445,2883,Mid-term,Unknown
+2566,5812860,0.0,1351180.6933333334,1986-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-05,23,True,0,12796,3187,Mid-term,English
+2567,5815608,0.0,508849.06666666665,1986-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-07,16,True,0,12551,2605,Mid-term,English
+2568,5816027,0.0,37480.42666666667,1997-03-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-04,14,True,0,8792,2884,Mid-term,English
+2569,5819068,0.0,533715.0000000001,1990-10-15,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-08-01,25,True,0,11121,2795,Mid-term,English
+2570,5820412,0.0,155354.16000000003,1984-07-01,20,True,True,True,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-12-03,20,True,0,13418,3036,Mid-term,English
+2571,5822618,0.0,494791.33333333343,1967-04-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-12,23,True,0,19705,3454,Long-term,English
+2572,5822901,0.0,56762.88,2009-01-11,1,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-05,1,True,0,4458,2944,Short-term,English
+2573,5825906,0.0,459452.0914285714,1989-06-15,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-01,12,True,0,11608,2642,Mid-term,English
+2575,5830898,0.0,575784.2285714287,1989-12-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-25,20,True,0,11439,3745,Mid-term,English
+2576,5836194,0.0,282638.93333333335,2006-01-16,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,English,Standard,2013-06-27,20,True,0,5549,2830,Short-term,English
+2577,5837913,0.0,1280569.6000000003,1993-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-10-30,20,True,0,10086,3801,Mid-term,English
+2578,5838634,584.2,1598371.2000000002,1966-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-06-04,19,False,1,19962,2123,Long-term,English
+2579,5841850,334.40000000000003,228729.60000000003,1994-06-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-20,9,False,1,9796,3323,Mid-term,English
+2580,5849577,0.0,114753.17333333335,1996-09-15,22,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-20,22,False,0,8959,3354,Mid-term,English
+2581,5853073,0.0,47046.89523809525,1996-02-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-13,11,False,0,9186,2540,Mid-term,English
+2582,5856529,0.0,651542.8571428572,1995-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-09,20,True,0,9551,2483,Mid-term,English
+2584,5861419,0.0,1004590.0800000001,2012-03-30,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-04,24,True,0,3284,3462,Short-term,English
+2585,5861747,0.0,579070.08,1992-04-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-01,18,True,0,10573,3313,Mid-term,English
+2587,5864242,140.45333333333335,206466.40000000002,1977-10-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-06,15,True,1,15883,2364,Long-term,English
+2588,5864927,0.0,522539.99999999994,1985-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-10,15,True,0,12930,2908,Mid-term,English
+2589,5865617,0.0,227926.4,2001-02-02,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-05-31,7,True,0,7358,5414,Mid-term,English
+2590,5867331,0.0,480577.3714285714,1987-09-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-30,9,True,0,12261,3740,Mid-term,English
+2594,5875152,352.91428571428577,372677.48571428575,1994-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-10,22,True,1,9782,3456,Mid-term,English
+2595,5877721,0.0,388379.6000000001,1982-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-15,21,True,0,14135,2232,Mid-term,English
+2596,5878467,0.0,134277.52380952385,2013-03-11,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-24,19,True,0,2938,3229,Short-term,English
+2597,5881501,0.0,4448964.0,1984-08-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-12-20,19,True,0,13373,3385,Mid-term,English
+2599,5885712,0.0,793867.2,1990-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2009-11-13,18,False,0,11104,4152,Mid-term,Unknown
+2600,5886589,451.23333333333335,697155.5,2014-04-16,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-08-22,15,True,1,2537,2774,Short-term,English
+2601,5887970,3508.5333333333338,6599551.200000001,1994-12-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2008-11-12,19,True,1,9599,4518,Mid-term,English
+2602,5892474,0.0,461354.24000000005,1995-02-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-03,12,True,0,9551,3066,Mid-term,English
+2603,5892688,418.60952380952386,597774.4000000001,1994-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-27,17,False,1,9947,3926,Mid-term,English
+2604,5893084,0.0,189127.68000000005,1996-10-15,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-10,9,True,0,8929,2847,Mid-term,English
+2605,5894473,399.6026666666667,91109.40800000001,1995-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2014-05-23,19,True,1,9492,2500,Mid-term,English
+2607,5903332,0.0,214223.36000000004,1982-12-25,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-06-26,16,True,0,13972,3562,Mid-term,English
+2608,5903503,0.0,759882.0,1992-09-01,21,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-04-26,21,True,0,10434,3257,Mid-term,Unknown
+2609,5903643,0.0,237190.6875,1995-10-15,5,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-03-20,5,False,0,9295,2564,Mid-term,English
+2610,5905557,0.0,178368.17142857146,1997-12-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-05-18,10,True,0,8517,2140,Mid-term,English
+2611,5907199,204.43809523809523,216704.38095238095,1979-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-08,20,True,1,15092,2392,Long-term,English
+2612,5911276,0.0,220407.59999999998,1992-07-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-15,21,True,0,10482,2812,Mid-term,English
+2613,5918727,0.0,234894.34285714285,2005-08-05,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-27,17,True,0,5713,2404,Short-term,English
+2614,5918750,0.0,251810.74285714285,1997-07-01,33,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-11-25,33,True,0,8670,3775,Mid-term,Unknown
+2615,5920645,0.0,365705.60000000003,1982-04-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-01,24,True,0,14240,2126,Mid-term,English
+2617,5928300,0.0,5726179.2,1997-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-04-12,21,True,0,8717,2906,Mid-term,English
+2618,5929470,0.0,836121.5999999999,2002-05-28,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2011-12-02,16,True,0,6878,3403,Mid-term,Unknown
+2619,5932028,0.0,394189.7142857143,1986-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-13,20,False,0,12612,2234,Mid-term,English
+2621,5935756,0.0,180150.27333333332,1997-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-09,19,True,0,8761,3060,Mid-term,English
+2622,5939785,0.0,745000.256,2002-07-19,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-08,21,True,0,6826,3335,Mid-term,English
+2623,5944230,0.0,164550.0,1985-03-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,N,51-100,English,Premier,2015-06-03,5,True,0,13161,2124,Mid-term,English
+2624,5945934,0.0,199183.71200000003,2013-05-01,12,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-03-31,12,True,0,2887,1822,Short-term,English
+2625,5946085,324.6780952380953,253248.91428571433,1967-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-19,20,False,1,19628,2716,Long-term,English
+2626,5947210,0.0,466388.208,2010-09-27,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-31,18,False,0,3834,3800,Short-term,English
+2627,5947647,0.0,17546.24,1985-03-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-09,2,True,0,13175,2879,Mid-term,English
+2628,5948521,464.1066666666667,89108.48000000001,1993-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-12,4,True,1,10267,3302,Mid-term,English
+2629,5948712,0.0,127222.76000000002,2006-12-26,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-22,7,True,0,5205,2927,Short-term,English
+2630,5949597,0.0,267823.3904761905,1992-10-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-07,23,True,0,10404,1875,Mid-term,English
+2631,5950041,0.0,383440.2133333334,2007-06-07,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-20,17,False,0,5042,2988,Short-term,English
+2633,5950890,322.77142857142854,29372.199999999997,1972-11-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-29,7,True,1,17678,2706,Long-term,English
+2634,5956060,0.0,411171.04,1997-07-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-08,21,True,0,8656,3672,Mid-term,English
+2635,5956744,0.0,2532202.4,2003-07-01,14,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-12-26,14,False,0,6479,2283,Mid-term,English
+2636,5959825,0.0,1041877.8999999999,1991-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-01-29,21,False,0,10800,3710,Mid-term,English
+2638,5968978,0.0,442344.1666666667,2006-04-05,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2012-04-19,20,True,0,5470,3264,Short-term,Unknown
+2640,5971384,0.0,998297.7828571431,2013-07-12,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-06-09,16,True,0,2815,3944,Short-term,English
+2641,5972922,384.00266666666676,104832.72800000003,1981-09-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-06-02,21,True,1,14452,3951,Long-term,English
+2644,5987561,372.4761904761905,436914.5714285715,1993-08-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-23,23,True,1,10086,3596,Mid-term,English
+2645,5990937,0.0,228252.0380952381,1988-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-01,17,True,0,11804,2430,Mid-term,English
+2647,5992552,0.0,894609.7523809525,1996-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-08-28,19,False,0,9172,4594,Mid-term,English
+2648,5993254,0.0,243613.92640000003,1997-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-17,19,False,0,8547,2353,Mid-term,English
+2649,5994540,0.0,101698.13333333336,1997-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-13,20,True,0,8778,2296,Mid-term,English
+2650,5996068,172.4952380952381,31566.62857142857,1968-01-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-25,3,True,1,19444,2163,Long-term,English
+2651,5997806,0.0,192702.51428571428,1975-12-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-16,18,True,0,16539,3572,Long-term,English
+2653,6003131,0.0,139645.6666666667,1994-01-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,Unknown,Standard,2014-09-26,5,True,0,9947,2374,Mid-term,Unknown
+2654,6003692,0.0,343985.5,1996-01-15,15,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,Y,N,Y,51-100,Spanish,Premier,2005-03-02,15,True,0,9203,5869,Mid-term,European
+2655,6005725,0.0,162302.4,2015-02-17,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-03-01,24,False,0,2230,2583,Short-term,Unknown
+2656,6007405,0.0,418880.00000000006,1990-04-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-01-31,22,True,0,11304,1882,Mid-term,English
+2657,6012242,0.0,1362201.9840000002,1989-02-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,Spanish,Premier,2015-08-11,22,True,0,11742,2055,Mid-term,European
+2658,6016651,0.0,536500.9066666667,1996-05-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-04-23,14,True,0,9096,3991,Mid-term,English
+2659,6018199,245.42266666666671,456977.0053333334,1992-12-01,14,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-29,14,False,1,10343,2859,Mid-term,English
+2660,6018898,0.0,208259.52000000002,2017-12-20,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-04-17,17,True,0,1193,2171,Short-term,English
+2662,6020077,0.0,465287.6800000001,1991-02-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-22,21,True,0,11012,2896,Mid-term,English
+2663,6022522,220.64761904761906,367598.93333333335,1994-09-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-15,17,True,1,9704,2508,Mid-term,English
+2664,6022893,0.0,193897.60000000003,1990-01-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-22,10,True,0,11394,2835,Mid-term,English
+2665,6023600,179.7733333333333,235143.51999999996,1975-03-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-08-29,12,True,1,16814,2767,Long-term,English
+2666,6023991,0.0,116760.69600000001,2018-03-09,18,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-08-14,18,True,0,1114,3147,Short-term,English
+2667,6025616,0.0,396780.8000000001,1979-04-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-28,15,True,0,15322,3530,Long-term,English
+2668,6029779,0.0,199604.57142857145,2005-07-19,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-06-08,12,True,0,5730,2849,Short-term,English
+2669,6030011,0.0,173520.0,1990-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-05,20,True,0,11349,3887,Mid-term,English
+2670,6030380,0.0,347896.26666666666,2005-11-26,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-14,14,True,0,5600,3239,Short-term,English
+2671,6030717,0.0,395333.71428571426,1988-03-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-23,15,True,0,12065,3230,Mid-term,English
+2672,6030787,0.0,1163220.8,1998-07-21,28,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-25,28,True,0,8285,2952,Mid-term,English
+2673,6031829,0.0,389779.2,1986-03-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-02-10,24,False,0,12796,3698,Mid-term,English
+2674,6035363,0.0,3152823.333333334,2012-02-27,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-06-27,25,True,0,3316,3561,Short-term,English
+2675,6036649,0.0,337836.2400000001,1982-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-04-12,21,True,0,14118,2541,Mid-term,English
+2676,6039408,0.0,110563.2,1985-12-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-27,7,False,0,12886,2070,Mid-term,English
+2677,6039483,0.0,346727.576,1998-01-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2011-02-21,23,True,0,8472,3687,Mid-term,English
+2678,6039852,0.0,1025002.857142857,1990-07-15,17,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-24,17,True,0,11213,3807,Mid-term,English
+2679,6041911,0.0,72013.71428571429,1996-03-01,24,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-23,24,True,0,9157,3077,Mid-term,English
+2680,6043150,0.0,5057931.733333333,1991-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,Unknown,Premier,2011-06-16,19,True,0,10848,3572,Mid-term,Unknown
+2681,6045009,0.0,188826.28266666667,1997-05-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-09-30,8,True,0,8717,3831,Mid-term,English
+2683,6045420,0.0,103569.25333333333,1992-02-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-03,19,True,0,10647,3463,Mid-term,English
+2684,6046048,393.76666666666665,856836.2666666666,1981-01-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-04-14,16,False,1,14695,2539,Long-term,English
+2685,6047111,0.0,208944.26666666663,1985-04-15,19,False,True,False,NOTICE,WEB,Y,N,N,N,Y,N,Y,N,Y,11-50,English,Premier,2011-09-11,19,True,0,13130,3485,Mid-term,English
+2686,6047277,0.0,518290.28571428574,1984-08-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Standard,2009-11-14,8,True,0,13373,4151,Mid-term,English
+2687,6052474,0.0,231229.56190476194,2012-06-19,4,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2011-01-13,4,True,0,3203,3726,Short-term,English
+2689,6054277,0.0,573515.28,1995-12-15,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-05,18,True,0,9234,3400,Mid-term,English
+2690,6054662,0.0,744832.2514285715,1997-07-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-05-01,18,True,0,8670,2522,Mid-term,Unknown
+2691,6056297,372.9266666666667,302070.60000000003,1995-04-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-04-07,10,True,1,9492,3276,Mid-term,Unknown
+2692,6057016,0.0,467337.60000000003,1987-08-01,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-25,24,True,0,12292,2649,Mid-term,English
+2693,6059615,0.0,228709.3333333333,1995-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-29,19,False,0,9509,2159,Mid-term,English
+2694,6063134,0.0,532649.1733333333,2005-07-06,16,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-18,16,True,0,5743,2686,Short-term,English
+2695,6065168,0.0,130806.00000000003,1992-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-09,15,True,0,10633,2300,Mid-term,English
+2696,6068819,2106.208,7531799.808,1993-09-01,24,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,N,N,N,N,Y,101-500,English,Standard,2011-02-17,24,True,1,10069,3691,Mid-term,English
+2698,6074079,0.0,166924.80000000002,1983-11-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-04,23,False,0,13661,2853,Mid-term,English
+2699,6077673,0.0,609950.9199999999,1991-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-11,19,True,0,10939,3942,Mid-term,English
+2700,6078097,0.0,1410201.2800000003,1997-07-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-02-08,19,True,0,8670,3700,Mid-term,English
+2702,6089075,0.0,664187.9999999999,2013-07-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-15,15,True,0,2826,3085,Short-term,English
+2703,6092134,0.0,230575.5428571429,2002-10-03,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-27,18,True,0,6750,3408,Mid-term,English
+2704,6092541,0.0,317805.7142857143,2000-01-27,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-10,22,False,0,7730,2237,Mid-term,English
+2706,6093482,0.0,92922.5142857143,2014-01-02,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-08,24,True,0,2641,3061,Short-term,English
+2708,6099084,0.0,147875.2,1986-03-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-24,22,False,0,12796,2073,Mid-term,English
+2709,6102254,0.0,196847.8026666667,1989-09-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-21,19,False,0,11516,3840,Mid-term,English
+2710,6102567,0.0,91223.1619047619,1995-10-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-23,4,True,0,9295,3077,Mid-term,English
+2711,6103718,0.0,289130.0571428572,1976-04-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-05-20,18,False,0,16431,2503,Long-term,English
+2712,6104551,0.0,132171.19999999998,1989-12-25,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-04-16,21,True,0,11415,2537,Mid-term,English
+2715,6116003,1091.52,567590.4,1993-10-01,10,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2013-08-07,10,True,1,10039,2789,Mid-term,English
+2716,6122918,0.0,1954383.4666666663,1995-08-15,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-02-21,17,False,0,9356,2956,Mid-term,English
+2719,6126500,0.0,485642.0571428572,2001-02-02,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-07,18,False,0,7358,3612,Mid-term,English
+2720,6127888,0.0,931532.8,1988-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-25,21,True,0,11957,3410,Mid-term,English
+2721,6129891,0.0,241474.80000000005,1986-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-18,17,True,0,12796,3235,Mid-term,English
+2722,6130634,294.1666666666667,83837.5,1970-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-27,19,True,1,18682,2131,Long-term,English
+2723,6132598,0.0,44794.666666666664,1978-01-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-24,20,True,0,15791,2073,Long-term,English
+2724,6133562,0.0,77220.73333333332,2013-10-09,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-07,11,False,0,2726,2393,Short-term,English
+2725,6134345,0.0,175237.12,1994-04-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-24,8,True,0,9857,2984,Mid-term,English
+2726,6135707,0.0,406137.88800000004,1990-08-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,Y,Y,6-10,Unknown,Premier,2014-12-28,17,True,0,11182,2281,Mid-term,Unknown
+2727,6136058,0.0,589490.3466666667,1993-04-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2012-06-23,16,True,0,10208,3199,Mid-term,Unknown
+2728,6136338,0.0,309090.1333333333,1991-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-31,20,True,0,10848,2339,Mid-term,English
+2729,6138145,176.54666666666668,26482.0,1977-10-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-01,10,False,1,15883,2734,Long-term,English
+2731,6140661,0.0,716029.6000000002,1982-05-01,20,False,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-26,20,True,0,14210,2558,Mid-term,English
+2732,6142884,0.0,6680807.333333334,1997-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-02-07,17,True,0,8761,3701,Mid-term,English
+2734,6143399,0.0,419193.8399999999,1997-07-01,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-19,15,True,0,8670,2716,Mid-term,English
+2736,6151818,468.45714285714286,127420.34285714285,2010-07-02,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-07-04,17,True,1,3921,4284,Short-term,English
+2738,6163142,0.0,233429.93142857146,2007-09-11,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-14,18,True,0,4946,2448,Short-term,English
+2739,6163344,0.0,306193.23428571434,1997-03-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Russian,Standard,2013-10-05,13,True,0,8778,2730,Mid-term,European
+2740,6164502,0.0,378227.77142857143,1988-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-26,23,False,0,12065,2071,Mid-term,English
+2741,6166283,1285.7,2613828.1,1993-12-15,19,False,False,False,AUTO RENEW,PHONE,N,N,N,Y,Y,Y,Y,N,Y,101-500,English,Premier,2013-02-26,19,True,1,9964,2951,Mid-term,English
+2742,6166558,0.0,840126.361904762,1991-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-07,22,False,0,10953,2546,Mid-term,English
+2743,6166738,0.0,54797.013333333336,1992-11-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-09,19,True,0,10373,2269,Mid-term,English
+2744,6172509,224.0266666666667,81545.70666666668,1977-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-24,4,False,1,16125,2073,Long-term,English
+2745,6176141,1553.1666666666667,3075270.0000000005,1994-10-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,101-500,Italian,Premier,2011-09-25,20,False,1,9660,3471,Mid-term,European
+2746,6178057,0.0,189752.45714285717,1988-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-06,19,False,0,12079,2303,Mid-term,English
+2747,6178851,0.0,278620.5714285714,1985-10-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-24,10,False,0,12961,3625,Mid-term,English
+2748,6185821,0.0,241405.164,1985-07-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-07,9,True,0,13053,2363,Mid-term,English
+2749,6193813,0.0,824573.4095238097,1997-11-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-16,22,True,0,8533,3542,Mid-term,English
+2750,6194410,0.0,2228041.3333333335,1997-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-10-25,19,True,0,8778,4171,Mid-term,English
+2751,6197782,0.0,1703194.9600000002,1991-02-01,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-08-02,19,True,0,11012,3159,Mid-term,English
+2752,6199577,0.0,276370.28571428574,1986-02-01,15,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-04,15,True,0,12838,2427,Mid-term,English
+2753,6200123,0.0,244074.24,1986-08-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,51-100,Unknown,Premier,2010-10-12,16,True,0,12657,3819,Mid-term,Unknown
+2754,6200395,90.57142857142857,256407.7142857143,1971-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-12-02,19,True,1,18105,1576,Long-term,English
+2755,6201431,0.0,249370.00000000006,1995-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-18,15,True,0,9248,2474,Mid-term,English
+2756,6201907,0.0,248976.0,1998-05-14,18,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-11,18,False,0,8353,3455,Mid-term,English
+2757,6203765,0.0,424740.69333333336,1982-02-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-08-12,23,True,0,14299,3880,Long-term,English
+2758,6204170,0.0,19458.719999999998,1997-07-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-25,1,True,0,8670,2771,Mid-term,English
+2759,6205110,0.0,124872.80000000003,1995-07-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-19,6,True,0,9387,2565,Mid-term,English
+2761,6212502,0.0,257488.00000000003,1989-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-12,19,False,0,11592,2692,Mid-term,English
+2762,6214463,326.1333333333334,279822.4,1993-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-16,11,True,1,10267,2262,Mid-term,English
+2763,6216962,0.0,272697.6,1995-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-23,20,True,0,9234,2865,Mid-term,English
+2765,6220838,0.0,477656.6666666666,1988-03-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-10-30,22,True,0,12065,2705,Mid-term,English
+2767,6223561,438.7333333333334,1059541.0000000002,1993-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2006-05-27,21,True,1,10312,5418,Mid-term,English
+2772,6230375,0.0,525016.7999999999,1989-09-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-29,22,True,0,11530,2736,Mid-term,English
+2773,6232121,0.0,391510.00000000006,1979-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-03,17,True,0,15306,3127,Long-term,English
+2774,6232655,0.0,366348.1904761905,1996-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-05,16,False,0,9186,2791,Mid-term,English
+2777,6235419,0.0,196938.05714285714,1984-10-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-04-10,12,True,0,13326,2178,Mid-term,Unknown
+2778,6239212,0.0,54540.20000000001,1982-03-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-10,1,False,0,14257,3790,Mid-term,English
+2779,6242091,0.0,1300336.0,1996-03-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-19,21,False,0,9157,4238,Mid-term,English
+2780,6249769,177.45866666666666,159712.8,1993-08-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-15,18,True,1,10100,2324,Mid-term,English
+2781,6252486,173.5066666666667,423356.2666666667,1995-04-01,20,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-01,20,True,1,9492,2703,Mid-term,English
+2782,6253097,0.0,1055711.25,1997-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-03-03,19,False,0,8686,2581,Mid-term,English
+2783,6253606,135.37333333333333,199811.04,1976-12-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-27,18,True,1,16187,2312,Long-term,English
+2784,6255935,0.0,208004.7619047619,2004-01-28,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-12,25,True,0,6268,3637,Short-term,English
+2785,6257015,0.0,310261.7142857143,1981-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2016-02-05,18,True,0,14695,1877,Long-term,Unknown
+2787,6259752,0.0,576875.4666666667,1997-07-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-05-25,19,False,0,8656,3959,Mid-term,English
+2789,6263129,0.0,216223.42,1991-11-15,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-17,19,False,0,10725,2840,Mid-term,English
+2790,6264006,0.0,489541.37142857147,2005-03-09,25,False,False,False,AUTO RENEW,PHONE,Y,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-09-23,25,False,0,5862,2377,Short-term,English
+2791,6272183,0.0,8040.2,1996-08-01,2,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-05,2,True,0,9004,3278,Mid-term,English
+2792,6272328,0.0,285130.32,1996-06-01,9,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-11,9,True,0,9065,3211,Mid-term,English
+2793,6272409,0.0,680743.2000000001,2004-07-23,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2007-12-24,14,True,0,6091,4842,Short-term,English
+2794,6274366,0.0,395468.79999999993,1985-05-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-04,12,True,0,13114,3035,Mid-term,English
+2795,6275772,293.09333333333336,417658.0,1972-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-08-04,19,True,1,17862,2427,Long-term,English
+2796,6276278,0.0,161749.4857142857,1991-10-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-21,6,True,0,10770,3810,Mid-term,English
+2797,6276597,0.0,302532.26666666666,2007-02-22,16,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2016-04-16,16,True,0,5147,1806,Short-term,English
+2798,6278079,128.61333333333334,303013.01333333337,1975-03-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-04,19,False,1,16828,2243,Long-term,English
+2799,6279326,0.0,729686.88,1987-09-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-27,13,True,0,12261,2950,Mid-term,English
+2800,6280724,0.0,36929.82857142858,1995-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2018-03-04,17,True,0,9551,1119,Mid-term,English
+2801,6281628,0.0,99278.07999999999,1997-07-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-24,22,True,0,8670,1889,Mid-term,English
+2802,6283819,180.57142857142858,516434.28571428574,1994-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-26,20,False,1,9599,2221,Mid-term,English
+2804,6286379,0.0,395708.8000000001,1990-01-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Russian,Premier,2014-03-24,14,True,0,11408,2560,Mid-term,European
+2805,6290066,0.0,1368538.0799999998,1992-01-01,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2009-01-21,20,True,0,10678,4448,Mid-term,English
+2808,6293714,0.0,415913.4,1998-02-01,14,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-08-03,14,True,0,8455,2428,Mid-term,English
+2809,6294122,297.02400000000006,647512.3200000002,2004-01-09,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-17,20,True,1,6287,3266,Short-term,English
+2810,6296476,0.0,353549.70000000007,1992-07-01,21,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2009-09-17,21,True,0,10496,4209,Mid-term,English
+2811,6303890,0.0,61558.38,1982-04-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-11-13,9,True,0,14226,4517,Mid-term,English
+2812,6304441,0.0,279693.71428571426,1989-03-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-31,20,True,0,11714,2400,Mid-term,English
+2813,6310119,0.0,35451.42857142857,1995-09-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-21,9,True,0,9325,3749,Mid-term,English
+2814,6312523,0.0,973763.9333333333,1985-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,51-100,English,Premier,2012-11-01,19,False,0,13039,3068,Mid-term,English
+2815,6315631,494.0333333333333,580983.2,1992-11-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-27,21,True,1,10373,2950,Mid-term,English
+2816,6315737,2534.266666666667,2622966.0,1994-06-15,15,False,False,False,NOTICE,WEB,Y,N,N,Y,N,N,N,N,Y,500+,English,Premier,2011-08-06,15,True,1,9782,3521,Mid-term,English
+2817,6316848,0.0,1002460.368,1990-10-15,19,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2014-03-09,19,False,0,11121,2575,Mid-term,English
+2818,6318343,0.0,170658.34285714285,1990-04-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2010-10-13,3,False,0,11304,3818,Mid-term,Unknown
+2819,6320698,166.51428571428573,446091.7714285715,1964-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-07,19,False,1,20874,2120,Long-term,English
+2820,6321185,0.0,318988.80000000005,1997-09-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-03,7,True,0,8594,2671,Mid-term,English
+2821,6322420,954.9333333333334,825062.4000000001,1994-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2013-05-06,18,True,1,9843,2882,Mid-term,Unknown
+2822,6326699,0.0,33133.25714285715,1997-03-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-24,8,False,0,8792,3625,Mid-term,English
+2823,6327901,0.0,15420.0,2014-02-11,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-30,6,True,0,2601,3558,Short-term,English
+2824,6331403,0.0,964300.8,1996-09-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-03-07,12,False,0,8959,2212,Mid-term,English
+2825,6332447,0.0,74753.28,1992-04-01,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-18,14,True,0,10587,3204,Mid-term,English
+2826,6338068,0.0,1814647.7440000002,1990-12-25,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-10,21,True,0,11050,3670,Mid-term,English
+2827,6338228,0.0,88202.80000000002,1989-04-15,5,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-10-10,5,True,0,11669,3456,Mid-term,English
+2830,6339984,0.0,1257625.7999999998,1982-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-30,18,False,0,14026,3253,Mid-term,English
+2833,6345443,214.4933333333333,54052.31999999999,1992-12-25,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-08,14,True,1,10319,3122,Mid-term,English
+2834,6346119,0.0,1382879.0857142857,1998-02-01,24,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-01,24,False,0,8455,3618,Mid-term,English
+2835,6347553,0.0,198586.28571428574,1997-04-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-07,18,True,0,8747,1846,Mid-term,English
+2836,6354425,154.4,424754.4,1982-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-02,21,True,1,14118,2033,Mid-term,English
+2838,6357234,0.0,544919.2000000001,1990-12-01,20,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-03,20,True,0,11074,2824,Mid-term,English
+2840,6357549,0.0,179020.80000000002,1998-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-07,4,False,0,8455,3154,Mid-term,English
+2841,6363407,0.0,41316.29666666667,1996-09-01,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,1-5,Unknown,Premier,2013-10-26,1,True,0,8973,2709,Mid-term,Unknown
+2842,6367294,0.0,49520.833333333336,1984-12-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2014-04-04,5,True,0,13265,2549,Mid-term,Unknown
+2843,6368221,0.0,725155.7040000001,1997-11-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-01-09,21,True,0,8547,3730,Mid-term,English
+2844,6370836,0.0,98489.60000000002,2003-05-20,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-12,4,True,0,6521,3027,Mid-term,English
+2845,6370856,0.0,234803.22666666668,1995-04-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-24,20,True,0,9478,2894,Mid-term,English
+2846,6371116,0.0,414880.96,1995-12-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-24,19,True,0,9234,3076,Mid-term,English
+2847,6373908,0.0,340107.04000000004,1996-04-01,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-10-19,20,False,0,9126,2351,Mid-term,English
+2848,6375026,0.0,263355.73333333334,1997-07-15,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-08,25,True,0,8656,3519,Mid-term,English
+2850,6376445,0.0,144805.44,1985-10-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-13,4,True,0,12947,2510,Mid-term,English
+2851,6377277,0.0,124300.17599999999,1988-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-19,21,True,0,11912,1986,Mid-term,English
+2852,6378002,0.0,472001.6,1995-06-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2015-05-19,17,False,0,9431,2139,Mid-term,English
+2853,6380846,194.34285714285716,58885.885714285716,1974-11-15,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-20,3,True,1,16934,2319,Long-term,English
+2854,6389089,0.0,232973.86666666664,1997-10-01,8,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,1-5,Spanish,Premier,2012-06-02,8,True,0,8578,3220,Mid-term,European
+2855,6392284,0.0,356306.07999999996,1988-12-01,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-10-10,13,True,0,11804,2725,Mid-term,English
+2857,6403837,0.0,302252.91428571433,1995-10-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-29,18,True,0,9309,2310,Mid-term,English
+2859,6413570,510.3366666666667,20923.803333333333,1993-11-15,1,False,True,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,51-100,English,Standard,2014-04-19,1,True,1,9994,2534,Mid-term,English
+2860,6418545,0.0,1435427.8095238097,1996-04-15,20,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2009-04-12,20,True,0,9112,4367,Mid-term,Unknown
+2861,6419932,0.0,349899.2,1997-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-11,21,True,0,8747,3363,Mid-term,English
+2862,6421051,0.0,1181701.7333333334,1995-02-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2005-08-07,17,True,0,9551,5711,Mid-term,English
+2863,6421234,0.0,594684.9333333333,2003-05-21,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-02-10,22,True,0,6520,3333,Mid-term,English
+2864,6421247,0.0,806474.7600000001,2014-10-08,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-30,14,False,0,2362,3253,Short-term,English
+2865,6424414,0.0,271519.12,1988-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-18,19,False,0,11851,2931,Mid-term,English
+2866,6424473,258.6034285714286,137059.81714285715,1981-04-15,10,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-06-13,10,False,1,14591,2114,Long-term,Unknown
+2868,6429766,0.0,110187.79200000003,1989-07-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-13,11,True,0,11592,2387,Mid-term,English
+2869,6429955,0.0,296881.37142857147,1984-05-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-03,16,True,0,13479,2063,Mid-term,English
+2871,6434899,0.0,345685.86000000004,1995-03-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-07-01,23,True,0,9509,3557,Mid-term,English
+2872,6437801,176.9264,174803.2832,2009-10-02,13,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-17,13,True,1,4194,3083,Short-term,English
+2873,6437894,0.0,1578051.2000000002,1998-02-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-10-13,22,True,0,8455,3818,Mid-term,English
+2874,6439183,0.0,527727.2000000001,1991-04-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-09,21,True,0,10953,2726,Mid-term,English
+2875,6439187,0.0,218781.6133333333,1992-10-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-13,17,True,0,10390,2206,Mid-term,English
+2876,6439260,0.0,151640.53333333338,1997-04-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-29,8,False,0,8761,2614,Mid-term,English
+2877,6439447,0.0,872278.3999999999,1976-04-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-05-20,6,True,0,16417,3964,Long-term,English
+2879,6445830,0.0,512900.3880000001,2013-08-07,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-08-14,21,True,0,2789,2417,Short-term,English
+2880,6448686,0.0,157361.00571428568,1998-06-23,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-05-18,23,True,0,8313,4331,Mid-term,English
+2881,6449660,0.0,989444.19,2016-04-23,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-26,19,False,0,1799,3288,Short-term,English
+2882,6455045,0.0,41629.600000000006,2015-04-16,2,False,False,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-02,2,True,0,2172,3433,Short-term,English
+2883,6456661,0.0,675289.8285714285,1996-10-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-24,13,False,0,8943,3929,Mid-term,English
+2884,6457833,0.0,277601.6533333334,2001-11-27,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-17,19,True,0,7060,2475,Mid-term,English
+2885,6462496,646.8304761904762,970245.7142857143,1982-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-12-08,15,True,1,14149,4492,Mid-term,English
+2887,6471170,103.08133333333335,69579.90000000001,1986-01-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2016-06-23,9,True,1,12855,1738,Mid-term,English
+2888,6472371,0.0,386435.58095238096,1996-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-03,17,True,0,9096,3158,Mid-term,English
+2889,6473511,0.0,371594.08,1985-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-18,22,True,0,12961,3143,Mid-term,English
+2890,6475286,0.0,85496.69333333334,1996-05-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-12-02,14,False,0,9096,3768,Mid-term,English
+2891,6490745,450.952380952381,373388.5714285715,1994-02-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-07,18,True,1,9916,4158,Mid-term,English
+2892,6494404,0.0,115597.8666666667,1985-07-15,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-07-05,14,True,0,13039,1726,Mid-term,English
+2893,6494502,0.0,99219.27600000001,1985-12-15,9,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-14,9,True,0,12886,2629,Mid-term,English
+2894,6495086,0.0,165538.8,1992-12-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-02,15,True,0,10343,3617,Mid-term,English
+2895,6502733,0.0,456374.28571428574,1993-07-01,15,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-08,15,True,0,10131,2604,Mid-term,English
+2897,6504303,0.0,48216.0,2006-10-24,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2017-11-16,20,False,0,5268,1227,Short-term,English
+2898,6507182,0.0,44949.389333333325,1991-02-01,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-21,7,True,0,11012,2257,Mid-term,English
+2900,6511552,0.0,68544.0,1989-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-02-21,18,False,0,11469,2226,Mid-term,English
+2901,6512778,0.0,187640.0,1984-06-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-09-08,15,True,0,13434,3488,Mid-term,English
+2902,6513718,281.9066666666667,527729.28,1975-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-18,18,False,1,16797,3813,Long-term,English
+2903,6527400,0.0,1349756.0266666666,2013-09-09,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-12-01,22,True,0,2756,3769,Short-term,English
+2904,6540471,0.0,210312.96000000005,1981-07-01,18,False,False,False,AUTO RENEW,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-26,18,True,0,14514,3227,Long-term,English
+2905,6542174,0.0,1045231.5466666666,1978-01-15,19,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-02-18,19,True,0,15777,4420,Long-term,English
+2906,6543980,345.71333333333337,485381.52,1994-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-31,18,False,1,9752,3649,Mid-term,English
+2907,6545003,0.0,795600.0000000001,1996-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-16,17,True,0,9035,3145,Mid-term,English
+2909,6550523,0.0,38099.42857142857,1988-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-08,15,False,0,11804,1997,Mid-term,English
+2910,6551839,0.0,526084.1600000001,1991-07-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-01-24,19,False,0,10862,4445,Mid-term,English
+2911,6553403,0.0,213010.2857142857,1983-11-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-24,10,False,0,13661,2468,Mid-term,English
+2913,6555038,0.0,172020.0,1988-12-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-29,5,False,0,11790,2675,Mid-term,English
+2914,6560367,0.0,2062111.9999999998,2014-11-19,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2011-04-16,16,True,0,2320,3633,Short-term,English
+2915,6562170,0.0,301134.39999999997,1991-09-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,Chinese,Standard,2009-07-11,20,True,0,10800,4277,Mid-term,Asian
+2916,6566688,0.0,168071.02000000005,1977-08-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-03,15,True,0,15930,3311,Long-term,English
+2917,6573348,136.784,45959.424,1974-11-15,8,True,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-04,8,False,1,16934,2093,Long-term,English
+2918,6574051,0.0,626630.9333333333,2004-01-23,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-09,20,True,0,6273,2514,Short-term,English
+2919,6577377,0.0,548359.0,1997-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-08,15,True,0,8806,2454,Mid-term,English
+2920,6578048,0.0,89682.61333333334,1983-07-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2006-04-03,1,False,0,13770,5472,Mid-term,English
+2921,6580081,1023.25,243533.5,1978-08-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2009-07-09,2,False,1,15579,4279,Long-term,Unknown
+2922,6584232,0.0,221340.0,1991-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-11,21,True,0,11043,3363,Mid-term,English
+2923,6584315,0.0,67302.85714285714,1986-05-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-01,8,True,0,12749,1730,Mid-term,English
+2924,6584381,241.41333333333333,81114.88,1995-07-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-07,4,True,1,9387,3398,Mid-term,English
+2926,6585302,0.0,457683.2000000001,1990-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-03,15,False,0,11349,2428,Mid-term,English
+2927,6586274,0.0,66540.31999999999,1989-06-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-05,11,True,0,11622,2334,Mid-term,English
+2928,6592044,287.06476190476195,338162.28952380957,1973-05-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-05-14,19,True,1,17483,2509,Long-term,English
+2929,6593585,0.0,1034265.6000000001,1998-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-08-19,24,False,0,8396,4603,Mid-term,English
+2930,6594399,0.0,405310.50666666665,1996-05-15,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-04-12,16,True,0,9082,2906,Mid-term,English
+2931,6596460,0.0,123557.14285714284,1982-10-03,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-05-22,18,False,0,14055,2501,Mid-term,English
+2932,6598772,314.1866666666667,339635.78666666674,1994-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2009-11-22,23,False,1,9902,4143,Mid-term,English
+2933,6604644,0.0,1032221.8666666668,1997-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-03,17,True,0,8792,3250,Mid-term,English
+2935,6605122,0.0,241782.76571428575,1998-08-12,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2011-10-15,8,True,0,8263,3451,Mid-term,English
+2936,6610705,0.0,652004.0,1991-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-14,15,False,0,10970,3269,Mid-term,English
+2937,6614071,0.0,322660.8,1998-07-20,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-15,18,False,0,8286,2873,Mid-term,English
+2938,6614132,0.0,1322370.6666666667,1996-05-01,25,False,False,False,NOTICE,WEB,N,Y,Y,N,N,N,N,N,Y,11-50,English,Standard,2013-08-15,25,True,0,9096,2781,Mid-term,English
+2939,6619793,0.0,802333.8093333334,2014-05-27,23,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-26,23,True,0,2496,2770,Short-term,English
+2940,6623831,0.0,238971.83999999997,1979-04-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-16,6,True,0,15322,2415,Long-term,English
+2941,6626582,0.0,139434.24000000002,1997-03-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-04-19,6,False,0,8778,3630,Mid-term,English
+2942,6627355,0.0,492393.19999999995,1985-10-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-08-16,23,True,0,12961,2050,Mid-term,English
+2943,6628438,0.0,163222.85714285716,1983-06-15,10,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-12,10,True,0,13800,2876,Mid-term,English
+2944,6631396,0.0,126016.17600000002,1984-02-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-31,22,True,0,13555,2977,Mid-term,English
+2945,6634840,0.0,575374.6440000001,1971-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2010-08-21,19,False,0,18244,3871,Long-term,English
+2947,6640817,236.62476190476195,562220.4342857143,1978-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,6-10,English,Standard,2015-02-16,18,True,1,15626,2231,Long-term,English
+2949,6651868,0.0,596096.9142857143,1982-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-29,22,True,0,14043,3741,Mid-term,English
+2951,6655916,198.72380952380954,302258.9142857143,1984-12-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-19,13,False,1,13251,2351,Mid-term,English
+2952,6657953,0.0,487481.31428571435,1989-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-16,17,True,0,11592,2384,Mid-term,English
+2955,6662433,0.0,343183.70666666667,1995-02-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-18,13,True,0,9551,2778,Mid-term,English
+2956,6662638,0.0,836433.3333333333,1995-07-01,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2010-07-18,8,True,0,9401,3905,Mid-term,English
+2957,6664008,0.0,141217.06666666665,2006-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-08-19,20,True,0,5399,3508,Short-term,Unknown
+2959,6676415,0.0,2175684.0,1983-06-01,21,False,False,False,NOTICE,WEB,N,N,N,Y,N,Y,N,N,Y,101-500,English,Premier,2013-10-11,21,True,0,13814,2724,Mid-term,English
+2962,6680540,0.0,477695.17714285717,2006-04-24,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-13,22,True,0,5451,3026,Short-term,English
+2963,6685787,0.0,321362.3523809524,1987-09-15,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-16,13,True,0,12247,2111,Mid-term,English
+2964,6691377,0.0,216836.63238095242,1990-08-01,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-04-27,16,False,0,11196,1795,Mid-term,English
+2965,6698004,0.0,850903.56,1990-04-15,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-15,15,False,0,11304,2903,Mid-term,English
+2966,6702632,453.7666666666667,159725.86666666667,1973-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-11,16,True,1,17483,2785,Long-term,English
+2967,6707358,0.0,36465.485714285714,1997-11-01,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-23,1,True,0,8547,2834,Mid-term,English
+2969,6715008,0.0,285983.60000000003,1986-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-31,21,True,0,12643,2918,Mid-term,English
+2970,6715472,0.0,619682.4,1985-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-02,18,True,0,13114,2003,Mid-term,English
+2971,6715565,322.44000000000005,677124.0000000001,1989-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-08-30,21,True,1,11683,4227,Mid-term,English
+2972,6716126,0.0,276441.6,1998-06-25,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-04-26,16,True,0,8311,2892,Mid-term,Unknown
+2974,6722088,0.0,285518.93333333335,1996-03-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-12-31,8,True,0,9157,4104,Mid-term,English
+2975,6729937,0.0,895020.0,1983-03-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2002-10-09,15,True,0,13906,6744,Mid-term,English
+2977,6734233,510.81333333333333,490380.8,1994-04-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-07-08,15,False,1,9843,3915,Mid-term,English
+2978,6735518,0.0,432319.68,2004-05-07,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-27,18,True,0,6168,3378,Short-term,English
+2979,6735784,0.0,2903008.0,1997-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2008-11-23,20,False,0,8639,4507,Mid-term,English
+2980,6738244,244.99999999999997,41159.99999999999,2008-09-10,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-10,12,False,1,4581,2360,Short-term,English
+2981,6744929,0.0,356498.2666666666,1984-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-12-01,19,True,0,13509,2673,Mid-term,English
+2982,6746493,0.0,293664.0,1990-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-19,19,True,0,11349,2685,Mid-term,English
+2983,6746781,0.0,1019898.582857143,1996-01-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2007-02-03,17,False,0,9217,5166,Mid-term,English
+2984,6747196,0.0,665421.8200000001,2015-07-24,51,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,51-100,Unknown,Standard,2015-04-30,51,False,0,2073,2158,Short-term,Unknown
+2987,6751847,0.0,445905.60000000003,1996-04-15,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-25,23,True,0,9112,3683,Mid-term,English
+2988,6754918,0.0,1062229.3333333333,1985-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,51-100,English,Standard,2014-01-17,20,False,0,13175,2626,Mid-term,English
+2990,6765767,0.0,273703.2380952381,1992-10-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-08-16,16,True,0,10390,3145,Mid-term,English
+2991,6766600,0.0,89817.60000000002,1997-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-15,18,False,0,8778,3481,Mid-term,English
+2992,6767944,0.0,393816.0,2005-07-22,9,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-09-05,9,True,0,5727,2395,Short-term,English
+2993,6769028,0.0,393120.0,2007-12-03,13,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-31,13,True,0,4863,2431,Short-term,English
+2995,6774626,0.0,562275.0857142857,1997-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-06-15,23,True,0,8792,2477,Mid-term,English
+2997,6775637,0.0,203575.68000000002,2015-09-05,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-25,16,True,0,2030,2618,Short-term,English
+2998,6776194,0.0,513018.24000000005,1991-10-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-15,21,True,0,10770,2628,Mid-term,English
+2999,6782640,125.75999999999999,318172.8,1994-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-05,22,False,1,9916,2214,Mid-term,English
+3000,6789365,1035.7333333333333,5178666.666666666,1985-02-01,50,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,Greek,Premier,2015-10-18,50,True,1,13203,1987,Mid-term,European
+3001,6789998,0.0,1620398.2080000003,1997-08-15,23,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-11,23,True,0,8625,3028,Mid-term,English
+3002,6790462,141.21904761904764,287239.5428571429,1977-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-05,18,True,1,16125,1939,Long-term,English
+3004,6793983,0.0,91179.48,2018-05-07,7,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-17,7,False,0,1055,3266,Short-term,English
+3006,6797927,164.09466666666668,117327.68666666668,1981-12-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-28,13,True,1,14347,2219,Long-term,English
+3007,6798776,0.0,714336.4800000001,2006-05-04,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-23,12,True,0,5441,2347,Short-term,English
+3009,6802848,0.0,1765703.68,1986-02-01,24,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-09-28,24,True,0,12838,2737,Mid-term,English
+3010,6805691,0.0,254824.38095238103,1992-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-29,20,False,0,10543,4075,Mid-term,English
+3013,6810688,0.0,337864.79999999993,1983-08-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-02,21,True,0,13753,2064,Mid-term,English
+3014,6811180,171.94666666666666,78407.68,2013-03-14,19,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-28,19,True,1,2935,2281,Short-term,English
+3015,6811400,466.40000000000003,973843.2000000001,1964-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-06-21,18,True,1,20831,2836,Long-term,English
+3016,6811795,0.0,803490.0120000001,1995-10-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-02,19,False,0,9295,3982,Mid-term,English
+3017,6814465,0.0,762361.5999999999,1993-05-15,22,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-30,22,True,0,10178,3100,Mid-term,English
+3018,6814877,0.0,309876.32000000007,1997-11-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-02,19,True,0,8547,3067,Mid-term,English
+3019,6822321,0.0,268935.6266666667,1987-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-05-21,19,True,0,12400,2502,Mid-term,English
+3020,6823367,0.0,219661.37142857144,1997-03-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-13,20,True,0,8778,2479,Mid-term,English
+3021,6823771,2093.4666666666667,5874267.466666667,1993-12-01,23,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,Y,N,Y,500+,English,Premier,2012-10-30,23,True,1,9978,3070,Mid-term,English
+3022,6825413,0.0,3126789.1199999996,1990-04-15,28,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,Y,Y,11-50,English,Premier,2012-01-05,28,True,0,11304,3369,Mid-term,English
+3023,6827610,0.0,1119407.3280000002,1986-04-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2012-07-19,18,True,0,12765,3173,Mid-term,Unknown
+3024,6830559,0.0,279679.92,1995-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-14,20,True,0,9551,3086,Mid-term,English
+3025,6831235,0.0,274592.8,1981-04-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-03,20,True,0,14591,2216,Long-term,English
+3026,6832503,175.16666666666669,98093.33333333334,1995-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Portuguese,Premier,2014-10-09,20,False,1,9537,2361,Mid-term,European
+3027,6838626,0.0,536587.2333333333,1991-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-29,19,False,0,10953,2555,Mid-term,English
+3028,6841269,0.0,732733.7333333333,1997-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-04,19,True,0,8792,3004,Mid-term,English
+3031,6845880,0.0,108763.2,1980-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-27,18,True,0,15001,2830,Long-term,English
+3032,6849122,0.0,274193.92000000004,1995-10-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-03-07,20,True,0,9295,2212,Mid-term,English
+3033,6849425,0.0,74146.13333333333,1997-03-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-06-14,16,False,0,8778,2113,Mid-term,English
+3034,6851060,0.0,93540.42285714287,2003-05-21,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-10,3,True,0,6520,2209,Mid-term,English
+3035,6851080,0.0,990714.7961904764,1997-09-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-07-03,17,True,0,8608,3189,Mid-term,English
+3036,6852697,0.0,168061.52380952385,1978-04-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-30,5,True,0,15687,2309,Long-term,English
+3037,6853605,0.0,538095.25,1986-12-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2008-04-02,14,True,0,12535,4742,Mid-term,English
+3038,6855877,318.93333333333334,146709.33333333334,1970-10-01,20,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-10-28,20,True,1,18440,3438,Long-term,English
+3039,6857258,0.0,173107.20000000004,1979-11-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-08,23,True,0,15108,1997,Long-term,English
+3040,6859239,0.0,71699.85828571429,1970-11-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-12-25,4,True,0,18409,1919,Long-term,English
+3041,6859810,310.22333333333336,195440.7,2016-04-06,7,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-01-09,7,True,1,1816,1904,Short-term,English
+3042,6863638,226.74285714285716,347596.80000000005,1978-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-04-02,21,True,1,15640,2551,Long-term,English
+3043,6863812,320.112,179262.72000000003,1992-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-01,20,False,1,10647,2187,Mid-term,English
+3044,6865537,251.5866666666667,296872.26666666666,1994-09-01,10,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Japanese,Standard,2011-08-25,10,True,1,9704,3502,Mid-term,Asian
+3045,6870715,0.0,238153.06666666665,1995-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-18,20,True,0,9295,2170,Mid-term,English
+3046,6875700,0.0,77333.76,1992-04-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-31,7,True,0,10587,3283,Mid-term,English
+3047,6876316,0.0,271388.45066666673,1999-12-28,11,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-09-13,11,True,0,7760,2387,Mid-term,English
+3048,6882824,0.0,478558.0800000001,1991-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-16,22,True,0,10953,2354,Mid-term,English
+3049,6884177,282.93333333333334,152784.0,1987-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-23,15,True,1,12504,2954,Mid-term,English
+3050,6884350,0.0,805600.9866666666,1997-09-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-20,17,True,0,8594,2623,Mid-term,English
+3052,6890842,0.0,843612.0,1996-02-01,7,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2010-07-06,7,True,0,9186,3917,Mid-term,English
+3053,6892312,0.0,412157.9280000001,1982-11-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-20,17,True,0,14012,2442,Mid-term,English
+3054,6892939,291.14285714285717,542108.0,1994-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-26,19,False,1,9613,3013,Mid-term,English
+3055,6898275,0.0,338752.80000000005,1997-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Italian,Standard,2012-11-02,15,True,0,8547,3067,Mid-term,European
+3056,6900704,0.0,129643.88571428573,1997-11-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-13,12,True,0,8547,4152,Mid-term,English
+3057,6900738,0.0,292095.6266666667,1989-03-15,14,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-10,14,True,0,11700,2360,Mid-term,English
+3058,6906562,0.0,140313.59999999998,1987-08-15,18,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-10,18,True,0,12278,2237,Mid-term,English
+3059,6906657,72.82666666666667,70496.21333333333,1972-01-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-08-28,22,False,1,17983,1672,Long-term,English
+3061,6909115,193.7866666666667,546478.4,1957-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-08,20,True,1,23235,2910,Long-term,English
+3062,6909932,0.0,584082.7200000002,1996-06-15,18,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-09-22,18,True,0,9051,3108,Mid-term,English
+3063,6910060,0.0,41793.706666666665,1996-03-01,2,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-23,2,True,0,9157,2500,Mid-term,English
+3064,6911653,137.56190476190477,336751.54285714286,1987-12-25,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-01,17,True,1,12146,1912,Mid-term,English
+3066,6915760,0.0,760355.0933333334,1996-04-15,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-04,14,True,0,9112,3035,Mid-term,English
+3067,6918036,292.40000000000003,307020.0,2006-08-02,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-17,21,True,1,5351,3022,Short-term,English
+3068,6920218,489.9440000000001,656524.9600000001,2016-12-08,20,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-01,20,True,1,1570,2856,Short-term,English
+3069,6921715,0.0,575342.4,2011-02-22,16,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-06,16,True,0,3686,3124,Short-term,English
+3070,6929614,0.0,264817.14285714284,1996-06-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-18,6,False,0,9065,3540,Mid-term,English
+3071,6932396,0.0,426318.984,1988-09-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-10,23,True,0,11895,3243,Mid-term,English
+3072,6935833,0.0,298273.66400000005,1963-06-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-01,12,False,0,21105,3404,Long-term,English
+3075,6940300,0.0,244792.80000000002,1996-05-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-06-10,7,True,0,9096,3578,Mid-term,English
+3076,6942153,0.0,467832.288,1989-07-01,19,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2009-12-26,19,True,0,11592,4109,Mid-term,English
+3077,6944581,0.0,1396683.2880000002,2009-07-07,21,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-16,21,True,0,4281,3572,Short-term,English
+3078,6946192,714.72,295894.07999999996,2015-02-26,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-09-06,6,False,1,2221,4585,Short-term,English
+3080,6952824,0.0,235539.53333333338,1995-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-03-24,17,True,0,9417,4386,Mid-term,English
+3081,6953997,203.66666666666669,360082.6666666667,1977-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-27,17,False,1,16111,3012,Long-term,English
+3082,6958304,0.0,615902.2628571428,1982-08-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2008-07-04,19,False,0,14104,4649,Mid-term,English
+3083,6959008,467.54933333333344,205721.70666666672,1992-06-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-29,22,True,1,10512,2767,Mid-term,English
+3084,6961686,0.0,194686.61333333334,2016-10-28,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-03-27,16,True,0,1611,4018,Short-term,English
+3085,6961756,278.148,128504.376,1985-03-15,21,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-09-13,21,True,1,13161,3117,Mid-term,English
+3086,6962264,0.0,210210.0,1990-06-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-26,22,False,0,11257,2923,Mid-term,English
+3087,6963912,750.2,1898006.0000000002,2010-09-10,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Portuguese,Standard,2014-06-29,23,False,1,3851,2463,Short-term,European
+3088,6967022,0.0,1227065.84,1973-05-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,Y,N,Y,11-50,English,Standard,2009-09-13,15,True,0,17483,4213,Long-term,English
+3089,6969275,0.0,144776.4266666667,1992-04-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-10,20,True,0,10587,3333,Mid-term,English
+3090,6969463,351.3666666666667,175683.33333333334,1975-11-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-05,10,True,1,16569,2365,Long-term,English
+3091,6969522,0.0,864697.142857143,1990-10-15,25,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-11-06,25,True,0,11121,3063,Mid-term,English
+3093,6972167,0.0,78769.44,2004-10-04,12,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-01-06,12,True,0,6018,4463,Short-term,English
+3098,6984034,0.0,157209.6,1996-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-06,18,False,0,8943,2882,Mid-term,English
+3099,6986467,0.0,1301274.0000000002,1998-02-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-06-18,18,True,0,8441,3204,Mid-term,English
+3100,6993985,278.74666666666667,598469.0933333333,2004-06-03,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2014-10-17,19,False,1,6141,2353,Short-term,English
+3101,6999719,0.0,362006.39999999997,1998-10-09,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-03,18,True,0,8205,2397,Mid-term,English
+3102,7001102,0.0,396518.4,1992-02-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-21,8,False,0,10633,2806,Mid-term,English
+3103,7002848,0.0,991562.8800000001,1972-02-01,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-06,24,False,0,17952,2517,Long-term,English
+3105,7009128,0.0,605237.3333333334,1990-11-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2011-04-29,23,True,0,11090,3620,Mid-term,European
+3106,7014457,267.70666666666665,259140.05333333332,1994-09-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-12,22,True,1,9704,2297,Mid-term,English
+3107,7014628,313.752380952381,705942.8571428572,1993-05-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-07-17,15,True,1,10178,3175,Mid-term,Unknown
+3108,7015429,0.0,187354.75200000004,1985-09-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-03-23,12,True,0,12991,3291,Mid-term,English
+3109,7020432,0.0,547305.984,1994-11-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-15,18,False,0,9643,3328,Mid-term,English
+3110,7022481,0.0,1230209.8285714285,2010-08-11,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-11,19,False,0,3881,4062,Short-term,English
+3111,7022981,0.0,732864.0,1995-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-06-09,18,True,0,9264,3579,Mid-term,English
+3112,7025374,0.0,607384.0000000001,1991-01-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-13,10,True,0,11043,3179,Mid-term,English
+3113,7030158,0.0,662252.8,2015-03-30,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-22,20,True,0,2189,3383,Short-term,English
+3114,7031169,0.0,1037452.0,1982-08-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-09-03,13,False,0,14118,4954,Mid-term,English
+3116,7032466,0.0,581521.9199999999,1985-03-01,29,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-18,29,True,0,13175,2352,Mid-term,English
+3117,7033568,0.0,199147.66857142857,1991-01-01,23,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-09-03,23,True,0,11043,2762,Mid-term,English
+3118,7037815,0.0,848582.8,1996-07-15,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-03,15,True,0,9021,2640,Mid-term,English
+3120,7042236,140.47619047619048,26550.0,1994-09-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-11,9,False,1,9690,1933,Mid-term,English
+3121,7042703,534.9333333333334,770304.0000000001,1994-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-15,18,False,1,9902,3665,Mid-term,English
+3122,7044098,390.6291666666666,273440.4166666666,1992-07-01,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-09-10,14,True,1,10496,2755,Mid-term,Unknown
+3123,7044120,230.66666666666666,202986.66666666666,1994-10-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-04,16,False,1,9674,2580,Mid-term,English
+3124,7044637,0.0,216993.92,2014-10-21,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-12-04,12,True,0,2349,1574,Short-term,English
+3126,7047079,0.0,385350.00000000006,1991-05-15,5,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,Greek,Premier,2013-11-24,5,True,0,10909,2680,Mid-term,European
+3127,7047080,0.0,193097.33333333334,2005-10-05,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-24,17,False,0,5652,2588,Short-term,English
+3128,7051471,294.5,301568.0,1994-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-05-26,16,True,1,9660,2132,Mid-term,English
+3129,7051830,0.0,434442.52800000005,2004-11-09,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-18,18,True,0,5982,2686,Short-term,English
+3130,7056819,0.0,923290.9714285715,1990-12-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-24,23,True,0,11074,3106,Mid-term,English
+3132,7062666,0.0,1569683.0240000002,1992-03-01,23,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,N,N,N,N,Y,11-50,English,Premier,2014-02-02,23,True,0,10618,2610,Mid-term,English
+3133,7063136,286.2266666666667,333740.2933333334,2013-11-19,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-04,11,False,1,2685,3857,Short-term,English
+3134,7064069,0.0,316869.83999999997,2008-11-26,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-05,19,False,0,4504,3034,Short-term,English
+3135,7065588,0.0,517089.9066666668,1985-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-09-26,17,True,0,13053,3104,Mid-term,English
+3137,7068679,0.0,78724.8,1994-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,11-50,Unknown,Premier,2016-01-27,21,True,0,9735,1886,Mid-term,Unknown
+3138,7075732,0.0,131883.88571428572,1996-11-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-09,24,True,0,8912,2999,Mid-term,English
+3139,7077678,1595.49,741902.85,1977-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,101-500,English,Premier,2014-02-10,15,False,1,15975,2602,Long-term,English
+3142,7096963,373.65714285714284,695002.2857142858,1994-04-15,15,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-15,15,True,1,9843,3604,Mid-term,English
+3144,7099928,0.0,630167.5714285715,1996-08-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-01-10,15,True,0,9004,3364,Mid-term,English
+3145,7103328,0.0,118499.68,1992-11-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-30,10,False,0,10373,2279,Mid-term,English
+3146,7104000,0.0,85460.57142857143,1997-08-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-29,11,False,0,8639,2614,Mid-term,English
+3147,7104356,0.0,474978.2400000001,1997-03-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-05,22,True,0,8792,3278,Mid-term,English
+3148,7111833,753.9333333333334,444820.6666666667,1973-10-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-03-31,10,True,1,17330,4014,Long-term,English
+3149,7115352,0.0,665692.6466666667,1983-04-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-22,22,False,0,13861,2075,Mid-term,English
+3150,7116463,0.0,76409.33333333333,1986-08-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-06-09,20,False,0,12657,1387,Mid-term,English
+3153,7121343,216.78095238095239,429226.28571428574,1976-07-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-06-12,22,True,1,16326,2480,Long-term,English
+3154,7125734,0.0,697508.0,1989-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-16,15,False,0,11469,2568,Mid-term,English
+3155,7127831,547.8666666666667,1610728.0,1976-04-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-12-13,20,True,1,16431,4853,Long-term,English
+3156,7127871,0.0,532880.3333333333,1987-03-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-12-24,11,True,0,12445,3015,Mid-term,English
+3157,7128211,0.0,635236.5714285716,2014-02-17,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-23,17,True,0,2595,3716,Short-term,English
+3158,7136783,152.06533333333334,295615.00800000003,1993-04-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,1-5,English,Standard,2015-06-03,24,True,1,10222,2124,Mid-term,English
+3159,7137506,0.0,1279177.9000000001,1997-07-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-12-26,22,True,0,8656,3744,Mid-term,English
+3160,7138230,413.20000000000005,607404.0000000001,2014-12-22,15,False,False,False,NOTICE,IT,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-04,15,True,1,2287,3888,Short-term,English
+3162,7139184,0.0,339460.6285714286,2015-12-10,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-10,11,True,0,1934,3304,Short-term,English
+3163,7142345,849.7790476190479,1023133.9733333337,1992-01-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2005-11-15,14,True,1,10678,5611,Mid-term,Unknown
+3164,7146633,194.1904761904762,186811.2380952381,1978-04-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-21,26,True,1,15687,2318,Long-term,English
+3165,7149011,0.0,215296.25,1994-02-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-09-30,3,True,0,9916,2735,Mid-term,Unknown
+3166,7155016,226.1866666666667,640334.4533333334,1980-12-25,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-05-11,19,True,1,14702,3242,Long-term,English
+3167,7155074,0.0,820258.6666666667,1997-09-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-02-13,8,False,0,8594,4060,Mid-term,English
+3168,7155897,0.0,2189923.8400000003,2006-11-13,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-06-03,16,True,0,5248,2489,Short-term,English
+3171,7159682,191.44761904761907,263814.81904761906,1981-08-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-11,13,True,1,14483,2298,Long-term,English
+3173,7165652,0.0,310014.72,2014-09-22,8,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-08-22,8,False,0,2378,4600,Short-term,English
+3177,7172465,258.1676190476191,290438.5714285715,2003-10-06,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-20,15,True,1,6382,2350,Mid-term,English
+3178,7174097,0.0,71622.36,1991-12-25,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-29,9,False,0,10685,2524,Mid-term,English
+3179,7174428,0.0,630828.2933333335,2004-10-12,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-23,17,True,0,6010,2255,Short-term,English
+3180,7179482,684.1813333333334,561028.6933333335,2014-12-19,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2003-12-13,20,True,1,2290,6314,Short-term,English
+3181,7184950,0.0,439603.20000000007,1991-08-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-20,14,True,0,10817,2684,Mid-term,English
+3182,7185317,0.0,1309048.723809524,1998-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-03-16,23,True,0,8455,3664,Mid-term,English
+3183,7188979,0.0,530150.6666666667,1988-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-17,20,True,0,12079,3783,Mid-term,English
+3184,7189215,0.0,374679.619047619,1988-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-24,20,True,0,11804,2741,Mid-term,English
+3185,7193123,237.82857142857142,574356.0,2009-04-19,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-12,21,False,1,4360,2631,Short-term,English
+3186,7194471,527.6266666666667,1351779.52,1994-05-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-22,21,False,1,9827,3627,Mid-term,English
+3188,7200455,0.0,1881.90476190476,1993-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2018-09-05,20,False,0,10267,934,Mid-term,English
+3189,7200595,0.0,316095.0857142857,1998-06-23,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-05,24,True,0,8313,3703,Mid-term,English
+3190,7203252,0.0,551556.4285714285,2001-01-30,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2014-09-14,19,True,0,7361,2386,Mid-term,English
+3191,7204671,0.0,380655.16,1997-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-06-27,17,False,0,8717,3561,Mid-term,English
+3192,7208798,257.2,430552.79999999993,1993-11-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-26,18,True,1,9994,2770,Mid-term,English
+3193,7216479,238.08,653291.52,1982-07-15,49,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-01-10,49,False,1,14135,3364,Mid-term,Unknown
+3194,7217335,1325.2666666666667,1828868.0,1994-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-04-09,20,True,1,9660,3640,Mid-term,English
+3195,7224884,754.3900000000001,829829.0000000001,1994-01-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-11,22,True,1,9947,3303,Mid-term,English
+3196,7227954,0.0,561257.8285714285,2009-12-11,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2002-08-07,19,False,0,4124,6807,Short-term,English
+3197,7228109,0.0,993649.3714285715,1997-07-15,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-22,29,True,0,8656,3200,Mid-term,English
+3198,7231261,0.0,525336.0666666667,2009-11-02,19,False,True,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-24,19,True,0,4163,2711,Short-term,English
+3199,7232883,0.0,36677.33333333333,1997-02-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-01,13,True,0,8820,2948,Mid-term,English
+3201,7242170,0.0,19642.30476190476,1996-06-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-06,1,False,0,9065,3582,Mid-term,English
+3202,7243979,357.8133333333334,208962.9866666667,1993-04-01,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2013-09-07,4,True,1,10222,2758,Mid-term,Unknown
+3203,7248209,159.3466666666667,259416.37333333335,1994-02-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-26,22,True,1,9902,2558,Mid-term,English
+3204,7248533,0.0,240708.16,1992-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-01-18,14,True,0,10647,2260,Mid-term,Unknown
+3206,7250005,0.0,608057.856,1985-07-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-03,18,False,0,13039,2397,Mid-term,English
+3207,7251272,208.5904761904762,467242.6666666667,1986-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-08-10,20,True,1,12735,2421,Mid-term,English
+3208,7253143,0.0,374066.93333333335,1998-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-02-05,19,True,0,8441,1877,Mid-term,English
+3209,7253306,655.9280000000001,1208875.3040000002,1969-11-01,19,False,False,False,AUTO RENEW,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2016-05-05,19,True,1,18774,1787,Long-term,English
+3210,7256309,179.20000000000002,657305.6000000001,1982-05-01,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-08,28,True,1,14210,2211,Mid-term,English
+3211,7259372,0.0,892516.4,2002-01-22,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-07,21,False,0,7004,4066,Mid-term,English
+3212,7266918,216.27047619047622,458493.40952380956,2014-05-03,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-08,20,True,1,2520,2119,Short-term,English
+3214,7274077,0.0,861532.0746666667,1988-12-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-05,17,False,0,11804,3430,Mid-term,English
+3216,7275271,0.0,713746.8000000002,1996-11-01,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-31,25,False,0,8912,3008,Mid-term,English
+3217,7277706,0.0,369734.4,1995-06-15,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-13,18,False,0,9417,2357,Mid-term,English
+3218,7279557,0.0,685621.4095238094,1990-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-08,22,False,0,11227,2757,Mid-term,English
+3219,7284173,0.0,838448.0,1998-07-02,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-31,14,False,0,8304,4014,Mid-term,English
+3220,7289376,0.0,838292.0,1990-11-01,21,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-20,21,True,0,11104,3172,Mid-term,English
+3221,7291679,0.0,395626.14,1996-11-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-01,15,True,0,8912,3068,Mid-term,English
+3222,7294515,0.0,654541.6666666667,1998-08-18,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-26,25,True,0,8257,3257,Mid-term,English
+3223,7295699,145.80952380952382,253708.57142857145,1975-03-01,15,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,Y,Y,Y,6-10,English,Premier,2015-11-03,15,True,1,16828,1971,Long-term,English
+3224,7295867,0.0,180295.68,2014-12-02,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2009-12-04,12,True,0,2307,4131,Short-term,English
+3225,7296618,0.0,700776.2666666666,1998-02-15,11,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-27,11,True,0,8441,3287,Mid-term,English
+3226,7299418,124.8952380952381,56827.333333333336,1985-06-01,7,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-31,7,True,1,13083,1822,Mid-term,English
+3228,7301479,0.0,147920.98285714287,1995-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-19,18,True,0,9234,2259,Mid-term,English
+3229,7309351,0.0,1415583.0000000002,1997-05-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2011-03-01,18,False,0,8717,3679,Mid-term,English
+3231,7319116,120.03809523809524,36011.42857142857,1997-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-05-05,15,False,1,8837,1787,Mid-term,English
+3232,7320731,0.0,184040.0,1998-06-24,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-05,21,True,0,8312,2183,Mid-term,English
+3233,7322208,0.0,495179.99999999994,1988-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-25,15,False,0,11834,2679,Mid-term,English
+3234,7323221,0.0,41687.771428571425,1998-05-08,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-06-10,6,True,0,8359,2482,Mid-term,English
+3235,7327390,0.0,326678.4,1997-03-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-05,12,True,0,8778,2638,Mid-term,English
+3237,7339370,143.76,205289.28,2003-08-04,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-02,17,True,1,6445,2398,Mid-term,English
+3238,7340428,0.0,801701.1200000001,1980-02-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-15,20,True,0,15016,2689,Long-term,English
+3239,7341757,0.0,727359.2000000002,1958-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-14,20,False,0,22884,3605,Long-term,English
+3240,7345503,98.21466666666666,383430.0586666666,1970-12-15,32,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-10-07,32,True,1,18365,2363,Long-term,Unknown
+3241,7352168,0.0,518778.5142857143,1997-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-28,18,False,0,8594,2707,Mid-term,English
+3242,7353387,273.2,73764.0,1993-12-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-04,15,False,1,9978,2884,Mid-term,English
+3244,7355208,0.0,181158.70933333336,2004-06-17,17,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-04-15,17,True,0,6127,3634,Short-term,Unknown
+3245,7355436,0.0,415956.09523809527,1989-06-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-31,23,True,0,11608,3283,Mid-term,English
+3246,7355812,0.0,668947.1359999999,1995-01-01,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-21,22,False,0,9582,2502,Mid-term,English
+3247,7357049,0.0,977605.2000000002,1987-07-01,18,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-25,18,True,0,12323,2194,Mid-term,English
+3248,7358713,0.0,349950.85714285716,1996-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-05,22,True,0,9035,2334,Mid-term,English
+3249,7369252,198.4,267840.0,2007-07-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-22,18,True,1,5004,2348,Short-term,English
+3250,7370023,0.0,250958.40000000002,1991-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-29,21,False,0,10725,3985,Mid-term,English
+3251,7370543,0.0,249336.53333333333,1995-01-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,51-100,English,Standard,2011-12-24,16,True,0,9582,3381,Mid-term,English
+3252,7373071,0.0,197150.55360000004,1985-06-15,14,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-03-13,14,True,0,13069,2936,Mid-term,English
+3253,7379877,0.0,227108.21333333332,1997-09-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-14,17,True,0,8594,2205,Mid-term,English
+3254,7380227,644.9040000000001,58041.36000000001,1994-02-01,2,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Vietnamese,Premier,2011-09-30,2,True,1,9916,3466,Mid-term,Asian
+3255,7383746,0.0,200066.53333333333,2000-07-21,5,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-15,5,True,0,7554,3177,Mid-term,English
+3257,7389363,1202.6733333333334,868330.1466666667,1974-02-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2013-07-06,19,True,1,17221,2821,Long-term,English
+3259,7395697,0.0,393230.93333333335,1988-03-01,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2014-11-05,22,True,0,12079,2334,Mid-term,English
+3260,7398674,0.0,233060.53333333333,1997-01-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2009-11-14,8,False,0,8851,4151,Mid-term,English
+3261,7406055,0.0,224256.00000000003,1996-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-02,18,False,0,9051,3159,Mid-term,English
+3264,7414726,0.0,783865.2342857143,1997-07-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2013-12-08,18,True,0,8670,2666,Mid-term,English
+3267,7424745,0.0,338470.56,1991-04-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Arabic,Premier,2013-01-04,12,True,0,10953,3004,Mid-term,Asian
+3268,7425270,0.0,264459.52,1982-03-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-07-02,23,True,0,14271,3190,Long-term,English
+3269,7425338,0.0,166115.73333333334,2003-12-10,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-10-24,19,False,0,6317,1615,Short-term,English
+3270,7426236,0.0,103277.71428571429,1996-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-24,20,False,0,8990,2468,Mid-term,English
+3271,7426485,263.9619047619048,803764.0000000001,1994-03-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-18,21,False,1,9874,2382,Mid-term,English
+3272,7430328,0.0,49541.666666666664,1995-09-01,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-04-12,1,True,0,9339,2906,Mid-term,English
+3275,7438109,0.0,646380.0,1997-07-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-03-30,18,True,0,8656,3650,Mid-term,English
+3276,7438981,0.0,484400.00000000006,1990-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-26,21,True,0,11349,3288,Mid-term,English
+3277,7439968,179.76,194680.08,1994-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-06,19,False,1,9843,1847,Mid-term,English
+3278,7441945,0.0,712597.6000000001,1998-02-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-19,11,False,0,8455,3477,Mid-term,English
+3279,7442359,0.0,66684.8,2014-06-27,2,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-11,2,True,0,2465,2177,Short-term,English
+3280,7442472,700.1600000000001,156835.84000000003,1975-03-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2008-11-20,16,False,1,16828,4510,Long-term,English
+3281,7442650,0.0,479013.3333333334,1988-03-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,Unknown,Premier,2014-12-01,4,False,0,12065,2308,Mid-term,Unknown
+3282,7444990,0.0,924477.7706666669,1998-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-27,17,True,0,8455,3134,Mid-term,English
+3283,7446226,0.0,470094.8571428572,1984-01-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-04,12,False,0,13600,2366,Mid-term,English
+3284,7448757,507.13000000000005,91283.4,1976-04-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-29,18,True,1,16417,2524,Long-term,English
+3285,7450815,0.0,206921.0742857143,2003-09-22,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-05-17,19,True,0,6396,2506,Mid-term,English
+3286,7458624,0.0,210252.80000000002,1990-07-15,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-17,21,True,0,11213,2595,Mid-term,English
+3288,7460129,0.0,613585.4400000001,1980-08-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-05,21,True,0,14848,2030,Long-term,English
+3289,7460907,0.0,1025392.761904762,2010-01-06,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-08,22,False,0,4098,3214,Short-term,English
+3290,7463135,0.0,13279.52380952381,1991-06-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-27,1,True,0,10878,2131,Mid-term,English
+3291,7469375,0.0,273969.14285714284,1996-03-01,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-09,10,True,0,9157,2695,Mid-term,English
+3292,7471325,146.17142857142858,263108.5714285714,1979-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2015-10-31,18,False,1,15200,1974,Long-term,English
+3293,7476713,0.0,17956.08,1990-09-15,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2015-05-30,9,False,0,11151,2128,Mid-term,Unknown
+3294,7478022,0.0,65632.30476190477,1995-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-18,17,True,0,9431,2656,Mid-term,English
+3295,7478339,187.56190476190477,178558.93333333335,1971-12-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-07,17,True,1,18014,2271,Long-term,English
+3296,7479405,136.48,51589.439999999995,1975-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-15,18,False,1,16783,2324,Long-term,English
+3297,7483552,0.0,539447.04,1991-04-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-01,22,True,0,10953,2734,Mid-term,English
+3298,7485108,0.0,165980.58666666664,1988-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-19,16,False,0,12065,2381,Mid-term,English
+3299,7485168,0.0,1186348.8,1997-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-16,20,True,0,8806,2992,Mid-term,English
+3300,7487505,0.0,84828.34285714285,1995-02-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-16,3,False,0,9551,2658,Mid-term,English
+3301,7490809,0.0,195298.72,1996-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-03-23,19,False,0,8898,4022,Mid-term,English
+3303,7497663,0.0,55434.76190476192,1988-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-30,19,False,0,11804,2827,Mid-term,English
+3304,7499321,0.0,352662.6666666666,1998-04-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Russian,Standard,2011-12-31,7,True,0,8396,3374,Mid-term,European
+3305,7499605,0.0,93637.70000000001,1997-04-01,19,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-06-13,19,True,0,8761,2479,Mid-term,English
+3306,7500654,0.0,1907942.4000000001,1997-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-06-08,21,False,0,8731,5771,Mid-term,English
+3307,7502190,141.20000000000002,148824.80000000002,1961-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-28,17,False,1,21696,2372,Long-term,English
+3308,7502360,554.0,335724.0,1992-06-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-08-05,6,False,1,10526,2061,Mid-term,English
+3309,7503365,196.57142857142858,197947.42857142858,1976-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-04,19,True,1,16217,2335,Long-term,English
+3310,7506131,0.0,920603.4285714285,2004-05-07,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-22,20,False,0,6168,3352,Short-term,English
+3311,7507513,0.0,129216.0,1992-02-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-03-04,5,True,0,10633,2580,Mid-term,English
+3313,7517768,0.0,241156.68571428576,1988-05-15,20,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-04,20,True,0,12004,2093,Mid-term,English
+3314,7523716,0.0,120714.67200000002,1991-10-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-30,18,True,0,10770,3223,Mid-term,English
+3315,7524920,0.0,99869.98666666668,1990-11-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2015-10-26,13,True,0,11104,1979,Mid-term,English
+3316,7525275,0.0,181660.66285714286,1988-07-01,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-10-29,13,True,0,11957,2341,Mid-term,English
+3317,7525383,0.0,21436.190476190477,1998-07-03,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-08-05,8,False,0,8303,1695,Mid-term,English
+3318,7533861,0.0,182896.272,1995-12-01,21,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-03,21,True,0,9248,2306,Mid-term,English
+3319,7535750,438.13333333333344,157728.00000000006,1993-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-23,15,False,1,10147,3169,Mid-term,English
+3320,7542907,0.0,143869.44,1989-06-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2013-12-31,22,True,0,11622,2643,Mid-term,Unknown
+3322,7551820,0.0,243886.93333333332,1998-07-02,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-16,10,False,0,8304,3327,Mid-term,English
+3323,7554229,0.0,577063.7600000001,1984-04-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-02,21,True,0,13509,2672,Mid-term,English
+3324,7554883,0.0,410482.80000000005,1999-09-28,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-29,13,True,0,7851,2979,Mid-term,English
+3325,7554952,0.0,727808.9866666668,1994-12-15,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-07-02,10,True,0,9599,3556,Mid-term,English
+3326,7558939,394.6666666666667,364672.0,1981-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-02,21,True,1,14530,2947,Long-term,English
+3327,7560368,0.0,459396.0,1976-06-15,6,True,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,51-100,English,Standard,2013-04-01,6,True,0,16356,2917,Long-term,English
+3328,7564917,0.0,103914.72000000002,1984-08-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2016-01-12,24,True,0,13387,1901,Mid-term,English
+3329,7567341,0.0,439852.5714285714,1986-11-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-08,15,False,0,12551,3458,Mid-term,English
+3330,7569053,171.54666666666668,408281.0666666667,1976-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Arabic,Standard,2016-04-17,17,False,1,16477,1805,Long-term,Asian
+3331,7571379,0.0,398778.2933333333,1975-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-21,17,False,0,16675,3537,Long-term,English
+3332,7580375,192.03809523809525,227181.06666666668,1999-08-24,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-06,13,False,1,7886,2303,Mid-term,English
+3334,7582377,0.0,96789.33333333331,1996-05-15,26,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-06-25,26,False,0,9082,2832,Mid-term,English
+3336,7586343,0.0,517222.3888,1984-01-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-11,17,True,0,13586,2267,Mid-term,English
+3337,7587112,0.0,408398.2933333333,2009-06-24,16,False,False,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-02-03,16,True,0,4294,2244,Short-term,English
+3338,7597583,0.0,405811.04761904763,1987-03-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-04,17,True,0,12445,2184,Mid-term,English
+3339,7599304,0.0,217805.71428571432,2007-11-22,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-21,15,True,0,4874,2928,Short-term,English
+3340,7601294,0.0,412038.0333333334,1991-12-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-02-20,13,True,0,10709,3688,Mid-term,English
+3341,7603731,0.0,357926.39999999997,1992-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-07-22,18,True,0,10587,3536,Mid-term,English
+3342,7611039,0.0,81630.0,1994-03-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-08-12,18,True,0,9874,2784,Mid-term,English
+3344,7615719,0.0,89578.66666666666,1991-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-24,19,True,0,10786,2346,Mid-term,English
+3345,7624002,0.0,739520.0,1988-10-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-16,15,True,0,11851,3450,Mid-term,English
+3346,7627117,132.9466666666667,98114.64000000001,1984-06-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-21,18,False,1,13434,2288,Mid-term,English
+3347,7627942,0.0,230060.1333333333,1996-11-01,13,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese,Premier,2011-08-12,13,True,0,8912,3515,Mid-term,Asian
+3349,7634588,0.0,720452.8,1987-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-11-23,21,False,0,12414,3046,Mid-term,English
+3350,7637135,0.0,848854.4,1992-06-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-02-07,20,True,0,10526,4431,Mid-term,English
+3351,7638325,822.4000000000001,1421107.2000000002,1995-11-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,Y,N,N,N,Y,101-500,English,Premier,2014-11-09,18,True,1,9264,2330,Mid-term,English
+3352,7641679,0.0,419959.4666666667,2004-04-21,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-05,8,True,0,6184,3369,Short-term,English
+3353,7647146,0.0,1800416.666666667,1997-01-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-12-04,20,True,0,8837,3401,Mid-term,English
+3354,7649649,0.0,415909.37142857147,1994-11-01,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-07,17,True,0,9643,2970,Mid-term,English
+3355,7650833,0.0,169281.84,1995-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-01-03,21,True,0,9309,4101,Mid-term,English
+3356,7652182,244.10666666666668,47600.8,1994-09-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-12,15,True,1,9690,2176,Mid-term,English
+3357,7652778,0.0,43111.02857142858,1992-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Portuguese,Premier,2016-11-08,17,False,0,10557,1600,Mid-term,European
+3358,7655576,0.0,450056.80000000005,1996-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-11-19,19,True,0,9157,2320,Mid-term,English
+3359,7656185,0.0,390894.93333333335,1995-08-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-18,16,True,0,9356,3662,Mid-term,English
+3360,7657889,290.432380952381,702846.361904762,1993-10-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-25,20,True,1,10025,2528,Mid-term,English
+3362,7659495,0.0,908458.8,1992-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-21,21,True,0,10633,3293,Mid-term,English
+3363,7663277,0.0,1239830.5920000002,2002-03-21,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-20,21,True,0,6946,3568,Mid-term,English
+3364,7663408,0.0,1084962.1333333335,1996-03-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-08,16,False,0,9157,3945,Mid-term,English
+3365,7663714,709.5416666666666,156099.16666666666,1999-04-02,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2012-05-02,5,False,1,8030,3251,Mid-term,English
+3366,7665625,0.0,674689.1428571428,1991-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-03,20,False,0,10909,3705,Mid-term,English
+3367,7667485,302.832,189875.664,1994-01-01,11,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-17,11,False,1,9947,3510,Mid-term,English
+3368,7667844,368.82666666666665,91100.18666666666,1981-11-15,19,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2013-07-13,19,False,1,14377,2814,Long-term,Unknown
+3369,7669692,285.34133333333335,33099.59466666667,2002-01-15,2,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Arabic,Standard,2012-07-18,2,False,1,7011,3174,Mid-term,Asian
+3370,7670553,0.0,235541.3333333333,1993-05-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-26,16,False,0,10192,2162,Mid-term,English
+3371,7670666,0.0,403565.71428571426,2014-11-27,16,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-10-01,16,True,0,2312,2734,Short-term,English
+3372,7671137,0.0,376318.80000000005,2001-02-23,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-29,17,True,0,7337,3832,Mid-term,English
+3373,7671521,0.0,511232.9600000001,1985-05-05,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-28,14,False,0,13110,2281,Mid-term,English
+3374,7673101,795.7083333333334,861752.125,1977-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-07-25,19,False,1,15944,3533,Long-term,English
+3375,7675406,0.0,3019660.626666667,1995-02-01,19,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,101-500,Unknown,Premier,2010-06-11,19,True,0,9551,3942,Mid-term,Unknown
+3376,7678003,316.05333333333334,187735.68,1978-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-09,18,True,1,15718,2544,Long-term,English
+3378,7686180,236.4,544665.6,1972-02-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-06,16,True,1,17952,2943,Long-term,English
+3379,7692104,0.0,151979.52000000002,1988-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-22,18,True,0,11957,2470,Mid-term,English
+3380,7695464,0.0,594905.1428571428,1987-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-20,18,False,0,12292,3080,Mid-term,English
+3381,7696266,178.0,366680.0,1993-01-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-03-17,20,True,1,10312,2202,Mid-term,English
+3382,7697687,0.0,107426.40000000002,1991-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-17,17,True,0,11012,3083,Mid-term,English
+3383,7699049,0.0,155686.08000000002,1986-04-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-06,9,True,0,12765,2851,Mid-term,English
+3385,7699735,0.0,280124.416,2000-12-27,22,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-11,22,True,0,7395,2754,Mid-term,English
+3386,7700382,237.6666666666667,196788.00000000003,1977-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-14,18,False,1,16111,3360,Long-term,English
+3387,7701860,0.0,1044691.2000000001,1989-02-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-11-20,18,True,0,11742,3049,Mid-term,English
+3388,7704542,0.0,212046.08,1991-03-01,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-07,4,True,0,10984,3307,Mid-term,English
+3390,7707832,0.0,286824.00000000006,1989-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-05,19,True,0,11714,2730,Mid-term,English
+3391,7709455,930.7,696163.6000000001,1994-02-15,17,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,N,101-500,English,Premier,2015-03-22,17,True,1,9902,2197,Mid-term,English
+3392,7713325,153.78666666666666,199307.52,1959-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-05-22,16,False,1,22550,2501,Long-term,Unknown
+3393,7714676,0.0,357714.1333333333,1996-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-14,20,True,0,9021,1991,Mid-term,English
+3394,7717451,505.6,1046592.0000000001,2006-09-02,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-11,23,True,1,5320,2997,Short-term,English
+3395,7726579,0.0,220133.79047619048,1984-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-19,16,True,0,13265,2259,Mid-term,English
+3396,7728895,0.0,50696.62,1997-08-01,3,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2013-02-03,3,True,0,8639,2974,Mid-term,English
+3398,7730099,0.0,638079.1666666666,2005-06-07,7,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2010-07-10,7,False,0,5772,3913,Short-term,English
+3399,7730958,0.0,603504.0,2013-12-06,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2009-10-26,6,True,0,2668,4170,Short-term,Unknown
+3402,7743013,265.8285714285714,168801.14285714284,2012-06-13,5,False,True,False,NOTICE,PHONE,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-06-26,5,True,1,3209,2831,Short-term,English
+3403,7744385,168.6857142857143,82656.00000000001,1981-08-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-23,7,True,1,14483,2135,Long-term,English
+3404,7753191,0.0,483809.12,1989-10-01,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-11-17,17,True,0,11500,3783,Mid-term,English
+3406,7760876,0.0,168474.696,2008-03-26,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-28,18,True,0,4749,2495,Short-term,English
+3407,7761393,0.0,1269795.4285714284,1989-07-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,6-10,Polish,Premier,2010-02-10,18,True,0,11578,4063,Mid-term,European
+3408,7761806,0.0,104355.80952380953,2015-11-02,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-22,10,True,0,1972,3505,Short-term,English
+3409,7765234,0.0,661945.4400000001,1983-04-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-03-02,21,False,0,13875,2947,Mid-term,Unknown
+3410,7765438,0.0,669708.0,1990-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-30,18,False,0,11165,2554,Mid-term,English
+3411,7767392,217.72,591545.24,1982-04-01,19,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-06,19,True,1,14240,3155,Mid-term,English
+3412,7771340,0.0,326657.04761904763,1992-02-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-25,19,True,0,10647,3167,Mid-term,English
+3413,7772746,0.0,1173639.168,1998-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-27,16,True,0,8352,3256,Mid-term,English
+3414,7784887,0.0,1215974.5142857141,1990-10-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-08,23,True,0,11121,3672,Mid-term,English
+3415,7785561,475.66666666666674,618366.6666666669,2015-08-17,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-14,20,True,1,2049,2874,Short-term,English
+3416,7785933,0.0,935820.2880000001,1995-08-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-17,18,False,0,9370,2840,Mid-term,English
+3419,7793358,0.0,102768.00000000001,1990-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-12,18,False,0,11074,2388,Mid-term,English
+3420,7794342,0.0,1744591.5066666668,1991-10-01,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-22,26,True,0,10770,2866,Mid-term,English
+3422,7796135,0.0,272022.6666666667,1990-11-15,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-15,17,False,0,11090,2416,Mid-term,English
+3423,7796483,0.0,218063.45600000006,1991-12-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2014-07-13,12,True,0,10709,2449,Mid-term,English
+3424,7797026,0.0,644202.8800000001,1997-03-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-26,24,True,0,8778,2862,Mid-term,English
+3425,7800128,0.0,1418414.4000000001,2015-03-23,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-03-16,18,False,0,2196,4029,Short-term,English
+3427,7807105,224.96,522357.12000000005,1976-12-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-23,18,False,1,16187,3230,Long-term,English
+3431,7820504,258.41333333333336,512692.0533333334,2018-02-14,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-16,16,True,1,1137,3572,Short-term,English
+3432,7821410,299.752380952381,311742.4761904762,1988-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-25,20,False,1,12079,3075,Mid-term,English
+3433,7822188,0.0,691094.8571428572,1991-12-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-09,20,True,0,10695,2514,Mid-term,English
+3434,7823181,0.0,1344497.1428571432,1998-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-08,20,True,0,8455,3397,Mid-term,English
+3435,7828211,0.0,70294.28571428572,1995-05-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-08-20,18,True,0,9462,2046,Mid-term,English
+3436,7831151,0.0,285509.3333333333,1988-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-07-09,20,False,0,12048,2453,Mid-term,Unknown
+3437,7831445,0.0,265424.64,1989-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-22,18,False,0,11469,2378,Mid-term,English
+3438,7831913,533.4476190476191,1278673.9428571432,1972-11-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-03-26,17,False,1,17664,4749,Long-term,English
+3439,7832636,0.0,563445.12,1996-05-01,18,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,11-50,Spanish,Standard,2014-07-24,18,True,0,9096,2438,Mid-term,European
+3440,7838243,0.0,182740.47999999998,1979-09-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-02,16,True,0,15183,2307,Long-term,English
+3441,7841286,500.6,600720.0,1994-10-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-01,16,True,1,9674,2976,Mid-term,English
+3442,7843217,0.0,292672.0,1998-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-05,17,True,0,8441,2395,Mid-term,English
+3443,7843289,199.56,713626.56,1973-08-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-08,24,True,1,17405,2969,Long-term,English
+3444,7845262,0.0,183219.2,1988-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Korean,Standard,2014-12-03,20,True,0,12079,2306,Mid-term,European
+3445,7847513,0.0,137625.0,1986-10-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-04-09,21,True,0,12596,2179,Mid-term,Unknown
+3447,7849638,0.0,443457.00000000006,1995-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-10-22,15,False,0,9462,3809,Mid-term,English
+3448,7852465,145.66666666666666,34960.0,2012-05-04,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-13,15,True,1,3249,2418,Short-term,English
+3449,7853377,0.0,188785.56666666668,1978-04-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,Unknown,Standard,2011-11-10,7,True,0,15701,3425,Long-term,Unknown
+3451,7854410,0.0,441564.48000000004,1986-04-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2010-07-07,12,False,0,12765,3916,Mid-term,English
+3452,7856893,0.0,528243.9680000001,1996-07-15,20,True,True,True,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-29,20,True,0,9021,3101,Mid-term,English
+3453,7858184,0.0,1117370.0571428572,1986-08-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-09-09,16,True,0,12643,4217,Mid-term,English
+3455,7862006,386.35714285714283,113589.0,1993-09-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-08-20,14,False,1,10069,3141,Mid-term,English
+3456,7864208,0.0,73882.85714285716,1994-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-12,15,True,0,9704,2784,Mid-term,English
+3457,7864338,0.0,266870.95238095237,1986-12-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-08-04,25,False,0,12535,2792,Mid-term,English
+3458,7864721,0.0,474316.80000000005,2010-06-24,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-16,16,True,0,3929,2507,Short-term,English
+3459,7865111,0.0,80947.20000000001,1997-09-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-25,20,True,0,8594,3228,Mid-term,English
+3461,7870469,597.5666666666667,1242341.1,1994-09-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2011-12-31,21,True,1,9704,3374,Mid-term,English
+3463,7873264,99.69333333333334,105076.77333333335,1968-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-27,17,True,1,19262,1947,Long-term,English
+3464,7873397,425.1371428571429,292494.35428571433,1990-01-15,16,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-13,16,False,1,11394,3270,Mid-term,English
+3465,7875684,0.0,892012.0,1988-08-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-04-24,19,True,0,11912,2529,Mid-term,English
+3466,7876462,0.0,279217.79199999996,1987-07-01,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-11-06,24,True,0,12323,3429,Mid-term,English
+3468,7877980,0.0,149764.9066666667,1983-11-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-06,7,False,0,13647,2882,Mid-term,English
+3469,7878383,0.0,208350.00000000003,1988-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-08,15,False,0,12079,1874,Mid-term,English
+3470,7879004,223.90666666666667,662987.64,1979-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-03,21,True,1,15426,3219,Long-term,English
+3471,7881159,0.0,1053051.48,1988-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-19,18,False,0,11804,1986,Mid-term,English
+3472,7882922,514.1714285714286,769200.4571428571,1983-02-15,17,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-17,17,True,1,13920,3997,Mid-term,English
+3473,7883488,0.0,1240730.4000000004,2010-06-04,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-12-25,19,False,0,3949,4110,Short-term,English
+3474,7883887,0.0,570578.8952380952,2010-01-07,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-18,16,True,0,4097,3021,Short-term,English
+3475,7884084,139.78666666666666,237637.3333333333,1974-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-12,20,True,1,17252,2358,Long-term,English
+3476,7886875,0.0,1004717.0000000001,1982-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-05-22,17,True,0,14043,3231,Mid-term,Unknown
+3477,7890448,0.0,102716.95238095238,2010-01-14,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-02-13,20,False,0,4090,2599,Short-term,English
+3478,7890518,0.0,447144.64761904767,1984-07-15,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-11,29,False,0,13404,2420,Mid-term,English
+3480,7894191,0.0,148948.80000000005,1984-01-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-02,14,True,0,13586,2156,Mid-term,English
+3481,7896447,0.0,44840.22857142857,1987-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2012-08-03,12,True,0,12473,3158,Mid-term,English
+3482,7899181,0.0,172742.93333333335,1995-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-30,19,True,0,9523,3253,Mid-term,English
+3483,7902203,0.0,215441.33333333334,1985-09-15,25,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-03,25,True,0,12977,2002,Mid-term,English
+3484,7907377,0.0,1234677.9428571428,2003-04-26,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-10-20,17,True,0,6545,4541,Mid-term,English
+3485,7909483,0.0,1170498.0,1996-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2006-02-16,18,True,0,9172,5518,Mid-term,English
+3486,7910901,0.0,135926.40000000002,1998-02-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-29,10,True,0,8441,2859,Mid-term,English
+3487,7911522,0.0,847752.0,2011-05-12,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2005-07-01,21,True,0,3607,5748,Short-term,English
+3488,7912947,0.0,1136332.6,1997-03-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-27,13,True,0,8792,3378,Mid-term,English
+3490,7917603,0.0,500631.4666666667,2004-06-24,28,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-19,28,True,0,6120,2290,Short-term,English
+3491,7917992,0.0,850533.12,1992-02-01,20,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2010-12-31,20,False,0,10647,3739,Mid-term,English
+3492,7919691,0.0,619142.8571428573,1988-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-06,20,True,0,12065,2943,Mid-term,English
+3494,7926282,0.0,108178.20000000001,1988-02-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-24,3,True,0,12094,2984,Mid-term,English
+3496,7934894,0.0,543432.6857142858,1982-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-05-08,17,True,0,14240,2150,Mid-term,English
+3497,7935251,0.0,321413.04000000004,1991-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-12,23,False,0,10984,3576,Mid-term,English
+3498,7944098,269.0306666666667,469727.54400000005,1988-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-24,18,True,1,12079,3045,Mid-term,English
+3499,7944493,350.81199999999995,410450.0399999999,2010-03-10,18,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-01-06,18,False,1,4035,2637,Short-term,English
+3500,7945064,147.04761904761907,443054.47619047627,1969-03-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-25,23,True,1,19019,1980,Long-term,English
+3501,7945391,0.0,207286.8571428571,1996-01-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-27,8,True,0,9203,2861,Mid-term,English
+3502,7945954,122.22666666666667,25545.373333333333,1993-11-01,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-10,11,False,1,10008,2178,Mid-term,English
+3503,7946848,0.0,825516.0,1996-08-01,12,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-09,12,True,0,9004,2968,Mid-term,English
+3504,7947443,0.0,143102.57142857142,1997-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-08,19,True,0,8517,2788,Mid-term,English
+3505,7949820,0.0,746654.3999999999,1996-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-30,15,False,0,9203,3162,Mid-term,English
+3506,7952311,514.8571428571429,1015298.2857142858,1970-05-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2008-08-06,17,True,1,18579,4616,Long-term,English
+3507,7952360,0.0,874166.3333333334,1996-12-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-07-21,11,True,0,8868,3171,Mid-term,English
+3508,7954770,0.0,607491.456,1995-07-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-05-26,23,True,0,9387,3593,Mid-term,English
+3509,7955059,112.16,208617.59999999998,1964-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2015-07-22,20,True,1,20617,2075,Long-term,English
+3511,7959033,0.0,527655.4285714286,1988-07-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-12,15,True,0,11957,3637,Mid-term,English
+3512,7959085,0.0,2205055.6,1990-07-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-03-29,22,False,0,11213,3285,Mid-term,English
+3513,7963447,316.2476190476191,535723.4666666667,1990-04-15,14,False,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-29,14,True,1,11304,3193,Mid-term,English
+3514,7975331,0.0,914789.4933333334,1996-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-02,17,False,0,9186,3737,Mid-term,English
+3515,7979077,275.2857142857143,105709.71428571429,1993-09-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-05-18,4,False,1,10069,2505,Mid-term,English
+3516,7979947,318.59047619047624,388680.380952381,1978-10-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-06-12,20,True,1,15518,3210,Long-term,English
+3517,7982890,0.0,254287.63999999996,1996-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-15,19,True,0,9186,3512,Mid-term,English
+3519,7986851,274.2666666666667,362854.8000000001,2013-02-08,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-09,9,False,1,2969,2330,Short-term,English
+3520,7989139,228.97333333333336,451535.4133333334,1993-03-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-30,17,False,1,10239,2189,Mid-term,English
+3521,7989193,0.0,759697.3600000001,1992-11-15,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-17,17,True,0,10359,3997,Mid-term,English
+3522,7989785,0.0,330669.12000000005,1985-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-03,18,True,0,13008,2701,Mid-term,English
+3523,7990228,0.0,333103.68000000005,1989-09-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-11-02,4,False,0,11530,2337,Mid-term,English
+3524,7991056,0.0,214741.80000000002,1996-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-18,23,False,0,9172,2444,Mid-term,English
+3525,7992109,0.0,749473.4,2007-06-27,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2014-01-06,26,False,0,5022,2637,Short-term,Unknown
+3526,7992505,397.53333333333336,419795.2,1994-09-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-30,22,True,1,9704,2554,Mid-term,English
+3527,7992741,0.0,386682.5714285714,1986-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-11,19,True,0,12688,3485,Mid-term,English
+3528,7994769,0.0,107766.10000000003,1991-12-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2010-07-19,5,True,0,10695,3904,Mid-term,Unknown
+3530,7997233,0.0,387143.86666666664,1997-02-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,11-50,Unknown,Premier,2011-02-20,7,True,0,8820,3688,Mid-term,Unknown
+3531,8000236,0.0,300239.7394285714,1992-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-28,17,True,0,10647,2038,Mid-term,English
+3532,8000752,0.0,432999.14285714296,1998-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2004-04-10,19,False,0,8441,6195,Mid-term,English
+3535,8008180,0.0,2022637.5,1969-12-25,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-12-12,18,True,0,18720,3758,Long-term,English
+3536,8009039,0.0,194364.42666666664,1996-04-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-06,11,True,0,9126,2851,Mid-term,English
+3538,8016573,0.0,40888.57142857143,1997-05-01,11,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-02,11,True,0,8731,2702,Mid-term,English
+3539,8022674,0.0,102203.3523809524,1997-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-28,17,True,0,8778,3194,Mid-term,English
+3540,8022938,0.0,755348.5333333334,1996-11-01,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-10-20,28,True,0,8912,4176,Mid-term,English
+3541,8023055,0.0,489065.1428571429,1988-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2014-04-04,15,True,0,11804,2549,Mid-term,English
+3542,8028458,0.0,1365895.0333333332,1997-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-09-23,17,True,0,8778,3838,Mid-term,English
+3543,8032798,0.0,314249.60000000003,1984-02-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-03-19,21,False,0,13555,4756,Mid-term,English
+3545,8034980,0.0,1234808.6400000001,1984-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-31,18,True,0,13540,3649,Mid-term,English
+3546,8037417,0.0,2578244.76,1986-11-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2014-07-01,18,True,0,12551,2461,Mid-term,English
+3548,8041252,0.0,495229.4285714287,1990-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-21,17,False,0,11349,3171,Mid-term,English
+3551,8044700,0.0,41064.0,1987-11-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2015-04-15,4,True,0,12200,2173,Mid-term,English
+3552,8045186,0.0,273620.2666666667,1972-12-15,23,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,11-50,English,Standard,2014-04-24,23,True,0,17634,2529,Long-term,English
+3553,8048374,0.0,864957.0857142857,1996-06-01,19,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-09-01,19,False,0,9065,3495,Mid-term,English
+3554,8049216,0.0,1087719.4666666668,1992-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2006-03-16,20,False,0,10573,5490,Mid-term,English
+3555,8053827,351.47428571428577,1040363.8857142859,1974-02-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-14,20,False,1,17207,3025,Long-term,English
+3556,8055798,0.0,66160.5,1996-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2011-08-20,15,False,0,9065,3507,Mid-term,Unknown
+3557,8061523,766.8000000000001,1191607.2000000002,2006-12-09,21,False,False,False,NOTICE,PHONE,Y,Y,Y,Y,N,N,N,N,Y,51-100,English,Standard,2010-02-06,21,True,1,5222,4067,Short-term,English
+3558,8062644,419.8933333333334,685265.92,1979-09-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-10-24,17,True,1,15183,3076,Long-term,Unknown
+3559,8062809,0.0,194480.0,1995-08-01,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-20,17,True,0,9370,2503,Mid-term,English
+3560,8068714,0.0,307792.80000000005,1990-09-01,21,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-03-06,21,True,0,11165,2943,Mid-term,English
+3561,8072791,0.0,290707.2,1989-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2015-03-27,16,False,0,11530,2192,Mid-term,English
+3562,8072976,0.0,446494.80000000005,1994-11-01,15,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-09,15,True,0,9643,3914,Mid-term,English
+3563,8075177,0.0,479494.39999999997,1991-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-09-13,16,False,0,10800,3848,Mid-term,English
+3564,8075435,0.0,1134553.3333333335,1990-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2012-04-05,19,True,0,11349,3278,Mid-term,Unknown
+3565,8075721,0.0,114207.60000000002,1996-06-15,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-24,15,True,0,9051,2925,Mid-term,English
+3566,8076872,0.0,635760.0000000001,1988-04-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-04,20,True,0,12048,3096,Mid-term,English
+3567,8078154,0.0,737511.6000000001,1995-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-07-08,21,True,0,9295,2819,Mid-term,English
+3568,8079107,0.0,342497.99999999994,1995-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-06-30,18,False,0,9309,3923,Mid-term,English
+3569,8084817,0.0,179022.24000000005,1990-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-17,17,True,0,11213,2445,Mid-term,English
+3570,8085331,0.0,1182729.5999999999,1982-11-01,20,True,True,True,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-13,20,True,0,14026,3514,Mid-term,English
+3571,8085458,0.0,278048.32,1995-11-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-01,12,True,0,9278,2887,Mid-term,English
+3572,8086838,196.76190476190476,263857.7142857143,1994-07-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-08-11,9,False,1,9752,2055,Mid-term,English
+3573,8088166,163.73333333333335,343840.0,1983-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-09,15,True,1,13892,2603,Mid-term,English
+3574,8088728,780.3000000000001,1963234.8,1972-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-12-13,17,True,1,17923,4122,Long-term,English
+3575,8089336,0.0,619252.0,1992-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-29,21,False,0,10526,2920,Mid-term,English
+3576,8091485,0.0,1833616.4000000001,1992-02-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-02-01,21,False,0,10647,3342,Mid-term,English
+3577,8096296,0.0,75340.02666666669,1996-02-15,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2012-04-11,11,True,0,9172,3272,Mid-term,Asian
+3578,8096733,115.21466666666667,202201.74,2016-03-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-03-19,15,True,1,1852,1834,Short-term,English
+3579,8100291,0.0,671626.8571428572,1995-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-22,15,False,0,9492,3870,Mid-term,English
+3580,8102897,0.0,908094.6285714286,1991-07-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-25,22,True,0,10848,3167,Mid-term,English
+3581,8105305,0.0,764991.76,1995-11-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-28,21,True,0,9264,3468,Mid-term,English
+3582,8106257,0.0,158973.36000000004,2007-01-16,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-01,9,True,0,5184,2126,Short-term,English
+3583,8107403,0.0,283615.488,1997-05-15,18,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-15,18,True,0,8717,3512,Mid-term,English
+3584,8108086,153.70666666666668,41500.8,1982-04-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-23,15,True,1,14226,2500,Mid-term,English
+3585,8109792,0.0,467921.14285714296,1972-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-23,15,False,0,17983,2620,Long-term,English
+3586,8110704,0.0,73206.84800000001,2001-08-31,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-09-24,16,True,0,7148,4202,Mid-term,English
+3588,8111489,0.0,207260.11428571428,1989-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-14,17,False,0,11700,3574,Mid-term,English
+3589,8112571,0.0,392740.64,1991-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-27,19,True,0,10695,2647,Mid-term,English
+3590,8115426,415.0095238095239,662355.2000000002,2003-05-09,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-22,12,True,1,6532,3901,Mid-term,English
+3591,8116084,0.0,1140360.0000000002,1996-06-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-12-17,20,True,0,9051,3022,Mid-term,English
+3592,8120832,0.0,481686.8571428571,1987-07-01,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-08,18,True,0,12323,2788,Mid-term,English
+3593,8122069,0.0,336496.91428571433,1987-09-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-12,22,True,0,12261,2723,Mid-term,English
+3595,8124396,0.0,375289.20000000007,1985-02-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,French,Premier,2013-10-17,13,True,0,13203,2718,Mid-term,European
+3596,8126015,0.0,148447.52000000002,2015-04-25,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-22,7,True,0,2163,2621,Short-term,English
+3598,8129463,0.0,337810.0,1993-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-31,15,True,0,10131,3861,Mid-term,English
+3599,8130899,0.0,163124.48,1988-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-08-17,16,True,0,12048,2049,Mid-term,English
+3600,8134430,143.57333333333335,238331.73333333337,1980-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-04,20,True,1,14895,2396,Long-term,English
+3601,8141484,0.0,328667.04000000004,1989-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-20,18,True,0,11439,3323,Mid-term,English
+3603,8153314,277.76,126658.56,1982-07-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-30,19,True,1,14149,3770,Mid-term,English
+3604,8153341,0.0,464398.99999999994,2001-08-17,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-12-14,25,False,0,7162,2295,Mid-term,English
+3606,8155663,0.0,416400.0400000001,1986-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-01-11,21,True,0,12779,2632,Mid-term,English
+3607,8156522,0.0,282322.2857142857,1983-05-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-10-09,8,False,0,13845,2361,Mid-term,Unknown
+3608,8159608,0.0,623524.0,1988-11-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-22,10,False,0,11820,2652,Mid-term,English
+3609,8161588,129.18666666666667,57875.62666666666,1983-03-15,16,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,Y,N,Y,1-5,English,Standard,2015-01-29,16,True,1,13892,2249,Mid-term,English
+3611,8165412,417.3333333333334,331780.0000000001,2012-02-07,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-06,15,True,1,3336,3063,Short-term,English
+3612,8171294,227.90666666666667,263460.1066666667,1985-02-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-23,17,True,1,13189,3260,Mid-term,English
+3613,8171495,0.0,456652.80000000005,2003-07-25,16,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-30,16,True,0,6455,2279,Mid-term,English
+3614,8172019,0.0,152235.2,1985-05-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,Greek,Premier,2013-03-24,8,True,0,13114,2925,Mid-term,European
+3616,8178687,0.0,851438.0952380954,2000-01-27,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-20,23,False,0,7730,3233,Mid-term,English
+3618,8182456,395.9047619047619,513092.5714285715,1993-09-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-12-06,9,False,1,10055,3764,Mid-term,English
+3619,8182486,0.0,710055.8857142859,1995-02-15,31,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-13,31,False,0,9537,3757,Mid-term,English
+3620,8183249,0.0,843349.3333333335,1996-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-01-02,20,True,0,8882,2276,Mid-term,English
+3621,8185678,0.0,212053.8666666667,2015-03-12,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Standard,2013-08-30,8,True,0,2207,2766,Short-term,English
+3622,8186286,0.0,722216.0,1996-06-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-03-18,20,True,0,9051,2201,Mid-term,English
+3623,8191309,0.0,687407.9333333335,1991-11-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-25,14,True,0,10725,3136,Mid-term,English
+3624,8193198,0.0,530961.6000000001,1990-07-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-07-09,20,True,0,11213,2088,Mid-term,English
+3625,8194417,0.0,292735.46666666673,1984-12-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-03,10,True,0,13251,2732,Mid-term,English
+3626,8195915,1833.9533333333336,319107.88,1994-08-01,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,N,Y,N,Y,Y,101-500,English,Premier,2010-10-16,6,True,1,9735,3815,Mid-term,English
+3627,8195955,0.0,159262.25,2012-11-25,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2013-11-03,5,True,0,3044,2701,Short-term,English
+3628,8196816,0.0,378438.14666666667,1990-11-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-22,13,True,0,11104,2927,Mid-term,English
+3629,8199833,539.7666666666668,334655.33333333343,1993-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-24,20,False,1,9964,3137,Mid-term,English
+3630,8200929,0.0,417624.38095238095,1997-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-01,16,True,0,8670,2399,Mid-term,English
+3631,8203305,0.0,787608.5904761904,2009-05-06,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-16,22,True,0,4343,2961,Short-term,English
+3632,8204561,487.14666666666665,876864.0,1957-08-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-15,18,True,1,23235,3420,Long-term,English
+3633,8205249,0.0,404405.76,1986-07-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-07-18,18,True,0,12688,3540,Mid-term,Unknown
+3634,8206586,210.95238095238096,219390.4761904762,2004-06-22,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-07-24,20,True,1,6122,2438,Short-term,Unknown
+3636,8211589,0.0,1508348.5714285714,1974-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-01-20,20,True,0,16918,4815,Long-term,English
+3637,8214511,447.79047619047617,423162.0,1994-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-11-30,21,False,1,9843,4135,Mid-term,English
+3638,8215011,0.0,175395.65714285718,1995-11-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-15,12,False,0,9278,3481,Mid-term,English
+3639,8215554,0.0,1123634.6666666665,1997-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2008-10-20,19,False,0,8547,4541,Mid-term,Unknown
+3640,8215666,0.0,115785.59999999999,1990-07-01,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-21,21,True,0,11227,3749,Mid-term,English
+3641,8217592,0.0,1216277.9999999998,1987-11-01,21,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-06,21,False,0,12200,2943,Mid-term,English
+3643,8219947,0.0,403458.6666666667,1989-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-22,19,False,0,11622,2013,Mid-term,English
+3645,8226703,0.0,455142.1333333333,1995-08-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-10-24,13,True,0,9370,1981,Mid-term,English
+3646,8228947,285.3866666666667,289382.08,1994-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Premier,2010-09-13,13,True,1,9902,3848,Mid-term,Unknown
+3647,8230298,0.0,40953.52380952381,1993-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2018-06-12,22,True,0,10222,1019,Mid-term,English
+3649,8239082,159.06666666666666,190402.8,1976-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-07-31,19,True,1,16203,2066,Long-term,Unknown
+3651,8244115,124.72000000000001,169619.2,1994-08-15,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-16,20,True,1,9721,2203,Mid-term,English
+3652,8248334,108.0,180576.0,1958-12-15,19,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-03,19,True,1,22748,2032,Long-term,English
+3653,8249554,264.32,644940.7999999999,1994-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-17,20,True,1,9796,3632,Mid-term,English
+3654,8251747,0.0,322796.8952380952,2016-06-18,23,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-03,23,True,0,1743,3066,Short-term,English
+3656,8256410,0.0,432589.2480000001,1985-11-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-31,9,False,0,12916,2612,Mid-term,English
+3657,8257932,0.0,992208.0000000001,2013-12-04,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-22,18,True,0,2670,3748,Short-term,English
+3658,8259340,320.5466666666667,275670.13333333336,1994-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-09-18,20,True,1,9599,4208,Mid-term,English
+3659,8264395,186.41904761904766,315048.1904761906,1977-09-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-16,13,False,1,15913,2262,Long-term,English
+3660,8265927,519.5666666666667,241078.93333333335,1975-07-01,4,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2015-02-11,4,True,1,16706,2236,Long-term,Unknown
+3661,8267642,416.5546666666668,419470.54933333345,1994-04-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-17,19,True,1,9857,2567,Mid-term,English
+3662,8271672,390.5333333333333,240178.0,1976-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-14,15,False,1,16173,3725,Long-term,English
+3663,8275071,0.0,676875.2640000002,1998-02-01,20,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-13,20,False,0,8455,3240,Mid-term,English
+3664,8276189,0.0,40982.4,1987-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,1-5,English,Premier,2013-05-19,9,True,0,12323,2869,Mid-term,English
+3665,8276343,0.0,515418.69166666665,2007-08-25,7,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2009-12-09,7,True,0,4963,4126,Short-term,English
+3666,8277645,0.0,800318.88,1995-04-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-31,15,True,0,9492,2977,Mid-term,English
+3667,8281548,0.0,299607.4666666667,1987-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-15,20,True,0,12384,3665,Mid-term,English
+3668,8282374,0.0,173792.02285714285,1988-03-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-11-15,19,True,0,12079,2689,Mid-term,English
+3669,8284337,0.0,306554.7333333334,2015-08-12,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-12,23,True,0,2054,2541,Short-term,English
+3670,8284646,0.0,715305.6,1996-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2013-10-14,16,True,0,8898,2721,Mid-term,English
+3671,8285264,0.0,53944.128,1988-03-15,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-12,18,True,0,12065,2753,Mid-term,English
+3673,8290797,0.0,509714.4000000001,2009-08-06,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-02-09,18,False,0,4251,2238,Short-term,English
+3677,8299683,808.8773333333334,194130.56,1993-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-12-24,20,True,1,10281,4111,Mid-term,English
+3679,8303589,1057.3333333333335,507520.0000000001,1994-10-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,N,Y,Y,101-500,English,Premier,2014-02-20,20,True,1,9660,2592,Mid-term,English
+3680,8304091,0.0,2093282.1333333333,1988-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-09-23,23,False,0,12065,3838,Mid-term,English
+3681,8304133,0.0,219067.3333333333,2005-03-15,7,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-10-30,7,True,0,5856,3070,Short-term,English
+3682,8306487,0.0,748891.7676190477,1995-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-14,19,True,0,9248,3544,Mid-term,English
+3684,8310458,0.0,535692.3428571429,1996-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-02,18,True,0,9021,2368,Mid-term,English
+3687,8322863,0.0,859668.48,1983-12-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-23,24,False,0,13631,3473,Mid-term,English
+3688,8323102,0.0,271747.49333333335,2009-06-04,13,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-06-02,13,True,0,4314,4316,Short-term,English
+3689,8330706,230.73333333333332,293723.5333333333,1995-10-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-25,19,False,1,9295,3289,Mid-term,English
+3690,8332582,0.0,185037.84,1990-03-15,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-06,9,True,0,11335,2912,Mid-term,English
+3692,8334855,0.0,1158237.6533333333,2007-06-26,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-08-10,17,False,0,5023,3882,Short-term,English
+3693,8335807,0.0,26404.400000000005,1991-10-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-06,17,False,0,10756,2517,Mid-term,English
+3694,8337139,332.02000000000004,936296.4,1961-08-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-11-02,20,True,1,21774,1972,Long-term,English
+3695,8337237,218.81904761904764,523852.8,1975-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-05-28,19,True,1,16783,2495,Long-term,English
+3696,8340312,0.0,39020.8,2016-07-25,7,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-04-13,7,True,0,1706,4731,Short-term,English
+3698,8342750,0.0,1223634.285714286,1992-06-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-02,20,True,0,10526,3737,Mid-term,English
+3699,8344503,0.0,33113.70666666667,1992-10-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-04,8,True,0,10390,3157,Mid-term,English
+3700,8346328,0.0,18191.466666666667,1997-03-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-26,1,False,0,8778,2344,Mid-term,English
+3703,8350142,0.0,1031068.1333333333,1998-05-29,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2003-03-31,22,True,0,8338,6571,Mid-term,English
+3705,8360988,0.0,166106.0761904762,2006-03-08,5,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-03-12,5,False,0,5498,2207,Short-term,Unknown
+3706,8361728,0.0,333398.016,1992-09-01,12,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-22,12,True,0,10434,3748,Mid-term,English
+3707,8365781,0.0,228242.6666666667,1984-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-18,22,True,0,13418,3051,Mid-term,English
+3708,8367796,0.0,469327.04000000004,1995-12-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-04,21,True,0,9248,3126,Mid-term,English
+3709,8368322,0.0,515937.06666666677,1989-07-15,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Spanish,Standard,2014-11-11,14,True,0,11578,2328,Mid-term,European
+3710,8369225,0.0,1097241.6,1997-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2013-01-24,24,False,0,8670,2984,Mid-term,Unknown
+3712,8371877,0.0,397716.48,1988-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-03-03,21,False,0,12048,2946,Mid-term,English
+3713,8372083,0.0,80623.928,1985-02-01,17,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-10-28,17,True,0,13203,1977,Mid-term,English
+3714,8372950,0.0,150894.72,1998-05-01,12,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-01-14,12,True,0,8366,3725,Mid-term,English
+3715,8374165,0.0,87084.57142857142,2002-04-10,10,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-04,10,False,0,6926,3188,Mid-term,English
+3716,8377534,0.0,550835.4057142859,1990-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-08-11,19,True,0,11227,2785,Mid-term,English
+3717,8377583,0.0,504306.1333333333,1995-09-01,7,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-01,7,True,0,9339,3618,Mid-term,English
+3718,8379504,0.0,124675.46666666669,1997-09-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-05,19,True,0,8594,3064,Mid-term,English
+3720,8381394,339.2952380952381,199505.6,1993-12-25,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-16,6,True,1,9954,3358,Mid-term,English
+3721,8382063,0.0,4065946.56,1999-03-30,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2010-08-23,18,False,0,8033,3869,Mid-term,English
+3722,8383008,0.0,409722.6666666666,1997-03-01,20,True,True,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2011-12-11,20,True,0,8792,3394,Mid-term,English
+3725,8388309,0.0,807172.704,1997-03-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2009-07-09,14,True,0,8778,4279,Mid-term,English
+3728,8395054,0.0,181470.08000000002,1986-03-28,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-01-24,14,False,0,12783,4445,Mid-term,English
+3730,8405959,526.1066666666667,1237402.8800000001,1993-08-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-29,24,True,1,10086,3620,Mid-term,English
+3731,8407340,129.49333333333334,72645.76000000001,1976-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-11-19,17,False,1,16295,1589,Long-term,English
+3735,8411004,0.0,629142.8571428573,1996-04-15,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-02,25,True,0,9112,2429,Mid-term,English
+3736,8412201,0.0,129414.826666667,1991-09-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2018-02-15,19,True,0,10800,1136,Mid-term,English
+3737,8417296,0.0,150948.16,1996-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-09,19,False,0,9157,2026,Mid-term,English
+3738,8417440,0.0,1222803.2666666666,1993-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-11-09,19,True,0,10131,2695,Mid-term,English
+3739,8418330,0.0,152879.99999999997,1991-01-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-01-13,5,True,0,11029,3361,Mid-term,English
+3740,8420713,0.0,2429520.0,1995-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2015-06-27,20,False,0,9523,2100,Mid-term,English
+3741,8420888,283.8857142857143,147620.57142857145,1991-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-16,20,True,1,10862,2961,Mid-term,English
+3743,8424097,0.0,455142.85714285716,1997-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-09-26,18,True,0,8747,2739,Mid-term,English
+3744,8427136,0.0,202793.76,1989-07-01,6,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2010-08-08,6,True,0,11592,3884,Mid-term,English
+3745,8430412,0.0,599822.4761904762,1990-10-15,23,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-11,23,True,0,11121,2724,Mid-term,English
+3746,8430833,618.2366666666668,968158.6200000002,2008-09-28,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2013-05-14,18,True,1,4563,2874,Short-term,Unknown
+3747,8431159,0.0,647294.4761904762,1987-03-01,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-24,23,False,0,12445,2680,Mid-term,English
+3748,8432540,0.0,1214358.4000000001,1990-07-15,12,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-03-27,12,False,0,11213,3653,Mid-term,English
+3750,8435599,0.0,394946.39999999997,1988-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-07-20,18,True,0,12079,3538,Mid-term,English
+3751,8436725,180.6095238095238,298547.5428571428,1976-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-26,19,True,1,16522,2221,Long-term,English
+3753,8440527,834.6990476190479,2075061.8323809528,1994-12-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-02-06,22,True,1,9599,5528,Mid-term,English
+3754,8442220,0.0,7620.266666666666,1979-05-15,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-11,1,True,0,15292,2877,Long-term,English
+3755,8442801,0.0,659855.9314285713,2002-09-10,9,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-26,9,True,0,6773,3988,Mid-term,English
+3756,8442886,0.0,269699.04,2012-12-27,13,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-25,13,False,0,3012,2893,Short-term,English
+3757,8446214,0.0,256298.78857142854,1989-04-01,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2014-10-19,16,True,0,11683,2351,Mid-term,English
+3758,8448038,0.0,68590.59999999999,2005-02-23,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-02-15,6,True,0,5876,2962,Short-term,English
+3759,8449546,0.0,190096.53333333338,1997-04-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-27,23,True,0,8747,3042,Mid-term,English
+3761,8452669,0.0,39293.42857142857,1996-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-29,15,False,0,9096,2371,Mid-term,English
+3762,8456911,399.86666666666673,36387.86666666667,1992-02-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-08,7,True,1,10647,3792,Mid-term,English
+3763,8456983,363.02857142857147,307122.17142857146,1993-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-30,18,True,1,10055,3528,Mid-term,English
+3764,8461803,0.0,1224739.2,1998-07-21,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-13,18,False,0,8285,3392,Mid-term,English
+3765,8462508,0.0,129514.94400000002,2015-05-04,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-29,12,False,0,2154,3163,Short-term,English
+3766,8464665,0.0,161703.77142857143,1997-05-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-05-11,18,True,0,8717,2877,Mid-term,Unknown
+3768,8466324,0.0,486433.376,1998-02-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-09,22,True,0,8455,3487,Mid-term,English
+3769,8467746,0.0,588218.4,1985-03-15,27,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2014-05-03,27,False,0,13161,2520,Mid-term,Unknown
+3770,8473066,376.02933333333334,728744.848,1971-06-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-24,19,True,1,18183,2407,Long-term,English
+3771,8473185,0.0,44653.44000000002,1985-11-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-08,9,True,0,12916,2880,Mid-term,English
+3772,8474476,0.0,587105.8285714287,2009-11-27,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-03-07,18,True,0,4138,2942,Short-term,Unknown
+3775,8480087,650.12,600710.88,1979-03-01,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,Y,Y,51-100,English,Premier,2012-08-16,14,True,1,15367,3145,Long-term,English
+3776,8480994,0.0,84928.48,1991-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-28,20,False,0,10953,3315,Mid-term,English
+3777,8483870,167.61333333333337,422385.6000000001,1991-03-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-01,21,True,1,10984,2246,Mid-term,English
+3778,8484839,0.0,151425.42857142858,2004-05-12,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-01,23,True,0,6163,4072,Short-term,English
+3780,8489673,0.0,551547.7333333333,1991-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-12-19,16,True,0,11012,3020,Mid-term,Unknown
+3781,8490193,0.0,37767.857142857145,1987-03-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-05-23,1,True,0,12445,3230,Mid-term,Unknown
+3782,8492338,0.0,259359.10000000003,2002-06-17,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-11-09,21,True,0,6858,2695,Mid-term,English
+3783,8501877,347.04761904761904,99602.66666666666,1993-04-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-21,7,False,1,10208,3414,Mid-term,English
+3785,8507736,125.2761904761905,423934.62857142865,1970-08-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-29,24,False,1,18501,1824,Long-term,English
+3786,8510002,0.0,207116.6666666667,1998-02-01,5,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-01-20,5,True,0,8455,2623,Mid-term,English
+3787,8510667,0.0,218012.40000000002,1996-11-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-10-17,18,True,0,8898,3083,Mid-term,English
+3790,8518123,860.6693333333333,1600844.96,1968-03-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-06-03,20,True,1,19370,4315,Long-term,English
+3791,8523799,544.1066666666667,323199.36,2003-04-08,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-27,22,False,1,6563,3712,Mid-term,English
+3794,8537411,0.0,98623.68,1997-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-28,19,True,0,8761,2403,Mid-term,English
+3795,8537469,0.0,197635.2,1988-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-06-29,17,False,0,12079,3193,Mid-term,English
+3796,8538270,0.0,1301092.5714285714,2001-08-29,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-01-11,24,True,0,7150,4458,Mid-term,English
+3797,8538286,0.0,1162876.78,1995-06-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-11-09,23,True,0,9417,3791,Mid-term,English
+3798,8538686,0.0,344357.78,1991-04-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-24,13,True,0,10939,3381,Mid-term,English
+3799,8539514,420.34666666666664,189156.0,2000-07-24,15,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-10-22,15,True,1,7551,3078,Mid-term,English
+3800,8547637,0.0,407961.2952380953,2008-03-21,20,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-03,20,False,0,4754,3371,Short-term,English
+3801,8550556,0.0,335362.5333333333,1998-02-15,25,True,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-12-17,25,True,0,8441,1927,Mid-term,English
+3803,8553346,0.0,400162.8,1998-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-21,15,False,0,8427,3322,Mid-term,English
+3804,8553725,226.85333333333335,228668.16000000003,1983-03-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-07-09,12,True,1,13892,2088,Mid-term,English
+3805,8560675,0.0,2624817.066666667,1995-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-09-02,22,True,0,9339,2763,Mid-term,English
+3806,8562226,0.0,153663.36266666668,1966-01-14,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-22,17,True,0,20161,2075,Long-term,English
+3807,8567819,284.9847619047619,574529.28,1993-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-26,21,True,1,9964,2497,Mid-term,English
+3808,8568564,0.0,401675.52,1988-09-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-27,16,True,0,11881,2404,Mid-term,English
+3809,8568651,267.14133333333336,340338.05866666674,1986-02-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-09,13,False,1,12824,3030,Mid-term,English
+3810,8568995,277.0133333333333,137398.61333333334,1992-09-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-12-08,16,True,1,10434,3762,Mid-term,English
+3811,8569185,0.0,610563.6571428573,1997-05-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-13,24,True,0,8731,2175,Mid-term,English
+3813,8572889,0.0,286335.6952380953,1988-12-01,17,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-02,17,True,0,11804,2702,Mid-term,English
+3814,8573436,0.0,1131159.6,1996-10-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-01-03,17,True,0,8943,2275,Mid-term,English
+3815,8575800,0.0,141079.7142857143,1990-11-01,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-29,11,False,0,11104,2341,Mid-term,English
+3816,8578154,0.0,46301.98857142858,1976-02-01,2,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-22,2,True,0,16491,2256,Long-term,English
+3817,8580584,205.9809523809524,53761.02857142858,1994-10-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-28,9,True,1,9660,2403,Mid-term,English
+3818,8583294,0.0,5957.333333333334,1987-07-01,2,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2016-08-11,2,True,0,12323,1689,Mid-term,English
+3819,8584995,0.0,954195.2000000001,1998-06-25,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-05-14,14,False,0,8311,5066,Mid-term,English
+3820,8590243,0.0,79411.2,1986-07-01,7,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-15,7,True,0,12688,3390,Mid-term,English
+3821,8593063,0.0,332788.8,2008-01-25,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-12-21,19,True,0,4810,1923,Short-term,English
+3822,8595745,0.0,1824183.9000000001,1988-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Russian,Premier,2008-11-10,21,False,0,12125,4520,Mid-term,European
+3823,8599045,0.0,387102.7428571429,1995-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-12,19,True,0,9234,2480,Mid-term,English
+3825,8599278,416.96571428571434,1009057.0285714286,1993-08-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-05-28,22,True,1,10086,3225,Mid-term,Unknown
+3827,8603017,0.0,199776.1333333333,1988-12-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-04,11,False,0,11804,2884,Mid-term,English
+3828,8604282,0.0,763256.8533333334,1990-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-22,19,True,0,11408,3597,Mid-term,English
+3829,8605240,72.38933333333334,130300.8,1963-11-01,18,False,False,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-10-20,18,False,1,20966,1985,Long-term,English
+3831,8612998,0.0,1396665.5999999999,2014-04-07,22,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-14,22,True,0,2546,3635,Short-term,English
+3832,8618703,0.0,289665.376,1998-07-21,12,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-10,12,False,0,8285,3395,Mid-term,English
+3833,8620370,0.0,190811.3257142857,2010-02-25,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-01-14,6,True,0,4048,2629,Short-term,English
+3834,8620579,0.0,812557.1428571428,1992-02-01,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2009-06-16,23,True,0,10647,4302,Mid-term,Unknown
+3836,8632155,0.0,210627.9,2007-03-22,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,N,51-100,English,Premier,2011-12-26,6,True,0,5119,3379,Short-term,English
+3837,8633202,0.0,852343.5428571429,1997-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Greek,Premier,2011-12-02,18,True,0,8564,3403,Mid-term,European
+3838,8635190,0.0,1806985.0285714285,1987-01-01,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2003-03-11,18,False,0,12504,6591,Mid-term,English
+3839,8635583,0.0,334835.2,1992-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-21,21,True,0,10465,2471,Mid-term,English
+3840,8637548,235.5866666666667,177161.17333333337,1979-11-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-05,8,True,1,15122,3338,Long-term,English
+3841,8637573,0.0,342764.68571428576,1983-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-26,17,True,0,13770,2101,Mid-term,English
+3842,8638991,0.0,536499.3523809524,1987-09-01,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-30,16,True,0,12261,3770,Mid-term,English
+3843,8642129,0.0,1800198.4,1997-04-15,39,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2009-06-16,39,True,0,8747,4302,Mid-term,Unknown
+3844,8646199,0.0,203064.53333333335,1987-08-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-11,8,False,0,12292,2359,Mid-term,English
+3845,8647412,186.9466666666667,149183.44000000003,1981-07-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-17,19,True,1,14500,2840,Long-term,English
+3847,8649360,0.0,190196.16,1998-02-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-02-17,9,True,0,8455,2230,Mid-term,English
+3849,8651359,0.0,502494.7199999999,1987-11-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-26,14,True,0,12186,2497,Mid-term,English
+3851,8659236,0.0,101085.824,2005-06-28,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-04,12,True,0,5751,3126,Short-term,English
+3852,8659353,0.0,2103977.794285714,1992-04-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2003-03-07,22,True,0,10587,6595,Mid-term,English
+3853,8661765,0.0,1308245.5428571429,1996-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-19,19,True,0,9186,4238,Mid-term,English
+3855,8674095,790.5866666666667,763706.72,1994-08-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2007-08-15,14,True,1,9735,4973,Mid-term,English
+3856,8677675,0.0,333251.77599999995,1995-09-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-06,22,True,0,9339,2456,Mid-term,English
+3857,8677853,0.0,305287.71428571426,1992-03-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-16,9,False,0,10604,2811,Mid-term,English
+3858,8678086,193.60000000000002,213347.20000000004,1993-11-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-10,19,False,1,9994,2908,Mid-term,English
+3860,8680332,0.0,578006.9333333333,1987-03-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-07-07,10,False,0,12431,3185,Mid-term,English
+3861,8681363,0.0,195625.44761904763,1984-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-09,19,False,0,13418,2726,Mid-term,English
+3862,8683899,0.0,212481.36000000002,1997-06-01,23,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-26,23,True,0,8700,2678,Mid-term,English
+3864,8684395,3709.116666666667,830842.1333333333,1993-12-01,4,True,True,True,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,N,Y,101-500,Unknown,Standard,2012-04-20,4,False,1,9978,3263,Mid-term,Unknown
+3865,8686527,0.0,149320.08000000002,1998-03-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-26,15,False,0,8413,3104,Mid-term,English
+3866,8686992,946.7640000000001,2634844.2120000003,1994-05-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-23,23,True,1,9827,3412,Mid-term,English
+3867,8687075,289.76133333333337,544751.3066666668,2001-11-07,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-14,20,True,1,7080,3208,Mid-term,English
+3868,8693351,0.0,331676.8,1997-03-01,20,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-03-26,20,True,0,8792,2193,Mid-term,English
+3869,8693811,0.0,289016.0,1996-10-15,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-04-01,10,True,0,8929,2552,Mid-term,English
+3870,8698461,0.0,678364.7619047619,1998-06-23,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-18,17,True,0,8313,2686,Mid-term,English
+3871,8702323,264.54133333333334,138090.576,1977-12-01,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2015-11-06,6,True,1,15822,1968,Long-term,Unknown
+3872,8702818,0.0,1222816.8,2005-07-19,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-09-30,17,False,0,5730,2370,Short-term,English
+3873,8703705,0.0,1032948.3840000002,1992-08-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-11-13,18,True,0,10465,3787,Mid-term,English
+3875,8710357,0.0,268853.3333333334,2005-11-09,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Russian,Premier,2011-03-01,10,True,0,5617,3679,Short-term,European
+3876,8711846,1068.6000000000001,98311.20000000001,1981-10-01,18,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,101-500,English,Standard,2012-09-16,1,True,1,14422,3114,Long-term,English
+3877,8719158,0.0,865903.5,1984-07-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-04-05,6,True,0,13418,2913,Mid-term,English
+3878,8721564,83.24000000000001,126358.32,1973-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-05-13,22,True,1,17405,1779,Long-term,English
+3879,8725237,0.0,41892.19047619048,1983-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-16,20,False,0,13631,2081,Mid-term,English
+3880,8725835,0.0,1215585.0,1984-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-05-09,17,False,0,13418,2879,Mid-term,English
+3881,8727410,167.10666666666668,119314.16,1977-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-06,17,False,1,16156,2637,Long-term,English
+3883,8730119,435.3390476190476,757489.9428571428,2004-07-24,15,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-17,15,True,1,6090,3326,Short-term,English
+3885,8739662,0.0,94933.66666666667,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-09,17,False,0,8670,3213,Mid-term,English
+3886,8739918,0.0,357968.51999999996,1996-05-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-12,9,True,0,9096,3057,Mid-term,English
+3887,8741549,0.0,1093824.0,1996-06-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-28,24,False,0,9065,3346,Mid-term,English
+3888,8741962,0.0,349758.9333333334,1980-08-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,N,N,N,N,N,Y,1-5,English,Standard,2015-04-10,25,False,0,14848,2178,Long-term,English
+3889,8743187,0.0,237504.34285714285,1980-04-15,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-03,27,False,0,14956,2032,Long-term,English
+3890,8744253,0.0,693164.8,2012-03-21,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-29,20,True,0,3293,3498,Short-term,English
+3891,8745089,0.0,2370255.066666667,1991-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2014-02-27,19,True,0,10953,2585,Mid-term,English
+3892,8745645,0.0,144595.20000000004,1996-04-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-26,9,True,0,9112,2982,Mid-term,English
+3893,8746796,0.0,244904.39999999997,1992-07-01,10,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-10-31,10,True,0,10496,3069,Mid-term,English
+3894,8749314,0.0,75198.97142857143,1989-09-01,6,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-03,6,True,0,11530,2063,Mid-term,English
+3896,8752349,393.9047619047619,724784.761904762,2007-12-17,23,False,False,False,NOTICE,MAIL,N,N,Y,N,Y,N,N,N,Y,6-10,English,Premier,2010-12-21,23,True,1,4849,3749,Short-term,English
+3897,8755376,0.0,496477.60000000003,1990-12-25,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2013-06-27,21,True,0,11050,2830,Mid-term,English
+3899,8761604,501.6952380952381,200176.4,1992-12-15,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-11-08,21,True,1,10329,4522,Mid-term,English
+3900,8764498,0.0,187624.92,1996-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-15,21,False,0,9004,2720,Mid-term,English
+3901,8766794,0.0,131183.23809523808,1995-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-05,19,True,0,9295,3400,Mid-term,English
+3902,8768129,0.0,735300.0,1996-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-16,18,False,0,8943,2872,Mid-term,English
+3903,8768742,0.0,200991.96000000005,2009-04-20,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-08,18,True,0,4359,2239,Short-term,English
+3904,8771318,0.0,594106.7066666667,1995-12-15,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-15,17,True,0,9234,3328,Mid-term,English
+3905,8771697,0.0,161864.04000000004,1998-09-09,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-29,19,False,0,8235,3163,Mid-term,English
+3906,8777345,0.0,119511.08571428571,1995-09-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-04,18,True,0,9339,3431,Mid-term,English
+3908,8781492,0.0,320526.96,1990-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-20,19,True,0,11196,3141,Mid-term,English
+3909,8783527,0.0,88506.0,1999-03-10,11,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-09-10,11,True,0,8053,2025,Mid-term,Unknown
+3910,8788465,246.05714285714285,236214.85714285713,1993-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-11-14,15,True,1,10039,2690,Mid-term,English
+3912,8790666,122.54666666666668,53920.53333333334,2004-09-14,4,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-09-26,4,False,1,6038,1643,Short-term,English
+3914,8794675,0.0,415964.64000000013,2004-08-04,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-02-21,21,True,0,6079,2226,Short-term,English
+3916,8796739,0.0,592668.0,1997-04-15,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-18,21,False,0,8747,3174,Mid-term,English
+3917,8800506,235.03333333333336,365241.80000000005,1965-12-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2016-01-24,21,True,1,20205,1889,Long-term,English
+3918,8801969,0.0,777794.2857142857,1976-05-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-03,20,True,0,16401,2946,Long-term,English
+3919,8807420,281.78285714285715,232752.64,2013-11-21,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-02-03,14,True,1,2683,2609,Short-term,Unknown
+3920,8809525,288.98333333333335,33811.05,1993-02-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-03-21,9,False,1,10267,3293,Mid-term,Unknown
+3921,8811172,0.0,502613.25714285724,1986-07-01,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-28,22,True,0,12688,3407,Mid-term,English
+3923,8815297,0.0,360709.0666666667,1999-05-11,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-19,11,True,0,7991,3324,Mid-term,English
+3924,8817347,0.0,128676.40000000002,1997-01-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-08-18,7,True,0,8851,3509,Mid-term,English
+3925,8818444,0.0,267165.36,1995-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-18,18,True,0,9462,2900,Mid-term,English
+3926,8818919,491.47428571428577,651694.902857143,1993-09-01,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-04-13,17,True,1,10069,3636,Mid-term,English
+3927,8820691,0.0,2039522.666666667,1996-08-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2010-11-13,25,False,0,8990,3787,Mid-term,English
+3928,8822129,0.0,434722.60571428563,1987-10-15,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-20,19,False,0,12217,2380,Mid-term,English
+3929,8824227,791.8866666666667,1916365.7333333334,2009-07-31,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-05-10,22,True,1,4257,3243,Short-term,English
+3931,8827624,0.0,278024.88,1997-03-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-13,21,False,0,8778,2783,Mid-term,English
+3933,8829761,410.8,225940.0,1994-07-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-12-10,22,True,1,9752,3029,Mid-term,English
+3934,8831956,0.0,292044.48000000004,1982-11-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-16,20,True,0,14012,3664,Mid-term,English
+3935,8834895,0.0,428894.3161904762,2010-03-09,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-03-14,11,False,0,4036,2935,Short-term,English
+3937,8838902,425.7666666666667,229914.00000000003,1994-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-12-04,18,True,1,9721,2670,Mid-term,English
+3939,8848096,0.0,717590.3999999999,1987-12-15,15,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-16,15,False,0,12156,3327,Mid-term,English
+3941,8854942,0.0,519061.3333333334,1987-10-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-06-05,16,True,0,12217,3217,Mid-term,English
+3942,8855560,174.20952380952383,268108.45714285714,1964-09-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-13,19,True,1,20661,2175,Long-term,English
+3943,8855776,259.2,74131.2,2014-07-07,26,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-06-08,26,True,1,2455,3580,Short-term,English
+3944,8862554,0.0,379529.27999999997,1995-02-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-02-14,20,True,0,9537,3694,Mid-term,English
+3945,8862876,0.0,1784567.2000000002,1995-03-01,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2009-11-08,21,True,0,9523,4157,Mid-term,English
+3946,8864774,1139.6666666666667,2535758.3333333335,1993-12-15,25,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,101-500,English,Premier,2012-04-23,25,True,1,9964,3260,Mid-term,English
+3947,8867767,0.0,244020.8,1983-12-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-12,19,True,0,13617,3118,Mid-term,English
+3948,8872814,0.0,98905.71428571428,1990-11-01,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-10-12,6,False,0,11104,2358,Mid-term,English
+3950,8875056,389.77466666666675,600252.9866666668,1992-02-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2010-04-18,20,True,1,10633,3996,Mid-term,Unknown
+3951,8880183,125.86666666666666,51101.86666666666,1976-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-04,7,True,1,16491,2215,Long-term,English
+3952,8882135,0.0,1128127.0000000002,1992-06-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2013-08-23,22,True,0,10512,2773,Mid-term,English
+3953,8882878,0.0,333685.02857142856,1988-12-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-06,16,False,0,11804,3002,Mid-term,English
+3954,8885944,0.0,765053.3333333334,2013-01-07,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Spanish,Premier,2012-07-28,20,False,0,3001,3164,Short-term,European
+3955,8888621,432.0,418176.0,1968-01-01,22,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-08-30,22,False,1,19444,2401,Long-term,English
+3956,8889459,276.2857142857143,114382.28571428571,1992-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-12,18,True,1,10343,2906,Mid-term,English
+3957,8889934,0.0,192811.73333333334,1991-08-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-27,17,True,0,10817,2585,Mid-term,English
+3958,8892195,239.73333333333332,66885.59999999999,1992-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-24,9,True,1,10496,3381,Mid-term,English
+3959,8895277,0.0,91222.56000000001,1995-12-01,12,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2012-03-29,12,False,0,9248,3285,Mid-term,English
+3960,8895784,0.0,1159771.4285714286,1995-02-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-11,20,True,0,9551,3697,Mid-term,English
+3961,8896088,0.0,902079.3600000001,1996-01-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2014-03-13,21,True,0,9203,2571,Mid-term,European
+3962,8896398,0.0,385749.21904761903,2006-10-03,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-25,19,True,0,5289,2679,Short-term,English
+3963,8897783,859.0816,803241.296,1972-02-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2010-12-25,11,True,1,17952,3745,Long-term,English
+3964,8898520,413.28000000000003,877806.7200000001,1979-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-27,18,False,1,15367,3042,Long-term,English
+3965,8898534,0.0,208176.15999999997,1996-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-01,19,False,0,9186,3313,Mid-term,English
+3966,8902774,285.6533333333333,226523.0933333333,1993-06-01,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-16,13,True,1,10161,3176,Mid-term,English
+3967,8904838,0.0,527001.6000000001,1987-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-15,21,True,0,12431,3390,Mid-term,English
+3968,8905404,0.0,312502.32,1989-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-16,18,True,0,11439,2446,Mid-term,English
+3969,8909279,0.0,278688.5714285715,1997-01-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Thai,Standard,2013-05-23,10,True,0,8837,2865,Mid-term,Asian
+3970,8914142,152.68,371317.76,1982-07-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-02,19,True,1,14135,2490,Mid-term,English
+3972,8921295,182.9714285714286,263661.8285714286,1976-09-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-09,11,False,1,16278,2238,Long-term,English
+3973,8925080,0.0,602696.64,1989-12-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2010-12-18,15,True,0,11439,3752,Mid-term,English
+3975,8933829,0.0,44487.542857142864,1985-04-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-03,6,True,0,13130,2489,Mid-term,English
+3976,8937676,0.0,447909.2571428572,1995-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-28,18,True,0,9234,3803,Mid-term,English
+3977,8946707,828.7933333333333,1596255.96,1992-06-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-21,18,True,1,10526,3537,Mid-term,English
+3978,8948597,0.0,598112.1813333335,2000-02-07,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-01-27,14,True,0,7719,3347,Mid-term,English
+3979,8952347,0.0,130474.40000000001,1985-02-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-05-26,5,True,0,13203,2862,Mid-term,English
+3981,8955192,0.0,920380.5333333336,2000-09-29,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-18,14,True,0,7484,3540,Mid-term,English
+3982,8955349,0.0,280014.72000000003,1997-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-22,24,False,0,8761,2197,Mid-term,English
+3983,8955911,0.0,601526.9714285714,1990-07-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-07,19,False,0,11227,2970,Mid-term,English
+3984,8958548,119.84761904761906,79698.66666666667,2013-08-05,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-05-07,19,False,1,2791,1785,Short-term,English
+3985,8959943,1036.0533333333333,1092000.2133333334,1993-12-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2004-03-06,17,False,1,9978,6230,Mid-term,English
+3986,8959952,0.0,73754.74285714285,1995-08-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-20,9,False,0,9356,2472,Mid-term,English
+3987,8960157,0.0,139760.0,2014-02-23,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-03,15,True,0,2589,3311,Short-term,English
+3988,8962968,0.0,395040.0,1997-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-01,15,True,0,8700,4072,Mid-term,English
+3990,8965390,0.0,337920.0,1995-11-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-17,20,False,0,9278,3449,Mid-term,English
+3992,8969979,0.0,985488.0000000001,2007-04-04,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-01,20,False,0,5106,2642,Short-term,English
+3993,8976462,216.0,203904.0,1987-04-15,16,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2013-11-08,16,True,1,12400,2696,Mid-term,Unknown
+3994,8986806,235.31428571428575,128010.97142857144,1990-07-01,17,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-30,17,False,1,11227,2613,Mid-term,English
+3995,8991551,0.0,252774.496,1990-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,Russian,Standard,2011-05-17,20,False,0,11227,3602,Mid-term,European
+3996,8994675,157.12666666666667,157126.66666666666,1990-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-24,20,True,1,11074,2164,Mid-term,English
+3997,8995411,221.94285714285718,483391.542857143,1977-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-06,22,True,1,15991,2517,Long-term,English
+3998,8998252,243.14666666666668,439609.17333333334,1993-06-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-19,16,True,1,10161,3416,Mid-term,English
+3999,8999685,125.44,97090.56,1994-12-15,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-08,6,True,1,9599,2211,Mid-term,English
+4000,9001006,0.0,167210.64000000004,1995-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-12,19,False,0,9537,3576,Mid-term,English
+4001,9001840,1392.8000000000002,576619.2000000001,1971-03-30,28,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-10-18,3,False,1,18260,2352,Long-term,English
+4002,9002909,0.0,936472.68,2009-01-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-25,18,True,0,4454,3410,Short-term,English
+4004,9006147,557.6380952380953,269896.83809523814,1994-10-15,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2007-10-04,4,True,1,9660,4923,Mid-term,English
+4005,9006505,394.9920000000001,15009.696000000004,1993-07-15,1,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-10,1,True,1,10117,2482,Mid-term,English
+4006,9008137,363.25714285714287,268083.77142857143,1995-08-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-28,9,False,1,9356,3530,Mid-term,English
+4007,9008256,0.0,767461.2000000001,1995-06-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2015-01-04,22,True,0,9431,2274,Mid-term,English
+4008,9009251,0.0,333826.0800000001,1997-03-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-14,14,True,0,8778,2598,Mid-term,English
+4009,9009599,0.0,131012.26666666669,1982-10-01,20,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-21,20,True,0,14057,3506,Mid-term,English
+4012,9018450,0.0,1684737.6,1985-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-09,20,True,0,12991,3183,Mid-term,English
+4014,9026154,0.0,136077.8,1997-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2012-10-14,15,True,0,8656,3086,Mid-term,English
+4015,9027104,0.0,203721.0,1987-10-15,3,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-03,3,False,0,12217,3158,Mid-term,English
+4016,9028475,652.7733333333333,744161.6,1994-04-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-01-25,12,True,1,9843,2983,Mid-term,English
+4017,9030890,0.0,151888.12800000003,1997-09-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-09-12,16,True,0,8594,2753,Mid-term,English
+4018,9034340,0.0,542302.4285714286,1998-02-15,17,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-12,17,True,0,8441,3271,Mid-term,English
+4019,9036691,222.0,120768.0,1970-02-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-03-20,17,True,1,18682,2199,Long-term,English
+4020,9036935,0.0,89424.4,1997-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-26,21,False,0,8564,1979,Mid-term,English
+4021,9037061,311.6533333333333,654471.9999999999,1978-07-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-30,20,True,1,15610,2644,Long-term,English
+4022,9041295,0.0,792578.1333333333,1995-10-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-04-22,20,True,0,9295,2896,Mid-term,English
+4023,9044468,0.0,213516.1904761905,1998-02-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-11-04,20,False,0,8455,1604,Mid-term,English
+4024,9046776,1213.3333333333335,1419600.0000000002,1993-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-11-24,18,True,1,10253,3411,Mid-term,English
+4025,9054985,0.0,5042.666666666666,1998-06-17,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-19,1,True,0,8319,3508,Mid-term,English
+4028,9061961,0.0,201954.99999999997,1996-02-15,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-11-22,8,True,0,9172,3047,Mid-term,English
+4029,9062027,747.9680000000001,798829.8240000001,2016-03-05,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-08-20,12,True,1,1848,3872,Short-term,English
+4031,9066976,0.0,363594.24000000005,1998-02-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-12,6,True,0,8455,3331,Mid-term,English
+4032,9069966,0.0,209897.14285714284,1995-12-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-04-08,16,True,0,9234,2180,Mid-term,English
+4034,9071254,134.46666666666667,215819.0,1977-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-06,15,True,1,16125,2303,Long-term,English
+4035,9073818,0.0,765107.2,1996-02-15,26,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-19,26,True,0,9172,3569,Mid-term,English
+4036,9074104,0.0,307915.9466666667,1996-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-02,16,True,0,9186,2276,Mid-term,English
+4037,9075468,126.56,86567.04,1954-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-25,19,True,1,24300,2222,Long-term,English
+4038,9077072,0.0,608954.9714285715,1983-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-28,22,False,0,13875,2890,Mid-term,English
+4039,9078693,0.0,1199167.6190476187,1989-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-12-22,22,False,0,11439,4478,Mid-term,English
+4040,9079606,0.0,154128.0,1997-07-01,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2014-06-09,6,True,0,8670,2483,Mid-term,English
+4041,9080812,0.0,600793.6000000001,1989-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-04,20,True,0,11516,3188,Mid-term,English
+4042,9080842,0.0,120278.08,1986-08-15,4,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-08,4,True,0,12643,2696,Mid-term,English
+4043,9085612,0.0,179482.70476190478,1990-03-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-07,13,True,0,11349,3032,Mid-term,English
+4044,9089351,0.0,869198.4000000001,1998-02-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-02,21,True,0,8441,3281,Mid-term,English
+4045,9095435,0.0,130815.35999999999,1990-03-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-12,4,False,0,11349,3788,Mid-term,English
+4047,9101026,0.0,449634.24,1994-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-18,19,False,0,9613,2048,Mid-term,English
+4048,9101823,0.0,341951.2571428572,1997-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-24,15,True,0,8778,2953,Mid-term,English
+4049,9105895,0.0,1157473.8,1983-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2007-04-04,21,False,0,13861,5106,Mid-term,English
+4050,9108681,1435.8666666666668,172304.0,2014-01-02,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2014-09-04,6,True,1,2641,2396,Short-term,English
+4051,9110208,2590.5333333333333,1735657.3333333333,1993-04-01,10,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,500+,English,Premier,2011-06-09,10,True,1,10222,3579,Mid-term,English
+4052,9112347,0.0,40366.28571428572,1986-07-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-07,18,True,0,12674,1998,Mid-term,English
+4053,9116828,0.0,824970.1333333335,1996-02-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-03-29,23,False,0,9186,3285,Mid-term,English
+4056,9119547,0.0,28238.080000000005,2002-02-04,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-02-02,1,True,0,6991,3706,Mid-term,English
+4057,9125944,386.5714285714286,378840.00000000006,1975-09-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-11,7,True,1,16630,3697,Long-term,English
+4058,9128004,375.2190476190476,810473.1428571428,1972-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-04,16,False,1,17787,3615,Long-term,English
+4059,9128553,258.20952380952383,599562.5142857144,1993-10-15,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-19,18,True,1,10025,2777,Mid-term,English
+4060,9129403,0.0,126476.8,1995-08-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-25,7,True,0,9356,3624,Mid-term,English
+4061,9131765,0.0,337027.04,1992-11-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-30,17,False,0,10373,2797,Mid-term,English
+4062,9132609,181.844,523710.72000000003,1994-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-11,20,True,1,9613,2359,Mid-term,English
+4063,9136688,174.7866666666667,176184.96000000002,1993-10-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-19,18,True,1,10025,2716,Mid-term,English
+4064,9136881,0.0,851025.4933333334,2005-02-03,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-11-11,16,True,0,5896,3424,Short-term,English
+4065,9143293,0.0,252761.59999999998,1998-02-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-03,21,False,0,8441,3127,Mid-term,English
+4066,9145982,0.0,953092.7999999999,1995-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-15,21,False,0,9295,3390,Mid-term,English
+4068,9149589,0.0,1435957.2000000002,2008-09-25,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2010-09-07,18,False,0,4566,3854,Short-term,English
+4069,9151362,0.0,178416.38095238095,1990-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2014-06-06,16,True,0,11227,2486,Mid-term,English
+4070,9153243,0.0,727872.0000000001,1997-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-14,17,False,0,8639,3666,Mid-term,English
+4071,9156877,0.0,279968.0,1991-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-06,20,False,0,10786,2213,Mid-term,English
+4072,9159531,0.0,407448.380952381,2008-06-17,22,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-04,22,True,0,4666,2215,Short-term,English
+4073,9162231,0.0,77192.26666666666,2013-01-21,1,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2010-05-18,1,False,0,2987,3966,Short-term,English
+4074,9163135,0.0,529118.3333333333,1987-03-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-04-29,7,False,0,12445,3254,Mid-term,English
+4075,9163593,0.0,321388.80000000005,1996-04-15,19,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2016-09-21,19,True,0,9112,1648,Mid-term,English
+4076,9166651,0.0,346681.6,1992-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-03,19,True,0,10647,2094,Mid-term,English
+4077,9166895,159.208,164939.48799999998,1991-04-15,7,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-28,7,True,1,10939,3255,Mid-term,English
+4078,9168305,0.0,125617.14285714288,1995-08-15,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-03-19,19,True,0,9356,3295,Mid-term,English
+4079,9169676,0.0,201221.9733333333,2006-08-11,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2013-10-08,11,True,0,5342,2727,Short-term,English
+4080,9172862,0.0,138820.00000000003,1989-11-01,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-01,10,True,0,11469,2218,Mid-term,English
+4081,9178408,230.60799999999995,446918.3039999999,1994-10-15,19,False,False,False,NOTICE,MAIL,N,Y,N,Y,N,Y,N,N,Y,1-5,English,Standard,2013-04-24,19,True,1,9660,2894,Mid-term,English
+4082,9182629,0.0,796915.392,1997-06-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-05,21,True,0,8686,3856,Mid-term,English
+4083,9185583,0.0,5674942.4,1998-02-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2002-09-23,24,True,0,8455,6760,Mid-term,English
+4084,9185736,0.0,128773.32,1990-03-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-09-04,5,True,0,11349,2396,Mid-term,Unknown
+4085,9188064,119.75999999999999,262992.95999999996,1969-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-05,18,True,1,19047,2153,Long-term,English
+4086,9190502,526.2523809523809,129984.33809523808,2015-07-10,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-05-06,19,True,1,2087,3247,Short-term,English
+4088,9200405,202.37333333333333,459792.2133333333,2000-05-16,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-10,16,True,1,7620,2998,Mid-term,English
+4089,9204342,321.02857142857147,433388.57142857154,1980-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-26,15,False,1,15061,3227,Long-term,English
+4091,9212899,0.0,182777.088,1993-08-01,2,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-10,2,False,0,10100,3425,Mid-term,English
+4092,9214738,0.0,200808.0,1997-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2013-06-27,18,False,0,8806,2830,Mid-term,English
+4093,9218636,0.0,349354.6666666667,1991-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-22,23,True,0,10984,2287,Mid-term,English
+4094,9226052,0.0,519336.4,1987-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-12-30,21,True,0,12200,2279,Mid-term,English
+4095,9231841,306.247619047619,93711.77142857142,1976-02-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-09,17,True,1,16477,3121,Long-term,English
+4097,9234987,346.7809523809524,1005664.7619047619,2005-06-27,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-23,20,False,1,5752,3412,Short-term,English
+4098,9240793,0.0,522107.3333333333,1996-08-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-06-21,10,False,0,9004,3201,Mid-term,English
+4099,9242483,3695.3333333333335,2095254.0000000002,1994-06-01,7,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,Y,N,Y,N,N,N,500+,English,Premier,2010-05-31,7,True,1,9796,3953,Mid-term,English
+4100,9245512,0.0,142064.64,1980-08-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-15,18,True,0,14848,3451,Long-term,English
+4102,9246595,0.0,255589.65714285715,1989-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Premier,2011-02-19,15,True,0,11592,3689,Mid-term,Asian
+4104,9249316,0.0,334229.1428571429,1993-12-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-02-06,18,False,0,9964,2241,Mid-term,English
+4105,9254053,0.0,599414.0952380953,1990-09-01,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-01,22,False,0,11165,2246,Mid-term,English
+4106,9255934,0.0,1017978.0,2009-08-12,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-10-27,15,True,0,4245,2708,Short-term,English
+4107,9256076,0.0,496936.5333333333,1989-03-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-10,10,True,0,11714,3304,Mid-term,English
+4108,9257500,0.0,429266.1333333333,1991-06-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-07-23,14,True,0,10892,3169,Mid-term,English
+4109,9257997,0.0,595693.4285714285,1991-04-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-05-08,19,True,0,10953,2880,Mid-term,English
+4110,9263720,0.0,810990.5142857145,1995-02-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-11-04,18,True,0,9537,4526,Mid-term,English
+4111,9267316,0.0,229133.38933333335,1982-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-12,17,True,0,14240,2511,Mid-term,English
+4112,9270288,0.0,33134.357142857145,1996-05-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-06-12,1,False,0,9096,2845,Mid-term,Unknown
+4113,9273386,0.0,237139.19999999998,1998-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-01,16,True,0,8455,2246,Mid-term,English
+4114,9279174,0.0,700719.9085714289,1997-10-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-26,18,True,0,8578,3866,Mid-term,English
+4115,9289941,0.0,108040.00000000001,1980-06-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-02,20,True,0,14909,2033,Long-term,English
+4116,9290994,0.0,845584.4571428571,2017-12-30,18,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-05-22,18,True,0,1183,4327,Short-term,English
+4119,9298649,0.0,98920.00000000001,2001-12-20,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-25,20,True,0,7037,2952,Mid-term,English
+4120,9299478,0.0,5571636.616,2007-06-30,26,False,False,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2013-05-01,26,False,0,5019,2887,Short-term,English
+4121,9302179,374.66666666666674,638432.0000000001,2012-01-09,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-05-08,24,True,1,3365,3611,Short-term,English
+4122,9302658,0.0,553802.2285714286,1995-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-13,19,True,0,9492,2387,Mid-term,English
+4123,9303224,309.16190476190474,575041.1428571427,1995-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-19,15,True,1,9551,3142,Mid-term,English
+4124,9306607,0.0,285925.4666666667,1995-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-12-15,20,True,0,9339,2659,Mid-term,English
+4125,9311964,0.0,847728.0000000001,1998-09-30,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-01-15,14,True,0,8214,2993,Mid-term,English
+4126,9313708,0.0,1761240.0,1987-03-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,500+,English,Standard,2013-08-20,20,False,0,12445,2776,Mid-term,English
+4127,9313711,0.0,1107412.114285714,1991-11-15,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-03,22,False,0,10725,3432,Mid-term,English
+4128,9313986,0.0,41207.04,1989-02-01,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-11,21,False,0,11742,2601,Mid-term,English
+4130,9318035,0.0,536916.3428571429,1992-05-12,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-17,18,True,0,10546,3022,Mid-term,English
+4131,9318191,0.0,93888.00000000001,2015-01-14,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-05-23,3,False,0,2264,3596,Short-term,English
+4132,9321065,0.0,197331.36000000002,1996-11-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-19,9,True,0,8898,2443,Mid-term,English
+4133,9321257,0.0,14374.880000000001,1983-11-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-14,3,True,0,13661,2813,Mid-term,English
+4134,9322547,0.0,376893.52380952385,1988-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-16,22,False,0,11957,2142,Mid-term,English
+4135,9322646,0.0,504744.50000000006,1997-12-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-12,19,True,0,8503,2600,Mid-term,English
+4137,9329438,0.0,828169.6799999999,1990-03-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-12,15,True,0,11349,3454,Mid-term,English
+4138,9330712,0.0,124597.94285714286,1988-04-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2004-10-22,16,True,0,12034,6000,Mid-term,English
+4139,9332052,0.0,1408694.5600000003,2005-01-31,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-14,20,True,0,5899,3909,Short-term,English
+4140,9333444,0.0,6364849.92,1995-02-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2005-09-14,22,True,0,9537,5673,Mid-term,English
+4141,9335623,0.0,186096.11428571428,1997-10-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-06-11,26,False,0,8578,2481,Mid-term,English
+4142,9338189,0.0,981868.8000000002,1996-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2011-10-01,18,True,0,9065,3465,Mid-term,English
+4143,9338998,87.14533333333333,47058.479999999996,1978-06-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-18,20,True,1,15640,2201,Long-term,English
+4145,9339063,0.0,277924.39999999997,2010-05-04,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2016-08-06,19,True,0,3980,1694,Short-term,English
+4146,9340930,0.0,163418.09523809527,1995-04-01,19,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,6-10,English,Standard,2015-04-29,19,True,0,9492,2159,Mid-term,English
+4147,9345037,1938.8000000000002,4071480.0000000005,2013-01-25,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2013-04-07,21,True,1,2983,2911,Short-term,English
+4148,9347889,0.0,370828.8,1989-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-29,18,True,0,11669,2098,Mid-term,English
+4149,9350741,0.0,4035174.0000000005,1990-07-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-11-29,22,False,0,11213,4136,Mid-term,English
+4150,9351812,173.21200000000002,342266.912,1970-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-18,19,False,1,18668,2291,Long-term,English
+4151,9356129,0.0,159663.09333333332,1966-06-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-18,17,True,0,20023,3112,Long-term,English
+4152,9357157,0.0,86812.6,1999-07-14,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-22,7,True,0,7927,3078,Mid-term,English
+4154,9359449,0.0,393904.0000000001,1991-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-01,21,False,0,10939,4287,Mid-term,English
+4156,9371835,118.14666666666668,85065.6,1970-04-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-22,15,True,1,18609,2136,Long-term,English
+4157,9372162,125.01333333333335,297531.7333333334,1978-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-13,17,True,1,15657,2206,Long-term,English
+4158,9372771,0.0,519095.23809523805,1991-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-17,20,False,0,10817,2414,Mid-term,English
+4159,9373318,0.0,377594.88000000006,2018-01-19,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-10,16,True,0,1163,3059,Short-term,English
+4160,9373397,0.0,323101.44000000006,1988-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-17,18,True,0,11804,3479,Mid-term,English
+4161,9378582,0.0,3724954.376,1995-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2009-10-25,22,True,0,9492,4171,Mid-term,English
+4162,9383881,0.0,2530987.466666667,1997-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-08-01,19,True,0,8747,3891,Mid-term,English
+4163,9384490,0.0,688205.0000000001,1994-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-05-09,21,False,0,9735,3610,Mid-term,English
+4165,9391626,206.71733333333336,351419.46666666673,1978-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-30,17,True,1,15701,2554,Long-term,English
+4166,9392015,0.0,516847.7142857143,1993-03-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-16,15,True,0,10253,2841,Mid-term,English
+4167,9393954,30.38095238095238,9235.809523809523,2002-08-27,4,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2018-03-22,4,True,1,6787,1101,Mid-term,English
+4168,9395054,0.0,221447.89333333337,1988-09-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-04-11,16,True,0,11881,2177,Mid-term,Unknown
+4169,9395852,0.0,259821.43999999997,1996-05-01,4,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,Y,N,N,11-50,English,Premier,2013-06-20,4,True,0,9096,2837,Mid-term,English
+4171,9398933,286.05333333333334,953987.8666666666,1987-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-09-09,23,False,1,12445,2391,Mid-term,English
+4172,9399926,1752.1333333333332,1822218.6666666665,1994-02-15,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2008-11-16,26,True,1,9902,4514,Mid-term,English
+4173,9403908,0.0,845593.0,1976-08-01,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-04-01,4,True,0,16309,3282,Long-term,English
+4175,9406999,0.0,1531579.8399999999,1991-04-01,28,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-03-08,28,True,0,10953,2941,Mid-term,English
+4177,9413698,0.0,561475.6992,2005-08-30,18,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-07,18,True,0,5688,3307,Short-term,English
+4178,9419033,290.85333333333335,264385.68000000005,1990-07-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-23,9,False,1,11227,2530,Mid-term,English
+4179,9420603,123.02666666666666,262784.95999999996,2003-03-25,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,Y,Y,6-10,Spanish,Premier,2015-04-02,24,True,1,6577,2186,Mid-term,European
+4180,9421110,188.70857142857145,178329.6,2008-05-29,7,False,True,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-13,7,True,1,4685,2053,Short-term,English
+4181,9422142,0.0,373173.85733333335,1982-09-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-04,19,True,0,14087,2458,Mid-term,English
+4183,9433652,208.3809523809524,187542.85714285716,1993-04-01,30,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-11,30,True,1,10222,2420,Mid-term,English
+4184,9435053,0.0,683423.6388571429,1983-06-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-06,22,False,0,13814,1968,Mid-term,English
+4185,9435094,0.0,552561.904761905,2010-05-06,25,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-13,25,True,0,3978,2145,Short-term,English
+4186,9437059,0.0,297638.39999999997,1997-07-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-01,23,True,0,8670,2399,Mid-term,English
+4188,9437869,0.0,842438.4,1986-07-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-20,18,True,0,12674,3080,Mid-term,English
+4189,9442618,0.0,526789.1200000001,1998-02-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-13,20,True,0,8455,3087,Mid-term,English
+4191,9449142,0.0,540333.7142857142,2002-02-18,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-01,16,True,0,6977,3068,Mid-term,English
+4192,9449643,0.0,159631.68000000002,1990-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-12-02,13,True,0,11349,2672,Mid-term,English
+4193,9450439,0.0,381571.19999999995,1989-12-15,9,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2008-10-18,9,True,0,11425,4543,Mid-term,English
+4194,9450915,0.0,974146.7840000001,1988-06-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-09-30,17,True,0,11987,4196,Mid-term,English
+4196,9455516,162.88000000000002,454923.84,1968-05-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-14,19,True,1,19323,1899,Long-term,English
+4197,9460994,0.0,77418.00000000001,2006-06-12,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-01-26,15,True,0,5402,1887,Short-term,English
+4199,9465659,723.1333333333333,1548951.5999999999,2001-09-17,18,False,False,False,NOTICE,MAIL,N,N,N,Y,N,Y,N,N,Y,101-500,English,Premier,2014-08-24,18,True,1,7131,2407,Mid-term,English
+4200,9465753,0.0,633524.8533333334,1988-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-14,19,True,0,11957,2325,Mid-term,English
+4201,9467752,0.0,165568.00000000003,1997-11-15,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2017-03-18,16,False,0,8533,1470,Mid-term,English
+4202,9469589,362.49600000000004,81561.6,1963-01-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-19,15,False,1,21256,2473,Long-term,English
+4203,9470056,0.0,172528.0,1997-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-22,15,False,0,8820,3870,Mid-term,English
+4204,9471197,437.2857142857143,182348.14285714287,1993-06-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-11-02,3,True,1,10147,3433,Mid-term,English
+4207,9481542,677.0400000000001,704121.6000000001,1980-05-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-10,20,False,1,14940,3059,Long-term,English
+4208,9483180,245.0095238095238,735763.6,1993-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-22,21,False,1,10055,2682,Mid-term,English
+4209,9487047,442.09904761904767,1332486.5295238097,1982-03-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-10,22,True,1,14257,3364,Mid-term,English
+4210,9487047,442.09904761904767,1332486.5295238097,1982-03-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-06,28,True,1,14257,3216,Mid-term,English
+4211,9489558,0.0,1636059.6,1990-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-12-19,17,True,0,11408,2655,Mid-term,English
+4212,9493970,0.0,914696.5333333333,1992-07-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-22,16,False,0,10496,3017,Mid-term,English
+4213,9496173,235.06476190476192,202155.69523809524,1994-05-15,10,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-25,10,True,1,9813,2222,Mid-term,English
+4214,9502579,0.0,153598.01599999997,1987-03-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-05,8,True,0,12445,3217,Mid-term,English
+4215,9504131,0.0,123352.30476190479,1996-06-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-25,4,True,0,9065,3410,Mid-term,English
+4216,9506024,0.0,84822.4,2002-07-08,4,False,False,False,AUTO RENEW,BRANCH (PHONE),Y,N,N,N,N,N,Y,N,N,101-500,English,Standard,2012-08-08,4,True,0,6837,3153,Mid-term,English
+4218,9508270,344.51733333333334,242540.20266666668,1978-05-15,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2014-12-26,16,True,1,15657,2283,Long-term,European
+4219,9508679,324.6933333333334,920505.6000000002,2013-12-14,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2009-08-06,21,True,1,2660,4251,Short-term,Unknown
+4220,9509575,364.2142857142857,141315.14285714287,1995-04-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-12-24,4,True,1,9478,3015,Mid-term,English
+4221,9516041,473.5961904761905,267108.2514285714,2006-08-12,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-21,6,True,1,5341,3537,Short-term,English
+4222,9521290,0.0,104151.66666666669,1992-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-07-21,19,False,0,10404,3171,Mid-term,Unknown
+4223,9527277,0.0,209664.0,1990-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-06-08,20,False,0,11135,2119,Mid-term,English
+4224,9529751,359.3333333333333,513846.6666666666,1994-12-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-25,11,True,1,9599,3502,Mid-term,English
+4225,9530131,213.52380952380952,75160.38095238095,1973-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-07-05,16,False,1,17586,2457,Long-term,English
+4226,9532855,0.0,1349141.352,1985-10-15,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-02-16,17,True,0,12947,3692,Mid-term,English
+4227,9534445,156.54666666666668,450854.4,1973-02-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-24,20,True,1,17586,2529,Long-term,English
+4228,9534779,139.02666666666667,243991.80000000002,1976-09-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-20,15,False,1,16278,2350,Long-term,English
+4229,9536208,0.0,291746.0,1990-07-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Russian,Premier,2010-11-29,15,True,0,11227,3771,Mid-term,European
+4230,9536426,412.952380952381,459616.0000000001,1979-03-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2010-08-06,21,True,1,15367,3886,Long-term,Unknown
+4231,9545636,332.83333333333337,580128.5000000001,1985-12-25,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-20,21,True,1,12876,2289,Mid-term,English
+4232,9546512,186.6266666666667,507624.5333333334,1981-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-06-20,20,True,1,14408,2837,Long-term,English
+4233,9553258,0.0,153216.0,1988-04-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-07-17,21,True,0,12034,3541,Mid-term,English
+4234,9554287,0.0,64777.7142857143,2004-09-07,3,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-30,3,True,0,6045,2705,Short-term,English
+4235,9557967,0.0,86198.66666666669,1991-03-01,10,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-25,10,True,0,10984,2284,Mid-term,English
+4236,9557990,0.0,23025.333333333336,1983-10-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-02,14,True,0,13692,2610,Mid-term,English
+4237,9558656,0.0,935048.7466666668,1985-02-01,20,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-22,20,True,0,13203,2927,Mid-term,English
+4238,9558674,0.0,1019928.0,1991-08-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-06-18,7,True,0,10831,2839,Mid-term,English
+4239,9559997,2117.066666666667,838358.4000000001,1995-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-10-06,12,True,1,9551,3094,Mid-term,English
+4241,9568183,0.0,1189647.7999999998,1975-04-15,22,True,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-10-08,22,False,0,16783,2727,Long-term,English
+4243,9569639,0.0,824892.8,1998-03-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2013-06-29,21,True,0,8427,2828,Mid-term,European
+4245,9572648,0.0,780157.3714285715,1995-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-10,19,True,0,9387,3243,Mid-term,English
+4246,9576189,178.74285714285713,311727.54285714286,1973-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-12,16,False,1,17422,2207,Long-term,English
+4247,9578538,0.0,714885.5999999999,1996-01-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-11-30,15,True,0,9217,3770,Mid-term,English
+4248,9579441,178.34285714285716,321017.1428571429,2008-08-18,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-14,15,True,1,4604,2205,Short-term,English
+4249,9579607,0.0,33108.05333333334,1989-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-28,16,True,0,11425,2556,Mid-term,English
+4250,9581300,0.0,30379.519999999997,1992-05-01,8,True,True,True,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-07,8,True,0,10557,2546,Mid-term,English
+4252,9589170,0.0,640059.4285714285,1991-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-19,18,False,0,10695,3050,Mid-term,English
+4254,9591708,0.0,221054.4,1995-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-12,18,True,0,9568,2723,Mid-term,English
+4255,9593830,0.0,416033.62666666665,2008-08-13,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-04,19,True,0,4609,3004,Short-term,English
+4258,9600504,0.0,674180.5,1998-07-01,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-08-29,25,True,0,8305,2037,Mid-term,English
+4259,9601648,0.0,263403.8857142857,2004-10-22,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-05,8,True,0,6000,3491,Short-term,English
+4260,9603026,0.0,567629.0285714287,2009-07-31,15,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-20,15,False,0,4257,3994,Short-term,English
+4261,9607174,0.0,2938.0,1993-10-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-02-25,1,True,0,10039,2222,Mid-term,Unknown
+4262,9608402,234.57142857142858,356548.5714285715,1975-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-05,19,False,1,16675,2607,Long-term,English
+4263,9608689,0.0,1068695.6,1996-09-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-09-07,14,True,0,8959,3489,Mid-term,English
+4264,9611153,366.26666666666665,87171.46666666666,1982-04-15,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-26,17,True,1,14226,2801,Mid-term,English
+4265,9611241,0.0,4631577.600000001,1967-11-01,18,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-01-11,18,True,0,19505,4093,Long-term,English
+4267,9619114,0.0,81632.61333333333,1991-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-23,22,True,0,10953,2926,Mid-term,English
+4268,9619946,0.0,439045.40952380956,1998-02-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Russian,Premier,2012-01-24,22,True,0,8455,3350,Mid-term,European
+4269,9623743,0.0,253803.76000000004,1995-01-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-02-04,21,True,0,9568,2243,Mid-term,English
+4270,9626060,0.0,400219.04000000004,1996-06-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-07,15,True,0,9065,3489,Mid-term,English
+4271,9626518,129.81333333333336,389440.0000000001,1975-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-01-23,20,False,1,16856,2255,Long-term,English
+4272,9626899,0.0,1488606.0,1995-11-15,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-01-22,23,False,0,9264,4082,Mid-term,English
+4273,9628321,0.0,122406.4,1986-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-02-15,21,True,0,12810,2232,Mid-term,English
+4274,9628720,0.0,2683441.333333333,1977-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2013-04-15,20,True,0,16111,2903,Long-term,English
+4275,9628884,0.0,318787.2,1992-09-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-05,6,True,0,10420,3948,Mid-term,English
+4276,9629880,0.0,99957.94285714286,1990-09-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-30,22,True,0,11165,2735,Mid-term,English
+4277,9632845,0.0,471908.5714285714,1992-04-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-25,20,True,0,10573,3745,Mid-term,English
+4278,9635727,0.0,497550.8571428572,1991-08-01,13,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-17,13,True,0,10831,3175,Mid-term,English
+4280,9637372,234.6666666666667,274560.00000000006,1978-03-15,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-30,10,True,1,15718,2128,Long-term,English
+4281,9638328,0.0,696976.0,1992-02-15,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2014-01-18,12,True,0,10633,2625,Mid-term,English
+4282,9639543,0.0,830429.8666666668,2009-03-16,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-08-10,20,True,0,4394,4247,Short-term,English
+4283,9643161,0.0,396039.68,1991-12-15,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2011-10-18,8,False,0,10695,3448,Mid-term,English
+4284,9643596,0.0,494401.71428571426,2000-09-07,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-07,15,True,0,7506,2758,Mid-term,English
+4285,9656422,0.0,108000.64,1992-11-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-14,22,True,0,10359,2660,Mid-term,English
+4286,9659687,0.0,241090.72,1993-12-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-04,13,True,0,9964,2458,Mid-term,English
+4287,9659723,0.0,1570885.0285714287,1996-07-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-04,24,True,0,9021,4253,Mid-term,English
+4289,9660709,0.0,977096.5333333333,2009-12-27,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-03-12,16,True,0,4108,2572,Short-term,English
+4290,9661583,0.0,171129.90476190476,1997-04-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-06-14,10,True,0,8761,2843,Mid-term,Unknown
+4292,9669903,0.0,111310.08000000002,2008-01-14,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-05,18,True,0,4821,3187,Short-term,English
+4294,9670308,0.0,241795.83999999997,1995-10-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-04-12,22,True,0,9309,3271,Mid-term,English
+4295,9673384,0.0,3041590.5,2014-08-22,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-09-05,15,True,0,2409,3856,Short-term,English
+4296,9677481,0.0,577932.68,1996-03-01,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-01-22,17,True,0,9157,2986,Mid-term,English
+4297,9686308,0.0,123662.96800000002,1988-11-15,22,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2015-01-10,22,False,0,11820,2268,Mid-term,Asian
+4298,9686332,271.4656,834756.72,1958-08-15,25,False,True,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-03,25,True,1,22870,2581,Long-term,English
+4299,9687742,0.0,519645.86666666664,1987-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-11,22,False,0,12261,2816,Mid-term,English
+4302,9702410,0.0,333560.0,1988-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-01,15,True,0,11912,2065,Mid-term,English
+4303,9702778,0.0,191389.46666666667,2014-08-07,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-30,7,True,0,2424,2309,Short-term,English
+4304,9704311,370.6057142857143,160101.6685714286,1977-12-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-21,18,True,1,15822,3140,Long-term,English
+4305,9705419,0.0,118777.14285714286,1991-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-06-22,19,False,0,11029,1374,Mid-term,English
+4306,9709634,0.0,1788759.232,1992-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,Y,N,N,Y,Y,11-50,English,Premier,2011-03-11,20,True,0,10343,3669,Mid-term,English
+4307,9711916,0.0,260428.56666666665,1985-02-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-30,19,False,0,13203,3223,Mid-term,English
+4308,9715618,0.0,747156.4800000001,1985-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-07-03,21,True,0,13053,2824,Mid-term,English
+4309,9717566,192.7066666666667,209664.8533333334,1975-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-19,17,True,1,16706,2899,Long-term,English
+4311,9721243,0.0,1172828.8,2004-07-15,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-13,22,True,0,6099,3026,Short-term,English
+4312,9723857,0.0,1147904.761904762,2007-05-30,25,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-01-28,25,False,0,5050,3346,Short-term,Unknown
+4313,9724055,243.48571428571427,210371.65714285712,1965-08-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-03,12,True,1,20313,2671,Long-term,English
+4314,9726106,0.0,297904.23000000004,1996-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-09,19,False,0,9035,2756,Mid-term,English
+4315,9727469,91.69047619047619,13111.738095238094,1977-07-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2017-04-05,13,False,1,15975,1452,Long-term,English
+4316,9731639,0.0,954348.5714285715,1986-06-15,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-02,15,False,0,12704,4071,Mid-term,English
+4317,9734614,0.0,620380.8,1990-12-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-02-15,20,True,0,11060,2962,Mid-term,English
+4318,9734937,0.0,219277.33333333334,1997-03-15,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-06-20,4,False,0,8778,3568,Mid-term,English
+4319,9734983,0.0,193537.98095238095,1987-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-10,22,True,0,12490,1995,Mid-term,English
+4320,9739042,0.0,455023.9199999999,1982-08-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-10,18,True,0,14118,2299,Mid-term,English
+4321,9739821,0.0,747350.8,1990-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-11-08,21,False,0,11227,3792,Mid-term,Unknown
+4322,9741963,437.12190476190483,739173.140952381,2006-09-19,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-02-07,19,False,1,5303,3336,Short-term,English
+4323,9742682,0.0,298259.6571428572,1970-02-15,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-24,12,True,0,18668,3625,Long-term,English
+4324,9743393,0.0,950519.4666666667,2014-03-18,23,False,False,False,NOTICE,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-09-17,23,True,0,2566,3844,Short-term,English
+4326,9746570,314.5714285714286,379373.1428571429,1978-10-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-11,18,True,1,15504,3181,Long-term,English
+4327,9748110,0.0,325387.92000000004,1996-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-05,22,False,0,9186,3583,Mid-term,English
+4328,9750353,0.0,121277.52,2005-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2015-09-14,14,False,0,5748,2021,Short-term,Unknown
+4329,9750745,403.5466666666666,589985.2266666667,1992-12-01,17,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-16,17,False,1,10343,2992,Mid-term,English
+4330,9750809,0.0,67032.33333333333,2005-12-23,7,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-12-01,7,True,0,5573,3038,Short-term,English
+4332,9752126,0.0,170391.0,1991-03-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-08,15,False,0,10984,2119,Mid-term,English
+4333,9753502,0.0,952595.8095238096,1991-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Polish,Premier,2012-06-14,22,False,0,10862,3208,Mid-term,European
+4334,9754896,0.0,14891.12,2009-07-13,3,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-04,3,True,0,4275,2031,Short-term,English
+4335,9755430,0.0,508310.71200000006,2015-10-07,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-23,21,False,0,1998,2439,Short-term,English
+4337,9756243,269.63733333333334,51770.368,1966-07-01,3,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-19,3,True,1,19993,3050,Long-term,English
+4338,9760152,0.0,2168388.0,1983-11-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,101-500,Unknown,Premier,2012-03-01,15,True,0,13661,3313,Mid-term,Unknown
+4341,9764490,0.0,58244.85333333334,1996-05-01,2,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-03-19,2,True,0,9096,2565,Mid-term,English
+4342,9764653,258.73095238095243,196635.52380952385,2017-01-03,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-07-29,19,False,1,1544,2068,Short-term,English
+4343,9769466,0.0,275466.24000000005,1998-02-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2009-12-11,18,True,0,8455,4124,Mid-term,English
+4345,9792922,341.7066666666667,194772.80000000002,1962-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-02-13,15,False,1,21576,4425,Long-term,English
+4346,9793593,0.0,83403.84,2001-09-24,3,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-09-14,3,True,0,7124,2751,Mid-term,English
+4347,9796074,178.13333333333335,259362.13333333336,1994-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-16,16,False,1,9660,2203,Mid-term,English
+4348,9798021,0.0,301741.1047619048,1997-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-16,22,True,0,8686,3998,Mid-term,English
+4350,9802163,0.0,211604.80000000002,1997-02-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-18,11,False,0,8820,2717,Mid-term,English
+4351,9803556,0.0,1035107.3333333335,2006-01-18,19,True,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-01-23,19,True,0,5547,3351,Short-term,English
+4352,9807634,0.0,472492.80000000005,1998-04-17,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-15,14,False,0,8380,2477,Mid-term,English
+4353,9808932,0.0,172279.38,1989-04-01,3,True,False,True,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-10-16,3,True,0,11683,4180,Mid-term,English
+4355,9810947,0.0,409454.76,1987-07-01,9,False,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2009-07-13,9,True,0,12323,4275,Mid-term,English
+4356,9811381,798.0266666666668,494776.5333333334,2018-01-26,5,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-26,5,True,1,1156,3440,Short-term,English
+4357,9812590,0.0,268322.81904761906,1990-01-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-20,23,True,0,11394,3385,Mid-term,English
+4358,9812602,0.0,770335.7142857142,1991-01-01,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,N,6-10,Unknown,Standard,2015-03-12,25,True,0,11043,2207,Mid-term,Unknown
+4360,9814919,0.0,585903.0000000001,1998-06-19,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-01-06,19,False,0,8317,3733,Mid-term,English
+4361,9817198,0.0,34125.56,1996-02-01,7,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-11,7,True,0,9186,3303,Mid-term,English
+4362,9818521,155.41333333333336,39630.4,1993-12-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-05,15,True,1,9964,2518,Mid-term,English
+4363,9819556,0.0,24940.133333333335,1991-03-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-03,7,True,0,10984,2428,Mid-term,English
+4364,9820090,1761.3266666666668,697485.3600000001,1991-12-15,12,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-02-07,12,True,1,10695,3701,Mid-term,English
+4365,9820803,0.0,76464.26666666669,1986-11-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2017-12-25,20,True,0,12551,1188,Mid-term,English
+4366,9827282,0.0,302011.73333333334,1987-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-24,20,True,0,12445,2134,Mid-term,English
+4367,9828643,0.0,383881.14285714296,1998-05-15,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-07-20,15,True,0,8352,2442,Mid-term,English
+4368,9829697,58.0,129456.0,1972-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2017-07-24,18,False,1,17831,1342,Long-term,Unknown
+4369,9831322,0.0,197616.84,1997-10-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Arabic,Premier,2014-03-27,17,True,0,8564,2557,Mid-term,Asian
+4370,9831739,0.0,565369.2000000001,1985-05-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-13,12,True,0,13114,2875,Mid-term,English
+4371,9840452,0.0,756485.7142857142,1988-05-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-07-31,25,True,0,12018,2796,Mid-term,English
+4372,9844973,0.0,498243.20000000007,1992-01-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-20,20,True,0,10664,3294,Mid-term,English
+4373,9845294,0.0,345208.68571428576,1984-11-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-31,12,True,0,13281,2431,Mid-term,English
+4374,9847048,0.0,373419.072,1963-01-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-12-09,9,True,0,21256,1935,Long-term,English
+4375,9847689,1547.3333333333335,793782.0000000001,1992-03-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-01-09,19,False,1,10604,4095,Mid-term,English
+4377,9851481,0.0,503472.6666666666,1997-05-01,25,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2012-06-30,25,True,0,8731,3192,Mid-term,English
+4378,9852259,0.0,133430.4,1998-02-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2011-10-10,8,True,0,8455,3456,Mid-term,Unknown
+4379,9861029,0.0,319010.00000000006,1984-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-04,19,True,0,13479,3218,Mid-term,English
+4380,9861625,189.8857142857143,492183.7714285715,1994-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-22,18,True,1,9660,2287,Mid-term,English
+4381,9864177,498.24,170398.08,1994-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-19,19,False,1,9782,3477,Mid-term,English
+4383,9871066,0.0,494157.42857142864,1987-03-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-30,19,True,0,12445,2888,Mid-term,English
+4384,9871125,0.0,745280.64,1997-03-01,26,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-09,26,True,0,8792,2909,Mid-term,English
+4385,9881680,0.0,408844.80000000005,2007-09-11,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-21,21,True,0,4946,2106,Short-term,English
+4386,9881852,64.73333333333333,17801.666666666668,1992-09-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-11-19,11,True,1,10434,1589,Mid-term,English
+4387,9887544,301.1466666666667,476112.88000000006,1981-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-24,17,False,1,14483,2468,Long-term,English
+4388,9890852,0.0,38457.81333333333,1991-07-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-09-27,2,True,0,10862,2008,Mid-term,English
+4389,9891575,207.2952380952381,235072.8,1979-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-19,18,False,1,15108,2412,Long-term,English
+4392,9902997,142.85714285714286,366428.5714285714,1972-12-25,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-24,19,True,1,17624,1950,Long-term,English
+4394,9906703,0.0,658967.1771428572,1997-05-01,18,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-30,18,True,0,8731,2554,Mid-term,English
+4395,9907627,187.44761904761907,182199.08571428576,1995-07-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-08,9,True,1,9401,2270,Mid-term,English
+4396,9908474,0.0,231876.80000000002,1990-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-27,20,False,0,11394,2647,Mid-term,English
+4397,9910465,145.23600000000002,264184.28400000004,1969-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-27,17,True,1,19047,2070,Long-term,English
+4398,9910545,0.0,3015872.5333333337,1986-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-02-27,17,False,0,12688,3316,Mid-term,English
+4399,9912246,0.0,2577766.0999999996,1997-11-15,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,500+,English,Standard,2014-02-10,17,True,0,8533,2602,Mid-term,English
+4400,9912916,442.624,957395.7120000002,1980-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-12-05,21,True,1,14712,2669,Long-term,English
+4402,9914630,0.0,538802.0,1996-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-10-23,22,True,0,8973,1982,Mid-term,English
+4405,9916933,0.0,304011.0,1997-10-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-01-06,17,True,0,8578,3368,Mid-term,English
+4406,9921290,0.0,856304.4571428571,1995-12-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-13,23,False,0,9248,2995,Mid-term,English
+4407,9921901,0.0,392895.36,1995-04-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-06,18,True,0,9478,3155,Mid-term,English
+4408,9923424,0.0,521062.08,1997-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-01-17,18,True,0,8761,3722,Mid-term,English
+4409,9928287,0.0,690030.6000000001,2014-10-21,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-20,18,True,0,2349,2107,Short-term,English
+4410,9929794,0.0,679270.9,1983-12-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-06-29,19,True,0,13617,2828,Mid-term,English
+4411,9936629,0.0,227896.5,1997-03-01,5,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-05-01,5,True,0,8792,2522,Mid-term,English
+4412,9938568,0.0,1976546.0,2016-05-11,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-07-14,15,True,0,1781,2813,Short-term,English
+4413,9940070,0.0,59341.568,1989-09-01,8,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-24,8,True,0,11530,2254,Mid-term,English
+4414,9940521,380.4761904761905,856071.4285714285,2006-05-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-27,15,True,1,5430,3653,Short-term,English
+4416,9944629,182.05714285714288,43693.71428571429,1974-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-16,16,False,1,16965,2231,Long-term,English
+4417,9945491,0.0,365724.84,1992-01-01,15,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2011-01-30,15,True,0,10678,3709,Mid-term,English
+4418,9946468,0.0,137543.4666666667,1992-02-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-18,7,True,0,10633,2474,Mid-term,English
+4419,9952657,0.0,294220.0,1989-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-14,20,True,0,11728,2935,Mid-term,English
+4420,9952687,0.0,3125391.3600000003,1997-04-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2005-07-15,26,True,0,8747,5734,Mid-term,English
+4421,9955799,0.0,690034.2857142858,1980-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-02,15,True,0,14865,3768,Long-term,English
+4422,9957104,368.9371428571428,764068.8228571428,1995-02-15,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-31,19,False,1,9537,3130,Mid-term,English
+4426,9961661,0.0,84165.94285714286,1984-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-20,18,True,0,13356,2168,Mid-term,English
+4427,9963483,0.0,266065.0666666667,1974-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-07-31,20,True,0,17057,1700,Long-term,English
+4429,9964297,0.0,287263.4285714286,2015-04-28,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-26,22,False,0,2160,2283,Short-term,English
+4430,9966734,0.0,348630.18666666665,1992-06-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-06,22,True,0,10526,2486,Mid-term,English
+4431,9970955,0.0,68830.66666666669,2012-10-03,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-03,11,True,0,3097,2306,Short-term,English
+4432,9971132,0.0,758983.6800000002,2014-11-06,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-15,21,True,0,2333,2508,Short-term,English
+4433,9972190,0.0,664872.8914285715,1996-06-01,27,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-16,27,True,0,9065,3267,Mid-term,English
+4434,9975532,0.0,301342.17142857146,1996-04-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-20,24,True,0,9112,3294,Mid-term,English
+4435,9978519,0.0,142326.85714285716,1988-07-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-10,18,True,0,11957,3760,Mid-term,English
+4436,9979172,0.0,182565.24,1992-02-15,15,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-30,15,True,0,10633,3831,Mid-term,English
+4438,9986761,0.0,364659.5333333333,1995-10-15,22,True,True,True,NOTICE,MAIL,N,N,Y,N,N,N,Y,N,Y,51-100,English,Premier,2012-04-16,22,False,0,9295,3267,Mid-term,English
+4439,9987950,0.0,660777.3714285715,1984-11-01,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-10,17,True,0,13295,3120,Mid-term,English
+4440,9990954,562.1373333333333,557640.2346666667,1991-11-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2006-07-31,16,True,1,10725,5353,Mid-term,English
+4441,9991386,0.0,581020.6071428572,1971-06-15,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-01-27,15,True,0,18183,2251,Long-term,English
+4442,9992154,0.0,486696.4,1997-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-23,19,True,0,8761,2469,Mid-term,English
+4444,10011811,0.0,35800.75,1995-12-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,51-100,Unknown,Premier,2015-11-19,1,True,0,9248,1955,Mid-term,Unknown
+4445,10014818,244.48000000000002,394101.76,1994-08-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-10,13,True,1,9721,2178,Mid-term,English
+4446,10016553,0.0,381162.85714285716,1987-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-27,18,True,0,12414,2800,Mid-term,English
+4447,10016625,0.0,136584.6666666667,1989-11-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-14,19,True,0,11469,2721,Mid-term,English
+4448,10018141,298.0266666666667,388030.72000000003,1981-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-05-06,21,True,1,14636,3978,Long-term,English
+4449,10022223,0.0,315370.44000000006,1990-02-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-04,21,True,0,11377,2580,Mid-term,English
+4454,10035560,0.0,331871.19999999995,2011-02-09,6,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-26,6,False,0,3699,3043,Short-term,English
+4455,10036933,0.0,226550.6133333333,1988-01-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-08,23,True,0,12139,1966,Mid-term,English
+4456,10037250,0.0,850134.4,2009-12-21,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-13,16,True,0,4114,2387,Short-term,English
+4457,10038299,0.0,160816.76190476192,2003-10-02,16,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-15,16,True,0,6386,3177,Mid-term,English
+4458,10041420,0.0,170072.53333333333,1991-03-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-03-12,20,True,0,10970,2207,Mid-term,English
+4459,10041664,0.0,1794554.6666666665,1997-07-15,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-12-08,26,True,0,8656,3397,Mid-term,English
+4460,10041716,1390.4,1148470.4000000001,1982-05-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2014-10-20,14,False,1,14210,2350,Mid-term,English
+4461,10052132,0.0,923945.0000000001,1987-11-15,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-06-02,25,True,0,12186,3220,Mid-term,English
+4462,10059323,0.0,78950.0,1997-03-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,Unknown,Premier,2012-10-18,7,True,0,8792,3082,Mid-term,Unknown
+4464,10064912,631.8333333333334,697544.0,1993-02-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2013-01-12,24,False,1,10281,2996,Mid-term,English
+4467,10068271,0.0,53297.828571428574,1984-12-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-09-27,6,True,0,13265,2373,Mid-term,Unknown
+4468,10069662,0.0,252798.80000000002,2008-04-11,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-22,7,False,0,4733,3901,Short-term,English
+4469,10069741,0.0,56133.653333333335,1990-12-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-05-18,4,True,0,11060,2505,Mid-term,English
+4470,10071762,0.0,325155.5047619048,1983-08-01,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-02-15,4,True,0,13753,5154,Mid-term,English
+4471,10073096,0.0,85561.57866666668,1996-09-01,8,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-02-19,8,False,0,8973,2958,Mid-term,Unknown
+4473,10080965,0.0,19798.43666666667,1984-09-01,1,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-01-25,1,True,0,13356,2253,Mid-term,English
+4474,10082546,0.0,1741543.4666666668,1997-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2012-03-04,22,True,0,8761,3310,Mid-term,English
+4475,10083360,0.0,519135.9085714287,1997-04-01,24,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-16,24,True,0,8761,3176,Mid-term,English
+4476,10087647,151.62666666666667,21682.613333333335,1989-09-01,11,True,False,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-13,11,True,1,11530,2479,Mid-term,English
+4477,10092037,0.0,1041495.4666666666,1995-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-07-13,16,True,0,9295,5736,Mid-term,English
+4479,10098604,151.23809523809524,101329.5238095238,1976-02-01,5,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-09-25,5,True,1,16491,2010,Long-term,Unknown
+4480,10098851,322.9942857142857,62014.90285714285,2004-08-30,12,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-28,12,True,1,6053,2707,Short-term,English
+4481,10099499,154.47466666666668,76464.96,2005-02-14,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-15,15,True,1,5885,2143,Short-term,English
+4482,10109296,0.0,261139.80952380953,1997-07-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-16,20,True,0,8656,2961,Mid-term,English
+4483,10112276,0.0,133213.33333333334,1987-07-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-08-16,5,True,0,12323,2780,Mid-term,English
+4487,10118264,0.0,326621.86666666664,1998-02-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-19,7,True,0,8441,3539,Mid-term,English
+4489,10120688,344.8,95164.8,2018-04-22,2,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-13,2,True,1,1070,2691,Short-term,English
+4490,10122171,0.0,273117.75,1994-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2010-09-11,17,True,0,9660,3850,Mid-term,English
+4491,10123940,0.0,209319.99999999997,1979-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-31,20,True,0,15169,3069,Long-term,English
+4492,10127990,0.0,401204.5714285715,1996-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-13,18,True,0,9172,2540,Mid-term,English
+4494,10137192,0.0,1707912.5,2008-01-24,5,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,500+,Spanish,Standard,2013-07-23,5,True,0,4811,2804,Short-term,European
+4495,10138900,0.0,301576.00000000006,1979-04-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-17,23,True,0,15336,2960,Long-term,English
+4496,10140470,470.9440000000001,222285.56800000003,1985-02-15,4,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-14,4,True,1,13189,2935,Mid-term,English
+4499,10142450,0.0,453381.6857142857,1996-09-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-02-03,15,False,0,8973,4070,Mid-term,English
+4500,10142759,0.0,377785.3333333334,1992-04-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-01,17,True,0,10587,2552,Mid-term,English
+4501,10145046,235.51999999999998,143196.15999999997,1992-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-05,19,True,1,10678,3338,Mid-term,English
+4502,10145792,0.0,468090.8571428571,1980-01-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-02,15,False,0,15047,3098,Long-term,English
+4503,10146336,0.0,593202.8571428572,1989-12-25,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-28,23,True,0,11415,2980,Mid-term,English
+4506,10150457,0.0,1452278.9333333333,1992-08-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2007-06-04,19,False,0,10465,5045,Mid-term,English
+4508,10154788,178.41904761904766,642308.5714285716,2015-12-10,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-14,24,True,1,1934,2205,Short-term,English
+4509,10157602,0.0,611271.04,1984-07-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-12,19,True,0,13404,2541,Mid-term,English
+4510,10157707,308.76190476190476,43226.666666666664,2010-09-20,1,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-08-22,1,False,1,3841,3139,Short-term,English
+4511,10162710,0.0,200786.05714285714,1997-03-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-25,9,True,0,8778,3683,Mid-term,English
+4512,10163435,0.0,26810.0,2016-05-13,3,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-02-14,3,True,0,1779,2233,Short-term,English
+4513,10164067,0.0,112612.5,1991-11-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-27,21,True,0,10725,2616,Mid-term,English
+4514,10164192,0.0,1199516.0,2012-12-21,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-08-06,20,False,0,3018,3886,Short-term,English
+4515,10168075,0.0,666655.0,1995-03-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-02-21,17,False,0,9523,4417,Mid-term,English
+4516,10170967,0.0,135120.1142857143,1995-05-01,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-18,6,False,0,9462,3662,Mid-term,English
+4517,10172480,0.0,237486.01066666673,2010-07-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-11-08,22,True,0,3922,3427,Short-term,English
+4518,10177351,0.0,657824.8,1991-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-18,21,False,0,10725,3631,Mid-term,English
+4519,10179474,267.2761904761905,101030.40000000001,1966-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-06-15,21,True,1,19993,2842,Long-term,English
+4520,10182870,198.66666666666666,30396.0,2013-04-18,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-10-20,9,True,1,2900,2350,Short-term,Unknown
+4522,10194239,419.07199999999995,729185.2799999999,1971-02-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,Japanese,Standard,2008-11-28,15,False,1,18303,4502,Long-term,Asian
+4523,10195050,255.04761904761907,294580.0,1994-04-15,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-07,15,True,1,9843,2332,Mid-term,English
+4525,10200165,801.6666666666667,817700.0000000001,1983-03-01,20,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2014-03-16,20,True,1,13906,2568,Mid-term,English
+4526,10201624,187.56,343985.04000000004,1990-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-10,14,True,1,11349,2847,Mid-term,English
+4527,10210158,0.0,899626.4000000001,1989-01-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-06-20,17,True,0,11773,4663,Mid-term,English
+4528,10213213,152.01904761904765,110365.82857142859,1964-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-19,22,False,1,20874,2016,Long-term,English
+4529,10213533,0.0,1549712.5,1997-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-30,21,True,0,8670,3344,Mid-term,English
+4531,10218750,0.0,233876.98285714287,1979-08-01,18,True,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-05,18,True,0,15214,1908,Long-term,English
+4532,10219245,0.0,35933.333333333336,1997-06-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2016-05-25,7,True,0,8700,1767,Mid-term,English
+4533,10224591,0.0,80330.4,1989-07-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-13,15,True,0,11592,2449,Mid-term,English
+4534,10225653,0.0,55268.19047619048,1966-10-15,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-06-16,4,True,0,19887,1745,Long-term,English
+4535,10226251,0.0,486909.25714285724,1988-04-01,15,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-08,15,True,0,12048,2301,Mid-term,English
+4536,10230736,214.5173333333333,390207.0293333333,1963-10-01,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-27,17,False,1,20997,2616,Long-term,English
+4538,10235288,137.24,198998.0,2011-02-01,10,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-08,10,True,1,3707,2331,Short-term,English
+4539,10236787,0.0,49767.68,1993-04-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2016-09-23,12,True,0,10208,1646,Mid-term,English
+4540,10238788,0.0,885729.6000000001,1990-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,51-100,English,Premier,2012-07-21,16,True,0,11104,3171,Mid-term,English
+4542,10244563,0.0,1883606.4000000001,1995-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-02-25,18,False,0,9537,2587,Mid-term,English
+4543,10245607,0.0,335742.4000000001,1997-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,German,Standard,2015-02-01,21,True,0,8625,2246,Mid-term,European
+4544,10245769,0.0,1424366.666666667,1998-03-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2008-11-14,14,True,0,8427,4516,Mid-term,English
+4546,10251095,398.9885714285715,69823.00000000001,1993-03-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-04,5,True,1,10253,3126,Mid-term,English
+4547,10251188,0.0,85236.17142857146,2012-12-28,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-20,15,True,0,3011,2350,Short-term,English
+4548,10253329,122.49333333333334,89175.14666666667,1978-05-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2015-04-07,7,True,1,15657,2181,Long-term,English
+4549,10255214,0.0,151877.1466666667,2009-11-04,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-09-12,11,True,0,4161,4214,Short-term,English
+4551,10263251,0.0,201495.84000000003,1984-06-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-11,21,True,0,13448,2816,Mid-term,English
+4552,10265645,0.0,353608.32000000007,2012-02-09,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-06-24,18,False,0,3334,1737,Short-term,English
+4555,10272888,0.0,385228.80000000005,1997-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-06,19,False,0,8670,3521,Mid-term,English
+4556,10278680,0.0,471532.88000000006,1989-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-21,19,True,0,11592,3718,Mid-term,English
+4557,10279126,0.0,130593.23333333334,1995-04-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Italian,Premier,2013-10-20,13,True,0,9478,2715,Mid-term,European
+4558,10279191,0.0,62632.60952380952,1995-04-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-28,4,True,0,9478,2464,Mid-term,English
+4559,10279464,216.5333333333333,51967.99999999999,1974-09-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-31,12,False,1,17009,2035,Long-term,English
+4560,10280506,0.0,542513.52,1995-01-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-01-18,18,True,0,9582,3356,Mid-term,English
+4561,10280978,0.0,236155.7333333334,2017-11-27,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-10-15,20,True,0,1216,3085,Short-term,English
+4562,10288931,0.0,455930.15238095244,1971-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-03-20,19,False,0,18317,5121,Long-term,English
+4563,10288986,305.61904761904765,210877.1428571429,1971-06-01,5,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-11-25,5,False,1,18197,2679,Long-term,English
+4564,10290104,0.0,67377.6,2013-05-02,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-14,15,False,0,2886,2843,Short-term,English
+4565,10290162,0.0,79592.22857142857,2000-04-04,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-22,8,True,0,7662,3627,Mid-term,English
+4567,10298255,434.4761904761905,1564114.2857142857,1994-08-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-05,25,False,1,9735,4040,Mid-term,English
+4568,10300123,0.0,1350331.8399999999,1995-02-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-27,22,True,0,9537,3378,Mid-term,English
+4569,10300318,0.0,257946.37916666668,2007-10-18,11,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-04-04,11,True,0,4909,2184,Short-term,English
+4570,10302271,430.79523809523806,178349.22857142854,2016-06-29,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-07-01,18,True,1,1732,2826,Short-term,Unknown
+4571,10303521,0.0,914067.2,1996-03-15,19,True,True,True,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-29,19,False,0,9143,2979,Mid-term,English
+4572,10304444,0.0,1425319.5000000002,1995-01-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-11-23,15,True,0,9582,4142,Mid-term,English
+4573,10315876,130.98666666666665,223987.19999999998,1993-02-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-11,15,False,1,10267,2267,Mid-term,English
+4574,10318453,155.86666666666667,300199.2,1961-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-08-23,18,False,1,21866,2043,Long-term,English
+4575,10320967,604.6733333333333,609510.72,2018-03-11,14,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,N,11-50,English,Standard,2013-06-26,14,True,1,1112,2831,Short-term,English
+4576,10328575,0.0,67398.76000000001,1986-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-18,15,True,0,12688,2535,Mid-term,English
+4577,10328759,0.0,77051.33333333334,1995-10-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-12,10,False,0,9309,3180,Mid-term,English
+4578,10329993,0.0,447830.19047619053,1996-05-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-30,17,True,0,9096,3831,Mid-term,English
+4580,10335940,263.2952380952381,266454.78095238097,1971-04-15,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-14,23,False,1,18244,2813,Long-term,English
+4581,10341790,175.32000000000002,152002.44000000003,1983-08-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-14,17,True,1,13753,2721,Mid-term,English
+4582,10343619,0.0,646820.7999999999,1998-08-13,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-09-30,15,True,0,8262,3831,Mid-term,English
+4583,10343980,278.56666666666666,529276.6666666666,1970-08-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-30,19,True,1,18501,2067,Long-term,English
+4585,10347374,0.0,57193.20000000001,1984-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-05,18,True,0,13312,3095,Mid-term,English
+4586,10349009,1773.7333333333333,404411.2,1994-10-15,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-09-23,19,False,1,9660,2742,Mid-term,English
+4590,10354132,0.0,366341.3333333334,1986-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-04-15,20,True,0,12838,1807,Mid-term,English
+4592,10357082,0.0,153034.36,1989-03-01,19,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-12-31,19,True,0,11714,2278,Mid-term,Unknown
+4594,10359925,0.0,54202.72000000001,1983-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-27,11,True,0,13892,2220,Mid-term,English
+4596,10360715,327.17333333333335,208736.58666666667,1968-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-11,22,False,1,19323,2601,Long-term,English
+4597,10362208,0.0,922628.5714285714,1988-03-01,27,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-07-17,27,True,0,12079,2810,Mid-term,English
+4598,10364622,152.18666666666667,204538.88,1987-04-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-07-25,14,True,1,12400,1706,Mid-term,English
+4599,10367947,0.0,2437889.9999999995,1989-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2010-09-15,19,True,0,11714,3846,Mid-term,English
+4600,10373628,296.1333333333333,130298.66666666667,1994-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-05-26,22,True,1,9735,3958,Mid-term,English
+4601,10375032,316.3333333333333,601033.3333333333,2003-07-08,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-04,25,True,1,6472,2670,Mid-term,English
+4602,10376325,0.0,449107.2000000001,1996-06-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-11,23,False,0,9065,3394,Mid-term,English
+4603,10382566,0.0,213972.2,1979-08-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-10,17,False,0,15214,2178,Long-term,English
+4604,10382824,154.64000000000001,27525.920000000002,1983-02-15,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-13,2,True,1,13920,2510,Mid-term,English
+4605,10383232,0.0,5013016.666666666,1997-05-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,500+,English,Standard,2010-01-19,13,True,0,8731,4085,Mid-term,English
+4606,10388041,0.0,273755.5748571428,1993-05-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2016-06-16,24,True,0,10192,1745,Mid-term,English
+4607,10389029,209.0857142857143,538186.6285714286,2010-10-04,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-06,22,True,1,3827,2425,Short-term,English
+4608,10389302,0.0,3457960.0,1992-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-01-06,20,True,0,10587,3368,Mid-term,English
+4609,10391902,129.05333333333334,58848.32,1962-05-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-30,19,True,1,21501,2248,Long-term,English
+4610,10394444,302.0190476190476,652361.142857143,2013-09-19,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-09,18,True,1,2746,3091,Short-term,English
+4611,10394805,0.0,224425.44761904766,1996-06-01,16,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-04,16,True,0,9065,3065,Mid-term,English
+4612,10396526,1303.0666666666666,2005419.6,1972-01-01,19,False,False,False,NOTICE,MAIL,Y,Y,Y,Y,Y,Y,Y,Y,Y,101-500,English,Standard,2011-05-24,19,False,1,17983,3595,Long-term,English
+4613,10397865,0.0,498828.5714285715,1981-06-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-10,25,True,0,14544,3029,Long-term,English
+4614,10398596,0.0,414718.4761904762,1996-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-04-11,23,False,0,9186,2542,Mid-term,Unknown
+4615,10400963,0.0,451383.54285714286,1991-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-11,23,False,0,10984,3394,Mid-term,English
+4616,10401020,0.0,2386710.0000000005,1992-02-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,Japanese,Standard,2010-01-30,27,True,0,10647,4074,Mid-term,Asian
+4617,10406147,0.0,93463.18800000001,1996-08-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-17,21,True,0,8990,2595,Mid-term,English
+4619,10408106,249.89333333333335,43981.22666666667,1990-11-01,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-11,2,True,1,11104,3485,Mid-term,English
+4621,10411517,0.0,716954.1600000001,1991-09-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2006-03-12,6,False,0,10786,5494,Mid-term,English
+4622,10421488,0.0,435897.8742857144,1990-11-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-05,18,True,0,11104,1908,Mid-term,English
+4623,10424898,0.0,948141.2571428572,1990-12-15,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-13,19,True,0,11060,2964,Mid-term,English
+4624,10426798,0.0,449278.72,1982-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-01,17,False,0,14135,2976,Mid-term,English
+4625,10428282,0.0,38515.200000000004,1995-10-15,18,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2014-12-13,18,True,0,9295,2296,Mid-term,English
+4626,10428773,0.0,673577.142857143,2003-05-12,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-21,15,False,0,6529,3749,Mid-term,English
+4627,10429179,435.81333333333333,66243.62666666666,1993-04-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-04,4,True,1,10222,3157,Mid-term,English
+4630,10436262,0.0,478330.9714285714,1995-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-03,18,False,0,9234,3432,Mid-term,English
+4632,10439668,0.0,211857.6,2010-08-19,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,German,Premier,2014-05-11,19,True,0,3873,2512,Short-term,European
+4633,10439857,0.0,301113.52,1998-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-04,17,False,0,8305,3035,Mid-term,English
+4634,10440377,0.0,294100.0,1993-04-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-08-14,21,True,0,10208,3878,Mid-term,English
+4636,10448416,0.0,66076.56000000001,1988-12-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-08-01,9,False,0,11804,2065,Mid-term,English
+4638,10461923,211.65714285714284,566182.857142857,1977-12-15,25,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-03-29,25,True,1,15808,2190,Long-term,English
+4639,10464275,0.0,895773.9093333335,1976-04-15,14,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-25,14,False,0,16417,3349,Long-term,English
+4640,10467174,0.0,31043.428571428572,1998-08-19,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-05-27,4,True,0,8256,2861,Mid-term,English
+4641,10468807,0.0,461914.2,1996-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-12-24,18,False,0,9096,4111,Mid-term,English
+4642,10471781,0.0,155679.33333333337,1990-10-01,11,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-25,11,False,0,11135,3349,Mid-term,English
+4643,10473110,0.0,198920.40000000002,1998-02-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-11-27,21,True,0,8455,2312,Mid-term,English
+4644,10477877,0.0,424493.3333333334,2005-08-02,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2006-10-20,5,True,0,5716,5272,Short-term,English
+4645,10482089,0.0,122160.96,2004-07-16,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-01,12,False,0,6098,2856,Short-term,English
+4648,10487204,0.0,18820.8,1985-11-01,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-02,3,False,0,12930,3067,Mid-term,English
+4649,10491476,0.0,193310.4,1995-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2013-06-18,18,True,0,9523,2839,Mid-term,English
+4651,10494221,502.9666666666667,644300.3,1977-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,51-100,English,Premier,2013-01-22,21,True,1,16005,2986,Long-term,English
+4652,10495068,500.97142857142853,804560.1142857141,2000-07-05,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-11-13,11,True,1,7570,4517,Mid-term,English
+4653,10497411,0.0,457580.03200000006,1998-02-15,21,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-23,21,True,0,8441,3991,Mid-term,English
+4655,10499332,0.0,327288.00000000006,1988-08-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-12,18,True,0,11912,2358,Mid-term,English
+4656,10506260,0.0,524876.8,1996-06-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-03-30,15,True,0,9065,4015,Mid-term,English
+4657,10507026,0.0,207901.34399999998,1982-08-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,Y,Y,6-10,Unknown,Premier,2014-03-20,19,True,0,14118,2564,Mid-term,Unknown
+4658,10507374,0.0,8328790.080000002,1991-05-01,18,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,Y,N,Y,500+,Spanish,Premier,2012-01-02,18,False,0,10923,3372,Mid-term,European
+4659,10513473,0.0,144524.52000000002,1980-08-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-07-06,21,True,0,14834,4282,Long-term,English
+4660,10514937,200.7619047619048,167234.6666666667,1976-06-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-05,7,False,1,16356,2365,Long-term,English
+4661,10515191,0.0,265840.45714285714,1981-11-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-29,22,True,0,14391,2129,Long-term,English
+4663,10517402,313.8,69036.0,1976-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-03-07,20,False,1,16264,2212,Long-term,English
+4665,10517863,0.0,132322.66666666666,1996-02-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-16,11,False,0,9186,2111,Mid-term,English
+4666,10522253,0.0,259272.22666666668,1995-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-10-21,19,False,0,9248,4175,Mid-term,English
+4667,10526541,0.0,238773.3333333333,1998-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-24,22,False,0,8455,2315,Mid-term,English
+4668,10528073,0.0,692870.7000000001,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-06,17,False,0,8670,2547,Mid-term,English
+4669,10529962,0.0,257992.0,1992-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-15,17,False,0,10647,3146,Mid-term,English
+4670,10532237,0.0,49619.42857142857,1975-04-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-04-10,10,True,0,16797,2543,Long-term,Unknown
+4671,10532552,0.0,638747.4285714285,2008-01-22,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-03-15,19,True,0,4813,2934,Short-term,English
+4672,10535318,0.0,490662.09523809527,1996-12-15,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-09-22,8,True,0,8868,3108,Mid-term,English
+4673,10535654,425.48380952380955,1174335.3142857144,1993-10-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-11,20,True,1,10039,3272,Mid-term,English
+4674,10536975,0.0,919013.3333333335,1996-06-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-11-04,22,True,0,9065,3065,Mid-term,English
+4675,10539566,0.0,158400.0,2007-02-20,15,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-10-07,15,True,0,5149,2728,Short-term,English
+4676,10541550,551.7408,740987.8944,1966-05-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2008-10-14,17,True,1,20054,4547,Long-term,English
+4677,10543119,0.0,89135.33333333333,1993-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-09,19,False,0,10222,2848,Mid-term,English
+4678,10544676,0.0,205027.68000000002,1991-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-03-12,18,True,0,10984,2937,Mid-term,English
+4680,10546756,0.0,782524.4,1986-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-30,23,True,0,12674,2128,Mid-term,English
+4681,10551332,184.81904761904764,37703.08571428572,1965-08-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-27,4,False,1,20327,2251,Long-term,English
+4682,10552165,0.0,637721.4285714286,1995-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-12-01,19,False,0,9537,4134,Mid-term,English
+4683,10553925,0.0,213619.22400000005,1995-02-15,21,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Vietnamese,Premier,2016-03-26,21,True,0,9537,1827,Mid-term,Asian
+4685,10557511,0.0,111009.60000000002,1995-10-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-20,13,True,0,9295,3841,Mid-term,English
+4686,10557877,167.04761904761907,123615.2380952381,1998-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-03,20,False,1,8413,2124,Mid-term,English
+4688,10563488,203.42857142857144,239232.0,1960-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-16,21,True,1,22061,2384,Long-term,English
+4689,10564598,0.0,346967.5733333334,1996-11-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-23,22,True,0,8898,2681,Mid-term,English
+4690,10566048,140.384,331727.392,1969-01-01,17,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2015-06-03,17,True,1,19078,2124,Long-term,English
+4691,10566927,0.0,33711.0,1990-10-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-07-02,2,True,0,11121,2460,Mid-term,English
+4692,10570550,324.7226666666667,283482.88800000004,1993-02-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-09-12,9,True,1,10267,3484,Mid-term,English
+4694,10577992,0.0,1726848.9333333333,1990-12-01,47,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-28,47,True,0,11074,2768,Mid-term,English
+4695,10578125,0.0,957713.0952380953,2010-06-05,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-12,25,True,0,3948,3149,Short-term,English
+4696,10578173,0.0,74451.13866666667,1988-01-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-25,22,True,0,12125,3349,Mid-term,English
+4697,10583660,0.0,721764.6428571428,1997-08-01,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,N,6-10,English,Premier,2012-03-30,10,True,0,8639,3284,Mid-term,English
+4699,10586418,0.0,1933363.8,1995-08-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2010-02-27,15,True,0,9370,4046,Mid-term,English
+4700,10589589,0.0,282875.4133333334,1995-07-01,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-02-17,7,True,0,9401,2595,Mid-term,English
+4701,10591222,0.0,627984.0,2002-03-21,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-11-17,21,True,0,6946,3052,Mid-term,English
+4702,10592047,0.0,709305.1047619049,1983-09-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-13,23,True,0,13722,2540,Mid-term,English
+4703,10595785,0.0,923953.4285714286,1995-10-15,37,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-03-06,37,False,0,9295,2943,Mid-term,Unknown
+4704,10596667,299.61904761904765,250481.52380952385,1995-08-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-26,19,True,1,9356,3074,Mid-term,English
+4705,10597359,94.49142857142857,120760.0457142857,1970-02-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2017-07-05,18,True,1,18682,1361,Long-term,English
+4706,10599804,0.0,333223.3142857143,1996-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-16,17,True,0,9172,4119,Mid-term,English
+4707,10601470,0.0,27707.68,1997-05-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-20,3,True,0,8717,2745,Mid-term,English
+4708,10604361,0.0,625947.4285714286,1991-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-05,18,True,0,10786,3003,Mid-term,English
+4709,10608739,0.0,509780.32,1988-02-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-04,21,True,0,12094,3462,Mid-term,English
+4710,10611267,0.0,128968.00000000003,1995-11-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-25,21,True,0,9278,2498,Mid-term,English
+4711,10612484,310.6333333333334,156559.2,1976-02-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-03-20,24,False,1,16477,2199,Long-term,English
+4712,10612689,0.0,499019.04000000004,1986-04-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-21,21,True,0,12779,2076,Mid-term,English
+4713,10612709,0.0,98801.56000000001,1996-01-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-12,23,True,0,9203,2054,Mid-term,English
+4714,10616469,0.0,244029.86666666667,2013-06-22,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-05,8,True,0,2835,3765,Short-term,English
+4716,10619935,249.2380952380953,88978.00000000003,1993-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-22,17,False,1,10298,2713,Mid-term,English
+4719,10625915,0.0,69888.0,1990-03-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-28,4,True,0,11349,2130,Mid-term,English
+4723,10631706,0.0,807970.2857142857,1996-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-08,20,False,0,9172,4006,Mid-term,English
+4726,10639517,363.9428571428572,407979.9428571429,1992-01-01,19,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2011-07-23,19,True,1,10678,3535,Mid-term,English
+4727,10643533,0.0,407616.64,1988-08-01,12,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-18,12,True,0,11926,2352,Mid-term,English
+4728,10648715,0.0,670895.2380952381,1995-09-01,16,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-02-13,16,True,0,9339,3330,Mid-term,English
+4729,10649029,377.71999999999997,956764.76,1974-12-25,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-08-25,17,True,1,16894,3136,Long-term,English
+4733,10667153,0.0,394798.9733333334,1990-08-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-11,19,False,0,11196,2601,Mid-term,English
+4734,10667169,416.25142857142856,566101.9428571429,1978-06-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-23,17,True,1,15626,3412,Long-term,English
+4735,10669367,243.54666666666668,182172.90666666668,1979-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-15,22,False,1,15078,2173,Long-term,English
+4736,10670283,0.0,979739.4285714286,1995-10-01,24,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-15,24,True,0,9309,3177,Mid-term,English
+4737,10671111,0.0,695406.8571428572,1995-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-15,18,False,0,9568,3177,Mid-term,English
+4738,10671180,0.0,126101.04000000001,1997-02-01,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-23,6,True,0,8820,3473,Mid-term,English
+4739,10671761,0.0,441570.92571428575,1992-10-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-04-14,8,True,0,10404,4000,Mid-term,English
+4741,10675566,0.0,54349.285714285725,1995-03-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Standard,2015-01-20,5,True,0,9523,2258,Mid-term,Asian
+4742,10676019,435.5,850531.5,1972-01-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-10-25,21,True,1,17983,2710,Long-term,English
+4743,10676891,0.0,118217.14285714287,1992-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-03,15,True,0,10647,3280,Mid-term,English
+4744,10680822,0.0,748314.8400000001,1991-04-15,15,True,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-12-17,15,True,0,10939,3753,Mid-term,English
+4745,10684455,1350.0,1968300.0,1981-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-11-30,18,True,1,14483,2309,Long-term,English
+4746,10686355,0.0,406175.952,1989-07-01,23,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-03-02,23,True,0,11592,2582,Mid-term,English
+4747,10689907,0.0,1181588.4000000001,1991-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-29,18,False,0,10984,3010,Mid-term,English
+4748,10692391,0.0,96098.37714285712,1990-11-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-04,17,True,0,11104,3523,Mid-term,English
+4749,10694022,0.0,1427844.6,2006-12-27,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-10-01,15,True,0,5204,3099,Short-term,English
+4753,10700912,0.0,322963.2,1995-01-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-30,20,True,0,9568,3223,Mid-term,English
+4755,10701451,0.0,524862.0000000001,1997-12-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-05-07,20,True,0,8503,2151,Mid-term,English
+4756,10702497,275.8628571428571,372966.5828571428,1994-08-01,26,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-03-10,26,True,1,9735,2574,Mid-term,Unknown
+4757,10703064,121.61333333333334,396945.92000000004,1979-08-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-16,24,True,1,15214,2172,Long-term,English
+4758,10705010,0.0,544267.92,1996-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-30,21,False,0,8929,3528,Mid-term,English
+4759,10708619,0.0,676542.3238095237,1992-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-02,22,True,0,10647,2794,Mid-term,English
+4760,10708958,0.0,466834.2857142856,2017-02-13,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-04-10,24,True,0,1503,2543,Short-term,Unknown
+4761,10712192,0.0,304537.6,1996-06-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-14,20,True,0,9051,2144,Mid-term,English
+4762,10712654,151.50476190476192,68177.14285714286,1981-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2015-09-23,18,False,1,14530,2012,Long-term,English
+4763,10715333,0.0,198741.06666666665,2008-01-21,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Standard,2013-03-08,5,False,0,4814,2941,Short-term,Unknown
+4764,10719451,0.0,236588.0,1992-01-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-04,11,True,0,10664,2549,Mid-term,English
+4765,10727717,133.88,216885.6,1978-08-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-12,18,True,1,15565,2297,Long-term,English
+4766,10731676,0.0,981959.9999999999,2015-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-08-01,18,False,0,2187,3160,Short-term,English
+4768,10744484,0.0,307020.00000000006,1998-02-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-02-19,5,True,0,8441,4419,Mid-term,English
+4769,10747888,0.0,535496.0000000001,1991-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-07,20,False,0,10770,2850,Mid-term,English
+4770,10750455,0.0,523418.3333333333,1991-01-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2012-07-09,19,True,0,11043,3183,Mid-term,Unknown
+4771,10752250,0.0,439383.36000000004,1990-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-07,19,True,0,11335,2667,Mid-term,English
+4772,10755866,0.0,378064.76190476195,1996-03-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-09-24,8,True,0,9157,5663,Mid-term,English
+4774,10757567,667.5809523809525,811778.4380952382,1979-05-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-08-07,16,True,1,15292,5711,Long-term,English
+4775,10767763,0.0,78472.32380952382,1987-09-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-06-19,11,True,0,12247,3934,Mid-term,Unknown
+4776,10770586,273.1190476190476,90129.2857142857,1970-01-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-05-31,11,True,1,18713,2492,Long-term,Unknown
+4777,10770848,0.0,266283.8857142857,2004-04-20,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-24,16,True,0,6185,3411,Short-term,English
+4778,10774891,0.0,602480.0,1996-10-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-22,25,False,0,8943,2378,Mid-term,English
+4779,10779225,0.0,183440.69333333336,1987-08-15,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-19,22,True,0,12278,3173,Mid-term,English
+4780,10780524,443.2133333333334,682548.5333333334,1993-05-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-16,22,True,1,10178,2323,Mid-term,English
+4782,10789256,0.0,58272.48000000001,1996-05-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-25,7,True,0,9096,2740,Mid-term,English
+4784,10791084,0.0,726440.0,1980-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-12,21,False,0,14895,3180,Long-term,English
+4785,10791843,0.0,368473.3333333333,1995-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-06,19,True,0,9309,2912,Mid-term,English
+4786,10792565,0.0,1175656.380952381,1996-08-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-23,20,True,0,9004,4142,Mid-term,English
+4788,10793732,0.0,985377.2190476193,1988-08-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-13,20,True,0,11926,3330,Mid-term,English
+4789,10794920,511.3333333333334,1097832.666666667,2004-12-24,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-07-14,19,False,1,5937,3544,Short-term,English
+4790,10795923,0.0,106064.76800000001,1992-02-01,4,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,Y,Y,11-50,English,Premier,2014-10-12,4,False,0,10647,2358,Mid-term,English
+4791,10804873,0.0,501486.4,2000-12-14,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,11-50,English,Standard,2015-04-15,16,True,0,7408,2173,Mid-term,English
+4792,10804964,0.0,1068739.2,1988-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-01,18,True,0,11851,3282,Mid-term,English
+4793,10805063,724.1,1524954.6,1982-02-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-07-30,18,True,1,14299,2067,Long-term,English
+4794,10810512,0.0,870762.6666666667,1985-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-02,17,True,0,13220,3067,Mid-term,English
+4795,10811952,0.0,74357.90476190475,1995-04-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-25,23,False,0,9478,1980,Mid-term,English
+4796,10816497,119.63809523809523,145719.2,1993-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-08,21,True,1,10192,1784,Mid-term,English
+4798,10816937,0.0,524488.3200000001,1989-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-19,23,True,0,11742,2504,Mid-term,English
+4799,10817122,0.0,135525.12,1996-10-01,7,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-23,7,True,0,8943,2255,Mid-term,English
+4800,10817263,534.547619047619,33141.95238095238,1994-07-15,1,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-03-30,1,True,1,9752,3284,Mid-term,Unknown
+4801,10817335,0.0,2571636.48,1997-05-15,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-10-07,24,True,0,8717,2728,Mid-term,English
+4802,10823186,0.0,350806.28571428574,1990-02-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-21,15,False,0,11363,2226,Mid-term,English
+4803,10827931,324.11428571428576,116681.14285714287,1993-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-04,18,False,1,10267,3249,Mid-term,English
+4804,10828924,0.0,539235.8400000001,2006-01-27,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-18,16,False,0,5538,3540,Short-term,English
+4805,10829413,0.0,904651.7760000001,1998-06-26,12,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-01,12,False,0,8310,3099,Mid-term,English
+4806,10830097,0.0,120803.57142857142,1991-09-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-11-13,15,True,0,10800,2326,Mid-term,English
+4807,10830816,293.28000000000003,593892.0000000001,1970-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-03,15,True,1,18440,2428,Long-term,English
+4810,10840368,0.0,657210.4000000001,1997-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-09-22,22,False,0,8837,3839,Mid-term,English
+4811,10844433,0.0,257210.71999999997,2010-08-25,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2014-03-24,20,True,0,3867,2560,Short-term,Unknown
+4812,10847073,277.0733333333333,88386.39333333333,1993-12-15,11,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-09-22,11,True,1,9964,3108,Mid-term,English
+4814,10854732,0.0,672792.6857142856,1981-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-21,18,True,0,14695,2956,Long-term,English
+4815,10854854,285.96190476190475,522452.39999999997,1960-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-02-01,21,True,1,22261,2976,Long-term,English
+4816,10855244,0.0,55941.013333333336,1959-02-01,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2016-02-26,14,True,0,22700,1856,Long-term,English
+4817,10857205,0.0,257638.08000000002,1997-10-15,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-09,18,True,0,8564,2422,Mid-term,English
+4818,10863451,621.3333333333334,1205386.6666666667,1972-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-03-20,20,True,1,17801,2199,Long-term,English
+4819,10864492,0.0,153950.72,1998-05-08,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-10-03,6,True,0,8359,3097,Mid-term,English
+4821,10866558,0.0,1509079.8857142858,1976-12-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2003-11-18,18,False,0,16173,6339,Long-term,English
+4823,10870507,0.0,103263.44,1998-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2014-08-24,21,False,0,8427,2407,Mid-term,Unknown
+4824,10872032,0.0,290958.5714285714,2009-06-08,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-04,15,True,0,4310,3065,Short-term,English
+4825,10881599,0.0,1199813.216,2010-11-30,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-11-05,23,True,0,3770,3795,Short-term,English
+4827,10882675,217.60960000000003,115550.69760000001,1979-03-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-15,9,False,1,15353,2355,Long-term,English
+4828,10884160,0.0,588321.0666666668,1998-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-18,19,True,0,8427,3448,Mid-term,English
+4829,10884391,0.0,316966.6666666666,1998-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-11-23,20,True,0,8441,2681,Mid-term,English
+4831,10886772,0.0,974079.0,1970-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-03-26,15,False,0,18609,4019,Long-term,English
+4832,10890625,0.0,457865.17028571427,1995-10-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-19,19,True,0,9309,2869,Mid-term,English
+4833,10895663,0.0,839217.8666666667,1999-09-08,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Standard,2009-05-27,23,False,0,7871,4322,Mid-term,Unknown
+4834,10896320,0.0,420595.2,1974-05-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-29,21,True,0,17132,2920,Long-term,English
+4835,10900843,735.1933333333333,330837.0,1977-11-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-07-13,15,False,1,15838,2084,Long-term,English
+4836,10901611,0.0,467756.8000000001,1998-05-19,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-08-19,14,False,0,8348,3508,Mid-term,English
+4837,10907006,512.9,179515.0,1993-12-25,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2012-12-12,7,True,1,9954,3027,Mid-term,Unknown
+4838,10911974,0.0,272824.4380952381,1984-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-12-18,19,True,0,13569,1926,Mid-term,English
+4840,10912795,443.36666666666673,534700.2000000001,1974-10-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-23,18,True,1,16979,2742,Long-term,English
+4842,10918699,0.0,98830.70476190477,1998-06-23,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-23,22,False,0,8313,2165,Mid-term,English
+4843,10923543,0.0,957904.0,1997-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2012-07-21,19,True,0,8747,3171,Mid-term,Unknown
+4844,10927072,0.0,2026482.0000000002,1987-02-01,15,False,False,True,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,500+,English,Standard,2013-05-14,15,False,0,12473,2874,Mid-term,English
+4845,10927995,823.1333333333334,1285734.2666666668,1980-04-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-06-21,11,True,1,14970,4297,Long-term,English
+4846,10928150,0.0,2750440.0000000005,1998-02-15,14,True,False,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2011-05-11,14,True,0,8441,3608,Mid-term,English
+4847,10931598,0.0,33546.240000000005,1996-07-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Chinese,Standard,2015-01-10,8,False,0,9021,2268,Mid-term,Asian
+4848,10933014,0.0,243302.64,1994-12-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-09,17,False,0,9613,2422,Mid-term,English
+4851,10935400,0.0,521872.0,1998-02-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-04,21,True,0,8441,2639,Mid-term,English
+4852,10935909,0.0,212643.60000000003,1998-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2014-01-29,15,True,0,8455,2614,Mid-term,English
+4853,10939634,0.0,932008.0000000001,1995-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-05,21,True,0,9462,2579,Mid-term,English
+4854,10945268,328.4380952380953,730774.761904762,1993-10-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2012-04-03,25,False,1,10039,3280,Mid-term,European
+4855,10946989,0.0,1002576.1333333333,1987-12-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Premier,2011-07-06,23,True,0,12170,3552,Mid-term,European
+4856,10949371,0.0,30526.233333333334,2006-09-29,2,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2012-03-29,2,True,0,5293,3285,Short-term,English
+4858,10955147,0.0,2091770.7720000003,1984-02-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-23,21,True,0,13569,2985,Mid-term,English
+4859,10955996,0.0,105532.00000000003,1997-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-08-28,21,True,0,8792,3499,Mid-term,English
+4860,10959590,0.0,1062070.4640000004,1989-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,11-50,English,Standard,2013-05-04,20,False,0,11439,2884,Mid-term,English
+4861,10959749,0.0,698503.68,1986-07-01,24,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-04,24,True,0,12688,2700,Mid-term,English
+4863,10963296,229.65333333333334,181885.44,1992-04-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-05,9,False,1,10573,3278,Mid-term,English
+4866,10968984,253.15952380952382,170123.2,1982-02-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-08-23,24,False,1,14299,2043,Long-term,English
+4867,10974138,0.0,183697.92,1997-08-15,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-02-23,10,True,0,8625,1859,Mid-term,English
+4869,10975229,0.0,267146.88,1988-11-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-09,18,True,0,11834,3640,Mid-term,English
+4870,10976642,0.0,160757.73333333334,1986-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-05-06,19,True,0,12796,2882,Mid-term,English
+4871,10977020,209.60000000000002,3144.0000000000005,1958-05-01,1,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-10-06,1,False,1,22976,1999,Long-term,English
+4872,10978529,0.0,175774.72000000003,1989-10-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2011-09-13,16,True,0,11486,3483,Mid-term,Asian
+4873,10979911,0.0,1574567.4880000001,1996-10-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-02-02,20,False,0,8929,3341,Mid-term,English
+4874,10982100,368.8533333333334,225738.24000000005,1994-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-07-12,17,False,1,9660,2815,Mid-term,English
+4875,10982860,0.0,557272.8571428573,1999-09-27,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-09,25,True,0,7852,4248,Mid-term,English
+4876,10985232,0.0,417034.4000000001,1995-10-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-12,21,True,0,9295,2876,Mid-term,English
+4877,10986502,0.0,668899.7714285714,1998-06-24,20,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-25,20,True,0,8312,2253,Mid-term,English
+4878,10986969,0.0,1042334.7200000001,1987-02-01,28,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-04,28,True,0,12473,2427,Mid-term,English
+4879,10986980,0.0,1266549.232,1986-12-25,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-26,17,True,0,12511,4047,Mid-term,English
+4880,10987774,236.552380952381,84449.20000000001,1964-10-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-01-21,21,True,1,20617,2622,Long-term,Unknown
+4881,10989941,0.0,2732400.0,1997-05-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-07-13,23,False,0,8717,3179,Mid-term,English
+4882,10991952,0.0,3351348.0,2010-07-09,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2012-07-31,15,False,0,3914,3161,Short-term,English
+4883,10997118,0.0,72424.8,1990-07-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-09,15,True,0,11213,2300,Mid-term,English
+4884,11000868,0.0,2490764.6400000006,2014-01-21,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-09-03,21,False,0,2622,2397,Short-term,English
+4885,11003824,0.0,927459.7714285714,1984-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-01-29,18,True,0,13387,5171,Mid-term,English
+4886,11010846,0.0,798522.0249999999,1977-01-15,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,N,101-500,English,Premier,2010-01-05,19,True,0,16142,4099,Long-term,English
+4887,11013288,0.0,241982.40000000002,1979-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-10,22,False,0,15078,2178,Long-term,English
+4888,11014271,425.2916666666667,120782.83333333334,2002-07-24,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2014-11-19,4,False,1,6821,2320,Mid-term,Unknown
+4889,11014774,0.0,261772.2466666667,1987-10-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-16,19,False,0,12231,3450,Mid-term,English
+4890,11019510,0.0,521416.1333333334,1988-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-12-03,23,True,0,12079,3036,Mid-term,English
+4892,11022199,0.0,100419.84,2007-12-28,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-11-25,18,False,0,4838,3410,Short-term,English
+4896,11031698,0.0,312239.48571428575,1997-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-17,17,True,0,8792,3236,Mid-term,English
+4897,11039906,0.0,417364.1142857143,1998-10-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-09,12,True,0,8199,3213,Mid-term,English
+4898,11040746,0.0,92637.44000000002,1997-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Standard,2014-04-14,14,True,0,8670,2539,Mid-term,European
+4900,11047111,786.8666666666668,642083.2000000001,2017-11-19,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-04-15,17,False,1,1224,2538,Short-term,English
+4901,11047981,0.0,253043.80952380953,2005-10-28,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-29,20,True,0,5629,3193,Short-term,English
+4902,11048118,0.0,135094.96000000002,1986-11-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-10,22,True,0,12551,2209,Mid-term,English
+4903,11051678,0.0,1021315.0,2012-08-18,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-09-28,23,True,0,3143,4563,Short-term,English
+4904,11053673,0.0,383295.1200000001,1998-04-01,12,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-12,12,True,0,8396,2876,Mid-term,English
+4906,11056810,0.0,606101.6000000001,1994-07-01,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-31,13,False,0,9766,3374,Mid-term,English
+4907,11057714,0.0,773338.361904762,2011-10-13,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-10-05,19,True,0,3453,4922,Short-term,English
+4908,11063167,441.0666666666666,352853.33333333326,2003-09-29,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-07-08,16,False,1,6389,3184,Mid-term,English
+4909,11067523,0.0,218526.78095238097,1997-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-10,19,True,0,8670,2908,Mid-term,English
+4910,11069384,125.93333333333335,264460.00000000006,1977-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-03,21,True,1,16156,2216,Long-term,English
+4911,11070249,591.9,632149.2,1993-01-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2012-01-24,12,True,1,10298,3350,Mid-term,Unknown
+4912,11072294,0.0,762888.0,1998-06-17,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-29,19,True,0,8319,3863,Mid-term,English
+4913,11075613,0.0,1348963.1999999997,1997-04-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-02-09,27,False,0,8761,2238,Mid-term,English
+4914,11076577,0.0,345101.99999999994,1995-09-01,21,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-05,21,True,0,9339,1969,Mid-term,English
+4915,11083225,623.2,109683.20000000001,1993-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-12-18,16,True,1,9978,4117,Mid-term,English
+4916,11083757,0.0,2200958.9333333336,1990-07-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-07-17,23,True,0,11213,2810,Mid-term,English
+4917,11085898,0.0,1053695.238095238,1992-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-20,20,False,0,10587,4359,Mid-term,English
+4918,11086243,280.32380952380953,375633.9047619048,2015-01-07,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-14,20,False,1,2271,2935,Short-term,English
+4919,11086643,0.0,521702.4,1988-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-31,21,False,0,12079,3708,Mid-term,English
+4920,11088259,0.0,59755.885714285716,1988-03-15,4,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-18,4,True,0,12065,2413,Mid-term,English
+4921,11088307,0.0,895356.0,1991-04-01,22,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-04-07,22,True,0,10953,2911,Mid-term,English
+4922,11089458,0.0,723554.4,1992-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-19,15,False,0,10359,3324,Mid-term,English
+4923,11089809,247.0952380952381,22238.57142857143,1971-02-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-10-27,6,True,1,18317,2343,Long-term,Unknown
+4924,11095787,290.2838095238095,447327.35047619045,1993-01-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,Y,Y,6-10,English,Premier,2014-04-26,23,True,1,10298,2527,Mid-term,English
+4925,11098007,0.0,275312.128,2005-04-26,10,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-24,10,False,0,5814,2285,Short-term,English
+4927,11103011,721.5,1793649.0,1998-10-30,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-08-11,22,True,1,8184,3881,Mid-term,English
+4928,11104288,250.4,957028.8,2017-03-31,39,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,Y,Y,11-50,English,Standard,2015-03-11,39,False,1,1457,2208,Short-term,English
+4929,11106633,0.0,392641.55047619046,1998-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-27,19,True,0,8441,2891,Mid-term,English
+4930,11111029,0.0,2447095.4666666663,2015-05-19,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-10-19,20,True,0,2139,3447,Short-term,English
+4932,11113605,653.104761904762,2163082.9714285717,1993-10-01,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-11-19,23,True,1,10039,5607,Mid-term,English
+4933,11115054,0.0,275064.00000000006,1985-01-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-08,15,True,0,13234,2727,Mid-term,English
+4934,11117640,363.4095238095238,103935.12380952381,2002-07-18,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-27,11,False,1,6827,3531,Mid-term,English
+4935,11120783,0.0,858408.0960000001,1987-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-02-06,18,True,0,12309,4798,Mid-term,English
+4936,11123109,0.0,83664.00000000001,1988-03-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-08,14,False,0,12065,2150,Mid-term,English
+4937,11123791,0.0,798395.3999999999,1997-04-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-09-04,18,True,0,8761,2761,Mid-term,English
+4938,11125023,0.0,889800.9066666666,1988-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-09,19,True,0,11926,2756,Mid-term,English
+4939,11127711,0.0,186546.66666666672,1990-03-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-16,25,False,0,11349,2050,Mid-term,English
+4940,11129358,0.0,2913939.0,1986-11-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2007-06-05,21,False,0,12551,5044,Mid-term,English
+4941,11129698,0.0,179063.46666666667,1991-10-15,8,True,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-10-11,8,True,0,10756,2359,Mid-term,English
+4942,11133608,0.0,849090.0,2007-06-05,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-09-20,11,True,0,5044,3476,Short-term,English
+4943,11133907,0.0,407699.76,1997-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-06-09,18,True,0,8806,2483,Mid-term,English
+4944,11134443,0.0,1664995.0000000002,1987-05-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-28,15,True,0,12384,3133,Mid-term,English
+4945,11141247,1095.7266666666667,2153102.9000000004,1993-10-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,Y,Y,Y,Y,Y,101-500,English,Premier,2013-12-22,15,True,1,10025,2652,Mid-term,English
+4947,11150094,0.0,388964.4,1995-09-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-05,15,True,0,9339,2607,Mid-term,English
+4948,11150866,0.0,211119.54285714286,1982-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-10-11,22,True,0,14165,2359,Mid-term,Unknown
+4949,11152767,300.7428571428572,277886.4,1971-12-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-18,7,True,1,18000,3082,Long-term,English
+4950,11154491,0.0,481204.1142857144,1990-02-15,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-03-25,11,True,0,11363,4750,Mid-term,English
+4951,11157259,212.93257142857144,156505.44,1966-07-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-08,15,False,1,19979,1905,Long-term,English
+4953,11159107,0.0,346220.80000000005,2005-01-19,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-26,15,True,0,5911,3440,Short-term,English
+4954,11160345,0.0,84875.99999999999,1984-02-01,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-26,6,False,0,13569,2770,Mid-term,English
+4955,11160536,176.05333333333334,385556.80000000005,1977-11-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-06,15,True,1,15838,2729,Long-term,English
+4957,11163987,0.0,357040.00000000006,1996-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-01-11,21,False,0,9217,3363,Mid-term,English
+4959,11172828,0.0,277125.12,1991-09-15,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-14,8,False,0,10786,3786,Mid-term,English
+4960,11174987,0.0,669201.6,1996-11-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-27,12,True,0,8912,3165,Mid-term,English
+4961,11176469,415.9428571428572,155978.57142857145,1982-09-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-16,15,False,1,14087,3907,Mid-term,English
+4962,11176708,0.0,296946.48000000004,1996-02-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-05-13,9,True,0,9186,3240,Mid-term,English
+4963,11176803,0.0,126532.40000000001,1991-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2006-04-03,15,True,0,10770,5472,Mid-term,English
+4964,11178048,0.0,753514.6666666669,2009-10-29,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-14,19,True,0,4167,3329,Short-term,English
+4965,11178946,0.0,643602.2857142858,1992-01-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-07-10,20,True,0,10678,2817,Mid-term,English
+4967,11182108,163.1619047619048,97897.14285714287,1968-12-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-01,20,False,1,19109,2096,Long-term,English
+4968,11182408,1089.7066666666667,653824.0,1993-06-01,20,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2003-06-06,20,True,1,10161,6504,Mid-term,English
+4969,11183488,3730.6533333333336,6580872.48,1990-12-25,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2010-08-28,12,True,1,11050,3864,Mid-term,English
+4971,11185189,0.0,1188746.16,1992-07-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-10-21,18,False,0,10496,3810,Mid-term,English
+4972,11186048,313.3333333333333,399500.0,1993-01-15,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-04-23,25,True,1,10298,2530,Mid-term,English
+4973,11186298,0.0,180400.8266666667,2015-08-12,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-07,17,True,0,2054,2120,Short-term,English
+4975,11190329,0.0,467034.48000000004,1991-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-11,18,False,0,10756,3363,Mid-term,English
+4976,11192664,0.0,130200.0,1996-03-15,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-24,14,True,0,9143,3076,Mid-term,English
+4978,11196805,0.0,356195.83999999997,1991-12-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,German,Premier,2013-09-17,11,False,0,10709,2748,Mid-term,European
+4979,11198321,0.0,1349632.3657142858,1996-09-15,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-01-20,16,True,0,8959,4449,Mid-term,English
+4980,11199124,0.0,348529.39333333337,1997-05-15,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Standard,2012-11-23,7,True,0,8717,3046,Mid-term,Unknown
+4981,11203066,277.8857142857143,450174.85714285716,2001-10-11,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-03-31,18,False,1,7107,2918,Mid-term,English
+4983,11212527,141.57333333333335,442841.3866666667,1976-01-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-09-24,23,True,1,16522,2376,Long-term,Unknown
+4985,11216676,0.0,1084160.0,1980-04-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-09,21,True,0,14956,2848,Long-term,English
+4986,11218374,0.0,620657.1428571428,1996-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-06-15,15,False,0,9112,3207,Mid-term,English
+4987,11224138,0.0,745710.0,1998-05-21,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-03-26,18,False,0,8346,2193,Mid-term,English
+4988,11225448,0.0,864735.5999999999,2010-06-11,19,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-03-13,19,True,0,3942,3667,Short-term,English
+4989,11225546,266.01120000000003,308306.9808,1984-07-01,19,True,False,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-02,19,False,1,13418,2672,Mid-term,English
+4990,11227127,0.0,790747.7760000002,1990-08-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-30,21,True,0,11196,3528,Mid-term,English
+4992,11233087,668.4000000000001,721872.0000000001,1968-05-06,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Hebrew,Premier,2009-05-01,8,False,1,19318,4348,Long-term,Asian
+4993,11233210,0.0,309166.29333333333,1990-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-08-31,22,True,0,11165,3496,Mid-term,English
+4994,11233550,0.0,91712.0,1987-04-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-08,12,False,0,12400,1905,Mid-term,English
+4996,11235638,337.584,499286.736,1975-09-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-19,17,True,1,16644,3142,Long-term,English
+4997,11238146,0.0,361534.17142857146,1980-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-11-14,19,True,0,14726,1960,Long-term,English
+4998,11239181,0.0,282318.99428571435,1990-04-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-21,8,True,0,11304,3628,Mid-term,English
+4999,11240043,0.0,1095113.066666667,2016-07-05,5,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-01-03,5,True,0,1726,3005,Short-term,English
+5000,11246554,0.0,1071911.866666667,2012-04-13,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-04-10,22,True,0,3270,4734,Short-term,English
+5001,11246863,0.0,151426.70400000003,1983-08-15,9,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-21,9,True,0,13739,3475,Mid-term,English
+5002,11247920,0.0,148339.68000000002,1974-04-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-29,18,True,0,17148,2889,Long-term,English
+5003,11251330,0.0,193462.1257142857,1996-06-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-30,19,True,0,9065,2827,Mid-term,English
+5004,11252655,0.0,629118.0,1998-07-20,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-06,18,True,0,8286,2971,Mid-term,English
+5006,11257922,292.18,489401.5,1993-08-01,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-07,25,False,1,10100,2636,Mid-term,English
+5007,11259570,216.51066666666668,509666.1093333334,1997-09-01,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-11,22,True,1,8608,2632,Mid-term,English
+5008,11267053,952.8666666666667,3144460.0,1994-10-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2013-05-11,22,True,1,9660,2877,Mid-term,Unknown
+5009,11267699,0.0,12907.142857142859,1995-12-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-04-28,6,False,0,9234,2160,Mid-term,English
+5010,11268960,190.0952380952381,231536.0,2015-03-17,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Greek,Standard,2014-12-20,21,False,1,2202,2289,Short-term,European
+5011,11269782,0.0,170945.07733333332,1989-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-27,19,False,0,11439,2192,Mid-term,English
+5012,11274992,139.46666666666667,303340.0,2012-07-18,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Portuguese,Premier,2014-10-16,15,False,1,3174,2354,Short-term,European
+5013,11275370,0.0,494366.9866666667,1997-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-18,22,True,0,8731,3601,Mid-term,English
+5014,11277787,364.1485714285714,879418.7999999999,1975-11-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-13,23,True,1,16583,2599,Long-term,English
+5016,11286997,0.0,979082.6666666667,1994-11-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-24,19,True,0,9629,3564,Mid-term,English
+5017,11288412,0.0,123804.0,1991-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-05-24,10,True,0,10862,3595,Mid-term,English
+5018,11289717,0.0,246535.13333333333,1991-02-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2015-04-20,19,True,0,11012,2168,Mid-term,English
+5020,11290872,0.0,495755.60000000003,1980-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-24,19,True,0,14803,3411,Long-term,English
+5021,11293497,135.69333333333336,295268.69333333336,1984-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-23,17,True,1,13555,2316,Mid-term,English
+5023,11298416,376.552380952381,128027.80952380954,2010-06-09,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2011-04-24,20,False,1,3944,3625,Short-term,European
+5024,11298432,576.6800000000001,380608.80000000005,1996-05-15,10,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-09-22,10,True,1,9082,2743,Mid-term,English
+5025,11302591,146.848,88843.04000000001,1961-02-01,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2016-12-25,11,True,1,21969,1553,Long-term,English
+5026,11304798,0.0,39942.857142857145,1997-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-06,18,False,0,8792,2517,Mid-term,English
+5028,11307292,547.36,1143982.4,1994-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-11,19,True,1,9721,3728,Mid-term,English
+5029,11307819,0.0,3402540.2666666666,2013-11-25,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,500+,English,Premier,2010-09-22,8,True,0,2679,3839,Short-term,English
+5030,11311264,0.0,132485.12000000002,1998-02-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-01-10,6,True,0,8441,4459,Mid-term,English
+5031,11311617,0.0,578094.0,1988-03-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-07-25,22,True,0,12079,2437,Mid-term,English
+5033,11312967,177.72000000000003,228903.36000000004,1994-10-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-19,14,True,1,9674,2746,Mid-term,English
+5035,11318113,0.0,416868.4800000001,1993-05-15,12,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-02-09,12,False,0,10178,5160,Mid-term,English
+5036,11319495,0.0,1418757.1066666667,1980-09-01,19,False,True,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-08-14,19,True,0,14817,3878,Long-term,English
+5037,11320729,0.0,292146.4,2002-12-23,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-14,20,True,0,6669,2570,Mid-term,English
+5038,11320843,599.296,872574.976,1993-09-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-13,16,True,1,10069,3483,Mid-term,English
+5039,11321058,753.9458333333334,93489.28333333334,1994-02-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2013-07-01,4,True,1,9902,2826,Mid-term,English
+5041,11325922,0.0,28512.0,1987-03-01,2,True,True,True,NOTICE,PHONE,N,Y,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-05-16,2,True,0,12445,2872,Mid-term,Unknown
+5044,11334134,0.0,547008.0,1993-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-18,21,True,0,10100,2260,Mid-term,English
+5045,11334241,0.0,4245739.333333335,1997-05-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2012-10-16,25,False,0,8731,3084,Mid-term,English
+5046,11334294,223.5866666666667,264950.20000000007,1979-08-01,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-06-07,15,True,1,15214,3215,Long-term,English
+5047,11342463,0.0,200149.04,1983-01-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-15,19,True,0,13965,2112,Mid-term,English
+5048,11344267,0.0,173844.0,1997-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-15,18,True,0,8806,3024,Mid-term,English
+5049,11344894,0.0,1705928.4,1995-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-05-26,23,True,0,9537,3227,Mid-term,English
+5050,11350461,0.0,748684.8,2013-03-12,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-11-03,18,True,0,2937,2701,Short-term,English
+5051,11350569,140.21333333333334,296551.2,1971-12-25,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-08,15,False,1,17990,2362,Long-term,English
+5052,11351170,0.0,546691.2,1986-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-23,21,True,0,12838,3046,Mid-term,English
+5053,11356664,1415.1800000000003,2496377.5200000005,1993-08-15,18,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-06,18,True,1,10086,3155,Mid-term,English
+5054,11359539,0.0,180342.08000000002,1986-01-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-10-06,12,True,0,12869,2364,Mid-term,English
+5055,11361322,0.0,161373.52000000002,2009-04-13,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-06,21,True,0,4366,2637,Short-term,English
+5057,11380969,0.0,753002.7266666668,2015-05-04,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2014-04-17,11,True,0,2154,2536,Short-term,Unknown
+5058,11382319,0.0,89881.44,2007-11-26,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-03,18,True,0,4870,3250,Short-term,English
+5059,11383326,0.0,557034.3999999999,1989-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2014-06-26,19,True,0,11592,2466,Mid-term,English
+5061,11388759,0.0,513273.6000000001,2004-12-22,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-27,12,False,0,5939,3012,Short-term,English
+5062,11391120,0.0,71150.0,1995-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-23,15,False,0,9537,2286,Mid-term,English
+5063,11391943,480.6666666666667,255714.6666666667,1992-10-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-05-22,19,True,1,10390,2501,Mid-term,English
+5064,11396736,0.0,200950.2857142857,1989-07-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-11,6,False,0,11592,2816,Mid-term,English
+5065,11398945,0.0,155988.75809523812,1984-12-25,11,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-09-07,11,True,0,13241,2028,Mid-term,English
+5066,11399526,0.0,257907.99047619052,1984-02-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Hebrew,Premier,2014-12-22,19,True,0,13569,2287,Mid-term,Asian
+5068,11402078,0.0,445199.0400000001,1994-01-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-23,9,False,0,9933,2620,Mid-term,English
+5069,11403563,363.6533333333333,340379.51999999996,2010-12-03,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-03-18,13,True,1,3767,2931,Short-term,English
+5070,11404073,0.0,3799.4666666666662,1985-06-01,10,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2018-04-16,10,True,0,13083,1076,Mid-term,English
+5071,11407224,123.01333333333335,7995.866666666668,1968-10-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-02,5,True,1,19156,2186,Long-term,English
+5073,11414738,0.0,274828.5714285715,1996-08-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-08,10,False,0,8990,2239,Mid-term,English
+5074,11414979,0.0,147575.0,1991-12-25,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-04-15,15,True,0,10685,2538,Mid-term,English
+5075,11415082,0.0,3302416.0,1987-04-15,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2012-10-06,10,True,0,12400,3094,Mid-term,English
+5076,11416932,0.0,426030.93333333335,1982-10-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-11-19,14,False,0,14043,2685,Mid-term,English
+5077,11417137,0.0,100652.03200000002,1987-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-17,16,True,0,12231,2991,Mid-term,English
+5078,11423909,0.0,63657.46666666668,1998-02-15,7,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-10,7,True,0,8441,3029,Mid-term,English
+5079,11424916,0.0,381186.05333333334,2015-10-05,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-09-09,23,True,0,2000,3852,Short-term,English
+5080,11428695,0.0,148639.5,1995-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2014-05-05,18,False,0,9309,2518,Mid-term,Unknown
+5081,11430873,0.0,712664.3333333334,1983-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-02-10,14,True,0,13906,2967,Mid-term,English
+5082,11433982,328.3180952380953,172367.00000000003,1994-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-29,15,True,1,9843,2736,Mid-term,English
+5083,11434053,0.0,914614.3999999999,1984-03-15,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-01-28,24,True,0,13526,2980,Mid-term,English
+5084,11434417,0.0,91888.45714285714,1996-03-01,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-19,13,True,0,9157,2685,Mid-term,English
+5085,11437933,0.0,79509.33333333334,1988-10-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-26,16,True,0,11851,3470,Mid-term,English
+5086,11443045,0.0,251575.40571428573,1984-04-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-26,9,True,0,13509,2678,Mid-term,English
+5087,11444532,0.0,1347157.3333333335,2004-11-18,10,False,False,False,NOTICE,WEB,N,Y,N,N,Y,Y,N,N,Y,500+,English,Premier,2012-10-19,10,True,0,5973,3081,Short-term,English
+5089,11448282,0.0,495085.7142857143,1987-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-24,19,True,0,12278,2223,Mid-term,English
+5090,11450757,0.0,394780.0,2014-12-31,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-04-28,21,False,0,2278,3621,Short-term,English
+5091,11452748,0.0,289089.5238095238,1997-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-20,20,True,0,8578,2289,Mid-term,English
+5092,11464523,195.06666666666666,352290.39999999997,1994-12-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,Chinese,Standard,2014-11-15,21,True,1,9613,2324,Mid-term,Asian
+5093,11464700,0.0,309914.07999999996,2009-07-09,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-07-18,17,False,0,4279,2444,Short-term,Unknown
+5094,11468896,378.2666666666667,40474.53333333334,1983-03-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-12,1,True,1,13892,3637,Mid-term,English
+5095,11472623,293.76,262327.68,1994-02-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2011-11-02,19,False,1,9916,3433,Mid-term,English
+5096,11472740,0.0,564075.1752380953,1984-07-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-04,23,False,0,13418,3218,Mid-term,English
+5097,11474803,0.0,207844.80000000005,1997-01-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-03-08,18,True,0,8851,4037,Mid-term,English
+5098,11476163,0.0,348974.7733333333,1993-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-28,13,True,0,10267,3255,Mid-term,English
+5100,11478008,1183.1733333333334,496932.80000000005,1982-11-01,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,Y,Y,Y,N,N,N,Y,101-500,English,Standard,2013-08-06,21,True,1,14026,2790,Mid-term,English
+5101,11483982,0.0,252019.04000000004,1990-12-15,20,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-07,20,True,0,11060,2667,Mid-term,English
+5104,11487070,0.0,86951.6,1989-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-02,17,False,0,11592,2672,Mid-term,English
+5106,11490338,0.0,515292.5142857145,1991-02-15,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-22,15,True,0,10998,2531,Mid-term,English
+5108,11491038,0.0,1601250.5599999998,1994-06-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-05-21,26,True,0,9796,3598,Mid-term,English
+5110,11496857,498.13523809523815,1227903.361904762,1993-09-15,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,N,N,N,N,N,Y,6-10,English,Standard,2011-03-08,17,True,1,10055,3672,Mid-term,English
+5111,11496898,0.0,118843.20000000001,1996-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-08,21,True,0,9143,3823,Mid-term,English
+5113,11500084,0.0,60638.17142857144,1997-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-13,12,False,0,8670,2175,Mid-term,English
+5114,11504052,265.5238095238096,76470.85714285716,1979-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-28,18,True,1,15214,2829,Long-term,English
+5115,11512112,113.94666666666667,10255.2,1977-02-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2015-07-04,5,True,1,16111,2093,Long-term,English
+5116,11512481,0.0,859757.1839999999,2015-08-17,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-05,18,True,0,2049,3064,Short-term,English
+5118,11517768,0.0,540961.6666666667,2004-03-10,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-11-23,19,True,0,6226,3046,Short-term,English
+5119,11520423,384.32333333333344,725602.4533333335,1977-06-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-05-21,16,True,1,16005,2137,Long-term,English
+5120,11527182,196.44000000000003,162063.00000000003,1976-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-11,15,True,1,16173,2938,Long-term,English
+5121,11528507,0.0,325040.00000000006,1988-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-12,20,True,0,11804,3210,Mid-term,English
+5122,11549432,0.0,453637.28571428574,2013-01-15,27,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2013-02-01,27,True,0,2993,2976,Short-term,English
+5123,11549571,0.0,114144.00000000001,1995-06-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-30,15,False,0,9431,2827,Mid-term,English
+5124,11550571,0.0,103056.80000000002,1988-09-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-27,20,True,0,11881,3439,Mid-term,English
+5125,11557620,2659.3333333333335,505273.3333333334,1994-04-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,500+,English,Premier,2012-09-26,5,True,1,9843,3104,Mid-term,English
+5126,11559980,0.0,2193828.0000000005,1996-08-01,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,101-500,Portuguese,Premier,2013-06-11,25,True,0,9004,2846,Mid-term,European
+5127,11560394,0.0,515499.60000000003,1995-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-11,15,False,0,9523,3211,Mid-term,English
+5128,11561058,0.0,320030.98400000005,1990-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-25,19,True,0,11349,2041,Mid-term,English
+5129,11563582,368.50666666666666,504117.12,1993-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-14,19,False,1,9994,2813,Mid-term,English
+5130,11565657,0.0,376378.624,1997-07-15,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-13,8,True,0,8656,2995,Mid-term,English
+5131,11565939,0.0,148050.0,1987-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-23,15,True,0,12323,2530,Mid-term,English
+5132,11571153,0.0,764753.4514285715,1997-12-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-16,17,False,0,8503,3358,Mid-term,English
+5133,11571815,652.4266666666667,1109125.3333333335,2010-09-24,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,101-500,English,Standard,2015-11-20,17,True,1,3837,1954,Short-term,English
+5134,11574217,0.0,421024.79999999993,1995-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-05-02,20,True,0,9537,4347,Mid-term,English
+5135,11574947,0.0,798216.0666666667,1989-04-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-12-10,14,True,0,11683,4125,Mid-term,English
+5137,11577538,0.0,138552.64,1987-03-01,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-24,6,False,0,12445,2833,Mid-term,English
+5139,11583384,0.0,420432.0,1991-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-09,15,True,0,10862,2940,Mid-term,English
+5140,11584201,0.0,108856.32,2009-05-06,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-06,19,True,0,4343,2759,Short-term,English
+5141,11587754,179.60000000000002,174571.2,1993-09-15,12,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-05,12,False,1,10055,2214,Mid-term,English
+5142,11596894,0.0,469146.6666666666,2013-04-29,10,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2005-07-20,10,False,0,2889,5729,Short-term,English
+5143,11599204,0.0,271057.01333333337,1996-09-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-10-10,22,True,0,8973,1995,Mid-term,English
+5145,11600951,263.352380952381,257031.92380952384,1963-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-13,16,False,1,21136,2814,Long-term,English
+5146,11602767,449.1561904761905,865074.8228571429,1994-02-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-03,18,False,1,9902,3402,Mid-term,English
+5147,11603374,0.0,539280.0,1995-12-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2013-02-06,15,True,0,9234,2971,Mid-term,English
+5148,11605032,0.0,258791.8666666666,1987-07-01,13,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-08-17,13,True,0,12323,2779,Mid-term,English
+5150,11609523,0.0,142890.0,1990-01-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-13,15,True,0,11394,2995,Mid-term,English
+5151,11609644,0.0,452718.93333333335,2009-05-28,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-13,20,True,0,4321,2084,Short-term,English
+5152,11611739,139.78666666666666,310745.76,2005-05-02,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-12,19,True,1,5808,2358,Short-term,English
+5154,11613765,0.0,252435.73333333334,1996-02-15,23,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-23,23,True,0,9172,2439,Mid-term,English
+5155,11615311,237.86533333333333,76116.90666666666,1981-02-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-07-27,16,False,1,14664,2800,Long-term,Unknown
+5156,11615844,0.0,222735.99999999997,1997-03-15,15,False,True,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-30,15,True,0,8778,2827,Mid-term,English
+5157,11617751,0.0,912643.2000000002,1987-07-21,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-22,21,True,0,12303,2986,Mid-term,English
+5158,11618193,152.93333333333337,205542.40000000005,1979-04-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-13,21,False,1,15336,2022,Long-term,English
+5159,11620167,157.53333333333336,254573.8666666667,1990-01-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-14,16,True,1,11408,2539,Mid-term,English
+5160,11621603,174.15238095238095,470211.4285714286,1981-07-01,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-13,18,True,1,14514,2175,Long-term,English
+5161,11623599,0.0,1444409.7066666668,2005-03-03,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2010-01-07,22,True,0,5868,4097,Short-term,English
+5162,11624204,0.0,112044.8,1990-04-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-10,6,False,0,11318,3120,Mid-term,English
+5163,11624301,101.44,62081.28,2017-04-13,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-09,18,True,1,1444,1965,Short-term,English
+5167,11627493,0.0,585476.6666666667,2010-09-09,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-15,25,False,0,3852,3115,Short-term,English
+5172,11633069,560.2666666666668,143428.2666666667,1993-02-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-06-01,2,False,1,10267,3221,Mid-term,English
+5173,11636317,0.0,105235.17333333334,2013-12-26,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-09-23,19,True,0,2648,3107,Short-term,Unknown
+5174,11639906,0.0,1313331.2,1985-08-01,20,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-22,20,True,0,13022,3901,Mid-term,English
+5175,11643426,221.79238095238097,431164.3885714286,1991-10-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-05-09,18,True,1,10756,2149,Mid-term,English
+5176,11645486,0.0,153503.28,1989-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-13,21,False,0,11669,2114,Mid-term,English
+5178,11648176,432.8571428571429,657942.8571428573,1994-10-15,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-17,20,True,1,9660,4028,Mid-term,English
+5179,11649259,0.0,191260.02666666667,1987-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-09-06,23,True,0,12459,2394,Mid-term,English
+5182,11656865,0.0,903031.25,1995-03-01,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-07-07,11,True,0,9523,2820,Mid-term,English
+5184,11661207,0.0,113932.00000000001,1996-07-15,21,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-11-06,21,True,0,9021,3063,Mid-term,English
+5185,11662724,350.3733333333334,166777.7066666667,1993-08-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-15,17,False,1,10100,2720,Mid-term,English
+5186,11664484,0.0,82564.1142857143,2009-02-12,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-28,9,True,0,4426,3225,Short-term,English
+5187,11665080,224.68571428571428,378146.0571428571,1979-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-16,17,False,1,15122,2537,Long-term,English
+5188,11666017,531.8906666666667,132972.66666666666,1979-06-01,5,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-18,5,True,1,15275,3021,Long-term,English
+5189,11667373,0.0,179285.92,1997-12-25,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-20,12,False,0,8493,2411,Mid-term,English
+5190,11669366,0.0,26746.971428571433,2009-05-13,3,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2010-09-30,3,True,0,4336,3831,Short-term,English
+5191,11669618,0.0,917986.3680000001,1991-05-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-09-06,19,False,0,10923,4585,Mid-term,English
+5192,11671842,0.0,502564.60800000007,1988-09-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-28,12,True,0,11895,2890,Mid-term,English
+5193,11672233,0.0,1309361.76,1991-07-15,18,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-12-27,18,False,0,10848,3012,Mid-term,English
+5194,11679429,0.0,1039577.2647619051,2002-08-15,13,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2008-12-18,13,True,0,6799,4482,Mid-term,English
+5196,11684568,0.0,302100.00000000006,1998-10-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-30,19,True,0,8213,2554,Mid-term,English
+5197,11685376,0.0,433375.488,2009-11-30,26,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,Y,Y,6-10,English,Premier,2011-06-28,26,False,0,4135,3560,Short-term,English
+5199,11689474,0.0,50395.520000000004,1990-12-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-04,14,True,0,11060,2243,Mid-term,English
+5200,11692461,0.0,925746.9000000001,1996-12-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-06-25,18,False,0,8882,2832,Mid-term,English
+5201,11693950,192.05333333333334,283470.72000000003,1968-07-15,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2016-01-03,18,True,1,19248,1910,Long-term,English
+5202,11694675,0.0,77930.66666666667,1996-06-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-15,16,True,0,9065,3420,Mid-term,English
+5203,11694947,417.98857142857145,260824.86857142858,1984-02-15,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-12,24,True,1,13555,3423,Mid-term,English
+5204,11697687,0.0,85707.68266666667,1997-03-01,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-10-02,19,True,0,8792,3464,Mid-term,Unknown
+5207,11713706,314.09523809523813,124381.71428571429,1993-06-01,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-15,22,True,1,10161,3177,Mid-term,English
+5208,11717342,1281.0200000000002,507283.9200000001,1993-06-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-03-05,4,True,1,10161,2944,Mid-term,English
+5209,11719402,0.0,464079.63333333336,2006-08-30,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-17,13,True,0,5323,2657,Short-term,English
+5210,11721703,0.0,1717410.361904762,1997-02-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-06-18,19,True,0,8806,5761,Mid-term,English
+5212,11724859,0.0,336984.00000000006,1990-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-09,19,True,0,11227,1935,Mid-term,English
+5215,11730727,0.0,207396.8,1996-01-01,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-26,13,True,0,9217,2497,Mid-term,English
+5217,11739008,0.0,92521.37142857144,2007-10-31,9,False,True,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2003-03-09,9,True,0,4896,6593,Short-term,Unknown
+5218,11739335,0.0,1251504.0,1986-02-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-14,24,True,0,12824,2904,Mid-term,English
+5219,11740588,581.7600000000001,364763.5200000001,1994-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-19,19,True,1,9902,3904,Mid-term,English
+5220,11741939,100.464,53044.992,2014-06-30,12,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2017-12-23,12,True,1,2462,1190,Short-term,English
+5221,11743668,0.0,353422.2933333334,1989-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-12,23,True,0,11578,2996,Mid-term,English
+5222,11743674,0.0,18096.685714285715,1986-01-01,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-02-15,1,False,0,12869,3328,Mid-term,Unknown
+5223,11744696,0.0,97441.344,2004-08-23,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Standard,2015-05-02,12,True,0,6060,2156,Short-term,Asian
+5224,11747909,0.0,346876.2,1980-08-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-25,6,False,0,14834,3318,Long-term,English
+5225,11751451,0.0,534484.6628571429,1992-06-15,17,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-24,17,True,0,10512,2195,Mid-term,English
+5226,11753384,436.30476190476196,174085.60000000003,2002-04-04,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-02-20,19,True,1,6932,4053,Mid-term,English
+5227,11759666,0.0,84757.49333333333,1984-10-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2010-12-26,11,True,0,13312,3744,Mid-term,English
+5228,11760263,0.0,270535.4666666667,1991-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-01-30,22,False,0,10953,4074,Mid-term,English
+5229,11761266,0.0,1117342.8,1989-03-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-04-09,14,False,0,11714,2544,Mid-term,English
+5230,11761486,0.0,371817.2640000001,1995-11-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-20,21,True,0,9264,2442,Mid-term,English
+5231,11763659,1462.0666666666666,2500134.0,1980-09-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-07-03,15,False,1,14803,3920,Long-term,English
+5233,11764486,89.37333333333333,121905.22666666667,1992-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-03-12,22,False,1,10647,1841,Mid-term,English
+5234,11765056,492.90000000000003,1206619.2000000002,1968-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-03-04,17,True,1,19384,2945,Long-term,English
+5235,11766593,0.0,93174.61028571427,1996-08-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-23,19,True,0,9004,2804,Mid-term,English
+5238,11770359,562.9666666666667,1450202.1333333333,2017-04-10,23,True,True,True,NOTICE,PHONE,N,Y,Y,Y,N,N,N,N,Y,51-100,English,Standard,2012-05-21,23,True,1,1447,3232,Short-term,English
+5240,11777158,0.0,111141.53142857141,2006-02-13,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-04,19,True,0,5521,2823,Short-term,English
+5241,11783937,0.0,227749.67999999996,1995-09-15,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-07-23,23,True,0,9325,2804,Mid-term,English
+5242,11785562,167.9066666666667,179828.04000000004,1981-07-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-04,17,True,1,14514,2154,Long-term,English
+5243,11785597,212.9714285714286,357792.00000000006,1976-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-09,16,True,1,16326,2453,Long-term,English
+5244,11787197,0.0,94904.32,1994-11-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-09,6,False,0,9643,3457,Mid-term,English
+5245,11787214,114.77333333333334,111904.00000000001,1964-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-26,15,False,1,20874,2101,Long-term,English
+5246,11789792,0.0,369717.9428571429,1992-11-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-18,27,False,0,10373,3813,Mid-term,English
+5247,11790596,0.0,565872.2000000001,1988-12-15,17,False,True,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-08,17,True,0,11790,3214,Mid-term,English
+5248,11790843,0.0,161366.98666666666,1988-12-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-10,7,True,0,11804,2543,Mid-term,English
+5249,11791198,255.46666666666667,239116.8,2001-09-24,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-11-01,18,False,1,7124,1973,Mid-term,English
+5250,11792838,0.0,638919.0426666667,1981-04-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-07-10,22,True,0,14591,2817,Long-term,English
+5251,11793437,0.0,265651.2906666667,1993-05-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-03-18,22,True,0,10192,2566,Mid-term,English
+5252,11793745,0.0,306007.6666666666,1988-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-12,19,True,0,12079,2662,Mid-term,English
+5254,11797503,0.0,792319.5428571429,1998-02-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-16,19,True,0,8455,4119,Mid-term,English
+5256,11800072,0.0,644352.384,1993-02-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-12,12,True,0,10267,3637,Mid-term,English
+5257,11805701,0.0,7108858.666666668,1996-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2010-07-14,20,True,0,9096,3909,Mid-term,English
+5258,11807388,0.0,2092787.8399999999,1990-10-15,28,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,N,6-10,Unknown,Standard,2011-06-20,28,True,0,11121,3568,Mid-term,Unknown
+5259,11811133,0.0,315985.3714285714,1989-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-24,22,True,0,11700,2833,Mid-term,English
+5260,11815464,133.4857142857143,275514.5142857143,1972-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-30,16,False,1,17787,1883,Long-term,English
+5261,11820814,0.0,281327.2,2005-09-16,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,German,Standard,2015-04-15,21,False,0,5671,2173,Short-term,European
+5262,11821289,241.73809523809527,27558.142857142862,1973-06-01,2,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2015-10-12,2,True,1,17466,1993,Long-term,Unknown
+5263,11824549,0.0,57966.72000000001,2013-03-25,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-02,14,True,0,2924,3281,Short-term,English
+5264,11824696,0.0,647785.6000000002,1988-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-12,11,True,0,12034,3210,Mid-term,English
+5265,11829205,156.81333333333336,104280.86666666668,1982-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-21,19,True,1,14210,2532,Mid-term,English
+5266,11830325,375.33333333333337,387344.0,1981-12-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-06-29,24,True,1,14361,2463,Long-term,English
+5267,11830608,0.0,4074426.7200000007,1985-07-01,15,False,True,False,AUTO RENEW,PHONE,Y,Y,N,N,N,N,N,N,Y,500+,English,Standard,2013-06-14,15,True,0,13053,2843,Mid-term,English
+5270,11846929,0.0,144336.15238095238,1997-07-01,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-09,17,True,0,8670,3852,Mid-term,English
+5271,11847758,0.0,668272.3200000001,1987-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-04-27,18,False,0,12200,3622,Mid-term,English
+5272,11851823,1056.0666666666666,1571427.2,2013-07-09,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-10-11,24,True,1,2818,3089,Short-term,English
+5273,11854761,0.0,292274.112,1998-02-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-06-27,9,True,0,8455,4291,Mid-term,English
+5274,11859945,0.0,1184530.2560000003,1982-10-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-18,21,True,0,14057,2809,Mid-term,English
+5275,11868990,0.0,22848.0,1985-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-11-16,17,True,0,13083,1227,Mid-term,English
+5277,11873266,0.0,1179312.0,1992-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-02-13,15,True,0,10587,2964,Mid-term,English
+5279,11878349,0.0,708353.6571428572,2001-11-13,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-12,19,True,0,7074,3210,Mid-term,English
+5280,11880090,251.76,231619.19999999998,1994-06-01,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-23,10,True,1,9796,3504,Mid-term,English
+5281,11882369,284.71733333333333,563170.8853333333,2016-02-25,23,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-23,23,True,1,1857,3169,Short-term,English
+5282,11884476,321.84761904761905,179590.9714285714,1994-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-20,18,False,1,9674,3233,Mid-term,English
+5284,11889189,0.0,347523.4285714286,1996-10-15,15,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-24,15,True,0,8929,2315,Mid-term,English
+5285,11889342,0.0,259713.81333333338,2007-11-26,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-27,22,False,0,4870,2100,Short-term,English
+5286,11889753,0.0,294691.6,1977-10-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2016-05-20,21,True,0,15883,1772,Long-term,English
+5287,11889851,0.0,1352177.2704761906,1995-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese,Standard,2011-06-29,19,True,0,9523,3559,Mid-term,Asian
+5288,11890575,0.0,153000.0,1996-06-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-04-25,20,True,0,9051,1797,Mid-term,English
+5289,11890790,0.0,267190.0,1983-01-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2005-09-24,21,True,0,13951,5663,Mid-term,English
+5292,11897390,0.0,333666.6666666667,1991-08-15,10,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-18,10,True,0,10817,2291,Mid-term,English
+5293,11899492,0.0,289621.57714285713,1987-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-11,18,True,0,12445,2632,Mid-term,English
+5294,11902085,0.0,1196173.3,1996-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-05-17,21,True,0,9186,3236,Mid-term,English
+5296,11902567,0.0,958317.6571428572,1991-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-10-18,19,True,0,10709,3082,Mid-term,Unknown
+5297,11903096,0.0,456533.0,1998-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-27,11,False,0,8413,3134,Mid-term,English
+5298,11904339,0.0,297172.80000000005,1992-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-23,18,True,0,10647,2804,Mid-term,English
+5299,11905047,0.0,153254.0,1996-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-03-01,19,False,0,9035,3679,Mid-term,English
+5300,11906465,0.0,524092.79999999993,1991-10-05,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-04-13,18,True,0,10766,3636,Mid-term,English
+5301,11908527,0.0,907291.4285714286,1997-07-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-13,24,False,0,8656,3636,Mid-term,English
+5302,11910900,572.9333333333333,155837.86666666664,1980-04-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-06-27,17,True,1,14956,2100,Long-term,English
+5303,11914379,0.0,451686.8571428571,2008-04-18,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Chinese,Standard,2013-03-24,12,True,0,4726,2925,Short-term,Asian
+5304,11915631,0.0,546073.8400000001,1994-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Chinese,Standard,2014-12-30,21,True,0,9721,2279,Mid-term,Asian
+5305,11917378,0.0,190627.0666666667,2008-04-14,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-23,11,True,0,4730,2469,Short-term,English
+5306,11917763,0.0,5022770.133333334,1984-05-15,17,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,Y,Y,Y,500+,English,Standard,2013-02-20,17,False,0,13465,2957,Mid-term,English
+5307,11918496,0.0,877713.0514285715,1982-08-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-27,18,True,0,14104,3439,Mid-term,English
+5308,11924098,395.94666666666666,128682.66666666666,1974-06-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2013-02-24,13,True,1,17101,2953,Long-term,English
+5309,11926316,0.0,686795.6853333333,2002-11-25,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-02,14,True,0,6697,3647,Mid-term,English
+5311,11932167,817.0952380952382,5258007.857142857,1994-03-15,55,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,Y,Y,Y,Y,Y,6-10,Unknown,Premier,2005-11-15,55,True,1,9874,5611,Mid-term,Unknown
+5312,11932897,0.0,275310.0,1991-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-31,23,True,0,10848,2431,Mid-term,English
+5314,11936708,0.0,239823.39333333337,1996-06-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-26,13,True,0,9065,2497,Mid-term,English
+5316,11939606,0.0,1421123.9999999998,1983-01-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-04,24,True,0,13965,3035,Mid-term,English
+5317,11945299,0.0,1276177.76,1986-05-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-05,22,True,0,12735,3614,Mid-term,English
+5318,11946086,0.0,1439880.0,1997-07-15,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2013-12-03,25,False,0,8656,2671,Mid-term,Unknown
+5319,11948152,564.7,391337.10000000003,1993-03-15,21,True,False,True,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-05-14,21,True,1,10239,3239,Mid-term,English
+5322,11953943,0.0,880647.6,1983-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-02,18,True,0,13692,2610,Mid-term,English
+5323,11957694,163.07200000000003,148721.66400000002,1975-07-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-08,19,True,1,16706,2211,Long-term,English
+5325,11963420,0.0,339050.8333333334,1989-12-01,10,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-04-05,10,True,0,11439,2183,Mid-term,English
+5326,11964105,0.0,607150.7,2004-09-13,7,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2009-07-06,7,True,0,6039,4282,Short-term,English
+5327,11964607,0.0,2309846.0,2013-07-02,12,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,500+,Spanish,Standard,2010-07-22,12,False,0,2825,3901,Short-term,European
+5328,11964865,0.0,126890.00000000001,1995-11-15,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-15,25,True,0,9264,2659,Mid-term,English
+5329,11968720,308.5853333333333,291613.13999999996,1994-10-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-17,15,True,1,9660,3357,Mid-term,English
+5330,11970692,0.0,177441.92,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-08,17,False,0,8670,3153,Mid-term,English
+5331,11972964,0.0,795863.6333333333,1992-08-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-02-05,23,True,0,10465,1877,Mid-term,English
+5332,11973337,271.4095238095238,145475.50476190477,1975-09-01,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-17,4,False,1,16644,2871,Long-term,English
+5333,11974615,0.0,225849.06666666674,1992-01-15,8,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-03,8,True,0,10664,3036,Mid-term,English
+5334,11975006,0.0,1331253.0,2015-06-05,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,101-500,Italian,Standard,2012-03-28,22,True,0,2122,3286,Short-term,European
+5335,11977743,0.0,263857.52380952385,1990-08-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-22,19,True,0,11196,1831,Mid-term,English
+5336,11981125,0.0,455910.624,1997-09-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2014-04-11,19,False,0,8594,2542,Mid-term,Asian
+5337,11982768,0.0,1017814.4000000001,1986-04-01,23,False,True,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-07-13,23,True,0,12779,2814,Mid-term,English
+5339,11982995,0.0,58461.33333333332,1983-12-25,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-22,22,False,0,13607,2287,Mid-term,English
+5340,11984547,119.67619047619048,223794.4761904762,1981-05-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-05-08,17,True,1,14561,1784,Long-term,English
+5341,11985186,0.0,343595.73333333334,2002-09-13,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2003-03-02,8,False,0,6770,6600,Mid-term,English
+5343,11989560,0.0,2978243.0,1992-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-07-29,15,True,0,10647,3894,Mid-term,English
+5344,11990971,0.0,207795.16799999995,1988-04-01,15,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-13,15,False,0,12048,2357,Mid-term,English
+5345,11993529,0.0,554357.0476190477,1979-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-04,17,False,0,15306,3676,Long-term,English
+5347,11997840,298.0380952380953,913784.8000000002,1963-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-07,21,True,1,21239,3062,Long-term,English
+5348,11998239,0.0,625716.2800000001,1996-01-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-06,21,True,0,9217,3490,Mid-term,English
+5349,12001365,0.0,311792.5333333334,1986-02-01,19,False,True,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,1-5,English,Premier,2015-07-12,19,True,0,12838,2085,Mid-term,English
+5350,12002374,0.0,732640.4800000001,1997-08-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-03,13,False,0,8639,3311,Mid-term,English
+5351,12003242,459.4666666666667,430060.80000000005,1976-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-09-07,18,False,1,16326,4219,Long-term,English
+5352,12008237,741.0866666666668,329042.48000000004,1992-06-15,4,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-22,4,True,1,10512,3261,Mid-term,English
+5353,12009506,0.0,519862.55999999994,1983-07-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-22,23,True,0,13784,2501,Mid-term,English
+5355,12010549,0.0,33458.780952380956,2003-12-05,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-25,13,True,0,6322,2345,Short-term,English
+5356,12010891,255.42857142857144,429120.00000000006,1992-10-01,20,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-08,20,True,1,10404,2757,Mid-term,English
+5357,12011362,0.0,195384.32,1991-08-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-12-09,16,True,0,10817,1935,Mid-term,English
+5359,12015738,0.0,71953.6380952381,1992-06-15,23,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-23,23,True,0,10512,2651,Mid-term,English
+5360,12017748,283.88000000000005,118661.84000000003,2016-05-25,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-09-28,19,True,1,1767,3833,Short-term,English
+5361,12019311,0.0,632720.2666666666,1987-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-23,19,True,0,12292,2377,Mid-term,English
+5362,12019834,0.0,134607.19999999998,2008-05-23,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-11,20,True,0,4691,2693,Short-term,English
+5363,12021940,0.0,117536.64,1984-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,Y,N,Y,Y,Y,1-5,English,Premier,2015-08-05,20,True,0,13418,2061,Mid-term,English
+5364,12022709,0.0,106876.88,1991-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,Hebrew,Standard,2014-07-28,22,True,0,10695,2434,Mid-term,Asian
+5365,12024095,0.0,32725.257142857146,1998-01-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2016-11-08,12,True,0,8486,1600,Mid-term,English
+5366,12024763,190.53333333333336,130324.80000000003,1973-04-15,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-17,12,True,1,17513,2292,Long-term,English
+5367,12031172,0.0,47689.71428571429,1980-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-27,15,True,0,14817,2192,Long-term,English
+5369,12039594,0.0,38516.19200000001,1992-12-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2015-01-21,12,True,0,10329,2257,Mid-term,Asian
+5370,12039755,341.38000000000005,731235.9600000001,1993-10-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-04,17,True,1,10025,3615,Mid-term,English
+5371,12046911,0.0,401739.14285714284,1992-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-14,17,False,0,10482,2509,Mid-term,English
+5373,12056001,0.0,467601.0933333333,1997-05-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-26,17,True,0,8717,2982,Mid-term,English
+5375,12062190,0.0,1082117.028571429,1988-04-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-10,20,True,0,12034,3851,Mid-term,English
+5376,12062217,0.0,272441.96,1985-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-13,21,True,0,13175,2296,Mid-term,English
+5377,12064188,263.86666666666673,699774.4000000001,1985-10-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-10,26,True,1,12947,2817,Mid-term,English
+5379,12078378,315.49333333333334,776113.6,1993-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-12,20,False,1,10208,2541,Mid-term,English
+5380,12079223,0.0,350592.0,1986-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-26,18,True,0,12688,2739,Mid-term,English
+5382,12081873,0.0,205088.00000000006,1989-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-23,17,False,0,11700,2985,Mid-term,English
+5385,12087069,0.0,312465.3653333334,1989-03-01,23,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-06-20,23,True,0,11714,2837,Mid-term,English
+5387,12091257,0.0,883187.5200000001,1986-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-08-11,18,True,0,12779,4977,Mid-term,English
+5388,12091378,0.0,589708.7999999999,1997-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Spanish,Premier,2012-12-16,18,False,0,8700,3023,Mid-term,European
+5389,12091673,0.0,619387.3066666668,1991-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-08-08,16,True,0,10739,3884,Mid-term,English
+5390,12095420,0.0,219050.66666666672,2005-08-17,20,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-23,20,False,0,5701,3565,Short-term,English
+5391,12095768,0.0,659036.262857143,1996-06-01,18,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-03,18,True,0,9065,3097,Mid-term,English
+5392,12098412,345.2916666666667,317668.3333333334,1960-02-15,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,51-100,English,Premier,2015-08-08,20,False,1,22321,2058,Long-term,English
+5393,12098527,0.0,248771.6,1991-01-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-26,14,False,0,11043,2405,Mid-term,English
+5394,12102458,442.1485714285715,1515243.1542857145,1994-12-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,Y,Y,Y,Y,Y,6-10,English,Premier,2012-01-10,23,True,1,9613,3364,Mid-term,English
+5395,12102589,0.0,703733.7600000001,1989-05-01,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2012-09-28,23,False,0,11653,3102,Mid-term,Unknown
+5396,12105221,140.31333333333336,237971.4133333334,1983-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-04,16,True,1,13831,2031,Mid-term,English
+5397,12107436,0.0,4024519.2,1986-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-04-25,19,True,0,12779,3258,Mid-term,English
+5398,12108578,0.0,660942.1000000001,2006-04-02,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-05-13,21,True,0,5473,3606,Short-term,English
+5399,12109295,0.0,1579760.0,1992-10-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-03,21,True,0,10404,3127,Mid-term,English
+5401,12120221,0.0,131821.59466666667,1997-07-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-29,22,False,0,8670,3071,Mid-term,English
+5402,12120944,0.0,66949.86666666667,1996-10-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-31,20,False,0,8943,3374,Mid-term,English
+5403,12121410,0.0,686603.8857142858,1990-01-15,23,False,False,False,NOTICE,IT,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-05,23,True,0,11394,3003,Mid-term,English
+5404,12124088,0.0,508412.66666666674,1991-11-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-18,22,True,0,10725,2382,Mid-term,English
+5405,12124540,155.23733333333337,111770.88000000002,1972-12-15,20,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2015-05-09,20,True,1,17634,2149,Long-term,English
+5406,12126388,283.84761904761905,630141.7142857142,1992-12-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-02-16,15,True,1,10329,2961,Mid-term,Unknown
+5407,12132150,0.0,887318.0952380954,1990-01-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-16,23,True,0,11408,3053,Mid-term,English
+5408,12134605,0.0,405925.728,1984-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-04,17,True,0,13418,2700,Mid-term,English
+5409,12134965,0.0,105126.18666666668,1995-09-06,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-05,17,True,0,9334,3187,Mid-term,English
+5410,12138120,0.0,179862.72,1996-06-01,24,True,False,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-31,24,False,0,9065,2431,Mid-term,English
+5411,12141201,144.37333333333333,149282.02666666667,1982-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-26,22,True,1,14226,2405,Mid-term,English
+5413,12148503,184.22857142857143,170227.2,1994-09-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-31,21,True,1,9690,2247,Mid-term,English
+5414,12154917,0.0,203665.28,1997-08-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-11,8,False,0,8639,2359,Mid-term,English
+5415,12155646,0.0,1063384.0,1990-02-01,17,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-06-08,17,True,0,11377,3214,Mid-term,English
+5416,12157465,0.0,45847.14285714286,1995-10-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-04-30,1,True,0,9309,2888,Mid-term,Unknown
+5417,12160660,0.0,173239.46666666667,1992-04-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-04,19,True,0,10587,2093,Mid-term,English
+5420,12162631,0.0,668592.0,2012-05-31,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-04,21,False,0,3222,3462,Short-term,English
+5421,12167761,0.0,92031.81866666666,1989-11-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-23,7,True,0,11469,2681,Mid-term,English
+5422,12168221,0.0,319733.3333333334,1989-10-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-03-21,20,True,0,11486,2563,Mid-term,English
+5424,12169353,0.0,131933.568,1981-01-15,6,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-08,6,True,0,14681,2545,Long-term,English
+5425,12171581,0.0,2767800.0,1985-02-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-10-21,9,False,0,13189,3445,Mid-term,English
+5426,12176315,126.37333333333333,200175.36000000002,1993-05-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-27,24,False,1,10192,2220,Mid-term,English
+5427,12180391,0.0,763002.0,1996-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-13,19,False,0,8990,2449,Mid-term,English
+5428,12181520,0.0,120194.62399999998,1996-05-13,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-12-12,22,False,0,9084,2297,Mid-term,English
+5430,12185873,0.0,248297.92000000004,1989-10-15,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-10-06,16,True,0,11486,2364,Mid-term,English
+5431,12188003,176.65333333333334,727458.4266666666,1984-11-15,29,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-30,29,True,1,13281,2735,Mid-term,English
+5432,12189943,404.9066666666667,654734.08,1994-02-15,11,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-02,11,True,1,9902,3159,Mid-term,English
+5433,12190205,0.0,375082.24,1988-02-01,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-04-11,6,True,0,12108,4003,Mid-term,English
+5434,12190366,0.0,378286.72000000003,1991-11-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-27,14,True,0,10739,2282,Mid-term,English
+5435,12193689,406.7232000000001,240780.13440000004,1973-11-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-17,16,False,1,17299,2261,Long-term,English
+5437,12197118,0.0,337844.1733333333,1998-07-21,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2011-06-19,17,True,0,8285,3569,Mid-term,European
+5438,12203329,0.0,922521.6,1989-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-06-25,20,True,0,11592,3197,Mid-term,English
+5439,12203489,0.0,1865327.1466666667,1997-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-07-20,14,True,0,8670,5729,Mid-term,English
+5440,12203863,433.93333333333334,173573.3333333333,1993-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2016-04-07,20,True,1,10161,1815,Mid-term,English
+5442,12207351,0.0,890054.0000000001,1987-07-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-15,23,False,0,12323,3328,Mid-term,English
+5444,12212870,923.7666666666667,737165.7999999999,1967-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-05-05,21,True,1,19705,4709,Long-term,English
+5445,12214358,0.0,361744.00000000006,1997-07-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-10-27,23,True,0,8670,3073,Mid-term,English
+5448,12221234,278.81666666666666,174818.05,1993-08-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-06-12,11,True,1,10086,3210,Mid-term,Unknown
+5449,12221819,0.0,882646.8,2016-03-08,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-01,17,True,0,1845,2734,Short-term,English
+5450,12223092,96.34285714285716,79001.14285714287,1966-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2016-10-22,20,False,1,20070,1617,Long-term,English
+5451,12225486,255.0857142857143,188253.25714285715,1994-12-25,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-10,6,True,1,9589,2755,Mid-term,English
+5452,12225944,0.0,1305514.3771428573,2004-06-14,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-01,26,False,0,6130,3313,Short-term,English
+5453,12228861,0.0,32578.333333333336,2013-01-24,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-19,1,True,0,2984,2139,Short-term,English
+5454,12230936,427.8666666666666,861723.4666666666,1976-05-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-09-13,19,True,1,16387,3117,Long-term,English
+5455,12233654,0.0,587037.2,1988-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-06,21,True,0,11957,2456,Mid-term,English
+5456,12236513,0.0,650843.76,1982-07-01,24,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-01-11,24,False,0,14149,2632,Mid-term,English
+5457,12240172,0.0,346746.4,1990-06-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-11,20,True,0,11257,2877,Mid-term,English
+5459,12247764,0.0,1995903.0,1996-12-25,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2012-04-28,26,True,0,8858,3255,Mid-term,Unknown
+5460,12250084,0.0,244701.6,1990-11-15,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-23,21,True,0,11090,2742,Mid-term,English
+5461,12250874,0.0,1035417.5999999999,1996-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-07-31,21,False,0,9065,2796,Mid-term,English
+5462,12252048,0.0,212097.60000000006,1998-01-15,11,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-17,11,True,0,8472,2445,Mid-term,English
+5464,12255330,0.0,2867689.066666667,1998-02-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2011-01-07,23,True,0,8455,3732,Mid-term,English
+5465,12258341,0.0,150891.84000000003,2015-03-03,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-15,22,True,0,2216,3054,Short-term,English
+5466,12260520,0.0,1237887.0,1990-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-15,21,True,0,11349,3390,Mid-term,English
+5468,12263582,20.19047619047619,26853.33333333333,1983-08-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2018-04-21,14,True,1,13753,1071,Mid-term,English
+5469,12264383,0.0,397565.00000000006,1984-03-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-03-17,7,True,0,13526,4028,Mid-term,English
+5470,12268181,0.0,148582.0,2012-10-30,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-09-25,15,False,0,3070,2375,Short-term,English
+5471,12268223,0.0,228639.66666666666,1989-09-15,19,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,Arabic,Premier,2013-07-05,19,True,0,11516,2822,Mid-term,Asian
+5474,12269177,0.0,173668.352,1992-04-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2008-12-12,16,True,0,10587,4488,Mid-term,English
+5476,12270999,0.0,67634.28571428571,2014-02-06,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Hindi,Standard,2011-02-28,8,True,0,2606,3680,Short-term,Asian
+5477,12271053,0.0,432012.98666666675,1995-08-01,23,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-02,23,True,0,9370,3525,Mid-term,English
+5478,12276122,0.0,56531.42857142857,1987-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2017-11-05,20,False,0,12445,1238,Mid-term,English
+5479,12277321,0.0,786095.9999999999,1991-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-30,18,True,0,10770,3162,Mid-term,English
+5480,12279105,0.0,338556.34285714285,1995-12-15,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-11-08,16,True,0,9234,2331,Mid-term,English
+5482,12282442,0.0,1799066.88,1986-08-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-11,20,True,0,12657,2846,Mid-term,English
+5483,12283576,0.0,158486.40000000002,1997-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-02,18,False,0,8656,2429,Mid-term,English
+5485,12288684,0.0,258093.73333333334,1998-07-21,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2009-04-21,11,False,0,8285,4358,Mid-term,Unknown
+5486,12289799,0.0,299073.775,2016-02-05,14,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2015-10-23,14,True,0,1877,1982,Short-term,Unknown
+5487,12290381,0.0,108576.0,2008-02-07,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-03-06,18,True,0,4797,2213,Short-term,English
+5488,12290447,144.06666666666666,115973.66666666667,1981-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,N,1-5,English,Premier,2015-06-21,23,True,1,14664,2106,Long-term,English
+5490,12293030,0.0,127123.32533333334,1997-05-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-16,19,True,0,8717,2476,Mid-term,English
+5491,12294322,196.0952380952381,66476.28571428572,2014-07-28,3,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-07,3,True,1,2434,2332,Short-term,English
+5492,12294553,0.0,929908.5714285715,1998-03-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-06,20,True,0,8413,3490,Mid-term,English
+5493,12295067,0.0,722722.0,1975-03-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,Unknown,Premier,2013-09-23,22,True,0,16828,2742,Long-term,Unknown
+5494,12296585,0.0,336100.1676190476,1997-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-16,17,True,0,8761,1866,Mid-term,English
+5495,12299018,0.0,116891.42857142858,1997-07-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-02,8,True,0,8656,2672,Mid-term,English
+5496,12301640,0.0,87790.08000000002,1983-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-01-14,21,True,0,13708,2264,Mid-term,Unknown
+5497,12304535,0.0,192111.36,1990-03-15,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-05,9,True,0,11335,3156,Mid-term,English
+5498,12306118,0.0,745936.88,2011-02-11,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-01-19,26,True,0,3697,4085,Short-term,English
+5499,12306266,0.0,566266.6666666666,2011-06-06,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-10-06,20,False,0,3582,3825,Short-term,English
+5500,12306338,0.0,190922.85714285716,2018-03-14,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-07-22,15,True,0,1109,5727,Short-term,English
+5501,12307438,312.7428571428572,930410.0000000001,1993-02-01,25,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-24,25,True,1,10281,3168,Mid-term,English
+5502,12309606,0.0,442880.0,2010-10-27,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-04,20,True,0,3804,2580,Short-term,English
+5503,12314699,188.88,265943.04,1985-01-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-28,11,False,1,13234,2860,Mid-term,English
+5504,12314975,0.0,41769.09333333334,1997-07-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-19,14,True,0,8656,2534,Mid-term,English
+5505,12323965,0.0,185351.46666666667,1990-10-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-10-17,20,True,0,11135,3083,Mid-term,English
+5507,12324851,0.0,1025587.2000000001,1996-11-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-04-03,16,True,0,8912,2915,Mid-term,English
+5508,12327515,0.0,74957.71428571429,1997-03-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-16,19,True,0,8778,3754,Mid-term,English
+5509,12327895,224.7238095238095,395513.90476190473,1992-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-16,20,False,1,10647,2537,Mid-term,English
+5510,12329707,311.56666666666666,186940.0,2013-12-11,15,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-01-05,15,False,1,2663,1908,Short-term,English
+5511,12329902,0.0,765516.5142857142,2013-04-26,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-11,19,True,0,2892,3394,Short-term,English
+5513,12332049,302.1026666666667,342584.42400000006,2002-05-20,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2012-03-08,21,True,1,6886,3306,Mid-term,English
+5514,12333380,0.0,649169.142857143,1997-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-26,18,True,0,8761,2709,Mid-term,English
+5515,12333575,0.0,1511120.0000000002,1992-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,Portuguese,Premier,2011-08-22,20,True,0,10587,3505,Mid-term,European
+5516,12333626,323.0666666666667,601550.1333333334,1994-05-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-11,19,False,1,9827,3242,Mid-term,English
+5517,12336317,476.1714285714286,533312.0,1977-07-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-05-10,16,True,1,15975,4339,Long-term,English
+5520,12345544,334.9066666666667,421982.4,1994-06-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-02,12,False,1,9796,2641,Mid-term,English
+5521,12345611,0.0,485060.80000000005,1997-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-06,10,False,0,8670,3460,Mid-term,English
+5522,12354684,0.0,113443.57142857143,1997-08-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-18,15,True,0,8639,2594,Mid-term,English
+5523,12355574,112.0,26656.0,1983-09-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-24,7,False,1,13722,2073,Mid-term,English
+5524,12359172,240.57333333333332,644736.5333333333,1981-07-15,20,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Premier,2011-12-16,20,True,1,14500,3389,Long-term,Unknown
+5527,12367304,0.0,790356.0,1996-01-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-05,21,True,0,9203,2913,Mid-term,English
+5528,12368284,0.0,356862.34285714285,1996-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-14,19,True,0,8959,3208,Mid-term,English
+5529,12372564,0.0,240927.90399999998,1990-08-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,Y,Y,11-50,English,Premier,2015-09-05,19,True,0,11182,2030,Mid-term,English
+5532,12380173,0.0,251471.73333333334,1996-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-14,20,False,0,9157,2598,Mid-term,English
+5534,12385956,0.0,96575.04761904763,1991-12-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-17,5,True,0,10709,2353,Mid-term,English
+5536,12394671,0.0,235301.32000000004,2007-06-05,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-08,19,False,0,5044,2819,Short-term,English
+5537,12399477,0.0,404766.72,1995-11-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2013-10-10,12,False,0,9264,2725,Mid-term,Unknown
+5538,12404302,0.0,991941.8666666668,1997-07-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-05-25,19,True,0,8670,5785,Mid-term,English
+5539,12417379,0.0,1149557.7600000002,1998-02-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-06,20,False,0,8441,2912,Mid-term,English
+5541,12431522,0.0,986148.8,1995-05-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-20,15,True,0,9462,2776,Mid-term,English
+5542,12431564,0.0,2106381.6,2010-06-03,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,Greek,Standard,2012-04-07,18,False,0,3950,3276,Short-term,European
+5543,12432443,0.0,123191.99999999999,1994-02-01,10,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-03,10,True,0,9916,2094,Mid-term,English
+5546,12443045,0.0,172737.6,1995-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-03-15,20,False,0,9417,1838,Mid-term,English
+5547,12445519,0.0,569045.7142857142,1976-08-15,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-01-04,11,True,0,16295,3735,Long-term,English
+5549,12448865,0.0,427201.09714285715,1989-05-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-29,13,True,0,11639,3285,Mid-term,English
+5550,12450711,0.0,443446.32,1996-03-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-31,19,True,0,9143,3496,Mid-term,English
+5551,12455209,0.0,258548.19047619044,1979-04-15,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-14,11,True,0,15322,2113,Long-term,English
+5553,12457075,0.0,836229.3333333334,1989-09-01,28,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-07-19,28,True,0,11530,2808,Mid-term,English
+5554,12457300,0.0,807206.4000000001,1996-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-01-13,18,True,0,9096,3361,Mid-term,English
+5555,12458322,530.7733333333334,171970.56000000003,1972-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-04-06,18,False,1,17801,3643,Long-term,English
+5557,12466042,0.0,179530.8,2002-11-26,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-06,15,False,0,6696,2303,Mid-term,English
+5558,12466535,0.0,1267928.064,2001-07-25,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-15,20,True,0,7185,3816,Mid-term,English
+5559,12472560,0.0,104261.86666666667,1997-11-09,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,51-100,Spanish,Premier,2014-11-08,16,True,0,8539,2331,Mid-term,European
+5560,12474179,0.0,402931.73333333334,1983-06-15,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-03-15,17,True,0,13800,2204,Mid-term,English
+5561,12474684,0.0,447263.51999999996,1995-10-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,Russian,Premier,2013-03-19,15,False,0,9295,2930,Mid-term,European
+5562,12476797,0.0,297056.5714285715,2015-12-27,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-23,22,True,0,1917,3077,Short-term,English
+5563,12479448,0.0,130182.93333333332,1986-07-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-24,10,True,0,12674,2680,Mid-term,English
+5565,12483412,0.0,275570.3253333334,1990-07-15,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-11,19,True,0,11213,2966,Mid-term,English
+5566,12483919,261.6933333333333,169053.89333333334,1993-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-13,19,True,1,10267,3606,Mid-term,English
+5567,12491382,0.0,136490.60000000003,1987-11-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-18,15,False,0,12200,2505,Mid-term,English
+5568,12491609,0.0,254714.28571428574,1995-05-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-09-13,10,True,0,9462,2387,Mid-term,English
+5569,12494443,188.26666666666665,86979.2,1965-10-14,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-01-02,6,True,1,20253,2276,Long-term,English
+5570,12495373,0.0,4523809.333333335,2015-01-30,25,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-05-28,25,False,0,2248,3225,Short-term,English
+5571,12497733,0.0,185513.82857142857,1990-12-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-18,6,True,0,11060,2870,Mid-term,English
+5576,12508660,0.0,680556.7999999999,1979-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-03,22,False,0,15353,3189,Long-term,English
+5577,12509168,0.0,142115.30666666664,2003-10-22,7,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-24,7,False,0,6366,2925,Mid-term,English
+5578,12509448,0.0,250394.56,1990-03-15,8,False,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2015-10-07,8,True,0,11335,1998,Mid-term,English
+5579,12511097,0.0,98634.66666666667,2001-09-27,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2010-10-19,14,True,0,7121,3812,Mid-term,English
+5580,12514102,1393.1666666666667,1430782.1666666667,1994-06-15,13,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-06-13,13,True,1,9782,3209,Mid-term,English
+5581,12514301,0.0,215615.40000000002,1997-05-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-04-22,9,True,0,8731,4357,Mid-term,English
+5582,12514700,0.0,710772.2666666667,1995-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2010-12-28,19,True,0,9234,3742,Mid-term,English
+5584,12518134,0.0,49756.19047619048,1997-04-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-07,4,False,0,8761,3336,Mid-term,English
+5586,12520802,0.0,64088.380952380954,1988-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-28,16,True,0,12094,2615,Mid-term,English
+5587,12521520,0.0,746396.0,1997-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-08-20,15,False,0,8670,3141,Mid-term,English
+5588,12522212,0.0,649194.56,1995-10-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-17,21,False,0,9295,3479,Mid-term,English
+5589,12522736,0.0,725977.52,1994-06-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-01-09,17,True,0,9796,4095,Mid-term,English
+5590,12522952,0.0,452408.0,1991-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-07,20,True,0,10756,3032,Mid-term,English
+5591,12523750,0.0,2671927.44,2016-09-12,19,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2011-06-25,19,False,0,1657,3563,Short-term,English
+5592,12524796,0.0,699678.72,1996-12-25,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-21,26,False,0,8858,3079,Mid-term,English
+5593,12525185,0.0,470862.85714285716,1995-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-12,20,True,0,9387,2631,Mid-term,English
+5594,12525547,470.48,796993.12,1992-02-15,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-02-08,14,True,1,10633,3335,Mid-term,English
+5595,12525651,0.0,426978.7428571428,1995-10-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-30,12,False,0,9309,2919,Mid-term,English
+5598,12528047,0.0,196441.14285714284,1997-01-15,5,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-04,5,True,0,8837,2731,Mid-term,English
+5599,12528915,0.0,1377254.6666666665,1992-06-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-03-20,25,False,0,10526,4025,Mid-term,English
+5600,12533722,141.50476190476192,270415.60000000003,1970-12-25,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-12-03,21,True,1,18355,1941,Long-term,English
+5602,12537550,0.0,218735.0,1986-10-01,7,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-08-23,7,True,0,12596,2773,Mid-term,English
+5603,12538022,0.0,202901.50400000002,2001-05-31,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-01,24,False,0,7240,3007,Mid-term,English
+5604,12542970,0.0,996760.2666666667,1997-07-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-22,19,True,0,8656,2378,Mid-term,English
+5605,12543893,0.0,1137378.6514285714,1998-06-17,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-10,19,True,0,8319,3517,Mid-term,English
+5606,12545018,0.0,580313.5520000001,2006-07-12,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-09-22,13,True,0,5372,3474,Short-term,English
+5607,12546188,0.0,118976.92857142858,1997-05-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2010-04-01,5,True,0,8717,4013,Mid-term,English
+5608,12546416,0.0,721440.0,1991-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-12-17,15,False,0,10770,3388,Mid-term,English
+5609,12551759,294.528,274205.568,1991-03-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-07,19,False,1,10970,3246,Mid-term,English
+5610,12554817,0.0,190643.544,1997-04-01,9,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-17,9,True,0,8761,3205,Mid-term,English
+5611,12556847,295.0666666666667,181761.0666666667,1993-04-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-25,7,True,1,10222,2437,Mid-term,English
+5612,12557672,0.0,399865.49999999994,2005-09-09,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,1-5,English,Standard,2014-10-17,17,False,0,5678,2353,Short-term,English
+5614,12560376,0.0,345115.5809523809,1990-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-07-24,20,True,0,11227,2073,Mid-term,Unknown
+5615,12561714,0.0,1010016.1066666668,2012-01-30,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-10-21,13,True,0,3344,2349,Short-term,English
+5617,12562876,0.0,21567.333333333332,2005-02-24,10,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-22,10,False,0,5875,2225,Short-term,English
+5619,12569508,0.0,350338.55999999994,1996-06-09,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Polish,Premier,2014-11-19,18,True,0,9057,2320,Mid-term,European
+5620,12574130,234.62857142857143,103705.82857142857,2014-02-27,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-04,17,False,1,2585,2608,Short-term,English
+5621,12587803,0.0,85305.60000000002,1986-02-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-09,18,True,0,12838,2544,Mid-term,English
+5622,12598114,0.0,167389.56000000006,1992-02-15,18,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-07,18,True,0,10633,2485,Mid-term,English
+5623,12598355,246.87619047619052,151088.2285714286,1983-06-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-22,12,True,1,13814,2287,Mid-term,English
+5625,12601936,0.0,392226.1200000001,1984-02-01,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-02-28,9,False,0,13569,5141,Mid-term,English
+5627,12605652,0.0,520002.8571428572,1991-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-24,19,False,0,10770,3106,Mid-term,English
+5628,12606704,0.0,114672.0,1996-01-15,15,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-27,15,True,0,9203,2557,Mid-term,English
+5629,12606987,0.0,976088.1428571431,1993-02-15,31,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-09-15,31,False,0,10267,2750,Mid-term,Unknown
+5630,12607525,451.4416666666666,246487.14999999997,2003-01-08,7,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,51-100,English,Standard,2012-11-30,7,False,1,6653,3039,Mid-term,English
+5631,12610146,144.6095238095238,137379.0476190476,2006-06-29,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-11,19,False,1,5385,1963,Short-term,English
+5632,12616055,0.0,932164.5666666669,1972-09-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-05-22,13,True,0,17739,3231,Long-term,English
+5633,12618900,0.0,244339.40000000005,1997-04-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-08,15,True,0,8761,3275,Mid-term,English
+5636,12628533,340.2533333333333,135761.08,1994-12-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-07-25,19,False,1,9599,2802,Mid-term,English
+5637,12632011,289.1333333333334,346092.60000000003,1977-12-25,21,True,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Thai,Premier,2015-06-16,21,True,1,15798,2111,Long-term,Asian
+5638,12633946,0.0,72937.79999999999,1996-12-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2013-08-26,4,False,0,8882,2770,Mid-term,English
+5639,12634742,0.0,518357.73600000003,2010-07-13,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-11-22,9,True,0,3910,4143,Short-term,English
+5640,12638077,0.0,322150.4,2000-10-30,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-18,22,True,0,7453,2566,Mid-term,English
+5641,12639737,160.36,190026.6,1994-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-16,15,True,1,9843,2568,Mid-term,English
+5642,12640577,0.0,567613.7142857143,1987-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-24,20,True,0,12261,2650,Mid-term,English
+5643,12641073,0.0,6826605.600000001,1996-03-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,500+,English,Premier,2010-04-30,15,True,0,9157,3984,Mid-term,English
+5644,12641762,0.0,874898.9714285715,2010-07-29,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2006-10-24,19,False,0,3894,5268,Short-term,English
+5645,12643249,0.0,298001.6666666666,2014-02-17,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2013-05-03,7,True,0,2595,2885,Short-term,English
+5646,12645184,0.0,1025611.7666666666,1995-10-01,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-03,19,True,0,9309,3797,Mid-term,English
+5647,12648272,0.0,189924.0,1993-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-30,21,True,0,10100,3650,Mid-term,English
+5648,12651476,0.0,141977.53333333335,1997-07-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-07,5,False,0,8670,3215,Mid-term,English
+5649,12652103,178.97333333333333,340765.2266666667,1992-10-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-06,16,True,1,10390,2759,Mid-term,English
+5651,12657418,212.09523809523807,104987.14285714284,1970-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-16,15,True,1,18440,2446,Long-term,English
+5652,12658768,0.0,278067.2,1990-10-01,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2014-08-22,16,True,0,11135,2409,Mid-term,English
+5653,12660259,311.6380952380953,355267.42857142864,1982-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-01,15,True,1,14149,3160,Mid-term,English
+5654,12660961,0.0,85022.4,1978-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-30,21,True,0,15518,3344,Long-term,English
+5655,12661463,0.0,419605.3333333334,1991-04-01,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-17,17,True,0,10953,3052,Mid-term,English
+5657,12665217,0.0,455040.00000000006,1997-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-24,20,False,0,8656,2285,Mid-term,English
+5660,12668416,0.0,477370.07809523813,2008-06-27,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-07,19,True,0,4656,2271,Short-term,English
+5661,12674014,0.0,249246.72000000003,1989-11-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-20,12,True,0,11455,3141,Mid-term,English
+5662,12674142,0.0,1751850.1000000003,1998-02-01,14,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2009-10-12,14,True,0,8455,4184,Mid-term,English
+5664,12682951,0.0,2484799.98,1996-06-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2006-11-29,18,True,0,9065,5232,Mid-term,English
+5665,12685050,175.708,209092.52000000002,2000-01-19,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-29,17,True,1,7738,2310,Mid-term,English
+5666,12685106,0.0,222359.15000000002,1994-03-15,5,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2011-03-07,5,True,0,9874,3673,Mid-term,Unknown
+5667,12688915,214.552380952381,347574.85714285716,1993-11-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-28,15,True,1,10008,2464,Mid-term,English
+5668,12692038,0.0,71368.5,1988-02-15,21,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-02-28,21,True,0,12094,1854,Mid-term,English
+5669,12692554,0.0,135167.3142857143,1998-02-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-12,20,True,0,8441,2996,Mid-term,English
+5670,12693103,0.0,522048.8000000001,1986-07-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-16,21,True,0,12688,2719,Mid-term,English
+5671,12693803,156.8761904761905,221195.42857142858,1966-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-15,15,True,1,20160,2051,Long-term,English
+5673,12694668,543.9733333333334,1468728.0,1994-06-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-28,20,True,1,9796,3711,Mid-term,English
+5674,12697692,0.0,1637130.0,1988-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-04-14,15,False,0,12108,3635,Mid-term,English
+5675,12698359,0.0,163913.14285714284,1987-03-15,24,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,Y,Y,6-10,English,Standard,2014-03-26,24,True,0,12431,2558,Mid-term,English
+5676,12700858,0.0,1328923.4400000002,1997-12-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-12,21,True,0,8517,3454,Mid-term,English
+5678,12711721,263.62142857142857,479263.7571428571,1980-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-07-08,18,True,1,15001,2089,Long-term,English
+5679,12712036,0.0,87771.6,1990-09-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-03,9,True,0,11165,1789,Mid-term,English
+5680,12714042,0.0,616591.0399999999,1995-10-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-11,19,True,0,9309,2359,Mid-term,English
+5681,12715904,291.6457142857143,676618.0571428572,1994-09-15,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-19,20,True,1,9690,2534,Mid-term,English
+5682,12716186,0.0,1214752.0,2015-03-28,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-04-11,11,False,0,2191,2542,Short-term,English
+5683,12717048,0.0,110558.93333333333,1996-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-28,17,False,0,9172,2829,Mid-term,English
+5684,12721918,0.0,1126571.4285714289,1989-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-05-01,20,True,0,11439,3618,Mid-term,English
+5685,12726407,195.8857142857143,346717.7142857143,1982-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-09,15,False,1,14149,2330,Mid-term,English
+5686,12727742,0.0,487713.408,2015-07-20,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2013-06-25,9,True,0,2077,2832,Short-term,English
+5687,12737595,0.0,283226.6666666667,1989-12-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-06-13,19,True,0,11425,1748,Mid-term,English
+5688,12743250,0.0,345693.8666666667,1984-09-01,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-19,16,True,0,13356,2228,Mid-term,English
+5689,12744048,0.0,203426.98666666666,1985-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-16,17,False,0,13130,2841,Mid-term,English
+5691,12745769,0.0,659600.0000000001,1992-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-16,17,True,0,10647,2780,Mid-term,English
+5692,12746230,0.0,368956.80000000005,1989-11-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-29,8,True,0,11469,2979,Mid-term,English
+5693,12749875,0.0,249370.80000000005,1984-12-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-11,21,True,0,13265,2663,Mid-term,English
+5694,12754022,0.0,1206964.9973333336,1989-03-01,22,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,Polish,Premier,2013-10-23,22,True,0,11714,2712,Mid-term,European
+5695,12754531,727.2,1303142.4000000001,1993-04-01,16,False,True,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-27,16,False,1,10222,3408,Mid-term,English
+5696,12755377,0.0,256100.00000000003,2004-01-26,6,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-05-03,6,True,0,6270,3616,Short-term,English
+5697,12755542,0.0,749536.8,1955-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-01,18,False,0,24011,3434,Long-term,English
+5698,12759056,0.0,95480.00000000001,1982-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-28,16,True,0,14135,2556,Mid-term,English
+5699,12759295,0.0,101948.57142857143,1995-02-01,19,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-06,19,True,0,9551,3063,Mid-term,English
+5700,12762397,0.0,221844.0,2010-08-10,24,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-11,24,True,0,3882,3089,Short-term,English
+5701,12763045,0.0,43212.00000000001,1989-01-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-21,6,True,0,11759,3384,Mid-term,English
+5702,12766266,0.0,604503.2,2003-05-23,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-08,14,True,0,6518,3031,Mid-term,English
+5704,12774195,0.0,562933.8,1996-03-15,27,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-15,27,True,0,9143,2508,Mid-term,English
+5705,12775564,228.82285714285715,288316.8,1965-01-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-16,20,True,1,20539,2293,Long-term,English
+5706,12775804,0.0,841970.016,1997-05-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-04-26,17,False,0,8731,3988,Mid-term,English
+5707,12781357,279.5047619047619,47515.80952380952,1961-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-19,17,False,1,21652,2930,Long-term,English
+5709,12787182,0.0,353238.95238095237,1990-07-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-29,17,False,0,11227,2494,Mid-term,English
+5712,12796654,0.0,2611233.3333333335,2002-03-18,38,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-11-27,38,True,0,6949,3042,Mid-term,English
+5714,12800120,1133.8333333333335,1224540.0000000002,1994-06-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2005-12-26,20,True,1,9796,5570,Mid-term,English
+5715,12803374,0.0,492075.8857142858,1995-10-15,24,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-16,24,True,0,9295,2596,Mid-term,English
+5717,12803992,231.5866666666667,458078.4266666667,1993-06-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-17,23,False,1,10161,3297,Mid-term,English
+5718,12804659,0.0,257429.75999999998,1996-05-15,18,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-16,18,True,0,9082,3327,Mid-term,English
+5719,12805315,0.0,668921.9047619047,1998-02-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-30,20,True,0,8455,3923,Mid-term,English
+5721,12808232,0.0,4145433.6000000006,1986-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2011-05-13,18,False,0,12688,3606,Mid-term,English
+5724,12814135,0.0,425257.94666666666,1984-02-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-20,22,False,0,13555,2776,Mid-term,English
+5726,12819949,0.0,132069.6,1995-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-12-14,20,True,0,9248,2660,Mid-term,English
+5727,12820492,0.0,747180.0000000001,2010-03-05,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-27,18,False,0,4040,2950,Short-term,English
+5728,12821606,0.0,703536.2285714287,1995-12-25,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-09-13,13,True,0,9224,4213,Mid-term,English
+5729,12826243,0.0,85072.00000000001,1990-09-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-11,20,True,0,11165,2601,Mid-term,English
+5730,12826964,0.0,341793.52380952385,1990-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-01,20,False,0,11104,3282,Mid-term,English
+5731,12827207,0.0,282112.0,1995-02-15,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-07-09,14,True,0,9537,3183,Mid-term,English
+5732,12830001,217.9666666666667,768986.4000000001,1993-08-01,24,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-31,24,True,1,10100,2643,Mid-term,English
+5733,12830289,0.0,640497.6,2015-05-19,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-06-13,21,True,0,2139,2844,Short-term,Unknown
+5734,12830937,0.0,372903.77142857143,2010-03-17,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-28,22,True,0,4028,2525,Short-term,English
+5735,12838649,0.0,181876.68571428573,1996-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-05,17,True,0,9157,2944,Mid-term,English
+5736,12842089,0.0,415803.29142857145,1996-12-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-28,24,True,0,8868,2799,Mid-term,English
+5737,12844547,0.0,605412.1333333333,1995-10-09,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-29,23,False,0,9301,3376,Mid-term,English
+5738,12845880,0.0,679992.2666666667,1996-04-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-06-12,14,True,0,9112,4306,Mid-term,English
+5739,12846862,236.36190476190473,502269.0476190476,1993-02-15,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-23,17,False,1,10267,2620,Mid-term,English
+5740,12847396,0.0,1020776.2666666667,1985-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-11-03,19,True,0,13053,2701,Mid-term,English
+5741,12854893,0.0,306294.2857142857,1983-05-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-22,23,True,0,13845,2835,Mid-term,English
+5742,12854924,0.0,286584.60000000003,1998-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-04-21,18,False,0,8455,4358,Mid-term,English
+5743,12859832,0.0,384293.8666666667,1996-04-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-08,20,True,0,9112,3214,Mid-term,English
+5744,12860138,0.0,356091.4285714286,1991-07-15,20,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-26,20,True,0,10848,2344,Mid-term,English
+5745,12861242,0.0,112283.60000000002,1990-02-15,13,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-11-17,13,True,0,11363,1957,Mid-term,English
+5746,12863867,0.0,1455518.75,1995-07-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2012-12-04,17,True,0,9387,3035,Mid-term,English
+5747,12866134,0.0,282514.28571428574,1980-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-27,20,True,0,15016,2192,Long-term,English
+5748,12867285,594.6666666666666,886648.0,1979-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-05-14,21,False,1,15395,3970,Long-term,English
+5749,12868683,169.31428571428572,7449.828571428571,1993-08-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-05-18,2,True,1,10086,2140,Mid-term,Unknown
+5751,12873477,0.0,1911360.0000000002,1995-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-04-15,22,False,0,9478,2903,Mid-term,English
+5752,12873641,0.0,413122.97142857144,1990-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-07,19,True,0,11104,3032,Mid-term,English
+5754,12878263,0.0,602814.52,2018-02-03,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-12-31,22,True,0,1148,3739,Short-term,English
+5755,12879200,0.0,566649.6,1990-11-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-09-05,18,True,0,11104,3856,Mid-term,English
+5756,12879650,0.0,594720.0,1993-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-12-30,9,True,0,10131,2279,Mid-term,English
+5757,12880588,908.2666666666669,1899185.6000000003,1993-10-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-12-20,17,True,1,10025,5576,Mid-term,English
+5758,12881834,235.7714285714286,632810.5142857144,1968-01-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-01-27,22,True,1,19444,2616,Long-term,English
+5759,12881977,0.0,866802.8571428573,2005-09-20,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-02-06,18,False,0,5667,5528,Short-term,English
+5760,12887018,0.0,296771.4285714286,1999-03-23,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2016-07-03,16,True,0,8040,1728,Mid-term,Unknown
+5761,12890876,0.0,123519.20000000001,1977-09-15,35,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-05-26,35,True,0,15899,2497,Long-term,English
+5762,12891397,0.0,83835.09333333335,2015-06-27,19,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-07-05,19,False,0,2100,1361,Short-term,English
+5763,12895325,0.0,47888.76190476192,1997-01-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-06,10,False,0,8851,2486,Mid-term,English
+5764,12898219,0.0,747487.104,1986-07-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2010-09-15,16,True,0,12674,3846,Mid-term,English
+5765,12899436,0.0,83373.52380952382,1992-06-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-03-21,10,False,0,10526,2198,Mid-term,English
+5766,12900478,0.0,895428.0,1995-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-07-02,21,False,0,9478,3190,Mid-term,English
+5768,12907329,0.0,175929.6,1987-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-02,18,False,0,12445,2398,Mid-term,English
+5769,12910402,0.0,276833.14285714284,2006-11-24,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-01-21,10,True,0,5237,2622,Short-term,English
+5770,12923168,0.0,641493.4933333335,1987-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-08-28,20,True,0,12323,3864,Mid-term,English
+5771,12924206,0.0,334145.21904761903,1984-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-05,16,True,0,13540,2153,Mid-term,English
+5772,12927191,0.0,606224.0476190476,1988-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-05-24,17,False,0,12125,2499,Mid-term,English
+5773,12927362,466.5866666666667,274352.96,1994-06-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-28,12,True,1,9796,3315,Mid-term,English
+5774,12928734,0.0,376534.4,1986-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-03,19,True,0,12735,3463,Mid-term,English
+5775,12929145,213.25333333333333,153968.90666666668,1971-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-20,19,False,1,18334,3110,Long-term,English
+5776,12930899,0.0,157188.09600000002,1995-05-15,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-11,18,True,0,9448,2359,Mid-term,English
+5777,12942470,0.0,169254.4,1983-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-18,20,True,0,13631,2474,Mid-term,English
+5779,12950240,572.7428571428571,152349.6,1993-09-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-10-14,7,False,1,10055,3452,Mid-term,English
+5780,12951918,0.0,333299.08571428567,1987-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-29,17,False,0,12292,2159,Mid-term,English
+5781,12962138,0.0,116356.74285714285,2005-07-06,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-18,11,True,0,5743,2413,Short-term,English
+5782,12962192,106.08,286416.0,1971-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-23,20,True,1,18348,2012,Long-term,English
+5783,12962516,0.0,404459.3333333334,1992-10-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2010-08-21,19,True,0,10404,3871,Mid-term,English
+5784,12963358,220.60000000000002,134124.80000000002,1993-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-07,16,False,1,9978,3185,Mid-term,English
+5785,12964980,173.42000000000002,330191.68000000005,1977-02-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-12-17,16,True,1,16125,2292,Long-term,English
+5786,12965394,0.0,126318.08,1997-09-15,16,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-06,16,True,0,8594,2851,Mid-term,English
+5788,12969442,0.0,125435.51999999999,2008-06-13,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-01,14,True,0,4670,2430,Short-term,English
+5789,12969596,0.0,222726.68571428573,1987-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-10-20,19,False,0,12186,2350,Mid-term,English
+5791,12973338,0.0,565094.4000000001,2008-10-31,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-06,10,True,0,4530,3399,Short-term,English
+5792,12975694,0.0,254679.04,1996-02-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-11-08,19,True,0,9172,1966,Mid-term,English
+5793,12976000,0.0,1001091.0476190477,1995-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-03-26,20,True,0,9295,4019,Mid-term,English
+5794,12976458,0.0,170369.7066666667,1986-05-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-28,19,False,0,12735,2219,Mid-term,English
+5795,12982125,0.0,2155486.666666667,2015-04-03,20,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-08-12,20,False,0,2185,4245,Short-term,English
+5797,12993063,0.0,358587.4285714286,2005-12-20,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-05,18,False,0,5576,3522,Short-term,English
+5799,12996313,0.0,614031.0857142856,1990-04-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-12-05,24,True,0,11304,3034,Mid-term,English
+5800,12997487,0.0,107831.25,1995-09-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2017-05-03,10,True,0,9325,1424,Mid-term,Unknown
+5801,13001542,376.76666666666665,837552.3,1993-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-06-23,19,False,1,10267,2469,Mid-term,English
+5802,13002318,0.0,457615.75999999995,1997-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-06-20,19,True,0,8778,3933,Mid-term,English
+5803,13008871,0.0,573672.9600000002,1991-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-19,21,False,0,10725,2869,Mid-term,English
+5805,13011868,0.0,24449.600000000006,1995-01-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-12-27,7,True,0,9582,3012,Mid-term,Unknown
+5806,13012037,0.0,1082103.8800000001,1986-08-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-26,11,True,0,12643,3713,Mid-term,English
+5808,13013653,0.0,395916.1904761905,1988-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-14,16,False,0,11957,2539,Mid-term,English
+5809,13017144,572.8666666666668,405589.6000000001,1994-12-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-20,6,True,1,9599,4084,Mid-term,English
+5811,13021781,0.0,375920.7619047619,1997-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-09,16,True,0,8670,2391,Mid-term,English
+5812,13022890,0.0,335680.8533333334,1992-02-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-02-08,16,True,0,10647,2604,Mid-term,English
+5813,13024872,0.0,283882.6666666667,1973-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-22,16,False,0,17436,2743,Long-term,English
+5814,13024924,0.0,546761.6000000001,1996-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-22,22,True,0,9186,3047,Mid-term,English
+5815,13027291,0.0,203483.42857142858,1992-02-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-25,8,False,0,10647,2679,Mid-term,English
+5817,13031007,0.0,27846.09523809524,1990-12-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-14,8,False,0,11074,3421,Mid-term,English
+5818,13032285,0.0,556370.0,2002-10-28,5,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-05-31,5,True,0,6725,2857,Mid-term,English
+5820,13035071,0.0,377912.0800000001,1985-04-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-06-15,21,True,0,13130,2842,Mid-term,English
+5821,13035573,0.0,148145.04000000004,1989-07-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-04-04,9,True,0,11578,2184,Mid-term,English
+5822,13038468,0.0,500528.0000000001,1995-09-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-07,15,True,0,9339,3367,Mid-term,English
+5824,13039018,230.3426666666667,207308.40000000002,2000-09-06,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,Y,Y,Y,N,Y,Y,1-5,English,Standard,2013-09-25,18,True,1,7507,2740,Mid-term,English
+5826,13043029,223.7386666666667,416825.13600000006,1994-10-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-16,23,True,1,9674,2688,Mid-term,English
+5827,13043836,1344.7333333333336,1052926.2000000002,1994-06-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2011-02-28,9,True,1,9782,3680,Mid-term,English
+5828,13044246,0.0,557550.0,1988-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-18,15,True,0,12018,2900,Mid-term,English
+5829,13046193,0.0,551504.7619047619,1996-04-15,25,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2011-09-20,25,True,0,9112,3476,Mid-term,Unknown
+5830,13047886,0.0,53923.04761904761,1986-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-21,20,True,0,12674,2683,Mid-term,English
+5831,13048932,0.0,210215.72000000003,1986-03-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-14,13,True,0,12796,2295,Mid-term,English
+5832,13049997,116.66666666666666,53550.0,1977-10-15,17,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-06,17,True,1,15869,2121,Long-term,English
+5833,13052427,0.0,625203.2000000002,1986-04-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-19,20,True,0,12779,2593,Mid-term,English
+5834,13053869,0.0,1579418.7499999998,1985-07-15,35,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,51-100,Unknown,Premier,2014-07-19,35,True,0,13039,2443,Mid-term,Unknown
+5835,13054186,0.0,483776.0853333334,2010-11-29,8,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-06-09,8,False,0,3771,4674,Short-term,English
+5836,13054628,0.0,1601977.5999999999,1991-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-07-25,16,False,0,10756,3898,Mid-term,English
+5837,13055583,0.0,185518.08000000002,1998-03-01,6,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-10,6,True,0,8427,2209,Mid-term,English
+5838,13057376,0.0,799361.8186666666,1990-07-15,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-16,19,True,0,11213,2446,Mid-term,English
+5839,13058427,0.0,647627.5,2007-07-09,5,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-04-02,5,True,0,5010,3647,Short-term,English
+5840,13063332,0.0,555413.3333333333,1997-08-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-10-18,10,False,0,8639,2717,Mid-term,English
+5841,13064445,0.0,1111241.0400000003,1992-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-01,21,False,0,10587,3129,Mid-term,English
+5842,13069554,0.0,114257.06666666667,1985-08-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-02,8,True,0,13022,2125,Mid-term,English
+5843,13070340,0.0,169735.03999999998,1990-03-15,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-01-25,16,True,0,11335,1888,Mid-term,English
+5844,13072242,0.0,469707.4285714286,1991-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-04,20,True,0,11043,3004,Mid-term,English
+5845,13073192,0.0,457308.0,2004-07-23,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-14,18,True,0,6091,2660,Short-term,English
+5847,13082457,220.72,512070.39999999997,1979-12-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-06,20,True,1,15078,3186,Long-term,English
+5848,13088784,0.0,162718.6,1986-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-20,11,False,0,12796,2564,Mid-term,English
+5849,13089314,0.0,436335.00000000006,1986-05-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-20,25,True,0,12749,2807,Mid-term,English
+5850,13094262,0.0,558900.0,2008-01-09,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-27,15,True,0,4826,2861,Short-term,English
+5851,13095430,0.0,217876.85333333336,1982-08-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-22,11,False,0,14118,2440,Mid-term,English
+5853,13098099,270.7428571428572,518201.8285714287,2004-02-25,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-21,22,True,1,6240,2867,Short-term,English
+5855,13102953,0.0,401944.00000000006,1992-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-26,20,False,0,10319,1948,Mid-term,English
+5856,13103046,285.48571428571427,87358.62857142856,1979-08-15,17,False,True,False,NOTICE,MAIL,N,N,Y,Y,Y,Y,N,N,Y,6-10,English,Premier,2013-02-05,17,True,1,15200,2972,Long-term,English
+5859,13109511,0.0,354620.0,1997-02-01,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-07,17,True,0,8820,3062,Mid-term,English
+5861,13117250,0.0,355392.0,1989-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-01-04,15,True,0,11592,2274,Mid-term,English
+5862,13118521,0.0,16552.0,2015-09-16,7,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-10,7,False,0,2019,2056,Short-term,English
+5864,13121566,280.14285714285717,328607.5714285714,1974-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-04-20,17,True,1,16948,2533,Long-term,English
+5865,13123271,0.0,44874.666666666664,1997-05-01,1,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-09-18,1,False,0,8731,4208,Mid-term,English
+5866,13123585,0.0,2615412.8000000003,1995-06-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-01-30,24,True,0,9417,3344,Mid-term,English
+5867,13124723,0.0,320211.99999999994,1989-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-28,17,True,0,11439,2250,Mid-term,English
+5868,13128538,0.0,359039.99999999994,2006-03-04,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-03,17,False,0,5502,2428,Short-term,English
+5869,13128827,0.0,802244.7085714285,1992-05-01,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-05,19,False,0,10557,3278,Mid-term,English
+5870,13129160,0.0,49457.37142857143,1986-05-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2017-12-29,16,False,0,12749,1184,Mid-term,English
+5872,13130072,0.0,379215.2,1991-07-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-21,21,True,0,10848,2349,Mid-term,English
+5873,13133886,114.34285714285714,244007.65714285712,1988-06-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2016-06-15,22,True,1,11973,1746,Mid-term,English
+5874,13137610,155.37333333333333,167803.2,1981-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-06,18,False,1,14605,2517,Long-term,English
+5875,13145735,0.0,117383.76,1985-11-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-01-05,21,True,0,12916,2638,Mid-term,English
+5876,13151895,0.0,243359.87200000003,1997-08-01,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-05,21,True,0,8639,1848,Mid-term,English
+5877,13156195,0.0,513128.83809523814,1991-09-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-23,19,True,0,10786,3473,Mid-term,English
+5878,13158149,2081.066666666667,5535637.333333335,1970-02-01,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-11-12,20,False,1,18682,3057,Long-term,English
+5879,13158353,355.98095238095243,363100.5714285715,1994-04-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-18,12,True,1,9857,3478,Mid-term,English
+5880,13158487,0.0,337171.2,1992-05-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Standard,2010-08-04,6,False,0,10543,3888,Mid-term,Unknown
+5881,13158976,0.0,21978.000000000004,1989-12-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese,Standard,2014-08-05,5,True,0,11425,2426,Mid-term,Asian
+5882,13159586,0.0,621781.3333333334,1996-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-31,16,False,0,9112,3069,Mid-term,English
+5883,13159675,0.0,451629.9333333334,1987-12-25,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-12-09,17,True,0,12146,4126,Mid-term,English
+5884,13161800,0.0,48960.8,1997-07-01,1,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-03-01,1,True,0,8670,3313,Mid-term,English
+5885,13162481,249.69523809523812,286650.13333333336,1994-11-15,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-19,14,False,1,9629,2716,Mid-term,English
+5886,13164223,0.0,467001.936,1982-02-15,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-04,23,True,0,14285,3065,Long-term,English
+5887,13164681,0.0,80150.88,1996-02-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-21,3,True,0,9172,2775,Mid-term,English
+5888,13166762,0.0,2066073.7999999998,1991-07-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-05-08,21,True,0,10862,4341,Mid-term,English
+5890,13169975,0.0,290920.448,2010-07-08,16,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-13,16,True,0,3915,2418,Short-term,English
+5891,13172576,0.0,371118.1866666667,2015-06-19,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-13,23,True,0,2108,2722,Short-term,English
+5893,13173838,0.0,3169991.6666666674,1992-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-03-21,19,True,0,10404,3659,Mid-term,English
+5894,13178799,0.0,180769.82857142857,1990-07-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-15,12,True,0,11213,2538,Mid-term,English
+5896,13183461,0.0,1545844.1142857142,1997-07-01,26,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,N,6-10,English,Premier,2013-04-19,26,False,0,8670,2899,Mid-term,English
+5897,13183809,0.0,226085.52000000002,1988-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-05,18,True,0,11804,3034,Mid-term,English
+5898,13184171,0.0,720238.6285714287,2007-10-24,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-24,18,True,0,4903,3684,Short-term,English
+5900,13194380,0.0,904749.7142857143,1984-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-04,20,True,0,13373,3310,Mid-term,English
+5901,13194627,142.532,99202.27200000001,1981-12-15,8,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-17,8,True,1,14347,2049,Long-term,English
+5902,13194659,145.42857142857142,206508.57142857142,1995-09-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-05,20,True,1,9339,1969,Mid-term,English
+5903,13210627,0.0,452484.48000000004,1989-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-02,21,True,0,11425,2610,Mid-term,English
+5904,13211494,0.0,730758.5999999999,1991-12-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-11-01,17,False,0,10695,3434,Mid-term,English
+5905,13214714,0.0,125525.20000000001,2010-07-14,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-10,15,False,0,3909,2543,Short-term,English
+5906,13215634,0.0,555004.3200000001,1997-04-06,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-11,18,True,0,8756,2601,Mid-term,English
+5907,13215656,0.0,403275.6,1993-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-02,21,True,0,10039,3951,Mid-term,English
+5909,13218624,0.0,18051.6,2008-02-14,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-09-07,9,True,0,4790,2393,Short-term,Unknown
+5910,13219284,203.23809523809524,82921.14285714287,2015-03-31,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-09-17,12,False,1,2188,2383,Short-term,Unknown
+5911,13224700,0.0,1130605.7142857146,1992-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-12,24,False,0,10496,3271,Mid-term,English
+5912,13232127,225.88000000000002,591805.6000000001,1989-01-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-14,20,True,1,11759,3239,Mid-term,English
+5914,13233331,492.19733333333346,310084.32000000007,1996-12-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-23,14,True,1,8882,2865,Mid-term,English
+5915,13233560,149.85333333333335,103848.36,1976-05-15,11,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-01,11,True,1,16387,2461,Long-term,English
+5916,13235577,0.0,547877.12,1986-03-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-22,8,False,0,12796,3413,Mid-term,English
+5917,13244838,0.0,629485.7142857143,2004-11-30,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-02,15,False,0,5961,3433,Short-term,English
+5919,13255685,297.31428571428575,263123.1428571429,1993-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-12,15,False,1,10039,3057,Mid-term,English
+5920,13255704,0.0,77277.20000000001,1990-04-15,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-22,3,True,0,11304,2955,Mid-term,English
+5921,13256361,0.0,490810.28571428586,1990-07-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-26,18,False,0,11227,2770,Mid-term,English
+5922,13258187,0.0,2973368.0000000005,1994-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-07-12,15,False,0,9643,3911,Mid-term,English
+5923,13258326,0.0,552683.2190476191,1989-09-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-14,19,True,0,11530,3269,Mid-term,English
+5924,13260543,0.0,309988.0,1989-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2014-07-24,15,True,0,11469,2438,Mid-term,English
+5925,13262081,0.0,1024380.0000000001,1974-01-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2013-03-25,7,True,0,17252,2924,Long-term,English
+5926,13276523,-140.96,500408.0,1976-10-15,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-09-21,25,True,0,16234,1648,Long-term,English
+5927,13277239,0.0,519243.4,1996-05-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-04,19,False,0,9082,3796,Mid-term,English
+5928,13278775,0.0,460804.2666666666,2008-04-18,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-12-13,10,False,0,4726,2661,Short-term,English
+5929,13279947,5927.306666666666,8476048.533333333,1993-12-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2005-12-02,11,True,1,9978,5594,Mid-term,English
+5930,13284831,0.0,293494.5,1990-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2013-01-27,12,True,0,11227,2981,Mid-term,English
+5931,13288375,0.0,94985.43999999999,1992-07-15,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-11,11,True,0,10482,2451,Mid-term,English
+5933,13292024,305.79200000000003,87150.72,1975-04-15,15,True,True,True,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-23,15,False,1,16783,3535,Long-term,English
+5936,13297938,0.0,29312.800000000007,1995-12-15,3,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-06-22,3,True,0,9234,3200,Mid-term,English
+5937,13299356,0.0,908851.2000000001,1996-02-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2009-11-08,9,False,0,9172,4157,Mid-term,English
+5938,13301989,0.0,641442.5333333333,1990-07-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-03,19,True,0,11227,3585,Mid-term,English
+5939,13307005,0.0,435030.0,2017-05-31,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-24,15,False,0,1396,3837,Short-term,English
+5940,13314611,0.0,1033973.5466666667,2011-08-11,26,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-08-27,26,True,0,3516,2769,Short-term,English
+5942,13318326,329.49333333333334,252062.4,2007-09-11,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-30,15,True,1,4946,2613,Short-term,English
+5943,13318911,673.8000000000001,1363771.2000000002,1978-06-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-12-03,23,True,1,15640,2306,Long-term,English
+5944,13320162,444.1666666666667,257616.6666666667,1989-01-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-09-20,5,True,1,11773,2745,Mid-term,Unknown
+5946,13324170,0.0,490856.80000000016,1993-06-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-30,14,False,0,10161,3528,Mid-term,English
+5947,13324970,0.0,125827.19999999998,1996-04-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-19,21,True,0,9112,2716,Mid-term,English
+5948,13327197,0.0,252803.7333333334,2009-07-02,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-15,23,True,0,4286,2447,Short-term,English
+5950,13330125,0.0,461422.08,1997-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-13,18,True,0,8778,3270,Mid-term,English
+5951,13333126,0.0,539754.8,1997-03-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-29,23,True,0,8778,2159,Mid-term,English
+5952,13335439,0.0,227389.76000000004,1992-04-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-30,15,True,0,10573,3466,Mid-term,English
+5953,13335529,0.0,167555.65714285715,1991-12-25,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-28,23,True,0,10685,3102,Mid-term,English
+5954,13337127,321.73333333333335,311759.6,1994-03-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-09-06,19,True,1,9874,4220,Mid-term,English
+5955,13340672,0.0,225328.13333333336,1990-07-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-06,7,False,0,11227,2272,Mid-term,English
+5956,13343600,621.8506666666666,962002.9813333332,1993-04-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-30,13,False,1,10208,3375,Mid-term,English
+5957,13344858,0.0,6381669.840000001,1997-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2012-12-13,18,True,0,8792,3026,Mid-term,English
+5958,13344864,0.0,880512.7238095236,1998-01-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-12,23,True,0,8486,3515,Mid-term,English
+5961,13349213,507.64380952380964,964523.2380952382,1993-06-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-14,20,True,1,10147,3725,Mid-term,English
+5962,13354225,0.0,37150.0,1981-06-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-22,5,True,0,14530,2955,Long-term,English
+5963,13356862,0.0,308887.04,1984-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-07,16,False,0,13418,2424,Mid-term,English
+5964,13369516,401.3904761904762,1241902.1333333333,1988-05-01,26,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2010-10-28,26,True,1,12018,3803,Mid-term,English
+5965,13373909,377.3,172048.8,1981-10-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-06-20,19,True,1,14422,2472,Long-term,English
+5967,13382452,0.0,700700.0000000001,1996-07-01,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-07-24,14,True,0,9035,2803,Mid-term,English
+5968,13382797,0.0,882694.4,1959-10-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-08-20,8,False,0,22458,3141,Long-term,English
+5970,13390197,0.0,1714356.0000000002,1987-09-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-27,21,True,0,12261,3712,Mid-term,English
+5972,13390417,0.0,165475.88571428572,1997-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-06,18,True,0,8656,3460,Mid-term,English
+5973,13392550,0.0,277147.2,1993-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-27,21,True,0,10208,2557,Mid-term,English
+5974,13393245,272.86857142857144,483250.24,1966-11-15,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-28,23,True,1,19856,2556,Long-term,English
+5975,13394134,537.3234285714286,1354055.0400000003,1993-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-10,20,True,1,10222,3395,Mid-term,English
+5976,13394793,0.0,262503.12000000005,1983-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-30,17,True,0,13800,2523,Mid-term,English
+5977,13395148,0.0,307358.6666666666,1989-07-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-21,20,True,0,11592,3506,Mid-term,English
+5978,13395483,154.66666666666666,278400.0,1976-11-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-31,20,True,1,16203,2035,Long-term,English
+5980,13403855,235.65904761904764,279255.97142857144,1979-04-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-21,15,True,1,15336,2226,Long-term,English
+5981,13405081,0.0,276181.71428571426,1988-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-18,15,True,0,12065,1926,Mid-term,English
+5982,13405356,270.8,380203.2,1983-03-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-21,13,True,1,13892,2867,Mid-term,English
+5983,13405391,0.0,852888.4571428573,1997-03-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-16,22,True,0,8792,3114,Mid-term,English
+5986,13417587,0.0,890349.6000000001,2010-05-25,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-28,21,True,0,3959,3194,Short-term,English
+5987,13418445,0.0,34122.4,2015-02-24,6,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2013-10-17,6,False,0,2223,2718,Short-term,Unknown
+5988,13420209,285.064,502852.896,2003-04-28,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-21,12,True,1,6543,3171,Mid-term,English
+5989,13424481,708.9680000000001,1347039.2000000002,2005-09-02,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-21,19,True,1,5685,3718,Short-term,English
+5990,13426022,0.0,315501.2,2003-06-30,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2012-09-06,4,True,0,6480,3124,Mid-term,Unknown
+5992,13430518,563.576,1049378.512,2006-07-28,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-15,14,True,1,5356,3146,Short-term,English
+5994,13436536,0.0,60791.63999999999,1990-11-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-06-06,19,True,0,11104,2486,Mid-term,English
+5995,13441085,1131.1333333333334,2669474.666666667,2013-12-06,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,Y,N,Y,101-500,English,Standard,2012-05-11,20,True,1,2668,3242,Short-term,English
+5997,13447918,0.0,957824.88,1980-03-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-04-04,23,True,0,15001,5106,Long-term,English
+5998,13448694,547.2333333333333,1365894.4000000001,2005-04-05,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-25,24,False,1,5835,3167,Short-term,English
+5999,13454651,0.0,392569.14285714284,1989-02-01,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-20,15,True,0,11742,3568,Mid-term,English
+6000,13459279,590.25,681738.75,1973-01-01,15,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Standard,2016-01-20,15,True,1,17617,1893,Long-term,English
+6001,13460249,0.0,592007.7142857143,2006-08-30,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-14,15,True,0,5323,3086,Short-term,English
+6002,13461761,382.1653333333333,177324.71466666667,1983-08-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2014-07-31,16,True,1,13753,2431,Mid-term,English
+6003,13461907,0.0,471646.56,1986-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-16,18,True,0,12688,3664,Mid-term,English
+6006,13465612,0.0,779558.4,1992-12-25,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-06,15,True,0,10319,2912,Mid-term,English
+6007,13466649,377.2380952380953,796726.8571428573,1978-01-15,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-19,22,True,1,15777,3630,Long-term,English
+6008,13473133,0.0,550328.5714285715,1992-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-25,18,True,0,10434,2679,Mid-term,English
+6010,13473983,0.0,817601.5466666669,1989-07-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Standard,2011-09-25,23,True,0,11592,3471,Mid-term,Asian
+6011,13474115,172.74285714285713,174124.8,1987-07-14,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-04-24,18,True,1,12310,2164,Mid-term,Unknown
+6012,13474275,0.0,48812.26666666668,1989-02-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-05,19,True,0,11742,2242,Mid-term,English
+6013,13478689,0.0,110544.0,1995-11-01,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-10-25,6,True,0,9278,3441,Mid-term,Unknown
+6014,13478692,0.0,1196514.72,1992-02-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-03,18,True,0,10647,3340,Mid-term,English
+6016,13479955,0.0,110473.44000000002,1987-03-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Standard,2017-07-18,22,True,0,12445,1348,Mid-term,Unknown
+6017,13480820,210.6,206388.0,1981-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-02-27,20,True,1,14664,2585,Long-term,Unknown
+6018,13481237,0.0,156824.57142857148,1992-12-25,9,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-20,9,True,0,10319,4025,Mid-term,English
+6019,13485666,278.7373333333333,418105.99999999994,2005-12-07,20,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-08,20,True,1,5589,3122,Short-term,English
+6020,13486334,0.0,579545.6333333334,1997-07-15,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-03-17,22,True,0,8656,3297,Mid-term,English
+6021,13490112,0.0,646191.1040000002,1989-12-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2013-02-12,13,True,0,11425,2965,Mid-term,English
+6022,13494816,365.21333333333337,334900.6266666667,1980-06-15,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Standard,2013-03-09,7,True,1,14895,2940,Long-term,Asian
+6023,13495414,0.0,164850.85714285716,1997-08-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-04,9,False,0,8639,2700,Mid-term,English
+6024,13498476,0.0,2606528.4,1998-03-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Standard,2011-11-17,21,True,0,8413,3418,Mid-term,Unknown
+6025,13501499,375.0,63000.0,1993-10-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,N,6-10,English,Standard,2012-10-24,2,False,1,10025,3076,Mid-term,English
+6026,13502068,208.03809523809525,386950.85714285716,1987-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-14,15,False,1,12490,2417,Mid-term,English
+6027,13503395,225.18476190476196,72959.86285714289,1977-01-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-20,12,True,1,16142,2168,Long-term,English
+6028,13503579,257.48571428571427,710660.5714285714,1993-02-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-08-24,20,True,1,10267,2772,Mid-term,Unknown
+6030,13512556,0.0,97490.74285714286,1991-07-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-17,8,False,0,10862,2230,Mid-term,English
+6031,13520967,0.0,823920.0,1997-05-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-13,20,True,0,8717,3270,Mid-term,English
+6032,13526067,0.0,422319.04000000004,1997-01-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-02,22,True,0,8851,2186,Mid-term,English
+6033,13531635,474.9828571428572,710574.3542857143,1990-01-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Chinese,Standard,2011-07-13,22,True,1,11408,3545,Mid-term,Asian
+6034,13531703,0.0,94035.84000000001,1987-05-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-04,6,False,0,12370,2792,Mid-term,English
+6037,13536898,0.0,754304.0,1990-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-18,15,True,0,11227,2535,Mid-term,English
+6038,13537683,0.0,542530.5600000002,1988-05-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-27,20,True,0,12018,2981,Mid-term,English
+6039,13538402,0.0,333553.36,1989-06-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-18,21,True,0,11608,2656,Mid-term,English
+6040,13541250,0.0,1056630.9173333333,1990-03-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-17,23,True,0,11349,2141,Mid-term,English
+6041,13546552,408.08000000000004,953682.9600000001,1993-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-24,19,True,1,10069,3015,Mid-term,English
+6042,13546938,0.0,237027.6,1990-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-28,17,False,0,11288,2160,Mid-term,English
+6043,13547506,458.74666666666667,950523.0933333333,1995-06-01,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-08,14,False,1,9431,3275,Mid-term,English
+6044,13548395,112.4,75532.8,1977-06-15,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2015-07-20,16,True,1,15991,2077,Long-term,English
+6045,13552004,0.0,86112.0,1991-03-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-27,14,False,0,10970,3865,Mid-term,English
+6046,13553334,0.0,820558.5142857144,2016-07-23,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-09-22,20,True,0,1708,4204,Short-term,English
+6048,13558866,0.0,308849.4857142857,1996-04-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2010-06-27,6,True,0,9112,3926,Mid-term,English
+6049,13559655,0.0,1148403.9840000002,2010-05-24,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-28,23,True,0,3960,2311,Short-term,English
+6052,13561538,0.0,445927.68,1996-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-05,17,False,0,9143,2791,Mid-term,English
+6054,13569931,389.7142857142858,929078.8571428573,2007-05-30,16,True,True,True,NOTICE,PHONE,N,N,Y,Y,N,N,N,N,Y,6-10,English,Premier,2011-01-20,16,True,1,5050,3719,Short-term,English
+6055,13571663,0.0,102915.42857142857,1989-07-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-01,13,False,0,11592,2187,Mid-term,English
+6056,13574171,0.0,326585.60000000003,2006-06-14,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-01,22,False,0,5400,2826,Short-term,English
+6057,13577257,0.0,831182.9333333333,1997-07-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-07-05,16,True,0,8670,2457,Mid-term,English
+6058,13578411,0.0,213749.95200000002,1983-07-15,18,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-14,18,True,0,13770,2539,Mid-term,English
+6059,13580067,166.03199999999998,119543.03999999998,1979-12-25,18,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-27,18,True,1,15068,2343,Long-term,English
+6060,13585356,0.0,12870.0,2018-04-23,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-12-04,4,True,0,1069,1940,Short-term,English
+6061,13588294,0.0,59582.16,1997-07-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-28,11,True,0,8670,2980,Mid-term,English
+6062,13591589,0.0,540467.2000000001,1998-05-27,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-08-30,13,False,0,8340,3862,Mid-term,English
+6063,13592059,0.0,1905972.6400000001,1997-06-01,22,False,True,False,AUTO RENEW,WEB,N,Y,N,Y,N,N,Y,Y,Y,51-100,English,Standard,2013-01-14,22,True,0,8700,2994,Mid-term,English
+6065,13597183,0.0,174183.16190476192,1990-07-01,16,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-22,16,True,0,11227,3536,Mid-term,English
+6066,13600551,477.5,360990.0,1977-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2011-03-16,18,True,1,16142,3664,Long-term,Unknown
+6067,13602930,357.396,1011073.284,1970-03-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2016-02-17,23,True,1,18654,1865,Long-term,English
+6068,13603825,0.0,313528.79999999993,1985-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-10,15,False,0,13130,3670,Mid-term,English
+6069,13606659,0.0,184057.96190476193,1992-09-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-08,13,True,0,10434,2211,Mid-term,English
+6070,13607500,0.0,730170.0,1996-08-01,9,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,N,51-100,English,Premier,2012-04-25,9,True,0,9004,3258,Mid-term,English
+6072,13611758,0.0,86925.76,1983-01-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,Japanese,Premier,2012-09-22,17,True,0,13951,3108,Mid-term,Asian
+6073,13616521,0.0,629072.2666666666,2013-04-04,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-01-26,19,True,0,2914,3348,Short-term,Unknown
+6074,13618456,0.0,315312.57333333336,1993-10-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-11-06,7,True,0,10025,3063,Mid-term,English
+6075,13618996,258.4190476190476,456884.8761904762,1964-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-18,17,True,1,20678,2778,Long-term,English
+6076,13619887,0.0,437420.5333333334,1987-07-15,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-26,20,True,0,12309,2739,Mid-term,English
+6077,13620477,0.0,383054.52380952385,1996-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2015-03-13,17,True,0,9082,2206,Mid-term,Unknown
+6078,13623151,611.2333333333333,948634.1333333333,1992-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-05,16,True,1,10543,3430,Mid-term,English
+6079,13623225,0.0,123761.90476190476,2002-06-28,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-06-02,20,True,0,6847,2855,Mid-term,English
+6080,13623800,0.0,299052.26666666666,1986-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-11,20,True,0,12565,3211,Mid-term,English
+6081,13624487,248.32380952380956,397814.74285714293,1960-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-29,18,False,1,22031,2706,Long-term,English
+6082,13630394,228.62857142857143,219483.42857142858,1992-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-19,16,False,1,10618,2565,Mid-term,English
+6083,13634497,0.0,223756.00000000003,1997-08-15,5,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-29,5,True,0,8625,3863,Mid-term,English
+6085,13638824,0.0,713587.2,1987-09-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-03,18,True,0,12261,3463,Mid-term,English
+6086,13641883,0.0,223662.13333333336,1998-05-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2012-04-20,14,True,0,8352,3263,Mid-term,Unknown
+6087,13643018,0.0,764190.9600000001,1991-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-08,18,True,0,10862,2941,Mid-term,English
+6088,13643580,0.0,98457.40000000002,1988-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-19,15,True,0,12065,2565,Mid-term,English
+6089,13648143,0.0,215105.80000000002,1997-04-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-13,15,True,0,8761,2540,Mid-term,English
+6090,13654316,0.0,570102.4800000001,1990-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-27,18,True,0,11196,3226,Mid-term,English
+6091,13655100,0.0,56057.600000000006,2007-12-05,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-25,19,True,0,4861,2437,Short-term,English
+6092,13655964,0.0,65555.65714285715,1998-06-26,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-15,18,True,0,8310,2934,Mid-term,English
+6093,13657107,0.0,1296605.866666667,1989-03-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-01-07,20,False,0,11714,3367,Mid-term,English
+6095,13663118,0.0,116648.272,1996-06-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-13,3,True,0,9051,2995,Mid-term,English
+6097,13673640,0.0,198154.80000000002,1997-10-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-13,19,True,0,8564,3695,Mid-term,English
+6098,13677148,459.7866666666667,438636.48,1984-04-15,18,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-03,18,True,1,13495,3280,Mid-term,English
+6099,13680354,220.5904761904762,365297.8285714286,1986-06-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-16,18,True,1,12704,2507,Mid-term,English
+6100,13681303,0.0,629595.4723809524,1990-03-01,19,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-03,19,True,0,11349,3127,Mid-term,English
+6103,13684735,0.0,436386.6666666666,1986-05-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-19,14,False,0,12749,2869,Mid-term,English
+6104,13685179,0.0,491083.11999999994,1997-08-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-13,23,True,0,8639,2844,Mid-term,English
+6105,13686332,270.98809523809524,474771.1428571429,1986-03-22,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-06-05,12,True,1,12789,2122,Mid-term,English
+6106,13688662,172.4419047619048,425069.29523809534,1979-12-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-05,17,True,1,15092,1877,Long-term,English
+6107,13691157,0.0,678510.1142857142,2003-11-29,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-23,13,True,0,6328,3657,Short-term,English
+6110,13698736,0.0,119870.40000000001,1987-06-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-19,17,True,0,12339,2777,Mid-term,English
+6111,13700829,0.0,256386.00000000003,2006-08-25,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-07-22,9,True,0,5328,3170,Short-term,English
+6112,13701340,0.0,437234.2857142857,1980-07-01,32,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-10-20,32,True,0,14879,1985,Long-term,Unknown
+6114,13713818,0.0,1298367.2,1992-03-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-30,21,True,0,10618,3528,Mid-term,English
+6115,13714784,125.60000000000001,271296.0,1973-11-01,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-07,16,True,1,17313,2212,Long-term,English
+6116,13717712,0.0,280786.05333333334,1995-03-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-03-21,17,True,0,9523,2198,Mid-term,English
+6117,13719052,389.14666666666665,740935.2533333333,1994-05-15,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2013-03-31,17,True,1,9813,2918,Mid-term,Unknown
+6118,13720127,0.0,186198.55238095237,1984-03-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-09,8,True,0,13526,3121,Mid-term,English
+6119,13721430,0.0,245138.4,1972-06-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-16,18,True,0,17817,2476,Long-term,English
+6120,13722021,0.0,200376.00000000003,2005-12-06,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-31,18,False,0,5590,2066,Short-term,English
+6121,13722795,172.8571428571429,275707.1428571429,1997-06-01,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-23,11,False,1,8700,2165,Mid-term,English
+6122,13723098,0.0,561748.5714285715,1996-05-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-13,19,False,0,9096,2964,Mid-term,English
+6123,13723418,373.58285714285716,151301.05714285714,1990-03-15,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-22,15,True,1,11335,2986,Mid-term,English
+6125,13724009,0.0,67290.84,2006-03-08,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-29,3,True,0,5498,2555,Short-term,English
+6126,13728740,363.8019047619048,268485.8057142857,1991-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-17,18,True,1,10984,2932,Mid-term,English
+6128,13729852,0.0,286889.14285714284,1994-06-08,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-05,20,True,0,9789,2730,Mid-term,English
+6129,13730433,0.0,219995.65714285718,2005-10-31,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-18,18,False,0,5626,2747,Short-term,English
+6130,13731471,0.0,780343.6900000001,1996-02-15,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-01-28,17,True,0,9172,3346,Mid-term,English
+6131,13732742,158.0761904761905,221306.66666666672,2005-02-28,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-07,20,True,1,5871,2059,Short-term,English
+6132,13739346,0.0,460155.4285714286,1998-02-15,12,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-05,12,True,0,8441,2822,Mid-term,English
+6133,13739367,613.5566666666667,1159622.1,1970-01-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-05-29,14,False,1,18713,2859,Long-term,English
+6134,13739912,0.0,631862.6285714286,1987-07-01,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2006-09-16,22,True,0,12323,5306,Mid-term,English
+6135,13741197,0.0,311712.9142857143,1988-02-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-29,24,True,0,12108,3376,Mid-term,English
+6136,13741246,0.0,565367.0399999999,1996-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-12-23,19,True,0,9126,3747,Mid-term,English
+6137,13741283,316.40000000000003,772016.0000000001,1993-10-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-25,20,True,1,10025,2222,Mid-term,English
+6138,13743193,0.0,503302.80000000005,1982-08-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-30,22,True,0,14104,2128,Mid-term,English
+6139,13744451,0.0,457177.60000000003,1996-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-27,17,False,0,8868,2647,Mid-term,English
+6140,13747335,0.0,43008.0,1997-03-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-07,16,True,0,8778,2302,Mid-term,English
+6141,13752983,0.0,1154766.8,2016-01-06,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2009-09-25,19,True,0,1907,4201,Short-term,English
+6142,13753769,-14.32,24057.6,1969-01-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2018-04-19,20,True,0,19078,1073,Long-term,English
+6143,13753852,0.0,74142.0,1989-03-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-30,18,True,0,11700,2613,Mid-term,English
+6144,13757017,548.8600000000001,243693.84000000005,1979-08-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-03,3,True,1,15214,2367,Long-term,English
+6146,13758714,0.0,-20021.760000000002,2015-07-22,16,True,False,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2018-04-03,16,True,0,2075,1089,Short-term,English
+6147,13760970,0.0,206246.85714285713,1995-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-06,15,True,0,9551,2821,Mid-term,English
+6148,13762376,388.70000000000005,992351.1000000001,1977-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-05,23,True,1,16111,2518,Long-term,English
+6150,13766963,0.0,449453.8666666667,1988-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-27,19,False,0,12079,2192,Mid-term,English
+6152,13769218,236.11428571428576,212738.97142857147,1979-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-24,17,False,1,15122,2619,Long-term,English
+6153,13769434,0.0,160314.0,2012-08-26,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-12,25,True,0,3135,3911,Short-term,English
+6154,13773836,0.0,48834.560000000005,2002-02-06,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-09-12,12,True,0,6989,2023,Mid-term,English
+6156,13777063,257.6946666666667,71123.72800000002,2005-07-14,4,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-02-21,4,True,1,5735,2956,Short-term,Unknown
+6157,13777278,0.0,437500.0,1997-03-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2013-10-17,10,False,0,8778,2718,Mid-term,English
+6158,13779037,0.0,441558.0,1996-08-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2012-03-24,15,True,0,8990,3290,Mid-term,English
+6159,13781189,0.0,55596.0,1992-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-14,4,True,0,10633,2083,Mid-term,English
+6160,13783293,0.0,496480.0000000001,1992-09-15,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-11-25,10,True,0,10420,3044,Mid-term,English
+6161,13785112,0.0,442202.20000000007,1989-12-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-10-16,19,True,0,11439,3815,Mid-term,English
+6162,13786858,0.0,311573.9733333334,1996-04-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-01,11,True,0,9112,2096,Mid-term,English
+6163,13792226,0.0,96685.71428571429,1985-12-01,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-06,24,True,0,12900,2851,Mid-term,English
+6164,13793429,0.0,704861.7142857143,1993-09-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-07-30,20,False,0,10069,3162,Mid-term,Unknown
+6165,13794293,0.0,497712.0,1995-10-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-13,9,True,0,9295,3757,Mid-term,English
+6166,13797207,0.0,373428.0,2015-06-09,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-09,15,True,0,2118,2999,Short-term,English
+6167,13805096,581.2,278976.0,2013-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-03-07,20,False,1,2734,3307,Short-term,English
+6168,13805526,154.68,253520.52,1993-11-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-13,11,True,1,9994,2510,Mid-term,English
+6169,13807437,0.0,329224.5333333333,1992-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-01,16,False,0,10633,3495,Mid-term,English
+6170,13809372,0.0,33873.600000000006,1995-08-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2016-01-23,10,True,0,9370,1890,Mid-term,Unknown
+6171,13809708,0.0,1418276.1904761905,2005-06-30,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-03-13,25,True,0,5749,3301,Short-term,Unknown
+6172,13814017,0.0,226262.39999999997,2015-02-17,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2015-04-24,9,True,0,2230,2164,Short-term,English
+6173,13816873,0.0,47981.942857142865,1979-01-15,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-16,23,True,0,15412,2172,Long-term,English
+6174,13816990,0.0,49170.0,1997-09-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,N,1-5,Unknown,Premier,2015-05-11,6,True,0,8594,2147,Mid-term,Unknown
+6175,13819471,0.0,494113.60000000003,1985-04-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-06,14,True,0,13144,2759,Mid-term,English
+6176,13825261,367.744,779985.0240000001,1994-10-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-05-28,21,True,1,9674,2495,Mid-term,English
+6177,13825686,0.0,1468033.28,1988-04-15,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-08,16,False,0,12034,3580,Mid-term,English
+6178,13832825,391.0152380952381,826997.2285714286,1986-09-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-18,15,True,1,12626,3082,Mid-term,English
+6179,13835383,0.0,278664.0,2002-12-02,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-12,18,True,0,6690,2511,Mid-term,English
+6181,13836342,0.0,1406988.0,1985-05-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2004-11-10,21,True,0,13100,5981,Mid-term,English
+6182,13839647,0.0,913803.4285714288,1986-08-15,20,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-09,20,True,0,12643,3396,Mid-term,English
+6183,13845460,288.11428571428576,689745.6000000001,1993-08-01,19,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-27,19,True,1,10100,2647,Mid-term,English
+6184,13853025,0.0,217593.6,1996-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-03,16,True,0,9126,2915,Mid-term,English
+6186,13873564,0.0,1033794.56,2011-10-16,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-10-03,24,True,0,3450,3828,Short-term,English
+6187,13878759,0.0,291780.00000000006,1996-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-24,15,False,0,9186,2254,Mid-term,English
+6188,13879106,0.0,714384.0,1996-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-12-01,18,False,0,9172,3404,Mid-term,English
+6189,13879801,0.0,139290.5142857143,1996-05-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-03-03,18,False,0,9082,2216,Mid-term,English
+6190,13884004,93.17333333333335,89446.40000000001,1985-01-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-02-02,16,True,1,13234,1880,Mid-term,English
+6191,13887386,0.0,840432.0,1995-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-08-12,15,False,0,9295,5706,Mid-term,English
+6193,13893353,0.0,485080.00000000006,1996-02-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-02,15,False,0,9172,2582,Mid-term,English
+6194,13894302,386.8,89350.8,1993-01-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Spanish,Standard,2010-01-10,7,True,1,10298,4094,Mid-term,European
+6197,13901081,0.0,504705.06666666677,1997-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-05,17,True,0,8717,2972,Mid-term,English
+6199,13906975,0.0,69920.136,1985-04-01,27,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2013-08-16,27,True,0,13144,2780,Mid-term,English
+6200,13911502,0.0,785539.0400000002,1998-08-12,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-11,13,True,0,8263,3089,Mid-term,English
+6201,13912026,0.0,264616.10666666663,1997-12-01,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-09,17,True,0,8517,2300,Mid-term,English
+6202,13912080,0.0,732677.3333333334,2003-09-17,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-09-05,20,True,0,6401,2030,Mid-term,English
+6204,13915117,184.37333333333333,430880.48,1977-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-13,19,False,1,15822,2814,Long-term,English
+6205,13918059,0.0,146383.6,1989-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-05,11,False,0,11669,2122,Mid-term,English
+6206,13921138,0.0,199833.48,1996-11-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Korean,Standard,2015-09-14,21,True,0,8898,2021,Mid-term,European
+6207,13923311,0.0,272464.56,1995-02-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-04-04,19,True,0,9537,3645,Mid-term,English
+6208,13924862,0.0,166272.57142857142,1986-10-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-20,15,True,0,12596,1772,Mid-term,English
+6209,13930434,0.0,494803.1733333334,1978-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-20,22,True,0,15718,2472,Long-term,English
+6210,13931565,0.0,488770.38933333335,1996-08-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2013-09-07,16,False,0,9004,2758,Mid-term,English
+6212,13936303,0.0,671718.4,1993-06-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2010-06-10,8,True,0,10147,3943,Mid-term,English
+6213,13936642,542.9542857142857,236185.11428571425,1993-11-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-03,15,False,1,10008,3920,Mid-term,English
+6214,13936975,323.44761904761907,430508.78095238097,2014-07-05,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-05-09,11,False,1,2457,3244,Short-term,Unknown
+6215,13945031,0.0,414904.0,1990-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-02-16,21,True,0,11090,2231,Mid-term,English
+6216,13946997,0.0,4090560.0,1995-07-01,16,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2010-09-26,16,True,0,9401,3835,Mid-term,English
+6217,13949722,0.0,540277.0285714286,1997-05-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-15,18,True,0,8717,3512,Mid-term,English
+6218,13951194,156.7619047619048,431879.0476190477,1975-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-16,19,False,1,16753,2050,Long-term,English
+6219,13951216,0.0,201051.19999999998,1987-05-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-11-30,7,False,0,12384,3039,Mid-term,English
+6220,13951736,0.0,147628.8,1991-04-15,9,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-11-13,9,True,0,10939,2326,Mid-term,English
+6221,13952886,304.2666666666667,497476.0000000001,1984-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-03-04,15,True,1,13387,4041,Mid-term,English
+6222,13955994,0.0,693462.8571428573,2001-03-05,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-29,20,False,0,7327,2767,Mid-term,English
+6223,13956274,0.0,106426.8,1988-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-20,15,False,0,12018,2472,Mid-term,English
+6224,13957862,268.4933333333334,287556.3600000001,1978-11-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-08-24,17,True,1,15473,2407,Long-term,Unknown
+6225,13959530,0.0,488832.00000000006,1996-07-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-27,14,True,0,9021,3012,Mid-term,English
+6226,13959537,0.0,66203.5,1998-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-03-14,15,False,0,8441,2570,Mid-term,English
+6227,13961900,0.0,476420.0,1987-07-01,25,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-09,25,False,0,12323,2909,Mid-term,English
+6229,13967596,0.0,82835.20000000001,1996-02-15,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-29,8,True,0,9172,3955,Mid-term,English
+6230,13975013,471.6533333333334,256579.4133333334,1993-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Premier,2012-02-02,17,True,1,10008,3341,Mid-term,English
+6231,13975988,0.0,1127854.9333333333,1992-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-07-26,22,True,0,10434,2801,Mid-term,English
+6232,13977415,0.0,264328.00000000006,1992-04-12,10,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-09-10,10,True,0,10576,3486,Mid-term,English
+6233,13977474,118.61333333333334,147199.14666666667,1976-12-25,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-17,17,True,1,16163,2141,Long-term,English
+6234,13980931,0.0,591863.9999999999,1991-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-12,15,False,0,10756,2480,Mid-term,English
+6236,13983229,0.0,615406.6285714286,1987-09-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-28,24,True,0,12261,3711,Mid-term,English
+6237,13985648,238.5066666666667,160276.48,1976-12-25,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-06,21,True,1,16163,2241,Long-term,English
+6239,13992600,0.0,619040.0000000001,2006-03-20,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-12,20,True,0,5486,2511,Short-term,English
+6242,13996338,0.0,482060.8,1997-06-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-14,16,True,0,8686,2904,Mid-term,English
+6243,13996706,0.0,98266.12000000001,2013-10-31,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-05-08,17,True,0,2704,1784,Short-term,English
+6244,14001372,0.0,637198.8480000001,1978-09-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,Hindi,Standard,2011-06-22,18,True,0,15534,3566,Long-term,Asian
+6245,14002494,0.0,290240.42666666675,1991-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-10,16,True,0,10770,3059,Mid-term,English
+6246,14003725,114.06666666666666,255737.46666666665,1994-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-03,19,False,1,9660,2094,Mid-term,English
+6247,14008760,0.0,650002.0800000001,1990-12-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-12,23,True,0,11074,3576,Mid-term,English
+6248,14008760,0.0,650002.0800000001,1990-12-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2003-07-03,7,True,0,11074,6477,Mid-term,English
+6249,14009844,0.0,477122.2857142858,1990-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-12,20,False,0,11165,3118,Mid-term,English
+6251,14015350,0.0,55050.000000000015,1978-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-04,15,True,0,15443,3431,Long-term,English
+6252,14017354,0.0,3463779.7333333334,1994-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-12-18,22,True,0,9660,3387,Mid-term,English
+6254,14019530,0.0,54855.84000000001,1987-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-01,20,True,0,12323,2126,Mid-term,English
+6256,14021606,0.0,53032.38095238095,1986-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-06-30,20,False,0,12688,2827,Mid-term,Unknown
+6257,14023920,171.6952380952381,45327.54285714286,2002-07-09,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-01,8,True,1,6836,2157,Mid-term,English
+6258,14024451,0.0,1017548.8571428569,1986-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-12-02,15,True,0,12765,5229,Mid-term,English
+6259,14026386,0.0,560363.52,1998-02-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-19,8,True,0,8455,3416,Mid-term,English
+6261,14033565,284.69257142857145,85407.77142857143,1981-02-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-13,25,True,1,14664,2234,Long-term,English
+6262,14034717,180.55238095238096,334021.9047619048,1980-03-15,25,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-27,25,True,1,14987,2220,Long-term,English
+6263,14036298,0.0,80678.40000000001,1995-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2015-04-10,15,True,0,9537,2178,Mid-term,Unknown
+6265,14038117,653.6,794124.0,1995-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-01-13,15,True,1,9492,2265,Mid-term,English
+6267,14041032,322.0190476190476,114960.8,1994-06-15,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-19,17,True,1,9782,3234,Mid-term,English
+6269,14045691,0.0,1241038.9333333336,1996-12-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-06,16,True,0,8868,3855,Mid-term,English
+6270,14046993,0.0,344878.88,1985-11-01,19,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-29,19,True,0,12930,3193,Mid-term,English
+6271,14049370,0.0,431057.1428571429,1996-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-23,18,True,0,9157,2530,Mid-term,English
+6274,14057730,0.0,1083073.8285714288,1996-06-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-13,19,True,0,9065,3545,Mid-term,English
+6277,14061455,360.18666666666667,382518.24,1965-10-15,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-26,18,True,1,20252,2770,Long-term,English
+6279,14065113,0.0,415315.2640000001,2003-07-09,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-09,21,True,0,6471,2269,Mid-term,English
+6280,14065964,0.0,1010883.238095238,2014-11-11,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-28,19,True,0,2328,3772,Short-term,English
+6281,14067475,0.0,1403382.4000000004,1991-10-15,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-05-30,24,False,0,10756,2858,Mid-term,English
+6282,14069164,0.0,888363.8400000001,1996-11-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-11-24,21,False,0,8912,2315,Mid-term,English
+6283,14069598,482.55238095238093,955453.7142857142,1995-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-03-25,20,False,1,9551,4385,Mid-term,English
+6284,14069653,0.0,255477.04,1998-02-01,19,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-11-13,19,True,0,8455,2691,Mid-term,English
+6285,14069657,0.0,205549.7142857143,2007-05-30,9,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-19,9,True,0,5050,2290,Short-term,English
+6286,14070201,0.0,208896.00000000003,1995-05-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-30,18,True,0,9448,2674,Mid-term,English
+6287,14074522,338.7809523809524,226983.2380952381,1994-06-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-20,10,True,1,9796,3354,Mid-term,English
+6289,14083736,0.0,740918.0952380953,1990-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-03,20,True,0,11196,3340,Mid-term,English
+6290,14084474,0.0,552264.9600000001,2001-11-26,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-01-26,10,True,0,7061,4078,Mid-term,English
+6291,14087420,218.4,403603.20000000007,1989-02-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-07-30,21,True,1,11742,3162,Mid-term,English
+6292,14090550,0.0,366828.4761904762,1991-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-07-05,19,True,0,10770,2822,Mid-term,English
+6294,14092598,0.0,37997.73333333334,1952-01-01,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-10-30,5,True,0,25288,3436,Long-term,English
+6295,14092639,0.0,847188.5714285715,1992-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-02-08,22,False,0,10647,5526,Mid-term,English
+6296,14093722,0.0,666238.56,1991-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-23,21,True,0,10817,3169,Mid-term,English
+6297,14094199,0.0,335370.5142857143,1980-11-01,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-22,22,True,0,14756,2197,Long-term,English
+6298,14094235,170.32380952380953,438413.48571428575,1993-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-05-11,18,False,1,10222,2147,Mid-term,English
+6299,14094657,144.0786666666667,278359.98400000005,1993-09-15,23,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-05,23,True,1,10055,3034,Mid-term,English
+6301,14103659,0.0,92981.5,2002-06-10,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-08-11,3,True,0,6865,2420,Mid-term,Unknown
+6302,14111563,0.0,215464.2285714286,1987-11-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-01-02,11,True,0,12200,2276,Mid-term,English
+6305,14115812,0.0,477798.4,1990-03-01,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-22,12,True,0,11349,3474,Mid-term,English
+6306,14119641,0.0,1331769.6,1985-03-01,24,True,True,True,NOTICE,WEB,N,N,N,N,Y,N,Y,N,Y,51-100,English,Premier,2013-10-05,24,False,0,13175,2730,Mid-term,English
+6307,14119981,117.96,13565.4,1994-10-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2015-05-24,1,True,1,9660,2134,Mid-term,English
+6309,14123561,0.0,335634.28571428574,1985-07-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-11-03,20,True,0,13053,3432,Mid-term,English
+6310,14125966,583.8144000000001,796906.6560000001,1961-08-01,13,False,True,False,AUTO RENEW,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-15,13,True,1,21788,2842,Long-term,English
+6311,14127981,0.0,273812.0,2013-04-02,6,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,1-5,English,Standard,2009-05-25,6,False,0,2916,4324,Short-term,English
+6312,14128340,143.09333333333333,255564.69333333336,1972-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-09,19,False,1,17678,2391,Long-term,English
+6313,14130768,329.94666666666666,369870.2133333333,1962-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-06-14,19,False,1,21576,4304,Long-term,English
+6314,14131241,0.0,462770.3571428571,2012-04-26,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-09-20,9,False,0,3257,3110,Short-term,English
+6316,14134316,0.0,142011.25714285715,1995-03-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-05,18,True,0,9523,3826,Mid-term,English
+6317,14146986,4493.666666666667,1294176.0,2010-07-16,8,False,False,False,AUTO RENEW,PHONE,Y,Y,Y,Y,Y,Y,Y,N,Y,500+,English,Premier,2009-01-04,8,True,1,3907,4465,Short-term,English
+6319,14152234,501.696,1600410.24,1973-07-01,22,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-22,22,True,1,17436,3231,Long-term,English
+6320,14152447,0.0,545873.2380952382,1996-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-23,17,False,0,8868,3077,Mid-term,English
+6321,14156007,0.0,397460.73714285716,1995-09-15,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-31,11,True,0,9325,2339,Mid-term,English
+6323,14160841,0.0,105796.32,1998-02-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-23,21,True,0,8455,3169,Mid-term,English
+6326,14174997,585.7333333333333,579876.0,1966-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-06-01,18,True,1,20143,2126,Long-term,English
+6327,14176721,0.0,561510.0,2006-04-19,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-11,10,True,0,5456,3181,Short-term,English
+6328,14178259,404.8,353795.2,1993-06-01,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-04,23,False,1,10161,3827,Mid-term,English
+6329,14183034,441.5428571428572,453022.9714285715,1993-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-01-13,19,False,1,10147,4091,Mid-term,English
+6330,14185023,261.58476190476193,15695.085714285717,1976-05-15,5,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-02,5,False,1,16387,2368,Long-term,English
+6331,14185735,367.06800000000004,297325.0800000001,1994-01-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-14,18,False,1,9947,3817,Mid-term,English
+6332,14185940,0.0,181744.00000000003,1986-03-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-12-17,4,True,0,12796,3022,Mid-term,English
+6334,14194915,0.0,343390.0,1995-02-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-02-13,5,False,0,9551,2964,Mid-term,English
+6335,14197263,0.0,4574637.340000001,2003-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,N,Y,Y,N,N,Y,101-500,English,Premier,2011-12-10,21,True,0,6434,3395,Mid-term,English
+6336,14199933,404.9866666666667,59128.05333333334,1977-10-01,1,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-08,1,True,1,15883,3000,Long-term,English
+6337,14201682,995.9333333333334,573657.6000000001,2005-04-22,16,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-02-11,16,True,1,5818,2966,Short-term,English
+6338,14202094,0.0,940113.6000000001,1991-10-01,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-24,17,False,0,10770,2499,Mid-term,English
+6340,14206514,231.70000000000002,124191.20000000001,1973-09-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-02-07,4,True,1,17374,1875,Long-term,English
+6343,14208388,301.03047619047624,466898.26857142866,1994-04-15,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-26,11,True,1,9843,2586,Mid-term,English
+6344,14208825,0.0,619123.68,2008-10-24,18,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-08-25,18,False,0,4537,2406,Short-term,English
+6345,14209543,0.0,326839.2,1992-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-23,14,False,0,10496,3351,Mid-term,English
+6346,14210669,0.0,121222.28571428572,1972-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-06,15,True,0,17739,1999,Long-term,English
+6348,14220737,0.0,1518510.0000000002,1996-04-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-10-01,25,True,0,9112,3465,Mid-term,English
+6349,14226457,0.0,96181.71428571429,1986-11-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-16,18,False,0,12551,2203,Mid-term,English
+6350,14226871,0.0,216734.40000000002,2003-04-14,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-05-15,15,True,0,6557,1777,Mid-term,English
+6351,14228954,643.9809523809524,185466.5142857143,1962-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-01-24,9,False,1,21454,5541,Long-term,English
+6352,14230566,0.0,45585.27999999999,1997-03-15,24,False,False,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2016-08-26,24,True,0,8778,1674,Mid-term,English
+6354,14232228,0.0,327047.9333333333,1998-05-08,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,500+,English,Premier,2014-02-24,1,True,0,8359,2588,Mid-term,English
+6355,14233242,497.8826666666667,1003731.456,1994-02-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-01,21,True,1,9902,2887,Mid-term,English
+6356,14235263,209.88571428571427,125931.42857142857,1963-11-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-31,8,False,1,20952,2431,Long-term,English
+6357,14235960,0.0,160330.5,2003-11-04,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,N,6-10,Unknown,Standard,2015-10-11,7,True,0,6353,1994,Mid-term,Unknown
+6358,14239595,0.0,229900.00000000003,1997-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-17,19,True,0,8639,2991,Mid-term,English
+6359,14240016,0.0,9342.66666666667,1987-11-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2018-08-10,22,True,0,12200,960,Mid-term,English
+6360,14245381,0.0,501938.66666666674,1995-12-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Chinese,Standard,2013-04-15,20,True,0,9248,2903,Mid-term,Asian
+6361,14245451,92.76,30147.0,1994-04-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-02-06,5,True,1,9843,1876,Mid-term,English
+6362,14246868,0.0,835609.3200000001,1986-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-06-25,23,True,0,12838,3197,Mid-term,English
+6363,14250769,0.0,68059.26400000002,1996-07-15,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2009-12-18,7,True,0,9021,4117,Mid-term,English
+6364,14255112,591.3666666666667,1415731.8,1995-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-26,19,True,1,9551,3348,Mid-term,English
+6365,14257969,0.0,1030600.704,1994-11-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2009-09-29,16,False,0,9643,4197,Mid-term,English
+6366,14263262,354.6095238095238,93616.91428571429,1995-06-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-28,24,True,1,9431,3468,Mid-term,English
+6367,14264056,0.0,62262.0,1998-02-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-27,15,False,0,8441,2343,Mid-term,English
+6368,14264314,0.0,503901.71428571426,1992-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-30,15,False,0,10647,3862,Mid-term,English
+6369,14267716,0.0,794506.0266666667,1997-06-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2013-12-21,19,True,0,8686,2653,Mid-term,English
+6370,14269791,0.0,253675.4285714286,1986-07-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-23,15,True,0,12688,3016,Mid-term,English
+6371,14270360,0.0,851625.6000000001,1987-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-03,21,True,0,12339,2732,Mid-term,English
+6372,14270969,356.87619047619046,612756.419047619,2002-03-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,Y,Y,6-10,English,Premier,2011-09-12,17,True,1,6942,3484,Mid-term,English
+6373,14273822,0.0,396102.37333333335,1996-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-25,11,True,0,9126,2952,Mid-term,English
+6374,14274166,0.0,197909.04,1992-07-01,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2012-05-29,12,True,0,10496,3224,Mid-term,Unknown
+6375,14280822,0.0,458518.32,2007-12-07,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-06,15,True,0,4859,3155,Short-term,English
+6376,14281790,0.0,420121.0346666667,2012-02-29,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-11-17,11,True,0,3314,1957,Short-term,English
+6377,14287414,0.0,133800.85714285716,1996-08-01,9,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-29,9,True,0,9004,1853,Mid-term,English
+6378,14288952,0.0,150012.72,2017-07-12,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-19,22,True,0,1354,2716,Short-term,English
+6379,14289328,0.0,553618.761904762,2002-11-02,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-21,17,True,0,6720,2956,Mid-term,English
+6380,14296393,268.11428571428576,407533.7142857144,1992-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-09,20,True,1,10343,2848,Mid-term,English
+6381,14297873,0.0,695274.6666666667,1993-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-04-06,20,True,0,10222,2182,Mid-term,English
+6382,14300349,0.0,465526.60000000003,1987-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-11,19,False,0,12323,3638,Mid-term,English
+6383,14301160,35.12,52469.28,1951-04-01,18,False,False,False,NOTICE,MAIL,Y,Y,N,N,Y,N,N,N,Y,1-5,English,Premier,2017-11-17,18,False,1,25563,1226,Long-term,English
+6384,14301798,0.0,696294.8571428573,1995-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-10,15,False,0,9537,4035,Mid-term,English
+6385,14306221,343.4333333333334,988057.7000000002,1995-04-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-11-06,21,True,1,9492,2333,Mid-term,English
+6386,14306815,0.0,63813.875,1996-03-01,1,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2012-10-18,1,True,0,9157,3082,Mid-term,Unknown
+6388,14320055,0.0,222311.04000000004,2007-01-22,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-08,21,True,0,5178,3184,Short-term,English
+6390,14323125,0.0,179046.0,1985-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-15,21,True,0,13022,2173,Mid-term,English
+6391,14325547,0.0,256164.48,1994-06-01,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2009-08-19,11,True,0,9796,4238,Mid-term,Unknown
+6392,14326600,0.0,346923.0,1991-10-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2010-09-11,6,False,0,10770,3850,Mid-term,Unknown
+6393,14333616,0.0,63552.152380952386,2000-11-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-13,8,True,0,7451,4275,Mid-term,English
+6395,14335990,614.5666666666667,431425.80000000005,1994-04-15,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-10-23,27,True,1,9843,3443,Mid-term,English
+6396,14345531,0.0,134621.76,1984-12-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2014-02-21,6,True,0,13251,2591,Mid-term,English
+6397,14346733,0.0,26854.285714285714,2012-01-25,3,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-01-06,3,True,0,3349,2637,Short-term,English
+6398,14347995,0.0,359296.00000000006,1991-07-15,20,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-14,20,True,0,10848,3116,Mid-term,English
+6399,14350384,221.56952380952382,163518.30857142858,1977-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-10,18,True,1,15975,2148,Long-term,English
+6400,14351405,305.03200000000004,175088.36800000002,1993-11-01,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-30,14,False,1,10008,2128,Mid-term,English
+6401,14352406,0.0,845909.1199999999,1995-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-09-07,17,True,0,9417,3854,Mid-term,English
+6402,14352841,0.0,1283840.1333333333,1992-09-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-07-15,19,True,0,10420,2447,Mid-term,English
+6405,14354782,0.0,232311.59999999998,1995-02-15,9,True,True,True,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-09,9,True,0,9537,2238,Mid-term,English
+6406,14357486,419.3933333333333,844658.1733333333,1995-07-15,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-05-05,19,True,1,9387,2153,Mid-term,English
+6407,14358417,0.0,30671.52,1985-12-25,2,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-29,2,True,0,12876,2341,Mid-term,English
+6409,14368352,284.752,306962.656,1989-07-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-23,22,False,1,11592,3169,Mid-term,English
+6410,14368617,0.0,1493024.6438095241,1997-05-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-15,17,True,0,8717,4242,Mid-term,English
+6411,14371759,0.0,161184.42666666664,1985-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2013-08-28,14,True,0,13175,2768,Mid-term,Unknown
+6413,14382540,0.0,1140706.56,1987-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2002-11-03,18,True,0,12431,6719,Mid-term,English
+6415,14387101,260.6933333333334,456474.0266666668,1994-08-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-06,17,True,1,9721,2364,Mid-term,English
+6416,14387106,0.0,80646.66666666667,1997-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2014-03-06,16,False,0,8608,2578,Mid-term,English
+6417,14388902,0.0,768551.0857142858,1996-04-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-11,24,True,0,9112,2785,Mid-term,English
+6418,14392598,0.0,719658.7047619047,1997-04-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Chinese,Standard,2011-01-19,13,True,0,8747,3720,Mid-term,Asian
+6419,14393732,212.7238095238095,448634.51428571425,1982-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-11,19,True,1,14316,2451,Long-term,English
+6420,14397832,0.0,124392.32000000002,1995-10-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-10,8,False,0,9309,2967,Mid-term,English
+6421,14398587,0.0,45720.0,2007-12-31,15,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-16,15,True,0,4835,2019,Short-term,English
+6422,14401346,299.42857142857144,665629.7142857143,2008-12-22,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-10-28,19,True,1,4478,3072,Short-term,Unknown
+6423,14404142,0.0,876350.3999999999,2012-07-20,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-10,15,True,0,3172,2633,Short-term,English
+6424,14404411,0.0,936132.5333333333,1995-09-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-29,19,True,0,9339,3345,Mid-term,English
+6425,14405008,0.0,6422274.266666667,1997-07-15,29,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,500+,English,Premier,2005-06-29,29,True,0,8656,5750,Mid-term,English
+6426,14406711,0.0,1285071.6266666667,1987-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-07,22,True,0,12384,3398,Mid-term,English
+6428,14411938,0.0,277737.60000000003,1989-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-09,21,False,0,11561,3183,Mid-term,English
+6429,14412015,0.0,150521.4666666667,1980-01-01,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2010-02-02,5,True,0,15061,4071,Long-term,English
+6431,14419234,0.0,661873.2000000001,1997-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-29,21,True,0,8761,3163,Mid-term,English
+6432,14422598,0.0,367793.4,2014-11-05,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-14,21,True,0,2334,2509,Short-term,English
+6433,14423085,155.66666666666666,137298.0,1981-06-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-03,6,True,1,14530,2520,Long-term,English
+6434,14423088,415.72,323014.44,2011-07-11,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-25,7,False,1,3547,2345,Short-term,English
+6435,14423505,0.0,7386136.875,1995-01-15,50,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2010-10-19,50,True,0,9568,3812,Mid-term,Unknown
+6436,14424055,215.92,80754.08,1974-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-03,22,True,1,17009,2032,Long-term,English
+6437,14424361,0.0,475847.99999999994,1979-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-08,20,True,0,15275,3031,Long-term,English
+6438,14426674,692.3333333333334,1009422.0,2009-03-20,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-10-26,18,True,1,4390,2344,Short-term,English
+6439,14427339,0.0,1516293.9306666667,1991-03-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-04,16,False,0,10984,3431,Mid-term,English
+6440,14428432,0.0,862595.0666666667,2011-01-19,11,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-26,11,False,0,3720,3074,Short-term,English
+6441,14432849,0.0,55730.546666666676,1982-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-24,19,False,0,14073,3656,Mid-term,English
+6443,14435269,0.0,202252.05000000002,2014-05-10,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-24,11,False,0,2513,3684,Short-term,English
+6444,14435830,691.8674285714286,487766.5371428572,1962-06-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,N,N,Y,Y,6-10,English,Premier,2009-12-30,15,True,1,21470,4105,Long-term,English
+6445,14437139,1330.9333333333334,203632.80000000002,1973-10-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-12-20,9,True,1,17330,2289,Long-term,English
+6446,14437704,0.0,373455.0,1997-02-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-06-30,9,True,0,8806,3192,Mid-term,Unknown
+6449,14447976,0.0,604578.5200000001,1983-09-15,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-25,21,True,0,13708,2618,Mid-term,English
+6450,14449646,0.0,1687018.666666667,1990-07-01,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-09,26,False,0,11227,4248,Mid-term,English
+6451,14450296,0.0,479718.3333333334,1996-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-14,19,True,0,8912,2994,Mid-term,English
+6452,14450845,0.0,102365.99999999999,1991-01-01,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-04-16,11,False,0,11043,2902,Mid-term,Unknown
+6453,14457058,0.0,50111.36,1996-03-01,3,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-24,3,True,0,9157,3350,Mid-term,English
+6454,14465830,0.0,1317473.9333333333,1991-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-07-30,17,False,0,11029,3528,Mid-term,English
+6456,14469281,0.0,560061.6000000001,1986-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-27,18,True,0,12688,2800,Mid-term,English
+6457,14472837,0.0,96593.20000000001,1988-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-03,21,False,0,12079,2063,Mid-term,English
+6458,14475479,0.0,906864.1523809525,2010-05-13,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-06,16,True,0,3971,3643,Short-term,English
+6460,14476313,0.0,509805.0285714286,1991-10-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-27,15,True,0,10770,2192,Mid-term,English
+6461,14476397,0.0,323141.8666666667,1985-11-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-01-12,19,True,0,12916,2266,Mid-term,English
+6462,14482391,0.0,465588.6666666666,1984-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-11-20,19,True,0,13404,4510,Mid-term,English
+6463,14484101,0.0,150677.42857142858,2007-03-16,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,6-10,English,Premier,2015-03-18,6,True,0,5125,2201,Short-term,English
+6465,14493431,0.0,166713.6,1995-03-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-06-15,8,False,0,9509,2112,Mid-term,English
+6466,14494786,179.33759999999998,232421.52959999998,1978-02-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-24,16,False,1,15760,2103,Long-term,English
+6468,14496855,0.0,223125.76000000004,2014-09-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-26,11,True,0,2385,2923,Short-term,English
+6470,14501177,0.0,307944.0,1985-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2015-04-10,15,True,0,13083,2178,Mid-term,Unknown
+6471,14505112,0.0,370912.2095238095,1997-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-16,19,True,0,8608,3298,Mid-term,English
+6473,14506137,0.0,199021.68,1997-07-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-13,22,True,0,8656,3301,Mid-term,English
+6474,14509757,0.0,1223586.7180952383,1997-11-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-26,19,True,0,8547,3409,Mid-term,English
+6476,14515020,0.0,1183998.2933333335,1988-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-05,23,True,0,12094,2822,Mid-term,English
+6477,14522349,127.08,160629.12,1968-11-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2015-02-20,16,True,1,19139,2227,Long-term,English
+6478,14522594,0.0,4117893.7800000003,1983-06-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,N,N,Y,N,N,Y,101-500,English,Premier,2012-04-26,23,True,0,13800,3257,Mid-term,English
+6482,14530548,0.0,189198.6666666667,2007-12-22,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-06-17,17,True,0,4844,3205,Short-term,Unknown
+6483,14540526,0.0,799412.6933333334,1972-08-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-22,14,True,0,17770,3658,Long-term,English
+6484,14546335,0.0,411104.57142857136,2007-10-17,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-21,22,True,0,4910,2987,Short-term,English
+6485,14546579,253.5809523809524,568021.3333333334,2013-03-04,16,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-21,16,True,1,2945,2744,Short-term,English
+6486,14547042,0.0,328437.20000000007,1990-07-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-06-08,14,True,0,11213,3214,Mid-term,English
+6487,14548720,0.0,155196.48000000004,2005-09-02,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-12,12,True,0,5685,2541,Short-term,English
+6488,14549213,0.0,250848.0,1988-05-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-11,18,False,0,12018,2024,Mid-term,English
+6489,14551470,0.0,537065.0857142857,1996-02-01,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-01,29,True,0,9186,4013,Mid-term,English
+6490,14555013,0.0,129542.9142857143,1989-03-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-28,17,False,0,11714,2949,Mid-term,English
+6491,14557285,310.232,681269.4720000001,1985-02-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-05-10,18,True,1,13203,2148,Mid-term,English
+6492,14557379,0.0,253289.71428571432,2009-02-10,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-05,15,True,0,4428,2214,Short-term,English
+6493,14559666,0.0,208437.60000000003,1991-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-29,19,False,0,10939,2798,Mid-term,English
+6494,14563109,0.0,110448.24,1995-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-02-27,21,False,0,9492,1855,Mid-term,English
+6495,14563129,0.0,39780.19047619047,1990-04-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-23,2,True,0,11304,2104,Mid-term,English
+6496,14563946,0.0,584506.9523809524,2004-02-10,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-07,17,True,0,6255,3520,Short-term,English
+6497,14564795,0.0,2034864.0,1992-02-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2012-08-09,20,False,0,10633,3152,Mid-term,Unknown
+6499,14569759,0.0,143837.04761904763,1998-03-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-24,11,True,0,8427,3106,Mid-term,English
+6500,14573043,195.06666666666666,63006.533333333326,1979-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-15,19,True,1,15412,2324,Long-term,English
+6501,14573703,0.0,741291.942857143,1983-04-01,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-06,26,True,0,13875,2091,Mid-term,English
+6502,14574569,0.0,252177.8,1998-07-21,7,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2009-04-22,7,True,0,8285,4357,Mid-term,English
+6503,14579193,0.0,311286.85714285716,1991-12-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-01-16,18,True,0,10709,2992,Mid-term,English
+6504,14579914,0.0,917264.3200000001,1997-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-10-06,21,False,0,8656,4190,Mid-term,English
+6507,14584656,0.0,387354.24000000005,1990-07-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-23,24,True,0,11213,2742,Mid-term,English
+6508,14588132,491.40000000000003,550859.4,1976-06-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-06-18,19,False,1,16370,2474,Long-term,English
+6509,14590171,502.4933333333334,707510.6133333334,1994-10-15,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-04-13,22,True,1,9660,2905,Mid-term,English
+6510,14592116,0.0,797888.0,1983-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-17,20,False,0,13965,3844,Mid-term,English
+6511,14593233,0.0,280308.0,1990-03-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-19,15,True,0,11349,2351,Mid-term,English
+6512,14598827,0.0,87523.33333333334,1991-10-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-08-23,11,False,0,10756,2408,Mid-term,English
+6513,14598956,304.4380952380953,529722.2857142858,1993-11-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-22,20,False,1,10008,3108,Mid-term,English
+6515,14602394,1094.9333333333334,210227.2,1994-02-15,28,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-24,4,False,1,9902,3168,Mid-term,English
+6516,14606206,963.4666666666667,1025128.5333333333,1993-08-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2015-12-31,8,True,1,10086,1913,Mid-term,English
+6517,14615792,0.0,1171961.9999999998,1996-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-01-24,18,False,0,9065,3350,Mid-term,English
+6518,14618275,0.0,224954.36190476193,2004-07-07,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-07,17,True,0,6107,3489,Short-term,English
+6519,14618451,0.0,34496.0,1997-05-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2012-04-02,2,True,0,8731,3281,Mid-term,English
+6520,14621372,0.0,1144832.0,2011-01-08,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-06,16,False,0,3731,4008,Short-term,English
+6521,14627676,1031.16,2205651.24,1993-10-15,23,False,True,False,AUTO RENEW,PHONE,Y,Y,Y,Y,Y,Y,Y,Y,Y,6-10,English,Premier,2003-02-19,23,True,1,10025,6611,Mid-term,English
+6522,14629415,0.0,231878.64,1986-05-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-21,14,True,0,12749,3384,Mid-term,English
+6523,14630169,0.0,226707.27619047623,1985-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-18,19,False,0,13039,2870,Mid-term,English
+6524,14635118,260.9714285714286,142490.40000000002,1993-12-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-30,14,False,1,9964,2797,Mid-term,English
+6525,14639977,316.8,961804.8,2013-05-22,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-23,23,True,1,2866,2224,Short-term,English
+6526,14640013,276.9714285714286,456725.8857142858,2014-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-07,17,True,1,2430,2911,Short-term,English
+6527,14650787,0.0,581193.6000000001,1999-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-23,21,True,0,8090,2834,Mid-term,English
+6528,14653177,335.2914285714286,925404.3428571429,1968-03-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-20,20,False,1,19384,2929,Long-term,English
+6529,14653212,148.53333333333336,379057.06666666677,1977-02-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-14,22,True,1,16111,1991,Long-term,English
+6530,14653237,220.61333333333334,96408.02666666667,1994-02-15,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-08-10,23,True,1,9902,2056,Mid-term,English
+6531,14654177,0.0,288757.94666666666,1995-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2015-09-13,19,True,0,9551,2022,Mid-term,English
+6532,14654813,0.0,590040.0,1992-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Spanish,Standard,2015-05-11,18,True,0,10390,2147,Mid-term,European
+6534,14658395,0.0,150542.08000000002,1988-12-25,6,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-09,6,True,0,11780,3396,Mid-term,English
+6536,14659359,311.65714285714284,1007899.2,1994-04-15,22,False,False,False,NOTICE,WEB,Y,N,Y,Y,Y,N,N,N,Y,6-10,English,Standard,2012-08-01,22,True,1,9843,3160,Mid-term,English
+6537,14661683,202.95238095238096,154040.85714285716,1981-03-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-19,23,True,1,14636,2381,Long-term,English
+6539,14662966,0.0,250257.9166666667,1995-09-01,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2010-12-16,2,True,0,9339,3754,Mid-term,English
+6541,14676671,422.58666666666676,312714.1333333334,1970-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-27,20,False,1,18682,3256,Long-term,English
+6542,14678995,0.0,802800.0,1996-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2015-05-14,16,True,0,9143,2144,Mid-term,English
+6543,14679021,188.66095238095238,133005.9714285714,1971-12-01,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-08,15,False,1,18014,1966,Long-term,English
+6545,14681541,199.29523809523812,129741.20000000003,1981-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-15,21,True,1,14408,2355,Long-term,English
+6547,14681729,0.0,1068672.0,1998-02-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-29,22,False,0,8455,2433,Mid-term,English
+6548,14686353,382.1066666666667,966729.8666666666,1968-05-15,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2007-12-28,23,False,1,19309,4838,Long-term,English
+6549,14686940,0.0,120032.94333333333,1986-12-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2016-03-11,7,True,0,12521,1842,Mid-term,English
+6550,14688851,0.0,615980.0,1995-12-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Standard,2009-08-12,19,True,0,9234,4245,Mid-term,English
+6551,14689081,0.0,1930889.9999999998,2012-12-04,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-06-12,20,True,0,3035,4306,Short-term,English
+6552,14689123,0.0,651786.6666666666,1997-04-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-05-31,20,True,0,8761,2857,Mid-term,English
+6555,14698277,0.0,266512.89600000007,1997-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-18,16,True,0,8578,3356,Mid-term,English
+6556,14705156,0.0,220211.82857142857,1991-12-01,13,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-05-17,13,False,0,10709,1775,Mid-term,English
+6557,14705335,0.0,224372.80000000002,1990-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-30,21,False,0,11151,1975,Mid-term,English
+6558,14711145,0.0,893486.6076190479,1990-05-01,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-01-30,23,True,0,11288,2613,Mid-term,English
+6563,14728984,0.0,949291.2000000002,2011-09-02,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-19,18,False,0,3494,3569,Short-term,English
+6564,14729006,0.0,303080.76190476195,1992-04-01,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-09-05,8,True,0,10587,3125,Mid-term,Unknown
+6565,14730233,0.0,561892.5714285714,1986-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-09,22,False,0,12688,2575,Mid-term,English
+6566,14732962,0.0,401922.7428571428,1995-02-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-01-19,19,True,0,9537,4085,Mid-term,Unknown
+6567,14733627,0.0,240521.14285714287,1982-08-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-01,15,True,0,14104,2522,Mid-term,English
+6569,14735929,253.04000000000002,275307.52,1965-12-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-10,17,False,1,20191,3517,Long-term,English
+6571,14739597,0.0,987984.1920000003,1995-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-12,19,True,0,9248,3393,Mid-term,English
+6572,14739879,248.32,333493.75999999995,1971-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-21,17,True,1,18197,2198,Long-term,English
+6573,14740642,0.0,397291.8857142858,1997-12-25,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-07,16,True,0,8493,3123,Mid-term,English
+6574,14741043,0.0,21011.466666666667,1990-07-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-15,1,True,0,11227,2781,Mid-term,English
+6575,14741191,0.0,198784.8,1995-09-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-27,18,True,0,9339,3439,Mid-term,English
+6576,14744131,229.56190476190477,86774.40000000001,1983-07-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-12,21,True,1,13770,2572,Mid-term,English
+6577,14745020,439.62666666666667,320048.2133333333,1993-06-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-15,8,True,1,10161,3177,Mid-term,English
+6578,14746335,141.96666666666667,111017.93333333333,1969-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2015-07-08,17,False,1,18988,2089,Long-term,English
+6579,14752480,284.7809523809524,533109.9428571429,1972-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-02-10,18,True,1,17739,2967,Long-term,Unknown
+6581,14764417,0.0,70421.12000000001,1987-04-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-28,4,True,0,12400,3072,Mid-term,English
+6582,14766361,0.0,1079615.9999999998,1987-09-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-24,20,False,0,12247,3229,Mid-term,English
+6583,14767298,0.0,740880.4266666666,1996-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-19,19,False,0,9172,3050,Mid-term,English
+6584,14767590,0.0,1527721.2,1997-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-12-31,18,True,0,8792,3374,Mid-term,English
+6585,14767988,221.55466666666672,278715.77066666674,1974-07-15,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-04-23,17,True,1,17057,1799,Long-term,English
+6586,14769526,0.0,160111.5428571429,1990-07-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-10,18,True,0,11213,3698,Mid-term,English
+6587,14770087,0.0,131075.46666666667,1995-12-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-05,7,True,0,9234,2487,Mid-term,English
+6590,14785336,125.34666666666668,91001.68000000001,1994-10-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-09,22,True,1,9660,2210,Mid-term,English
+6591,14786779,0.0,200148.48,2008-08-05,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-02,14,True,0,4617,2003,Short-term,English
+6593,14789789,0.0,574800.0000000001,1988-01-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-12-09,20,True,0,12139,2300,Mid-term,English
+6594,14792223,0.0,796316.7085714285,1995-12-15,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2010-11-21,19,True,0,9234,3779,Mid-term,English
+6595,14795069,0.0,935472.7619047621,1997-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-01,20,False,0,8717,3191,Mid-term,English
+6596,14797596,0.0,1876205.0666666671,1997-05-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2009-11-27,23,False,0,8717,4138,Mid-term,English
+6597,14798234,198.01166666666666,153261.03,2013-01-16,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2015-04-14,6,True,1,2992,2174,Short-term,English
+6598,14798280,0.0,567934.6400000001,1989-07-15,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-27,17,True,0,11578,2950,Mid-term,English
+6600,14801574,97.22666666666667,106171.52,1981-08-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-12-22,12,False,1,14469,1922,Long-term,English
+6601,14804935,0.0,820551.6800000002,2005-11-16,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-04-15,23,True,0,5610,3268,Short-term,English
+6602,14806897,447.5466666666666,319548.32,2012-05-10,17,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-05,17,False,1,3243,3217,Short-term,English
+6603,14807173,0.0,830936.2285714287,1996-02-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-01-12,19,True,0,9172,4092,Mid-term,English
+6605,14816727,0.0,441140.70000000007,2003-04-11,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-02,9,False,0,6560,3464,Mid-term,English
+6606,14820566,375.44000000000005,342776.72000000003,1994-02-15,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-12,11,True,1,9902,2996,Mid-term,English
+6607,14830661,0.0,457718.6133333333,1984-12-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-05-06,16,True,0,13251,3613,Mid-term,English
+6608,14836993,0.0,121749.76000000002,1985-03-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-20,24,True,0,13175,2107,Mid-term,English
+6609,14837105,0.0,96436.60000000002,1995-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-26,15,False,0,9568,3196,Mid-term,English
+6613,14842047,0.0,5399294.4,1984-08-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-10-11,18,True,0,13387,3089,Mid-term,English
+6615,14843085,717.4666666666667,329317.2,1976-11-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2014-09-04,9,True,1,16203,2396,Long-term,English
+6616,14845088,142.5142857142857,251965.25714285712,1981-07-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-11-26,26,False,1,14514,1948,Long-term,English
+6617,14845935,153.7986666666667,173023.50000000003,1989-06-15,15,False,False,False,AUTO RENEW,PHONE,N,N,Y,N,N,N,N,N,Y,1-5,English,Premier,2015-05-20,15,False,1,11608,2138,Mid-term,English
+6618,14849413,0.0,527609.3714285714,2001-07-05,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-03,19,True,0,7205,3066,Mid-term,English
+6619,14849923,0.0,222259.2,1997-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-16,16,True,0,8503,2902,Mid-term,English
+6620,14851474,0.0,393271.20000000007,2010-08-19,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-21,21,True,0,3873,3293,Short-term,English
+6621,14854210,0.0,170856.60952380954,1985-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-10-10,11,False,0,13130,3456,Mid-term,English
+6624,14858936,0.0,1347170.9333333333,1997-05-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-21,20,True,0,8717,3718,Mid-term,English
+6625,14860847,304.4190476190476,502291.4285714285,1994-10-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-22,22,True,1,9674,3108,Mid-term,English
+6626,14862007,0.0,266444.64285714284,1996-01-01,5,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,N,6-10,Unknown,Standard,2012-04-24,5,False,0,9217,3259,Mid-term,Unknown
+6627,14862465,0.0,517717.19999999995,1996-02-01,11,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-13,11,True,0,9186,2691,Mid-term,English
+6630,14864322,266.084,31930.079999999998,1979-12-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-17,3,True,1,15092,3022,Long-term,English
+6631,14864322,266.084,31930.079999999998,1979-12-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-09,24,True,1,15092,2603,Long-term,English
+6632,14864403,0.0,211616.0,2007-03-13,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2011-04-14,16,False,0,5128,3635,Short-term,English
+6633,14864643,0.0,471299.35238095233,1984-09-01,23,False,True,False,NOTICE,MAIL,Y,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2013-01-13,23,True,0,13356,2995,Mid-term,English
+6635,14864957,0.0,187062.85714285716,2005-12-10,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2011-01-20,15,True,0,5586,3719,Short-term,English
+6637,14873453,0.0,502170.00000000006,1989-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-05,19,True,0,11653,2730,Mid-term,English
+6638,14873948,160.90666666666667,15447.04,1994-08-15,1,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-10,1,True,1,9721,2574,Mid-term,English
+6641,14882858,0.0,562640.2133333333,2012-06-11,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-02,16,True,0,3211,2763,Short-term,English
+6642,14883872,0.0,500933.76,1988-02-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-01,18,False,0,12108,2976,Mid-term,English
+6643,14889385,0.0,267257.76,1992-04-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-23,22,False,0,10573,2196,Mid-term,English
+6645,14890275,0.0,360954.88,1984-05-01,16,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-24,16,True,0,13479,2407,Mid-term,English
+6646,14890308,0.0,237852.00000000003,1997-04-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-10-05,18,True,0,8761,2730,Mid-term,English
+6647,14890466,458.34666666666664,128337.06666666665,1976-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-10,20,True,1,16326,3273,Long-term,English
+6649,14895951,0.0,149784.96000000002,1995-05-15,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-03,21,True,0,9448,3432,Mid-term,English
+6650,14898643,671.7866666666667,1511520.0000000002,2009-12-10,18,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Spanish,Premier,2009-04-14,18,True,1,4125,4365,Short-term,European
+6652,14902952,0.0,264784.0,1996-04-15,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-10,19,True,0,9112,3670,Mid-term,English
+6653,14905151,229.84761904761905,305697.3333333334,1977-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2014-03-10,19,True,1,15975,2574,Long-term,English
+6655,14912754,0.0,97464.00000000001,1986-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-08-05,15,True,0,12643,4252,Mid-term,English
+6656,14912930,0.0,850889.9657142855,2009-07-27,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-03,18,True,0,4261,2762,Short-term,English
+6657,14913812,0.0,494913.5657142858,1984-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-11-22,18,False,0,13404,2317,Mid-term,English
+6660,14919140,402.6933333333334,845656.0000000001,1977-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2013-01-20,15,True,1,16111,2988,Long-term,English
+6661,14920209,0.0,166672.08000000002,1996-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-22,17,False,0,9112,2166,Mid-term,English
+6663,14920969,0.0,464128.96,1991-12-25,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-09-26,19,True,0,10685,2739,Mid-term,English
+6664,14923100,0.0,923909.6533333333,1989-02-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-07-07,26,True,0,11728,2455,Mid-term,English
+6665,14923822,0.0,319066.88,1989-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-15,17,True,0,11439,2993,Mid-term,English
+6666,14925093,229.08000000000004,214418.88000000003,1979-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-11,18,False,1,15092,3272,Long-term,English
+6668,14931962,0.0,216140.40000000002,1997-09-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2013-09-17,9,False,0,8594,2748,Mid-term,Unknown
+6669,14932814,252.07619047619048,229893.4857142857,1980-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-02,19,True,1,14817,2733,Long-term,English
+6670,14933444,0.0,1075635.2880000002,1996-04-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-22,21,False,0,9112,2743,Mid-term,English
+6671,14933552,638.8666666666668,1043269.2666666668,1977-01-01,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-15,23,False,1,16156,3543,Long-term,English
+6672,14935140,404.0914285714286,466725.6,1994-03-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-02-03,21,False,1,9888,3340,Mid-term,English
+6673,14935196,164.72380952380954,98504.8380952381,1977-11-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-20,23,True,1,15852,2107,Long-term,English
+6674,14935576,0.0,87569.4857142857,1991-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-21,18,True,0,10695,2714,Mid-term,English
+6675,14935884,224.0952380952381,102187.42857142858,2006-08-08,12,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-26,12,True,1,5345,2162,Short-term,English
+6676,14942681,0.0,319052.16,1987-11-01,21,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-13,21,False,0,12200,3087,Mid-term,English
+6677,14945140,0.0,556082.2857142858,1995-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-27,20,True,0,9523,2861,Mid-term,English
+6678,14945225,193.86666666666667,465280.0,1981-07-15,20,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-04-07,20,True,1,14500,2911,Long-term,English
+6680,14948895,0.0,12324.400000000001,1995-06-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-06-01,1,True,0,9417,3221,Mid-term,English
+6681,14951803,0.0,163856.0,1979-07-15,38,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-12-10,38,True,0,15231,3029,Long-term,English
+6682,14952697,134.26666666666665,267862.0,1981-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-08,19,True,1,14438,2301,Long-term,English
+6683,14953585,679.7266666666667,2109191.8466666667,2005-10-14,29,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-01,29,True,1,5643,3068,Short-term,English
+6684,14960291,0.0,918394.4,1996-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-28,15,True,0,9143,3560,Mid-term,English
+6685,14960625,0.0,230485.20000000004,2014-08-29,21,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-04,21,True,0,2402,3310,Short-term,English
+6687,14968926,0.0,148113.06666666665,1992-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-25,20,True,0,10465,2041,Mid-term,English
+6688,14972927,0.0,991131.0,1996-08-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-03-03,15,True,0,9004,2946,Mid-term,Unknown
+6690,14974940,0.0,109725.71428571429,1991-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-10,15,False,0,11012,2237,Mid-term,English
+6691,14975883,0.0,410601.70666666667,1984-10-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-08,20,True,0,13312,2576,Mid-term,English
+6692,14977756,0.0,137802.24,1994-08-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2005-04-15,8,True,0,9721,5825,Mid-term,English
+6693,14978591,241.50285714285718,177504.60000000003,2013-12-26,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-20,7,False,1,2648,2258,Short-term,English
+6695,14981931,253.188,227869.2,1973-10-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-29,18,True,1,17330,2920,Long-term,English
+6696,14983026,0.0,236816.00000000003,1996-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2013-03-02,15,True,0,8898,2947,Mid-term,European
+6697,14994989,0.0,811064.1142857145,1996-06-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-26,23,True,0,9065,3532,Mid-term,English
+6698,14998759,658.4982857142857,1149738.0068571428,1973-10-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-02,18,False,1,17330,3951,Long-term,English
+6699,15000213,0.0,9718.433333333334,1987-07-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-08-03,1,False,0,12309,2428,Mid-term,English
+6700,15001960,293.7142857142857,650283.4285714286,1981-12-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-12-08,18,True,1,14347,3031,Long-term,English
+6701,15002695,0.0,2395349.3333333335,1995-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2011-12-06,16,True,0,9234,3399,Mid-term,English
+6702,15006942,0.0,147792.80000000002,1985-11-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-19,12,True,0,12916,2290,Mid-term,English
+6703,15009717,0.0,83932.6,1983-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-13,15,False,0,13770,2145,Mid-term,English
+6704,15012711,0.0,202978.2857142857,1997-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-21,22,False,0,8761,2622,Mid-term,English
+6705,15019865,0.0,280299.6,2014-01-08,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-07-17,18,True,0,2635,2445,Short-term,English
+6706,15020609,0.0,271333.3333333333,1996-08-01,4,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-02-04,4,True,0,9004,3704,Mid-term,English
+6707,15024018,0.0,249738.72000000003,1987-06-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-15,11,True,0,12353,3693,Mid-term,English
+6708,15028786,0.0,1434343.5333333334,1988-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-10-17,22,True,0,12065,2718,Mid-term,English
+6709,15030149,253.28000000000003,91180.80000000002,1992-09-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-08,9,True,1,10420,3519,Mid-term,English
+6710,15032418,0.0,378705.8285714286,2000-07-20,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-27,19,False,0,7555,3347,Mid-term,English
+6711,15033745,0.0,205738.86171428574,1984-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-11,19,True,0,13555,1963,Mid-term,English
+6713,15036364,0.0,467608.8,1995-12-25,17,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-01,17,False,0,9224,2491,Mid-term,English
+6714,15037315,594.5333333333333,463736.0,1993-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-01-13,15,True,1,10055,3361,Mid-term,English
+6716,15044060,0.0,169187.19999999995,2010-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-01,21,False,0,4089,2399,Short-term,English
+6720,15050757,0.0,413390.3466666666,1991-11-01,19,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2012-01-26,19,True,0,10739,3348,Mid-term,English
+6721,15051952,0.0,24780.0,1997-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-12-30,15,True,0,8656,2279,Mid-term,English
+6722,15058098,0.0,1207897.6,1997-03-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2014-04-28,13,False,0,8778,2525,Mid-term,English
+6723,15060254,0.0,658350.0,1996-03-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2003-04-14,9,True,0,9157,6557,Mid-term,English
+6724,15065173,0.0,402201.80000000005,1996-01-15,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,Y,Y,1-5,English,Standard,2010-04-09,7,True,0,9203,4005,Mid-term,English
+6726,15066753,676.2333333333333,405740.0,1993-11-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2011-02-12,12,True,1,9994,3696,Mid-term,Unknown
+6727,15067045,0.0,310298.45333333337,1997-08-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-01-05,16,True,0,8625,2638,Mid-term,Unknown
+6729,15069905,0.0,215522.88000000003,1990-04-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-05,4,True,0,11318,3064,Mid-term,English
+6730,15071541,0.0,431134.2933333334,1997-06-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-06-16,22,True,0,8686,3206,Mid-term,Unknown
+6731,15071840,0.0,109308.26666666668,1992-07-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-08-21,19,True,0,10496,3871,Mid-term,English
+6733,15072299,0.0,127623.6,1996-07-15,27,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2017-03-24,27,True,0,9021,1464,Mid-term,English
+6734,15073957,0.0,531971.3142857143,1998-07-03,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-27,22,True,0,8303,2677,Mid-term,English
+6736,15075875,0.0,313506.6666666666,1995-09-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,Unknown,Standard,2012-06-03,7,True,0,9325,3219,Mid-term,Unknown
+6738,15080261,0.0,273374.4,1995-12-01,21,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2005-08-07,21,True,0,9248,5711,Mid-term,Unknown
+6739,15080320,0.0,503177.14285714284,1996-05-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-02,24,False,0,9096,2429,Mid-term,English
+6740,15082559,0.0,503284.16000000003,1988-11-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-26,23,False,0,11834,2892,Mid-term,English
+6741,15087347,0.0,120715.92,1984-08-15,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-17,21,True,0,13373,2687,Mid-term,English
+6742,15088591,0.0,2534128.8,1983-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-01-25,17,False,0,13965,3349,Mid-term,English
+6743,15095529,134.72,83661.12,1994-06-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-03,9,False,1,9782,2306,Mid-term,English
+6744,15095600,389.9653333333333,192642.87466666664,1994-10-15,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,Y,Y,N,N,N,N,Y,1-5,Unknown,Premier,2010-04-17,19,True,1,9660,3997,Mid-term,Unknown
+6746,15098171,435.0133333333333,237517.28,1995-06-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-08-08,13,False,1,9431,3153,Mid-term,English
+6747,15100516,0.0,572611.2000000001,1976-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-04-30,18,True,0,16173,3253,Long-term,English
+6748,15102550,0.0,181353.52380952385,1995-07-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-07-24,8,True,0,9401,2438,Mid-term,English
+6749,15106604,0.0,104128.36,1987-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-07-19,19,True,0,12186,2443,Mid-term,English
+6750,15107165,0.0,35397.92,1986-07-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-02-08,6,False,0,12674,2239,Mid-term,English
+6751,15107824,334.15200000000004,473493.3840000001,1994-04-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-30,13,True,1,9843,3558,Mid-term,English
+6753,15108291,0.0,904841.9333333333,1982-04-15,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2011-12-05,14,True,0,14226,3400,Mid-term,English
+6755,15111268,0.0,90265.20000000001,1987-07-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-25,18,True,0,12323,2314,Mid-term,English
+6757,15112576,0.0,754155.6000000001,1997-07-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2014-09-26,22,True,0,8656,2374,Mid-term,English
+6758,15119608,0.0,80118.57142857143,1991-11-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-01-01,17,True,0,10725,2277,Mid-term,English
+6759,15123612,0.0,2193206.4000000004,1978-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-05-02,23,True,0,15596,3251,Long-term,English
+6760,15123850,0.0,719165.7600000001,1990-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-04,18,False,0,11304,3035,Mid-term,English
+6763,15128914,408.26666666666665,164939.73333333334,1984-04-15,4,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-23,4,True,1,13495,3016,Mid-term,English
+6764,15129908,0.0,1661442.6400000001,1997-03-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Spanish,Standard,2009-02-13,17,False,0,8792,4425,Mid-term,European
+6765,15132365,0.0,391610.26666666666,1996-12-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-01-09,11,False,0,8868,3730,Mid-term,English
+6766,15137193,0.0,916872.0000000001,1995-08-01,18,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-06-28,18,True,0,9370,3194,Mid-term,English
+6767,15137570,0.0,190454.85714285716,1993-10-05,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-25,20,True,0,10035,2771,Mid-term,English
+6768,15142378,161.18666666666667,348485.57333333336,2013-11-19,23,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-07,23,False,1,2685,2577,Short-term,English
+6769,15144421,246.92857142857142,197542.85714285713,1982-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-10-28,20,True,1,14316,2342,Long-term,English
+6771,15146950,0.0,1129033.6200000003,2016-05-06,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-03-27,22,True,0,1786,2922,Short-term,Unknown
+6772,15149622,0.0,1145092.0,1990-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2009-08-08,19,True,0,11318,4249,Mid-term,English
+6774,15154870,0.0,437302.1714285715,1998-02-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,Y,N,N,Y,Y,6-10,English,Premier,2013-09-12,22,True,0,8441,2753,Mid-term,English
+6775,15155903,0.0,1944544.0,1986-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2008-12-19,20,False,0,12626,4481,Mid-term,English
+6776,15156090,0.0,159001.91999999998,1991-10-01,11,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-05,11,True,0,10770,2395,Mid-term,English
+6777,15156296,0.0,727323.4453333336,1987-05-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-01-18,19,False,0,12384,2260,Mid-term,English
+6778,15156734,0.0,338535.99999999994,1997-11-01,22,True,False,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-28,22,False,0,8547,1977,Mid-term,English
+6779,15156740,0.0,296531.45600000006,1991-02-15,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2012-11-27,16,True,0,10998,3042,Mid-term,English
+6782,15161635,0.0,767474.1904761904,1996-01-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-02-15,13,True,0,9217,4423,Mid-term,English
+6783,15161920,0.0,324870.39999999997,1986-04-15,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-26,14,True,0,12765,2132,Mid-term,English
+6784,15165761,125.56190476190477,198890.05714285717,1971-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-27,18,False,1,18105,1826,Long-term,English
+6785,15165999,0.0,82445.636,1985-09-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-09,13,True,0,12991,3305,Mid-term,English
+6788,15173381,0.0,52757.02857142857,1996-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-27,19,False,0,9096,2585,Mid-term,English
+6789,15176335,0.0,709285.7142857143,1986-08-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-12-27,25,True,0,12657,2282,Mid-term,English
+6790,15179205,314.91428571428577,181390.6285714286,1995-02-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Chinese,Premier,2012-07-09,24,True,1,9551,3183,Mid-term,Asian
+6792,15181422,0.0,128594.53333333335,1990-03-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-04,19,False,0,11349,3035,Mid-term,English
+6793,15183232,0.0,43549.272,1995-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2014-09-08,18,True,0,9234,2392,Mid-term,English
+6794,15187072,0.0,752498.6666666666,1987-04-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,Unknown,Premier,2014-02-11,8,True,0,12414,2601,Mid-term,Unknown
+6795,15187796,0.0,73737.14285714287,1986-07-15,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-19,8,True,0,12674,3569,Mid-term,English
+6796,15189261,0.0,295209.2571428572,1997-07-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-01-01,15,False,0,8656,4103,Mid-term,English
+6799,15199537,0.0,245019.39428571434,1997-04-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-27,18,True,0,8761,3347,Mid-term,English
+6800,15203336,0.0,103151.06666666667,1995-10-01,7,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-12,7,True,0,9309,2965,Mid-term,English
+6802,15204553,0.0,973977.3333333336,1995-05-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-16,20,True,0,9462,3237,Mid-term,English
+6805,15206254,309.02857142857147,40791.77142857143,1985-04-15,6,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-20,6,False,1,13130,3141,Mid-term,English
+6806,15208518,0.0,208613.11999999997,2006-08-18,24,False,True,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-14,24,True,0,5335,3544,Short-term,English
+6807,15212454,332.77523809523814,43593.55619047619,1982-07-01,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-09-04,1,True,1,14149,2761,Mid-term,Unknown
+6808,15213579,0.0,367742.6666666666,1968-06-15,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2006-02-16,10,True,0,19278,5518,Long-term,English
+6809,15213662,0.0,607954.2857142858,1986-11-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-31,25,False,0,12565,3161,Mid-term,English
+6810,15214120,0.0,311504.96,1991-02-15,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-03-06,13,True,0,10998,3308,Mid-term,English
+6811,15214868,0.0,370319.04000000004,1991-12-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-12,21,True,0,10709,3241,Mid-term,English
+6813,15215387,0.0,286418.08,1996-05-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-27,23,True,0,9082,3378,Mid-term,English
+6814,15218773,0.0,797372.16,1984-07-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-23,16,True,0,13404,3107,Mid-term,English
+6815,15219469,0.0,67944.44800000002,1998-06-25,11,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2016-05-27,11,True,0,8311,1765,Mid-term,English
+6816,15219973,304.4166666666667,785395.0000000001,1973-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-12-20,20,True,1,17572,1924,Long-term,English
+6817,15221255,0.0,330388.8,1996-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-09,21,True,0,8929,2269,Mid-term,English
+6818,15226914,0.0,757740.0,2017-12-29,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2009-04-05,6,True,0,1184,4374,Short-term,English
+6820,15236959,0.0,515112.00000000006,1996-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2010-09-05,20,True,0,9051,3856,Mid-term,English
+6821,15240433,142.72761904761907,62371.96952380954,1976-01-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-18,19,True,1,16522,1713,Long-term,English
+6822,15241963,0.0,96172.26666666666,1985-06-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-05,13,True,0,13083,2304,Mid-term,English
+6823,15243336,141.35238095238094,309985.7714285714,1995-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-05,17,True,1,9551,1939,Mid-term,English
+6824,15245148,321.20000000000005,540579.6000000001,1994-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-25,17,False,1,9782,3228,Mid-term,English
+6825,15247569,0.0,2935895.0400000005,1995-09-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,101-500,English,Premier,2011-05-17,16,True,0,9339,3602,Mid-term,English
+6826,15252509,0.0,676898.5600000002,1998-07-21,16,False,False,False,AUTO RENEW,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-05,16,True,0,8285,2972,Mid-term,English
+6827,15254578,170.11428571428573,248877.2,2016-06-06,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-18,19,True,1,1755,1864,Short-term,English
+6828,15260222,0.0,209931.42857142858,2005-10-01,18,True,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-14,18,True,0,5656,2598,Short-term,English
+6829,15264136,217.9333333333333,719179.9999999999,1993-01-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-03,22,False,1,10312,2520,Mid-term,English
+6831,15267963,0.0,353901.9428571429,1993-06-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-17,12,True,0,10147,3602,Mid-term,English
+6832,15269173,491.28000000000003,1246868.6400000001,1969-09-01,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-25,18,True,1,18835,3441,Long-term,English
+6833,15274053,0.0,230097.60000000003,2009-04-10,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Standard,2013-01-15,10,False,0,4369,2993,Short-term,European
+6834,15276964,0.0,116997.86057142858,1991-12-01,6,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-25,6,True,0,10709,2284,Mid-term,English
+6835,15283844,278.5904761904762,217300.57142857142,1993-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-03-26,20,True,1,9978,2923,Mid-term,Unknown
+6836,15285453,0.0,2330726.4000000004,1983-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-05-11,20,False,0,13607,5069,Mid-term,English
+6838,15293524,243.35238095238097,65705.14285714287,1994-10-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-12-04,6,True,1,9674,2670,Mid-term,Unknown
+6839,15295341,0.0,134813.91733333335,2002-03-06,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-14,23,True,0,6961,3025,Mid-term,English
+6843,15300976,0.0,1417770.2933333335,1991-04-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-25,23,True,0,10953,3594,Mid-term,English
+6844,15302418,0.0,92037.6761904762,1996-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-01-30,23,True,0,9126,2613,Mid-term,English
+6845,15307332,0.0,331212.96,2011-03-28,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-12,18,True,0,3652,2784,Short-term,English
+6846,15309124,0.0,646928.88,2010-09-18,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-02-21,18,True,0,3843,2591,Short-term,English
+6847,15313239,0.0,3057076.0,1997-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-01-23,17,True,0,8792,3716,Mid-term,English
+6849,15322372,591.6560000000001,1363175.424,1982-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-06-12,18,True,1,14135,2480,Mid-term,English
+6850,15323119,0.0,979178.6666666667,1995-01-01,25,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-01,25,True,0,9582,3342,Mid-term,English
+6851,15326851,245.36,289524.80000000005,1994-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-28,20,True,1,9888,3438,Mid-term,English
+6852,15327819,0.0,768001.0666666669,1992-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-12-23,17,True,0,10496,3747,Mid-term,English
+6853,15330956,0.0,257156.90000000002,1997-04-01,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-04,14,True,0,8761,2580,Mid-term,English
+6854,15342994,0.0,39312.96,1987-07-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-01,3,False,0,12309,2369,Mid-term,English
+6856,15348204,0.0,704166.4000000001,1987-10-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-02,14,True,0,12217,2702,Mid-term,English
+6857,15349806,0.0,208516.00000000003,2005-02-16,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-02-09,14,True,0,5883,3699,Short-term,English
+6859,15359214,0.0,941643.0000000001,2004-12-27,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-07,15,True,0,5934,2789,Short-term,English
+6860,15363910,342.97714285714284,164972.0057142857,2011-02-08,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,N,N,N,N,Y,6-10,English,Standard,2013-07-10,13,False,1,3700,2817,Short-term,English
+6861,15372176,0.0,586850.7666666666,1996-08-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-26,17,True,0,8990,2801,Mid-term,English
+6862,15372252,0.0,31192.571428571428,1990-03-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-02-06,5,False,0,11349,2241,Mid-term,Unknown
+6865,15377384,0.0,366437.0914285714,1974-06-01,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-15,9,True,0,17101,3024,Long-term,English
+6866,15377416,0.0,554901.0800000001,1998-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-04-16,19,False,0,8396,4363,Mid-term,English
+6867,15377581,0.0,617545.6,1987-03-15,19,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-12,19,True,0,12431,2115,Mid-term,English
+6868,15379527,0.0,323338.4000000001,1990-01-15,21,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-28,21,True,0,11394,2829,Mid-term,English
+6870,15382318,4100.512,5646405.024,1980-05-01,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,500+,English,Premier,2011-05-02,17,True,1,14940,3617,Long-term,English
+6871,15383018,381.9833333333334,725768.3333333335,1981-08-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-05-28,20,True,1,14469,2130,Long-term,English
+6872,15383458,138.63200000000003,200045.97600000002,1994-02-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-17,13,False,1,9916,2018,Mid-term,English
+6873,15384051,0.0,827288.8,2012-11-27,29,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,YY,N,N,N,1-5,Unknown,Standard,2012-07-19,29,True,0,3042,3173,Short-term,Unknown
+6874,15384807,0.0,163663.2,1991-02-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-13,18,True,0,11012,1961,Mid-term,English
+6875,15385500,0.0,53809.0,2012-06-21,2,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,N,51-100,English,Standard,2012-12-14,2,True,0,3201,3025,Short-term,English
+6876,15386111,0.0,112041.46666666666,1984-07-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-18,10,True,0,13404,2109,Mid-term,English
+6877,15386832,96.32,118762.55999999998,1978-08-01,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-31,9,False,1,15579,1913,Long-term,English
+6878,15387258,0.0,966456.0672,2014-08-21,19,True,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-12-26,19,True,0,2410,2283,Short-term,English
+6880,15389792,0.0,762430.0666666667,1986-10-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-08-15,23,False,0,12582,3877,Mid-term,English
+6881,15390092,0.0,885931.4285714288,1995-12-01,20,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-06,20,True,0,9248,3368,Mid-term,English
+6882,15390440,0.0,1934947.7333333336,2011-04-02,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-22,20,True,0,3647,3536,Short-term,English
+6883,15392549,94.05333333333334,146723.2,1973-12-25,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-01-24,15,True,1,17259,1889,Long-term,English
+6884,15395020,0.0,401236.2666666667,1996-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-07,20,True,0,8973,2697,Mid-term,English
+6885,15397033,169.84933333333333,276514.7146666667,1977-07-01,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-14,11,False,1,15975,2264,Long-term,English
+6886,15399326,569.6666666666667,574224.0,2016-05-24,7,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-24,7,False,1,1768,3259,Short-term,English
+6887,15402762,0.0,652106.0571428571,1990-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-05-06,19,False,0,11349,4343,Mid-term,English
+6889,15406461,0.0,111272.0,1996-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-26,21,False,0,8912,2283,Mid-term,English
+6890,15407666,0.0,138232.0,1987-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-01-13,20,True,0,12186,2265,Mid-term,English
+6891,15410061,248.07619047619048,80128.60952380951,1994-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-10-31,19,True,1,9916,2704,Mid-term,English
+6892,15410813,200.34285714285716,50686.74285714286,1992-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-10-08,11,False,1,10482,2362,Mid-term,English
+6893,15415165,0.0,960987.0857142856,2003-06-23,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2006-08-29,18,True,0,6487,5324,Mid-term,English
+6894,15416299,0.0,113318.05333333333,1989-07-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-17,10,False,0,11592,2748,Mid-term,English
+6895,15417402,0.0,39421.44,1983-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-11-11,16,False,0,13631,2328,Mid-term,English
+6896,15417500,0.0,361520.00000000006,2009-05-29,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-03,15,True,0,4320,4011,Short-term,English
+6897,15420289,3697.866666666667,6841053.333333334,1994-08-15,25,False,False,False,NOTICE,WEB,Y,Y,Y,Y,Y,Y,Y,Y,Y,500+,English,Standard,2008-05-02,25,False,1,9721,4712,Mid-term,English
+6899,15422110,0.0,774803.1466666668,1986-04-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-04,23,True,0,12779,2761,Mid-term,English
+6900,15422718,0.0,98725.29333333333,2010-12-16,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-01-08,13,True,0,3754,2635,Short-term,English
+6902,15430298,159.376,232370.208,1959-07-01,18,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-12-23,18,True,1,22550,2286,Long-term,Unknown
+6903,15432276,0.0,82354.59999999999,1985-01-01,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-16,15,True,0,13234,2446,Mid-term,English
+6904,15433500,0.0,516258.3771428572,1996-03-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-08,12,True,0,9157,3397,Mid-term,English
+6905,15435798,0.0,201401.99999999997,2014-02-14,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-08,21,True,0,2598,2454,Short-term,English
+6906,15436562,0.0,190247.61904761905,1989-12-15,20,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-04-22,20,False,0,11425,2166,Mid-term,English
+6907,15439420,0.0,104675.30666666666,1990-05-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-04,7,True,0,11288,3096,Mid-term,English
+6911,15445236,0.0,342514.28571428574,2009-05-29,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-09-28,9,True,0,4320,4563,Short-term,English
+6912,15450285,0.0,1230342.568,1995-09-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-15,19,True,0,9339,2873,Mid-term,English
+6914,15453697,165.48000000000002,91014.00000000001,1957-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-22,22,True,1,23310,2621,Long-term,English
+6915,15455033,0.0,839160.0000000001,1992-12-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-27,15,True,0,10343,3896,Mid-term,English
+6916,15456587,0.0,411727.4285714286,1995-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-18,15,False,0,9248,3296,Mid-term,English
+6918,15457692,0.0,664915.6800000002,1983-12-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-08-31,22,True,0,13631,3130,Mid-term,English
+6919,15460395,0.0,3790139.7333333334,1990-11-01,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2006-04-16,8,False,0,11104,5459,Mid-term,English
+6920,15463840,0.0,317049.7066666667,1996-01-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-16,19,True,0,9203,3267,Mid-term,English
+6921,15464718,0.0,797005.7142857144,1989-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-05-03,18,False,0,11592,3616,Mid-term,English
+6922,15464989,179.01333333333332,63907.759999999995,1993-01-15,3,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-06,3,True,1,10298,2759,Mid-term,English
+6923,15472367,0.0,50655.08571428573,1990-03-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-04,19,True,0,11349,2519,Mid-term,English
+6924,15472937,0.0,1495216.7999999998,1993-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2011-04-23,21,True,0,10281,3626,Mid-term,Unknown
+6925,15473768,0.0,42997.76000000001,1990-04-15,19,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2016-02-27,19,True,0,11304,1855,Mid-term,English
+6926,15474186,0.0,648960.0,1988-05-15,16,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-24,16,False,0,12004,3656,Mid-term,English
+6927,15482465,352.21333333333337,658638.9333333335,1981-11-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-20,22,True,1,14391,2868,Long-term,English
+6928,15488496,0.0,1106114.2857142857,1985-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-06-19,20,True,0,12947,3569,Mid-term,English
+6929,15492201,0.0,407042.7428571429,1985-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-21,18,False,0,13175,2563,Mid-term,English
+6930,15492315,459.12380952380954,1224483.2,1994-10-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-09-09,21,True,1,9660,4217,Mid-term,English
+6931,15492729,605.5333333333333,1656739.2,2000-06-21,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2015-04-22,24,False,1,7584,2166,Mid-term,Unknown
+6932,15494994,0.0,78289.12,1992-06-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-04,7,True,0,10526,2549,Mid-term,English
+6934,15495710,0.0,269968.5,1983-06-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-09-28,9,True,0,13800,2372,Mid-term,English
+6935,15496889,0.0,702072.0000000001,1998-04-17,21,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-09-30,21,True,0,8380,3100,Mid-term,English
+6936,15498515,0.0,181711.2,1983-11-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-25,22,False,0,13647,3745,Mid-term,English
+6938,15500986,0.0,194370.00000000003,1997-07-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-28,15,True,0,8656,2556,Mid-term,English
+6940,15506740,0.0,215364.6,1997-07-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2016-11-10,15,True,0,8670,1598,Mid-term,English
+6942,15511068,401.4666666666667,562053.3333333334,1994-02-01,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-26,25,True,1,9916,2982,Mid-term,English
+6943,15511365,888.8533333333334,2417681.0666666664,1992-11-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,Y,Y,Y,51-100,English,Premier,2011-01-13,20,True,1,10359,3726,Mid-term,English
+6944,15513076,0.0,2037764.8200000003,1990-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-05-11,19,True,0,11349,3608,Mid-term,English
+6946,15523431,706.4000000000001,356025.60000000003,1978-08-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-09-27,18,True,1,15579,2373,Long-term,English
+6947,15526253,0.0,731619.2000000001,2009-04-28,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-12,20,True,0,4351,3271,Short-term,English
+6949,15526743,0.0,58614.857142857145,1980-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-27,15,True,0,14834,2677,Long-term,English
+6950,15529123,0.0,139523.98666666666,2012-12-03,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-19,17,True,0,3036,2351,Short-term,English
+6951,15529137,277.8666666666667,562124.2666666667,1991-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-08-02,17,False,1,10862,2064,Mid-term,English
+6952,15531360,644.0333333333333,793449.0666666667,2010-03-09,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-24,11,True,1,4036,3564,Short-term,English
+6955,15535574,373.2952380952381,395692.9523809524,1983-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-05-17,20,True,1,13934,3602,Mid-term,English
+6956,15539455,378.3619047619048,603865.6,1976-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-27,19,False,1,16217,3012,Long-term,English
+6957,15541104,0.0,557826.4000000001,1996-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-02,21,False,0,9186,3220,Mid-term,English
+6959,15547686,0.0,707605.6,1988-09-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Japanese,Standard,2012-01-03,19,True,0,11895,3371,Mid-term,Asian
+6960,15549261,137.22666666666666,7684.693333333333,1982-02-01,4,False,False,False,NOTICE,WEB,N,N,Y,N,Y,N,N,N,Y,1-5,English,Premier,2014-11-08,4,True,1,14299,2331,Long-term,English
+6961,15551137,0.0,1150700.0,2001-01-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-26,20,True,0,7366,2497,Mid-term,English
+6962,15551711,0.0,257259.25333333338,2006-07-12,20,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-23,20,True,0,5372,2104,Short-term,English
+6963,15557065,0.0,94659.42857142858,1996-03-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-27,18,True,0,9157,3439,Mid-term,English
+6964,15560204,0.0,602898.4000000001,1998-02-01,13,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-09-21,13,True,0,8455,3109,Mid-term,English
+6965,15560234,0.0,708288.5333333332,1987-04-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-08,22,True,0,12400,3153,Mid-term,English
+6966,15562396,0.0,339868.10000000003,2010-09-21,11,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-10-25,11,False,0,3840,4171,Short-term,English
+6967,15562791,0.0,1398087.6,2014-08-12,15,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2012-03-20,15,False,0,2419,3294,Short-term,English
+6968,15563960,0.0,67438.08,1993-01-01,12,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-28,12,True,0,10312,2525,Mid-term,English
+6969,15568036,454.5542857142857,371370.85142857145,1994-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-11-03,19,True,1,9843,3432,Mid-term,English
+6970,15572643,0.0,272477.3333333334,1990-08-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-03-25,16,True,0,11182,2194,Mid-term,English
+6972,15576894,0.0,331050.4000000001,1986-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-12-05,14,True,0,12688,2304,Mid-term,English
+6973,15578331,0.0,1409840.0,2006-04-07,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-02-11,15,True,0,5468,3332,Short-term,English
+6975,15581686,0.0,2420421.6,1989-03-01,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2007-01-16,24,False,0,11714,5184,Mid-term,English
+6977,15584106,0.0,3274495.466666667,1992-10-01,38,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-05-23,38,True,0,10404,2865,Mid-term,English
+6978,15589060,490.03809523809525,186214.47619047618,2001-06-21,20,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-21,20,True,1,7219,3628,Mid-term,English
+6979,15589504,0.0,163238.40000000002,1987-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2017-10-07,18,False,0,12490,1267,Mid-term,English
+6980,15590210,0.0,136925.7142857143,1986-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-22,15,False,0,12796,2562,Mid-term,English
+6981,15592066,0.0,305865.14285714284,1990-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-12,20,True,0,11349,3210,Mid-term,English
+6983,15596424,338.0,33124.0,1975-08-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-11-28,1,True,1,16675,2311,Long-term,English
+6984,15597513,151.34666666666666,206588.19999999998,1983-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-16,15,False,1,13647,2476,Mid-term,English
+6985,15601426,0.0,93177.6,2013-11-08,2,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-04-04,2,True,0,2696,2914,Short-term,English
+6986,15605215,302.37333333333333,263367.17333333334,1973-09-15,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-18,13,True,1,17360,2474,Long-term,English
+6987,15611922,0.0,932205.4000000001,1997-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-08-15,21,False,0,8761,2781,Mid-term,English
+6988,15613330,0.0,170713.4,1990-03-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,N,N,N,N,N,Y,1-5,English,Premier,2015-02-20,22,False,0,11335,2227,Mid-term,English
+6989,15616633,0.0,415583.99999999994,2001-04-24,18,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-03-24,18,True,0,7277,3290,Mid-term,English
+6990,15617997,420.57142857142856,359588.5714285714,2000-08-30,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-13,15,False,1,7514,3940,Mid-term,English
+6991,15620423,0.0,557450.6666666667,1989-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2011-08-06,20,True,0,11714,3521,Mid-term,European
+6992,15624180,0.0,284195.60000000003,2009-06-26,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-03-22,12,True,0,4292,3292,Short-term,English
+6994,15625723,0.0,329688.0,1985-11-15,18,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-01,18,True,0,12916,2308,Mid-term,English
+6995,15628661,0.0,647066.1600000001,1997-10-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-30,15,True,0,8578,3253,Mid-term,English
+6996,15629436,0.0,894185.76,1995-05-01,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-19,21,True,0,9462,2534,Mid-term,English
+6997,15629895,1419.6666666666667,289612.0,1978-10-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2002-10-13,17,False,1,15504,6740,Long-term,English
+6998,15638877,385.48,757468.2000000001,1993-06-15,15,False,True,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-05,15,True,1,10147,2242,Mid-term,English
+6999,15642652,0.0,228732.28799999997,1984-09-15,8,False,True,False,NOTICE,BRANCH (POS),Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-08,8,False,0,13342,2788,Mid-term,English
+7001,15646163,0.0,502542.39999999997,1989-04-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-09,12,True,0,11669,3183,Mid-term,English
+7002,15647400,284.6380952380953,343273.54285714286,1993-05-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-05-27,18,True,1,10192,2496,Mid-term,English
+7003,15648081,0.0,815569.92,1996-06-15,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-26,16,True,0,9051,3562,Mid-term,English
+7004,15650374,0.0,190035.2,1996-02-15,23,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-11,23,True,0,9172,3394,Mid-term,English
+7005,15651791,0.0,755592.0000000001,1998-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-08,20,False,0,8455,3641,Mid-term,English
+7006,15657258,286.91619047619054,734505.4476190477,1992-04-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-15,20,True,1,10587,2508,Mid-term,English
+7007,15657960,171.35066666666668,399418.40400000004,2000-06-12,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-02,21,True,1,7593,3433,Mid-term,English
+7008,15661538,208.95238095238096,55163.42857142858,1992-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-07,22,True,1,10343,2424,Mid-term,English
+7009,15663316,417.104761904762,1076130.285714286,1994-10-15,20,True,True,True,NOTICE,WEB,N,Y,N,Y,Y,N,N,N,Y,6-10,English,Standard,2010-07-07,20,True,1,9660,3916,Mid-term,English
+7011,15668983,0.0,24954.285714285717,1991-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-08,15,False,0,10923,2119,Mid-term,English
+7012,15672654,0.0,343191.42000000004,1991-10-15,9,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-03-30,9,True,0,10756,1823,Mid-term,English
+7013,15673835,0.0,597376.380952381,1995-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-02,20,True,0,9478,3859,Mid-term,English
+7014,15676836,0.0,1016326.0800000002,1996-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-06,21,True,0,9065,3429,Mid-term,English
+7015,15678024,0.0,105173.33333333333,1990-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-31,20,True,0,11213,2035,Mid-term,English
+7016,15678110,0.0,324331.3493333334,1998-02-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-09,17,False,0,8441,3274,Mid-term,English
+7017,15678833,0.0,1045972.1142857142,1986-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-26,17,True,0,12779,3988,Mid-term,English
+7018,15679918,0.0,264380.48000000004,1989-08-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-22,16,True,0,11561,2166,Mid-term,English
+7020,15681803,0.0,539970.0,2005-01-13,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2011-12-22,9,False,0,5917,3383,Short-term,English
+7021,15685932,318.72,806361.6,1995-06-15,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-26,22,True,1,9417,2558,Mid-term,English
+7022,15686319,0.0,584269.2000000001,1992-04-01,27,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-12-17,27,True,0,10587,3388,Mid-term,English
+7023,15687845,0.0,6473.376000000001,1998-02-15,2,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-03-16,2,True,0,8441,1837,Mid-term,English
+7024,15688368,271.44761904761907,502992.4380952381,1994-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-16,17,True,1,9857,2872,Mid-term,English
+7025,15690367,0.0,316698.6666666667,1984-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-23,17,True,0,13555,2834,Mid-term,English
+7026,15692077,0.0,499005.86666666676,2016-04-04,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-01,14,True,0,1818,4287,Short-term,English
+7028,15699806,0.0,522502.09142857144,1996-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-07,17,True,0,9126,2240,Mid-term,English
+7029,15703107,0.0,661198.1904761905,1988-10-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-01-25,19,True,0,11851,2983,Mid-term,English
+7031,15704859,0.0,119932.73333333335,1987-08-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-06,17,True,0,12278,2606,Mid-term,English
+7033,15705436,0.0,935396.0,1996-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Portuguese,Premier,2002-10-23,20,True,0,9203,6730,Mid-term,European
+7035,15713240,0.0,482137.48571428575,1996-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-26,19,False,0,8959,2709,Mid-term,English
+7036,15715967,0.0,282481.3333333334,2001-10-03,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-10,13,True,0,7115,3151,Mid-term,English
+7037,15718388,346.76666666666665,492408.6666666666,1994-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-23,20,True,1,9933,2347,Mid-term,English
+7038,15719041,0.0,426112.0,1978-06-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-23,12,True,0,15640,3199,Long-term,English
+7039,15720357,0.0,5209204.000000001,1990-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-05-18,22,False,0,11074,3235,Mid-term,English
+7040,15720924,0.0,457791.9320000001,2010-10-05,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-10-24,13,True,0,3826,3076,Short-term,English
+7041,15721221,0.0,117769.6,1991-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-27,15,True,0,10831,3042,Mid-term,English
+7042,15722630,0.0,608073.4666666667,1995-01-15,47,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2014-11-18,47,False,0,9568,2321,Mid-term,Unknown
+7043,15727013,0.0,433282.30400000006,1988-04-01,14,False,True,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-01,14,True,0,12048,3465,Mid-term,English
+7044,15728824,0.0,2575996.8,1989-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,Unknown,Standard,2010-12-26,18,False,0,11469,3744,Mid-term,Unknown
+7045,15733748,0.0,13173.600000000002,1984-08-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2014-08-06,3,True,0,13387,2425,Mid-term,Unknown
+7046,15735116,0.0,774193.8285714287,1990-03-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-05,13,True,0,11349,4160,Mid-term,English
+7047,15737722,0.0,467653.3333333334,1992-09-15,20,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-08-28,20,True,0,10420,2768,Mid-term,English
+7049,15738779,0.0,313551.0857142857,2014-02-28,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-22,12,True,0,2584,2378,Short-term,English
+7050,15740763,0.0,349473.60000000003,1996-01-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2010-12-04,7,True,0,9203,3766,Mid-term,Unknown
+7051,15745898,0.0,370151.16666666674,1990-08-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-04-11,10,False,0,11196,3638,Mid-term,English
+7053,15750159,306.9714285714286,315873.60000000003,1972-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-09-04,21,True,1,17678,3126,Long-term,English
+7054,15750384,0.0,79828.00000000001,1980-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-09,21,False,0,14773,2483,Long-term,English
+7056,15757138,0.0,222255.4285714286,1986-01-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-12-21,13,True,0,12869,2288,Mid-term,Unknown
+7057,15758707,0.0,265373.5619047619,2000-04-26,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2013-09-24,8,True,0,7640,2741,Mid-term,European
+7058,15761934,0.0,838812.8666666667,2012-01-06,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-09-10,17,False,0,3368,2755,Short-term,English
+7059,15763721,0.0,314321.28,1997-06-15,10,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-29,10,True,0,8686,2645,Mid-term,English
+7060,15764027,192.22666666666666,58821.35999999999,1993-06-01,17,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-24,17,True,1,10161,2894,Mid-term,English
+7061,15764993,0.0,327621.2571428571,2006-06-05,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-15,18,False,0,5409,2689,Short-term,English
+7062,15765707,0.0,171896.22857142857,1985-08-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-10,18,True,0,13022,2939,Mid-term,English
+7063,15765707,0.0,171896.22857142857,1985-08-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-08-08,21,True,0,13022,4614,Mid-term,English
+7065,15771666,0.0,172448.0,1991-11-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2011-02-12,6,True,0,10739,3696,Mid-term,Unknown
+7068,15774778,0.0,594247.6800000002,2007-09-14,18,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-07,18,True,0,4943,3093,Short-term,English
+7069,15775066,0.0,551805.3333333335,1985-08-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-03-09,10,False,0,13008,4766,Mid-term,English
+7070,15783809,0.0,138611.19999999998,1996-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-14,17,False,0,8858,2417,Mid-term,English
+7071,15784436,0.0,191417.14285714284,1980-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-11,15,False,0,14756,2451,Long-term,English
+7072,15785806,526.1942857142857,1081329.257142857,1973-01-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-04,15,True,1,17617,4069,Long-term,English
+7073,15791838,0.0,77257.71428571429,1995-07-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Russian,Standard,2011-01-16,11,True,0,9401,3723,Mid-term,European
+7075,15797408,0.0,165117.82857142857,1991-09-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-04-12,13,True,0,10786,1810,Mid-term,English
+7076,15797468,0.0,668693.3333333334,1991-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-05,20,True,0,10953,2638,Mid-term,English
+7077,15800511,0.0,183594.66666666666,1991-10-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-09-28,7,True,0,10770,2372,Mid-term,English
+7078,15801689,0.0,328044.5,2014-01-10,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-02,19,False,0,2633,2947,Short-term,English
+7079,15803223,0.0,1032630.8571428572,1996-08-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-08,18,True,0,9004,3397,Mid-term,English
+7080,15811196,0.0,28134.333333333332,1987-07-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-12-18,1,True,0,12323,3021,Mid-term,Unknown
+7081,15812895,0.0,875313.7714285717,1987-04-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-06-04,18,True,0,12400,3218,Mid-term,English
+7082,15815706,0.0,166722.28571428574,2004-05-04,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-11,19,False,0,6171,3547,Short-term,English
+7083,15816539,116.01904761904763,167067.42857142858,1986-06-15,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-06-03,15,True,1,12704,1758,Mid-term,English
+7084,15817009,0.0,110153.33333333336,1992-05-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-27,13,True,0,10543,3042,Mid-term,English
+7085,15820406,0.0,849957.9428571429,1992-06-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-17,18,True,0,10526,3510,Mid-term,English
+7087,15835139,0.0,226035.19999999995,2013-01-08,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-06,7,True,0,3000,3337,Short-term,English
+7088,15836080,0.0,14286.800000000003,1990-08-01,1,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-18,1,True,0,11196,3143,Mid-term,English
+7089,15836600,186.6095238095238,418378.55238095234,1978-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-14,19,True,1,15732,2264,Long-term,English
+7092,15846462,352.8,630806.4,1977-05-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-03,12,False,1,16022,2732,Long-term,English
+7093,15854949,0.0,652488.2400000001,1988-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-23,18,True,0,11926,3596,Mid-term,English
+7094,15857610,0.0,616982.6742857144,1997-03-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,6-10,Spanish,Standard,2012-09-06,8,True,0,8792,3124,Mid-term,European
+7095,15859728,695.7600000000001,100189.44000000002,2008-12-17,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-12-12,2,False,1,4483,4488,Short-term,English
+7097,15862759,0.0,243227.6,1997-07-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-18,15,False,0,8670,3082,Mid-term,English
+7098,15863959,0.0,693584.6399999999,1993-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-02-10,21,True,0,10039,3698,Mid-term,English
+7099,15864327,0.0,1605700.7999999998,1997-07-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2003-07-19,11,True,0,8656,6461,Mid-term,English
+7100,15866784,234.5904761904762,295818.5904761905,1968-04-15,13,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2014-02-04,13,True,1,19339,2608,Long-term,English
+7101,15871828,286.43333333333334,1142869.0,1981-11-15,42,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,Unknown,Premier,2015-06-28,42,True,1,14377,2099,Long-term,Unknown
+7102,15876145,323.92,713919.68,1994-02-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-08-14,19,True,1,9916,4243,Mid-term,English
+7103,15877741,188.29333333333332,361711.49333333335,1994-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-03,17,False,1,9721,2854,Mid-term,English
+7105,15878665,0.0,554165.1428571428,1994-11-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-05-14,15,True,0,9629,3970,Mid-term,English
+7106,15887940,321.6380952380953,125438.85714285716,1994-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-22,15,True,1,9690,3231,Mid-term,English
+7107,15889149,0.0,815842.6285714286,1985-04-15,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-02,19,True,0,13130,3829,Mid-term,English
+7108,15898982,0.0,510130.83333333343,1995-03-01,5,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2009-09-20,5,True,0,9523,4206,Mid-term,English
+7111,15905573,0.0,542624.4571428571,1996-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-02,20,True,0,9112,3859,Mid-term,English
+7112,15908403,0.0,308216.9142857143,2011-09-22,9,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2010-07-04,9,True,0,3474,3919,Short-term,English
+7113,15910763,0.0,244775.2,1986-02-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-09-23,8,False,0,12838,2742,Mid-term,English
+7116,15920308,0.0,58498.285714285725,1996-03-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-06,19,False,0,9157,2152,Mid-term,English
+7120,15927765,0.0,645870.0,1990-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-08-27,15,True,0,11243,3865,Mid-term,English
+7121,15929833,0.0,279333.46133333334,1985-08-01,16,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,Unknown,Standard,2011-08-06,16,True,0,13022,3521,Mid-term,Unknown
+7123,15932164,0.0,675647.142857143,1997-05-01,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-03-02,25,True,0,8731,2582,Mid-term,English
+7124,15933409,243.11466666666666,471156.224,1988-04-15,19,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-31,19,False,1,12034,2704,Mid-term,English
+7125,15936443,0.0,2058406.8266666671,1997-10-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-02-11,22,True,0,8564,2601,Mid-term,English
+7126,15936662,0.0,310413.10666666675,1996-11-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-11,11,True,0,8912,3577,Mid-term,English
+7128,15947828,276.20952380952383,430334.4380952381,1994-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2013-04-12,19,True,1,9660,2906,Mid-term,English
+7129,15948792,0.0,87699.456,1995-01-15,6,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-18,6,True,0,9568,3325,Mid-term,English
+7131,15952239,0.0,180628.8,1996-12-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-05-16,11,False,0,8882,1776,Mid-term,English
+7132,15953130,0.0,157941.0,1996-01-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2015-11-21,6,False,0,9217,1953,Mid-term,English
+7133,15956820,0.0,61439.31733333333,1996-03-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-29,16,True,0,9157,2006,Mid-term,English
+7135,15964068,289.93333333333334,408226.13333333336,1980-02-01,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-13,16,True,1,15030,2114,Long-term,English
+7136,15965332,0.0,329849.85599999997,1986-04-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-19,7,True,0,12779,3020,Mid-term,English
+7137,15966615,367.3333333333333,1064532.0,1977-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-29,21,True,1,16097,3559,Long-term,English
+7138,15968109,0.0,795060.9333333332,1994-09-01,25,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-06,25,True,0,9704,3947,Mid-term,English
+7140,15970372,0.0,834126.8571428572,1991-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-12-22,17,True,0,10939,4478,Mid-term,English
+7141,15974212,0.0,195875.68000000002,1985-12-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-03,21,True,0,12900,3097,Mid-term,English
+7142,15974553,0.0,368371.8095238095,1990-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-20,20,False,0,11135,3202,Mid-term,English
+7143,15979357,0.0,260218.81600000002,1996-04-01,11,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,Hindi,Standard,2008-01-27,11,True,0,9126,4808,Mid-term,Asian
+7144,15984893,0.0,1585528.0000000002,1997-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-01-14,23,True,0,8806,4455,Mid-term,English
+7145,15986472,282.2857142857143,508114.2857142857,1992-03-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-02-28,20,False,1,10618,2949,Mid-term,Unknown
+7146,15987523,446.66666666666663,331426.6666666666,1994-09-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-09-09,14,True,1,9704,3487,Mid-term,English
+7147,15989678,0.0,748231.2000000001,1974-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-05,18,False,0,17026,3430,Long-term,English
+7148,15990998,0.0,704068.1142857145,2012-08-27,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-03,17,True,0,3134,3463,Short-term,English
+7149,15994349,0.0,988000.0000000001,1969-06-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-07,15,True,0,18913,3520,Long-term,English
+7150,15997744,0.0,102263.0,1997-07-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2015-07-31,6,True,0,8670,2066,Mid-term,Unknown
+7152,16000893,824.7333333333335,544324.0000000001,1984-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-01-28,15,True,1,13555,2615,Mid-term,English
+7153,16001247,0.0,156100.0,1997-06-15,2,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-12-12,2,True,0,8686,4123,Mid-term,English
+7154,16011179,0.0,90569.20000000001,1997-04-06,19,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-03-13,19,True,0,8756,2936,Mid-term,English
+7155,16013062,0.0,252947.99999999994,2009-08-04,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2015-10-03,9,False,0,4253,2002,Short-term,Unknown
+7157,16016274,0.0,424000.0,1995-12-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-07,12,False,0,9248,3459,Mid-term,English
+7158,16018434,0.0,420798.00000000006,1986-04-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2011-03-18,6,True,0,12779,3662,Mid-term,Unknown
+7159,16021700,0.0,226684.80000000002,2002-04-01,15,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-24,15,True,0,6935,2254,Mid-term,English
+7160,16022240,0.0,21460.533333333336,1995-03-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-02-28,1,True,0,9523,3315,Mid-term,Unknown
+7161,16027384,0.0,1286022.9200000002,1998-06-18,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-16,21,True,0,8318,3023,Mid-term,English
+7162,16030356,257.04,782686.8,1968-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2015-02-05,21,True,1,19200,2242,Long-term,English
+7163,16034280,0.0,113760.11428571428,1996-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-24,11,True,0,9112,3106,Mid-term,English
+7164,16036846,168.64761904761906,126485.71428571429,2011-08-05,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-05-23,10,False,1,3522,2135,Short-term,English
+7165,16037298,0.0,431360.0,1986-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-01,15,False,0,12779,2399,Mid-term,English
+7167,16040031,0.0,349341.2571428571,1998-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-05-26,17,True,0,8441,3227,Mid-term,English
+7168,16042061,0.0,590051.4285714286,1995-10-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-06,13,True,0,9295,3429,Mid-term,English
+7169,16043113,232.08000000000004,216994.80000000005,1981-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-13,17,False,1,14469,2114,Long-term,English
+7170,16043297,244.64000000000001,242193.60000000003,1985-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-04-09,18,True,1,13069,2179,Mid-term,Unknown
+7171,16043550,0.0,100298.66666666667,1985-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-09-02,10,True,0,13203,3494,Mid-term,Unknown
+7172,16051306,0.0,71693.33333333334,1987-07-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-06-20,2,True,0,12323,2472,Mid-term,English
+7173,16052402,0.0,1438117.8000000003,1989-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2009-10-09,21,True,0,11714,4187,Mid-term,English
+7174,16053589,622.0864,418042.06080000004,1990-05-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-02-09,21,True,1,11288,2968,Mid-term,English
+7175,16055474,173.08,77886.0,1993-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-11-06,18,False,1,10178,2698,Mid-term,English
+7176,16059453,0.0,1166438.606666667,2001-11-05,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-04-05,11,False,0,7082,2548,Mid-term,English
+7177,16060867,270.1333333333333,124261.33333333331,1994-02-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-16,20,True,1,9902,3692,Mid-term,English
+7178,16061956,0.0,19074.719999999998,1988-05-01,7,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-30,7,True,0,12018,2919,Mid-term,English
+7179,16062185,0.0,1109994.6,1996-08-01,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-11-12,22,True,0,9004,2692,Mid-term,English
+7182,16067893,600.4761904761905,165731.42857142858,2011-04-08,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-20,23,True,1,3641,4237,Short-term,English
+7183,16068016,1664.0,1802112.0,2005-09-26,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,Y,Y,101-500,Unknown,Standard,2010-12-04,19,True,1,5661,3766,Short-term,Unknown
+7184,16068285,251.06666666666672,286216.00000000006,1995-08-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-09,12,True,1,9370,2726,Mid-term,English
+7185,16068522,210.98133333333337,29537.386666666673,2017-03-16,2,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-24,2,True,1,1472,2588,Short-term,English
+7186,16069514,159.0095238095238,247736.8380952381,1966-01-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-31,19,True,1,20174,2066,Long-term,English
+7187,16070246,0.0,2253739.5833333335,2012-08-29,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-07-21,17,True,0,3132,4267,Short-term,English
+7188,16070785,221.46666666666667,29012.133333333335,1994-02-15,1,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-09,1,False,1,9902,2514,Mid-term,English
+7189,16072505,0.0,362490.5142857143,1994-09-15,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-09-08,13,True,0,9690,3488,Mid-term,English
+7190,16073697,0.0,235480.00000000003,1991-03-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-06,7,False,0,10984,3337,Mid-term,English
+7191,16077790,0.0,2292460.8000000003,2014-08-22,21,False,True,False,NOTICE,MAIL,N,Y,N,N,N,Y,N,N,Y,11-50,English,Premier,2004-11-30,21,False,0,2409,5961,Short-term,English
+7192,16077902,1328.8600000000001,3560015.9400000004,1962-10-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2009-02-23,19,False,1,21362,4415,Long-term,English
+7195,16081352,0.0,292321.31190476194,1995-12-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2009-05-03,13,False,0,9234,4346,Mid-term,English
+7196,16083278,0.0,469778.00380952377,1998-12-30,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-16,19,True,0,8123,3237,Mid-term,English
+7197,16084939,0.0,102019.42857142858,1985-09-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2010-11-06,17,True,0,12977,3794,Mid-term,Unknown
+7198,16091092,0.0,299290.5333333334,2004-09-16,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-13,19,True,0,6036,2022,Short-term,English
+7199,16091364,0.0,202990.49333333335,1989-12-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2009-05-21,13,True,0,11439,4328,Mid-term,English
+7201,16097686,0.0,724534.0000000001,2001-01-25,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-15,20,False,0,7366,2263,Mid-term,English
+7202,16098180,0.0,305136.5333333333,2014-03-13,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-02,7,True,0,2571,2825,Short-term,English
+7203,16098871,0.0,511601.7142857143,1994-12-15,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-01,15,True,0,9599,3769,Mid-term,English
+7204,16099220,0.0,924336.0,1986-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Italian,Premier,2012-07-12,15,True,0,12688,3180,Mid-term,European
+7205,16102194,0.0,830606.4000000001,1991-03-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-25,14,True,0,10984,3349,Mid-term,English
+7206,16102429,0.0,278629.0285714286,1996-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-10-07,18,False,0,9157,4189,Mid-term,English
+7207,16106905,0.0,165545.41333333336,1983-04-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-03,23,False,0,13861,2640,Mid-term,English
+7208,16107438,0.0,287832.99047619046,2005-04-13,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-15,19,True,0,5827,3451,Short-term,English
+7209,16107745,0.0,862442.4900000001,1998-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-09,19,False,0,8441,2149,Mid-term,English
+7210,16108682,0.0,391396.8000000001,2015-06-18,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-08,18,True,0,2109,3061,Short-term,English
+7212,16112539,0.0,803319.9999999999,1997-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-12,20,True,0,8700,3668,Mid-term,English
+7213,16113358,0.0,2795021.5999999996,1997-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-11-08,21,True,0,8670,3427,Mid-term,English
+7214,16115967,0.0,857334.016,1966-12-15,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-11,22,False,0,19826,2267,Long-term,English
+7215,16120571,0.0,189073.37142857144,2008-06-12,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-23,9,True,0,4671,2224,Short-term,English
+7217,16130517,219.56133333333332,28542.97333333333,1994-02-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-18,10,True,1,9916,2656,Mid-term,English
+7218,16134857,796.7083333333334,936929.0,1993-02-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2011-07-21,8,True,1,10267,3537,Mid-term,English
+7219,16135976,0.0,100555.29466666667,1985-05-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2015-04-03,17,True,0,13114,2185,Mid-term,Asian
+7220,16136310,0.0,490151.99999999994,1992-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-03,20,False,0,10420,2428,Mid-term,English
+7221,16141234,0.0,702620.7999999998,2004-11-06,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-29,21,True,0,5985,3985,Short-term,English
+7222,16148114,0.0,169167.42857142858,1977-04-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,Unknown,Premier,2011-12-29,4,True,0,16052,3376,Long-term,Unknown
+7224,16158819,145.42857142857142,46537.142857142855,1977-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-05,20,True,1,15838,1969,Long-term,English
+7225,16165334,0.0,220731.16,2008-12-09,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-31,13,False,0,4491,2796,Short-term,English
+7226,16168195,0.0,77193.48000000001,2009-03-31,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-01,21,True,0,4379,2856,Short-term,English
+7227,16169077,0.0,306028.8,1996-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2014-05-14,21,False,0,9004,2509,Mid-term,European
+7228,16169296,0.0,395568.0,1988-12-25,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-08-05,21,True,0,11780,2426,Mid-term,English
+7229,16169319,0.0,580227.4285714286,2005-01-20,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-16,15,True,0,5910,3358,Short-term,English
+7230,16169332,0.0,208598.88000000003,2011-01-20,7,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-03-05,7,True,0,3719,4040,Short-term,English
+7231,16173975,0.0,545688.0,2013-08-12,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-01-12,15,False,0,2784,2996,Short-term,English
+7233,16188665,0.0,521887.36,1996-06-01,8,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,Portuguese,Standard,2011-04-08,8,True,0,9065,3641,Mid-term,European
+7234,16193912,0.0,142129.4285714286,1981-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-01,15,False,0,14438,2583,Long-term,English
+7235,16196940,0.0,108848.57142857145,2008-06-25,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-20,17,False,0,4658,3476,Short-term,English
+7236,16197325,164.43809523809523,243203.94285714286,1993-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-22,17,False,1,10267,2105,Mid-term,English
+7237,16198652,158.81904761904764,43198.780952380956,1977-01-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-08-01,16,False,1,16156,2065,Long-term,English
+7238,16199102,404.1666666666667,703250.0,1979-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-02,20,True,1,15183,2582,Long-term,English
+7239,16201342,0.0,164892.0,1986-05-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-07-01,15,True,0,12749,1730,Mid-term,English
+7242,16207651,0.0,1131090.4666666668,1984-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-08-01,17,True,0,13404,3160,Mid-term,English
+7243,16208111,241.552380952381,223194.40000000002,1993-08-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-20,22,True,1,10086,2258,Mid-term,English
+7245,16210549,0.0,2505438.0000000005,2000-01-05,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-09-12,15,False,0,7752,2388,Mid-term,English
+7246,16214491,0.0,362295.26399999997,1997-07-01,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-06,23,True,0,8670,3094,Mid-term,English
+7248,16222270,0.0,161873.92,1995-12-15,16,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-12-22,16,False,0,9234,1922,Mid-term,English
+7249,16223911,0.0,751252.3200000001,2006-07-26,14,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-06-08,14,True,0,5358,3945,Short-term,English
+7250,16224494,0.0,760501.4400000001,2008-12-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-09,18,False,0,4485,2603,Short-term,English
+7251,16226844,269.4666666666667,418751.20000000007,1993-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,Unknown,Standard,2011-02-23,21,True,1,10100,3685,Mid-term,Unknown
+7252,16232329,300.88190476190476,304492.48761904764,1972-11-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2014-02-27,22,True,1,17678,2585,Long-term,European
+7253,16236178,448.8,282744.0,1993-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,11-50,English,Standard,2012-05-29,18,True,1,10208,3224,Mid-term,English
+7254,16236347,0.0,499418.6666666667,1991-03-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-14,10,True,0,10984,2690,Mid-term,English
+7255,16238175,0.0,1710192.0000000002,1992-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-11-09,18,False,0,10404,2695,Mid-term,English
+7256,16240405,0.0,321462.4,2008-03-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-03,24,False,0,4774,2885,Short-term,English
+7257,16245115,0.0,769805.4000000001,1990-07-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-20,23,True,0,11213,2684,Mid-term,English
+7258,16246920,0.0,1426009.2,1995-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-06-16,21,True,0,9537,3206,Mid-term,English
+7259,16247954,0.0,303253.3333333333,1997-07-01,16,False,True,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-05-21,16,True,0,8670,2867,Mid-term,English
+7260,16248218,0.0,500432.8457142858,1992-09-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-27,18,True,0,10420,3439,Mid-term,English
+7261,16248639,0.0,39533.76000000001,1984-11-15,4,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-27,4,True,0,13281,2800,Mid-term,English
+7262,16248702,0.0,244235.580952381,2004-06-07,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-08,16,True,0,6137,2545,Short-term,English
+7263,16249444,0.0,108697.68000000002,1987-03-01,21,False,False,False,AUTO RENEW,BRANCH (PHONE),N,Y,Y,N,N,N,N,N,Y,6-10,English,Premier,2017-11-16,21,True,0,12445,1227,Mid-term,English
+7264,16250950,0.0,529772.7000000001,1989-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-30,17,True,0,11469,2097,Mid-term,English
+7265,16251496,0.0,341254.4000000001,1998-07-03,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-17,15,True,0,8303,2567,Mid-term,English
+7267,16257926,0.0,194614.9733333334,1988-12-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-12,19,True,0,11804,3484,Mid-term,English
+7268,16258003,149.71428571428572,193430.85714285716,1976-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-10-06,19,True,1,16477,1999,Long-term,Unknown
+7269,16261286,0.0,712545.6000000001,1992-09-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-10,19,False,0,10434,3059,Mid-term,English
+7270,16263304,0.0,185209.80000000002,1989-12-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-07,6,False,0,11439,2758,Mid-term,English
+7273,16264815,0.0,131696.64,2010-06-28,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-06-30,24,True,0,3925,2097,Short-term,Unknown
+7274,16264816,0.0,1465755.2,1991-04-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2011-03-05,3,True,0,10953,3675,Mid-term,English
+7275,16265288,417.404,972968.724,1973-05-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2015-09-13,21,True,1,17483,2022,Long-term,English
+7276,16267039,0.0,765030.9333333333,1995-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-09-27,14,True,0,9523,3469,Mid-term,English
+7277,16267586,168.5904761904762,348982.28571428574,1992-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-23,15,True,1,10373,2135,Mid-term,English
+7278,16269134,0.0,1558915.8000000003,1973-08-01,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-10-08,18,True,0,17405,2362,Long-term,English
+7279,16271197,350.77466666666675,606138.6240000002,1994-01-15,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-19,16,False,1,9933,3689,Mid-term,English
+7280,16272219,0.0,807277.7904761905,1996-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-23,19,False,0,9112,3382,Mid-term,English
+7281,16277754,0.0,145090.62857142856,1972-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-16,11,False,0,17878,2780,Long-term,English
+7282,16281507,0.0,416722.7428571429,1990-04-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-12-29,22,True,0,11304,2645,Mid-term,English
+7284,16282255,438.1333333333333,258498.66666666666,1982-07-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-10-14,10,True,1,14149,2721,Mid-term,English
+7285,16283175,0.0,46600.97142857143,1991-10-15,9,True,False,True,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-04,9,True,0,10756,2123,Mid-term,English
+7286,16289084,0.0,234742.66666666663,2001-11-29,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-26,20,False,0,7058,3379,Mid-term,English
+7287,16291535,0.0,78269.71428571429,1996-06-01,24,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-01-17,24,True,0,9065,2626,Mid-term,English
+7288,16293521,0.0,625840.0,1996-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-07,15,True,0,9186,3062,Mid-term,English
+7289,16294579,0.0,335200.5333333333,2003-08-14,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-12,19,False,0,6435,2115,Mid-term,English
+7290,16296357,0.0,212879.52000000002,1990-10-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,Unknown,Standard,2015-04-26,6,True,0,11121,2162,Mid-term,Unknown
+7292,16307345,561.25,581455.0,1994-12-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,51-100,English,Standard,2014-07-03,7,False,1,9613,2459,Mid-term,English
+7293,16308506,545.6533333333334,67661.01333333335,1992-08-01,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-19,4,True,1,10465,3720,Mid-term,English
+7294,16312710,0.0,144612.8,1990-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-22,20,True,0,11196,2225,Mid-term,English
+7295,16314025,0.0,1023266.1622857144,1981-01-01,23,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-27,23,True,0,14695,2616,Long-term,English
+7296,16314505,0.0,270693.1333333334,1984-05-15,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-13,23,True,0,13465,3117,Mid-term,English
+7299,16317144,0.0,987480.3428571428,2006-01-18,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-04,15,False,0,5547,3796,Short-term,English
+7300,16317577,280.4380952380953,185930.45714285717,1993-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2013-03-13,17,True,1,10281,2936,Mid-term,English
+7302,16323386,617.7333333333335,163081.60000000003,1993-09-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2010-01-15,12,False,1,10069,4089,Mid-term,English
+7303,16323919,0.0,2429531.52,1995-10-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2010-12-17,24,False,0,9309,3753,Mid-term,English
+7305,16326024,0.0,45842.28571428572,1995-02-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-14,2,True,0,9537,2295,Mid-term,English
+7306,16326514,0.0,462462.0,2017-07-28,21,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Italian,Standard,2012-12-10,21,True,0,1338,3029,Short-term,European
+7307,16327435,0.0,17594.72,1998-02-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-12-18,6,True,0,8441,2291,Mid-term,English
+7308,16330480,0.0,355675.32000000007,2009-01-07,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,N,N,N,N,Y,101-500,English,Premier,2015-05-19,6,True,0,4462,2139,Short-term,English
+7309,16334228,0.0,306833.4857142857,1985-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-20,18,True,0,13220,2929,Mid-term,English
+7310,16337858,0.0,816470.1714285715,1990-02-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-07,19,True,0,11377,3946,Mid-term,English
+7311,16339194,0.0,134987.58095238096,1997-12-25,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-06,16,True,0,8493,2213,Mid-term,English
+7314,16354623,339.33333333333337,912128.0000000001,1965-01-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-03-10,24,True,1,20525,4400,Long-term,English
+7315,16356037,0.0,912777.6000000002,1991-07-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-01,20,True,0,10848,2583,Mid-term,English
+7317,16358197,163.2761904761905,39186.285714285725,1973-05-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-30,10,True,1,17483,2097,Long-term,English
+7318,16359760,0.0,36098.34666666667,1996-05-01,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-03-14,4,False,0,9096,2935,Mid-term,Unknown
+7320,16365341,239.14285714285717,439066.2857142858,1965-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-03,17,False,1,20525,2640,Long-term,English
+7321,16370851,414.2666666666667,581630.4000000001,1972-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-01-20,18,False,1,17678,2623,Long-term,English
+7322,16372419,0.0,405985.8,1990-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-28,15,False,0,11349,2949,Mid-term,English
+7323,16373149,0.0,112283.6,1988-03-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-01,22,True,0,12079,1730,Mid-term,English
+7325,16376675,0.0,118859.65714285718,1986-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-16,18,True,0,12796,2172,Mid-term,English
+7326,16377041,573.7333333333333,227198.4,1977-04-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2015-06-26,22,True,1,16052,2101,Long-term,English
+7327,16383461,0.0,531486.1314285715,2015-02-06,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-15,19,False,0,2241,2659,Short-term,English
+7328,16383487,0.0,262006.0952380952,1992-01-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-05-29,10,False,0,10678,3955,Mid-term,English
+7329,16384839,216.12933333333334,53600.07466666667,1993-01-15,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-14,8,True,1,10298,2629,Mid-term,English
+7330,16384915,0.0,148507.54285714286,1986-07-15,5,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-04-21,5,True,0,12674,2167,Mid-term,Unknown
+7331,16386081,121.04000000000002,274518.7200000001,1977-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-22,21,True,1,16142,2166,Long-term,English
+7332,16386674,0.0,135497.14285714287,1997-07-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-31,15,True,0,8656,2918,Mid-term,English
+7333,16387542,0.0,298842.51428571425,2007-07-20,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-22,24,True,0,4999,1952,Short-term,English
+7334,16389066,256.3451428571429,95104.04800000001,1976-04-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-23,7,True,1,16417,2104,Long-term,English
+7335,16389066,256.3451428571429,95104.04800000001,1976-04-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-17,1,True,1,16417,3541,Long-term,English
+7336,16389076,259.37142857142857,116717.14285714286,2015-01-29,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-11,18,True,1,2249,2785,Short-term,English
+7337,16389417,542.9295238095239,212285.44380952383,2016-05-03,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-04,17,True,1,1789,3919,Short-term,English
+7339,16399548,0.0,991674.0288000001,1998-07-20,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,Y,N,Y,N,Y,1-5,English,Premier,2010-05-19,21,True,0,8286,3965,Mid-term,English
+7341,16405031,0.0,553765.3333333334,1990-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-05-13,20,False,0,11257,3240,Mid-term,English
+7342,16413295,1601.68,3203360.0,1993-02-15,20,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2011-03-21,20,True,1,10267,3659,Mid-term,English
+7343,16414141,0.0,130875.97714285714,1988-07-01,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-17,13,True,0,11957,1896,Mid-term,English
+7345,16417355,361.87047619047615,635082.6857142856,2015-08-27,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-28,15,False,1,2039,2921,Short-term,English
+7346,16418221,377.6333333333333,453160.0,1977-03-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2014-06-19,25,False,1,16097,2473,Long-term,Unknown
+7347,16419095,0.0,453717.3333333334,1995-01-01,13,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-05-08,13,True,0,9582,2880,Mid-term,English
+7349,16425318,0.0,307299.616,1988-09-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-02-19,19,True,0,11881,1863,Mid-term,English
+7350,16425599,0.0,1810826.666666667,1992-11-15,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2006-01-04,25,True,0,10359,5561,Mid-term,English
+7351,16427728,250.14666666666668,751190.44,1979-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-09,21,True,1,15200,3487,Long-term,English
+7352,16428156,0.0,162633.3333333333,2006-03-20,10,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-13,10,True,0,5486,2326,Short-term,English
+7354,16432369,0.0,162291.0857142857,1996-02-15,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-09,9,False,0,9172,2483,Mid-term,English
+7355,16434510,277.5333333333333,54951.59999999999,1979-11-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2010-12-02,3,True,1,15122,3768,Long-term,English
+7356,16435950,0.0,104917.12000000002,1992-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-02,21,True,0,10647,3251,Mid-term,English
+7357,16438546,0.0,99890.05714285713,1983-09-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-19,6,True,0,13722,3020,Mid-term,English
+7358,16438761,387.62666666666667,209318.4,1994-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-07,20,False,1,9902,2911,Mid-term,English
+7359,16442429,0.0,883584.8666666668,2016-07-05,19,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-05,19,True,0,1726,3156,Short-term,English
+7360,16444413,0.0,137976.0,1989-04-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-27,18,True,0,11683,2496,Mid-term,English
+7361,16445676,0.0,166943.40000000002,1991-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-23,17,True,0,10984,3504,Mid-term,English
+7363,16448884,0.0,225177.05600000004,1989-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-30,19,False,0,11439,2432,Mid-term,English
+7364,16450803,348.5485714285715,300100.32000000007,1993-01-01,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-09,21,True,1,10312,2848,Mid-term,English
+7365,16454516,0.0,429374.4,2003-08-15,2,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-10-27,2,True,0,6434,3073,Mid-term,English
+7366,16457195,0.0,353064.15238095244,1988-10-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2011-05-26,13,True,0,11865,3593,Mid-term,Unknown
+7367,16458134,0.0,111208.03571428574,1997-07-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2007-12-16,5,False,0,8670,4850,Mid-term,English
+7368,16458210,0.0,376247.04000000004,2010-12-27,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-24,24,False,0,3743,2984,Short-term,English
+7369,16459244,239.61333333333334,110701.36000000002,2016-03-09,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-25,14,True,1,1844,3380,Short-term,English
+7370,16460077,0.0,345565.6533333334,2009-12-07,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-02,14,True,0,4128,3494,Short-term,English
+7373,16467281,151.07999999999998,442362.23999999993,1975-03-15,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-19,24,False,1,16814,2473,Long-term,English
+7374,16468789,0.0,717418.8,2009-02-13,14,True,True,True,NOTICE,BRANCH (POS),Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-11-01,14,True,0,4425,3068,Short-term,English
+7375,16469284,0.0,544934.6933333332,2015-01-23,26,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-13,26,True,0,2255,3240,Short-term,English
+7376,16470637,0.0,201522.08000000005,1996-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-02-15,17,True,0,8858,1867,Mid-term,English
+7377,16471576,0.0,110566.56000000003,2008-02-25,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-18,18,True,0,4779,1956,Short-term,English
+7378,16471598,0.0,666056.16,1987-06-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,101-500,English,Premier,2011-12-19,21,True,0,12353,3386,Mid-term,English
+7379,16478784,0.0,185811.80952380953,1992-10-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-18,16,True,0,10404,2291,Mid-term,English
+7381,16480008,0.0,285554.6666666666,1996-04-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-12-28,25,True,0,9112,2646,Mid-term,English
+7382,16480132,336.83333333333337,85892.50000000001,2013-03-30,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-03,15,True,1,2919,2306,Short-term,English
+7383,16480265,0.0,329154.55999999994,1997-10-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-08,21,True,0,8564,3792,Mid-term,English
+7384,16480828,0.0,308843.73333333334,2016-01-11,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-06-12,14,True,0,1902,2115,Short-term,English
+7385,16482152,41.62666666666667,89913.6,2004-02-02,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2017-07-13,16,True,1,6263,1353,Short-term,English
+7386,16482979,280.68333333333334,564173.5,1969-02-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-05-28,15,True,1,19047,3225,Long-term,English
+7388,16488548,0.0,363205.1733333333,1997-03-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-19,20,False,0,8778,2746,Mid-term,English
+7389,16492839,256.1333333333333,387273.6,1973-01-01,27,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2015-10-30,27,False,1,17617,1975,Long-term,Unknown
+7391,16497046,0.0,758614.6285714287,1989-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-12,19,True,0,11469,3576,Mid-term,English
+7392,16498386,0.0,525882.0,1994-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-02,19,False,0,9674,2276,Mid-term,English
+7394,16509547,247.64000000000001,500232.80000000005,2005-03-18,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-04,20,True,1,5853,3462,Short-term,English
+7395,16511152,0.0,270704.76190476195,1982-11-01,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-23,16,False,0,14026,3351,Mid-term,English
+7396,16512101,0.0,76404.53333333334,2017-07-03,7,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-30,7,False,0,1363,3466,Short-term,English
+7397,16513529,583.4166666666666,608503.5833333333,1977-07-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-06-19,7,True,1,15975,2838,Long-term,Unknown
+7398,16514802,0.0,158165.28,1977-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-22,21,True,0,15944,2409,Long-term,English
+7400,16517217,0.0,877000.1000000001,1997-08-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-08-11,19,False,0,8639,3516,Mid-term,English
+7402,16519373,0.0,521915.4285714285,1975-01-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-09-19,16,True,0,16887,3111,Long-term,English
+7403,16519756,0.0,527614.2857142858,1989-03-01,20,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-07-07,20,True,0,11714,2090,Mid-term,English
+7404,16519911,740.22,1847589.1199999999,1994-12-15,24,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-25,24,True,1,9599,3258,Mid-term,English
+7405,16521308,0.0,471190.08,1981-02-15,21,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-10-12,21,True,0,14650,3088,Long-term,English
+7406,16521501,0.0,294737.1428571429,1992-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-31,22,True,0,10404,2704,Mid-term,English
+7408,16523749,304.0571428571429,232603.71428571432,1967-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-25,17,True,1,19475,3105,Long-term,English
+7409,16525156,0.0,690309.3333333334,2016-11-29,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-20,20,True,0,1579,3415,Short-term,English
+7410,16526444,0.0,639577.92,1980-11-01,24,True,False,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-29,24,True,0,14756,2889,Long-term,English
+7411,16527953,120.05333333333334,97243.2,2011-03-23,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-02,18,True,1,3657,2156,Short-term,English
+7412,16529397,0.0,222698.66666666663,2008-01-11,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-11,14,False,0,4824,3119,Short-term,English
+7413,16530574,0.0,514644.49523809523,1988-01-01,23,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-22,23,True,0,12139,2225,Mid-term,English
+7414,16532151,0.0,906166.8666666667,1989-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2008-05-24,17,True,0,11592,4690,Mid-term,English
+7415,16533775,239.33333333333331,422184.0,1993-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-01,18,True,1,10039,2642,Mid-term,English
+7416,16534562,0.0,94147.48000000001,1989-02-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-20,21,True,0,11742,2046,Mid-term,English
+7417,16535466,0.0,654422.4960000002,1989-12-01,23,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-30,23,True,0,11439,2705,Mid-term,English
+7418,16538263,0.0,1074910.5714285714,1985-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-11-12,15,False,0,13022,4518,Mid-term,English
+7421,16546460,0.0,492180.0,1999-04-12,30,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,Italian,Standard,2012-07-26,30,True,0,8020,3166,Mid-term,European
+7422,16550265,1011.8160000000001,534238.8480000001,1990-03-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-05,8,True,1,11349,3583,Mid-term,English
+7424,16554975,1739.0,4973540.0,1973-12-25,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,101-500,English,Standard,2008-12-13,20,True,1,17259,4487,Long-term,English
+7425,16558632,0.0,172587.10857142857,1985-05-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-25,4,True,0,13100,3258,Mid-term,English
+7426,16558826,445.2761904761905,1166623.619047619,1993-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-18,20,False,1,10208,4117,Mid-term,English
+7427,16559731,0.0,999961.6000000001,1989-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-23,20,False,0,11439,2865,Mid-term,English
+7428,16560078,0.0,343880.5333333334,1991-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-22,22,False,0,10709,2927,Mid-term,English
+7429,16560590,0.0,358437.74399999995,1995-05-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-27,21,True,0,9448,3042,Mid-term,English
+7430,16560995,0.0,1128499.2000000002,1988-07-01,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-08-12,24,True,0,11957,3515,Mid-term,English
+7431,16561044,0.0,46583.68,2017-04-22,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-30,10,True,0,1435,3984,Short-term,English
+7432,16561050,0.0,347494.4000000001,1984-08-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-21,16,True,0,13387,2106,Mid-term,English
+7433,16562316,0.0,11051.573333333334,2007-06-12,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-30,1,False,0,5037,3558,Short-term,English
+7434,16562850,0.0,898819.2,1998-04-15,10,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2010-07-19,10,True,0,8382,3904,Mid-term,English
+7437,16568072,554.9666666666667,250289.96666666667,1994-12-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-06-23,11,True,1,9613,3199,Mid-term,English
+7438,16568331,0.0,1019022.902857143,1986-07-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-01-06,22,False,0,12688,3002,Mid-term,English
+7439,16571192,0.0,236238.42666666667,2009-01-19,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-24,10,True,0,4450,2315,Short-term,English
+7442,16574674,0.0,330926.04000000004,1988-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-02,19,True,0,12065,3128,Mid-term,English
+7443,16575307,0.0,86580.66666666667,1998-02-15,7,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-07,7,True,0,8441,3459,Mid-term,English
+7444,16576072,0.0,26290.826666666668,1990-03-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-05,2,True,0,11349,2822,Mid-term,English
+7445,16578803,0.0,329490.3733333333,1997-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-02-26,17,True,0,8547,2951,Mid-term,English
+7446,16580771,0.0,546410.3238095238,1984-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-08-22,19,True,0,13251,2409,Mid-term,English
+7447,16581014,0.0,338838.4,1996-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-13,19,False,0,8929,3209,Mid-term,English
+7448,16581040,0.0,193664.00000000003,1997-04-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2013-05-18,21,True,0,8761,2870,Mid-term,European
+7449,16581077,0.0,886844.4000000001,2007-06-16,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-07,26,True,0,5033,2120,Short-term,English
+7450,16582555,492.50666666666666,683106.7466666667,1994-02-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-18,19,True,1,9916,3448,Mid-term,English
+7451,16585132,0.0,87726.47619047618,1990-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-20,17,True,0,11304,2776,Mid-term,English
+7452,16585627,0.0,32099.6,1962-04-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-31,15,True,0,21545,2612,Long-term,English
+7453,16585750,0.0,580966.8571428572,1988-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-09,23,True,0,12065,2330,Mid-term,English
+7454,16586312,0.0,1055669.3333333335,1991-10-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-04-30,23,True,0,10756,5445,Mid-term,English
+7455,16586882,98.2,80229.4,2012-08-07,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-12-12,19,False,1,3154,1932,Short-term,English
+7456,16587855,0.0,224650.80000000002,1996-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-06,21,False,0,9157,3399,Mid-term,English
+7457,16588063,0.0,319834.11428571434,1983-02-15,9,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-08,9,False,0,13920,3031,Mid-term,English
+7460,16590227,205.61904761904762,414116.7619047619,1994-08-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-31,19,True,1,9721,2400,Mid-term,English
+7461,16590730,0.0,173443.19999999998,1987-11-16,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-16,9,True,0,12185,2627,Mid-term,English
+7463,16592334,0.0,1429331.6960000002,1982-11-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,Y,N,Y,Y,101-500,English,Premier,2012-05-30,19,True,0,14012,3223,Mid-term,English
+7465,16599225,0.0,2577136.8000000003,1995-06-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-07-28,18,False,0,9417,3164,Mid-term,English
+7466,16599608,200.65333333333334,357363.58666666667,1989-06-15,13,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-01-27,13,True,1,11608,2981,Mid-term,English
+7468,16601616,0.0,401253.94285714295,1996-04-15,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-01,27,False,0,9112,2795,Mid-term,English
+7469,16602365,324.76190476190476,654720.0,1983-03-15,16,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-29,16,True,1,13892,3254,Mid-term,English
+7471,16606217,0.0,725323.7333333334,1997-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-04-28,19,True,0,8851,5812,Mid-term,English
+7472,16607465,0.0,188016.33066666668,1988-03-01,4,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-20,4,True,0,12079,2564,Mid-term,English
+7473,16611777,0.0,465664.3047619048,1994-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-10,19,False,0,9643,2209,Mid-term,English
+7475,16613436,161.58133333333336,81436.99200000001,2007-01-23,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-20,9,False,1,5177,2199,Short-term,English
+7479,16622246,771.0,1572840.0,1993-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-05-18,15,False,1,9964,2505,Mid-term,English
+7480,16622988,0.0,609214.08,1984-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-05-07,18,True,0,13509,2516,Mid-term,English
+7481,16625828,0.0,134561.82857142857,1991-10-01,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-12-01,8,False,0,10770,2673,Mid-term,Unknown
+7482,16628940,0.0,386690.0571428571,1991-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-09-01,18,False,0,10953,2034,Mid-term,Unknown
+7483,16629317,0.0,62109.22666666667,1988-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-14,11,True,0,12065,2448,Mid-term,English
+7486,16631645,63.041333333333334,143608.1573333333,2011-07-02,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2017-05-04,17,True,1,3556,1423,Short-term,English
+7487,16633179,136.85714285714286,140141.7142857143,1973-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-06,16,False,1,17572,1907,Long-term,English
+7488,16641075,0.0,240172.92000000004,1996-08-15,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2015-09-02,18,True,0,8990,2033,Mid-term,English
+7489,16646680,0.0,153845.12,1992-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2010-07-14,24,False,0,10587,3909,Mid-term,English
+7490,16648429,580.96,1175282.08,1994-03-01,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-23,17,True,1,9888,3900,Mid-term,English
+7492,16650366,456.5104761904762,871478.499047619,1992-06-15,23,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-23,23,True,1,10512,3443,Mid-term,English
+7494,16651968,0.0,116028.79999999999,1996-08-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-24,5,False,0,8990,2103,Mid-term,English
+7495,16655159,0.0,349084.80000000005,1997-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-21,21,True,0,8792,4236,Mid-term,English
+7496,16655837,0.0,86116.80000000002,1995-11-15,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-05-06,12,False,0,9264,2517,Mid-term,English
+7497,16656208,0.0,404103.60000000003,1989-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-19,21,False,0,11561,3630,Mid-term,English
+7498,16656796,0.0,631573.2000000001,1994-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-11-09,21,True,0,9947,3060,Mid-term,Unknown
+7499,16659004,133.6,77888.79999999999,1971-06-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-29,11,False,1,18183,1884,Long-term,English
+7500,16660897,0.0,203424.26666666666,1998-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-05,23,False,0,8441,2791,Mid-term,English
+7501,16666492,0.0,199971.2,1997-08-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-07-07,12,True,0,8639,3551,Mid-term,English
+7502,16666570,0.0,820454.544,1971-04-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-01-23,17,True,0,18244,4446,Long-term,English
+7503,16666647,0.0,399707.4000000001,1991-07-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-08,15,True,0,10862,2757,Mid-term,English
+7504,16666911,522.9333333333333,568951.4666666666,1976-02-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2015-10-08,17,True,1,16477,1997,Long-term,English
+7506,16673469,227.50666666666666,522127.8,2009-08-03,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-27,17,False,1,4254,3256,Short-term,English
+7507,16677116,0.0,1375845.9000000001,1980-01-01,15,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-02,15,True,0,15061,2947,Long-term,English
+7508,16682679,0.0,618471.6000000001,1997-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-02,15,True,0,8700,2794,Mid-term,English
+7509,16684789,0.0,382161.78,1994-08-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-12-24,15,False,0,9735,4111,Mid-term,English
+7511,16686139,0.0,590760.0000000001,1989-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-18,18,False,0,11714,3540,Mid-term,English
+7514,16690431,0.0,680552.5333333334,1985-04-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-05,16,True,0,13130,2972,Mid-term,English
+7515,16691871,450.5333333333334,374843.7333333334,1993-06-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-05-20,8,True,1,10147,3233,Mid-term,English
+7516,16700660,0.0,321455.36,1984-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2015-08-16,24,True,0,13418,2050,Mid-term,Unknown
+7517,16702189,0.0,52979.47200000001,1989-03-15,18,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-05,18,True,0,11700,2030,Mid-term,English
+7518,16704005,0.0,937400.5028571427,1972-06-01,18,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2003-10-05,18,True,0,17831,6383,Long-term,English
+7519,16705046,417.60333333333335,595084.75,1995-04-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-07-01,15,False,1,9478,3557,Mid-term,English
+7522,16713185,0.0,127436.40000000001,1993-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-08-30,15,True,0,10239,1670,Mid-term,English
+7523,16715294,0.0,551121.6000000001,2008-04-07,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-04,19,True,0,4737,3401,Short-term,English
+7525,16715614,0.0,319993.296,1996-06-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-02-16,18,True,0,9065,3692,Mid-term,English
+7526,16720937,0.0,977923.2000000001,1997-08-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2003-10-20,23,True,0,8639,6368,Mid-term,English
+7527,16724844,178.88,71552.0,1993-05-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Portuguese,Premier,2013-09-07,10,False,1,10192,2758,Mid-term,European
+7528,16725991,0.0,71853.60000000002,1981-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-17,21,True,0,14622,2595,Long-term,English
+7529,16732766,0.0,478826.3466666667,1997-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-08-10,19,True,0,8778,3151,Mid-term,English
+7530,16738270,158.93333333333337,391929.6000000001,1970-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-01,18,True,1,18470,2065,Long-term,English
+7531,16745103,0.0,400301.88,1991-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-26,19,True,0,10970,2709,Mid-term,English
+7535,16753960,0.0,2103139.2,2005-10-17,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2008-02-19,6,False,0,5640,4785,Short-term,English
+7536,16755539,293.70095238095234,34069.31047619047,1987-11-15,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2014-04-07,4,True,1,12186,2546,Mid-term,English
+7537,16755932,0.0,784735.4666666667,1994-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-21,19,True,0,9902,4144,Mid-term,English
+7538,16759574,0.0,430464.4800000001,1998-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-14,17,False,0,8455,1839,Mid-term,English
+7540,16759973,0.0,253968.0,1985-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-22,20,True,0,13039,2896,Mid-term,English
+7541,16767093,0.0,184469.22000000003,2008-10-18,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-02-22,5,True,0,4543,4051,Short-term,English
+7542,16770706,0.0,357843.2,2003-12-12,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-31,16,False,0,6315,3008,Short-term,English
+7543,16774086,430.4857142857143,1003892.6857142858,2016-09-17,22,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-14,22,True,1,1652,3300,Short-term,English
+7544,16774214,216.06666666666672,123158.00000000001,1978-07-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-23,19,True,1,15596,3138,Long-term,English
+7545,16774469,0.0,730032.5760000001,1986-03-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,Y,Y,1-5,English,Premier,2013-10-12,21,True,0,12810,2723,Mid-term,English
+7546,16775882,453.8285714285714,304972.8,1993-06-01,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-12,8,True,1,10161,3637,Mid-term,English
+7547,16777302,719.7295238095239,1093988.8761904764,1987-07-01,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,101-500,English,Premier,2007-11-02,16,True,1,12323,4894,Mid-term,English
+7548,16778932,0.0,123257.14285714287,1996-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-25,15,False,0,9065,3380,Mid-term,English
+7550,16780962,0.0,273767.0,1995-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-10-30,15,True,0,9417,3801,Mid-term,English
+7551,16781739,0.0,591991.3999999999,1992-10-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-04,22,True,0,10390,2945,Mid-term,English
+7552,16781759,0.0,83123.00952380952,1986-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-08-09,19,True,0,12765,1691,Mid-term,English
+7553,16784797,211.70666666666668,60971.520000000004,1993-12-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-06,24,False,1,9964,3094,Mid-term,English
+7554,16787065,0.0,77605.94285714286,1995-06-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-06,11,True,0,9417,3033,Mid-term,English
+7556,16788063,608.3504761904762,158171.12380952382,1993-09-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-07-08,13,True,1,10055,4280,Mid-term,English
+7557,16789371,0.0,376768.75,1991-07-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2013-10-20,6,True,0,10848,2715,Mid-term,English
+7559,16789961,2310.4666666666662,1774438.3999999997,1995-02-15,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,Y,Y,N,N,N,Y,500+,English,Premier,2009-06-12,24,True,1,9537,4306,Mid-term,English
+7560,16793668,0.0,475482.2857142858,1996-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-12-09,10,True,0,9186,3396,Mid-term,English
+7561,16795397,0.0,322400.00000000006,1998-02-15,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-10-31,8,True,0,8441,2704,Mid-term,English
+7562,16797025,0.0,216225.0,2014-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-02-03,15,True,0,2611,1879,Short-term,English
+7563,16799019,0.0,68103.36,1983-07-15,13,False,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-19,13,False,0,13770,2504,Mid-term,English
+7564,16801671,0.0,653624.6857142856,1990-07-15,10,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-12,10,False,0,11213,3546,Mid-term,English
+7565,16804584,0.0,558833.0666666667,1996-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-16,19,False,0,9186,2476,Mid-term,English
+7566,16805752,159.2266666666667,238999.2266666667,1974-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-27,19,True,1,16934,2557,Long-term,English
+7567,16807228,277.65714285714284,253223.31428571427,1993-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-02,12,False,1,10281,2916,Mid-term,English
+7568,16817057,0.0,512717.22666666674,1985-09-01,23,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-09,23,True,0,12991,3121,Mid-term,English
+7570,16824411,0.0,194263.52,1988-12-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-26,11,True,0,11804,2892,Mid-term,English
+7571,16825883,0.0,721696.0,1988-10-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-17,19,True,0,11851,3357,Mid-term,English
+7572,16829475,0.0,934705.9047619047,1991-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-16,19,True,0,10756,3358,Mid-term,English
+7573,16830340,0.0,648313.1794285714,1991-11-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-05,12,True,0,10725,2944,Mid-term,English
+7574,16830789,0.0,2324580.5714285714,1997-11-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-04-25,24,False,0,8533,5815,Mid-term,English
+7575,16830979,0.0,139464.192,2007-03-09,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2010-11-17,17,True,0,5132,3783,Short-term,English
+7576,16831365,205.15733333333338,640090.8800000002,1982-04-15,24,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-11,24,True,1,14226,2542,Mid-term,English
+7577,16833280,0.0,70998.56,2015-10-13,3,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-20,3,True,0,1992,2564,Short-term,English
+7578,16834815,117.32000000000001,28860.72,1975-12-15,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-30,2,False,1,16539,2128,Long-term,English
+7579,16836438,176.62857142857143,130881.77142857143,1969-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-27,19,True,1,18821,2192,Long-term,English
+7580,16844943,0.0,206082.24,2006-06-26,21,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-16,21,True,0,5388,2537,Short-term,English
+7582,16848459,937.4733333333334,1875884.14,1993-02-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-08-28,23,True,1,10267,2403,Mid-term,English
+7583,16848531,0.0,426227.6571428572,1992-04-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-14,13,True,0,10587,3939,Mid-term,English
+7584,16855500,0.0,184438.57142857142,1991-10-01,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-09-19,11,True,0,10770,3111,Mid-term,English
+7585,16856335,282.2,502316.0,1995-05-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Greek,Standard,2010-10-15,20,False,1,9448,3816,Mid-term,European
+7586,16856741,236.98666666666668,483452.80000000005,1992-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-01-21,17,False,1,10482,3353,Mid-term,Unknown
+7589,16862196,0.0,246711.77142857143,2018-01-11,22,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-03-24,22,True,0,1171,3290,Short-term,English
+7592,16871075,0.0,318854.26666666666,1996-02-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-05,17,False,0,9186,2242,Mid-term,English
+7594,16875588,903.8333333333334,904737.1666666667,2015-04-16,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-08-24,11,True,1,2172,2407,Short-term,English
+7595,16876678,0.0,200330.83200000002,1990-03-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-05-20,19,True,0,11349,3233,Mid-term,English
+7596,16886163,0.0,17331.600000000002,2002-07-05,5,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-10-03,5,True,0,6840,2002,Mid-term,English
+7597,16886520,310.45714285714286,302074.8,2003-11-26,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-08-10,7,True,1,6331,3151,Mid-term,English
+7598,16891805,0.0,353618.62666666665,1985-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-01-20,19,False,0,13022,4815,Mid-term,English
+7599,16891864,0.0,217280.00000000003,2003-02-03,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-27,20,True,0,6627,2039,Mid-term,English
+7600,16893163,0.0,133201.60000000003,1989-09-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-10-23,7,True,0,11530,4173,Mid-term,English
+7602,16895283,0.0,129709.0285714286,2005-11-18,3,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-08,3,True,0,5608,3458,Short-term,English
+7603,16896533,0.0,191840.00000000003,1991-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-21,21,True,0,10831,2563,Mid-term,English
+7604,16897398,387.86057142857146,914575.2274285714,2009-01-20,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-27,18,False,1,4449,2708,Short-term,English
+7605,16897884,0.0,96546.59999999999,1987-11-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2009-03-15,19,True,0,12186,4395,Mid-term,English
+7606,16898600,0.0,500862.72,1991-09-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-07,12,True,0,10800,2942,Mid-term,English
+7607,16900600,0.0,329432.380952381,2003-08-25,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-23,20,True,0,6424,2742,Mid-term,English
+7608,16901241,0.0,641819.619047619,1996-02-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-19,22,False,0,9172,3386,Mid-term,English
+7609,16905126,376.53333333333336,921753.6000000001,1993-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-03,18,False,1,10192,2854,Mid-term,English
+7611,16906876,136.66666666666666,241626.66666666663,1973-01-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-13,17,True,1,17617,2326,Long-term,English
+7612,16907106,0.0,46097.7,1987-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2013-06-24,11,False,0,12414,2833,Mid-term,English
+7613,16907943,0.0,56227.840000000004,1991-03-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-05,8,False,0,10984,2426,Mid-term,English
+7614,16908177,134.89333333333335,237951.84000000003,1975-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-02,21,True,1,16722,2307,Long-term,English
+7615,16915744,0.0,857478.9600000002,2010-06-22,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-13,21,False,0,3931,3514,Short-term,English
+7616,16916005,308.2266666666667,159661.41333333336,1973-05-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-01-22,14,False,1,17483,4082,Long-term,English
+7617,16916157,0.0,178431.52000000002,1992-08-01,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-10-29,12,True,0,10465,3071,Mid-term,English
+7618,16917669,866.8000000000001,1036692.8000000002,1994-02-01,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-11-03,26,True,1,9916,2701,Mid-term,English
+7619,16918725,0.0,696361.8666666667,1997-04-01,20,False,False,False,NOTICE,MAIL,Y,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2011-07-30,20,True,0,8761,3528,Mid-term,English
+7621,16920016,0.0,3695481.0000000005,1997-07-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-08-16,27,False,0,8670,3876,Mid-term,English
+7622,16921637,493.5245714285714,473783.58857142855,1972-11-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-28,16,True,1,17664,3194,Long-term,English
+7623,16921703,484.50133333333343,167152.96000000005,1994-08-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-23,23,True,1,9721,2834,Mid-term,English
+7624,16923519,0.0,430522.85714285716,1991-08-15,10,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-06,10,False,0,10817,2698,Mid-term,English
+7626,16932303,98.62666666666667,93202.2,1978-01-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-12-08,21,True,1,15791,1936,Long-term,English
+7627,16936805,0.0,898201.8000000002,1982-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-12-11,18,True,0,14257,2298,Mid-term,English
+7628,16936901,258.43333333333334,285568.8333333333,1970-02-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-20,17,False,1,18682,1985,Long-term,English
+7629,16939572,115.05333333333334,115973.76000000001,1986-11-01,36,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2015-06-23,36,True,1,12565,2104,Mid-term,Unknown
+7630,16943080,0.0,175996.80000000002,2006-09-25,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-29,12,True,0,5297,3071,Short-term,English
+7632,16945903,0.0,287573.3333333334,1987-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-20,16,True,0,12445,2077,Mid-term,English
+7633,16946218,0.0,598788.5973333332,1995-02-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-25,17,True,0,9537,3318,Mid-term,English
+7634,16946720,0.0,526874.8800000001,2008-03-06,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-05-17,21,True,0,4769,3602,Short-term,English
+7635,16950522,0.0,92552.85714285716,1989-08-01,3,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-27,3,True,0,11561,3073,Mid-term,English
+7636,16951134,0.0,1644775.6000000003,1990-03-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2006-06-21,20,True,0,11335,5393,Mid-term,English
+7637,16953989,244.3009523809524,290229.53142857144,1993-07-15,22,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-05,22,True,1,10117,2273,Mid-term,English
+7638,16956635,0.0,434385.60000000003,1994-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-20,20,False,0,9674,3172,Mid-term,English
+7639,16956880,0.0,102550.44800000002,1993-04-15,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-01-20,22,True,0,10208,1893,Mid-term,English
+7640,16958217,0.0,278459.73333333334,1989-11-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-08-26,14,True,0,11469,2040,Mid-term,English
+7641,16958398,0.0,170010.48,1988-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-24,19,True,0,11926,2254,Mid-term,English
+7642,16961122,0.0,350969.14285714284,1995-11-15,22,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-25,22,True,0,9264,2832,Mid-term,English
+7643,16964890,773.248,1322254.08,1995-02-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-07-16,19,True,1,9551,2811,Mid-term,English
+7644,16966172,218.49523809523808,243185.19999999998,1977-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-31,21,False,1,16036,2492,Long-term,English
+7645,16967066,0.0,258751.2,1995-01-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-28,7,True,0,9582,2949,Mid-term,English
+7646,16968014,139.93333333333337,37782.00000000001,2017-08-25,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-11,15,False,1,1310,2359,Short-term,English
+7647,16972933,0.0,91956.48000000001,1986-11-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-02,18,True,0,12551,2794,Mid-term,English
+7648,16974743,310.8666666666667,561114.3333333334,1992-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-20,19,False,1,10543,2199,Mid-term,English
+7649,16976644,122.26933333333335,168731.68000000002,1979-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-01-24,15,True,1,15353,1889,Long-term,English
+7650,16980854,0.0,352992.63999999996,2009-03-23,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2014-03-03,13,True,0,4387,2581,Short-term,English
+7651,16982124,0.0,301993.43999999994,1998-02-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-30,18,False,0,8441,2370,Mid-term,English
+7652,16982683,230.38666666666668,457087.1466666667,1994-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-29,16,False,1,9916,3285,Mid-term,English
+7655,16988396,124.02000000000001,220755.6,2016-10-16,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-01-10,20,False,1,1623,1903,Short-term,English
+7656,16989236,0.0,338833.3333333334,1995-04-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-13,19,True,0,9492,2752,Mid-term,English
+7657,16992924,0.0,252370.6666666667,1984-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-12-23,19,True,0,13387,2286,Mid-term,English
+7658,16996915,0.0,103679.92380952381,1991-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-04-05,22,True,0,10984,2913,Mid-term,English
+7659,16997296,0.0,533892.48,1988-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-01-12,22,True,0,12018,3362,Mid-term,Unknown
+7660,16998023,0.0,426973.06666666665,1990-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-12-21,19,True,0,11349,3018,Mid-term,English
+7661,17002111,0.0,390671.424,1991-12-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,Vietnamese,Premier,2014-05-14,20,True,0,10695,2509,Mid-term,Asian
+7662,17002501,0.0,76280.4761904762,1995-09-18,25,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-07-20,25,True,0,9322,2077,Mid-term,English
+7663,17004806,296.7219047619048,331141.6457142857,1972-07-15,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-22,18,False,1,17787,2562,Long-term,English
+7664,17007498,0.0,418746.6666666666,1988-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-07-18,20,False,0,12004,3540,Mid-term,Unknown
+7665,17008465,0.0,838705.92,1983-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-15,18,True,0,13934,3177,Mid-term,English
+7667,17012094,0.0,176960.85333333336,1997-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-26,16,True,0,8656,3104,Mid-term,English
+7668,17017361,135.22666666666666,50574.77333333332,1974-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-28,17,True,1,16979,2311,Long-term,English
+7670,17019377,503.68000000000006,90662.40000000001,2007-02-13,4,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-22,4,True,1,5156,3505,Short-term,English
+7671,17022944,0.0,599938.7428571429,1996-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-23,17,False,0,9186,3107,Mid-term,English
+7672,17023416,0.0,182422.24000000005,2000-08-29,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-03-01,24,True,0,7515,2948,Mid-term,English
+7673,17025011,0.0,570762.0800000001,1984-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-22,17,True,0,13387,2774,Mid-term,English
+7674,17028791,0.0,255945.19999999998,1990-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-07-08,19,True,0,11408,2819,Mid-term,English
+7675,17029412,0.0,807819.8857142857,1996-04-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-03,22,False,0,9112,2793,Mid-term,English
+7676,17029415,0.0,1227401.3333333333,1997-11-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-22,25,True,0,8547,2986,Mid-term,English
+7677,17034720,0.0,685857.588,1992-08-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-12-28,17,False,0,10465,1916,Mid-term,English
+7679,17035901,0.0,96728.00000000003,1997-07-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-07,15,True,0,8670,2577,Mid-term,English
+7680,17038452,0.0,312901.3333333333,1984-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-29,20,False,0,13342,2159,Mid-term,English
+7683,17043922,0.0,170746.6666666667,1995-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-20,20,True,0,9295,2077,Mid-term,English
+7684,17044926,0.0,3161301.173333334,1990-04-01,28,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-10-05,28,True,0,11318,3095,Mid-term,English
+7685,17045201,0.0,261915.45714285717,1990-09-15,23,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2016-03-17,23,True,0,11151,1836,Mid-term,English
+7686,17048752,0.0,238013.25333333333,2004-03-03,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2015-02-12,19,True,0,6233,2235,Short-term,English
+7687,17050207,0.0,67914.5142857143,2005-07-25,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-08,12,True,0,5724,2119,Short-term,English
+7688,17051304,0.0,1727425.024,1986-03-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2015-02-20,16,True,0,12796,2227,Mid-term,English
+7689,17056643,0.0,1175602.5542857144,1994-11-01,17,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-10,17,True,0,9643,3882,Mid-term,English
+7691,17059392,0.0,165325.86666666667,1995-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-09,20,True,0,9582,2361,Mid-term,English
+7692,17060559,313.16190476190474,77350.99047619048,1979-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-21,19,False,1,15200,3171,Long-term,English
+7693,17060966,218.01333333333332,775255.4133333333,1974-01-01,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-03,28,False,1,17252,3158,Long-term,English
+7694,17063374,0.0,54322.26666666667,2004-06-21,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-04-10,2,True,0,6123,3639,Short-term,English
+7696,17066792,0.0,639662.8571428572,1988-04-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-01-23,23,True,0,12048,2255,Mid-term,English
+7697,17071424,464.5866666666667,837185.1733333335,1993-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-09,17,True,1,10117,3305,Mid-term,English
+7698,17072025,0.0,499650.2857142858,1997-03-01,20,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-26,20,True,0,8792,2831,Mid-term,English
+7699,17077384,0.0,872071.2000000001,1996-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-26,18,True,0,9035,3470,Mid-term,English
+7700,17078472,0.0,252898.80000000002,1989-02-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-06,21,True,0,11742,1999,Mid-term,English
+7701,17081125,0.0,136156.05714285714,1972-02-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2016-05-29,13,True,0,17938,1763,Long-term,English
+7703,17084365,0.0,284001.11999999994,2005-10-18,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-10-22,18,True,0,5639,1617,Short-term,English
+7704,17090124,0.0,141896.90666666668,1996-11-01,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-12-23,13,True,0,8912,3382,Mid-term,Unknown
+7705,17093659,335.5809523809524,682571.6571428572,1994-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-12,18,False,1,9916,3331,Mid-term,English
+7706,17094214,290.79761904761904,118645.42857142858,1975-08-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,N,6-10,Unknown,Premier,2015-03-10,17,True,1,16661,2209,Long-term,Unknown
+7707,17096091,0.0,298350.0,1996-12-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-21,15,True,0,8882,3537,Mid-term,English
+7708,17097559,0.0,50548.68000000001,1981-09-01,2,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,Unknown,Premier,2014-08-30,2,True,0,14452,2401,Long-term,Unknown
+7709,17100164,0.0,916959.9238095238,1996-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-01,17,True,0,9203,4044,Mid-term,English
+7711,17102328,629.0133333333333,106303.25333333333,1994-10-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-11-19,13,True,1,9660,4146,Mid-term,English
+7713,17106051,187.12,165039.84,1993-09-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-15,18,True,1,10055,2842,Mid-term,English
+7715,17109813,0.0,418131.168,2008-12-18,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-03,21,False,0,4482,2063,Short-term,English
+7716,17110597,0.0,274069.14285714284,1983-12-25,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-22,17,True,0,13607,2225,Mid-term,English
+7717,17110682,0.0,392910.3333333333,1996-05-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2005-07-20,5,True,0,9096,5729,Mid-term,English
+7718,17111176,530.6228571428571,126288.23999999999,1994-08-01,2,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-09,2,True,1,9735,3852,Mid-term,English
+7719,17111409,0.0,143367.12,1990-07-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-06-20,17,True,0,11227,1741,Mid-term,English
+7720,17116504,0.0,109672.57142857143,1998-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-04-07,15,False,0,8396,1815,Mid-term,English
+7721,17116748,0.0,290475.9,2015-07-09,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,N,6-10,Unknown,Premier,2012-10-17,22,True,0,2088,3083,Short-term,Unknown
+7722,17117020,0.0,184708.33333333334,1997-04-01,10,False,True,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,51-100,English,Premier,2012-01-08,10,True,0,8761,3366,Mid-term,English
+7723,17119962,147.11542857142857,51637.51542857143,1963-07-01,13,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-11-06,13,True,1,21089,1602,Long-term,English
+7724,17123888,0.0,170012.00000000003,1996-02-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-09,20,True,0,9186,2453,Mid-term,English
+7725,17124490,0.0,621967.9390476192,1993-05-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-09,16,True,0,10192,3334,Mid-term,English
+7727,17128795,275.1840000000001,148599.36000000004,1993-10-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2012-10-06,20,True,1,10025,3094,Mid-term,English
+7728,17129231,0.0,113630.40000000001,2014-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-13,20,True,0,2355,2418,Short-term,English
+7730,17137591,0.0,146583.6,1989-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2015-01-23,4,True,0,11742,2255,Mid-term,Unknown
+7732,17138934,0.0,895716.9,1987-05-15,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-05,18,False,0,12370,3338,Mid-term,English
+7733,17143459,0.0,95502.0,1982-09-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2015-06-15,2,True,0,14087,2112,Mid-term,Unknown
+7734,17146103,405.39200000000005,214452.36800000005,1977-08-15,23,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-30,23,False,1,15930,2523,Long-term,English
+7736,17147957,0.0,328989.2571428572,1991-04-01,11,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-02,11,True,0,10953,3159,Mid-term,English
+7737,17147975,0.0,409888.2666666667,1995-10-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2006-12-23,14,True,0,9309,5208,Mid-term,English
+7738,17153163,0.0,166656.0,1996-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-02,15,False,0,9172,2551,Mid-term,English
+7739,17155078,0.0,342094.6285714286,1996-11-01,9,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-12,9,True,0,8912,3546,Mid-term,English
+7740,17159775,0.0,110101.82857142857,1989-09-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-07,6,True,0,11516,1846,Mid-term,English
+7741,17162147,0.0,138549.77333333335,1980-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-11-04,19,False,0,14909,2335,Long-term,Unknown
+7744,17164992,0.0,548041.1733333333,1989-03-01,26,True,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-08-26,26,True,0,11714,2405,Mid-term,English
+7745,17167020,275.2666666666667,70193.00000000001,1979-12-25,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-12-25,15,True,1,15068,3745,Long-term,English
+7746,17167674,0.0,948736.8800000001,1996-06-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-12,19,True,0,9065,2996,Mid-term,English
+7747,17171545,0.0,1134216.72,1985-02-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,101-500,English,Standard,2013-02-25,15,True,0,13189,2952,Mid-term,English
+7748,17173518,0.0,290902.85714285716,1996-09-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-17,15,True,0,8973,2506,Mid-term,English
+7749,17178163,0.0,1447638.6666666667,1992-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2013-02-20,20,False,0,10587,2957,Mid-term,Unknown
+7750,17185904,0.0,193042.2857142857,1992-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-26,17,False,0,10404,2283,Mid-term,English
+7752,17187409,0.0,333742.8571428571,1991-07-15,15,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-05-02,15,True,0,10848,2521,Mid-term,English
+7753,17187621,0.0,765336.0,1997-04-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2012-09-12,20,True,0,8747,3118,Mid-term,Unknown
+7754,17194110,0.0,402543.3714285715,1990-06-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-09,23,True,0,11257,2514,Mid-term,English
+7755,17198697,0.0,278666.6666666667,2003-12-03,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-20,19,True,0,6324,2837,Short-term,English
+7757,17199850,0.0,209923.2,1995-07-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-12-23,20,False,0,9387,1921,Mid-term,English
+7758,17200232,0.0,723128.3200000001,1996-11-01,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2005-07-03,8,True,0,8912,5746,Mid-term,English
+7759,17204039,0.0,506558.08,1997-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-11-14,21,True,0,8717,3055,Mid-term,English
+7761,17211842,751.0666666666667,1297843.2000000002,1993-07-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Russian,Premier,2014-06-28,18,True,1,10131,2464,Mid-term,European
+7762,17214432,0.0,372800.00000000006,1996-09-15,10,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2014-05-06,10,True,0,8959,2517,Mid-term,Unknown
+7763,17219309,0.0,187568.0,1988-01-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-13,20,True,0,12139,3453,Mid-term,English
+7764,17219316,0.0,514706.4000000001,1995-03-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-22,18,True,0,9523,3352,Mid-term,English
+7765,17220777,0.0,2302150.5000000005,1991-09-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-11,23,True,0,10786,3028,Mid-term,English
+7766,17224394,124.628,139707.98799999998,1993-02-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-16,19,True,1,10281,2749,Mid-term,English
+7767,17226916,0.0,478053.3333333334,1983-12-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2014-11-14,25,False,0,13617,2325,Mid-term,European
+7768,17231672,0.0,295347.0742857143,1986-12-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-07,19,True,0,12521,2789,Mid-term,English
+7769,17233713,0.0,465349.5000000001,1996-08-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-11-18,15,True,0,8990,3417,Mid-term,English
+7770,17235559,0.0,656292.0000000001,1998-07-20,25,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2013-12-25,25,True,0,8286,2649,Mid-term,Unknown
+7771,17240384,0.0,869470.2293333334,1995-01-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-01,16,True,0,9568,3799,Mid-term,English
+7772,17243660,0.0,151304.2514285714,2009-04-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-28,13,True,0,4364,2160,Short-term,English
+7773,17248148,0.0,288707.2,1983-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-13,21,True,0,13951,2114,Mid-term,English
+7774,17249494,0.0,417152.4000000001,1997-02-01,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2013-06-12,7,True,0,8820,2845,Mid-term,English
+7775,17249810,763.0628571428571,1053026.7428571428,1981-06-01,23,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-02-06,23,True,1,14544,4432,Long-term,English
+7776,17256099,0.0,51418.98666666667,1992-08-01,7,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-08-29,7,True,0,10465,2767,Mid-term,Unknown
+7778,17258808,0.0,900945.6,1996-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2016-04-06,17,False,0,9172,1816,Mid-term,English
+7779,17258813,0.0,478643.84,1992-12-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-13,17,True,0,10343,3270,Mid-term,English
+7781,17264293,0.0,244087.36000000002,1991-08-01,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-07,17,True,0,10831,3154,Mid-term,English
+7783,17267251,287.8,208942.80000000002,2008-01-09,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-22,11,True,1,4826,2105,Short-term,English
+7784,17267924,304.4166666666667,306852.0,1976-01-01,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-01-28,18,True,1,16522,1885,Long-term,English
+7785,17270603,0.0,238379.88571428577,1990-10-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-26,15,True,0,11135,2831,Mid-term,English
+7786,17273023,0.0,114080.0,1989-10-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2015-03-23,16,True,0,11500,2196,Mid-term,English
+7787,17274412,192.05333333333334,32264.960000000003,1996-11-15,7,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-01-03,7,True,1,8898,1910,Mid-term,English
+7788,17275169,78.32000000000001,162122.40000000002,1946-01-01,15,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2016-11-13,15,False,1,27479,1595,Long-term,English
+7790,17285104,724.0133333333333,897052.5199999999,1993-04-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-06-15,21,True,1,10208,3207,Mid-term,English
+7791,17285995,0.0,693253.0800000002,2012-01-17,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-19,15,True,0,3357,3173,Short-term,English
+7792,17287670,620.7314285714285,150217.0057142857,2002-06-28,11,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,Y,N,6-10,English,Premier,2012-06-14,11,True,1,6847,3208,Mid-term,English
+7794,17288455,0.0,218047.88571428572,1994-02-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-18,5,True,0,9916,3540,Mid-term,English
+7795,17288678,0.0,19888.199999999997,1982-03-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2013-07-28,3,True,0,14257,2799,Mid-term,Unknown
+7796,17290943,0.0,397518.17142857146,1996-09-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-26,12,False,0,8973,3166,Mid-term,English
+7797,17291257,486.86666666666673,408968.0,1993-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2015-12-21,21,True,1,10039,1923,Mid-term,English
+7800,17312793,0.0,286136.4,1997-04-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-27,15,True,0,8761,2769,Mid-term,English
+7801,17313859,0.0,789436.6190476192,1997-03-01,47,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-02-25,47,False,0,8792,2587,Mid-term,Unknown
+7802,17314136,717.7,172248.00000000003,1969-06-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-08-27,12,False,1,18913,3865,Long-term,English
+7803,17314270,0.0,249322.17142857148,1984-05-15,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Arabic,Standard,2011-01-19,12,True,0,13465,3720,Mid-term,Asian
+7804,17315283,0.0,121578.00000000001,1993-11-01,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-05,21,True,0,10008,2730,Mid-term,English
+7805,17326594,0.0,157205.42857142858,1997-01-15,15,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-25,15,True,0,8837,3349,Mid-term,English
+7806,17330856,0.0,30631.46666666667,1992-10-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-05-25,2,False,0,10390,2133,Mid-term,Unknown
+7807,17331874,0.0,443642.4,1994-04-15,19,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-22,19,True,0,9843,3352,Mid-term,English
+7808,17338850,0.0,167031.42857142858,2014-06-02,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-02,18,True,0,2490,3586,Short-term,English
+7810,17340695,454.62857142857155,850155.4285714288,1989-07-01,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-02,22,True,1,11592,3433,Mid-term,English
+7813,17349434,0.0,1655229.3333333335,1995-04-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-05-01,19,False,0,9478,2887,Mid-term,English
+7814,17351589,0.0,698175.3333333334,1988-03-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-20,20,True,0,12079,2533,Mid-term,English
+7815,17352083,0.0,285398.39999999997,1993-07-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2015-10-12,20,True,0,10117,1993,Mid-term,English
+7817,17362876,529.2,325987.20000000007,1993-04-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-06,14,True,1,10222,3094,Mid-term,English
+7819,17368961,0.0,564446.4,2007-12-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-11-03,6,False,0,4865,4527,Short-term,English
+7820,17373357,0.0,182818.00000000003,2001-08-14,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-21,19,True,0,7165,2897,Mid-term,English
+7821,17373979,0.0,190320.21333333335,1991-09-01,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-27,19,True,0,10800,2435,Mid-term,English
+7822,17374688,716.2666666666668,1607302.4000000001,2006-04-11,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-01,17,True,1,5464,3860,Short-term,English
+7824,17387269,0.0,2664836.416666667,2017-08-14,49,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-03-07,49,True,0,1321,2942,Short-term,Unknown
+7825,17394436,0.0,526392.8685714286,1985-07-15,22,False,True,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2016-01-21,22,True,0,13039,1892,Mid-term,English
+7827,17401950,233.7904761904762,100997.48571428572,2003-08-26,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-10,3,True,1,6423,2602,Mid-term,English
+7828,17404223,0.0,383952.0,1996-03-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese,Standard,2013-12-24,19,True,0,9157,2650,Mid-term,Asian
+7829,17404980,1116.7,178672.0,2017-10-13,10,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-11-05,10,True,1,1261,2334,Short-term,English
+7830,17406384,194.03428571428572,53553.462857142855,1978-12-25,6,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-12,6,True,1,15433,2085,Long-term,English
+7831,17406848,0.0,686120.2285714287,1995-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-27,18,True,0,9278,3896,Mid-term,English
+7832,17407949,0.0,126444.64,1993-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-09-26,21,True,0,10039,2739,Mid-term,Unknown
+7833,17413260,232.11809523809526,404581.84,1971-09-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-03-13,21,False,1,18105,2206,Long-term,English
+7834,17413899,0.0,325596.38399999996,1989-07-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-10,18,True,0,11592,2786,Mid-term,English
+7835,17415118,459.0,192780.0,1994-08-15,21,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2005-10-31,21,True,1,9721,5626,Mid-term,English
+7836,17419527,0.0,41008.19047619048,1997-12-25,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-05,10,True,0,8493,3187,Mid-term,English
+7837,17425109,0.0,30141.15,1996-08-01,5,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2012-12-03,5,True,0,9004,3036,Mid-term,English
+7838,17425257,0.0,791712.0000000001,1995-01-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-24,24,True,0,9568,2803,Mid-term,English
+7839,17428281,181.85333333333335,155484.6,1994-03-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-08,19,False,1,9888,2788,Mid-term,English
+7840,17429836,1416.5333333333335,995822.9333333336,1995-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-09-23,19,False,1,9431,2377,Mid-term,English
+7841,17435291,225.08000000000004,486172.80000000005,1968-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-05-22,20,True,1,19444,3231,Long-term,English
+7844,17440302,0.0,399717.51238095236,2012-03-09,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-15,19,True,0,3305,3755,Short-term,English
+7846,17440849,0.0,679669.7599999999,1992-10-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-18,14,True,0,10404,2809,Mid-term,English
+7847,17442088,0.0,260507.37142857144,1983-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-20,19,True,0,13739,3446,Mid-term,English
+7849,17446892,0.0,700867.142857143,2010-05-28,10,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-03-10,10,True,0,3956,3304,Short-term,English
+7850,17447720,0.0,326177.28,2009-04-11,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-09-16,22,False,0,4368,3845,Short-term,English
+7851,17448383,0.0,1731260.96,1993-09-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-16,22,True,0,10069,2749,Mid-term,English
+7852,17464003,772.2666666666668,1380812.8,1977-06-15,12,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2007-11-16,12,True,1,15991,4880,Long-term,English
+7854,17475107,0.0,509223.3142857143,1974-01-15,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2015-04-05,22,True,0,17238,2183,Long-term,Unknown
+7855,17477398,0.0,630220.8000000002,1990-11-15,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2012-07-25,24,True,0,11090,3167,Mid-term,Unknown
+7856,17478143,0.0,287978.5333333333,1989-11-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-13,22,False,0,11469,2234,Mid-term,English
+7857,17483775,0.0,1225947.8399999999,2011-07-05,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2002-09-27,18,True,0,3553,6756,Short-term,English
+7858,17484878,173.0533333333333,149518.08,1981-02-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-06,16,True,1,14664,2698,Long-term,English
+7859,17485046,0.0,257320.21333333338,1981-10-01,11,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-04-01,11,True,0,14422,3648,Long-term,English
+7860,17485709,0.0,445322.0266666667,1992-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-20,17,True,0,10587,2898,Mid-term,English
+7861,17490250,0.0,2786965.76,1969-09-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2002-11-25,20,True,0,18821,6697,Long-term,English
+7862,17490862,0.0,233467.2,1995-08-15,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-01,12,False,0,9356,3068,Mid-term,English
+7864,17493570,0.0,1703142.0,1976-09-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2012-12-04,9,False,0,16278,3035,Long-term,English
+7865,17496204,0.0,565844.4,1996-01-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-02,9,True,0,9203,3586,Mid-term,English
+7866,17505525,0.0,3638.96,2000-12-04,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-11,2,True,0,7418,2359,Mid-term,English
+7867,17506684,0.0,340134.91200000007,1996-04-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-09-17,16,True,0,9112,4209,Mid-term,English
+7868,17507079,0.0,1445574.0,2017-01-06,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-24,21,True,0,1541,3868,Short-term,English
+7869,17513549,0.0,222635.40000000002,1997-05-15,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-12-07,17,True,0,8717,2302,Mid-term,English
+7870,17513641,0.0,30319.432000000004,2017-10-13,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-16,17,True,0,1261,2203,Short-term,English
+7871,17518332,153.65714285714287,82974.85714285714,1970-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2015-09-07,20,True,1,18562,2028,Long-term,Unknown
+7872,17519009,0.0,1733301.0,1985-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-04-03,15,False,0,12961,3646,Mid-term,English
+7873,17520542,0.0,261497.60000000006,2003-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-03-05,16,True,0,6526,2214,Mid-term,English
+7874,17524130,191.9066666666667,62753.48,1993-02-01,3,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-04-27,3,True,1,10281,2891,Mid-term,Unknown
+7875,17527082,0.0,82180.8,1998-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-07,20,False,0,8455,2485,Mid-term,English
+7877,17532914,0.0,309862.7504761904,1993-05-21,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-10-03,22,True,0,10172,2732,Mid-term,English
+7878,17533595,0.0,426064.0,1997-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-07-24,15,False,0,8564,2803,Mid-term,English
+7879,17533627,0.0,214941.65333333335,1994-03-15,5,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-19,5,True,0,9874,3416,Mid-term,English
+7880,17536752,0.0,335247.1238095238,1996-05-15,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-15,17,True,0,9082,3999,Mid-term,English
+7881,17538088,0.0,561184.0000000001,2012-08-15,6,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2014-02-26,6,True,0,3146,2586,Short-term,English
+7882,17539482,0.0,76739.50000000001,1990-11-01,15,True,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-03-16,15,True,0,11104,1837,Mid-term,English
+7883,17542533,0.0,149276.0,1990-12-01,14,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-07-30,14,True,0,11074,2067,Mid-term,English
+7886,17547655,0.0,283751.25333333336,1994-02-15,16,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-04-13,16,True,0,9902,3636,Mid-term,English
+7887,17548354,0.0,1285053.7142857143,1992-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-25,20,True,0,10587,3928,Mid-term,English
+7889,17550697,0.0,158311.54285714286,1992-04-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-06-28,18,True,0,10587,2464,Mid-term,English
+7890,17550823,0.0,690438.1714285715,1998-02-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-25,18,True,0,8441,2375,Mid-term,English
+7891,17552710,0.0,728950.0,1996-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-04-01,14,True,0,9035,2917,Mid-term,English
+7892,17557799,408.512,589891.328,1959-06-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-06,19,False,1,22566,1999,Long-term,English
+7893,17559155,0.0,44885.03999999999,2010-06-03,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-21,1,True,0,3950,3567,Short-term,English
+7894,17562238,0.0,125293.34999999999,2006-08-14,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2015-04-09,7,True,0,5339,2179,Short-term,English
+7895,17562802,0.0,693948.0380952382,1996-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-09,19,True,0,8898,2695,Mid-term,English
+7896,17564528,108.09119999999999,112090.5744,2013-05-15,17,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-03,17,True,1,2873,2244,Short-term,English
+7897,17567218,0.0,100971.42857142858,1984-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2008-10-17,20,True,0,13509,4544,Mid-term,English
+7900,17573027,0.0,193712.4205714286,1997-05-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-29,9,False,0,8717,4016,Mid-term,English
+7901,17573569,0.0,244032.00000000006,1995-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-03-14,15,False,0,9478,4396,Mid-term,English
+7903,17575492,0.0,193385.75999999998,2005-03-09,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-05,6,True,0,5862,3187,Short-term,English
+7906,17580571,0.0,1114371.2914285716,1995-03-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-30,16,False,0,9523,3709,Mid-term,English
+7907,17583398,0.0,421434.624,1994-05-01,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-07-23,17,False,0,9827,2804,Mid-term,English
+7908,17584443,0.0,413996.80000000005,1992-08-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-31,21,True,0,10451,2188,Mid-term,English
+7909,17584696,0.0,363632.91428571433,1996-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-14,18,True,0,8973,3055,Mid-term,English
+7910,17584963,339.80333333333334,329269.43,1993-05-01,19,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-04-04,19,True,1,10192,2914,Mid-term,English
+7911,17585449,0.0,123826.56000000001,1990-12-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-20,3,True,0,11060,2807,Mid-term,English
+7914,17590388,0.0,258592.2857142857,1988-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-16,23,True,0,12079,2992,Mid-term,English
+7916,17591190,121.65333333333334,254985.38666666666,1983-11-01,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-04-16,16,True,1,13661,2172,Mid-term,English
+7917,17594031,0.0,697170.2400000001,1997-04-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-28,24,False,0,8761,3468,Mid-term,English
+7918,17596131,0.0,347610.24,2000-05-19,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-23,18,True,0,7617,3199,Mid-term,English
+7920,17600442,0.0,640109.4857142856,1996-10-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-10,18,True,0,8929,3182,Mid-term,English
+7921,17600794,0.0,1348222.4000000001,1990-09-15,21,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-05-28,21,False,0,11151,2860,Mid-term,English
+7922,17602967,0.0,136671.16190476192,1993-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-04-09,19,False,0,10100,3640,Mid-term,English
+7923,17608109,374.49600000000004,988669.4400000001,1981-12-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-29,22,False,1,14361,2524,Long-term,English
+7924,17611658,0.0,322106.24,1996-02-01,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,Unknown,Standard,2008-10-19,14,False,0,9186,4542,Mid-term,Unknown
+7925,17612148,130.42666666666668,63909.066666666666,1972-07-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-16,14,True,1,17787,2262,Long-term,English
+7926,17618504,0.0,1365018.7200000002,1982-07-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,Y,N,Y,N,Y,11-50,English,Standard,2011-08-04,23,True,0,14149,3523,Mid-term,English
+7927,17621402,0.0,1532421.0,1986-07-01,22,False,False,False,NOTICE,WEB,N,Y,Y,N,N,N,N,N,Y,51-100,English,Premier,2012-11-30,22,True,0,12688,3039,Mid-term,English
+7928,17626498,0.0,327391.7142857143,1985-11-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-09,19,True,0,12930,3671,Mid-term,English
+7929,17628731,0.0,475401.1428571429,1997-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-01-17,22,True,0,8820,2261,Mid-term,English
+7930,17630616,0.0,237439.92380952387,2013-07-23,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-25,20,True,0,2804,2649,Short-term,English
+7931,17637105,0.0,107853.44000000002,1997-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-22,4,False,0,8806,2927,Mid-term,English
+7932,17645537,0.0,354722.4986666666,2014-07-18,23,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-15,23,True,0,2444,3054,Short-term,English
+7933,17648523,0.0,783626.6666666669,1988-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-17,20,False,0,11973,2932,Mid-term,English
+7934,17655884,0.0,1555398.0,1997-09-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2008-12-23,13,False,0,8594,4477,Mid-term,English
+7935,17657040,0.0,49752.5,1997-11-01,7,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,N,11-50,Arabic,Standard,2015-07-06,7,True,0,8547,2091,Mid-term,Asian
+7936,17661120,219.7714285714286,127467.42857142861,1992-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-22,20,True,1,10664,2501,Mid-term,English
+7938,17663845,201.0666666666667,401128.00000000006,1993-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-23,19,False,1,10208,2985,Mid-term,English
+7940,17664935,0.0,1329123.5999999999,1989-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-17,21,False,0,11439,3326,Mid-term,English
+7942,17669754,0.0,703024.1523809523,1983-02-01,17,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2012-09-24,17,True,0,13934,3106,Mid-term,English
+7943,17671494,0.0,347389.3333333333,1984-04-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-03-09,20,False,0,13495,2210,Mid-term,English
+7945,17679829,382.5033333333334,448676.41000000003,1972-01-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-05-27,23,False,1,17969,2131,Long-term,English
+7946,17681836,120.17333333333335,271591.7333333334,1982-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-01,20,True,1,14330,2157,Long-term,English
+7947,17684017,1347.7533333333333,1293843.2,1993-02-01,15,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,Y,Y,Y,Y,Y,Y,Y,101-500,Unknown,Premier,2012-11-20,15,True,1,10281,3049,Mid-term,Unknown
+7948,17688570,122.76,230911.56,1993-04-15,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-05,19,True,1,10208,2183,Mid-term,English
+7949,17695495,0.0,306852.3428571429,1990-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-15,18,True,0,11213,1838,Mid-term,English
+7950,17698689,0.0,292556.16,1991-11-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-27,18,False,0,10725,2526,Mid-term,English
+7952,17710179,324.7047619047619,697141.1238095238,1978-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-30,19,True,1,15504,3253,Long-term,English
+7953,17710232,0.0,673276.032,1991-10-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-28,12,False,0,10770,2737,Mid-term,English
+7954,17712495,250.72380952380956,742393.2000000001,1989-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-12,21,True,1,11608,2723,Mid-term,English
+7955,17714941,245.82857142857142,324493.71428571426,1969-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-16,20,True,1,18720,2688,Long-term,English
+7956,17715746,224.7786666666667,593415.6800000002,1992-12-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2013-11-07,24,False,1,10343,2697,Mid-term,Asian
+7958,17730153,0.0,222806.93760000006,1982-10-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-24,18,True,0,14043,2619,Mid-term,English
+7959,17730665,0.0,62101.94285714286,2008-12-09,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-09,12,False,0,4491,3244,Short-term,English
+7960,17738798,0.0,71104.00000000001,1999-09-10,6,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-21,6,True,0,7869,3353,Mid-term,English
+7961,17741876,0.0,681721.6428571428,1977-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-12-01,23,False,0,16111,2308,Long-term,English
+7962,17745088,0.0,2305536.0,1997-08-15,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2007-06-25,16,True,0,8625,5024,Mid-term,English
+7963,17745463,0.0,130416.57142857145,1983-11-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-28,23,True,0,13661,2281,Mid-term,English
+7964,17748551,493.61866666666674,1018828.9280000002,2008-10-07,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,N,N,N,N,N,Y,11-50,English,Standard,2013-05-18,24,False,1,4554,2870,Short-term,English
+7966,17750286,0.0,349651.92,1989-06-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-30,17,False,0,11622,3375,Mid-term,English
+7967,17751735,0.0,265769.81333333335,1990-03-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-14,16,True,0,11349,2904,Mid-term,English
+7968,17751910,0.0,74416.15238095238,1988-07-05,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-20,16,True,0,11953,2442,Mid-term,English
+7970,17755831,0.0,1336376.6400000001,1986-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2010-12-07,18,True,0,12838,3763,Mid-term,English
+7971,17759234,0.0,5334160.0,1995-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,500+,English,Premier,2012-06-13,23,True,0,9551,3209,Mid-term,English
+7972,17761129,0.0,60115.88571428571,2006-07-17,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-02,6,True,0,5367,3586,Short-term,English
+7973,17762539,0.0,1284384.8159999999,1981-01-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2013-03-19,17,True,0,14695,2930,Long-term,English
+7974,17771958,190.08,47900.16,1960-03-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-05-16,18,False,1,22306,2872,Long-term,English
+7975,17774050,0.0,1043935.6200000002,2009-09-09,29,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-04-02,29,False,0,4217,2916,Short-term,English
+7976,17778082,0.0,255338.72000000006,1985-06-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-02-23,14,False,0,13083,3320,Mid-term,Unknown
+7977,17784587,0.0,402872.0800000001,1986-08-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-27,15,True,0,12657,2922,Mid-term,English
+7979,17789071,406.6095238095238,128081.99999999999,1993-08-15,21,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-09-21,21,True,1,10086,3840,Mid-term,English
+7980,17789317,0.0,37201.920000000006,1984-03-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-17,8,False,0,13540,2414,Mid-term,English
+7982,17795230,74.93733333333333,224811.99999999997,1981-09-15,20,False,True,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-13,20,True,1,14438,2022,Long-term,English
+7983,17798139,0.0,170038.85714285713,1993-04-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-27,15,True,0,10222,3316,Mid-term,English
+7984,17798567,2082.6,2057608.8,1993-08-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,Y,N,Y,101-500,English,Premier,2011-03-20,19,True,1,10100,3660,Mid-term,English
+7985,17799296,0.0,418281.9428571429,2011-10-12,9,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-03,9,True,0,3454,3340,Short-term,English
+7987,17801449,250.45714285714286,662709.6000000001,1975-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-14,18,False,1,16828,2721,Long-term,English
+7988,17804634,0.0,969433.92,1996-04-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-07-21,12,False,0,9112,2441,Mid-term,English
+7989,17804824,0.0,377432.38095238095,2009-04-08,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-02,25,True,0,4371,2672,Short-term,English
+7993,17815120,0.0,546776.5333333334,1997-03-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-20,20,True,0,8778,2929,Mid-term,English
+7994,17815165,354.5714285714286,74105.42857142858,1967-10-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-29,19,True,1,19522,3467,Long-term,English
+7995,17817079,0.0,843261.76,1995-10-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-08-06,22,True,0,9295,5712,Mid-term,English
+7996,17818534,0.0,57153.6,1997-01-01,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-19,14,False,0,8851,2320,Mid-term,English
+7997,17825779,0.0,41762.0,1995-10-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2014-03-29,3,True,0,9309,2555,Mid-term,Unknown
+7998,17825912,0.0,923711.6571428573,1997-01-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-03,15,True,0,8851,4070,Mid-term,English
+7999,17825949,0.0,236020.57142857145,1997-12-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-20,12,True,0,8503,3233,Mid-term,English
+8000,17827258,0.0,142732.80000000002,1991-04-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-03,18,True,0,10953,3463,Mid-term,English
+8001,17830293,0.0,60106.80000000001,1997-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-27,18,True,0,8656,1978,Mid-term,English
+8002,17830845,170.08,127219.84000000001,1992-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2016-04-25,17,True,1,10633,1797,Mid-term,English
+8003,17833837,369.2533333333334,252569.28000000003,1994-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-05-07,19,True,1,9735,4707,Mid-term,English
+8004,17836923,162.74666666666667,173487.94666666668,2009-02-26,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-19,13,True,1,4412,2593,Short-term,English
+8005,17837336,0.0,67970.93333333333,2014-02-06,8,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2016-08-09,8,False,0,2606,1691,Short-term,English
+8006,17839556,0.0,829137.6533333336,1995-12-15,47,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-13,47,True,0,9234,2630,Mid-term,English
+8007,17848596,650.8666666666668,748496.6666666669,2007-09-10,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-01-19,23,False,1,4947,2259,Short-term,English
+8008,17850711,0.0,249024.00000000006,2014-07-16,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-22,18,True,0,2446,2166,Short-term,English
+8009,17850898,1280.2399999999998,506975.0399999999,1978-06-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,N,N,N,Y,Y,51-100,English,Premier,2009-07-01,22,False,1,15626,4287,Long-term,English
+8010,17852157,0.0,258195.3523809524,1988-12-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-26,17,True,0,11804,2527,Mid-term,English
+8011,17856138,0.0,285944.43428571435,1989-12-25,11,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-02,11,False,0,11415,3098,Mid-term,English
+8012,17859889,502.33333333333337,1033299.6666666669,1994-06-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2010-10-25,17,True,1,9796,3806,Mid-term,Unknown
+8013,17862479,0.0,1964500.6933333334,2007-10-25,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-11-27,19,False,0,4902,4503,Short-term,English
+8014,17865957,0.0,42376.31999999999,1991-01-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-26,20,True,0,11043,2648,Mid-term,English
+8015,17867974,0.0,839908.4266666668,1991-03-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-28,19,True,0,10970,2615,Mid-term,English
+8018,17888735,715.0,1051050.0,1977-07-01,15,False,False,False,NOTICE,MAIL,N,Y,Y,Y,Y,Y,N,N,Y,101-500,English,Standard,2014-09-10,15,False,1,15975,2390,Long-term,English
+8019,17889255,225.76,216729.59999999998,1993-01-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Spanish,Premier,2012-05-15,10,True,1,10298,3238,Mid-term,European
+8020,17890897,0.0,193797.12000000002,1992-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,1-5,English,Premier,2011-11-03,18,True,0,10496,3432,Mid-term,English
+8021,17891382,0.0,291908.4,1996-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-30,19,False,0,9172,2674,Mid-term,English
+8022,17892213,308.4533333333334,295806.7466666667,1986-08-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-18,7,True,1,12657,2505,Mid-term,English
+8024,17895020,0.0,80940.72380952381,1988-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-24,19,True,0,12079,2254,Mid-term,English
+8026,17897673,0.0,182036.64761904767,1995-05-29,13,True,False,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-31,13,True,0,9434,2247,Mid-term,English
+8027,17899073,0.0,1082071.4666666668,1990-08-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-27,22,True,0,11196,3347,Mid-term,English
+8028,17900580,289.2,419050.8,1984-11-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-08-05,21,True,1,13295,3887,Mid-term,English
+8029,17906055,0.0,250499.2,1998-02-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-09,7,True,0,8441,2453,Mid-term,English
+8031,17909850,0.0,475834.6666666666,2005-11-26,20,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-07-27,20,True,0,5600,2800,Short-term,English
+8032,17914551,198.0952380952381,356571.4285714286,1979-08-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-24,18,True,1,15214,2346,Long-term,English
+8033,17914984,0.0,212683.52000000002,1996-02-15,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-24,16,False,0,9172,2315,Mid-term,English
+8034,17919165,823.8666666666668,1120458.6666666667,1994-02-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2007-02-25,20,True,1,9902,5144,Mid-term,English
+8035,17924643,0.0,234185.38666666672,1996-02-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-20,19,True,0,9172,2898,Mid-term,English
+8036,17930869,0.0,152503.38133333335,1984-01-15,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-12,8,True,0,13586,3607,Mid-term,English
+8037,17937187,372.0761904761905,386959.2380952381,1994-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-26,20,True,1,9782,3593,Mid-term,English
+8038,17937926,0.0,27883.45,1997-09-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2013-12-30,1,False,0,8608,2644,Mid-term,Unknown
+8039,17937928,0.0,203671.60000000003,1987-09-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-24,11,True,0,12247,2468,Mid-term,English
+8040,17939292,0.0,647075.5200000001,2017-07-17,21,False,True,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-31,21,True,0,1349,2612,Short-term,English
+8041,17939336,0.0,97897.80000000002,1986-05-15,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-08,14,True,0,12735,2150,Mid-term,English
+8043,17947528,0.0,364891.2,1985-07-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-19,20,True,0,13039,2565,Mid-term,English
+8044,17949927,480.51428571428573,792368.0571428571,1995-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-09,17,True,1,9568,4370,Mid-term,English
+8045,17953997,0.0,712654.2857142857,1992-07-01,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-08-09,18,False,0,10496,2787,Mid-term,Unknown
+8046,17954276,0.0,1006591.0994285715,1985-02-01,17,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-15,17,True,0,13203,2842,Mid-term,English
+8047,17956557,1023.3302857142858,1391729.1885714289,2010-06-11,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2005-10-30,20,True,1,3942,5627,Short-term,English
+8048,17958338,0.0,423280.0,1991-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-29,15,False,0,10770,2371,Mid-term,English
+8049,17960637,0.0,987748.8000000003,1995-01-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-01-05,21,True,0,9582,3369,Mid-term,English
+8050,17964747,0.0,568668.1333333333,1997-04-15,17,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-08-25,17,True,0,8747,3136,Mid-term,English
+8052,17970106,0.0,81131.58857142857,1997-08-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-19,9,False,0,8625,2838,Mid-term,English
+8053,17980600,0.0,381821.4400000001,2014-08-20,4,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-08-01,4,False,0,2411,2065,Short-term,English
+8055,17981444,228.9714285714286,785829.942857143,2007-09-28,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-17,24,True,1,4929,2567,Short-term,English
+8056,17983212,1596.4866666666667,1123926.6133333333,2014-06-11,16,True,True,True,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,Y,Y,101-500,Greek,Premier,2011-10-25,16,True,1,2481,3441,Short-term,European
+8057,17985714,202.33333333333334,65556.0,1968-02-01,18,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,1-5,English,Standard,2013-01-10,18,True,1,19413,2998,Long-term,English
+8058,17987561,0.0,110537.63809523812,2005-07-13,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-12,13,False,0,5736,3696,Short-term,English
+8059,17992127,0.0,823366.4266666668,1999-01-04,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-11-23,22,False,0,8118,4507,Mid-term,English
+8060,17999388,1357.1168000000002,1974604.9440000004,1976-02-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2006-07-04,15,False,1,16477,5380,Long-term,English
+8062,18014842,0.0,318487.12000000005,1997-04-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-14,14,True,0,8761,3025,Mid-term,English
+8063,18018939,0.0,141140.26666666666,2013-05-31,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2014-03-16,11,True,0,2857,2568,Short-term,Unknown
+8064,18019714,0.0,1146474.5600000003,2011-03-14,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-08,21,True,0,3666,3275,Short-term,English
+8065,18020815,0.0,452191.60380952386,1997-12-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-27,22,True,0,8503,3561,Mid-term,English
+8066,18020881,0.0,752915.7999999999,2003-02-27,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2003-03-29,14,True,0,6603,6573,Mid-term,English
+8067,18021253,0.0,249156.66285714283,1995-01-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-15,22,True,0,9582,2569,Mid-term,English
+8068,18021765,0.0,246119.46666666667,1995-07-15,20,False,False,False,AUTO RENEW,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-25,20,True,0,9387,3349,Mid-term,English
+8069,18024951,0.0,155781.76,2004-02-17,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2013-11-29,19,False,0,6248,2675,Short-term,Unknown
+8070,18025219,0.0,603091.9999999999,2012-08-02,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-12,20,True,0,3159,3027,Short-term,English
+8071,18025228,0.0,45690.18666666667,1984-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-08-20,19,True,0,13387,2046,Mid-term,English
+8073,18026050,281.44761904761907,664216.3809523811,1993-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-06,20,False,1,10267,2943,Mid-term,English
+8074,18030730,0.0,68888.0,1995-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-04-06,20,True,0,9370,3277,Mid-term,Unknown
+8075,18031546,691.3333333333334,1023173.3333333334,1993-01-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-10-28,10,False,1,10312,2342,Mid-term,English
+8076,18032093,232.29333333333335,527770.4533333334,1976-03-13,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-11,16,True,1,16450,2116,Long-term,English
+8077,18033040,0.0,139737.55714285717,2012-11-29,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2010-03-06,11,False,0,3040,4039,Short-term,Unknown
+8079,18036209,526.2,434115.00000000006,1996-07-15,25,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-10-01,25,True,1,9021,2004,Mid-term,English
+8080,18037591,543.2666666666668,912688.0000000001,2007-06-30,24,True,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-10,24,True,1,5019,3151,Short-term,English
+8081,18038132,331.58666666666664,291796.26666666666,1963-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-05-28,20,True,1,21105,4321,Long-term,English
+8082,18038146,163.44761904761907,101500.97142857144,1994-09-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-29,9,True,1,9704,2098,Mid-term,English
+8083,18038556,127.10666666666667,163586.28,1975-05-01,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-19,11,False,1,16767,2228,Long-term,English
+8084,18040099,195.26666666666668,231976.80000000002,1972-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-23,22,True,1,17801,2926,Long-term,English
+8086,18042252,0.0,450662.4,2016-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-20,18,True,0,1685,2350,Short-term,English
+8087,18044932,0.0,86430.0,1992-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-25,18,True,0,10573,2893,Mid-term,English
+8088,18047104,0.0,905795.28,1983-03-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-24,18,True,0,13892,2894,Mid-term,English
+8091,18058565,0.0,359698.5142857143,1990-12-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-16,12,True,0,11060,3053,Mid-term,English
+8092,18059138,0.0,109002.45942857143,2007-07-09,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-17,16,True,0,5010,2230,Short-term,English
+8093,18064474,0.0,250086.61333333334,1996-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-03,19,False,0,9112,2824,Mid-term,English
+8094,18065894,0.0,92342.18666666668,1994-02-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-12-10,2,True,0,9902,2664,Mid-term,English
+8095,18066176,0.0,69675.32,1989-12-01,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-12,11,True,0,11439,2845,Mid-term,English
+8096,18071922,0.0,227634.80000000002,1996-03-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2013-09-04,4,True,0,9157,2761,Mid-term,English
+8097,18072005,0.0,64768.0,1991-12-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-23,24,True,0,10709,2135,Mid-term,English
+8099,18074696,153.70666666666668,314637.5466666667,1994-10-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-05-23,23,False,1,9660,2500,Mid-term,English
+8101,18076097,0.0,302577.60000000003,2005-07-26,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2014-07-08,8,True,0,5723,2454,Short-term,English
+8102,18076950,0.0,1776952.3200000003,1997-05-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2005-05-25,18,True,0,8717,5785,Mid-term,English
+8103,18077713,0.0,184079.808,1984-04-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-03,17,True,0,13495,3493,Mid-term,English
+8104,18077913,0.0,311177.01333333337,1988-03-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-05,13,True,0,12065,3003,Mid-term,English
+8105,18079877,0.0,64098.600000000006,1989-09-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2014-06-14,9,True,0,11530,2478,Mid-term,Asian
+8106,18080596,0.0,168524.57142857145,1989-02-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-28,19,True,0,11728,2556,Mid-term,English
+8107,18080712,489.06,729188.46,1983-10-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,11-50,Unknown,Premier,2015-03-09,21,True,1,13678,2210,Mid-term,Unknown
+8108,18083023,0.0,873757.2480000003,2009-09-18,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-08-12,18,False,0,4208,3149,Short-term,English
+8109,18085656,0.0,130846.66666666669,1996-04-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-17,25,True,0,9126,2901,Mid-term,English
+8110,18087036,0.0,236507.19999999998,1987-02-01,12,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-27,12,False,0,12473,2830,Mid-term,English
+8111,18089213,0.0,637083.6000000001,2012-04-27,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-11-10,18,False,0,3256,3425,Short-term,English
+8112,18089646,0.0,195661.44,1996-05-01,18,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-08,18,True,0,9096,1997,Mid-term,English
+8113,18090912,0.0,682073.28,2009-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-07,21,True,0,4225,3336,Short-term,English
+8114,18092266,0.0,555613.5619047619,1996-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-08,19,True,0,9021,2392,Mid-term,English
+8115,18102346,0.0,315025.2,1985-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-07,18,False,0,13175,3581,Mid-term,English
+8118,18110141,0.0,252583.46666666667,1988-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-21,4,True,0,12108,3598,Mid-term,English
+8119,18111263,0.0,404974.08,1986-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-25,16,False,0,12626,2983,Mid-term,English
+8120,18112513,0.0,572114.7428571428,1996-04-15,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-02,24,True,0,9112,2763,Mid-term,English
+8122,18115643,0.0,206955.84,1994-02-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,German,Premier,2012-07-02,13,True,0,9902,3190,Mid-term,European
+8123,18117674,260.17333333333335,573422.0266666667,1993-11-01,38,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-03-18,38,True,1,10008,2566,Mid-term,English
+8124,18118946,0.0,488699.49999999994,1997-09-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,English,Premier,2009-10-15,15,True,0,8594,4181,Mid-term,English
+8125,18136912,0.0,183863.68000000002,2017-12-26,3,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-04-22,3,True,0,1187,2896,Short-term,English
+8126,18137983,0.0,238636.96000000002,1992-08-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-15,19,True,0,10451,2324,Mid-term,English
+8127,18140770,0.0,186615.00000000003,1987-09-15,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-05-02,25,True,0,12247,2886,Mid-term,English
+8128,18144181,228.48000000000002,112412.16,1993-11-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-17,12,False,1,10008,3266,Mid-term,English
+8129,18146399,301.96190476190475,163059.42857142858,1970-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-10,18,True,1,18699,3090,Long-term,English
+8130,18148786,0.0,224483.80952380956,1995-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-11,20,True,0,9295,2389,Mid-term,English
+8131,18149702,342.51428571428573,674068.1142857143,1975-10-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-24,16,False,1,16614,3381,Long-term,English
+8132,18151857,0.0,353722.4,1997-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-30,17,True,0,8717,2644,Mid-term,English
+8136,18168832,0.0,346861.23333333334,2013-03-01,13,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2014-03-27,13,True,0,2948,2557,Short-term,English
+8137,18174348,421.9666666666667,192416.80000000002,1990-07-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Chinese,Premier,2013-12-20,12,True,1,11213,2654,Mid-term,Asian
+8138,18174569,0.0,1862692.9904761903,1990-08-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-07,20,True,0,11196,4372,Mid-term,English
+8139,18178531,190.53333333333336,401263.20000000007,1993-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-17,18,True,1,9964,2292,Mid-term,English
+8140,18181120,0.0,4078412.8,1989-03-01,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-06,28,True,0,11714,3186,Mid-term,English
+8141,18182307,0.0,244454.17142857146,1996-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-17,17,True,0,9186,2871,Mid-term,English
+8143,18189666,0.0,327943.20000000007,2005-12-12,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-04,18,True,0,5584,3796,Short-term,English
+8144,18190165,0.0,52981.71428571429,1990-02-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-03,18,True,0,11363,3036,Mid-term,English
+8145,18198318,0.0,258204.28571428574,1992-04-01,15,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-28,15,True,0,10587,2949,Mid-term,English
+8146,18198664,185.09333333333333,350196.58666666667,1982-12-25,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,Unknown,Premier,2013-07-06,22,True,1,13972,2821,Mid-term,Unknown
+8147,18204398,0.0,509564.80000000005,1992-04-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-03-14,15,True,0,10587,2205,Mid-term,English
+8148,18205286,0.0,372693.75,1996-02-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2012-03-16,12,True,0,9172,3298,Mid-term,Unknown
+8149,18206011,0.0,571430.16,1996-02-15,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-24,18,False,0,9172,3137,Mid-term,English
+8150,18207017,0.0,134583.42857142858,1986-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-10,15,True,0,12535,2117,Mid-term,English
+8151,18217531,416.9142857142857,218880.0,1994-10-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-09,15,False,1,9674,3914,Mid-term,English
+8152,18224161,0.0,288108.8,1988-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-22,21,True,0,11926,2682,Mid-term,English
+8155,18232606,466.152380952381,293676.0,1978-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-21,21,True,1,15671,4267,Long-term,English
+8156,18233899,0.0,417190.0571428571,1995-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-05,19,True,0,9248,2944,Mid-term,English
+8157,18234750,0.0,2621.44,1990-11-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-21,1,True,0,11090,2045,Mid-term,English
+8158,18236983,0.0,18475.392,1991-10-01,1,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-02,1,True,0,10770,2947,Mid-term,English
+8159,18240177,0.0,254850.4,1987-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-11,17,False,0,12309,3119,Mid-term,English
+8160,18249022,234.49599999999998,139290.62399999998,1993-12-01,22,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-12-17,22,False,1,9978,1927,Mid-term,English
+8162,18253575,0.0,86615.99999999999,1983-06-15,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-07,9,True,0,13800,2240,Mid-term,English
+8163,18257380,284.40000000000003,140778.00000000003,1969-04-15,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2017-02-07,11,True,1,18974,1509,Long-term,English
+8164,18260408,0.0,110821.59999999999,1988-08-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-16,7,False,0,11912,2293,Mid-term,English
+8165,18261019,271.9761904761905,57115.0,1982-07-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2014-06-06,5,True,1,14135,2486,Mid-term,English
+8166,18261982,219.5809523809524,299728.0,1974-07-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-05-23,13,False,1,17071,2500,Long-term,Unknown
+8167,18263027,0.0,80650.26666666666,1989-07-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-24,13,True,0,11592,2741,Mid-term,English
+8168,18266757,0.0,795005.12,1989-03-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-27,24,True,0,11714,3195,Mid-term,English
+8169,18266918,253.61904761904762,426080.0,1973-06-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-09-21,16,False,1,17452,2744,Long-term,English
+8170,18269678,0.0,1693174.866666667,1986-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-08-31,19,True,0,12688,3496,Mid-term,English
+8171,18269932,0.0,99061.38666666669,2008-10-01,13,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,Y,Y,1-5,English,Standard,2011-01-26,13,True,0,4560,3713,Short-term,English
+8174,18282519,119.86666666666666,43152.0,1993-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2017-01-07,15,True,1,10281,1540,Mid-term,English
+8175,18283814,212.9333333333333,173753.59999999998,1992-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-24,17,True,1,10319,3106,Mid-term,English
+8176,18286414,337.04761904761904,845315.4285714285,2005-07-07,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-01,19,True,1,5742,3342,Short-term,English
+8177,18286874,0.0,43531.6,1985-03-01,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-20,6,True,0,13175,2442,Mid-term,English
+8178,18288348,0.0,213316.80000000002,1984-08-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-06-15,12,True,0,13373,2842,Mid-term,English
+8179,18288380,695.3666666666668,2086100.0000000005,1993-04-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-26,24,True,1,10208,3774,Mid-term,English
+8180,18291873,0.0,572977.0666666667,1996-03-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-17,20,False,0,9143,3083,Mid-term,English
+8181,18294541,381.8133333333334,99271.46666666669,1971-10-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-05-07,10,True,1,18061,2881,Long-term,English
+8183,18299419,0.0,638481.4800000001,1984-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-07,18,True,0,13434,2820,Mid-term,English
+8184,18299433,0.0,125005.76000000002,1991-04-01,22,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-07-30,22,True,0,10953,2067,Mid-term,English
+8186,18300558,0.0,296321.980952381,1983-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-24,17,True,0,13861,2346,Mid-term,English
+8188,18305074,762.3809523809524,1158819.0476190476,1993-05-01,19,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2003-09-28,19,False,1,10192,6390,Mid-term,Unknown
+8189,18307570,0.0,1059146.6600000001,2010-09-16,15,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-01-20,15,True,0,3845,4815,Short-term,English
+8190,18309236,0.0,165402.01600000003,1990-12-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-28,20,True,0,11074,3286,Mid-term,English
+8192,18314989,379.0304761904761,961979.3485714283,2009-10-09,47,True,True,True,AUTO RENEW,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-12-23,47,False,1,4187,3016,Short-term,English
+8193,18317042,0.0,432963.4285714286,2006-09-19,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-27,18,False,0,5303,3256,Short-term,English
+8194,18317307,0.0,809293.6,1994-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-04,19,True,0,9660,3676,Mid-term,English
+8195,18319854,584.7,514536.0,1993-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-02-22,20,False,1,10025,3321,Mid-term,English
+8197,18322460,0.0,544819.2,1992-07-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-25,24,True,0,10496,2863,Mid-term,English
+8198,18325472,0.0,151130.0,1996-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-22,15,True,0,9021,2105,Mid-term,English
+8199,18326428,0.0,359368.00000000006,1997-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-05,15,False,0,8778,3887,Mid-term,English
+8200,18329722,361.352380952381,803286.3428571429,1992-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-11,19,False,1,10678,3516,Mid-term,English
+8202,18346441,342.1833333333333,437994.6666666666,1986-07-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-04-25,20,True,1,12674,2528,Mid-term,English
+8203,18346948,341.1809523809524,452405.9428571429,1994-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-03,17,True,1,9660,3371,Mid-term,English
+8204,18347984,0.0,485961.7371428572,1992-06-01,18,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2015-07-27,18,True,0,10526,2070,Mid-term,Unknown
+8206,18349474,0.0,930723.2000000002,1991-04-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-22,24,True,0,10939,2955,Mid-term,English
+8207,18349474,0.0,930723.2000000002,1991-04-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-30,1,True,0,10939,3770,Mid-term,English
+8208,18350591,0.0,158122.60799999995,1990-08-01,21,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,Y,Y,11-50,English,Premier,2017-02-09,21,False,0,11196,1507,Mid-term,English
+8210,18359457,200.6095238095238,103915.73333333334,1980-02-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-10-06,7,True,1,15030,2364,Long-term,English
+8211,18360584,0.0,369170.2857142857,1987-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-05-31,20,True,0,12473,4318,Mid-term,English
+8212,18365332,0.0,742594.3695238096,2015-04-02,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-05-08,11,True,0,2186,4341,Short-term,English
+8213,18367893,2368.3333333333335,5328750.0,1994-10-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,N,500+,Spanish,Premier,2013-05-22,18,True,1,9660,2866,Mid-term,European
+8214,18368782,200.13333333333333,187324.8,1981-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-11-23,18,True,1,14664,1951,Long-term,English
+8215,18369113,0.0,697383.7142857144,2017-03-26,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-23,17,True,0,1462,2954,Short-term,English
+8216,18369224,0.0,398932.80000000005,1988-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-11,21,True,0,11881,2024,Mid-term,English
+8217,18369907,0.0,301746.8571428571,2008-03-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-13,6,True,0,4774,4060,Short-term,English
+8218,18369987,187.42857142857144,281142.85714285716,1970-03-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-08,15,False,1,18640,2270,Long-term,English
+8219,18371475,0.0,367292.79999999993,1997-04-01,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-30,19,True,0,8761,2340,Mid-term,English
+8220,18373650,0.0,327362.0,1991-03-01,15,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-22,15,True,0,10984,3261,Mid-term,English
+8221,18379025,0.0,145738.51428571428,1991-05-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-08,23,True,0,10923,2819,Mid-term,English
+8222,18379451,0.0,272353.3714285714,2017-11-10,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-05,18,True,0,1233,2972,Short-term,English
+8223,18388900,377.4666666666667,847035.2000000002,1992-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-17,17,False,1,10557,3632,Mid-term,English
+8224,18390923,0.0,98416.032,1978-03-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-08-30,1,False,0,15718,3862,Long-term,English
+8226,18394615,0.0,537220.5333333333,1995-06-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-23,20,True,0,9431,3596,Mid-term,English
+8227,18395360,0.0,200572.47619047615,1986-03-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-12-14,5,True,0,12796,5217,Mid-term,English
+8228,18398423,0.0,650558.48,1989-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-17,22,True,0,11653,3388,Mid-term,English
+8229,18401274,0.0,118333.79999999999,1987-10-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-11,13,True,0,12217,2997,Mid-term,English
+8230,18402368,0.0,347642.00000000006,1994-08-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-10-08,20,False,0,9735,1631,Mid-term,English
+8231,18402808,0.0,1004191.6,1993-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-13,15,True,0,10222,3392,Mid-term,English
+8234,18412207,0.0,550830.0,1996-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2011-11-11,21,True,0,8990,3424,Mid-term,English
+8235,18412695,0.0,511894.2857142858,1993-08-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-05,18,True,0,10100,3644,Mid-term,English
+8237,18415752,0.0,280806.0,1993-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-11,15,True,0,10253,3181,Mid-term,English
+8239,18417584,0.0,952185.0,2008-11-12,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-06-15,19,True,0,4518,3207,Short-term,English
+8240,18422394,0.0,501436.416,1995-03-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-01-26,16,True,0,9509,2617,Mid-term,English
+8242,18429579,0.0,249215.63333333327,1987-03-01,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-10-14,13,True,0,12445,3817,Mid-term,English
+8245,18434327,0.0,230035.88571428572,1990-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-12-16,18,True,0,11243,2293,Mid-term,English
+8246,18434525,360.58666666666664,650498.3466666666,1975-10-01,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-24,22,True,1,16614,2772,Long-term,English
+8247,18439012,252.16,617287.68,1992-06-15,17,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-02,17,True,1,10512,2217,Mid-term,English
+8248,18439997,0.0,200649.60000000003,1993-04-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-21,8,True,0,10208,3779,Mid-term,English
+8249,18440156,0.0,516492.60000000003,1992-07-01,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-27,21,True,0,10496,2891,Mid-term,English
+8250,18440409,0.0,133942.80000000002,1997-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-06-12,18,False,0,8564,3576,Mid-term,English
+8251,18440489,0.0,378000.48,1985-02-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-01,18,True,0,13203,2430,Mid-term,English
+8252,18442127,754.0952380952381,126687.99999999999,1993-11-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2003-11-26,7,True,1,9994,6331,Mid-term,English
+8253,18443943,321.61904761904765,42453.71428571429,1996-04-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,6-10,English,Premier,2013-08-26,12,True,1,9126,2770,Mid-term,English
+8254,18445467,0.0,629674.2857142857,1996-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2011-07-16,12,True,0,9186,3542,Mid-term,English
+8257,18448977,0.0,633337.4171428572,1990-03-01,32,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-21,32,False,0,11349,1984,Mid-term,English
+8259,18453385,536.3904,968184.672,1977-01-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-17,19,False,1,16156,2687,Long-term,English
+8260,18455003,0.0,2440888.3200000003,1997-09-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-07-24,8,True,0,8594,4264,Mid-term,English
+8262,18460443,0.0,558479.4133333332,1977-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2009-02-12,19,False,0,16036,4426,Long-term,Unknown
+8264,18460556,0.0,241387.5,2008-10-29,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-01-22,25,False,0,4532,1891,Short-term,English
+8265,18464190,261.92380952380955,325309.37142857147,1990-04-15,9,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-23,9,True,1,11304,2804,Mid-term,English
+8266,18464233,0.0,155263.68,2011-02-13,13,False,True,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-12,13,True,0,3695,3088,Short-term,English
+8267,18465959,110.224,182200.272,1985-04-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2016-02-15,19,False,1,13144,1867,Mid-term,English
+8268,18466807,287.07466666666676,537403.7760000002,1983-03-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-08-09,24,False,1,13892,2057,Mid-term,English
+8270,18473919,0.0,1048312.0266666667,1989-08-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-27,22,True,0,11547,3134,Mid-term,English
+8274,18480792,439.84,1182289.92,1994-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-14,21,True,1,9782,3178,Mid-term,English
+8275,18483909,0.0,69522.73714285715,1990-03-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-14,19,True,0,11349,2478,Mid-term,English
+8276,18484635,0.0,343855.20000000007,2001-12-06,9,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-17,9,True,0,7051,2445,Mid-term,English
+8277,18485388,0.0,92296.0,1990-02-15,20,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-22,20,False,0,11363,2501,Mid-term,English
+8279,18490346,0.0,3296196.8866666663,1992-06-15,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-04-26,19,True,0,10512,2892,Mid-term,English
+8280,18491551,0.0,430080.00000000006,1994-06-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-24,20,True,0,9796,2499,Mid-term,English
+8281,18492066,0.0,845297.3714285714,1995-04-15,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-20,24,True,0,9478,2898,Mid-term,English
+8282,18492189,0.0,167713.33333333334,1994-02-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-05,10,True,0,9902,2487,Mid-term,English
+8283,18498299,0.0,461724.0,1997-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-30,18,True,0,8656,2613,Mid-term,English
+8286,18502888,0.0,286817.14285714284,1995-12-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-11-07,13,True,0,9248,2332,Mid-term,English
+8287,18504152,0.0,344127.4571428571,1997-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-01,19,False,0,8761,3952,Mid-term,English
+8288,18504843,0.0,83334.16,1983-12-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-02-21,21,True,0,13617,4052,Mid-term,English
+8289,18505682,0.0,889167.9085714286,1997-05-01,24,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-13,24,False,0,8731,3545,Mid-term,English
+8290,18507738,0.0,723552.0,2016-11-30,12,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-24,12,True,0,1578,2984,Short-term,English
+8291,18508700,0.0,951568.8000000002,1992-11-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-10-24,16,True,0,10359,2711,Mid-term,English
+8292,18509020,0.0,859531.0285714286,1995-09-15,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-26,23,True,0,9325,3104,Mid-term,English
+8293,18510888,0.0,422089.30400000006,1991-11-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-10,21,True,0,10725,2268,Mid-term,English
+8295,18515811,0.0,1528908.3333333333,2001-05-04,13,True,False,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-06-04,13,True,0,7267,2853,Mid-term,English
+8296,18521548,356.03333333333336,166623.60000000003,1986-08-01,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,1-5,English,Premier,2010-09-19,6,True,1,12657,3842,Mid-term,English
+8297,18532656,0.0,1457016.0,1997-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-05,15,True,0,8670,3187,Mid-term,English
+8298,18534866,0.0,385853.6666666667,1991-08-15,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-10-09,14,False,0,10817,3091,Mid-term,English
+8299,18542059,0.0,914918.4,1995-02-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-09-02,16,True,0,9537,3494,Mid-term,English
+8300,18543201,0.0,3034012.8000000003,2005-05-19,23,True,False,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-04-13,23,True,0,5791,2905,Short-term,English
+8301,18543966,0.0,531215.6799999999,1991-03-01,19,False,False,False,NOTICE,MAIL,N,Y,Y,N,N,N,N,N,Y,6-10,English,Premier,2013-02-14,19,False,0,10984,2963,Mid-term,English
+8303,18545204,0.0,3156405.0,1969-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2011-11-11,18,True,0,18883,3424,Long-term,English
+8304,18547893,213.71466666666666,52573.808,1979-04-15,2,True,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-06-03,2,True,1,15322,2489,Long-term,English
+8306,18550316,0.0,214988.80000000002,2011-12-17,19,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-26,19,True,0,3388,2709,Short-term,English
+8307,18550728,0.0,1129982.4000000001,1997-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-12-03,18,False,0,8820,4497,Mid-term,English
+8308,18551339,0.0,459972.2666666667,1989-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-16,19,True,0,11561,2476,Mid-term,English
+8310,18553324,0.0,730863.4666666668,2013-06-25,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-01-26,13,False,0,2832,2982,Short-term,English
+8312,18555516,0.0,1633333.6500000001,1991-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,N,11-50,Unknown,Standard,2012-12-25,17,False,0,11012,3014,Mid-term,Unknown
+8314,18558433,0.0,1024557.3333333335,2005-10-22,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Arabic,Premier,2012-11-02,25,True,0,5635,3067,Short-term,Asian
+8315,18559137,0.0,625232.0000000001,2012-04-20,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-08-14,15,True,0,3263,2782,Short-term,English
+8316,18563494,0.0,415214.05714285723,1984-08-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-15,19,True,0,13373,2934,Mid-term,English
+8317,18564255,0.0,822699.68,1992-02-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-09,22,True,0,10633,4064,Mid-term,English
+8318,18566338,755.648,918867.968,1970-11-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,11-50,English,Premier,2009-11-15,16,True,1,18409,4150,Long-term,English
+8319,18567462,0.0,503912.4133333335,2004-08-30,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-01,17,True,0,6053,2611,Short-term,English
+8320,18573618,0.0,175481.97333333333,1997-05-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-08,19,True,0,8731,1966,Mid-term,English
+8321,18575771,0.0,54166.28571428571,1982-01-01,9,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-05,9,True,0,14330,2061,Long-term,English
+8323,18575981,0.0,368331.4666666667,1997-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-18,19,True,0,8700,1926,Mid-term,English
+8324,18576360,0.0,110112.00000000001,1992-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-09-12,18,True,0,10526,3118,Mid-term,English
+8325,18576819,0.0,874740.5714285714,1996-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-29,20,False,0,9051,3802,Mid-term,English
+8326,18577312,0.0,406054.62857142853,1990-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-20,18,False,0,11196,2898,Mid-term,English
+8327,18578065,273.4666666666667,292609.3333333334,1999-03-18,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-02,10,True,1,8045,2886,Mid-term,English
+8328,18578068,0.0,609024.0,1991-05-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-06-29,16,True,0,10923,3924,Mid-term,English
+8331,18582640,0.0,168747.42857142858,1986-06-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-14,13,True,0,12718,1960,Mid-term,English
+8332,18583347,0.0,573758.64,1984-09-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-09,18,True,0,13356,3274,Mid-term,English
+8333,18584627,598.8000000000001,366465.60000000003,2007-09-11,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-12-26,17,False,1,4946,3379,Short-term,English
+8337,18590849,0.0,475407.744,1986-07-15,16,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-17,16,True,0,12674,3357,Mid-term,English
+8338,18591421,0.0,640227.84,2002-08-20,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-10-18,14,True,0,6794,4178,Mid-term,English
+8339,18599202,0.0,99178.00000000001,1997-02-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,Y,Y,11-50,Unknown,Standard,2013-04-01,17,True,0,8820,2917,Mid-term,Unknown
+8340,18600354,0.0,1920092.16,2000-02-03,16,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2012-01-10,16,False,0,7723,3364,Mid-term,English
+8341,18606214,0.0,1786529.9200000004,1996-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-06-02,21,True,0,8929,4681,Mid-term,English
+8343,18608583,496.3177142857143,580691.7257142857,1975-03-01,18,True,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-06-16,18,False,1,16828,3206,Long-term,English
+8344,18608923,0.0,524355.3666666667,1983-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-24,17,True,0,13722,2346,Mid-term,English
+8345,18611898,188.7733333333333,93631.57333333332,1983-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-29,16,False,1,13861,2859,Mid-term,English
+8346,18616147,419.09333333333336,245169.60000000003,1993-06-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-28,15,True,1,10161,3072,Mid-term,English
+8348,18617075,0.0,1560716.7333333334,1989-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-01-16,13,False,0,11714,2992,Mid-term,English
+8350,18619370,285.2266666666667,313178.88,1993-04-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-27,18,True,1,10222,3012,Mid-term,English
+8351,18619686,270.45714285714286,282627.71428571426,1992-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-23,19,False,1,10678,2865,Mid-term,English
+8352,18620223,0.0,280250.7428571428,1986-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-15,18,False,0,12565,2993,Mid-term,English
+8353,18623279,0.0,326937.60000000003,1983-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-14,18,False,0,13770,1960,Mid-term,English
+8354,18626913,0.0,16164.773333333334,1990-04-01,1,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-28,1,True,0,11318,2615,Mid-term,English
+8355,18626913,0.0,16164.773333333334,1990-04-01,1,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-18,18,True,0,11318,2778,Mid-term,English
+8356,18630138,0.0,4513090.399999999,1996-05-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-10-19,20,True,0,9096,3447,Mid-term,English
+8358,18630977,0.0,90748.37333333335,1996-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-04-29,16,True,0,9143,1793,Mid-term,English
+8359,18631271,0.0,291236.4,1983-07-01,18,False,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-16,18,True,0,13784,1776,Mid-term,English
+8360,18639816,0.0,264059.74833333335,1995-12-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-11-29,11,True,0,9248,3406,Mid-term,English
+8361,18641554,0.0,409735.04,1983-11-15,13,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-26,13,True,0,13647,3470,Mid-term,English
+8362,18645679,0.0,307518.6666666667,1995-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-18,17,True,0,9523,2778,Mid-term,English
+8363,18645822,698.2666666666668,1470549.6,1981-07-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-11-29,18,False,1,14514,4501,Long-term,English
+8365,18649683,0.0,78246.17142857143,2013-12-01,3,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-14,3,True,0,2673,2690,Short-term,English
+8366,18649756,0.0,167408.696,1992-01-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-09-13,19,True,0,10678,2752,Mid-term,English
+8367,18651458,0.0,497577.1428571429,1992-11-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-01,22,True,0,10373,2277,Mid-term,English
+8368,18652315,0.0,182322.73333333337,1986-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-15,17,True,0,12674,2082,Mid-term,English
+8369,18652890,0.0,570433.0666666667,1997-04-01,20,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-02,20,True,0,8761,3281,Mid-term,English
+8370,18653418,771.4666666666667,249955.2,1993-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2003-07-25,18,False,1,10039,6455,Mid-term,English
+8371,18653459,0.0,717530.6666666669,1995-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-29,20,True,0,9523,2889,Mid-term,English
+8372,18653774,0.0,236710.7142857143,1983-11-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2010-06-11,10,True,0,13647,3942,Mid-term,English
+8373,18654603,0.0,151806.2,1987-07-15,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Hindi,Premier,2015-04-03,13,True,0,12309,2185,Mid-term,Asian
+8374,18660865,0.0,1424000.0,1991-12-25,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-19,20,True,0,10685,3842,Mid-term,English
+8375,18663281,0.0,244386.13333333336,1995-12-15,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-29,13,True,0,9234,2129,Mid-term,English
+8376,18663871,233.71428571428575,273445.7142857143,1980-11-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-11,18,False,1,14756,2601,Long-term,English
+8378,18668315,0.0,258195.3523809524,1997-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-09,22,True,0,8761,2544,Mid-term,English
+8380,18671479,348.06666666666666,833271.6,1975-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-18,19,True,1,16814,2352,Long-term,English
+8381,18671741,0.0,2075453.3333333337,1986-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-02,20,False,0,12869,3798,Mid-term,English
+8382,18673367,0.0,151433.33333333334,2014-07-04,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-03-09,11,True,0,2458,2940,Short-term,English
+8383,18675460,0.0,188206.40000000002,2005-06-22,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-30,21,True,0,5757,2493,Short-term,English
+8384,18677275,0.0,591760.0000000001,1995-04-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-03,20,True,0,9478,2946,Mid-term,English
+8385,18677357,0.0,33626.13333333333,1985-03-01,5,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-02,5,True,0,13175,2156,Mid-term,English
+8388,18684357,0.0,361783.80000000005,1988-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-29,17,True,0,12108,2310,Mid-term,English
+8389,18684839,0.0,1086026.0914285716,1986-11-15,23,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-25,23,False,0,12551,4140,Mid-term,English
+8390,18685778,0.0,921577.1428571428,1989-05-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2010-11-02,23,True,0,11653,3798,Mid-term,English
+8391,18687569,281.8746666666667,792631.5626666667,1994-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-15,19,True,1,9857,3146,Mid-term,English
+8392,18687603,0.0,584449.0971428572,1990-03-01,13,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-11-23,13,True,0,11349,3412,Mid-term,English
+8394,18688829,228.24533333333332,230071.296,1975-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-11,18,True,1,16828,2724,Long-term,English
+8395,18690628,0.0,1800189.6000000003,1998-06-17,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-06-07,18,False,0,8319,4311,Mid-term,English
+8396,18690841,293.0285714285714,154719.08571428573,2010-03-11,11,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-13,11,True,1,4034,3026,Short-term,English
+8397,18693921,161.35238095238094,135536.0,2016-05-31,12,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-14,12,False,1,1761,2083,Short-term,English
+8398,18701786,0.0,609248.64,1997-01-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-06-06,15,True,0,8851,5773,Mid-term,English
+8399,18703839,0.0,169036.80000000002,1995-02-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-04-21,9,True,0,9551,2167,Mid-term,English
+8400,18704082,0.0,158033.1333333333,1987-12-25,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-05,17,True,0,12146,3248,Mid-term,English
+8401,18704681,0.0,889686.9180952383,2002-04-17,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-01-10,16,True,0,6919,2998,Mid-term,Unknown
+8404,18707708,178.4,185536.0,1982-02-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-13,20,True,1,14285,1840,Long-term,English
+8405,18711728,320.12933333333336,206803.54933333336,2008-07-22,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-18,19,False,1,4631,3448,Short-term,English
+8407,18714102,232.89523809523808,122735.79047619048,2004-02-18,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-17,17,False,1,6247,2595,Short-term,English
+8408,18716632,591.6800000000001,781017.6000000001,1993-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-05-29,24,False,1,10131,3955,Mid-term,English
+8409,18719335,0.0,181814.80000000002,1984-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-09-14,19,True,0,13540,2386,Mid-term,English
+8410,18722553,0.0,980185.7142857144,2010-07-22,15,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-25,15,True,0,3901,4048,Short-term,English
+8411,18726674,708.0952380952381,854670.9523809524,1993-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2004-10-21,17,True,1,10161,6001,Mid-term,English
+8412,18728182,0.0,402684.0,1998-04-17,12,False,False,False,NOTICE,BILLING,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2006-02-27,12,True,0,8380,5507,Mid-term,English
+8413,18734483,0.0,445900.0000000001,2011-07-19,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-16,21,True,0,3539,3145,Short-term,English
+8414,18735519,0.0,104355.84,1989-04-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-15,12,True,0,11683,2781,Mid-term,English
+8415,18737579,0.0,67107.84000000001,1989-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-02,17,False,0,11714,2610,Mid-term,English
+8417,18739612,0.0,1301955.2000000002,2013-02-12,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-10-20,14,True,0,2965,3080,Short-term,English
+8418,18740046,0.0,696753.5120000001,1996-04-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-01-12,21,True,0,9112,4457,Mid-term,English
+8419,18743082,0.0,520437.86666666676,1995-09-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-28,19,True,0,9339,2860,Mid-term,English
+8420,18745194,0.0,1376040.96,2007-12-13,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-04-05,18,True,0,4853,3644,Short-term,English
+8421,18745321,169.89333333333332,165136.31999999998,1989-12-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-04-26,12,True,1,11425,1796,Mid-term,English
+8422,18745655,0.0,1612585.2600000002,1995-10-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-23,18,True,0,9295,3777,Mid-term,English
+8423,18746961,0.0,313787.61142857146,1994-11-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-11-26,24,True,0,9643,2313,Mid-term,English
+8424,18748141,0.0,217543.41333333333,1990-01-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-06-23,19,False,0,11394,2469,Mid-term,English
+8425,18748754,0.0,335707.2,1988-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-07-28,14,True,0,11957,2434,Mid-term,English
+8426,18749353,0.0,155291.82857142857,1996-09-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-07,9,False,0,8959,2151,Mid-term,English
+8428,18753123,0.0,436061.9428571429,1991-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-14,19,True,0,10892,2264,Mid-term,English
+8430,18758696,0.0,33305.48,1989-11-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-02,19,True,0,11469,2307,Mid-term,English
+8431,18758989,0.0,822905.2000000001,1990-07-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2015-08-03,25,True,0,11227,2063,Mid-term,English
+8432,18759037,183.70857142857145,57317.07428571429,1977-07-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-05,3,True,1,15975,1939,Long-term,English
+8433,18759429,376.4380952380953,458501.60000000003,1993-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-04-25,21,False,1,10086,3624,Mid-term,English
+8434,18759755,885.9240000000001,572306.9040000001,1981-06-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2012-05-01,17,True,1,14530,3252,Long-term,English
+8435,18761689,0.0,198450.0,1982-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-27,21,True,0,14316,2861,Long-term,English
+8437,18763102,0.0,1197404.208,1998-03-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-05-26,21,True,0,8413,2497,Mid-term,English
+8438,18763715,39.074285714285715,38449.09714285714,1987-03-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2018-02-09,24,True,1,12445,1142,Mid-term,English
+8439,18768651,0.0,122544.0,2009-12-19,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-02,18,True,0,4116,2245,Short-term,English
+8440,18769121,0.0,326361.6,1991-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-19,18,True,0,10953,2473,Mid-term,English
+8441,18769193,0.0,176923.5,1995-06-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-10-13,5,True,0,9417,3087,Mid-term,English
+8442,18771377,529.4095238095239,640585.5238095239,2014-08-04,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Russian,Premier,2010-09-16,22,True,1,2427,3845,Short-term,European
+8443,18773255,557.6,1292516.8,1993-03-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-11-19,19,True,1,10239,3781,Mid-term,English
+8444,18773899,314.6333333333333,560047.3333333333,1981-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-03-04,20,True,1,14452,2215,Long-term,English
+8445,18776588,0.0,110569.81333333332,2002-03-04,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-07,17,True,0,6963,1967,Mid-term,English
+8446,18780816,525.6209523809525,922464.7714285718,1994-08-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-07,15,True,1,9721,3824,Mid-term,English
+8448,18784086,0.0,45156.90666666668,1982-08-15,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-25,14,False,0,14104,3928,Mid-term,English
+8449,18785178,429.7106666666666,781643.7026666666,2009-12-26,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-06-08,17,False,1,4109,4310,Short-term,English
+8450,18788639,0.0,891618.0,1998-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,Unknown,Premier,2013-03-16,20,True,0,8486,2933,Mid-term,Unknown
+8451,18789442,0.0,481855.99999999994,1991-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-26,20,False,0,10725,2982,Mid-term,English
+8453,18793371,328.56666666666666,343352.1666666666,1982-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-06,19,False,1,14179,2272,Mid-term,English
+8454,18793610,334.34666666666664,266808.63999999996,1970-07-01,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-04-30,14,False,1,18532,4349,Long-term,English
+8455,18794052,317.5466666666667,53347.840000000004,1964-06-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2014-04-01,12,True,1,20739,2552,Long-term,Unknown
+8456,18795028,0.0,548604.3428571429,1997-02-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2009-01-20,12,True,0,8806,4449,Mid-term,Unknown
+8457,18797149,0.0,279814.6285714286,1995-05-01,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-03,9,True,0,9462,3858,Mid-term,English
+8458,18797966,0.0,572869.4400000001,2010-04-21,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-14,18,True,0,3993,3269,Short-term,English
+8459,18798212,479.16666666666674,1026375.0000000002,1993-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-04-29,18,True,1,9994,2889,Mid-term,English
+8460,18800898,0.0,542640.0,1996-07-01,25,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-07-25,25,True,0,9035,1706,Mid-term,English
+8462,18802616,0.0,84488.57142857142,1987-11-01,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-01-06,4,True,0,12200,2272,Mid-term,Unknown
+8463,18803468,0.0,534222.936,1991-10-15,18,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-05-12,18,True,0,10756,3241,Mid-term,English
+8465,18804804,0.0,435102.17142857146,2002-07-10,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-16,18,True,0,6835,3206,Mid-term,English
+8466,18805678,0.0,99202.62857142859,1996-06-17,6,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-19,6,True,0,9049,3965,Mid-term,English
+8468,18806493,342.6133333333334,87709.01333333335,1981-12-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-11-24,8,True,1,14361,2680,Long-term,English
+8469,18807283,0.0,383486.4,1990-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-20,18,False,0,11349,2138,Mid-term,English
+8470,18812815,0.0,156231.8506666667,1990-04-15,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-31,8,True,0,11304,3222,Mid-term,English
+8471,18813685,0.0,1104734.2476190475,1989-11-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-16,23,False,0,11455,3237,Mid-term,English
+8472,18815115,228.05714285714285,401380.5714285714,1972-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Russian,Standard,2014-03-23,20,False,1,17770,2561,Long-term,European
+8473,18817478,0.0,329820.48000000004,1997-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-15,22,True,0,8670,3573,Mid-term,English
+8474,18820350,0.0,117877.76,1990-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-24,14,False,0,11227,3137,Mid-term,English
+8475,18822231,112.4,111276.0,1965-02-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2015-07-20,9,True,1,20494,2077,Long-term,English
+8476,18822649,0.0,463937.60000000003,1997-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-08-29,23,False,0,8761,2402,Mid-term,Unknown
+8477,18823867,147.58333333333331,112163.33333333331,2015-05-11,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2015-05-23,19,True,1,2147,2135,Short-term,English
+8478,18825531,182.8266666666667,159790.5066666667,1993-12-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-29,23,True,1,9964,2798,Mid-term,English
+8479,18827281,0.0,1155854.0190476193,1996-06-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-05-18,22,True,0,9065,2870,Mid-term,English
+8480,18827290,0.0,660384.7619047619,1997-06-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-24,20,True,0,8686,2984,Mid-term,English
+8481,18831774,0.0,27687.428571428576,2013-05-31,2,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-08-30,2,False,0,2857,3131,Short-term,English
+8482,18834321,312.41904761904766,727623.9619047621,1970-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2012-07-27,17,True,1,18365,3165,Long-term,English
+8483,18835322,0.0,83747.664,1986-11-15,7,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-04,7,True,0,12551,2062,Mid-term,English
+8484,18835709,664.79,345690.8,1981-09-15,8,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-01-19,8,True,1,14438,4816,Long-term,English
+8485,18835767,401.9946666666667,794341.4613333335,1978-04-15,19,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-14,19,True,1,15687,2509,Long-term,English
+8486,18841073,260.85714285714283,558755.9999999999,1994-04-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-31,21,True,1,9857,2796,Mid-term,English
+8487,18841407,0.0,382782.4,1992-10-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-22,14,True,0,10404,3047,Mid-term,English
+8488,18843804,179.75238095238095,459447.08571428567,1976-10-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-04,18,True,1,16234,2215,Long-term,English
+8489,18843881,0.0,98182.0,1989-08-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-01-29,21,True,0,11561,1884,Mid-term,English
+8490,18844522,402.77333333333337,511119.36000000004,1993-04-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-20,9,True,1,10222,2988,Mid-term,English
+8491,18844582,0.0,221874.28571428574,2004-05-07,20,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-07,20,True,0,6168,2485,Short-term,English
+8492,18847984,0.0,483991.2,2011-10-04,18,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-11-06,18,True,0,3462,3429,Short-term,English
+8494,18853065,0.0,748878.0000000001,1986-12-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-10,15,True,0,12521,3548,Mid-term,English
+8495,18853645,0.0,612260.5714285715,1997-03-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-12,24,True,0,8778,2450,Mid-term,English
+8496,18853762,0.0,92136.95999999999,1987-07-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,11-50,English,Premier,2016-03-17,18,True,0,12323,1836,Mid-term,English
+8497,18854115,0.0,284586.17600000004,2004-12-06,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-10,14,True,0,5955,2148,Short-term,English
+8498,18854816,215.93371428571433,256529.25257142863,1996-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,Y,N,N,N,Y,6-10,English,Premier,2015-12-26,18,True,1,9051,1918,Mid-term,English
+8499,18854912,0.0,328683.16799999995,1997-03-15,11,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-09,11,True,0,8778,3426,Mid-term,English
+8500,18856322,401.2533333333334,938932.8,1983-05-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-28,20,True,1,13845,2980,Mid-term,English
+8501,18858142,0.0,436992.19200000004,2011-10-31,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-11,21,True,0,3435,2877,Short-term,English
+8502,18863666,0.0,67015.71428571429,1996-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-11-08,18,False,0,9157,3061,Mid-term,English
+8503,18867947,0.0,678805.9200000002,1989-02-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-12,18,True,0,11742,2965,Mid-term,English
+8504,18868272,0.0,224274.96000000005,1998-02-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2012-09-23,7,True,0,8455,3107,Mid-term,European
+8505,18870124,211.02857142857144,640682.7428571429,1994-08-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-23,23,True,1,9735,2439,Mid-term,English
+8506,18870501,339.4095238095238,157825.42857142855,1994-02-15,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-15,15,False,1,9902,3359,Mid-term,English
+8507,18874921,0.0,414458.88000000006,1996-01-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-12,22,True,0,9217,2266,Mid-term,English
+8508,18877339,0.0,120124.29714285716,1989-11-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-19,19,True,0,11455,2228,Mid-term,English
+8509,18879244,0.0,238845.22666666668,2007-09-08,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-05-30,16,True,0,4949,3589,Short-term,English
+8510,18880917,0.0,50827.4,1991-02-15,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,1-5,Unknown,Standard,2013-08-28,2,True,0,10998,2768,Mid-term,Unknown
+8511,18882335,216.64000000000001,315211.2,2015-12-07,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2015-08-31,15,False,1,1937,2035,Short-term,Unknown
+8512,18884821,0.0,70607.61904761905,1985-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-20,20,False,0,12876,2258,Mid-term,English
+8513,18886755,0.0,530062.4,1995-11-01,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-03-04,28,False,0,9278,1849,Mid-term,English
+8514,18887297,0.0,186671.31428571432,2013-12-08,9,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2014-09-30,9,True,0,2666,2370,Short-term,European
+8515,18887976,0.0,1257192.9333333333,1989-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2012-09-16,22,False,0,11669,3114,Mid-term,English
+8516,18888110,0.0,494033.6,1988-03-01,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-11-29,16,True,0,12079,3406,Mid-term,English
+8518,18889253,0.0,625940.2285714286,2004-09-24,18,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-22,18,True,0,6028,3444,Short-term,English
+8519,18891292,188.71666666666667,46235.583333333336,1981-07-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2014-06-20,5,True,1,14500,2472,Long-term,Unknown
+8520,18894347,395.1653333333333,917573.904,2007-11-03,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-03-07,18,False,1,4893,4038,Short-term,English
+8521,18899899,0.0,889501.3400000001,1988-02-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-26,21,True,0,12094,3227,Mid-term,English
+8522,18900428,0.0,162965.76,2003-06-17,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-03,9,True,0,6493,3432,Mid-term,English
+8524,18903854,460.9676190476191,368774.0952380953,1993-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-28,20,True,1,10208,3468,Mid-term,English
+8526,18905702,0.0,396808.5333333333,1998-06-18,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-13,8,True,0,8318,3361,Mid-term,English
+8527,18905838,0.0,576987.4285714286,1986-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-06-16,20,True,0,12521,2841,Mid-term,English
+8528,18907010,182.7619047619048,254770.09523809527,1966-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-11,17,False,1,20084,2236,Long-term,English
+8529,18908252,0.0,44844.8,1978-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2011-01-30,15,True,0,15504,3709,Long-term,Asian
+8530,18909559,0.0,1430207.0095238097,1991-09-15,20,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-16,20,True,0,10786,3572,Mid-term,English
+8531,18909836,305.3333333333333,348080.0,1978-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-15,19,False,1,15701,3115,Long-term,English
+8532,18909985,0.0,139608.6476190476,2013-04-05,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-07,22,False,0,2913,2393,Short-term,English
+8533,18911620,554.8095238095237,255212.38095238092,1993-06-01,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,Spanish,Standard,2009-12-28,23,False,1,10161,4107,Mid-term,European
+8534,18911646,0.0,242022.40000000002,1990-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-21,16,True,0,11227,1861,Mid-term,English
+8535,18912634,0.0,811648.0,1983-09-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2009-10-11,17,True,0,13708,4185,Mid-term,Unknown
+8537,18914114,0.0,768480.0,1990-03-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-18,21,True,0,11349,3112,Mid-term,English
+8539,18914518,0.0,159478.80000000002,1997-11-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-11-17,9,False,0,8533,2322,Mid-term,Unknown
+8540,18915369,0.0,43118.40000000001,1985-11-01,10,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-19,10,True,0,12930,2624,Mid-term,English
+8541,18916150,360.4714285714286,61640.614285714284,1979-09-01,9,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,N,6-10,English,Premier,2014-05-07,9,False,1,15183,2516,Long-term,English
+8542,18917964,105.22666666666667,73342.98666666668,1984-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2017-03-23,17,False,1,13540,1465,Mid-term,English
+8543,18920561,0.0,125443.80952380956,1987-10-15,13,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-19,13,False,0,12217,2655,Mid-term,English
+8544,18922633,0.0,287515.76,1981-08-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-29,15,False,0,14469,2371,Long-term,English
+8545,18924408,635.1428571428571,475086.8571428571,1994-12-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,N,6-10,English,Premier,2011-01-12,17,True,1,9599,3727,Mid-term,English
+8546,18926919,0.0,530085.6000000001,1998-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-04,23,True,0,8441,3310,Mid-term,English
+8548,18931215,0.0,291807.5333333333,2009-04-28,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-04,13,True,0,4351,3035,Short-term,English
+8549,18931962,0.0,738454.0800000001,1990-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-24,20,True,0,11074,2285,Mid-term,English
+8550,18935159,0.0,132581.22666666668,1994-08-01,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2011-05-21,4,True,0,9735,3598,Mid-term,Asian
+8551,18944875,270.1573333333333,349043.2746666667,1992-02-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-15,17,False,1,10633,3054,Mid-term,English
+8552,18949470,85.84,298723.19999999995,1980-12-25,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2016-04-17,24,True,1,14702,1805,Long-term,English
+8553,18954608,231.38666666666668,272110.72000000003,2003-07-01,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-19,24,True,1,6479,3295,Mid-term,English
+8555,18956283,372.6419047619048,305193.72000000003,1994-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-27,21,True,1,9721,2981,Mid-term,English
+8556,18958803,0.0,498633.3333333333,1991-09-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2013-02-09,5,True,0,10786,2968,Mid-term,English
+8557,18958930,0.0,518703.3600000001,2004-04-23,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-27,21,False,0,6182,3561,Short-term,English
+8558,18961527,544.6666666666666,272333.3333333333,2001-05-22,5,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-01-05,5,True,1,7249,4830,Mid-term,English
+8559,18965352,0.0,487906.97142857144,1997-07-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-21,18,True,0,8670,2257,Mid-term,English
+8560,18969197,0.0,8395874.666666666,1998-03-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2003-06-02,11,True,0,8427,6508,Mid-term,English
+8561,18969286,0.0,1877783.5999999999,1976-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-08-02,21,False,0,16508,3159,Long-term,English
+8564,18973711,0.0,755246.019047619,1985-07-01,19,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-12-22,19,True,0,13053,2652,Mid-term,English
+8565,18973717,0.0,2571085.44,1991-02-01,22,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2011-10-26,22,True,0,11012,3440,Mid-term,English
+8566,18975522,0.0,300016.07999999996,1998-06-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-01,15,True,0,8321,2308,Mid-term,English
+8567,18977084,195.14857142857144,403957.5428571429,2002-10-02,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-03,15,True,1,6751,2002,Mid-term,English
+8569,18978267,0.0,140712.88,1997-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-26,21,True,0,8639,2221,Mid-term,English
+8572,18987783,0.0,371649.1428571429,1996-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-02-17,15,True,0,9186,3326,Mid-term,English
+8573,18994888,0.0,516146.4000000001,1992-05-01,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-07-27,22,True,0,10557,2070,Mid-term,Unknown
+8575,18999413,0.0,1326332.0,1995-12-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-08-22,21,True,0,9248,2774,Mid-term,English
+8576,19003514,0.0,1688974.1440000003,1988-10-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-05,22,True,0,11865,3217,Mid-term,English
+8577,19006715,0.0,52876.799999999996,1991-06-01,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-01,9,True,0,10892,2430,Mid-term,English
+8579,19010779,0.0,364139.99999999994,1986-09-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-05-29,18,True,0,12626,2859,Mid-term,English
+8580,19018010,0.0,633100.1904761905,1973-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-12-13,16,False,0,17544,3392,Long-term,English
+8581,19021767,134.2,149364.59999999998,1982-12-25,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-09,21,True,1,13972,2300,Mid-term,English
+8582,19022240,0.0,87129.37142857142,1997-03-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-28,17,True,0,8792,2007,Mid-term,English
+8584,19032928,0.0,485546.6666666666,1998-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-04,20,True,0,8441,3645,Mid-term,English
+8585,19036033,0.0,524720.16,1991-07-01,23,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-10-11,23,True,0,10862,3089,Mid-term,English
+8586,19036888,0.0,400277.3333333333,1991-10-15,40,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-09-08,40,True,0,10756,3488,Mid-term,Unknown
+8587,19040118,0.0,663464.2285714286,1984-04-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-18,18,True,0,13495,2990,Mid-term,English
+8588,19052584,0.0,82705.37142857144,2008-02-20,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-21,19,True,0,4784,2226,Short-term,English
+8589,19053557,0.0,254369.46666666667,1986-11-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-14,19,True,0,12551,2598,Mid-term,English
+8591,19068148,247.60000000000002,571956.0,1971-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-25,21,True,1,18197,2194,Long-term,English
+8592,19074826,453.8040000000001,825923.2800000001,1973-09-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-11-30,20,True,1,17360,4500,Long-term,English
+8593,19079057,0.0,86372.0,1997-05-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2016-07-01,8,True,0,8731,1730,Mid-term,Unknown
+8594,19079336,0.0,243203.84,1987-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-01,22,False,0,12323,2157,Mid-term,English
+8595,19079431,0.0,739802.9600000002,2002-09-10,15,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-18,15,True,0,6773,3662,Mid-term,English
+8596,19079909,0.0,956949.5519999999,1995-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-12-25,18,True,0,9248,2649,Mid-term,English
+8597,19080646,358.0,196900.0,1993-01-01,11,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-09-06,11,True,1,10312,2759,Mid-term,English
+8599,19085718,0.0,769777.939047619,1992-03-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-05,17,True,0,10618,2972,Mid-term,English
+8600,19087435,0.0,371128.57599999994,2015-12-05,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-09-29,16,True,0,1939,3101,Short-term,English
+8601,19087960,0.0,1498560.8,1990-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-29,22,False,0,11394,3040,Mid-term,English
+8602,19088072,0.0,112197.13333333332,1995-10-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-24,5,True,0,9309,2680,Mid-term,English
+8603,19091726,0.0,1017591.1200000003,1988-08-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-23,18,True,0,11926,3046,Mid-term,English
+8604,19093364,0.0,197421.12000000002,1996-09-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-04,18,True,0,8973,2366,Mid-term,English
+8606,19095672,0.0,164569.86,1989-03-01,17,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-09-25,17,True,0,11714,3105,Mid-term,English
+8608,19098504,0.0,689251.2000000001,1988-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-03,15,True,0,12108,2854,Mid-term,English
+8609,19107671,531.7371428571429,247257.77142857143,1990-09-15,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-03,15,True,1,11151,3858,Mid-term,English
+8610,19109060,612.8333333333334,864095.0,1993-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-30,15,True,1,10267,3436,Mid-term,English
+8612,19112515,0.0,178952.65142857144,1996-06-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2002-12-17,1,True,0,9051,6675,Mid-term,English
+8613,19124506,0.0,1088950.3333333335,1996-12-25,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2010-03-26,25,False,0,8858,4019,Mid-term,English
+8614,19124911,563.8666666666667,1217952.0,1993-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-10-18,18,False,1,10161,3813,Mid-term,English
+8615,19125540,0.0,82065.53333333334,1950-10-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-16,5,True,0,25745,2050,Long-term,English
+8616,19125913,0.0,193849.60000000003,2015-07-02,28,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-11-06,28,True,0,2095,2698,Short-term,English
+8617,19126317,0.0,1379032.6666666665,1996-04-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-01-20,19,False,0,9126,2988,Mid-term,English
+8618,19128004,0.0,127241.78133333333,2007-09-11,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-13,22,False,0,4946,3606,Short-term,English
+8619,19129242,0.0,799266.6666666666,1989-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-20,20,False,0,11469,3080,Mid-term,English
+8622,19140520,0.0,347002.8266666667,1991-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-01-22,19,True,0,10725,3717,Mid-term,English
+8623,19144008,0.0,307059.1085714286,2007-07-16,19,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-14,19,True,0,5003,2782,Short-term,English
+8624,19146703,0.0,745696.8,1997-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-12,19,True,0,8778,2965,Mid-term,English
+8625,19147541,0.0,783820.8,1996-02-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-06,18,True,0,9186,2578,Mid-term,English
+8626,19149622,660.64,824478.72,1994-09-01,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-06-10,12,True,1,9704,4308,Mid-term,English
+8627,19150671,0.0,401817.57333333336,1997-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-03,19,True,0,8639,2701,Mid-term,English
+8628,19158218,142.93333333333337,155511.4666666667,1984-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-10,17,True,1,13555,2390,Mid-term,English
+8633,19177419,0.0,747646.8480000001,1988-07-01,6,False,True,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2014-07-21,6,True,0,11957,2441,Mid-term,English
+8634,19177867,0.0,494989.48571428575,2007-03-09,41,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-02-22,41,True,0,5132,2590,Short-term,Unknown
+8635,19178882,0.0,347244.80000000005,1992-02-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-08-24,21,True,0,10633,3503,Mid-term,English
+8637,19184114,0.0,272281.6,1994-10-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-29,12,True,0,9674,3467,Mid-term,English
+8638,19184601,0.0,609578.97,2017-12-01,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Chinese,Standard,2011-02-11,21,True,0,1212,3697,Short-term,Asian
+8640,19186722,0.0,61331.2,1996-05-15,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-07-07,10,False,0,9082,3916,Mid-term,English
+8642,19189587,0.0,798956.48,1996-11-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-10,21,True,0,8898,3790,Mid-term,English
+8643,19190716,0.0,964090.4000000001,2014-04-03,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-04-06,17,True,0,2550,3277,Short-term,English
+8644,19191014,0.0,385453.7142857143,1995-10-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-21,15,True,0,9309,2928,Mid-term,English
+8646,19194643,369.5238095238095,261253.3333333333,1993-04-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-11-24,7,True,1,10222,3045,Mid-term,Unknown
+8647,19197317,0.0,179016.1904761905,2009-08-24,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-04,19,True,0,4233,3523,Short-term,English
+8648,19198815,0.0,274919.04,1995-08-15,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-18,7,True,0,9356,3296,Mid-term,English
+8649,19198857,0.0,310040.5942857143,1970-11-01,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-23,11,True,0,18409,2561,Long-term,English
+8650,19200431,478.152380952381,344269.7142857143,1993-02-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2011-06-26,18,False,1,10267,3562,Mid-term,Unknown
+8651,19202598,0.0,1372022.19,1996-02-01,29,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2011-01-17,29,False,0,9186,3722,Mid-term,Unknown
+8652,19203904,467.93142857142857,231158.12571428574,1994-04-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-01-18,19,True,1,9843,3721,Mid-term,English
+8653,19204105,0.0,182259.65333333335,1992-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-09-08,19,False,0,10587,2392,Mid-term,English
+8654,19211163,0.0,2248471.5,2009-05-26,33,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,N,1-5,Unknown,Premier,2008-02-29,33,True,0,4323,4775,Short-term,Unknown
+8656,19213791,0.0,889805.4095238094,1992-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-09-08,16,True,0,10390,4583,Mid-term,English
+8657,19214633,238.952380952381,94625.14285714287,1977-01-15,11,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-03,11,True,1,16142,2244,Long-term,English
+8658,19217632,0.0,77667.94666666667,1997-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-07,19,False,0,8670,2028,Mid-term,English
+8659,19219156,0.0,502682.4,1985-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-01,18,False,0,12930,3526,Mid-term,English
+8660,19219377,0.0,796870.2857142857,1995-01-01,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-03-31,18,True,0,9582,2553,Mid-term,English
+8661,19220699,613.5,1288350.0,2009-04-25,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2011-10-27,15,True,1,4354,3439,Short-term,English
+8662,19222068,374.5333333333333,906370.6666666666,1980-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-09,20,True,1,14970,3610,Long-term,English
+8664,19224526,0.0,305497.92,2007-06-20,15,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-15,15,True,0,5029,2689,Short-term,English
+8667,19225442,0.0,1279461.1733333333,2015-12-23,23,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-22,23,True,0,1921,3261,Short-term,English
+8668,19231564,0.0,52470.41904761904,1990-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-12,17,True,0,11104,2937,Mid-term,English
+8669,19235584,0.0,139858.64533333335,1994-02-01,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2010-07-04,23,True,0,9916,3919,Mid-term,English
+8670,19235674,0.0,2045841.7200000002,1985-11-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2013-02-02,19,True,0,12916,2975,Mid-term,English
+8671,19236900,0.0,144061.42857142858,1996-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-14,15,False,0,9172,3147,Mid-term,English
+8674,19246180,0.0,337928.2666666667,1996-08-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-09-20,7,False,0,8990,2380,Mid-term,English
+8675,19251026,0.0,975689.8666666668,1997-07-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-30,20,True,0,8670,3405,Mid-term,English
+8677,19257686,0.0,3479726.2933333335,2011-05-05,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-01-05,16,True,0,3614,3734,Short-term,English
+8679,19261081,760.1904761904763,228057.14285714287,1994-06-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-03-24,20,True,1,9796,5117,Mid-term,English
+8680,19265670,0.0,433961.42857142864,1985-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-24,15,True,0,13053,2864,Mid-term,English
+8682,19267335,0.0,671334.3466666668,1996-11-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-22,19,True,0,8898,3474,Mid-term,English
+8683,19273028,0.0,679575.0,1990-11-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-15,17,True,0,11104,2689,Mid-term,English
+8684,19273833,0.0,66784.0,1990-12-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-07,14,True,0,11060,2636,Mid-term,English
+8685,19279165,1855.4033333333336,1734802.1166666672,1991-09-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2002-09-12,17,True,1,10786,6771,Mid-term,English
+8686,19283252,0.0,271289.60000000003,1984-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-09-11,19,False,0,13434,2754,Mid-term,English
+8689,19296189,0.0,171347.904,1984-04-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2015-01-13,7,True,0,13495,2265,Mid-term,English
+8690,19297588,0.0,893340.0000000002,1997-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-26,18,True,0,8656,2862,Mid-term,English
+8691,19300274,351.14666666666665,286535.68,1975-03-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-10-11,17,True,1,16828,2724,Long-term,English
+8692,19307612,0.0,728761.3333333334,1988-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2008-09-25,10,True,0,11895,4566,Mid-term,English
+8694,19313134,0.0,758672.64,1995-06-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,500+,English,Standard,2014-03-23,22,False,0,9431,2561,Mid-term,English
+8695,19313617,0.0,98027.52000000002,1972-02-15,16,False,False,False,NOTICE,MAIL,Y,N,N,Y,N,N,N,N,Y,11-50,English,Standard,2013-12-05,16,True,0,17938,2669,Long-term,English
+8696,19314930,0.0,471938.7428571428,2007-01-12,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-27,18,False,0,5188,3500,Short-term,English
+8697,19319893,0.0,338839.4666666667,1983-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-17,17,True,0,13920,2202,Mid-term,English
+8698,19324379,0.0,7893.333333333333,1995-01-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-02,1,True,0,9582,2947,Mid-term,English
+8699,19328665,0.0,353855.54285714286,1986-03-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-27,22,False,0,12810,2404,Mid-term,English
+8700,19328945,0.0,556092.5760000001,1991-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,Y,N,N,Y,11-50,English,Premier,2012-03-02,18,True,0,10862,3312,Mid-term,English
+8701,19329240,106.54666666666668,30259.253333333338,1976-08-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-09-18,2,True,1,16309,2017,Long-term,English
+8702,19330001,0.0,315029.49333333335,2012-06-11,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-06,10,True,0,3211,3277,Short-term,English
+8703,19331749,0.0,498314.88000000006,1995-11-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-29,27,False,0,9278,2614,Mid-term,English
+8704,19332298,161.70666666666668,113194.66666666667,1994-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-06-07,20,False,1,9902,1754,Mid-term,English
+8705,19334666,332.02666666666664,28222.266666666663,1980-10-15,5,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-17,5,True,1,14773,2626,Long-term,English
+8707,19337311,237.54666666666668,354894.72000000003,1993-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-16,18,False,1,10100,2142,Mid-term,English
+8708,19338255,0.0,117293.58666666668,1997-07-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2002-12-20,11,True,0,8670,6672,Mid-term,English
+8709,19345143,0.0,332755.28,1995-10-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-31,13,False,0,9309,3496,Mid-term,English
+8710,19347055,0.0,144602.92,1994-01-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-26,11,True,0,9947,3288,Mid-term,English
+8712,19353362,0.0,257132.47999999995,1996-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2017-02-03,22,False,0,9096,1513,Mid-term,English
+8714,19357508,0.0,234163.19999999995,1991-07-15,20,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-04-13,20,True,0,10848,2175,Mid-term,English
+8715,19359675,0.0,300408.2590476191,1995-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-10,16,True,0,9309,2237,Mid-term,English
+8716,19360652,0.0,611503.2000000001,1992-04-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-27,21,False,0,10587,2282,Mid-term,English
+8717,19365085,1697.6000000000001,3081144.0000000005,2013-12-30,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2013-12-10,15,True,1,2644,2664,Short-term,English
+8718,19366198,0.0,468707.2,2010-04-19,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-28,21,True,0,3995,2464,Short-term,English
+8719,19366897,0.0,2263396.5900000003,1996-04-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-06-30,21,True,0,9126,3558,Mid-term,English
+8720,19368431,156.83809523809524,166562.05714285714,1976-06-01,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-16,18,False,1,16370,2050,Long-term,English
+8721,19369680,0.0,115006.17142857143,2007-11-19,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-31,12,True,0,4877,2247,Short-term,English
+8723,19371952,0.0,281724.34285714285,1987-03-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-22,8,True,0,12431,3200,Mid-term,English
+8724,19372372,0.0,970224.0000000001,1997-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-10-24,18,True,0,8778,4172,Mid-term,English
+8725,19375138,0.0,515526.4,2007-01-30,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-05-31,16,True,0,5170,3953,Short-term,English
+8726,19375690,0.0,583822.8,1980-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,Portuguese,Premier,2014-05-22,23,True,0,14865,2501,Long-term,European
+8727,19378160,282.03333333333336,296135.0,2013-04-24,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-07-16,15,False,1,2894,2081,Short-term,English
+8728,19378404,0.0,488560.0,1997-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-08,20,False,0,8778,3427,Mid-term,English
+8729,19379264,0.0,70474.13333333333,1987-09-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-24,7,False,0,12261,3503,Mid-term,English
+8731,19383670,0.0,1112117.4095238096,1997-05-01,38,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Arabic,Premier,2013-10-31,38,False,0,8731,2704,Mid-term,Asian
+8732,19384426,0.0,375510.4,1997-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-30,16,True,0,8656,3162,Mid-term,English
+8733,19392509,0.0,197364.90666666665,1984-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-08,19,False,0,13404,2058,Mid-term,English
+8734,19393365,0.0,271804.8666666667,2011-12-08,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-08-11,11,False,0,3397,3150,Short-term,Unknown
+8735,19394186,171.7866666666667,194806.08000000002,1957-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-19,21,False,1,23157,2685,Long-term,English
+8737,19395404,172.41333333333333,297930.24,1978-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-12,18,True,1,15457,2692,Long-term,English
+8738,19398319,0.0,803180.0,1998-05-22,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-05-30,21,True,0,8345,2493,Mid-term,English
+8739,19401507,0.0,272143.1885714286,2016-02-03,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Premier,2016-06-02,17,True,0,1879,1759,Short-term,Asian
+8740,19402188,0.0,1855225.8666666665,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2013-07-23,17,True,0,8670,2804,Mid-term,English
+8741,19403009,0.0,560333.5028571431,1997-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-13,17,True,0,8670,2479,Mid-term,English
+8742,19404875,392.3733333333334,755318.6666666667,1992-07-01,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-14,25,True,1,10496,2935,Mid-term,English
+8745,19410320,0.0,125647.90476190478,1997-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-21,19,False,0,8778,2987,Mid-term,English
+8747,19411730,217.65714285714284,135818.05714285714,1994-04-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-06,8,False,1,9843,2486,Mid-term,English
+8748,19416018,421.6,160208.0,1970-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Standard,2013-12-21,19,True,1,18654,2653,Long-term,European
+8749,19416174,172.8952380952381,42705.123809523815,1969-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-22,19,True,1,18744,2166,Long-term,English
+8751,19419314,172.02666666666667,116978.13333333333,1978-11-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-11-16,20,False,1,15487,2688,Long-term,Unknown
+8752,19423461,0.0,1374172.7999999998,1986-11-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-04-04,18,True,0,12565,2914,Mid-term,English
+8753,19424747,0.0,443857.9199999999,2014-03-07,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-22,20,True,0,2577,3078,Short-term,English
+8754,19427656,0.0,1340569.0666666667,1974-09-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2011-08-21,7,True,0,16995,3506,Long-term,English
+8755,19434136,0.0,934657.12,1990-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-03-12,19,True,0,11104,3302,Mid-term,English
+8756,19434510,279.84000000000003,132644.16,1992-01-01,6,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-09,6,True,1,10678,3791,Mid-term,English
+8757,19437153,0.0,1607220.8,1990-12-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,Spanish,Premier,2011-07-16,17,True,0,11074,3542,Mid-term,European
+8758,19444259,0.0,50152.4,2010-06-21,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-07,15,True,0,3932,2728,Short-term,English
+8759,19451528,0.0,3238482.8666666667,1991-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-01-07,19,True,0,10862,3367,Mid-term,English
+8760,19452106,213.35238095238097,488150.24761904764,2008-05-30,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-07,16,False,1,4684,2455,Short-term,English
+8762,19454433,0.0,1258861.7600000002,2007-01-08,23,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-09-12,23,True,0,5192,2753,Short-term,English
+8763,19462244,0.0,649376.7428571429,1998-02-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-18,15,False,0,8441,2656,Mid-term,English
+8764,19465763,0.0,689610.361904762,2004-06-11,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-03,16,True,0,6133,3340,Short-term,English
+8765,19472284,0.0,178028.40000000005,1995-10-15,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-29,9,False,0,9295,2767,Mid-term,English
+8766,19472738,0.0,213853.64,2010-05-11,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-06-16,21,True,0,3973,1745,Short-term,English
+8768,19480755,281.84000000000003,568189.4400000001,1975-09-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-01,21,True,1,16644,2369,Long-term,English
+8769,19484045,0.0,931624.8685714286,1992-10-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-14,18,True,0,10404,3544,Mid-term,English
+8770,19484522,676.6,284172.0,1973-01-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2014-11-27,7,False,1,17617,2312,Long-term,Unknown
+8771,19486127,0.0,567047.936,1997-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-01,16,True,0,8717,2308,Mid-term,English
+8772,19491167,0.0,628523.3523809524,2009-02-11,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-11,17,False,0,4427,3211,Short-term,English
+8773,19504079,0.0,833808.0,1995-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-16,18,True,0,9309,3298,Mid-term,English
+8774,19504114,0.0,1058722.857142857,1988-12-25,25,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-04,25,True,0,11780,3126,Mid-term,English
+8775,19506700,100.14666666666666,86526.72,1973-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-22,16,False,1,17422,1952,Long-term,English
+8776,19507026,517.8133333333334,739437.4400000001,1994-04-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-11,17,True,1,9843,3577,Mid-term,English
+8777,19507181,0.0,443428.5714285715,1986-03-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-02,16,True,0,12796,2582,Mid-term,English
+8779,19513846,354.81904761904764,351270.85714285716,1973-04-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-27,22,True,1,17513,3469,Long-term,English
+8781,19515922,298.66720000000004,667521.1920000002,1980-09-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-01,15,True,1,14817,2887,Long-term,English
+8782,19521312,0.0,890198.4000000001,1989-03-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-09-30,12,True,0,11714,2735,Mid-term,English
+8783,19524171,0.0,593532.0,1999-08-11,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-15,18,False,0,7899,3177,Mid-term,English
+8784,19530057,0.0,540504.0000000001,1981-02-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-13,12,True,0,14664,4001,Long-term,English
+8785,19530375,0.0,349172.28571428574,1997-08-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-28,15,True,0,8639,2646,Mid-term,English
+8786,19536508,0.0,1177300.8,1997-04-01,28,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-01-08,28,True,0,8761,3366,Mid-term,Unknown
+8787,19539158,0.0,760184.2285714287,1992-02-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-07,18,True,0,10647,3428,Mid-term,English
+8789,19546377,0.0,115913.33333333334,1998-08-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,101-500,English,Standard,2012-03-14,4,True,0,8274,3300,Mid-term,English
+8790,19546878,0.0,533328.0000000001,1998-07-03,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-10,15,True,0,8303,2998,Mid-term,English
+8791,19546909,0.0,447641.00333333336,2012-11-29,11,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-03-26,11,True,0,3040,3654,Short-term,English
+8792,19547072,0.0,1129860.1600000001,2015-08-16,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-06-21,11,True,0,2050,4297,Short-term,English
+8793,19547417,0.0,1244678.4000000001,1983-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-10-06,21,True,0,13617,3094,Mid-term,English
+8794,19547418,0.0,1423084.7999999998,1997-11-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-06-13,24,True,0,8547,3940,Mid-term,English
+8795,19550209,0.0,292546.8,1989-03-01,9,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-20,9,True,0,11714,3172,Mid-term,English
+8797,19551789,0.0,724118.4,2007-06-11,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-06-17,27,True,0,5038,2110,Short-term,English
+8798,19557113,399.8453333333333,870063.4453333333,1981-01-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-22,17,True,1,14695,2501,Long-term,English
+8799,19558006,219.4192,779376.9983999999,1993-02-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-04,24,False,1,10267,2366,Mid-term,English
+8800,19560301,0.0,195989.97333333333,2003-02-18,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2013-06-16,8,True,0,6612,2841,Mid-term,English
+8802,19567074,0.0,115463.04000000002,1986-06-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-28,7,True,0,12704,2099,Mid-term,English
+8803,19570431,0.0,364322.8160000001,2014-10-29,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-04-06,22,True,0,2341,3643,Short-term,English
+8804,19570922,0.0,559978.1333333333,1995-01-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-28,20,True,0,9568,2890,Mid-term,English
+8805,19571076,0.0,1392343.3333333337,2016-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-06-24,20,True,0,1881,2833,Short-term,English
+8806,19573809,0.0,1133313.8666666667,1997-07-01,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-08,22,False,0,8670,2696,Mid-term,English
+8807,19577207,155.23809523809524,368845.7142857143,1982-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-27,22,False,1,14257,2039,Mid-term,English
+8808,19579950,0.0,482017.536,1996-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-11,19,True,0,9112,2512,Mid-term,English
+8809,19580345,0.0,57398.88,1984-03-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-25,12,False,0,13540,3258,Mid-term,English
+8810,19580680,0.0,652852.8133333334,1996-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-03-23,17,False,0,8858,4022,Mid-term,English
+8812,19587203,0.0,435620.3488,1974-07-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-08-22,17,True,0,17057,2774,Long-term,English
+8813,19590336,0.0,482680.5333333334,1996-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-09,16,True,0,9172,2999,Mid-term,English
+8815,19594070,427.93333333333334,1016341.6666666667,1971-11-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-11-25,19,True,1,18030,2679,Long-term,English
+8816,19594327,276.0190476190476,171959.86666666667,1972-03-01,7,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-13,7,True,1,17923,2905,Long-term,English
+8817,19597462,0.0,33349.23428571429,2007-12-29,3,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-20,3,True,0,4837,2319,Short-term,English
+8819,19602180,0.0,494049.52380952396,1995-06-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-12-21,25,True,0,9431,2288,Mid-term,English
+8820,19602946,156.44000000000003,407369.76000000007,1977-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-25,21,True,1,15822,2528,Long-term,English
+8822,19604233,0.0,188658.0,2007-02-16,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-13,9,True,0,5153,2357,Short-term,English
+8823,19616924,0.0,191835.77142857146,1986-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-02,18,True,0,12838,2033,Mid-term,English
+8824,19617878,0.0,135129.42857142858,1996-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-02,15,True,0,9096,2582,Mid-term,English
+8825,19623800,255.1809523809524,124528.30476190477,1978-04-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-10,8,False,1,15687,2755,Long-term,English
+8826,19624325,0.0,523031.0400000001,1988-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-30,21,True,0,12004,2735,Mid-term,English
+8827,19625248,367.6152380952381,1389585.6,1974-07-01,27,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2013-02-24,27,True,1,17071,2953,Long-term,English
+8828,19634419,0.0,651560.0000000001,1994-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-08-11,16,False,0,9660,3150,Mid-term,Unknown
+8829,19639781,144.36666666666667,311254.5333333333,1971-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-06-18,22,False,1,18197,2109,Long-term,English
+8830,19644855,0.0,883746.24,1996-04-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2006-03-01,19,False,0,9126,5505,Mid-term,English
+8831,19645504,0.0,117673.92000000003,1990-07-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-12-31,6,True,0,11213,2643,Mid-term,Unknown
+8832,19645632,0.0,815203.2000000001,1990-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-08,15,False,0,11213,2819,Mid-term,English
+8833,19647144,103.46666666666665,117848.53333333333,1981-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-19,17,False,1,14664,1986,Long-term,English
+8835,19656959,0.0,312371.4285714286,1999-10-13,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2010-11-04,5,True,0,7836,3796,Mid-term,English
+8836,19658403,0.0,568480.0,1976-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-06-13,17,False,0,16431,3209,Long-term,English
+8837,19669063,119.33333333333333,320768.0,1993-09-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-10,21,True,1,10055,2148,Mid-term,English
+8838,19670184,0.0,458854.9333333334,1991-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2014-04-01,17,True,0,10862,2552,Mid-term,European
+8839,19671571,0.0,484868.6019047619,1997-03-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-05,22,False,0,8778,2638,Mid-term,English
+8840,19672615,0.0,74918.85714285716,2005-05-27,24,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2017-11-10,24,False,0,5783,1233,Short-term,English
+8841,19672652,0.0,42722.386666666665,1997-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-20,19,True,0,8792,3019,Mid-term,English
+8842,19677175,0.0,224112.0,2010-03-26,14,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-04-14,14,True,0,4019,2904,Short-term,English
+8843,19679178,403.7676190476191,310093.5314285715,2014-02-16,12,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-08-09,12,True,1,2596,3152,Short-term,English
+8845,19688263,0.0,1302444.0,1998-06-17,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-06-16,20,True,0,8319,3206,Mid-term,English
+8847,19691424,0.0,423433.92000000004,1995-11-01,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-28,20,False,0,9278,2250,Mid-term,English
+8848,19693555,301.08000000000004,156561.6,1993-12-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2010-04-05,20,False,1,9964,4009,Mid-term,Unknown
+8849,19695092,0.0,717325.336,1993-08-18,17,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-11,17,True,0,10083,2997,Mid-term,English
+8850,19696121,563.1066666666667,402058.16000000003,1995-02-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2002-12-01,17,True,1,9537,6691,Mid-term,English
+8851,19700317,0.0,55679.04761904762,1990-04-15,2,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-12,2,True,0,11304,3027,Mid-term,English
+8852,19701161,0.0,323076.60000000003,1989-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2013-06-21,21,False,0,11714,2836,Mid-term,English
+8853,19704577,0.0,1494864.0,2000-10-11,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-04-07,15,False,0,7472,2546,Mid-term,English
+8854,19706900,0.0,376985.1428571429,2003-12-22,18,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-16,18,True,0,6305,2081,Short-term,English
+8855,19708347,0.0,953371.2000000001,1986-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-08-26,20,False,0,12511,3866,Mid-term,English
+8857,19709404,0.0,422444.8571428572,1994-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-28,15,True,0,9947,3194,Mid-term,English
+8858,19710402,0.0,281120.84,1992-06-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,Italian,Premier,2013-01-28,22,True,0,10526,2980,Mid-term,European
+8860,19716693,0.0,230149.92000000004,1991-03-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-07,21,True,0,10970,3673,Mid-term,English
+8861,19716706,0.0,2150106.4000000004,1990-08-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2010-09-15,20,True,0,11182,3846,Mid-term,English
+8862,19720741,192.16,242121.59999999998,2015-09-02,20,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-24,20,False,1,2033,2894,Short-term,English
+8863,19726965,0.0,383090.24000000005,2014-09-08,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-16,17,True,0,2392,3145,Short-term,English
+8864,19728530,0.0,868641.2799999999,1985-03-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-28,20,False,0,13175,2584,Mid-term,English
+8865,19730189,0.0,138137.99999999997,2018-01-24,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-01-02,15,False,0,1158,2641,Short-term,English
+8866,19732425,0.0,740571.8666666668,2005-04-12,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-18,19,False,0,5828,3996,Short-term,English
+8867,19733747,433.89666666666665,964552.29,1994-02-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-16,19,False,1,9916,2293,Mid-term,English
+8868,19740313,155.16,133127.28,1977-05-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,Unknown,Premier,2014-05-08,6,True,1,16036,2515,Long-term,Unknown
+8869,19741853,1979.4,415674.0,1983-03-15,10,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2007-08-09,10,True,1,13892,4979,Mid-term,English
+8870,19741875,0.0,1996757.836666667,1989-12-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Standard,2009-09-25,17,True,0,11425,4201,Mid-term,European
+8871,19745782,0.0,139432.85714285713,1989-06-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-05-20,11,False,0,11622,2138,Mid-term,English
+8872,19748396,272.93333333333334,309506.4,1979-12-25,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-06,21,False,1,15068,2882,Long-term,English
+8873,19754863,0.0,682264.128,1969-09-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-31,14,True,0,18821,3435,Long-term,English
+8874,19757716,684.1600000000001,732735.3600000001,1979-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2009-02-09,17,False,1,15412,4429,Long-term,English
+8875,19757935,411.5809523809524,518592.00000000006,2015-05-14,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-16,15,False,1,2144,3876,Short-term,English
+8876,19758130,0.0,2186363.1999999997,2008-03-19,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-02-12,21,True,0,4756,4061,Short-term,English
+8877,19761129,0.0,702168.4800000001,2008-01-21,13,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-10,13,True,0,4814,2633,Short-term,English
+8878,19762179,0.0,185782.80000000002,1984-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-18,18,True,0,13569,2170,Mid-term,English
+8879,19762692,0.0,1794287.0399999998,1998-08-14,19,False,True,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-04-10,19,True,0,8261,2543,Mid-term,English
+8882,19769060,0.0,268107.136,2013-11-18,22,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-09,22,True,0,2686,2057,Short-term,English
+8883,19769556,0.0,47352.68571428572,1988-03-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-23,18,True,0,12065,2377,Mid-term,English
+8884,19772850,143.92000000000002,180475.68000000002,1983-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-31,19,True,1,13934,2400,Mid-term,English
+8886,19776111,0.0,688590.0,1986-03-01,42,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2011-05-07,42,True,0,12810,3612,Mid-term,Unknown
+8887,19777201,0.0,146019.6,1997-10-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,1-5,English,Standard,2009-01-09,9,False,0,8564,4460,Mid-term,English
+8888,19779026,205.27619047619052,254542.4761904762,1994-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-02,20,False,1,9902,2398,Mid-term,English
+8889,19781066,0.0,52339.896,1992-02-01,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-09-07,9,False,0,10647,2393,Mid-term,English
+8890,19781821,0.0,2713925.7600000007,1989-07-01,28,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2010-05-29,28,True,0,11592,3955,Mid-term,Unknown
+8891,19782155,0.0,115472.40000000001,1974-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-25,18,False,0,17057,2528,Long-term,English
+8892,19782951,0.0,529637.55,1994-03-15,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-23,17,True,0,9874,3107,Mid-term,English
+8893,19789638,156.43809523809523,260625.86666666664,1971-11-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-18,17,True,1,18044,2048,Long-term,English
+8894,19791624,0.0,603213.8666666667,1995-09-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,101-500,Spanish,Premier,2015-07-12,13,True,0,9339,2085,Mid-term,European
+8895,19795955,0.0,33655.2,1985-07-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-16,5,True,0,13039,2841,Mid-term,English
+8898,19806826,142.04000000000002,74571.00000000001,1995-02-01,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-19,15,True,1,9551,2381,Mid-term,English
+8899,19807138,0.0,940339.4000000001,1989-06-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-10,21,False,0,11608,2209,Mid-term,English
+8901,19813130,0.0,784332.3428571429,1985-07-15,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-01,18,True,0,13039,3618,Mid-term,English
+8902,19814383,0.0,160022.4,1989-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-06-20,18,False,0,11439,3202,Mid-term,Unknown
+8903,19816629,0.0,134624.7619047619,1976-10-15,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2005-06-29,4,False,0,16234,5750,Long-term,Unknown
+8904,19819575,0.0,23054.72,1997-04-01,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-29,6,True,0,8761,2706,Mid-term,English
+8905,19820258,0.0,226381.1333333334,2006-04-21,5,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-01-27,5,False,0,5454,4442,Short-term,English
+8906,19821302,328.41466666666673,709375.6800000002,1969-03-01,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-14,15,True,1,19019,3513,Long-term,English
+8907,19825530,436.85200000000003,481410.904,2007-03-19,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-24,19,True,1,5122,2073,Short-term,English
+8908,19827595,0.0,283746.32,2006-10-07,3,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Portuguese,Standard,2009-06-06,3,True,0,5285,4312,Short-term,European
+8910,19828791,124.16666666666666,8940.0,1971-04-01,6,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,N,6-10,English,Premier,2016-10-01,6,True,1,18258,1638,Long-term,English
+8911,19830322,274.40000000000003,57624.00000000001,1981-11-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-25,5,False,1,14377,2893,Long-term,English
+8912,19833339,0.0,437023.9238095239,1986-05-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-24,11,True,0,12749,3381,Mid-term,English
+8913,19834749,0.0,362238.17142857146,1996-05-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-20,12,False,0,9096,3385,Mid-term,English
+8915,19838766,0.0,1364250.0666666664,1995-09-15,31,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-16,31,False,0,9325,3267,Mid-term,English
+8918,19853997,215.17600000000002,512118.88,1984-06-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-31,17,False,1,13448,2339,Mid-term,English
+8920,19859397,0.0,304943.52,1976-08-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-15,7,True,0,16309,2508,Long-term,English
+8922,19859876,0.0,250280.00000000003,1986-07-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-08,15,False,0,12674,2635,Mid-term,English
+8923,19862411,0.0,181149.25714285718,1996-04-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-12,9,True,0,9112,3180,Mid-term,English
+8924,19863613,0.0,592883.5,2007-08-06,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-08-04,17,True,0,4982,3523,Short-term,English
+8925,19864404,550.6666666666666,351876.0,1997-06-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-12-25,9,False,1,8686,3745,Mid-term,English
+8926,19866114,0.0,1289268.864,1992-06-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-25,23,False,0,10526,2863,Mid-term,English
+8927,19871594,0.0,90087.77142857143,1996-10-26,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-03,20,True,0,8918,2306,Mid-term,English
+8930,19877962,223.97333333333333,411215.04,1972-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-24,17,False,1,17695,2073,Long-term,English
+8932,19878110,0.0,760141.1066666666,2004-03-30,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-26,23,True,0,6206,3470,Short-term,English
+8933,19880733,0.0,1194540.4800000002,1997-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-26,18,False,0,8806,3623,Mid-term,English
+8934,19890100,0.0,819704.0000000001,1995-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-11-18,20,True,0,9370,3051,Mid-term,English
+8936,19898030,0.0,1294182.7200000002,1987-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-07,18,False,0,12445,3673,Mid-term,English
+8937,19901210,221.70416666666665,241214.1333333333,2015-03-31,8,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2017-03-03,8,True,1,2188,1485,Short-term,English
+8938,19911527,119.18666666666667,278896.8,1976-03-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-11,18,True,1,16462,2147,Long-term,English
+8940,19920360,0.0,169622.09523809524,1996-08-15,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-19,22,True,0,8990,3689,Mid-term,English
+8941,19920675,0.0,116746.66666666666,1982-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Japanese,Standard,2016-02-05,20,False,0,14226,1877,Mid-term,Asian
+8942,19926320,0.0,157412.11200000002,2015-10-24,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2010-02-16,6,True,0,1981,4057,Short-term,Unknown
+8943,19928964,0.0,298909.52,1992-06-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-30,19,False,0,10526,2401,Mid-term,English
+8944,19931673,0.0,270372.0,1986-06-01,5,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-12,5,True,0,12718,4002,Mid-term,English
+8945,19932378,0.0,604360.5333333333,2004-06-29,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,Spanish,Standard,2009-01-27,22,True,0,6115,4442,Short-term,European
+8946,19934094,0.0,627226.6247619046,1985-06-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-16,19,True,0,13083,2537,Mid-term,English
+8947,19936700,573.7666666666668,465898.5333333334,1993-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2012-04-07,7,True,1,10281,3276,Mid-term,Unknown
+8948,19937259,0.0,412137.43999999994,1998-06-04,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,11-50,English,Standard,2011-12-20,12,True,0,8332,3385,Mid-term,English
+8949,19939580,0.0,206016.0,1990-10-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-20,20,False,0,11121,2684,Mid-term,English
+8950,19940302,0.0,382636.8,1991-07-01,13,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-02,13,True,0,10862,3617,Mid-term,English
+8953,19955147,693.8933333333333,1276763.7333333334,1987-11-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-12-22,20,False,1,12186,4478,Mid-term,English
+8954,19956621,0.0,345538.28571428574,1996-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-03,18,True,0,8929,3219,Mid-term,English
+8955,19960425,0.0,173283.0,1986-02-15,6,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,11-50,English,Standard,2013-03-18,6,False,0,12824,2931,Mid-term,English
+8956,19962407,407.2190476190476,618972.9523809523,1976-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-16,19,True,1,16491,3845,Long-term,English
+8957,19962727,361.31428571428575,1033358.8571428572,2008-12-18,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-11,22,True,1,4482,3516,Short-term,English
+8958,19963388,0.0,213078.6666666667,1994-02-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-30,19,True,0,9916,3223,Mid-term,English
+8959,19967502,0.0,63346.285714285725,1987-06-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-18,18,True,0,12339,3448,Mid-term,English
+8960,19974659,0.0,993392.4000000001,1982-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-04-20,21,False,0,14240,2168,Mid-term,English
+8961,19975899,364.6933333333334,629096.0000000001,1994-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-03,15,True,1,9902,2793,Mid-term,English
+8962,19979274,0.0,430362.28571428574,1990-09-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-25,17,True,0,11151,3594,Mid-term,English
+8963,19980756,232.22857142857143,98697.14285714286,1969-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-21,17,True,1,18974,2591,Long-term,English
+8964,19981601,344.4666666666667,1045800.8,1994-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-01-16,22,False,1,9843,4453,Mid-term,English
+8966,19983081,0.0,993669.6,1995-01-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-09-20,20,True,0,9568,3476,Mid-term,English
+8967,19983772,533.4666666666666,1856463.9999999995,1993-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-23,24,False,1,10222,3657,Mid-term,English
+8968,19985340,218.4666666666667,329229.2666666667,1995-02-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-29,11,True,1,9537,3163,Mid-term,English
+8969,19991894,0.0,486964.5714285714,1983-11-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2010-04-26,20,True,0,13661,3988,Mid-term,European
+8971,19993918,162.66666666666666,129320.0,1976-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-05,15,True,1,16417,2092,Long-term,English
+8972,20000066,0.0,2539200.0,2008-04-08,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-10-07,16,True,0,4736,3093,Short-term,English
+8974,20004083,0.0,283582.3466666667,1991-05-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-10-10,19,True,0,10923,1995,Mid-term,English
+8975,20007404,0.0,421281.224,2018-05-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-09,19,True,0,1061,3365,Short-term,English
+8976,20008697,321.81333333333333,440240.63999999996,1972-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-10,19,False,1,17756,2574,Long-term,English
+8979,20020938,0.0,891957.6640000001,1986-08-01,23,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2012-10-23,23,True,0,12657,3077,Mid-term,Unknown
+8980,20020997,105.28266666666669,305109.16800000006,1966-09-15,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-06-05,23,True,1,19917,1756,Long-term,English
+8981,20024934,0.0,157501.80952380956,2013-03-10,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-26,23,False,0,2939,2436,Short-term,English
+8982,20025664,0.0,1742666.8,1988-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-08-06,21,True,0,11881,3521,Mid-term,English
+8983,20025698,0.0,41814.68571428571,1998-02-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2011-09-08,4,True,0,8455,3488,Mid-term,English
+8984,20026094,516.4095238095239,261303.2190476191,1993-01-01,23,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-27,23,True,1,10312,3773,Mid-term,English
+8986,20028986,0.0,561324.3999999999,1986-02-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-08,21,False,0,12838,3031,Mid-term,English
+8987,20029168,0.0,614738.2142857143,1988-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-09-21,17,False,0,12139,3109,Mid-term,English
+8988,20031797,283.14285714285717,326180.5714285715,1993-12-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-21,12,True,1,9964,2956,Mid-term,English
+8989,20036370,0.0,181208.38095238098,2008-08-07,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-10,4,True,0,4615,3120,Short-term,English
+8990,20036386,0.0,828426.6666666666,1997-03-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2005-06-06,14,True,0,8778,5773,Mid-term,English
+8991,20036679,0.0,609760.0,1996-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2014-08-28,20,True,0,8990,2403,Mid-term,English
+8992,20037567,0.0,1082744.96,1992-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-09,22,True,0,10647,3396,Mid-term,English
+8993,20037575,354.6333333333334,293636.4,1985-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-09-21,18,True,1,13039,2379,Mid-term,English
+8994,20038702,0.0,106401.54285714286,1990-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-23,17,True,0,11318,3565,Mid-term,English
+8995,20039798,550.1,84715.40000000001,2004-09-21,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-13,7,True,1,6031,3179,Short-term,English
+8996,20039971,0.0,635778.0,1992-10-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-04-29,22,True,0,10404,2524,Mid-term,English
+8997,20040484,0.0,135744.00000000003,1988-09-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2016-06-07,20,True,0,11881,1754,Mid-term,English
+8999,20042582,0.0,226281.8133333334,1996-08-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-12-26,20,True,0,8990,4109,Mid-term,English
+9000,20043331,307.2506666666667,82957.68000000001,2010-09-16,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-22,18,True,1,3845,2136,Short-term,English
+9001,20043923,270.464,646949.888,2016-12-09,26,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-07-17,26,False,1,1569,2080,Short-term,English
+9002,20046000,330.8666666666667,792094.7999999999,2017-07-11,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-05-26,21,True,1,1355,2862,Short-term,English
+9003,20050883,0.0,1732184.1600000001,1987-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-11-08,18,True,0,12323,4522,Mid-term,English
+9006,20056180,0.0,82732.8,1979-06-15,18,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-24,18,True,0,15261,2103,Long-term,English
+9008,20059444,0.0,465782.4000000001,1977-05-01,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-22,18,True,0,16036,3870,Long-term,English
+9009,20061393,0.0,498680.0000000001,1990-03-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-16,20,True,0,11335,2142,Mid-term,English
+9010,20061762,125.85333333333334,327722.08,1980-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-04,21,True,1,15001,2215,Long-term,English
+9011,20064599,0.0,2716080.0,1985-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-06-21,20,True,0,13144,2471,Mid-term,English
+9012,20069254,0.0,44586.05714285714,1984-12-01,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-04,3,True,0,13265,2366,Mid-term,English
+9013,20074073,0.0,270406.98666666663,1984-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-07-26,17,False,0,13448,4627,Mid-term,English
+9015,20077050,0.0,278427.8095238096,1992-04-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-21,19,True,0,10587,2836,Mid-term,English
+9016,20084333,253.46533333333335,393378.1973333334,1967-11-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-03-26,16,True,1,19505,2923,Long-term,English
+9017,20086409,1065.1333333333337,1227033.6000000003,1989-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2002-08-16,18,True,1,11683,6798,Mid-term,English
+9018,20086863,0.0,147916.80000000002,1996-07-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-10,18,True,0,9021,2329,Mid-term,English
+9020,20089443,0.0,166271.65714285718,1987-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-08,17,False,0,12445,1874,Mid-term,English
+9021,20089525,0.0,519630.6133333334,1999-09-14,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-16,22,False,0,7865,3145,Mid-term,English
+9022,20090361,0.0,169347.11733333336,2015-03-05,7,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-10,7,True,0,2214,2268,Short-term,English
+9023,20090935,0.0,250719.23809523814,1995-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-18,17,True,0,9339,2959,Mid-term,English
+9024,20090971,0.0,871043.6,2013-10-17,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-31,15,True,0,2718,3161,Short-term,English
+9027,20093413,0.0,1276217.5999999996,1988-12-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2006-06-25,20,True,0,11804,5389,Mid-term,English
+9028,20093729,147.2986666666667,56562.68800000001,1974-09-01,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-11,16,True,1,17009,2086,Long-term,English
+9029,20094432,0.0,144096.50666666665,2001-12-05,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,1-5,English,Standard,2010-07-10,16,True,0,7052,3913,Mid-term,English
+9030,20094475,0.0,1354144.4000000001,1997-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-07-28,21,True,0,8670,3164,Mid-term,English
+9031,20094892,464.30476190476196,317584.4571428572,1994-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-08-03,19,True,1,9902,4254,Mid-term,English
+9032,20096687,0.0,196871.68,1980-03-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-12,16,True,0,15001,2115,Long-term,English
+9033,20100270,0.0,895725.2571428572,2013-09-30,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-10,16,True,0,2735,3212,Short-term,English
+9034,20101357,0.0,303352.0,1993-12-01,15,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-26,15,True,0,9978,2405,Mid-term,English
+9035,20101913,231.94285714285718,577305.7714285714,1987-03-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-23,19,True,1,12431,2589,Mid-term,English
+9037,20102505,43.400000000000006,122388.00000000001,1972-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2017-06-25,20,False,1,17801,1371,Long-term,English
+9038,20104013,0.0,659688.96,1995-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-11,18,False,0,9295,2601,Mid-term,English
+9040,20106113,0.0,1284529.2,1992-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2011-07-20,19,False,0,10647,3538,Mid-term,Unknown
+9041,20109980,0.0,223279.2,1995-06-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-21,9,False,0,9431,3749,Mid-term,English
+9042,20111204,0.0,513970.2857142858,2006-02-22,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-22,12,True,0,5512,3717,Short-term,English
+9043,20112264,0.0,19106.666666666668,1996-05-15,1,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-06-01,1,True,0,9082,2491,Mid-term,English
+9044,20113596,509.9238095238095,138699.27619047617,1965-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Portuguese,Premier,2008-09-10,17,True,1,20405,4581,Long-term,European
+9045,20114285,0.0,745724.5714285714,2004-09-17,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,German,Standard,2010-03-04,22,True,0,6035,4041,Short-term,European
+9046,20114337,469.69866666666667,736487.5093333333,1973-04-01,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-08-20,16,True,1,17527,2776,Long-term,English
+9047,20114667,0.0,3413124.0,1998-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,500+,English,Standard,2013-11-21,17,True,0,8427,2683,Mid-term,English
+9048,20115569,0.0,174542.40000000002,1984-11-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-10,9,True,0,13281,1934,Mid-term,English
+9049,20117711,272.2666666666667,382262.4000000001,1992-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-19,18,False,1,10359,2320,Mid-term,English
+9050,20119739,491.66666666666674,684400.0000000001,1994-08-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-03-09,16,True,1,9721,2940,Mid-term,English
+9051,20120761,0.0,684782.0571428572,1987-12-25,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-06-24,18,False,0,12146,2833,Mid-term,Unknown
+9052,20127561,0.0,590903.04,1995-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-05,19,False,0,9509,2822,Mid-term,English
+9053,20127611,0.0,103394.13333333333,1990-03-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-11,8,True,0,11349,3332,Mid-term,English
+9054,20127779,166.10666666666668,418588.80000000005,1984-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-01-16,20,True,1,13418,2627,Mid-term,English
+9055,20128108,0.0,3121896.96,2006-09-19,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-01-09,18,True,0,5303,3365,Short-term,English
+9056,20134496,135.53333333333336,197878.6666666667,1979-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-11-25,20,True,1,15395,2314,Long-term,English
+9057,20134604,0.0,523534.0,1972-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-01-03,15,False,0,17634,2275,Long-term,English
+9059,20135133,0.0,133130.74666666667,1995-11-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-16,13,True,0,9278,3206,Mid-term,English
+9060,20137058,0.0,480935.20000000007,1991-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-14,21,True,0,10739,2904,Mid-term,English
+9061,20138212,0.0,588568.3200000001,1995-04-15,19,False,True,False,NOTICE,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-01,19,True,0,9478,3129,Mid-term,English
+9062,20139179,149.58095238095237,60580.2857142857,1993-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-07,15,False,1,10039,1998,Mid-term,English
+9064,20141725,172.71428571428572,310885.7142857143,1967-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,Y,Y,6-10,English,Premier,2016-02-03,18,True,1,19461,1879,Long-term,English
+9065,20141811,0.0,1110909.8,2004-01-07,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-07-21,22,True,0,6289,2441,Short-term,English
+9066,20143640,0.0,356458.6666666666,2001-06-21,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2011-07-25,5,True,0,7219,3533,Mid-term,English
+9067,20144577,0.0,342764.34285714285,2010-09-09,19,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-15,19,True,0,3852,2628,Short-term,English
+9069,20151045,134.81333333333336,53386.08000000001,1974-06-01,12,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,1-5,Unknown,Premier,2014-12-02,12,True,1,17101,2307,Long-term,Unknown
+9070,20155876,0.0,383581.7142857143,1988-06-15,20,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-26,20,False,0,11973,2101,Mid-term,English
+9071,20156506,0.0,505920.380952381,1988-11-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-25,20,False,0,11820,2194,Mid-term,English
+9072,20156668,0.0,281971.4285714286,1990-03-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-04,20,True,0,11349,2274,Mid-term,English
+9073,20158813,0.0,652910.9333333332,1990-06-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-05,16,True,0,11257,3125,Mid-term,English
+9076,20169704,0.0,286170.0,1988-06-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-18,18,True,0,11987,2229,Mid-term,English
+9078,20177401,0.0,154299.25333333336,1991-07-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-28,19,True,0,10862,2525,Mid-term,English
+9079,20180184,0.0,163035.6,1997-03-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-06-12,7,True,0,8778,3576,Mid-term,Unknown
+9080,20180614,420.9276190476191,404090.5142857143,1994-04-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-06,8,False,1,9843,3247,Mid-term,English
+9081,20181529,0.0,103854.0,1996-02-15,18,False,True,False,NOTICE,IT,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-03-10,18,True,0,9172,4035,Mid-term,English
+9083,20192830,0.0,39095.82857142858,1990-04-01,3,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-02-22,3,False,0,11318,3321,Mid-term,Unknown
+9084,20193526,369.125,31744.75,1994-07-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2015-05-22,2,True,1,9752,2136,Mid-term,English
+9085,20196512,0.0,686900.6666666666,1985-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2010-05-24,19,False,0,12961,3960,Mid-term,Unknown
+9086,20198485,152.1,175827.59999999998,2009-09-28,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-03,17,True,1,4198,2124,Short-term,English
+9087,20202895,226.99238095238096,195213.44761904763,1970-11-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-04-10,20,True,1,18409,2178,Long-term,English
+9088,20203933,0.0,130166.40000000002,1997-03-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-19,6,True,0,8792,2777,Mid-term,English
+9090,20213166,699.2,495033.6000000001,1994-12-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-10,12,True,1,9599,3790,Mid-term,English
+9091,20217567,0.0,688150.4000000001,2007-01-30,21,False,False,False,NOTICE,MAIL,Y,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-07-07,21,True,0,5170,2820,Short-term,English
+9093,20219393,0.0,152085.6,1992-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-10-21,18,True,0,10359,3810,Mid-term,English
+9094,20221145,610.0666666666667,1076157.6,2002-08-06,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Premier,2011-11-10,21,True,1,6808,3425,Mid-term,European
+9095,20222340,0.0,1328853.9428571428,1995-10-15,18,False,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-11-29,18,False,0,9295,4501,Mid-term,English
+9096,20225827,200.62857142857143,300942.85714285716,1967-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-06,15,True,1,19644,2364,Long-term,English
+9097,20226438,0.0,642586.2666666667,1988-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-31,22,True,0,12079,3527,Mid-term,English
+9098,20232705,358.26666666666665,729789.2,1981-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-05,21,False,1,14347,2760,Long-term,English
+9099,20237452,0.0,163688.0,1997-06-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-26,21,True,0,8686,2436,Mid-term,English
+9100,20241562,0.0,925483.2000000001,1995-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-07,15,True,0,9551,3215,Mid-term,English
+9101,20243703,0.0,188893.44000000003,1997-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-12-16,19,False,0,8792,3754,Mid-term,English
+9102,20250248,176.45714285714288,146106.5142857143,1976-04-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-28,12,True,1,16417,2191,Long-term,English
+9103,20255940,0.0,204634.5142857143,1996-04-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-08-14,24,True,0,9112,2417,Mid-term,English
+9105,20260523,0.0,562772.5009523811,2007-05-29,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-12,17,True,0,5051,2541,Short-term,English
+9106,20260751,0.0,720643.7333333333,1976-04-01,11,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-21,11,True,0,16431,3506,Long-term,English
+9107,20261122,0.0,400029.2571428572,2005-09-27,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-28,19,True,0,5660,2250,Short-term,English
+9108,20262511,400.0190476190476,472022.4761904762,1978-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-07,20,False,1,15732,3793,Long-term,English
+9109,20265779,0.0,993787.7039999999,1990-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-09-30,18,False,0,11074,4196,Mid-term,English
+9110,20269406,0.0,421639.68000000005,1989-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-26,22,True,0,11592,2678,Mid-term,English
+9113,20275561,195.65333333333334,246131.8933333333,1980-02-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-19,17,True,1,15030,2930,Long-term,English
+9114,20279830,0.0,677576.9333333333,1996-12-15,17,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-03,17,True,0,8868,2701,Mid-term,English
+9115,20283890,0.0,7492.8,1977-07-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-13,1,True,0,15961,3483,Long-term,English
+9116,20287964,0.0,273720.8,1966-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-07,20,True,0,20129,2212,Long-term,English
+9117,20291184,0.0,1611296.266666667,1987-08-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-22,20,True,0,12292,4266,Mid-term,English
+9118,20295218,0.0,617952.72,1995-04-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2011-05-08,17,True,0,9492,3611,Mid-term,English
+9120,20306894,0.0,925514.32,1994-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-23,19,True,0,9782,2954,Mid-term,English
+9121,20308790,302.2666666666667,406246.4000000001,1980-12-25,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-07,16,True,1,14702,3093,Long-term,English
+9122,20310547,0.0,425108.5714285715,2000-05-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-12-23,15,False,0,7621,3747,Mid-term,English
+9123,20311886,0.0,290963.51999999996,1995-04-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-17,18,True,0,9478,2261,Mid-term,English
+9124,20313230,0.0,523580.5714285714,1983-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-26,17,False,0,13607,3379,Mid-term,English
+9125,20316808,0.0,152172.53333333333,1991-04-15,11,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-02-27,11,True,0,10939,2950,Mid-term,English
+9126,20323595,0.0,653034.3733333333,1970-09-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-24,17,True,0,18470,3534,Long-term,English
+9127,20324950,0.0,122112.0,1997-07-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-27,10,False,0,8656,3531,Mid-term,English
+9128,20326469,0.0,335818.08,1993-05-14,27,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-30,27,True,0,10179,3375,Mid-term,English
+9129,20328371,0.0,82358.40000000001,1998-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2012-11-04,12,True,0,8455,3065,Mid-term,English
+9131,20331399,488.19047619047626,285591.42857142864,1993-06-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-02-13,13,True,1,10161,4425,Mid-term,English
+9132,20334412,0.0,785304.0,2004-07-08,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-12-30,20,False,0,6106,2644,Short-term,English
+9133,20336978,0.0,469682.4,1997-07-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-05-27,18,True,0,8670,5783,Mid-term,English
+9134,20343045,245.4895238095238,326501.06666666665,2005-11-19,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-29,19,True,1,5607,2280,Short-term,English
+9136,20344577,0.0,373852.28571428574,1997-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2008-10-26,11,True,0,8778,4535,Mid-term,English
+9137,20345378,1589.3333333333333,4130677.333333333,2016-08-11,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Standard,2011-07-28,23,False,1,1689,3530,Short-term,English
+9138,20349079,0.0,87556.8,1990-11-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-20,21,True,0,11104,2684,Mid-term,English
+9141,20354325,0.0,525014.2857142858,1989-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-06-01,20,False,0,11439,2856,Mid-term,Unknown
+9142,20354554,0.0,696831.6952380952,1991-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-12,19,True,0,10953,3454,Mid-term,English
+9143,20357284,0.0,793161.6,1995-09-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-02,14,True,0,9339,2886,Mid-term,English
+9144,20357717,0.0,905178.3619047621,1997-06-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-11,23,True,0,8686,3638,Mid-term,English
+9145,20357785,206.85714285714286,55024.0,1978-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-08-22,19,True,1,15760,2409,Long-term,English
+9146,20358581,333.69142857142856,128137.50857142857,1992-12-15,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-30,8,True,1,10329,2919,Mid-term,English
+9148,20367897,242.51428571428573,381960.0,1969-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Premier,2013-12-10,21,True,1,18897,2664,Long-term,European
+9149,20371965,286.7428571428572,102367.20000000001,2016-06-21,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-27,17,True,1,1740,2981,Short-term,English
+9150,20372511,218.6666666666667,310506.6666666667,1989-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Spanish,Standard,2012-07-27,20,False,1,11714,3165,Mid-term,European
+9152,20377404,267.16190476190474,272505.14285714284,1993-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-16,17,False,1,10222,2841,Mid-term,English
+9153,20378687,0.0,4370436.0,1989-07-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-06-29,21,True,0,11592,3193,Mid-term,English
+9154,20379028,828.9333333333334,1286504.5333333334,2017-08-02,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-01-19,16,True,1,1333,2624,Short-term,English
+9155,20379995,0.0,274277.5466666667,1982-11-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-12-27,7,False,0,14026,2282,Mid-term,English
+9156,20381042,0.0,2231899.4000000004,1995-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-01-29,17,False,0,9370,2979,Mid-term,English
+9157,20386147,0.0,1032022.4000000001,1996-06-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-08-11,12,True,0,9065,3516,Mid-term,English
+9158,20386528,0.0,187274.64000000004,1998-04-17,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-14,19,False,0,8380,3329,Mid-term,English
+9159,20387443,0.0,281509.9047619048,1997-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-04,11,True,0,8778,2549,Mid-term,English
+9161,20393625,0.0,2048018.9333333333,1992-11-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2010-12-18,14,True,0,10373,3752,Mid-term,English
+9162,20395462,0.0,518558.6666666666,1992-02-15,20,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-08,20,True,0,10633,2757,Mid-term,English
+9163,20397777,563.24,192628.08,1959-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2002-11-29,18,True,1,22413,6693,Long-term,English
+9164,20399225,291.40476190476187,320545.23809523805,1994-06-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Polish,Standard,2014-02-15,20,True,1,9782,2597,Mid-term,European
+9165,20402044,270.7866666666667,170595.6,1978-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-09,15,True,1,15791,3699,Long-term,English
+9167,20403547,219.20000000000002,465800.0,1979-07-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-05-26,25,True,1,15245,2497,Long-term,English
+9169,20413439,0.0,222868.2857142857,1991-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-05-28,18,True,0,10709,2130,Mid-term,English
+9170,20414537,0.0,783953.456,2011-07-11,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-02,11,False,0,3547,2975,Short-term,English
+9171,20414870,0.0,297298.2857142857,1996-04-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-25,20,True,0,9112,2406,Mid-term,English
+9172,20416087,0.0,60429.6,1990-11-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-03-21,14,True,0,11104,2563,Mid-term,English
+9173,20417438,418.5333333333333,301344.0,1979-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-03,18,False,1,15336,2640,Long-term,English
+9174,20418726,0.0,1074105.523809524,2010-07-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-18,20,True,0,3908,3509,Short-term,English
+9176,20420826,0.0,465658.6666666667,1992-04-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-01-14,10,True,0,10573,2629,Mid-term,English
+9177,20422196,0.0,390833.6640000001,1995-04-01,23,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2014-09-19,23,True,0,9492,2381,Mid-term,English
+9178,20422904,210.0304761904762,111736.21333333333,1963-06-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-13,19,True,1,21105,2084,Long-term,English
+9179,20423045,217.46285714285716,531044.2971428572,1979-08-01,22,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-22,22,True,1,15214,2225,Long-term,English
+9180,20424590,0.0,894400.0000000002,1990-07-15,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-31,15,True,0,11213,3861,Mid-term,English
+9181,20429821,0.0,323019.84,1985-07-15,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-02,26,True,0,13039,3372,Mid-term,English
+9182,20433145,0.0,364798.00000000006,1991-10-15,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-11-24,21,True,0,10756,2680,Mid-term,English
+9183,20435667,0.0,1970783.3600000006,1998-02-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-01-15,19,True,0,8441,2628,Mid-term,English
+9184,20437140,0.0,329907.19999999995,1982-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-08,21,False,0,14196,2362,Mid-term,English
+9185,20442285,0.0,1289666.0053333333,1997-05-15,16,True,False,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-01-25,16,True,0,8717,3349,Mid-term,English
+9187,20445710,299.988,762269.5079999999,2005-06-09,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-25,21,True,1,5770,3289,Short-term,English
+9188,20446868,0.0,66624.0,1993-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-08-03,10,True,0,10131,2063,Mid-term,English
+9189,20446920,0.0,69612.38095238095,1990-10-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-10-28,25,True,0,11135,1977,Mid-term,English
+9191,20453524,0.0,210484.4,1987-10-01,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2006-08-29,14,True,0,12231,5324,Mid-term,English
+9192,20454280,0.0,929790.2285714287,2002-02-14,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-19,17,True,0,6981,3965,Mid-term,English
+9193,20457663,0.0,746376.4800000001,1988-08-15,9,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,500+,English,Premier,2012-01-08,9,True,0,11912,3366,Mid-term,English
+9194,20458800,0.0,114906.77333333336,2016-12-20,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-09-12,14,True,0,1558,2753,Short-term,English
+9196,20468087,0.0,22277.14285714286,2011-01-10,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-14,3,False,0,3729,2083,Short-term,English
+9198,20474170,0.0,214150.2857142857,2009-02-06,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-31,15,True,0,4432,2857,Short-term,English
+9199,20476962,0.0,269251.6666666666,1990-08-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-20,25,True,0,11182,2623,Mid-term,English
+9200,20477023,140.70666666666668,35880.2,1974-04-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-03,17,True,1,17162,2367,Long-term,English
+9202,20480109,138.45866666666666,179719.34933333332,1970-12-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-18,11,True,1,18379,2017,Long-term,English
+9203,20480413,0.0,382533.4857142857,1996-09-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-02-23,16,True,0,8973,2224,Mid-term,English
+9204,20480849,0.0,432134.0761904762,1989-03-01,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-24,23,True,0,11714,2315,Mid-term,English
+9206,20487285,0.0,1065768.0,1995-11-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-26,16,True,0,9264,3682,Mid-term,English
+9208,20496563,309.2761904761905,131442.38095238095,1993-11-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-18,25,True,1,9994,3143,Mid-term,English
+9209,20496631,418.3573333333334,357695.52,1994-05-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-10,19,True,1,9827,2574,Mid-term,English
+9210,20499462,293.4761904761905,411747.0952380952,1993-10-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-02-03,23,True,1,10039,2609,Mid-term,English
+9211,20501027,0.0,74384.22857142858,1984-04-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2011-07-18,6,True,0,13495,3540,Mid-term,English
+9212,20506806,312.5028571428572,165001.5085714286,1960-07-01,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-03,8,True,1,22184,2793,Long-term,English
+9214,20519649,0.0,2670046.08,1984-11-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-03-23,18,True,0,13281,2196,Mid-term,English
+9215,20519655,0.0,353939.14285714296,1996-04-15,11,True,True,True,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-27,11,True,0,9112,3773,Mid-term,English
+9216,20519863,0.0,252912.00000000003,1991-02-15,20,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Russian,Premier,2015-02-13,20,True,0,10998,2234,Mid-term,European
+9217,20520543,0.0,372497.72000000003,1997-04-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-19,21,True,0,8761,2534,Mid-term,English
+9219,20522550,0.0,346417.5,2012-12-07,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-07-18,17,True,0,3032,2444,Short-term,English
+9220,20522679,0.0,400040.0,2012-08-10,8,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2014-12-17,8,True,0,3151,2292,Short-term,English
+9221,20525775,398.90000000000003,515378.8,1967-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-03-24,17,False,1,19522,2560,Long-term,English
+9222,20528401,0.0,544650.0,1991-10-01,25,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-18,25,False,0,10770,2413,Mid-term,English
+9223,20533961,0.0,249402.31680000003,1995-10-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2012-01-12,21,True,0,9309,3362,Mid-term,Unknown
+9224,20534136,0.0,144656.86857142858,2018-05-17,12,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-30,12,False,0,1045,2340,Short-term,English
+9226,20536366,0.0,371029.68,2015-07-06,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-06-20,18,False,0,2091,3202,Short-term,English
+9228,20537392,0.0,1297361.8,1992-07-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-10,19,True,0,10496,3029,Mid-term,English
+9229,20538209,0.0,367397.3333333334,2004-11-26,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-09-27,13,True,0,5965,2373,Short-term,English
+9230,20543731,2183.566666666667,4412988.233333334,1970-04-01,43,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,N,500+,Unknown,Premier,2014-12-07,43,True,1,18623,2302,Long-term,Unknown
+9231,20544315,0.0,353296.9142857143,2009-07-16,12,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-04-13,12,True,0,4272,2175,Short-term,English
+9232,20548154,0.0,1154667.3599999999,1987-07-01,21,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,Y,N,N,Y,500+,English,Premier,2013-09-11,21,False,0,12323,2754,Mid-term,English
+9233,20549287,0.0,311164.56,1987-11-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-16,14,False,0,12200,3053,Mid-term,English
+9235,20551843,217.4666666666667,365344.0000000001,2008-09-05,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-08,21,True,1,4586,3153,Short-term,English
+9237,20555793,470.1666666666667,116601.33333333334,2016-09-26,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2014-06-25,4,True,1,1643,2467,Short-term,English
+9239,20563092,113.60000000000001,218112.0,1993-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-08,20,True,1,10192,2089,Mid-term,English
+9240,20571762,0.0,526020.3200000001,2009-06-03,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-22,19,False,0,4315,3413,Short-term,English
+9241,20580441,0.0,621966.9866666668,1985-11-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-26,22,True,0,12930,3379,Mid-term,English
+9243,20593211,138.14666666666668,377140.4,1976-06-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-29,26,True,1,16356,2341,Long-term,English
+9244,20594367,0.0,1095108.3000000003,2009-09-29,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2016-03-21,24,True,0,4197,1832,Short-term,Unknown
+9245,20600159,194.93333333333337,428853.3333333334,1994-02-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-16,22,True,1,9902,2323,Mid-term,English
+9246,20601534,562.0761904761906,834683.1428571431,1967-07-01,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2007-09-03,11,False,1,19628,4954,Long-term,English
+9247,20604286,0.0,1194389.76,2012-08-16,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,500+,English,Standard,2016-10-16,24,True,0,3145,1623,Short-term,English
+9249,20608055,0.0,427383.80952380947,1998-02-15,23,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2016-01-09,23,True,0,8441,1904,Mid-term,English
+9250,20611558,0.0,96863.08571428571,1991-09-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-12,19,True,0,10786,3210,Mid-term,English
+9253,20622699,0.0,1405526.4166666667,1997-07-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2010-10-01,13,False,0,8670,3830,Mid-term,English
+9254,20623936,0.0,84988.24533333334,1992-04-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-17,16,True,0,10587,3541,Mid-term,English
+9255,20625896,0.0,1164078.9333333333,2010-10-03,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2010-11-09,16,False,0,3828,3791,Short-term,English
+9256,20628254,0.0,205967.6,1985-08-15,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-01-02,21,True,0,13008,2641,Mid-term,English
+9257,20632179,0.0,223167.28000000003,1987-07-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,Y,N,N,N,Y,1-5,Italian,Premier,2012-05-12,21,True,0,12309,3241,Mid-term,European
+9258,20634595,0.0,330112.64,1985-06-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-04-22,22,True,0,13083,2896,Mid-term,English
+9260,20635006,404.26666666666665,172217.6,1979-06-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-02,6,True,1,15261,2582,Long-term,English
+9261,20637085,0.0,298862.00000000006,2001-09-13,15,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-04,15,False,0,7135,3218,Mid-term,English
+9263,20640048,0.0,405061.0666666667,1991-12-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-30,14,True,0,10709,3619,Mid-term,English
+9264,20640432,0.0,1929853.3333333335,1984-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-12-24,23,True,0,13555,3381,Mid-term,English
+9265,20641634,0.0,652048.9485714287,1990-03-01,19,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-02,19,True,0,11349,2490,Mid-term,English
+9266,20642409,0.0,568501.7142857143,1990-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-03-05,18,True,0,11349,3309,Mid-term,English
+9268,20646029,0.0,79821.79999999999,1991-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Portuguese,Standard,2015-08-08,17,False,0,10709,2058,Mid-term,European
+9270,20649326,0.0,563705.7523809526,1995-12-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-11,20,True,0,9234,3211,Mid-term,English
+9271,20650882,0.0,185207.01333333337,1992-04-01,20,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-10-31,20,True,0,10587,1608,Mid-term,English
+9272,20652985,0.0,59807.280000000006,1988-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-28,18,False,0,12065,2099,Mid-term,English
+9273,20654962,208.88400000000001,325859.04000000004,1973-03-15,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-13,20,False,1,17544,2571,Long-term,English
+9274,20658598,276.08000000000004,401696.4000000001,1976-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-30,15,True,1,16417,2340,Long-term,English
+9275,20658633,0.0,317378.2857142857,1997-09-15,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-26,26,True,0,8594,2252,Mid-term,English
+9276,20660079,0.0,104587.56000000001,1992-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-20,21,False,0,10587,2472,Mid-term,English
+9277,20661377,0.0,326848.39200000005,1982-11-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-31,17,False,0,14012,2796,Mid-term,English
+9278,20662769,303.84000000000003,615276.0000000001,1973-07-15,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-10,25,True,1,17422,2482,Long-term,English
+9279,20668430,0.0,559986.0,1988-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-06-14,15,False,0,12048,3208,Mid-term,English
+9280,20669014,0.0,388639.4819047619,1995-12-15,8,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-08,8,True,0,9234,3122,Mid-term,English
+9281,20671860,47.44133333333333,112720.608,1950-09-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2016-10-19,18,True,1,25775,1620,Long-term,English
+9282,20672305,0.0,95277.71428571429,1990-08-01,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-06,8,True,0,11196,2182,Mid-term,English
+9283,20672391,153.84761904761908,74769.94285714287,1981-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-06,18,False,1,14469,2029,Long-term,English
+9284,20675640,0.0,232795.42857142858,1997-07-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-20,12,True,0,8656,3323,Mid-term,English
+9285,20675659,217.74666666666664,402395.83999999997,1982-05-01,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2015-03-19,21,False,1,14210,2200,Mid-term,English
+9286,20677097,0.0,1023690.7200000003,1990-12-01,21,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-30,21,True,0,11074,4015,Mid-term,English
+9287,20679453,0.0,91268.57142857142,1991-09-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-28,2,True,0,10786,3652,Mid-term,English
+9288,20682261,0.0,630604.8,2014-08-20,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-24,18,True,0,2411,3168,Short-term,English
+9289,20683750,0.0,866110.9714285714,1996-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-07,18,False,0,9082,3642,Mid-term,English
+9290,20687750,0.0,367379.20000000007,1988-09-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-10,20,True,0,11881,2299,Mid-term,English
+9291,20688711,2359.0833333333335,1318727.5833333335,2016-08-09,13,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Premier,2008-02-13,13,True,1,1691,4791,Short-term,English
+9292,20692994,0.0,507309.77142857143,1985-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-22,19,False,0,13130,2562,Mid-term,English
+9294,20695697,105.52000000000001,341251.68,1978-02-01,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-28,22,False,1,15760,2007,Long-term,English
+9295,20697835,0.0,294999.5733333333,1993-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-21,19,True,0,10147,3018,Mid-term,English
+9296,20698134,0.0,98598.24000000002,1986-03-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-06,14,True,0,12796,2364,Mid-term,English
+9297,20703696,0.0,641833.4476190475,1990-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-10-03,16,True,0,11274,4193,Mid-term,English
+9298,20704059,0.0,553278.4693333333,1996-03-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-02-28,22,True,0,9143,3315,Mid-term,English
+9299,20708915,0.0,315959.0857142858,1998-04-17,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-06-17,17,True,0,8380,2475,Mid-term,Unknown
+9301,20711696,0.0,339300.48,1988-04-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-12,12,True,0,12034,2965,Mid-term,English
+9302,20712514,352.04,789977.76,1980-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-10-30,17,True,1,15001,4531,Long-term,English
+9303,20712704,0.0,205097.14285714284,1985-02-01,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-20,18,False,0,13203,2015,Mid-term,English
+9304,20714259,0.0,2790627.8400000003,1991-10-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-05-11,21,True,0,10770,2512,Mid-term,English
+9305,20714785,0.0,30356.571428571435,1989-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-26,12,True,0,11592,2739,Mid-term,English
+9306,20715270,0.0,655854.7047619049,1985-02-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-24,13,True,0,13203,3625,Mid-term,English
+9307,20717547,0.0,1117315.0476190476,1977-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-03-30,22,True,0,16066,5476,Long-term,English
+9308,20721028,362.66666666666674,685440.0000000001,1977-11-15,14,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-02,14,False,1,15838,3525,Long-term,English
+9309,20721600,0.0,516384.00000000006,1999-03-04,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2012-02-14,10,True,0,8059,3329,Mid-term,English
+9310,20723416,0.0,237302.85714285713,1979-10-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-07,6,True,0,15139,2881,Long-term,English
+9311,20725282,0.0,141895.68000000002,1985-04-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-05-09,6,True,0,13144,2879,Mid-term,English
+9312,20725649,213.5809523809524,365223.4285714286,1994-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-05,18,True,1,9902,2457,Mid-term,English
+9313,20726836,0.0,-9184.0,2011-01-05,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2018-01-20,16,False,0,3734,1162,Short-term,English
+9314,20728799,0.0,122589.83333333334,1997-03-15,5,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-02-01,5,False,0,8778,2976,Mid-term,English
+9315,20731037,0.0,188348.16,1986-09-01,10,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-18,10,True,0,12626,2566,Mid-term,English
+9316,20733090,0.0,2448808.0,2011-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-06-04,20,True,0,3543,4314,Short-term,English
+9317,20734364,0.0,258197.33333333334,1994-04-15,4,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-01-07,4,True,0,9843,3001,Mid-term,English
+9318,20736028,0.0,454545.00000000006,2015-08-24,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-04,15,False,0,2042,2305,Short-term,English
+9319,20736968,0.0,664565.942857143,2014-06-27,17,False,True,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-21,17,True,0,2465,3171,Short-term,English
+9320,20737964,0.0,2518896.0,1997-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-06-03,20,True,0,8761,3585,Mid-term,English
+9321,20745528,366.0533333333334,709411.3600000001,1994-02-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-27,19,False,1,9902,2800,Mid-term,English
+9322,20747369,0.0,57186.26666666668,1988-09-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-06-06,7,True,0,11881,2121,Mid-term,Unknown
+9323,20753467,132.16,174451.2,2017-01-29,12,True,False,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-30,12,True,1,1518,2279,Short-term,English
+9324,20760404,0.0,566092.8,2012-02-24,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2009-10-19,12,True,0,3319,4177,Short-term,Unknown
+9325,20763177,0.0,569712.48,1991-08-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-18,18,True,0,10831,2413,Mid-term,English
+9327,20767948,168.1866666666667,91829.92000000001,2001-11-28,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-26,21,True,1,7059,2648,Mid-term,English
+9328,20768687,265.54285714285714,148969.54285714286,2005-02-11,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-28,17,True,1,5888,2829,Short-term,English
+9329,20769443,0.0,301552.12,1984-07-15,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-05,17,True,0,13404,2334,Mid-term,English
+9330,20773538,268.9390476190477,398029.79047619057,2006-11-16,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-22,20,True,1,5245,2409,Short-term,English
+9332,20778976,0.0,293971.2,2016-12-27,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-12-23,14,True,0,1551,3016,Short-term,English
+9333,20780090,0.0,824181.1809523811,2014-10-29,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-06,22,True,0,2341,2821,Short-term,English
+9334,20782174,0.0,217840.32,1985-03-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-22,19,True,0,13175,2013,Mid-term,English
+9335,20784316,0.0,351903.10400000005,2003-06-24,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-14,19,True,0,6486,2539,Mid-term,English
+9336,20786962,240.41333333333338,134150.64,1971-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-26,18,True,1,18183,2252,Long-term,English
+9337,20788469,0.0,386517.18095238094,1990-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-07,19,True,0,11227,1998,Mid-term,English
+9338,20789714,0.0,187444.9523809524,1995-09-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-11,20,True,0,9339,3242,Mid-term,English
+9339,20796082,0.0,295969.81333333335,1983-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-13,22,False,0,13845,3148,Mid-term,English
+9340,20802077,0.0,178279.53,1987-03-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2013-11-17,11,True,0,12431,2687,Mid-term,English
+9341,20802208,0.0,729537.0285714285,1986-08-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-25,19,False,0,12657,3624,Mid-term,English
+9342,20804714,664.0952380952381,737145.7142857142,2009-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-09-01,15,False,1,4195,5686,Short-term,English
+9344,20820305,0.0,477432.0000000001,1998-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-28,20,False,0,8472,2737,Mid-term,English
+9346,20822344,729.3433333333334,285173.24333333335,2015-12-28,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-29,17,True,1,1916,3224,Short-term,English
+9347,20822827,0.0,91619.73333333334,1998-02-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-13,14,True,0,8455,2449,Mid-term,English
+9349,20830645,0.0,236717.86666666664,2003-08-21,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-04-26,13,True,0,6428,3257,Mid-term,English
+9350,20832140,0.0,334183.7142857143,1995-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Korean,Standard,2008-07-14,15,True,0,9248,4639,Mid-term,European
+9351,20837728,0.0,498345.06666666677,1994-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-08,14,False,0,9888,3184,Mid-term,English
+9352,20840932,0.0,376992.0,2004-06-23,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-18,15,True,0,6121,2291,Short-term,English
+9353,20844764,378.3619047619047,385929.14285714284,1994-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-11,20,False,1,9782,3638,Mid-term,English
+9356,20850335,0.0,440321.69999999995,2015-07-02,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-09-02,21,True,0,2095,3128,Short-term,English
+9357,20853682,0.0,1740706.2400000002,1995-09-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-05,23,False,0,9325,3765,Mid-term,English
+9359,20861415,0.0,979069.0,1989-05-01,13,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2010-09-25,13,True,0,11653,3836,Mid-term,Unknown
+9360,20863851,0.0,211684.57142857142,1987-09-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-02-13,4,False,0,12247,3695,Mid-term,English
+9361,20864860,0.0,158354.6666666667,1995-02-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-01,20,True,0,9537,2246,Mid-term,English
+9362,20866612,609.6826666666667,231679.41333333333,1994-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-16,20,True,1,9857,3327,Mid-term,English
+9363,20867009,0.0,358724.80000000005,1987-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-09-24,21,True,0,12445,5298,Mid-term,English
+9364,20869009,0.0,2560536.0,1988-12-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-28,18,True,0,11804,3133,Mid-term,English
+9366,20874875,204.5866666666667,196403.20000000004,1993-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-18,15,True,1,10086,3021,Mid-term,English
+9367,20876947,324.62857142857143,908960.0,1994-02-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-30,20,True,1,9902,3253,Mid-term,English
+9368,20878130,345.02,1261738.14,2009-02-04,53,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,Y,N,N,N,N,Y,1-5,Unknown,Standard,2012-09-30,53,True,1,4434,3100,Short-term,Unknown
+9369,20880256,0.0,735940.4266666666,1989-03-01,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-02-19,19,True,0,11714,2593,Mid-term,English
+9371,20882695,0.0,269729.5238095238,2014-10-16,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-13,8,False,0,2354,2875,Short-term,English
+9373,20890993,0.0,1098171.9047619049,1984-12-15,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-02,25,True,0,13251,3128,Mid-term,English
+9374,20891130,131.516,257771.36,2008-11-06,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-07,20,True,1,4524,2850,Short-term,English
+9377,20902790,1281.7653333333335,3979881.3600000003,1969-04-15,23,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2004-11-18,23,True,1,18974,5973,Long-term,Unknown
+9378,20902879,0.0,462904.41904761904,2000-04-19,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-26,19,True,0,7647,2558,Mid-term,English
+9379,20905827,0.0,494024.95999999996,2008-07-14,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-24,16,False,0,4639,3137,Short-term,English
+9382,20914227,927.4666666666667,1694481.5999999999,1993-06-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-07-02,21,True,1,10161,2825,Mid-term,English
+9384,20918613,0.0,1489144.8000000003,2006-11-06,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-08-04,12,True,0,5255,3888,Short-term,English
+9385,20921916,0.0,452060.4,1986-12-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-30,12,True,0,12521,3162,Mid-term,English
+9386,20923996,0.0,702228.0,1997-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-24,21,True,0,8670,2650,Mid-term,English
+9387,20924497,367.80952380952385,450198.8571428572,1989-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-06-26,18,True,1,11469,3562,Mid-term,English
+9388,20925029,0.0,148392.7238095238,2001-01-29,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-19,11,False,0,7362,2593,Mid-term,English
+9389,20928193,0.0,1243550.6285714286,1990-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-04,22,True,0,11335,3949,Mid-term,English
+9390,20931092,0.0,402522.89523809525,1995-11-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-28,22,True,0,9278,3041,Mid-term,English
+9391,20933713,0.0,79866.27200000001,1997-03-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2015-10-24,19,False,0,8778,1981,Mid-term,English
+9392,20934383,0.0,1962661.3760000004,1995-09-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-12,24,True,0,9339,3088,Mid-term,English
+9393,20937252,0.0,339776.5714285714,1995-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-04-17,17,True,0,9431,2536,Mid-term,English
+9394,20940696,0.0,415598.4,1986-11-01,19,True,True,True,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,Hindi,Standard,2013-08-03,19,True,0,12565,2793,Mid-term,Asian
+9395,20943291,446.09760000000006,107063.42400000001,1970-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-07,20,False,1,18470,3854,Long-term,English
+9397,20945794,0.0,733354.2666666666,1987-03-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,Unknown,Premier,2014-03-31,26,False,0,12445,2553,Mid-term,Unknown
+9398,20947539,0.0,54458.880000000005,2010-09-10,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-02,21,True,0,3851,2033,Short-term,English
+9399,20951381,0.0,263434.08,1988-07-01,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2015-01-17,21,True,0,11957,2261,Mid-term,English
+9400,20951862,167.90476190476193,402635.6190476191,1968-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-28,22,False,1,19109,2130,Long-term,English
+9401,20952443,0.0,463030.4,1989-07-01,12,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-07,12,True,0,11592,2942,Mid-term,English
+9403,20955000,0.0,1035883.1999999998,1997-06-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-09-08,18,True,0,8686,3488,Mid-term,English
+9405,20963432,0.0,1148311.5428571429,2008-09-11,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-27,18,True,0,4580,3531,Short-term,English
+9406,20963687,0.0,545703.2533333333,1988-02-01,16,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-15,16,False,0,12108,2993,Mid-term,English
+9407,20966684,175.10133333333337,278411.12000000005,1977-02-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-04,15,True,1,16111,2305,Long-term,English
+9409,20972837,0.0,78885.44000000002,1995-09-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-12,12,True,0,9325,2906,Mid-term,English
+9411,20973966,0.0,378056.9123809524,1998-05-27,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-05,17,True,0,8340,2304,Mid-term,English
+9412,20975163,795.7386666666667,865763.6693333334,2008-05-22,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-13,16,False,1,4692,4060,Short-term,English
+9414,20979374,1134.1333333333332,1595725.5999999996,1993-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2002-10-21,21,True,1,10055,6732,Mid-term,English
+9415,20980124,706.2590476190477,466130.9714285715,1978-01-15,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2008-01-15,22,True,1,15777,4820,Long-term,English
+9416,20981124,0.0,228659.99999999997,2017-02-16,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-11-07,15,True,0,1500,1967,Short-term,Unknown
+9417,20982460,0.0,283685.8266666668,2004-12-06,13,True,True,True,NOTICE,IT,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-11-18,13,True,0,5955,2686,Short-term,English
+9420,20986528,0.0,135398.40000000002,1993-01-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-05,9,True,0,10298,2852,Mid-term,English
+9421,20989433,0.0,1416729.6,1996-02-15,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-03-19,15,False,0,9172,4026,Mid-term,English
+9422,20992412,0.0,86752.30476190476,1997-04-01,4,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-05-27,4,True,0,8761,5783,Mid-term,English
+9423,20993444,308.31047619047615,815789.5199999999,1994-10-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-17,18,True,1,9674,2626,Mid-term,English
+9424,20995438,0.0,70714.8,1995-11-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2008-07-14,6,True,0,9278,4639,Mid-term,English
+9426,20999814,0.0,299619.32,1995-01-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-15,14,True,0,9568,3115,Mid-term,English
+9427,21001935,0.0,457190.43809523823,2015-06-20,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-11-07,13,True,0,2107,3062,Short-term,English
+9428,21002103,0.0,7552.285714285714,1991-12-01,3,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-05-29,3,True,0,10709,2129,Mid-term,Unknown
+9429,21002186,0.0,725868.0000000001,1990-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-01,21,True,0,11104,3679,Mid-term,English
+9430,21005226,629.5666666666667,1390083.2000000002,1994-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-08-22,16,True,1,9843,3505,Mid-term,English
+9431,21006648,0.0,403726.39999999997,1995-11-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Standard,2013-10-19,22,True,0,9278,2716,Mid-term,European
+9432,21011224,0.0,99302.85714285714,1995-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-15,12,True,0,9551,3299,Mid-term,English
+9433,21012171,0.0,651811.7333333334,1990-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-13,17,False,0,11074,3270,Mid-term,English
+9434,21016564,0.0,467619.2,1992-12-25,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-07,21,True,0,10319,2302,Mid-term,English
+9435,21023444,568.5234285714286,1528190.976,1968-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,N,Y,N,Y,Y,6-10,English,Premier,2011-07-20,21,True,1,19095,3538,Long-term,English
+9436,21023536,122.72,172789.76,1995-07-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-04-05,16,True,1,9387,2183,Mid-term,English
+9437,21025089,0.0,602217.0,1988-12-28,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-16,18,False,0,11777,2231,Mid-term,English
+9439,21026433,199.64285714285717,26951.78571428572,2005-12-14,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,N,6-10,English,Standard,2016-04-15,3,False,1,5582,1807,Short-term,English
+9440,21027783,166.08,253438.08000000005,1993-09-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-01-16,14,True,1,10055,2627,Mid-term,Unknown
+9441,21029436,0.0,383101.52380952385,1970-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-05-09,19,False,0,18579,2879,Long-term,English
+9442,21031741,183.16666666666666,257166.0,2001-06-25,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,51-100,English,Premier,2016-05-08,18,False,1,7215,1784,Mid-term,English
+9443,21039036,0.0,14991.253333333334,1996-02-15,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-29,1,True,0,9172,2402,Mid-term,English
+9444,21044369,287.76800000000003,294386.66400000005,1981-06-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,11-50,English,Premier,2015-08-06,11,True,1,14530,2060,Long-term,English
+9445,21047333,0.0,551100.9523809524,1987-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-07-02,16,False,0,12431,2825,Mid-term,English
+9446,21048097,0.0,325404.0,1992-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-28,18,False,0,10373,2160,Mid-term,English
+9447,21053175,0.0,415377.25714285724,1985-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-09,18,False,0,13203,2968,Mid-term,English
+9448,21059957,0.0,930262.6666666667,1986-01-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-09-27,22,True,0,12869,4564,Mid-term,English
+9449,21063166,138.216,352865.44800000003,1993-11-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-20,23,True,1,9994,2015,Mid-term,English
+9450,21066808,0.0,1986109.44,1997-11-01,21,False,False,False,NOTICE,PHONE,N,Y,N,Y,N,N,N,N,Y,51-100,English,Premier,2011-10-18,21,True,0,8547,3448,Mid-term,English
+9451,21068027,894.0,2664120.0,1981-01-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2016-03-11,20,True,1,14695,1842,Long-term,English
+9452,21068813,0.0,41028.866666666676,1962-06-01,5,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2013-08-23,5,True,0,21484,2773,Long-term,English
+9453,21078848,223.9961904761905,366905.76000000007,2009-05-12,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-04-27,18,True,1,4337,2161,Short-term,English
+9454,21079461,0.0,1220099.6571428573,1995-02-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-13,19,True,0,9537,4122,Mid-term,English
+9455,21081445,0.0,514562.6304000001,1997-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-22,18,False,0,8686,3108,Mid-term,English
+9456,21082537,320.64000000000004,669496.3200000001,1994-02-15,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-16,24,True,1,9902,2568,Mid-term,English
+9458,21083708,0.0,247332.8,1994-04-15,6,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-12-21,6,False,0,9843,3749,Mid-term,English
+9459,21084381,0.0,1091211.264,1995-05-01,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-10,15,False,0,9462,3639,Mid-term,English
+9460,21088406,266.26190476190476,115823.92857142858,1977-10-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-07-09,5,True,1,15869,2453,Long-term,Unknown
+9461,21088975,0.0,2087316.6666666667,1998-02-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,101-500,English,Standard,2012-03-16,17,True,0,8441,3298,Mid-term,English
+9462,21089961,310.6380952380953,646127.2380952382,2012-08-24,16,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-04,16,True,1,3137,2639,Short-term,English
+9463,21094230,0.0,1184791.2,1995-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-27,17,True,0,9401,3439,Mid-term,English
+9465,21096637,0.0,109627.88571428572,2008-09-10,10,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-11-07,10,True,0,4581,2332,Short-term,English
+9466,21098508,573.2266666666667,1504720.0000000002,1993-06-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,N,Y,Y,11-50,English,Premier,2010-08-31,25,True,1,10161,3861,Mid-term,English
+9467,21100628,0.0,333701.3333333333,1996-12-25,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Spanish,Standard,2015-02-07,8,False,0,8858,2240,Mid-term,European
+9469,21102291,0.0,169442.74285714288,1997-07-01,9,True,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-06,9,True,0,8670,3521,Mid-term,English
+9470,21103759,0.0,35126.0,1980-04-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-13,1,True,0,14970,2296,Long-term,English
+9471,21108853,208.26666666666665,93720.0,1993-10-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-12,18,True,1,10025,2419,Mid-term,English
+9472,21112765,0.0,351706.6666666667,1997-11-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-09-26,11,True,0,8533,4200,Mid-term,English
+9473,21113559,224.55333333333337,77470.90000000001,1999-12-07,23,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-09,23,False,1,7781,2695,Mid-term,English
+9474,21113958,316.0476190476191,655482.761904762,2009-03-24,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-09-27,17,True,1,4386,2738,Short-term,Unknown
+9475,21114086,547.664,363101.232,1978-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-11,17,False,1,15701,2724,Long-term,English
+9476,21115092,0.0,1255496.4,1996-08-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2013-01-12,15,True,0,8990,2996,Mid-term,English
+9477,21115688,234.4380952380953,60016.15238095239,1972-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-05,16,True,1,17648,2607,Long-term,English
+9478,21116174,0.0,812058.0,1989-07-01,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-22,21,True,0,11592,2348,Mid-term,English
+9479,21120238,0.0,620091.580952381,1985-07-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-05,20,True,0,13039,2122,Mid-term,English
+9480,21120527,0.0,169858.2857142857,1977-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-15,20,True,0,15944,3573,Long-term,English
+9481,21122457,414.6285714285715,236338.28571428574,1992-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-25,15,False,1,10647,3898,Mid-term,English
+9482,21128120,499.93666666666667,989874.6000000001,2010-03-13,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-22,18,True,1,4032,2501,Short-term,English
+9483,21130329,0.0,336663.60000000003,2008-01-19,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-08,20,True,0,4816,3031,Short-term,English
+9484,21132102,0.0,484773.60000000003,1989-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-22,18,False,0,11592,2378,Mid-term,English
+9486,21132518,0.0,85734.00000000001,1974-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-20,15,True,0,17148,2168,Long-term,English
+9487,21134180,0.0,1114182.72,1995-01-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-30,21,True,0,9582,3589,Mid-term,English
+9489,21140731,0.0,458213.184,1985-11-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-17,18,True,0,12930,3205,Mid-term,English
+9491,21145306,0.0,559240.0,1970-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-14,11,True,0,18668,3025,Long-term,English
+9492,21148704,0.0,213512.34666666668,1985-01-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-10-19,13,True,0,13234,2351,Mid-term,English
+9493,21151141,49.02857142857143,80112.68571428572,1973-12-25,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2017-09-26,19,True,1,17259,1278,Long-term,English
+9494,21151156,0.0,32057.523809523813,1986-09-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-22,19,False,0,12612,2136,Mid-term,English
+9495,21151870,0.0,1229999.52,1995-04-15,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,N,11-50,English,Standard,2012-11-20,23,True,0,9478,3049,Mid-term,English
+9496,21152832,0.0,366973.7142857143,1997-05-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-12,9,False,0,8731,3362,Mid-term,English
+9497,21154889,0.0,166531.2,1996-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Chinese,Standard,2015-08-18,16,True,0,8973,2048,Mid-term,Asian
+9498,21155179,0.0,192702.256,1987-08-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-29,19,True,0,12292,2767,Mid-term,English
+9499,21155299,0.0,703163.5809523811,1991-03-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-13,19,False,0,10984,3940,Mid-term,English
+9500,21162873,0.0,209884.63999999998,2017-01-17,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-05,19,True,0,1530,2273,Short-term,English
+9501,21163126,0.0,5109832.000000001,1985-07-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,Y,N,N,N,N,Y,101-500,English,Standard,2008-03-16,21,True,0,13039,4759,Mid-term,English
+9502,21163592,0.0,248311.6533333334,2014-06-13,31,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-04-23,31,True,0,2479,1799,Short-term,English
+9503,21165392,0.0,251550.00000000003,1991-03-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-22,25,True,0,10970,3597,Mid-term,English
+9504,21165525,0.0,811280.0,1991-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-11-28,20,True,0,10725,2311,Mid-term,English
+9505,21170802,205.8457142857143,468916.53714285715,1991-11-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-05,17,True,1,10725,2061,Mid-term,English
+9506,21171576,888.0352,1406647.7568,1970-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-21,18,False,1,18532,3840,Long-term,English
+9507,21171602,0.0,1431998.3333333335,1997-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-01-07,22,True,0,8686,3732,Mid-term,English
+9508,21173348,195.14285714285714,81179.42857142857,1976-05-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-14,13,True,1,16401,2325,Long-term,English
+9509,21174178,375.82666666666665,1010222.0800000001,1994-08-01,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,French,Premier,2008-03-01,24,True,1,9735,4774,Mid-term,European
+9510,21180357,130.0952380952381,203468.9523809524,1985-05-15,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-23,17,True,1,13100,1859,Mid-term,English
+9512,21182724,0.0,667731.2000000001,2002-11-05,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-08-04,16,True,0,6717,3888,Mid-term,English
+9513,21183023,0.0,310426.82666666666,1986-09-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-12-05,7,True,0,12626,3034,Mid-term,English
+9514,21189569,0.0,3016170.2,2001-06-22,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-11-27,19,False,0,7218,3408,Mid-term,English
+9515,21191643,130.81333333333336,205115.3066666667,1960-03-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-12,16,True,1,22306,2266,Long-term,English
+9516,21196065,0.0,727609.2571428572,1996-02-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-30,26,False,0,9186,2766,Mid-term,English
+9518,21210074,0.0,518023.96190476185,1989-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-09-22,23,True,0,11714,3108,Mid-term,English
+9519,21210596,0.0,301271.04000000004,1986-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-24,16,True,0,12838,2711,Mid-term,English
+9520,21211997,0.0,212121.6,1990-03-01,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-20,14,False,0,11349,2623,Mid-term,English
+9522,21215904,0.0,193866.74285714288,1995-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-10-04,4,True,0,9537,3462,Mid-term,English
+9524,21219657,253.61904761904762,231300.57142857145,1978-12-25,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-09-21,24,False,1,15433,2744,Long-term,English
+9525,21219932,0.0,874720.0,2000-08-25,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2014-04-27,14,True,0,7519,2526,Mid-term,Unknown
+9526,21222018,0.0,377944.380952381,1994-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-19,19,True,0,9629,2259,Mid-term,English
+9527,21225422,941.1333333333334,2272837.0000000005,2005-12-10,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-06-04,21,True,1,5586,2853,Short-term,English
+9528,21234667,0.0,714614.4,1995-03-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-30,15,False,0,9523,2432,Mid-term,English
+9529,21235164,0.0,153046.14000000004,1990-11-15,23,False,False,False,AUTO RENEW,PHONE,N,N,N,N,Y,N,Y,N,Y,51-100,English,Premier,2015-09-05,23,True,0,11090,2030,Mid-term,English
+9530,21245666,0.0,236844.80000000005,2013-06-12,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-01-28,3,False,0,2845,4441,Short-term,English
+9532,21252923,0.0,982593.8666666666,1997-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-22,19,False,0,8639,3170,Mid-term,English
+9533,21254597,0.0,239008.93714285712,1995-10-01,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,Y,N,Y,N,Y,6-10,Hindi,Standard,2014-05-22,9,True,0,9309,2501,Mid-term,Asian
+9534,21256055,0.0,324635.52,2002-06-05,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-18,19,False,0,6870,3356,Mid-term,English
+9535,21256701,0.0,526113.28,1998-02-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-19,24,True,0,8455,3477,Mid-term,English
+9537,21261720,322.0761904761905,778780.2285714286,1994-06-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-05-18,26,True,1,9796,3235,Mid-term,English
+9539,21263217,0.0,255057.37142857147,2003-09-30,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-22,12,True,0,6388,3383,Mid-term,English
+9540,21263248,0.0,587888.2285714287,1989-09-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-16,19,True,0,11530,2384,Mid-term,English
+9541,21263891,0.0,28846.628571428573,1974-09-15,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-04-04,4,True,0,16995,2914,Long-term,English
+9543,21267731,0.0,476931.00000000006,1983-12-15,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-13,14,True,0,13617,2357,Mid-term,English
+9544,21268338,3411.8333333333335,2251810.0,1977-03-15,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,500+,Unknown,Premier,2011-01-18,10,True,1,16083,3721,Long-term,Unknown
+9545,21269486,260.20952380952383,666136.3809523811,1988-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-08-05,20,False,1,11881,2791,Mid-term,English
+9546,21275110,218.09333333333336,109919.04000000002,1969-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-02,14,False,1,18897,3159,Long-term,English
+9547,21281107,0.0,1157386.066666667,1998-07-02,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-16,23,True,0,8304,2658,Mid-term,English
+9548,21281580,0.0,1460117.0285714285,1998-04-15,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-17,24,False,0,8382,3997,Mid-term,English
+9549,21282494,0.0,1094327.2426666669,1992-02-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2011-12-13,19,True,0,10647,3392,Mid-term,English
+9552,21284885,0.0,2437786.2600000002,2012-05-07,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-03-04,19,True,0,3246,3676,Short-term,English
+9553,21285983,0.0,524588.1904761905,2000-12-26,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-05,16,True,0,7396,3400,Mid-term,English
+9554,21290625,385.72799999999995,155834.112,1978-02-01,4,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-23,4,False,1,15760,3747,Long-term,English
+9555,21294874,0.0,476550.70476190484,1982-08-15,16,True,True,True,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2012-11-29,16,True,0,14104,3040,Mid-term,English
+9556,21295234,1287.4666666666667,324441.60000000003,1983-07-15,3,False,True,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,101-500,English,Premier,2011-06-25,3,True,1,13770,3563,Mid-term,English
+9557,21299411,0.0,385924.80000000005,1996-03-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-14,21,True,0,9143,2113,Mid-term,English
+9558,21304868,0.0,152388.80000000002,1997-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-05-31,23,False,0,8792,4318,Mid-term,English
+9559,21305378,0.0,582816.78,1996-02-01,7,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-30,7,True,0,9186,2827,Mid-term,English
+9560,21307999,206.05714285714285,155779.19999999998,1993-02-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-28,21,True,1,10281,2403,Mid-term,English
+9561,21309838,0.0,265076.5714285714,1985-03-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-05,15,True,0,13175,1908,Mid-term,English
+9562,21310312,0.0,121346.16000000002,1995-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-05,19,True,0,9478,2457,Mid-term,English
+9563,21313504,506.3238095238095,1125557.8285714285,1956-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-10-06,19,False,1,23614,4555,Long-term,English
+9564,21314727,0.0,6157.714285714286,1985-07-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2017-11-10,2,False,0,13039,1233,Mid-term,Unknown
+9566,21316344,0.0,276617.2933333334,2004-07-23,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-21,11,True,0,6091,2563,Short-term,English
+9567,21316771,110.44000000000001,54115.600000000006,1980-01-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-09,5,False,1,15047,2057,Long-term,English
+9568,21321129,0.0,205440.0,1996-08-15,20,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-09,20,True,0,8990,3030,Mid-term,English
+9569,21327956,0.0,395358.80000000005,2007-06-07,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-19,17,False,0,5042,3173,Short-term,English
+9570,21329907,0.0,68488.76190476192,1988-01-01,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-29,10,True,0,12139,2068,Mid-term,English
+9571,21330082,0.0,186790.8,1995-06-01,21,False,False,False,NOTICE,WEB,Y,N,N,Y,N,N,Y,N,Y,6-10,English,Standard,2010-05-22,21,True,0,9431,3962,Mid-term,English
+9572,21334418,0.0,966110.6000000002,1993-05-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-30,15,True,0,10192,3253,Mid-term,English
+9573,21337752,380.0914285714286,1018264.9371428572,1965-03-01,19,False,True,False,NOTICE,MAIL,N,Y,Y,Y,Y,N,Y,Y,Y,6-10,English,Premier,2012-06-26,19,True,1,20480,3196,Long-term,English
+9574,21340923,0.0,666700.0000000001,2017-08-21,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-09-18,25,True,0,1314,2747,Short-term,English
+9576,21346776,0.0,724106.6666666666,1995-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-16,20,True,0,9264,2780,Mid-term,English
+9577,21348213,0.0,333106.17600000004,1993-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-30,19,False,0,10208,2005,Mid-term,English
+9579,21349036,0.0,197761.36000000004,2009-07-30,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-17,23,True,0,4258,2840,Short-term,English
+9581,21353315,0.0,61874.48000000002,2004-05-17,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-19,3,True,0,6158,2716,Short-term,English
+9582,21355509,0.0,249006.40000000005,1987-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-29,19,True,0,12323,3163,Mid-term,English
+9584,21364622,718.224,287289.60000000003,2017-11-03,10,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2010-12-15,10,True,1,1240,3755,Short-term,English
+9585,21364888,0.0,44846.4761904762,1980-08-15,20,False,False,False,NOTICE,MAIL,Y,N,N,Y,N,N,N,N,Y,6-10,English,Standard,2014-09-13,20,True,0,14834,2387,Long-term,English
+9587,21370697,0.0,368129.06666666665,1995-09-15,8,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-03-18,8,False,0,9325,2931,Mid-term,Unknown
+9588,21371446,0.0,498333.0133333334,1989-03-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,11-50,English,Premier,2014-11-02,16,True,0,11714,2337,Mid-term,English
+9589,21371572,0.0,374882.7428571429,1997-06-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-06,8,False,0,8686,3308,Mid-term,English
+9590,21373239,0.0,358255.2380952381,2004-06-29,26,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-04-17,26,False,0,6115,2901,Short-term,English
+9591,21375050,0.0,188774.04,1987-03-01,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-08-20,9,True,0,12445,2046,Mid-term,English
+9592,21375187,0.0,185458.2857142857,1998-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-24,15,False,0,8455,2772,Mid-term,English
+9593,21375620,737.0285714285715,784198.4,2015-08-11,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2004-03-28,19,True,1,2055,6208,Short-term,English
+9595,21379568,0.0,430536.0106666667,1991-11-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-04,22,True,0,10739,3584,Mid-term,English
+9597,21389225,0.0,100134.0,2007-11-27,9,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-17,9,True,0,4869,3205,Short-term,English
+9598,21392251,408.2742857142858,308655.36000000004,1993-09-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-15,18,True,1,10069,3177,Mid-term,English
+9602,21417672,209.02857142857144,218434.85714285716,1992-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2014-08-07,19,False,1,10573,2424,Mid-term,English
+9603,21419504,0.0,70075.60000000002,1996-04-01,7,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-05,7,True,0,9126,3400,Mid-term,English
+9604,21419875,0.0,489027.31428571435,2018-01-17,22,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-05-18,22,True,0,1165,3235,Short-term,English
+9605,21420159,268.93333333333334,66157.6,1995-02-01,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-06,2,True,1,9551,2303,Mid-term,English
+9607,21426824,271.7714285714286,428040.00000000006,1977-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-05-14,21,True,1,15822,2874,Long-term,English
+9608,21427208,0.0,673292.2666666667,2002-05-23,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-14,20,True,0,6883,3847,Mid-term,English
+9609,21427713,656.2666666666668,178504.53333333335,1994-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-05-05,16,True,1,9599,3614,Mid-term,English
+9610,21429313,0.0,786826.6666666667,1989-12-01,20,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-03-09,20,True,0,11439,2940,Mid-term,English
+9612,21435141,0.0,119982.24,1988-07-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-02,21,True,0,11957,2551,Mid-term,English
+9613,21438747,0.0,318994.80000000005,1995-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-06-21,15,True,0,9509,2836,Mid-term,English
+9616,21448152,260.8666666666667,244171.2,2009-07-02,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-05,18,True,1,4286,2365,Short-term,English
+9617,21449699,0.0,106243.20000000001,1991-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-25,12,False,0,11012,2437,Mid-term,English
+9618,21450971,0.0,583107.4285714285,1990-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-28,18,True,0,11349,2646,Mid-term,English
+9619,21453427,0.0,952253.8666666666,2013-01-19,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-25,22,True,0,2989,3228,Short-term,English
+9620,21456285,0.0,468720.37333333335,1992-09-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-01,23,True,0,10420,3038,Mid-term,English
+9622,21459457,0.0,124188.28190476191,1995-12-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-23,22,True,0,9234,3320,Mid-term,English
+9623,21460989,0.0,980986.8640000001,1995-10-15,26,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2015-07-19,26,True,0,9295,2078,Mid-term,English
+9624,21464371,270.22857142857146,379941.37142857147,1981-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-25,19,True,1,14483,2863,Long-term,English
+9625,21465550,576.5561904761905,404742.4457142858,1994-08-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2009-12-30,18,False,1,9735,4105,Mid-term,Unknown
+9626,21467136,0.0,1147502.4,1995-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-30,20,True,0,9551,3893,Mid-term,English
+9628,21472988,726.08,777631.68,2012-04-12,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2015-04-23,21,False,1,3271,2165,Short-term,English
+9631,21479185,0.0,639293.8933333333,1995-12-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-02,22,True,0,9248,2916,Mid-term,English
+9632,21480890,0.0,1174001.92,2015-07-17,24,True,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-03-02,24,True,0,2080,3678,Short-term,English
+9633,21482054,249.12380952380954,426499.96190476196,1978-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-23,16,True,1,15504,2712,Long-term,English
+9634,21484070,0.0,567088.9285714285,1987-07-01,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-01-12,15,True,0,12323,3362,Mid-term,English
+9635,21490999,0.0,508650.0571428572,2005-03-10,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-12,22,True,0,5861,3515,Short-term,English
+9636,21491897,0.0,127324.63333333333,1989-10-15,7,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-02-02,7,True,0,11486,2245,Mid-term,Unknown
+9637,21493020,0.0,220091.77142857143,1998-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-06,22,False,0,8455,3399,Mid-term,English
+9638,21494800,0.0,564093.9428571429,1990-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-11,18,True,0,11335,4003,Mid-term,English
+9639,21504826,298.22857142857146,721713.142857143,1994-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-11-05,22,False,1,9888,3064,Mid-term,Unknown
+9640,21511739,0.0,1272845.1047619046,1997-05-01,20,True,True,True,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-17,20,True,0,8731,3297,Mid-term,English
+9641,21515073,125.64000000000001,134686.08000000002,1982-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-06,16,False,1,14196,2213,Mid-term,English
+9642,21517357,0.0,509727.15733333334,1992-09-01,14,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-10,14,True,0,10434,2452,Mid-term,English
+9643,21517510,0.0,88833.33333333333,1986-03-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-07,5,True,0,12796,1906,Mid-term,English
+9644,21519154,0.0,316966.0,1989-06-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-02-21,15,True,0,11608,2591,Mid-term,English
+9645,21521687,0.0,372904.1333333333,1983-07-15,50,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-06-20,50,True,0,13770,2472,Mid-term,Unknown
+9646,21522207,0.0,1176331.8,1989-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-03-10,18,True,0,11439,2939,Mid-term,English
+9647,21525664,580.6933333333334,408227.4133333334,1984-09-15,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-24,19,True,1,13342,3899,Mid-term,English
+9648,21526482,0.0,126341.6,2015-03-05,22,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-06,22,True,0,2214,2606,Short-term,English
+9649,21528433,0.0,272605.92,1998-02-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-20,9,True,0,8441,3110,Mid-term,English
+9650,21530807,1191.4,1544054.4000000001,1969-08-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,101-500,English,Premier,2014-03-31,18,True,1,18866,2553,Long-term,English
+9654,21541244,0.0,225264.89142857151,1994-01-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-05,18,True,0,9947,2426,Mid-term,English
+9655,21543556,0.0,755418.3000000002,1998-02-01,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,51-100,English,Premier,2015-09-29,18,True,0,8455,2006,Mid-term,English
+9656,21547393,0.0,714075.05,1997-05-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-01-27,15,False,0,8731,2981,Mid-term,English
+9658,21550362,0.0,263608.80000000005,1997-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-06-16,17,True,0,8792,3572,Mid-term,English
+9660,21553735,0.0,231110.0,1995-02-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-10,15,True,0,9537,2360,Mid-term,English
+9662,21561751,0.0,273492.7,1995-10-15,6,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-08-26,6,True,0,9295,3135,Mid-term,Unknown
+9664,21565729,0.0,387266.93333333335,1992-09-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-28,14,True,0,10434,3315,Mid-term,English
+9665,21571754,0.0,156421.72,1996-01-01,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-05-28,21,True,0,9217,1764,Mid-term,English
+9666,21571995,173.2733333333333,108122.56,2002-06-21,26,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-05,26,True,1,6854,3461,Mid-term,English
+9668,21575308,523.5733333333334,552893.4400000001,2010-01-09,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-12,24,False,1,4095,3607,Short-term,English
+9669,21579606,284.2666666666667,436633.6000000001,1993-01-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-13,24,True,1,10312,2964,Mid-term,English
+9670,21584230,239.94285714285718,675199.2000000002,1994-04-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-29,21,True,1,9857,2249,Mid-term,English
+9671,21585568,0.0,432196.1280000001,1983-06-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-14,12,True,0,13800,3178,Mid-term,English
+9672,21587414,0.0,128351.36000000002,1996-03-15,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-16,3,True,0,9143,2537,Mid-term,English
+9673,21588335,0.0,320894.85714285716,1990-01-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-07-16,10,True,0,11394,2811,Mid-term,English
+9674,21588573,0.0,848268.342857143,1991-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-03-16,18,False,0,10939,5490,Mid-term,English
+9675,21589282,0.0,990983.0400000002,1990-07-02,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-25,24,True,0,11226,3105,Mid-term,English
+9676,21598429,0.0,403980.72000000003,1991-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-09-26,18,True,0,10770,3835,Mid-term,English
+9677,21602261,0.0,526891.8857142857,1991-11-15,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-17,24,True,0,10725,2383,Mid-term,English
+9678,21606608,0.0,127184.91428571429,1998-02-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-01-19,6,True,0,8441,2259,Mid-term,Unknown
+9680,21610530,0.0,223724.24,1991-07-15,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-11,19,False,0,10848,1902,Mid-term,English
+9681,21610867,0.0,754105.4285714286,1990-10-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-06-24,15,True,0,11121,4294,Mid-term,English
+9682,21612381,233.56190476190477,430454.5904761905,1973-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-02-12,19,True,1,17497,2600,Long-term,English
+9683,21612916,0.0,249278.64,1992-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2015-02-20,18,True,0,10633,2227,Mid-term,English
+9684,21622980,285.7142857142857,407142.8571428572,2001-03-16,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-03,15,True,1,7316,2974,Mid-term,English
+9685,21623823,693.4666666666667,1406350.4000000001,1994-06-15,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-12-04,26,True,1,9782,3766,Mid-term,English
+9686,21624723,0.0,250232.53333333333,1987-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-31,19,True,0,12323,2612,Mid-term,English
+9687,21625577,0.0,38025.600000000006,2017-05-21,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-04,12,True,0,1406,2549,Short-term,English
+9688,21643149,0.0,28721.977142857148,2003-07-02,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-25,1,True,0,6478,2559,Mid-term,English
+9689,21646239,0.0,2143103.2,1997-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2009-10-25,23,True,0,8761,4171,Mid-term,English
+9690,21647330,0.0,119889.92,1987-07-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-19,8,True,0,12323,3324,Mid-term,English
+9691,21648204,258.66666666666663,24831.999999999996,2006-10-24,4,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2015-10-19,4,True,1,5268,1986,Short-term,English
+9692,21648464,237.96190476190475,90425.52380952382,1975-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-11,20,True,1,16828,2632,Long-term,English
+9693,21650757,345.12380952380954,115961.6,1994-06-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2011-12-05,24,True,1,9796,3400,Mid-term,English
+9694,21659701,0.0,2909660.0,2005-10-06,25,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,500+,English,Standard,2010-05-02,25,True,0,5651,3982,Short-term,English
+9695,21659773,0.0,768579.84,2017-10-05,27,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2011-07-30,27,True,0,1269,3528,Short-term,English
+9697,21666609,0.0,113638.4,1977-08-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-24,7,True,0,15944,3350,Long-term,English
+9698,21668202,0.0,145780.69333333333,1999-03-05,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-07-31,14,True,0,8058,3527,Mid-term,Unknown
+9699,21670049,967.2,2313542.4,1980-06-15,26,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,Y,N,Y,101-500,Portuguese,Premier,2015-03-23,26,True,1,14895,2196,Long-term,European
+9700,21672133,0.0,297745.06666666665,1996-03-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-04,13,True,0,9143,3857,Mid-term,English
+9701,21674708,0.0,282968.39999999997,1998-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-12-22,21,False,0,8455,1922,Mid-term,English
+9702,21676146,0.0,31697.714285714286,2014-12-31,4,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-22,4,True,0,2278,3839,Short-term,English
+9703,21681533,225.14666666666668,125631.84000000001,1993-09-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-18,18,True,1,10069,2079,Mid-term,English
+9705,21683806,151.44761904761907,40890.85714285715,1974-02-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-23,6,True,1,17221,2012,Long-term,English
+9706,21683917,228.91428571428574,485527.20000000007,1978-11-01,21,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,Hindi,Premier,2014-12-15,21,True,1,15487,2294,Long-term,Asian
+9707,21684573,0.0,317881.6457142857,1987-11-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-29,18,False,0,12186,2402,Mid-term,English
+9708,21691622,0.0,465029.3333333333,1996-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-11-12,20,False,0,9186,2327,Mid-term,English
+9709,21691633,0.0,143063.65714285718,1998-06-26,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-10-04,18,True,0,8310,2001,Mid-term,English
+9710,21699846,0.0,23740.0,1996-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-05,15,True,0,8912,2061,Mid-term,English
+9711,21702572,77.73333333333333,118154.66666666667,1975-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-07-09,19,False,1,16675,1722,Long-term,English
+9712,21706433,576.9573333333334,53657.03200000001,2016-02-01,3,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-24,3,True,1,1881,3198,Short-term,English
+9713,21707979,0.0,369066.13333333336,1995-04-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-14,19,False,0,9492,3239,Mid-term,English
+9715,21710222,0.0,173221.7142857143,1996-10-15,6,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-28,6,False,0,8929,3225,Mid-term,English
+9716,21712782,524.6453333333334,692531.8400000001,2000-02-23,24,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-16,24,True,1,7703,2992,Mid-term,English
+9717,21716272,0.0,242615.03999999998,1989-12-01,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-06-27,12,True,0,11439,3926,Mid-term,English
+9718,21719144,0.0,230193.52380952382,1983-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-12,20,True,0,13631,1932,Mid-term,English
+9719,21720127,0.0,242892.00000000003,1996-05-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-06,9,True,0,9096,2698,Mid-term,English
+9720,21724122,0.0,1190345.7280000001,2015-05-11,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-11-11,22,True,0,2147,4154,Short-term,English
+9721,21732915,0.0,1347354.2400000002,1997-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,11-50,English,Standard,2010-03-29,18,True,0,8761,4016,Mid-term,English
+9723,21742477,0.0,625026.5333333333,1989-02-01,19,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,N,11-50,English,Premier,2010-09-06,19,True,0,11742,3855,Mid-term,English
+9724,21743620,0.0,380133.00000000006,2001-05-11,6,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-17,6,True,0,7260,3144,Mid-term,English
+9725,21745217,0.0,520002.08,1997-05-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-02,21,False,0,8717,2460,Mid-term,English
+9726,21745341,0.0,466108.76,2009-10-19,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-02,19,True,0,4177,3403,Short-term,English
+9727,21745692,235.0857142857143,631910.4,1978-02-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-02-01,24,False,1,15746,2611,Long-term,Unknown
+9728,21746234,230.49523809523808,87127.2,1968-07-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-06,21,True,1,19248,2578,Long-term,English
+9729,21750635,0.0,142634.52000000002,1995-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-02-07,19,True,0,9551,1875,Mid-term,English
+9730,21753341,253.51999999999998,100393.92,1995-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2011-08-05,22,True,1,9551,3522,Mid-term,English
+9731,21753342,167.82857142857142,53705.142857142855,1994-06-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-05-29,16,True,1,9796,2129,Mid-term,English
+9732,21755685,0.0,440236.72000000003,1990-12-15,11,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-01-06,11,True,0,11060,3733,Mid-term,English
+9733,21755998,0.0,430240.8,1991-08-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2011-11-25,11,False,0,10831,3410,Mid-term,Unknown
+9734,21757835,0.0,525445.9047619049,1993-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-08,19,True,0,10178,3884,Mid-term,English
+9735,21758133,428.7428571428572,70742.57142857143,1997-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-15,15,True,1,8761,3999,Mid-term,English
+9736,21758516,0.0,27714.000000000004,1980-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2017-11-11,21,True,0,14848,1232,Long-term,English
+9738,21761826,126.98666666666666,110097.43999999999,2007-05-02,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-20,17,False,1,5078,2227,Short-term,English
+9739,21762691,193.46666666666667,58040.0,1980-02-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-26,5,True,1,15030,2313,Long-term,English
+9740,21763359,0.0,704329.142857143,1997-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-03,16,True,0,8778,3555,Mid-term,English
+9741,21764053,0.0,37016.479999999996,1991-06-15,3,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Hebrew,Premier,2015-11-29,3,True,0,10878,1945,Mid-term,Asian
+9744,21773702,436.8333333333333,1095577.9999999998,1993-06-15,22,False,False,False,NOTICE,WEB,N,N,Y,Y,N,N,N,N,Y,51-100,English,Standard,2013-10-20,22,True,1,10147,2715,Mid-term,English
+9745,21776049,0.0,1821615.1200000006,1996-12-25,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-01-16,19,True,0,8858,3723,Mid-term,English
+9746,21778700,0.0,939248.7866666669,1988-03-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-01-03,19,True,0,12065,4466,Mid-term,English
+9747,21783739,0.0,189252.00000000003,2005-11-22,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-10-21,15,False,0,5604,3079,Short-term,English
+9748,21785210,256.2057142857143,258255.36000000002,1979-06-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-05,18,False,1,15275,2457,Long-term,English
+9749,21785640,0.0,312275.52,2003-09-03,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-11,18,True,0,6415,2816,Mid-term,English
+9750,21789562,0.0,26072.380952380954,1999-02-23,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Portuguese,Premier,2015-07-03,8,True,0,8068,2094,Mid-term,European
+9751,21791195,0.0,504611.20000000007,1997-12-25,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-20,20,True,0,8493,2745,Mid-term,English
+9752,21792232,0.0,871900.0,1992-10-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-10,20,False,0,10404,2117,Mid-term,English
+9753,21792234,0.0,540624.2857142858,1994-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-06,17,True,0,9813,2943,Mid-term,English
+9754,21795147,356.3619047619047,329278.39999999997,1993-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-16,21,True,1,10253,3480,Mid-term,English
+9755,21795893,0.0,1548077.44,2008-08-27,24,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-21,24,False,0,4595,2836,Short-term,English
+9759,21803914,0.0,2155957.4400000004,1996-05-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-15,23,True,0,9082,3420,Mid-term,English
+9760,21804710,0.0,85071.48000000001,1998-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-20,15,True,0,8382,2868,Mid-term,English
+9761,21808594,0.0,409375.4666666667,1982-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-12,23,True,0,14240,2511,Mid-term,English
+9763,21811790,0.0,371931.6342857143,1991-06-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-01,18,True,0,10892,3160,Mid-term,English
+9764,21811877,0.0,245235.20000000004,1994-06-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-06-20,16,False,0,9782,4663,Mid-term,English
+9767,21817189,0.0,1366221.6,1986-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Standard,2014-12-19,18,True,0,12688,2290,Mid-term,English
+9769,21824602,0.0,579170.6666666666,1995-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-09-12,19,False,0,9309,5675,Mid-term,English
+9770,21825825,0.0,287853.8,2006-02-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-06,19,True,0,5533,2517,Short-term,English
+9772,21830722,0.0,139213.01333333334,1983-10-15,13,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-04,13,True,0,13678,2884,Mid-term,English
+9773,21832066,0.0,526078.8571428572,1993-07-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-24,20,True,0,10131,2953,Mid-term,English
+9774,21833077,0.0,635939.4285714286,1988-09-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2003-01-02,15,True,0,11895,6659,Mid-term,English
+9775,21833859,0.0,25009.37142857143,1989-07-15,4,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-19,4,False,0,11578,3416,Mid-term,English
+9777,21834750,0.0,161873.6761904762,1986-05-15,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-12,4,True,0,12735,3637,Mid-term,English
+9780,21838772,427.88571428571436,232769.8285714286,1951-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-21,16,True,1,25335,3993,Long-term,English
+9781,21840373,0.0,104946.23999999999,1997-07-01,23,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-08,23,True,0,8670,2515,Mid-term,English
+9782,21840882,520.9142857142857,354221.71428571426,1965-01-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-06-23,20,True,1,20525,4660,Long-term,English
+9783,21841896,301.49333333333334,671124.16,1994-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-22,21,False,1,9690,2470,Mid-term,English
+9785,21843414,0.0,279745.6,1988-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-10,20,False,0,11790,3395,Mid-term,English
+9788,21845667,0.0,415490.4000000001,2015-06-19,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-21,23,True,0,2108,2349,Short-term,English
+9789,21851124,0.0,216399.23809523814,1996-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-08-28,20,True,0,9126,1672,Mid-term,English
+9790,21851294,0.0,602342.4,1987-04-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-07-25,18,True,0,12400,3533,Mid-term,English
+9791,21851513,0.0,826324.0960000001,2007-02-06,12,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-17,12,True,0,5163,3113,Short-term,English
+9793,21859652,543.0880000000001,545803.4400000001,1972-08-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-26,15,False,1,17770,2709,Long-term,English
+9794,21861683,0.0,1745417.1428571427,1998-04-15,24,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2011-05-20,24,True,0,8382,3599,Mid-term,Unknown
+9795,21863012,319.9428571428572,794738.0571428572,1993-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-03,18,True,1,10267,3219,Mid-term,English
+9796,21864696,509.4019047619048,937299.5047619048,1994-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-04,20,False,1,9843,3735,Mid-term,English
+9797,21868578,0.0,379815.7904761905,1977-06-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-25,19,True,0,15991,2345,Long-term,English
+9798,21871247,0.0,729173.9733333334,1998-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-12,17,False,0,8455,2541,Mid-term,English
+9799,21871325,0.0,1703251.2000000002,1988-08-15,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-22,24,False,0,11912,3658,Mid-term,English
+9800,21879554,197.65200000000004,93884.70000000003,1994-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-09,19,True,1,9888,2483,Mid-term,English
+9801,21881176,0.0,362796.5714285714,1996-06-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-07-28,10,False,0,9065,4260,Mid-term,English
+9802,21885090,0.0,506288.26666666666,1986-12-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2014-07-13,23,True,0,12535,2449,Mid-term,English
+9804,21888794,0.0,400100.64,1996-02-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2005-02-26,6,True,0,9172,5873,Mid-term,English
+9805,21891124,189.66133333333335,533327.6693333334,2006-07-25,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-11,19,True,1,5359,2420,Short-term,English
+9806,21892376,0.0,522374.3999999999,1974-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-07,21,False,0,17057,2577,Long-term,English
+9807,21892991,0.0,277520.25600000005,1990-01-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-15,6,True,0,11394,2051,Mid-term,English
+9808,21895095,0.0,72432.8,1991-04-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-18,15,True,0,10939,3174,Mid-term,English
+9809,21898877,0.0,1039682.28,2000-01-07,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-01-29,21,True,0,7750,2979,Mid-term,English
+9810,21900208,0.0,1140265.9839999997,1996-10-01,22,False,False,False,AUTO RENEW,WEB,Y,Y,N,N,N,N,Y,Y,Y,51-100,English,Standard,2011-07-15,22,True,0,8943,3543,Mid-term,English
+9811,21902096,129.16,235846.16,1981-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-29,22,True,1,14483,2249,Long-term,English
+9812,21904302,0.0,198484.9166666667,2011-02-10,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2013-12-09,17,True,0,3698,2665,Short-term,Unknown
+9813,21904535,0.0,805613.3333333333,1995-02-15,20,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,101-500,Unknown,Premier,2014-10-09,20,False,0,9537,2361,Mid-term,Unknown
+9814,21904536,0.0,347611.74933333334,1995-02-15,14,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-27,14,True,0,9537,2922,Mid-term,English
+9815,21906641,255.56190476190474,680816.9142857142,1970-07-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-07,18,True,1,18532,2758,Long-term,English
+9816,21911216,265.74666666666667,292321.3333333333,1994-04-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-02,22,True,1,9843,3647,Mid-term,English
+9817,21911670,470.3028571428572,744959.7257142857,1993-06-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-08,16,True,1,10147,3519,Mid-term,English
+9818,21911838,0.0,806818.5333333334,1997-07-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-10,19,True,0,8670,2817,Mid-term,English
+9819,21913780,0.0,1433640.6,1997-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-03-13,21,True,0,8778,3667,Mid-term,English
+9821,21922279,0.0,302084.8,1994-10-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-26,20,True,0,9674,2283,Mid-term,English
+9822,21923547,0.0,179620.8,1996-03-01,5,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-05-27,5,True,0,9157,3592,Mid-term,Unknown
+9823,21928099,0.0,108630.17904761908,1984-08-15,4,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-03,4,True,0,13373,2609,Mid-term,English
+9825,21934374,0.0,391726.80000000005,2009-09-14,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-27,19,False,0,4212,3469,Short-term,English
+9826,21935699,0.0,85370.59999999999,1996-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-30,17,True,0,8990,3375,Mid-term,English
+9827,21939287,0.0,306031.73333333334,1976-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-12-12,19,False,0,16309,2662,Long-term,English
+9829,21945163,0.0,709577.4,1984-07-01,21,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-10-28,21,True,0,13418,3072,Mid-term,English
+9830,21946044,0.0,562642.2000000001,1995-09-01,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2005-09-20,9,True,0,9339,5667,Mid-term,English
+9831,21946447,0.0,1190764.8,2016-04-12,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-22,21,True,0,1810,3748,Short-term,English
+9833,21947223,0.0,362911.8071428572,1995-04-15,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-10-14,13,True,0,9478,3086,Mid-term,English
+9834,21949865,0.0,270629.92,1997-03-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-04,19,False,0,8792,2031,Mid-term,English
+9835,21952730,0.0,910254.6514285716,2004-08-03,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-23,22,True,0,6080,3230,Short-term,English
+9836,21954533,0.0,706257.7142857144,1993-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-23,15,True,0,10267,4022,Mid-term,English
+9837,21957810,557.8571428571429,51322.857142857145,2005-11-04,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2009-12-10,2,True,1,5622,4125,Short-term,Unknown
+9838,21958828,455.6,55127.600000000006,1973-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-10-05,11,False,1,17527,4191,Long-term,English
+9839,21959437,0.0,394478.37866666674,2006-05-12,16,True,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,German,Standard,2014-05-05,16,True,0,5433,2518,Short-term,European
+9840,21960072,257.90476190476187,439469.7142857142,1994-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-08-21,12,True,1,9766,2775,Mid-term,English
+9841,21961419,521.9333333333333,1259425.133333333,1994-07-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-05,19,True,1,9766,3064,Mid-term,English
+9842,21964799,337.4095238095238,951494.8571428572,1994-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-01-30,20,False,1,9827,3344,Mid-term,Unknown
+9843,21965452,0.0,420420.0,1988-10-15,14,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-07-04,14,True,0,11851,3554,Mid-term,English
+9844,21965699,0.0,521656.9285714285,2008-07-16,9,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-03-07,9,True,0,4637,3673,Short-term,English
+9845,21967604,434.4433333333333,363194.6266666667,2018-04-18,22,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-09-28,22,True,1,1074,3468,Short-term,English
+9846,21968325,0.0,1578719.2333333332,2005-07-16,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-21,23,True,0,5733,3414,Short-term,English
+9847,21969544,0.0,2160143.9999999995,2003-03-27,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-02-03,18,True,0,6575,2974,Mid-term,English
+9848,21977697,0.0,351631.8,2006-01-19,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-30,9,True,0,5546,2978,Short-term,English
+9850,21987898,0.0,63885.119999999995,1987-07-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,N,N,N,N,N,Y,1-5,English,Premier,2014-11-15,20,False,0,12309,2324,Mid-term,English
+9851,21988546,0.0,201962.88000000003,1985-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-19,21,True,0,13053,3661,Mid-term,English
+9852,21989040,0.0,214867.19999999998,2004-06-28,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2006-02-25,6,True,0,6116,5509,Short-term,Unknown
+9853,21989697,485.3066666666667,272257.04,1995-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2011-11-24,17,False,1,9551,3411,Mid-term,Unknown
+9854,21997418,0.0,124272.72,1986-04-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-22,11,True,0,12779,2409,Mid-term,English
+9855,21999340,0.0,144007.14285714284,2001-05-16,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2011-03-02,6,True,0,7255,3678,Mid-term,Unknown
+9857,22000065,0.0,1774335.0,1987-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2014-11-08,15,False,0,12323,2331,Mid-term,English
+9858,22004733,0.0,279123.4285714286,1990-07-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-05,15,True,0,11213,2273,Mid-term,English
+9859,22005057,0.0,67168.45714285715,1991-09-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-07-18,12,True,0,10800,1713,Mid-term,English
+9862,22013490,0.0,1123323.3142857144,1995-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-14,20,True,0,9339,3666,Mid-term,English
+9863,22021373,0.0,157568.0,1989-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-12-09,20,False,0,11415,1935,Mid-term,English
+9864,22021955,0.0,376042.60571428575,2013-08-13,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-28,8,True,0,2783,2890,Short-term,English
+9865,22022776,0.0,415246.3466666667,1983-07-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-11,20,True,0,13770,2147,Mid-term,English
+9866,22024665,0.0,1984216.666666667,2010-02-10,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-07-31,20,True,0,4063,3892,Short-term,English
+9867,22026240,171.81333333333333,55323.89333333333,1989-03-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-19,23,True,1,11714,2685,Mid-term,English
+9868,22027312,0.0,79683.76000000001,2005-12-28,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-18,15,True,0,5568,3387,Short-term,English
+9869,22031670,0.0,613506.9600000001,2008-01-16,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-10,19,True,0,4819,2967,Short-term,English
+9870,22032351,0.0,677840.0,2002-03-01,25,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-06,25,True,0,6966,3552,Mid-term,English
+9871,22032594,0.0,477688.0,1990-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-08-15,21,True,0,11074,2051,Mid-term,English
+9875,22053088,0.0,155332.80000000002,1990-08-15,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-04,23,True,0,11182,3615,Mid-term,English
+9876,22053467,1136.7720000000002,954888.4800000001,1994-06-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2010-07-12,21,True,1,9796,3911,Mid-term,English
+9878,22056179,1381.0,2706760.0,1989-08-01,20,False,False,False,AUTO RENEW,WEB,N,N,Y,Y,N,N,N,N,Y,101-500,English,Premier,2010-12-16,20,True,1,11561,3754,Mid-term,English
+9879,22063179,209.8133333333333,66091.2,2008-08-30,7,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-10-26,7,False,1,4592,3074,Short-term,Unknown
+9880,22066869,158.7386666666667,65717.808,2002-12-06,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-11,18,True,1,6686,2177,Mid-term,English
+9881,22071788,0.0,527005.4400000001,1997-05-15,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-06-09,18,False,0,8717,2848,Mid-term,Unknown
+9882,22086088,211.84761904761905,45759.08571428572,2005-06-23,3,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-17,3,True,1,5756,2445,Short-term,English
+9883,22086331,0.0,82658.12533333333,1991-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-08-20,17,True,0,11012,3872,Mid-term,English
+9884,22087964,399.97333333333336,831944.5333333334,1999-08-16,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-03,20,True,1,7894,2974,Mid-term,English
+9885,22090245,0.0,275942.4,1989-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-23,15,True,0,11714,3869,Mid-term,English
+9886,22091217,0.0,230850.0,1991-12-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-03-03,19,True,0,10695,2216,Mid-term,Unknown
+9889,22100625,0.0,906108.48,2008-01-14,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,500+,English,Premier,2014-11-10,19,False,0,4821,2329,Short-term,English
+9890,22100837,607.9,944676.6,1978-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-11-19,21,False,1,15760,3416,Long-term,English
+9891,22101172,0.0,1659294.933333333,1997-03-15,20,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2004-05-19,20,False,0,8778,6156,Mid-term,English
+9892,22104098,0.0,326694.6666666667,1997-03-15,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-16,25,False,0,8778,2811,Mid-term,English
+9893,22110731,0.0,150572.24,2005-01-03,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-09,7,False,0,5927,2634,Short-term,English
+9895,22118173,0.0,587983.3439999999,1991-10-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-19,18,True,0,10756,2777,Mid-term,English
+9896,22119088,0.0,1724691.072,1984-02-01,18,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-02-07,18,True,0,13569,3701,Mid-term,English
+9897,22119933,0.0,1095788.4000000001,1996-04-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2012-09-08,14,True,0,9126,3122,Mid-term,English
+9898,22120026,0.0,25710.559999999998,1992-07-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-07-05,4,True,0,10496,2457,Mid-term,Unknown
+9899,22123795,390.81466666666677,106692.40400000002,1993-12-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-10,21,True,1,9978,4004,Mid-term,English
+9900,22124731,0.0,489517.10476190475,2000-06-26,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-04-07,17,False,0,7579,2911,Mid-term,English
+9901,22126322,0.0,170228.4,1979-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2013-10-07,18,False,0,15078,2728,Long-term,English
+9902,22133793,0.0,2286017.76,1998-02-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2011-03-01,10,True,0,8455,3679,Mid-term,English
+9903,22134417,0.0,414915.6,1982-12-01,17,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2011-02-05,17,True,0,13996,3703,Mid-term,Unknown
+9904,22135036,0.0,289111.68000000005,1991-03-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-23,15,False,0,10984,2651,Mid-term,English
+9905,22137561,0.0,72500.38095238096,2005-06-07,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-09,19,False,0,5772,3030,Short-term,English
+9906,22146574,293.76,217382.4,1981-09-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-08-01,20,True,1,14438,2430,Long-term,English
+9908,22149679,0.0,836980.8,2003-02-26,9,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-06-28,9,True,0,6604,3925,Mid-term,English
+9909,22149732,201.17333333333332,252271.36,1982-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-11-18,19,True,1,14299,1956,Long-term,English
+9910,22150398,0.0,618021.4,1998-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-08-29,17,True,0,8455,2037,Mid-term,English
+9911,22151360,0.0,87914.05714285714,1996-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-09-16,18,True,0,9157,3114,Mid-term,Unknown
+9912,22152602,264.50666666666666,323756.16,2006-06-26,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-09-15,17,True,1,5388,2385,Short-term,English
+9913,22160142,324.25714285714287,215955.25714285715,1982-07-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-21,9,True,1,14149,2714,Mid-term,English
+9914,22161226,148.38666666666666,72709.46666666666,1995-04-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-16,10,False,1,9478,2446,Mid-term,English
+9915,22166646,0.0,304381.0,1997-10-01,5,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-08-09,5,True,0,8578,2787,Mid-term,Unknown
+9916,22167344,0.0,1442933.5199999998,1985-08-15,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-09-12,21,True,0,13008,3118,Mid-term,English
+9917,22167916,0.0,565110.0,2006-02-03,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-31,23,False,0,5531,2431,Short-term,English
+9918,22172548,0.0,1414569.0,1991-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-25,19,False,0,10817,3136,Mid-term,English
+9919,22173819,0.0,588834.9600000001,1990-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-05-09,21,True,0,11104,2879,Mid-term,English
+9921,22180244,0.0,117583.786666667,1988-12-01,8,False,True,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2017-10-07,8,True,0,11804,1267,Mid-term,Unknown
+9922,22180813,0.0,109205.98000000001,1996-02-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-05-10,15,True,0,9172,1782,Mid-term,English
+9923,22181038,0.0,1272414.1485714288,2000-08-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-29,23,True,0,7543,3406,Mid-term,English
+9924,22183003,288.5714285714286,101288.57142857145,1977-01-01,13,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-14,13,True,1,16156,2994,Long-term,English
+9925,22185531,0.0,304161.46800000005,1997-01-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-16,9,False,0,8837,2841,Mid-term,English
+9926,22185545,288.028,804462.204,1994-09-01,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-27,19,True,1,9704,3195,Mid-term,English
+9927,22187224,0.0,987473.3333333335,2014-02-02,17,True,True,True,NOTICE,WEB,N,N,N,N,Y,N,Y,N,Y,11-50,Unknown,Premier,2012-03-09,17,True,0,2610,3305,Short-term,Unknown
+9928,22190810,0.0,309999.94666666666,1995-10-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-25,19,True,0,9309,3806,Mid-term,English
+9931,22195826,0.0,125122.40000000001,2007-10-14,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-15,13,False,0,4913,2569,Short-term,English
+9933,22203944,0.0,177979.57333333336,1988-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2016-03-03,17,True,0,11895,1850,Mid-term,English
+9934,22208301,0.0,342940.9523809524,2007-09-04,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-05,10,True,0,4953,3064,Short-term,English
+9936,22211071,0.0,774949.76,1996-03-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-09,21,True,0,9157,2422,Mid-term,English
+9937,22212563,0.0,296189.43999999994,1998-06-15,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-05-08,6,True,0,8321,4341,Mid-term,English
+9938,22217034,0.0,702087.0476190477,1990-11-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-02,22,True,0,11090,3617,Mid-term,English
+9941,22218881,437.0,1018647.0,1993-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-10-19,21,False,1,10222,2716,Mid-term,English
+9942,22218969,0.0,340371.42857142864,1992-02-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-15,11,True,0,10647,3390,Mid-term,English
+9943,22220015,0.0,2558999.04,1997-02-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2010-08-19,18,True,0,8820,3873,Mid-term,English
+9944,22221541,0.0,357521.64,1990-08-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-10-26,21,True,0,11182,2344,Mid-term,Unknown
+9945,22223556,0.0,95322.66666666666,1987-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-08,20,True,0,12261,3366,Mid-term,English
+9949,22236610,538.5952000000001,1575929.5552000003,1972-08-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-10,22,True,1,17756,2694,Long-term,English
+9950,22237664,0.0,552122.3999999999,1989-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-25,21,True,0,11592,2952,Mid-term,English
+9952,22238418,0.0,1551871.8666666667,1996-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-04-13,19,False,0,9112,2175,Mid-term,English
+9953,22238705,1263.2,3112524.8000000003,2016-06-27,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-08-14,22,True,1,1734,3513,Short-term,English
+9954,22240673,0.0,802871.7840000001,2001-01-04,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-14,11,True,0,7387,2994,Mid-term,English
+9956,22241857,0.0,657613.9885714286,2010-12-28,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-15,12,False,0,3742,3268,Short-term,English
+9957,22243610,0.0,555623.2000000001,1998-06-18,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-20,22,False,0,8318,2684,Mid-term,English
+9959,22246769,0.0,3978441.6,1996-06-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2011-06-05,21,False,0,9051,3583,Mid-term,English
+9960,22248183,0.0,120377.7142857143,1995-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-12,22,True,0,9309,2115,Mid-term,English
+9962,22253353,0.0,655370.7999999999,1992-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2014-02-04,21,True,0,10390,2608,Mid-term,English
+9963,22253417,0.0,377976.85714285716,1992-09-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-22,13,True,0,10434,2470,Mid-term,English
+9964,22257084,0.0,821063.1047619047,1996-02-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2004-04-30,19,True,0,9186,6175,Mid-term,English
+9966,22261157,0.0,431098.2,2006-05-16,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-28,15,True,0,5429,2707,Short-term,English
+9967,22263355,194.41904761904766,139981.71428571432,1991-06-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-19,16,False,1,10892,2320,Mid-term,English
+9968,22263696,0.0,460779.4285714286,2007-03-27,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-05,18,True,0,5114,3278,Short-term,English
+9969,22266690,838.4166666666666,1513342.0833333333,1993-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2014-12-09,19,False,1,9994,2300,Mid-term,English
+9970,22266940,0.0,359734.78095238097,1996-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2014-10-14,22,True,0,9186,2356,Mid-term,English
+9971,22267851,639.6333333333333,383780.0,1967-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-12,15,True,1,19809,3546,Long-term,English
+9972,22273841,0.0,1510899.2,1998-03-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2007-12-10,24,True,0,8413,4856,Mid-term,English
+9975,22280412,255.7866666666667,607749.1200000001,1993-11-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-13,18,True,1,9994,3545,Mid-term,English
+9976,22281774,0.0,277436.1333333333,1997-02-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-26,22,False,0,8806,3043,Mid-term,English
+9977,22281836,0.0,7645488.000000001,1988-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,500+,English,Standard,2011-07-05,20,True,0,11834,3553,Mid-term,English
+9978,22283012,0.0,157857.31999999998,1998-05-04,19,True,True,True,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-22,19,False,0,8363,2531,Mid-term,English
+9980,22291535,0.0,612952.380952381,1998-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-11-20,20,True,0,8455,2684,Mid-term,English
+9982,22299298,0.0,277539.7333333333,1996-03-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-12,17,True,0,9157,3911,Mid-term,English
+9983,22306113,497.07047619047614,307189.5542857142,1994-06-01,6,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-03-13,6,True,1,9796,3667,Mid-term,English
+9984,22307926,0.0,125664.0,1998-06-10,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-31,15,True,0,8326,2188,Mid-term,English
+9985,22308489,0.0,281143.77142857143,2006-05-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Hindi,Standard,2014-12-06,12,True,0,5444,2303,Short-term,Asian
+9987,22317620,0.0,531523.4476190476,2010-06-17,13,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-04,13,True,0,3936,3615,Short-term,English
+9989,22319374,346.656,407667.456,1980-08-15,14,True,False,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-26,14,True,1,14834,2405,Long-term,English
+9990,22319579,0.0,92860.1142857143,1996-06-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-05,22,True,0,9051,2607,Mid-term,English
+9991,22323667,145.72,24043.800000000003,1974-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-13,15,False,1,16965,2418,Long-term,English
+9992,22324161,0.0,87273.33333333334,1996-07-15,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2017-09-16,13,True,0,9021,1288,Mid-term,English
+9993,22324327,0.0,958771.4285714288,1991-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2006-02-27,20,True,0,10725,5507,Mid-term,English
+9994,22327416,0.0,211789.19999999998,1992-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2014-03-27,19,True,0,10434,2557,Mid-term,English
+9995,22329543,338.21333333333337,646325.68,1970-07-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-12-16,13,True,1,18532,2658,Long-term,English
+9997,22336514,1349.2,2347608.0,1994-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-02-19,20,False,1,9888,3689,Mid-term,English
+9998,22341062,0.0,225984.00000000003,1985-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-02,21,False,0,13175,2095,Mid-term,English
+9999,22344013,0.0,71999.20000000001,1990-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-23,21,False,0,11227,2681,Mid-term,English
+10002,22352235,219.35238095238097,34218.97142857143,1994-06-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-25,13,True,1,9796,2498,Mid-term,English
+10004,22353727,0.0,347766.0,1997-06-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2015-03-18,6,True,0,8686,2201,Mid-term,English
+10005,22354540,0.0,794765.6571428572,1985-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-24,19,True,0,12991,3837,Mid-term,English
+10007,22360137,306.7306666666667,372984.4906666667,1967-10-15,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-05-24,16,True,1,19522,2134,Long-term,English
+10008,22360333,0.0,582982.4,1997-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-09-17,21,False,0,8820,3113,Mid-term,English
+10010,22365440,0.0,59625.238095238106,1996-02-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-12,11,True,0,9186,2480,Mid-term,English
+10011,22366983,0.0,817520.2857142857,1997-07-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-14,17,True,0,8656,4031,Mid-term,English
+10012,22369525,0.0,2289487.1999999997,2014-09-11,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-03-22,20,True,0,2389,3658,Short-term,English
+10013,22370456,0.0,43848.00000000001,1974-08-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-23,9,True,0,17026,2589,Long-term,English
+10014,22370601,0.0,830172.5714285715,2000-02-23,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Japanese,Standard,2011-01-19,15,True,0,7703,3720,Mid-term,Asian
+10015,22371233,0.0,568104.5333333334,2015-03-06,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-04-14,22,True,0,2213,4000,Short-term,English
+10016,22376118,204.72000000000003,257947.20000000004,1981-08-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-12-17,21,True,1,14469,3022,Long-term,Unknown
+10017,22380416,175.72000000000003,29872.400000000005,1989-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-10-10,10,True,1,11742,2725,Mid-term,English
+10018,22382496,0.0,27023.826666666668,1985-08-15,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-01,19,True,0,13008,3007,Mid-term,English
+10019,22384146,0.0,408174.85714285716,1995-01-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-28,10,False,0,9582,2890,Mid-term,English
+10020,22384513,0.0,62083.84,1995-07-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-02-10,4,True,0,9401,1872,Mid-term,English
+10024,22393858,0.0,462682.82666666684,1981-06-01,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-11,20,True,0,14544,2785,Long-term,English
+10025,22393900,0.0,703441.8285714285,1996-05-15,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-20,22,True,0,9082,2868,Mid-term,English
+10026,22397806,236.9714285714286,132704.0,1978-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-18,20,True,1,15791,2625,Long-term,English
+10027,22405084,0.0,592540.5866666667,2008-10-23,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-12,19,True,0,4538,3027,Short-term,English
+10028,22409151,0.0,360881.63428571436,1995-12-25,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-23,13,False,0,9224,3565,Mid-term,English
+10029,22410456,0.0,599260.2,1996-04-01,21,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-21,21,False,0,9126,2563,Mid-term,English
+10030,22422433,0.0,374842.56000000006,2006-03-15,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-10,12,True,0,5491,3548,Short-term,English
+10031,22425196,0.0,394758.00000000006,1995-08-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,Italian,Standard,2016-06-12,21,True,0,9356,1749,Mid-term,European
+10033,22427084,214.20000000000002,69400.8,1992-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2012-09-11,18,True,1,10633,3119,Mid-term,Unknown
+10034,22433035,0.0,364207.20000000007,1989-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-11,19,True,0,11728,2328,Mid-term,English
+10035,22433693,0.0,290449.4171428572,2010-07-07,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-23,19,True,0,3916,2500,Short-term,English
+10036,22437331,155.42666666666668,375355.4,2015-02-13,23,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-05,23,True,1,2234,2518,Short-term,English
+10037,22438183,0.0,418719.1047619047,1995-05-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-31,19,True,0,9462,2918,Mid-term,English
+10039,22441306,0.0,222884.57142857142,1995-10-15,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-04-08,4,True,0,9295,3275,Mid-term,Unknown
+10040,22443400,0.0,308563.5428571429,2002-02-25,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-22,18,False,0,6970,2075,Mid-term,English
+10041,22445382,0.0,194806.4,1989-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-03,16,True,0,11469,3371,Mid-term,English
+10042,22448345,0.0,71013.57142857142,1989-12-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-09-05,2,True,0,11439,2760,Mid-term,Unknown
+10044,22450612,0.0,322036.00000000006,1995-12-01,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-03,20,False,0,9248,3463,Mid-term,English
+10046,22451818,0.0,708659.4666666667,2002-01-21,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-07,19,False,0,7005,2728,Mid-term,English
+10047,22452973,152.464,14941.472000000002,2010-08-02,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2015-05-31,7,True,1,3890,2127,Short-term,Asian
+10048,22456700,0.0,664270.6285714286,2013-11-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-09-18,17,True,0,2689,3843,Short-term,English
+10049,22459935,0.0,650934.8857142859,1996-02-01,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-26,15,False,0,9186,3043,Mid-term,English
+10050,22466481,0.0,864296.1600000001,1990-06-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2011-04-22,21,True,0,11257,3627,Mid-term,English
+10051,22467663,181.14285714285714,205778.2857142857,1976-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-02-22,16,True,1,16203,2225,Long-term,English
+10052,22468482,0.0,179066.16000000003,2015-02-25,9,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-20,9,False,0,2222,2046,Short-term,English
+10054,22471982,0.0,932450.1333333333,2009-03-04,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-01,20,True,0,4406,3221,Short-term,English
+10055,22475329,0.0,506378.9523809524,1985-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-11,23,True,0,13144,2298,Mid-term,English
+10056,22476529,0.0,247050.16000000003,1980-12-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-19,21,False,0,14726,2869,Long-term,English
+10057,22477497,0.0,141603.84,1990-06-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2006-11-20,16,False,0,11243,5241,Mid-term,English
+10058,22478827,0.0,4876112.266666667,1995-10-01,22,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-06-05,22,True,0,9309,3583,Mid-term,English
+10061,22482144,0.0,178992.42666666667,1990-01-23,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-19,7,True,0,11386,3264,Mid-term,English
+10062,22485805,0.0,205663.35999999996,1996-12-15,12,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-23,12,True,0,8868,2439,Mid-term,English
+10063,22488820,334.64761904761906,576263.2000000001,1994-06-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-18,21,True,1,9782,3325,Mid-term,English
+10064,22490136,392.8666666666667,82109.13333333333,1984-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2007-09-09,19,True,1,13555,4948,Mid-term,English
+10065,22493505,102.58666666666666,215021.65333333332,1972-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-10-28,16,False,1,17695,1977,Long-term,English
+10067,22497530,0.0,29619.857142857145,1987-03-15,3,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2011-08-28,3,True,0,12431,3499,Mid-term,English
+10068,22502911,0.0,88749.14285714287,2010-04-26,13,False,True,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-04-21,13,True,0,3988,5819,Short-term,English
+10069,22504116,0.0,118382.16000000003,1983-01-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-20,19,True,0,13951,2289,Mid-term,English
+10070,22504991,1433.276,3941509.0,1974-02-01,22,False,False,False,AUTO RENEW,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2008-05-25,22,True,1,17221,4689,Long-term,English
+10071,22506152,0.0,185421.8666666667,1995-10-01,2,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-10-16,2,True,0,9309,3084,Mid-term,English
+10072,22507844,0.0,286695.8857142858,1986-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-03,19,True,0,12688,2824,Mid-term,English
+10073,22510052,0.0,63860.975999999995,1986-02-01,17,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-30,17,True,0,12838,2613,Mid-term,English
+10074,22510332,0.0,139608.85714285716,1984-11-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-06,15,True,0,13295,2637,Mid-term,English
+10076,22513924,0.0,142886.58666666667,1986-02-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-21,19,True,0,12838,2379,Mid-term,English
+10077,22517341,0.0,503308.8,1991-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-02,18,True,0,10984,3312,Mid-term,English
+10078,22517853,405.69523809523815,633695.961904762,1993-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-27,22,True,1,10100,3834,Mid-term,English
+10079,22520698,0.0,428244.03809523815,1995-10-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-02-05,22,True,0,9309,2242,Mid-term,Unknown
+10080,22522128,0.0,200501.6,2001-04-04,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Italian,Premier,2010-05-21,13,True,0,7297,3963,Mid-term,European
+10083,22526524,303.14285714285717,742093.7142857144,1993-05-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-01,24,False,1,10192,3099,Mid-term,English
+10084,22529979,0.0,249208.32,2017-04-07,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-10-19,8,False,0,1450,3081,Short-term,English
+10086,22541113,546.1333333333334,1249553.066666667,1978-05-15,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Premier,2007-12-26,16,True,1,15657,4840,Long-term,Unknown
+10087,22541278,0.0,578142.4,1996-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-11-30,16,True,0,9172,2309,Mid-term,English
+10089,22547770,0.0,139104.0,1965-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-06-18,16,True,0,20435,2474,Long-term,English
+10090,22552051,105.33333333333336,60250.66666666668,2016-10-03,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2015-09-30,4,True,1,1636,2005,Short-term,Unknown
+10091,22552796,0.0,561077.3333333334,1986-10-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-25,23,True,0,12582,4048,Mid-term,English
+10092,22552877,0.0,383865.04000000004,1996-05-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-17,13,True,0,9096,2748,Mid-term,English
+10093,22553157,0.0,80629.12000000001,2005-08-12,3,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-29,3,True,0,5706,2249,Short-term,English
+10094,22555541,543.8095238095237,1035413.3333333333,1968-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-01-11,16,False,1,19309,4824,Long-term,English
+10095,22556412,211.71428571428575,358008.8571428572,1978-12-25,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-18,19,True,1,15433,2444,Long-term,English
+10096,22558197,0.0,243627.42857142858,1987-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-18,13,True,0,12445,2170,Mid-term,English
+10097,22558356,0.0,220634.40000000002,1998-03-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-16,21,True,0,8427,2719,Mid-term,English
+10098,22559081,388.9666666666667,585005.8666666667,1978-02-01,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-05-04,16,True,1,15760,2519,Long-term,English
+10099,22560110,0.0,247699.19999999998,1989-09-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-26,21,False,0,11530,2436,Mid-term,English
+10100,22560440,336.1626666666667,544583.52,1977-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-01-28,20,False,1,15975,2250,Long-term,English
+10101,22561180,0.0,48522.57142857143,2000-04-25,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-05,15,False,0,7641,3034,Mid-term,English
+10102,22562164,0.0,333476.0,1984-04-15,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-27,15,False,0,13495,2677,Mid-term,English
+10103,22563091,0.0,198349.2,1997-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-30,21,False,0,8625,3770,Mid-term,English
+10104,22563544,0.0,124758.05333333333,1989-04-15,10,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2014-05-12,10,True,0,11669,2511,Mid-term,English
+10105,22563808,0.0,44568.57142857143,1997-04-01,1,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-11,1,True,0,8761,3728,Mid-term,English
+10106,22564627,0.0,864882.3619047621,1996-04-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2003-01-01,23,True,0,9112,6660,Mid-term,English
+10108,22569010,186.13523809523807,451377.9523809523,1993-10-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-11-21,25,True,1,10039,1953,Mid-term,Unknown
+10109,22572747,0.0,2539462.016,1954-03-01,14,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,Y,N,Y,101-500,English,Premier,2011-08-13,14,True,0,24498,3514,Long-term,English
+10110,22579080,376.93333333333334,940825.6,1972-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-21,24,True,1,17892,3628,Long-term,English
+10111,22579622,0.0,533845.312,1988-03-01,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-21,13,False,0,12079,3201,Mid-term,English
+10112,22580057,0.0,711978.2057142857,1998-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-26,19,True,0,8382,3013,Mid-term,English
+10113,22582556,0.0,1514074.5333333332,1992-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-08-30,19,False,0,10543,3131,Mid-term,English
+10114,22584274,0.0,573081.1428571428,1989-12-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-21,20,True,0,11425,3902,Mid-term,English
+10117,22588913,0.0,132194.7619047619,1998-02-15,19,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-07-07,19,True,0,8441,3551,Mid-term,English
+10118,22592974,0.0,128676.34285714285,1992-09-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-09,6,False,0,10434,3091,Mid-term,English
+10119,22593670,407.49333333333334,991023.7866666666,1979-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Standard,2012-12-27,19,True,1,15200,3012,Long-term,Unknown
+10120,22594526,0.0,48176.95238095238,1996-06-01,4,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2016-05-23,4,True,0,9065,1769,Mid-term,English
+10121,22596816,0.0,589034.4000000001,1996-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-26,21,False,0,8912,3348,Mid-term,English
+10122,22597636,0.0,416914.28571428574,1990-03-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-24,15,True,0,11335,2254,Mid-term,English
+10123,22599451,165.81333333333333,158185.91999999998,1989-01-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-19,9,True,1,11773,2624,Mid-term,English
+10124,22603215,0.0,427967.7257142858,2005-04-04,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-12-23,18,True,0,5836,2651,Short-term,English
+10125,22608186,0.0,397942.56,1989-12-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-09,27,True,0,11439,2391,Mid-term,English
+10126,22611458,0.0,1687035.0000000002,1996-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-09-10,21,False,0,8868,3120,Mid-term,English
+10128,22615402,0.0,139840.0,1997-03-01,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-07,4,True,0,8792,3520,Mid-term,English
+10129,22616024,0.0,367028.5714285714,1971-02-01,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-24,15,False,0,18317,2680,Long-term,English
+10131,22617352,11.847619047619048,9004.190476190477,1994-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2018-06-20,19,True,1,9813,1011,Mid-term,English
+10132,22618780,0.0,752834.2857142857,1992-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-08,19,False,0,10604,2819,Mid-term,English
+10133,22624303,0.0,549816.0,1983-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2014-07-22,15,False,0,13661,2440,Mid-term,Unknown
+10134,22624467,212.7866666666667,621124.28,1994-05-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-25,21,True,1,9827,3105,Mid-term,English
+10135,22625939,0.0,500139.71428571426,1996-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-04-06,19,True,0,9143,2912,Mid-term,English
+10137,22629454,0.0,100744.0457142857,1996-10-15,18,False,True,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-12-24,18,True,0,8929,3015,Mid-term,English
+10138,22630579,331.99771428571427,325357.75999999995,1977-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-10,20,False,1,16125,2452,Long-term,English
+10139,22633915,0.0,70687.08571428571,2008-09-29,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-20,4,True,0,4562,3110,Short-term,English
+10141,22635040,0.0,316148.85333333333,1998-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-01-30,19,False,0,8441,2613,Mid-term,English
+10142,22636322,0.0,74716.57142857143,1992-07-15,3,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-17,3,False,0,10482,2595,Mid-term,English
+10143,22640052,0.0,429693.33333333343,1996-02-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-24,14,False,0,9172,3899,Mid-term,English
+10144,22649687,0.0,198896.25600000005,2014-11-27,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-26,18,True,0,2312,2071,Short-term,English
+10145,22653639,223.8,616569.0,1994-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-04,19,True,1,9902,3218,Mid-term,English
+10146,22653898,214.89523809523808,52004.64761904762,2009-06-03,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-26,11,True,1,4315,2466,Short-term,English
+10147,22656888,0.0,270066.6666666666,2017-01-31,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2012-08-23,16,False,0,1516,3138,Short-term,Unknown
+10148,22657647,375.86666666666673,706629.3333333335,1997-02-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-29,20,False,1,8820,3620,Mid-term,English
+10149,22660850,0.0,224400.0,1985-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-24,20,True,0,12961,3015,Mid-term,English
+10150,22660850,0.0,224400.0,1985-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-21,15,True,0,12961,2502,Mid-term,English
+10152,22667936,135.77142857142857,123823.54285714286,1972-12-01,38,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2016-01-14,38,True,1,17648,1899,Long-term,Unknown
+10154,22673040,0.0,1067376.9600000002,1985-12-01,27,False,False,False,AUTO RENEW,PHONE,Y,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-23,27,True,0,12900,2834,Mid-term,English
+10155,22673252,410.1333333333333,437202.13333333336,1994-05-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-26,13,True,1,9813,3866,Mid-term,English
+10156,22673904,0.0,1211621.7333333334,1991-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2007-11-25,17,True,0,10862,4871,Mid-term,English
+10158,22674555,212.36,283500.60000000003,1994-04-15,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-29,15,False,1,9843,3101,Mid-term,English
+10160,22682227,0.0,6010.184761904762,2016-05-10,1,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-03,1,True,0,1782,2367,Short-term,English
+10161,22684930,0.0,888822.9,1991-05-15,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-26,17,True,0,10909,2586,Mid-term,English
+10162,22685500,1900.8000000000002,2049062.4000000004,1972-05-15,14,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-05-16,14,False,1,17848,2872,Long-term,English
+10163,22687088,239.4266666666667,234638.13333333336,1993-01-01,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-27,14,True,1,10312,3378,Mid-term,English
+10164,22688203,0.0,566046.1714285715,2017-07-19,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-22,18,True,0,1347,2470,Short-term,English
+10165,22690585,0.0,1131685.4119999998,1996-11-01,11,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-08-03,11,True,0,8912,3158,Mid-term,English
+10166,22691512,0.0,240932.57142857142,1997-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-03,20,False,0,8639,2275,Mid-term,English
+10167,22697364,0.0,117077.33333333336,1996-09-15,16,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-10,16,False,0,8959,3548,Mid-term,English
+10168,22702401,758.5666666666667,74339.53333333334,1993-03-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2010-03-12,2,True,1,10239,4033,Mid-term,English
+10170,22705226,0.0,640300.1904761904,1987-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-07,20,False,0,12200,2577,Mid-term,English
+10171,22709575,0.0,1228333.3333333335,1989-03-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-24,25,False,0,11714,3442,Mid-term,English
+10173,22714404,305.36,427504.00000000006,1993-03-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-02-20,20,True,1,10239,4053,Mid-term,English
+10174,22716931,0.0,292294.28571428574,1980-10-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-15,15,False,0,14773,3512,Long-term,English
+10176,22720171,0.0,327055.36,1989-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-06,19,True,0,11592,2303,Mid-term,English
+10178,22732192,0.0,1933379.9999999998,1989-03-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-06-25,23,True,0,11714,5389,Mid-term,English
+10180,22734279,267.48800000000006,216665.28000000006,1994-09-15,18,False,False,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-12-06,18,True,1,9690,3033,Mid-term,English
+10181,22735964,0.0,712230.3999999999,1996-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-03,21,True,0,8882,3097,Mid-term,English
+10182,22736540,0.0,271386.66666666674,1994-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-23,20,False,0,9735,2316,Mid-term,English
+10183,22743118,0.0,92214.12000000001,2002-01-14,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-10-03,17,True,0,7012,4193,Mid-term,English
+10184,22745856,242.3416666666667,479836.50000000006,2002-10-16,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2014-07-09,18,False,1,6737,2453,Mid-term,English
+10185,22747030,0.0,1669973.7600000002,2001-10-17,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2011-07-22,26,True,0,7101,3536,Mid-term,English
+10186,22747382,0.0,213714.28571428574,1989-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-03,20,False,0,11530,2428,Mid-term,English
+10188,22750772,0.0,343534.0,1994-12-25,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-01-22,7,False,0,9589,3352,Mid-term,English
+10189,22751287,0.0,249842.73600000003,1998-02-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-01,22,True,0,8455,2583,Mid-term,English
+10190,22752617,0.0,185030.00000000003,2012-02-03,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-14,7,False,0,3340,3452,Short-term,English
+10191,22754808,735.6380952380953,545843.4666666667,1993-09-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2004-04-07,14,True,1,10055,6198,Mid-term,English
+10192,22757219,0.0,372711.4285714286,1994-08-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-25,9,True,0,9735,3624,Mid-term,English
+10193,22759788,0.0,83778.23999999999,1979-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-15,21,False,0,15381,2385,Long-term,English
+10194,22763416,0.0,517968.0,1985-07-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-30,22,True,0,13039,3009,Mid-term,English
+10196,22765322,0.0,141378.41666666666,1996-03-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2010-06-19,7,True,0,9157,3934,Mid-term,English
+10197,22767346,0.0,352260.30000000005,1988-03-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-05-30,9,True,0,12079,2858,Mid-term,English
+10198,22778710,0.0,3178581.1200000006,1997-08-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,Y,N,N,N,N,Y,101-500,English,Premier,2012-12-05,15,True,0,8639,3034,Mid-term,English
+10199,22782251,261.90476190476187,213714.28571428568,1994-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-24,17,False,1,9660,2803,Mid-term,English
+10200,22782747,0.0,390466.2857142857,1985-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-21,19,False,0,13175,2563,Mid-term,English
+10201,22783391,0.0,1241306.114285714,2013-09-12,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-01,15,True,0,2753,4256,Short-term,English
+10203,22785719,0.0,535202.2857142857,1985-04-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-18,20,True,0,13130,3265,Mid-term,English
+10204,22788021,266.24,59105.28,1981-05-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-28,3,False,1,14561,3652,Long-term,English
+10205,22788982,0.0,270964.32000000007,1998-06-17,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-05-15,22,True,0,8319,4334,Mid-term,English
+10206,22789618,0.0,761509.2333333333,1997-05-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,Y,N,Y,N,Y,51-100,Hindi,Standard,2012-07-17,19,True,0,8731,3175,Mid-term,Asian
+10207,22792421,241.51999999999998,513230.0,1980-02-01,25,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-04-25,25,False,1,15030,2163,Long-term,English
+10208,22794262,0.0,387109.632,1997-07-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2004-03-17,8,False,0,8670,6219,Mid-term,English
+10209,22795939,0.0,151540.0,1997-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-13,21,True,0,8778,2995,Mid-term,English
+10210,22799088,0.0,798775.2,1995-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2005-08-09,18,True,0,9537,5709,Mid-term,English
+10211,22799096,0.0,14860.742857142857,1991-12-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-03,1,False,0,10695,3524,Mid-term,English
+10212,22804204,0.0,495849.3333333334,1988-01-09,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2006-08-12,23,False,0,12131,5341,Mid-term,English
+10213,22806833,0.0,1800716.6666666667,1985-03-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-06-27,25,False,0,13175,3195,Mid-term,English
+10214,22808829,0.0,151910.6285714286,2001-10-24,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-04-30,22,True,0,7094,2523,Mid-term,English
+10215,22813379,269.16190476190474,535363.0285714286,1979-11-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-21,17,True,1,15108,2410,Long-term,English
+10216,22815044,0.0,376412.16000000003,1991-07-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-13,24,True,0,10848,2599,Mid-term,English
+10218,22816549,0.0,314107.30000000005,1996-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-04-19,15,True,0,9112,3630,Mid-term,English
+10220,22817724,0.0,91520.80000000002,1986-12-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-05,7,True,0,12535,2061,Mid-term,English
+10222,22829942,0.0,220678.40000000002,1997-05-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-23,8,True,0,8717,3199,Mid-term,English
+10223,22834753,0.0,959553.0,1994-05-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-01-02,9,True,0,9813,3006,Mid-term,English
+10224,22839101,0.0,380197.7142857144,1983-06-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-03-01,15,True,0,13814,3679,Mid-term,English
+10225,22841810,0.0,442569.60000000003,1992-09-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-06-24,22,True,0,10420,2833,Mid-term,English
+10228,22844803,0.0,281814.0495238096,2011-07-13,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-17,23,True,0,3545,3997,Short-term,English
+10229,22847074,0.0,351399.04800000007,1985-10-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-26,22,True,0,12961,2923,Mid-term,English
+10230,22850238,235.0,562590.0,1976-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-11,18,False,1,16491,3332,Long-term,English
+10231,22852615,0.0,359970.0,1993-10-01,5,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,1-5,Unknown,Premier,2009-12-14,5,True,0,10039,4121,Mid-term,Unknown
+10232,22852616,0.0,657573.7142857143,1991-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-07-11,22,True,0,10970,3181,Mid-term,English
+10234,22858065,0.0,820386.0000000001,1997-07-15,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Standard,2012-09-08,17,True,0,8656,3122,Mid-term,European
+10235,22861945,0.0,446251.52,1987-07-15,20,False,True,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-19,20,True,0,12309,2200,Mid-term,English
+10236,22867993,0.0,362619.648,1990-04-01,18,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2014-11-26,18,True,0,11318,2313,Mid-term,English
+10238,22873291,0.0,143362.13333333336,2007-11-03,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-15,17,True,0,4893,3085,Short-term,English
+10240,22874405,0.0,141484.56,1995-01-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-09,14,False,0,9582,2879,Mid-term,English
+10241,22876937,0.0,139602.90666666668,1991-08-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-25,11,True,0,10817,3167,Mid-term,English
+10242,22878209,0.0,492463.57333333336,1992-07-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-03-22,14,True,0,10496,3658,Mid-term,English
+10243,22880273,358.41904761904766,329745.52380952385,1994-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-09-01,20,False,1,9916,3495,Mid-term,English
+10244,22880791,0.0,47878.48,1987-04-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-29,6,True,0,12400,2249,Mid-term,English
+10245,22886382,0.0,289607.3142857143,1989-11-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-17,26,True,0,11469,3144,Mid-term,English
+10246,22890395,0.0,361821.71428571426,1990-12-15,20,False,False,False,NOTICE,BILLING,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-09-07,20,True,0,11060,2758,Mid-term,English
+10247,22891747,0.0,773216.0,1996-05-14,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-09-01,15,True,0,9083,4225,Mid-term,English
+10248,22892140,0.0,940403.52,1996-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-12,21,False,0,9051,2541,Mid-term,English
+10249,22895007,0.0,655850.8319999999,1989-03-01,21,False,False,False,AUTO RENEW,WEB,Y,N,N,N,Y,N,N,N,Y,11-50,English,Premier,2012-05-06,21,True,0,11714,3247,Mid-term,English
+10251,22896962,0.0,99604.79999999999,1992-06-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-12,21,True,0,10526,2815,Mid-term,English
+10252,22898594,0.0,254641.19999999998,1984-09-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-15,9,False,0,13356,2934,Mid-term,English
+10253,22900665,448.3093333333334,867926.8693333336,1994-08-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-12,22,True,1,9721,2692,Mid-term,English
+10254,22901316,627.9666666666667,338474.0333333333,1994-09-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-08-29,7,False,1,9690,3498,Mid-term,English
+10255,22904074,0.0,186667.12380952385,1968-07-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-05,17,True,0,19248,2242,Long-term,English
+10256,22906126,0.0,77817.14285714286,1996-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-27,15,False,0,9035,2616,Mid-term,English
+10258,22909507,168.09999999999997,50429.99999999999,1994-06-15,6,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,1-5,Japanese,Premier,2015-07-23,6,True,1,9782,2074,Mid-term,Asian
+10259,22914591,0.0,227904.76800000004,1984-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-16,20,False,0,13569,2262,Mid-term,English
+10260,22914783,0.0,612959.2000000001,1997-06-15,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2011-08-02,14,True,0,8686,3525,Mid-term,Unknown
+10261,22915901,0.0,617222.4000000001,1996-05-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2010-06-05,24,True,0,9082,3948,Mid-term,English
+10264,22920461,0.0,177497.6,1987-02-01,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-05-09,16,False,0,12473,3244,Mid-term,English
+10265,22920661,0.0,378403.66666666674,1988-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-07,11,True,0,11943,2151,Mid-term,English
+10266,22924136,0.0,2314432.0,1997-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2003-10-15,15,True,0,8517,6373,Mid-term,English
+10267,22924372,0.0,97899.2,1983-12-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-07,21,True,0,13617,2120,Mid-term,English
+10268,22927575,277.04761904761904,347417.71428571426,1997-09-19,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-06,22,True,1,8590,2912,Mid-term,English
+10269,22928006,0.0,136863.25714285715,1998-02-01,27,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-29,27,True,0,8455,3467,Mid-term,English
+10271,22932805,0.0,466395.748,1973-12-15,23,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-10,23,False,0,17269,2268,Long-term,English
+10272,22933733,511.432380952381,85920.64,1988-05-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-24,12,True,1,12004,3746,Mid-term,English
+10274,22933857,323.84000000000003,88732.16,1993-02-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-28,2,True,1,10267,2584,Mid-term,English
+10275,22934553,0.0,333376.00000000006,2005-10-23,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-09,20,False,0,5634,3060,Short-term,English
+10276,22936016,0.0,134965.71428571432,1989-05-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-24,18,True,0,11639,3076,Mid-term,English
+10278,22939429,488.97142857142853,948604.5714285714,1990-02-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-02-07,20,True,1,11377,4431,Mid-term,English
+10280,22954776,0.0,121278.97600000002,1987-10-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-22,21,True,0,12217,2348,Mid-term,English
+10281,22954925,0.0,241831.2,1992-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-04,21,False,0,10404,2123,Mid-term,English
+10282,22955888,0.0,1080217.6,1995-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-10-31,22,True,0,9568,1974,Mid-term,English
+10283,22959500,0.0,220628.57142857145,1996-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-26,22,False,0,9112,2923,Mid-term,English
+10284,22961781,0.0,87644.16,1984-07-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-08,18,True,0,13404,2484,Mid-term,English
+10285,22962076,0.0,1016355.5999999999,1995-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-01,21,True,0,9234,3891,Mid-term,English
+10287,22966059,0.0,529917.142857143,1990-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-14,15,True,0,11104,2874,Mid-term,English
+10289,22973309,0.0,236113.92,1989-03-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-29,18,True,0,11700,1976,Mid-term,English
+10293,22981002,0.0,286480.4800000001,1995-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-13,15,False,0,9478,2905,Mid-term,English
+10295,22989717,0.0,135425.4,1997-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-07,17,True,0,8564,3398,Mid-term,English
+10297,22997101,0.0,1234577.4400000002,1972-02-01,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-06,19,True,0,17952,3337,Long-term,English
+10299,22999467,0.0,694801.9047619049,1995-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-04-22,22,True,0,9339,5453,Mid-term,English
+10300,23001265,560.4609523809524,358695.00952380954,1993-04-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-29,5,True,1,10208,4016,Mid-term,English
+10301,23001846,240.09142857142862,681859.6571428572,1993-04-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-01-28,20,True,1,10222,2250,Mid-term,Unknown
+10302,23004799,320.20000000000005,672420.0000000001,1977-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-09,20,True,1,16125,2238,Long-term,English
+10303,23004908,0.0,328143.57333333336,1995-09-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-05-19,16,True,0,9325,3234,Mid-term,Unknown
+10304,23005793,0.0,482893.5428571429,2009-12-08,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-29,15,True,0,4127,3498,Short-term,English
+10305,23008141,0.0,89043.80952380953,1995-11-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-24,20,False,0,9264,3381,Mid-term,English
+10306,23009817,0.0,1157272.3809523808,1982-11-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-10-04,20,False,0,14012,4192,Mid-term,English
+10307,23013040,0.0,199907.50476190477,1985-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-25,19,False,0,13175,4354,Mid-term,English
+10308,23017701,0.0,396576.80000000005,1996-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-21,15,True,0,9112,3109,Mid-term,English
+10310,23021869,0.0,1046489.5999999999,1989-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2013-10-01,19,True,0,11714,2734,Mid-term,English
+10311,23026397,301.0666666666667,128555.4666666667,1995-01-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-16,7,False,1,9568,3084,Mid-term,English
+10312,23027440,436.33200000000005,349065.60000000003,1978-03-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-07-25,20,True,1,15732,2072,Long-term,English
+10314,23028903,0.0,629743.2000000001,2015-05-27,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-17,21,False,0,2131,2567,Short-term,English
+10315,23029138,0.0,924305.7824,1996-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,Y,Y,1-5,English,Standard,2011-03-24,22,True,0,9126,3656,Mid-term,English
+10316,23030958,0.0,100251.42857142857,1989-03-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-03-27,2,False,0,11714,2922,Mid-term,English
+10317,23032456,0.0,482277.18095238094,2010-07-14,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-01,16,True,0,3909,3769,Short-term,English
+10318,23034906,0.0,985430.2628571427,1992-02-01,27,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-27,27,True,0,10647,2616,Mid-term,English
+10319,23035322,0.0,258316.19047619053,1983-12-15,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-10-29,10,True,0,13617,2706,Mid-term,English
+10321,23036611,760.9333333333334,1586546.0,1979-08-15,15,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-06-07,15,True,1,15200,2485,Long-term,English
+10322,23037146,294.02285714285716,256387.93142857144,1988-07-15,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-06,8,True,1,11943,2547,Mid-term,English
+10323,23037744,0.0,186779.52000000002,2001-05-15,18,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,1-5,Chinese,Standard,2014-08-29,18,True,0,7256,2402,Mid-term,Asian
+10324,23038737,0.0,514200.0,1997-07-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-17,15,True,0,8670,3266,Mid-term,English
+10326,23044753,0.0,1948387.0000000002,1988-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-07-31,17,False,0,12048,3161,Mid-term,English
+10327,23044754,394.40000000000003,881484.0000000001,1977-05-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2007-08-24,15,True,1,16036,4964,Long-term,Asian
+10328,23044883,473.66666666666674,775866.0000000001,1982-04-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-22,21,False,1,14226,2866,Mid-term,English
+10329,23045218,154.26666666666665,40109.33333333333,1966-10-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2016-05-15,20,True,1,19887,1777,Long-term,Unknown
+10330,23049558,0.0,1092012.0,1990-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-08-21,20,True,0,11227,3140,Mid-term,English
+10331,23055072,0.0,623175.4285714285,1997-06-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-22,18,True,0,8686,3047,Mid-term,English
+10333,23060091,0.0,74520.57600000002,1998-10-07,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-24,18,True,0,8207,2285,Mid-term,English
+10334,23064164,0.0,1471406.25,1988-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2012-10-31,18,True,0,12125,3069,Mid-term,English
+10337,23070447,793.4666666666667,799814.4,1980-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-04-02,16,False,1,14712,2551,Long-term,English
+10339,23073571,0.0,661795.2,2017-07-18,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-18,18,False,0,1348,2352,Short-term,English
+10341,23079333,0.0,649125.0,1997-03-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-25,15,False,0,8778,3289,Mid-term,English
+10342,23083017,0.0,1042370.9573333334,1995-10-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-01-16,19,True,0,9309,2627,Mid-term,English
+10343,23084767,0.0,335449.52380952385,1998-04-15,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-15,13,True,0,8382,2873,Mid-term,English
+10344,23086533,0.0,425590.88,1998-02-01,22,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-15,22,True,0,8455,2781,Mid-term,English
+10347,23090916,0.0,202848.50666666668,1991-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-14,11,True,0,10998,3513,Mid-term,English
+10348,23093441,0.0,67586.13333333333,1995-07-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2014-02-22,8,True,0,9401,2590,Mid-term,Unknown
+10349,23094120,0.0,1371721.9047619049,1998-02-15,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-04-13,17,True,0,8441,5827,Mid-term,English
+10350,23099344,0.0,751523.6857142858,1982-04-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-25,23,True,0,14240,2710,Mid-term,English
+10351,23104579,900.2586666666668,1483626.282666667,1993-04-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-12-29,16,False,1,10222,4471,Mid-term,English
+10352,23106264,0.0,400085.75999999995,1985-03-15,24,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,1-5,English,Standard,2015-01-29,24,True,0,13161,2249,Mid-term,English
+10354,23115925,0.0,2613514.8000000003,1996-08-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-01-23,18,True,0,9004,4081,Mid-term,English
+10355,23115986,0.0,708027.4285714286,1995-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-07,18,True,0,9462,3276,Mid-term,English
+10356,23119488,0.0,264375.36,1997-09-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-05-10,12,True,0,8594,3974,Mid-term,English
+10357,23120629,0.0,33500.66666666667,1989-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-02,7,True,0,11742,2033,Mid-term,English
+10358,23120832,0.0,868520.9173333334,1995-01-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-03-26,16,True,0,9582,2558,Mid-term,English
+10360,23126177,0.0,503336.22857142857,1996-02-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-06-04,18,True,0,9172,2853,Mid-term,English
+10361,23127650,218.15999999999997,375671.51999999996,1993-12-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-01,21,True,1,9964,3160,Mid-term,English
+10362,23128965,0.0,48707.65714285715,1998-01-15,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-07,8,True,0,8472,2605,Mid-term,English
+10363,23130320,0.0,1141970.24,1992-04-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-17,23,False,0,10587,3418,Mid-term,English
+10364,23133247,0.0,140219.40000000002,1978-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,Spanish,Premier,2014-10-12,17,True,0,15701,2358,Long-term,European
+10365,23134759,0.0,215811.648,2004-12-13,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-02-09,12,True,0,5948,2238,Short-term,English
+10366,23136881,0.0,2776628.3999999994,1996-12-15,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-03-13,26,False,0,8868,4397,Mid-term,English
+10367,23137510,0.0,333798.4,1996-04-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-14,16,False,0,9112,2843,Mid-term,English
+10368,23137552,319.12,121265.59999999999,1992-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-24,19,True,1,10359,2560,Mid-term,English
+10369,23141359,0.0,850828.16,1997-02-01,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-16,21,False,0,8820,3206,Mid-term,English
+10370,23145369,0.0,17825.08,1996-07-15,7,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-15,7,True,0,9021,2263,Mid-term,English
+10372,23151093,0.0,127732.57142857145,1984-09-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-09,4,True,0,13342,2787,Mid-term,English
+10373,23152502,0.0,28830.285714285717,1992-09-01,1,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-11-23,1,True,0,10434,3046,Mid-term,English
+10374,23153658,193.10666666666665,40552.399999999994,2016-04-22,2,True,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-08-10,2,False,1,1800,2056,Short-term,English
+10375,23159208,0.0,385533.00000000006,1998-03-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-14,15,True,0,8427,2935,Mid-term,English
+10376,23162269,0.0,645388.0,1989-07-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-09,17,True,0,11592,3518,Mid-term,English
+10378,23165155,0.0,1047402.9280000001,2014-08-18,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-12-31,22,False,0,2413,4104,Short-term,English
+10379,23165446,166.56,326457.6,1984-02-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-11,20,True,1,13555,2632,Mid-term,English
+10380,23168902,0.0,394373.3333333334,1995-06-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-09,14,True,0,9431,3121,Mid-term,English
+10381,23169804,401.2840000000001,617576.0760000002,1979-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-01-17,19,False,1,15336,4087,Long-term,English
+10382,23170595,0.0,1018476.7999999999,2013-12-29,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-10-31,17,True,0,2645,2704,Short-term,English
+10383,23172103,322.88000000000005,261532.80000000005,1995-08-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-05,10,True,1,9356,2579,Mid-term,English
+10384,23174575,208.16,113655.36,2015-05-18,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-11,6,True,1,2140,3058,Short-term,English
+10385,23175789,0.0,99590.4,1973-09-01,13,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-02-17,13,True,0,17374,2960,Long-term,English
+10386,23177052,0.0,179625.6,1984-08-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-01-15,6,True,0,13373,3359,Mid-term,English
+10387,23184012,0.0,2724802.666666667,1986-07-01,22,False,False,False,NOTICE,MAIL,N,Y,N,Y,N,Y,Y,N,Y,101-500,English,Standard,2011-05-23,22,True,0,12688,3596,Mid-term,English
+10388,23184100,0.0,335614.5833333334,1992-12-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2013-03-23,5,False,0,10343,2926,Mid-term,Unknown
+10389,23184252,496.5333333333334,774592.0000000001,1979-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-12-15,15,True,1,15200,4485,Long-term,English
+10390,23194076,264.68571428571425,605600.9142857143,1973-12-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-04,16,False,1,17283,2823,Long-term,English
+10391,23194107,0.0,243613.33333333334,1983-07-15,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2015-08-06,28,False,0,13770,2060,Mid-term,Unknown
+10392,23198028,357.36,28588.800000000003,1994-06-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-09,1,False,1,9796,2756,Mid-term,English
+10393,23200106,0.0,153116.57142857142,1989-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-11-18,18,False,0,11592,4512,Mid-term,English
+10394,23200327,168.6266666666667,76725.13333333335,1972-10-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-21,5,True,1,17709,2653,Long-term,English
+10396,23205276,0.0,704536.380952381,1997-03-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-05,20,True,0,8778,3795,Mid-term,English
+10397,23207119,0.0,579049.9047619047,1980-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-22,20,True,0,15016,2348,Long-term,English
+10398,23208124,429.93600000000004,584712.9600000001,1964-01-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-01-24,16,True,1,20905,2619,Long-term,English
+10399,23209683,0.0,181984.0,2014-05-13,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-04-28,10,True,0,2510,3255,Short-term,English
+10400,23211509,3616.704,477404.928,2007-03-06,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,Y,Y,N,N,Y,Y,500+,English,Standard,2012-03-14,2,True,1,5135,3300,Short-term,English
+10402,23212538,0.0,223864.45714285714,1997-07-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-22,22,True,0,8656,3627,Mid-term,English
+10403,23214470,0.0,195583.54285714286,2005-08-31,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-05,6,False,0,5687,3217,Short-term,English
+10405,23219600,0.0,429602.6304761906,2016-04-11,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-06-23,19,True,0,1811,4295,Short-term,English
+10406,23220140,0.0,212020.7466666667,2011-02-08,19,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-25,19,True,0,3700,3410,Short-term,English
+10408,23225429,104.48,81180.95999999999,1982-07-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-09,21,True,1,14149,1996,Mid-term,English
+10409,23227929,0.0,436840.25,1987-07-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2014-01-27,7,True,0,12309,2616,Mid-term,English
+10410,23228422,321.8933333333334,41846.13333333334,1993-02-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-09-04,2,False,1,10281,4222,Mid-term,English
+10411,23234444,0.0,485562.1904761906,1990-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-06-03,19,False,0,11196,2854,Mid-term,English
+10413,23240875,0.0,384021.3333333333,1995-03-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-21,20,True,0,9509,3384,Mid-term,English
+10414,23244055,0.0,327564.2857142857,1998-07-20,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-28,15,False,0,8286,3772,Mid-term,English
+10415,23245580,0.0,134984.0,1987-10-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-03,20,True,0,12217,2397,Mid-term,English
+10416,23246482,0.0,128709.00000000001,1991-10-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-02-12,7,True,0,10770,2600,Mid-term,English
+10417,23246849,0.0,137015.46666666667,2006-07-31,16,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-22,16,True,0,5353,3505,Short-term,English
+10419,23251650,0.0,592219.9466666667,1996-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-06,23,False,0,9172,2851,Mid-term,English
+10420,23257081,0.0,1081352.2285714287,1998-03-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-15,24,False,0,8427,3573,Mid-term,English
+10421,23258789,0.0,1174622.9485714287,2009-08-26,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-03,18,True,0,4231,3828,Short-term,English
+10422,23260944,0.0,1339648.8000000003,1992-12-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-08,23,False,0,10329,2819,Mid-term,English
+10423,23261560,395.5809523809524,736571.7333333333,1994-12-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-09,14,False,1,9613,3761,Mid-term,English
+10424,23262776,375.375,548798.25,1964-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2015-05-02,17,False,1,20723,2156,Long-term,English
+10425,23269289,0.0,534716.0,1992-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-05,21,False,0,10451,3734,Mid-term,English
+10426,23270751,0.0,260916.32380952383,1983-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2002-11-07,19,True,0,13661,6715,Mid-term,English
+10428,23273089,0.0,1935703.4666666666,1983-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-03-31,13,False,0,13906,3649,Mid-term,English
+10430,23274264,0.0,786052.7999999999,1989-07-01,17,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-17,17,True,0,11592,3418,Mid-term,English
+10431,23278744,0.0,712864.3200000001,2012-03-20,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-05,21,False,0,3294,2273,Short-term,English
+10432,23279417,0.0,606668.5386666667,1996-05-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-06,13,False,0,9082,3063,Mid-term,English
+10434,23281050,0.0,730671.448,2008-11-18,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2012-07-05,19,True,0,4512,3187,Short-term,English
+10436,23282620,0.0,2298796.666666667,1997-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2005-04-13,17,True,0,8837,5827,Mid-term,English
+10437,23285024,0.0,351164.00000000006,1981-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-25,21,False,0,14347,3105,Long-term,English
+10438,23285062,0.0,441798.93333333335,1997-04-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-23,13,True,0,8761,3412,Mid-term,English
+10439,23285155,0.0,369296.66666666674,1995-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-16,19,False,0,9401,3267,Mid-term,English
+10440,23286891,0.0,350694.4,2005-10-05,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-16,21,True,0,5652,2262,Short-term,English
+10441,23287577,0.0,1015422.0666666668,2015-03-19,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-11-18,19,True,0,2200,3051,Short-term,English
+10442,23289023,0.0,752252.1599999999,1989-07-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-10,22,True,0,11592,2694,Mid-term,English
+10443,23291288,0.0,1321948.3333333335,2017-04-26,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,Y,N,N,N,N,N,N,6-10,English,Standard,2011-12-29,20,True,0,1431,3376,Short-term,English
+10444,23293045,270.9733333333333,110557.12,1971-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-02-07,17,False,1,18317,3701,Long-term,English
+10445,23297247,0.0,54931.69523809524,1977-12-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-26,17,True,0,15822,1979,Long-term,English
+10446,23302246,0.0,625330.0800000001,1987-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-12-04,18,False,0,12323,2305,Mid-term,English
+10447,23309876,0.0,192492.30000000005,1990-07-15,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-08,15,True,0,11213,2239,Mid-term,English
+10449,23316276,202.20952380952383,230518.85714285716,1960-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,German,Premier,2014-09-24,15,False,1,22061,2376,Long-term,European
+10451,23317264,0.0,254210.66666666672,1989-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-21,13,True,0,11714,2928,Mid-term,English
+10452,23317668,367.36761904761903,501456.79999999993,2002-08-26,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-25,21,True,1,6788,2952,Mid-term,English
+10453,23319689,0.0,434664.00000000006,1996-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-09,21,False,0,9172,2575,Mid-term,English
+10454,23321608,0.0,353849.76000000007,1996-12-01,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-19,22,True,0,8882,2777,Mid-term,English
+10455,23325294,390.16,735451.6,2005-11-14,13,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-03-25,13,True,1,5612,2924,Short-term,English
+10457,23331018,0.0,865769.7775999999,1990-03-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-13,19,True,0,11335,3209,Mid-term,English
+10458,23333998,0.0,919060.0533333333,1995-01-15,16,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-05-11,16,True,0,9568,3242,Mid-term,English
+10459,23334559,0.0,286236.0,1983-02-01,5,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-10-03,5,True,0,13934,3097,Mid-term,English
+10460,23334667,0.0,431923.19999999995,1997-07-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-23,20,False,0,8670,3230,Mid-term,English
+10462,23337978,0.0,180233.76000000004,1978-08-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-21,21,False,0,15579,3018,Long-term,English
+10463,23339084,0.0,598310.0,1986-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-24,15,True,0,12535,3076,Mid-term,English
+10464,23340574,0.0,406700.9142857143,2002-01-22,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-30,13,True,0,7004,3801,Mid-term,English
+10465,23341028,0.0,147158.52800000002,1998-03-15,4,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2010-08-05,4,False,0,8413,3887,Mid-term,English
+10466,23343203,0.0,53725.48571428572,1987-03-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-28,12,True,0,12445,2615,Mid-term,English
+10467,23343416,330.0476190476191,31684.571428571435,1977-04-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-07-08,3,True,1,16052,2819,Long-term,Unknown
+10468,23348935,0.0,185113.60000000003,2013-11-12,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-24,16,True,0,2692,2619,Short-term,English
+10469,23351678,0.0,271674.00000000006,1997-05-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-10,15,True,0,8717,3304,Mid-term,English
+10470,23352728,0.0,793850.8333333333,1996-05-15,5,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2005-05-22,5,True,0,9082,5788,Mid-term,English
+10471,23353022,0.0,167125.50400000002,1988-03-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-14,17,True,0,12065,2539,Mid-term,English
+10472,23353340,0.0,404892.928,2008-08-06,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-21,11,True,0,4616,2257,Short-term,English
+10474,23364779,438.02666666666664,434522.4533333333,1995-05-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-23,8,True,1,9448,3169,Mid-term,English
+10475,23366469,187.1866666666667,29201.120000000003,1994-02-01,6,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-14,6,True,1,9916,2843,Mid-term,English
+10476,23367544,0.0,723814.0,1992-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-02-07,15,False,0,10496,3336,Mid-term,English
+10478,23372682,0.0,1877868.8000000003,1993-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2007-02-27,24,False,0,10222,5142,Mid-term,English
+10479,23376414,194.74666666666667,64071.653333333335,1995-05-01,7,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-29,7,True,1,9462,2920,Mid-term,English
+10481,23383927,0.0,327857.92,1984-01-01,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-08,13,True,0,13600,3458,Mid-term,English
+10484,23388977,0.0,111827.2,1998-02-15,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-02,15,True,0,8441,3312,Mid-term,English
+10486,23391598,0.0,660519.9999999999,1977-06-15,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-11,24,True,0,15991,3181,Long-term,English
+10487,23393335,157.52,258332.80000000002,1976-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-06-28,20,False,1,16295,1733,Long-term,English
+10488,23394743,195.56190476190477,301165.3333333334,1993-04-15,20,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-11,20,True,1,10208,2328,Mid-term,English
+10489,23395174,521.4047619047619,145993.33333333334,1992-10-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2010-07-07,5,False,1,10404,3916,Mid-term,English
+10490,23397196,0.0,1251093.48,2009-10-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-01-19,21,True,0,4181,2989,Short-term,English
+10491,23398595,0.0,163113.60000000003,2016-09-12,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-16,21,False,0,1657,2354,Short-term,English
+10492,23399289,1237.5,190575.0,2004-09-27,2,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-02-23,2,False,1,6025,2954,Short-term,English
+10493,23406926,0.0,782600.0,2005-03-29,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-24,20,True,0,5842,2529,Short-term,English
+10494,23414277,284.4266666666667,71675.52,1991-02-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-18,12,True,1,11012,2382,Mid-term,English
+10495,23415952,0.0,1102420.5333333332,2015-02-04,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2013-11-30,19,True,0,2243,2674,Short-term,Unknown
+10496,23416072,0.0,142794.85714285716,1991-02-01,5,True,True,True,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2012-09-03,5,True,0,11012,3127,Mid-term,English
+10497,23416444,0.0,134391.8933333333,1990-07-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-08,8,False,0,11213,2089,Mid-term,English
+10499,23419260,0.0,18593.095238095237,2016-08-22,1,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-03-18,1,True,0,1678,2566,Short-term,English
+10500,23419827,0.0,2980957.5,1995-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2005-09-01,19,False,0,9478,5686,Mid-term,English
+10501,23420992,0.0,120961.96190476193,1997-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-09,19,False,0,8686,3610,Mid-term,English
+10503,23429060,0.0,711492.7333333333,1981-05-15,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-05,23,True,0,14561,2638,Long-term,English
+10504,23429629,189.19333333333338,155895.3066666667,1973-03-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-15,8,True,1,17558,2416,Long-term,English
+10505,23431834,0.0,302663.92,1985-03-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-28,17,True,0,13175,2525,Mid-term,English
+10506,23432477,939.3666666666667,228266.1,1995-02-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-03-02,3,True,1,9551,4773,Mid-term,English
+10507,23433212,0.0,455707.20000000007,1992-07-20,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-15,9,True,0,10477,3634,Mid-term,English
+10508,23434880,310.4380952380953,495459.20000000007,1994-05-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-10,21,True,1,9813,3151,Mid-term,English
+10509,23435308,0.0,1223212.342857143,1996-02-15,26,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-10-12,26,True,0,9172,3088,Mid-term,Unknown
+10510,23438797,0.0,165383.40000000002,1988-12-25,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2010-10-10,15,True,0,11780,3821,Mid-term,English
+10511,23440930,0.0,384272.0,1996-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,6-10,English,Premier,2016-02-19,20,True,0,9172,1863,Mid-term,English
+10512,23442620,286.84000000000003,82036.24,1994-12-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-29,11,True,1,9613,3863,Mid-term,English
+10513,23445178,0.0,218447.6736,1961-08-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-11,12,True,0,21774,2086,Long-term,English
+10515,23448476,107.32000000000001,217215.68,1972-07-01,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-10,22,True,1,17801,2025,Long-term,English
+10516,23449950,0.0,544963.3333333333,1992-06-01,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-08,25,True,0,10526,2239,Mid-term,English
+10517,23450732,0.0,434257.06666666665,1996-09-01,20,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-23,20,True,0,8973,2561,Mid-term,English
+10518,23451989,404.4114285714286,881616.9142857143,1995-04-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-05,20,True,1,9478,3156,Mid-term,English
+10519,23455506,0.0,48799.573333333334,1996-01-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-09-17,7,True,0,9203,1652,Mid-term,English
+10520,23460704,0.0,226943.20000000004,1972-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-11-12,17,False,0,17801,1962,Long-term,English
+10522,23462201,0.0,1325342.2,1983-09-01,26,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-23,26,False,0,13722,2347,Mid-term,English
+10523,23462604,0.0,999317.7600000001,1995-01-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-29,20,True,0,9582,3101,Mid-term,English
+10524,23466362,0.0,186310.56,1996-06-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-02-28,9,False,0,9065,2219,Mid-term,English
+10525,23468071,0.0,416069.48571428575,1997-03-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-12-22,24,True,0,8778,2652,Mid-term,English
+10526,23468297,0.0,2023248.2285714287,1995-05-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-08-16,22,True,0,9462,5702,Mid-term,English
+10527,23469844,0.0,1231137.142857143,1996-03-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-03,26,True,0,9157,3189,Mid-term,English
+10528,23469865,187.54285714285714,418408.1142857143,1981-02-01,23,True,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-08,23,True,1,14664,2270,Long-term,English
+10529,23478671,0.0,605556.6,1995-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-04-14,19,False,0,9387,2904,Mid-term,English
+10530,23480045,0.0,1059385.6,1997-06-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2003-01-09,12,True,0,8686,6652,Mid-term,Unknown
+10532,23480744,0.0,611999.9999999999,1987-03-15,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2002-10-25,10,True,0,12431,6728,Mid-term,English
+10533,23482624,0.0,38084.592,1988-11-15,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-07,6,True,0,11820,3307,Mid-term,English
+10534,23492666,0.0,125920.80000000002,1971-04-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-29,6,True,0,18244,3314,Long-term,English
+10536,23502051,0.0,200605.42857142858,2009-07-10,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-26,15,False,0,4278,4231,Short-term,English
+10537,23504306,0.0,711977.0476190476,1989-12-01,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-21,23,True,0,11439,3262,Mid-term,English
+10538,23513354,0.0,43079.399999999994,1997-03-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2014-07-28,9,False,0,8778,2434,Mid-term,English
+10539,23515788,0.0,850694.4000000001,1995-08-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-27,18,False,0,9370,3316,Mid-term,English
+10540,23516119,0.0,771392.0000000001,1997-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-26,20,True,0,8806,2862,Mid-term,English
+10541,23520273,0.0,412876.80000000005,1987-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-14,16,True,0,12323,2813,Mid-term,English
+10542,23520883,0.0,567875.8400000001,1993-02-15,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-07-18,16,False,0,10267,3905,Mid-term,English
+10543,23526117,0.0,210651.84,1986-04-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-11-19,12,True,0,12779,2320,Mid-term,English
+10544,23536348,0.0,446113.48571428575,2002-03-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-20,22,True,0,6966,3476,Mid-term,English
+10545,23540661,0.0,83189.925,1997-05-15,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,N,51-100,Portuguese,Standard,2013-11-16,7,True,0,8717,2688,Mid-term,European
+10546,23543791,210.92,143847.44,1955-06-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-14,11,True,1,24041,3086,Long-term,English
+10547,23545012,210.28571428571428,411108.5714285714,1993-06-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-29,23,True,1,10161,2433,Mid-term,English
+10548,23547490,0.0,318782.0571428571,1997-05-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-20,18,True,0,8717,3415,Mid-term,English
+10549,23548022,0.0,343842.81904761906,2017-08-03,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-30,13,False,0,1332,2493,Short-term,English
+10550,23550103,165.85333333333335,119580.25333333334,1992-11-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-01-19,7,True,1,10359,2624,Mid-term,Unknown
+10552,23552321,0.0,121623.99999999999,1986-12-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-08,5,True,0,12521,3092,Mid-term,English
+10553,23552572,463.81333333333333,662325.44,1994-02-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-03-13,21,True,1,9902,3301,Mid-term,English
+10555,23558591,0.0,781256.8608,2000-10-30,23,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-16,23,True,0,7453,2507,Mid-term,English
+10556,23560994,257.62533333333334,502369.4,1994-05-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-22,13,True,1,9813,2955,Mid-term,English
+10557,23561567,181.46266666666668,345686.38,1992-01-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-14,15,True,1,10664,2356,Mid-term,English
+10558,23563098,257.00380952380954,333076.9371428572,2010-06-08,27,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-27,27,True,1,3945,2343,Short-term,English
+10559,23563551,0.0,765730.24,1982-05-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-01,22,True,0,14210,2308,Mid-term,English
+10560,23568004,0.0,239054.40000000005,1997-04-01,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-12-04,21,True,0,8761,2670,Mid-term,English
+10561,23570126,0.0,918581.44,1990-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-11,14,False,0,11349,3211,Mid-term,English
+10562,23574229,241.61904761904762,166475.52380952382,1978-06-01,13,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-16,13,True,1,15640,2658,Long-term,English
+10563,23574781,0.0,785911.4666666669,1993-09-18,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-13,20,False,0,10052,2722,Mid-term,English
+10564,23575834,0.0,1187065.2333333332,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-21,17,True,0,8670,3109,Mid-term,English
+10565,23577047,903.5866666666668,1292128.9333333336,1994-12-15,11,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-10-20,11,True,1,9599,2350,Mid-term,English
+10568,23581969,0.0,52725.33333333334,2010-04-21,4,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-02,4,False,0,3993,2276,Short-term,English
+10569,23583641,0.0,190591.43999999997,1984-04-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2015-02-07,3,True,0,13495,2240,Mid-term,English
+10570,23587575,0.0,302897.2514285715,2004-05-25,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-08,23,True,0,6150,2788,Short-term,English
+10571,23589415,227.0095238095238,746861.3333333333,2016-03-08,35,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-03-31,35,True,1,1845,2553,Short-term,Unknown
+10572,23592052,0.0,59040.0,2005-12-09,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-15,24,True,0,5587,2689,Short-term,English
+10573,23593281,0.0,212262.4,1997-04-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2005-06-02,14,True,0,8761,5777,Mid-term,English
+10574,23597568,187.35238095238094,222949.3333333333,1969-01-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,Y,N,N,N,Y,6-10,Hindi,Standard,2015-01-09,17,True,1,19078,2269,Long-term,Asian
+10575,23600332,0.0,161146.06560000003,1991-10-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-07,9,True,0,10756,2090,Mid-term,English
+10577,23600888,0.0,85863.6,1987-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Japanese,Premier,2015-08-15,17,False,0,12200,2051,Mid-term,Asian
+10578,23601743,0.0,86432.0,1990-08-15,2,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2015-06-05,2,True,0,11182,2122,Mid-term,English
+10579,23602692,0.0,1162857.142857143,1985-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-04,20,False,0,13039,3704,Mid-term,English
+10580,23603473,463.0333333333333,1192773.8666666667,1994-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-04,23,True,1,9874,2823,Mid-term,English
+10581,23606610,0.0,468757.3333333334,2005-08-22,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-27,16,True,0,5696,2981,Short-term,English
+10583,23612501,208.16,189841.92,1976-04-15,12,False,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-13,12,True,1,16417,1992,Long-term,English
+10584,23612951,293.4095238095238,534005.3333333334,1993-09-01,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-10,26,True,1,10069,3029,Mid-term,English
+10585,23613580,0.0,803066.16,2004-10-05,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2012-10-26,19,True,0,6017,3074,Short-term,English
+10586,23616126,0.0,715625.7714285714,1991-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-28,19,True,0,10709,3315,Mid-term,English
+10587,23620089,100.61333333333334,61877.20000000001,1977-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-17,15,False,1,16066,1957,Long-term,English
+10588,23621832,0.0,516544.00000000006,1987-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-08-31,20,True,0,12156,3130,Mid-term,English
+10590,23626114,0.0,3454461.313333334,1998-02-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-02-10,17,True,0,8441,3333,Mid-term,English
+10591,23627170,0.0,125762.20800000001,1998-10-07,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-08,18,True,0,8207,3427,Mid-term,English
+10592,23628486,0.0,371897.21904761903,2007-03-01,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-20,11,False,0,5140,2564,Short-term,English
+10593,23631034,334.0628571428572,204446.4685714286,1997-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-28,17,False,1,8820,2768,Mid-term,English
+10595,23632062,0.0,122252.19047619046,1989-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-30,10,True,0,11592,2340,Mid-term,English
+10597,23639034,0.0,760250.5142857144,2007-09-21,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-06-23,12,True,0,4936,5756,Short-term,English
+10599,23642898,328.14666666666665,720610.08,1994-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-07-02,18,True,1,9721,4286,Mid-term,English
+10600,23645092,0.0,268120.9142857143,2015-02-20,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-06,15,True,0,2227,2821,Short-term,English
+10601,23646016,0.0,519811.04,1998-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-27,17,True,0,8441,3195,Mid-term,English
+10602,23650260,0.0,341060.928,1990-08-01,24,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-01-15,24,True,0,11196,3359,Mid-term,English
+10603,23652408,0.0,1227179.9999999998,2011-04-07,18,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-21,18,True,0,3642,3718,Short-term,English
+10604,23655450,0.0,124495.99999999999,1990-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-18,21,False,0,11394,3051,Mid-term,English
+10605,23658320,0.0,444060.0,1992-02-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-30,10,True,0,10633,3284,Mid-term,English
+10607,23663492,0.0,114774.0,1985-03-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2011-11-09,8,True,0,13175,3426,Mid-term,English
+10609,23671760,0.0,200426.6,2015-08-25,17,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-09,17,True,0,2041,3121,Short-term,English
+10610,23672294,0.0,34666.666666666664,1989-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-24,10,False,0,11530,2346,Mid-term,English
+10611,23672540,0.0,779469.6000000001,2011-03-18,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-01-12,16,True,0,3662,3362,Short-term,English
+10612,23673699,0.0,358228.5714285715,1989-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-05,15,True,0,11439,2638,Mid-term,English
+10613,23677601,0.0,260941.19999999998,1984-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-02,15,False,0,13281,2307,Mid-term,English
+10614,23678222,0.0,69596.57142857143,1995-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-11,15,False,0,9370,3697,Mid-term,English
+10615,23679640,0.0,54735.2,2008-09-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-07,3,True,0,4590,2363,Short-term,English
+10616,23679817,0.0,121457.5238095238,1989-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-04,20,False,0,11714,2427,Mid-term,English
+10617,23682061,0.0,841986.0,2016-07-30,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-28,21,True,0,1701,4229,Short-term,English
+10618,23685800,286.88,90367.2,1993-02-15,3,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-29,3,False,1,10267,3863,Mid-term,English
+10619,23685926,0.0,240921.25714285715,2007-12-21,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-01,18,True,0,4845,2277,Short-term,English
+10620,23687529,0.0,623315.2,1990-04-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-01,21,True,0,11304,2491,Mid-term,English
+10621,23693474,0.0,509495.4666666667,1998-04-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-28,10,True,0,8396,3255,Mid-term,English
+10622,23695927,0.0,369234.2857142858,1989-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,Y,N,Y,6-10,English,Premier,2012-08-29,20,True,0,11728,3132,Mid-term,English
+10623,23696149,0.0,1350500.2399999998,1972-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-06,19,True,0,17770,3368,Long-term,English
+10624,23696670,485.0361904761905,649948.4952380953,1971-01-15,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-19,20,True,1,18334,3600,Long-term,English
+10626,23702966,0.0,1282075.4000000001,1995-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-09-29,17,True,0,9278,3101,Mid-term,English
+10627,23705752,0.0,152065.3333333333,1985-02-01,10,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-30,10,True,0,13203,2279,Mid-term,English
+10628,23705932,0.0,432621.9040000001,2005-09-27,11,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-21,11,True,0,5660,3171,Short-term,English
+10631,23714029,0.0,1140216.0000000002,1997-05-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-17,21,False,0,8731,2779,Mid-term,English
+10632,23715875,288.11428571428576,653443.2000000001,1966-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-17,18,True,1,19870,2991,Long-term,English
+10633,23716724,450.0,705600.0,1993-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2009-11-14,16,True,1,9964,4151,Mid-term,English
+10635,23718749,0.0,606780.7200000001,1994-01-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-31,21,True,0,9947,2612,Mid-term,English
+10636,23719213,0.0,579249.9093333334,1997-05-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,11-50,English,Standard,2011-07-22,19,True,0,8717,3536,Mid-term,English
+10637,23725030,0.0,686605.7142857143,1992-10-15,20,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-05,20,True,0,10390,3338,Mid-term,English
+10638,23727998,120.85733333333333,48222.075999999994,1992-12-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-10,19,True,1,10343,2694,Mid-term,English
+10640,23728503,0.0,563950.7999999999,1997-01-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-10,23,True,0,8851,2786,Mid-term,English
+10641,23729312,0.0,551846.3999999999,2017-02-28,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-30,14,True,0,1488,2888,Short-term,English
+10642,23739743,242.85714285714286,474785.71428571426,1975-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-07,17,True,1,16614,2667,Long-term,English
+10643,23745514,280.09523809523813,237240.6666666667,2004-05-25,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-15,11,False,1,6150,2934,Short-term,English
+10644,23747515,0.0,245159.04,1985-07-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-07-16,18,True,0,13039,2811,Mid-term,English
+10646,23748379,0.0,180140.8,1997-09-15,4,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,51-100,English,Premier,2012-09-08,4,True,0,8594,3122,Mid-term,English
+10647,23749661,247.88000000000002,540378.4,1982-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Arabic,Premier,2011-10-02,20,False,1,14149,3464,Mid-term,Asian
+10648,23751427,0.0,87387.73333333334,1989-08-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-27,8,True,0,11561,2647,Mid-term,English
+10651,23755942,0.0,1326060.0,1995-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-01-09,15,False,0,9370,2634,Mid-term,English
+10652,23757693,156.2857142857143,157067.14285714287,1977-01-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-20,15,True,1,16156,2046,Long-term,English
+10653,23758426,0.0,2425592.4,2013-10-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2008-11-20,22,True,0,2720,4510,Short-term,English
+10655,23763552,0.0,619129.5666666668,2017-03-30,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-02-25,19,False,0,1458,2222,Short-term,English
+10656,23766243,0.0,316203.08,1990-01-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-17,23,True,0,11394,2018,Mid-term,English
+10658,23769140,0.0,72072.71428571429,1995-09-01,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2015-07-03,3,False,0,9339,2094,Mid-term,Unknown
+10659,23773578,0.0,3645234.6666666674,2009-06-23,26,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-03-01,26,True,0,4295,2948,Short-term,English
+10660,23776106,180.66666666666669,619144.6666666667,2017-03-04,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-20,23,True,1,1484,2776,Short-term,English
+10661,23777080,0.0,253000.0,1988-03-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-28,14,False,0,12079,3742,Mid-term,English
+10663,23780853,0.0,240133.44,1998-07-02,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-01,18,False,0,8304,3129,Mid-term,English
+10666,23786227,0.0,681675.9733333333,1991-06-01,17,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-30,17,True,0,10892,2919,Mid-term,English
+10667,23789910,0.0,394272.0,1987-09-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-04,21,True,0,12247,2608,Mid-term,English
+10668,23792927,0.0,134673.0,1997-04-01,8,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-07-05,8,False,0,8761,3553,Mid-term,English
+10669,23795075,0.0,535854.8906666666,2001-01-22,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-10,16,True,0,7369,3304,Mid-term,English
+10670,23796821,0.0,321531.4266666667,1998-02-01,19,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-29,19,True,0,8455,2494,Mid-term,English
+10671,23797596,0.0,240682.12,2012-12-06,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-17,23,True,0,3033,3113,Short-term,English
+10672,23797643,143.30666666666667,56749.44,1977-02-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-06,18,True,1,16111,2394,Long-term,English
+10673,23798068,0.0,109731.6,1996-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-09,18,True,0,9143,2818,Mid-term,English
+10674,23798272,0.0,964992.0,1986-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-11-13,16,False,0,12824,2691,Mid-term,English
+10675,23800464,0.0,379731.4285714286,2016-01-29,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2009-12-07,10,False,0,1884,4128,Short-term,Unknown
+10676,23800793,0.0,1106015.0095238097,1995-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-10-02,22,True,0,9234,3464,Mid-term,English
+10677,23803311,290.1714285714286,336598.85714285716,1993-11-01,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-02,10,True,1,10008,3006,Mid-term,English
+10678,23807027,145.01333333333335,554240.9600000001,1993-11-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-08-31,26,True,1,10008,1669,Mid-term,English
+10679,23807698,0.0,460336.7619047619,1983-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-22,16,True,0,13875,3536,Mid-term,English
+10680,23807947,0.0,599187.6799999999,2011-01-12,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,Spanish,Premier,2014-04-22,21,True,0,3727,2531,Short-term,European
+10681,23808036,0.0,1076684.5714285716,2005-10-31,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-06-08,18,False,0,5626,3945,Short-term,Unknown
+10682,23809211,0.0,832820.56,1987-08-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-09-27,13,True,0,12278,3469,Mid-term,English
+10684,23812939,98.12,16484.16,1971-01-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-12-13,8,False,1,18334,1931,Long-term,English
+10685,23814705,0.0,512472.380952381,1990-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-18,20,False,0,11377,3752,Mid-term,English
+10687,23815856,0.0,375942.6666666667,1998-02-01,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,Y,N,Y,1-5,English,Standard,2011-08-26,25,True,0,8455,3501,Mid-term,English
+10688,23824526,596.88,207714.24,1965-06-15,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2010-05-02,12,False,1,20374,3982,Long-term,English
+10690,23828291,224.0,120064.0,1992-12-15,8,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-04-21,8,True,1,10329,2532,Mid-term,English
+10691,23828908,0.0,415056.0,2007-01-27,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-06-20,20,False,0,5173,2107,Short-term,English
+10692,23829487,0.0,1143985.761904762,1993-11-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-04-05,20,True,0,9994,2913,Mid-term,English
+10693,23836080,439.87666666666667,135921.89,1994-09-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-11-27,3,True,1,9704,2312,Mid-term,English
+10694,23838329,0.0,129177.60000000002,1995-06-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-11-23,16,True,0,9431,3777,Mid-term,English
+10696,23839838,0.0,1336582.8666666672,1995-03-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-02-15,22,True,0,9523,2962,Mid-term,English
+10697,23840331,156.46666666666667,121574.6,1988-09-15,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-25,21,True,1,11881,2528,Mid-term,English
+10698,23842497,0.0,362070.45,1995-12-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2012-02-12,9,True,0,9248,3331,Mid-term,Unknown
+10699,23846912,0.0,1593706.7999999998,1998-02-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2011-11-25,18,False,0,8441,3410,Mid-term,English
+10701,23848165,0.0,71120.0,1998-03-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-16,2,False,0,8413,2933,Mid-term,English
+10705,23855567,0.0,217332.2666666667,1992-09-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-07,16,True,0,10434,2455,Mid-term,English
+10706,23857139,0.0,702978.4380952381,1997-03-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-08-17,16,True,0,8792,3144,Mid-term,English
+10707,23858026,0.0,206595.36000000002,1991-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-09-28,18,True,0,10984,3102,Mid-term,Unknown
+10708,23861558,0.0,389664.0,1988-04-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-23,15,True,0,12048,2589,Mid-term,English
+10709,23862821,191.25714285714287,370273.8285714286,1978-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-12,22,False,1,15671,2297,Long-term,English
+10710,23864569,0.0,224657.99999999997,1974-05-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-09-13,12,False,0,17132,3117,Long-term,English
+10711,23866058,0.0,355123.19999999995,1998-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-10-15,18,True,0,8321,3451,Mid-term,English
+10713,23869930,0.0,175441.06666666668,1990-11-15,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-21,13,False,0,11090,2653,Mid-term,English
+10714,23870655,412.99047619047616,263900.9142857143,1972-08-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-06,9,True,1,17770,3886,Long-term,English
+10715,23871077,518.1485714285714,1112464.9828571426,1994-04-01,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-03-24,19,True,1,9857,4021,Mid-term,English
+10717,23873582,0.0,423031.3333333334,1989-12-01,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-19,23,True,0,11439,2930,Mid-term,English
+10718,23874351,0.0,860301.0,1978-03-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2010-11-21,10,True,0,15732,3779,Long-term,English
+10719,23874456,0.0,693548.7999999999,1998-02-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-29,16,True,0,8441,3040,Mid-term,English
+10720,23874592,0.0,82110.0,1987-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-24,21,False,0,12156,3595,Mid-term,English
+10721,23875996,0.0,241964.8,1992-03-01,10,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-07-24,10,False,0,10618,2803,Mid-term,English
+10723,23878299,0.0,348506.6666666667,1996-06-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2013-02-12,8,True,0,9051,2965,Mid-term,English
+10724,23878371,0.0,715258.544,1985-07-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2012-10-22,17,False,0,13039,3078,Mid-term,European
+10725,23878551,0.0,2723293.4400000004,2002-06-10,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-04-14,18,False,0,6865,4000,Mid-term,English
+10726,23879185,0.0,1195215.84,1989-12-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-10-30,21,True,0,11439,2705,Mid-term,English
+10727,23880456,407.4133333333334,119779.52000000002,1993-09-15,2,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-27,2,True,1,10055,3012,Mid-term,English
+10728,23881476,235.0857142857143,169261.7142857143,1981-07-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-01,15,True,1,14500,2611,Long-term,English
+10729,23884581,0.0,526485.648,1990-06-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-02-09,17,True,0,11257,2238,Mid-term,English
+10730,23888894,0.0,1681131.2,1997-03-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2007-10-03,21,False,0,8792,4924,Mid-term,English
+10731,23889779,0.0,776558.0190476192,2004-04-12,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-06-06,16,True,0,6193,3582,Short-term,English
+10732,23889808,0.0,117033.84,1990-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-05-01,21,True,0,11196,1791,Mid-term,English
+10734,23895830,51.28,8922.72,1978-03-01,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2017-04-06,6,False,1,15732,1451,Long-term,English
+10735,23896892,177.04761904761907,41606.19047619048,1977-01-01,5,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-24,5,True,1,16156,2195,Long-term,English
+10736,23902699,147.28,179681.6,1988-10-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-28,20,True,1,11865,2434,Mid-term,English
+10737,23903297,0.0,397761.2723809525,1998-03-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-19,17,False,0,8413,2624,Mid-term,English
+10738,23905904,295.6666666666667,336764.3333333334,1993-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-31,17,False,1,10025,3953,Mid-term,English
+10739,23909420,351.488,146921.984,1978-07-01,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-05,11,True,1,15610,2426,Long-term,English
+10740,23909562,0.0,946284.6000000001,1984-04-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-25,18,True,0,13495,2832,Mid-term,English
+10741,23911367,0.0,3864366.0,1984-10-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2013-03-01,27,False,0,13326,2948,Mid-term,English
+10743,23913633,184.20000000000002,454237.20000000007,1978-06-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-15,18,False,1,15640,2812,Long-term,English
+10744,23913799,0.0,31060.586666666666,1996-09-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-20,7,True,0,8973,3599,Mid-term,English
+10745,23922802,0.0,726390.7733333333,1991-07-15,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2012-11-08,8,False,0,10848,3061,Mid-term,Unknown
+10746,23925797,0.0,467070.45000000007,2016-12-20,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-03-22,11,True,0,1558,3292,Short-term,Unknown
+10747,23930629,0.0,467639.9,1991-02-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-11-12,8,True,0,11012,3423,Mid-term,English
+10748,23933205,208.15238095238098,565550.0190476192,1986-06-15,19,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-13,19,False,1,12704,2418,Mid-term,English
+10750,23935219,0.0,211184.0,1991-10-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-03,12,True,0,10756,3616,Mid-term,English
+10751,23935957,0.0,558100.6666666667,1997-08-15,14,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-11-29,14,True,0,8625,2310,Mid-term,English
+10752,23939112,0.0,720050.688,1992-07-15,20,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2010-05-10,20,False,0,10482,3974,Mid-term,English
+10754,23942607,0.0,451932.80000000005,1996-08-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-07-06,11,True,0,8990,2821,Mid-term,English
+10755,23943337,1545.4,1359952.0,1993-09-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,Y,N,N,N,Y,Y,101-500,English,Premier,2010-01-13,20,True,1,10055,4091,Mid-term,English
+10757,23945867,147.65714285714287,30122.057142857146,1973-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-20,4,False,1,17586,1985,Long-term,English
+10758,23948241,0.0,83929.33333333334,1995-02-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-09-30,5,False,0,9551,2735,Mid-term,English
+10759,23951059,805.3333333333334,608832.0,1993-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-03-09,18,False,1,10267,2575,Mid-term,English
+10760,23952140,0.0,32556.95238095238,1987-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-05-04,19,True,0,12200,2154,Mid-term,English
+10761,23953032,0.0,1403272.866666667,2006-04-25,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-24,19,False,0,5450,2803,Short-term,English
+10762,23955440,0.0,28473.6,1982-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2016-06-25,18,True,0,14226,1736,Mid-term,Unknown
+10763,23955931,0.0,237644.00000000003,1986-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-11,11,True,0,12779,2267,Mid-term,English
+10764,23958251,132.92000000000002,106070.16,1964-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-22,21,False,1,20831,2287,Long-term,English
+10765,23961817,0.0,1003041.5942857146,1995-08-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-25,19,False,0,9356,3502,Mid-term,English
+10767,23965490,0.0,127346.0,1990-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-08-21,15,False,0,11227,2410,Mid-term,Unknown
+10768,23975503,0.0,957623.0399999999,1998-05-11,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-03,18,False,0,8356,3677,Mid-term,English
+10769,23978507,0.0,302737.1428571429,1987-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-04,20,False,0,12370,2093,Mid-term,English
+10770,23978602,655.2,1197050.4000000001,1983-04-01,21,True,False,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-10-24,21,True,1,13875,3076,Mid-term,English
+10771,23982154,0.0,111432.5,1998-10-07,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,Unknown,Premier,2013-12-26,1,False,0,8207,2648,Mid-term,Unknown
+10772,23982511,0.0,673733.7904761904,2003-12-03,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-23,20,False,0,6324,2712,Short-term,English
+10773,23983285,0.0,524963.9497142858,1989-09-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-23,22,True,0,11530,2408,Mid-term,English
+10774,23984144,0.0,969801.04,2008-07-31,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2012-03-23,19,False,0,4622,3291,Short-term,English
+10775,23985477,14.659047619047623,1319.314285714286,2001-02-12,3,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2018-06-24,3,False,1,7348,1007,Mid-term,English
+10776,23985556,0.0,83472.85714285714,1997-06-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-06-03,9,True,0,8700,3585,Mid-term,English
+10778,23988525,0.0,191713.37142857144,1970-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-21,18,True,0,18654,3171,Long-term,English
+10779,23992246,715.7800000000001,579781.8,1980-10-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-08-12,15,True,1,14773,2054,Long-term,English
+10780,23994034,0.0,878011.2,1993-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-06-26,18,True,0,10069,3196,Mid-term,English
+10781,23994669,0.0,370370.0,1996-04-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-02-19,10,False,0,9112,2593,Mid-term,English
+10782,23995754,706.8434285714286,776114.0845714286,1964-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2009-10-22,18,False,1,20723,4174,Long-term,English
+10783,23997489,350.60133333333334,983787.3413333333,1963-02-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-21,23,True,1,21225,3687,Long-term,English
+10786,24007265,0.0,212551.73333333334,1996-10-14,7,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2012-02-25,7,True,0,8930,3318,Mid-term,English
+10787,24007678,822.0160000000001,828592.1280000001,1980-12-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-11-02,21,True,1,14726,4163,Long-term,English
+10788,24007753,0.0,90514.4380952381,2004-03-31,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-29,8,True,0,6205,2037,Short-term,English
+10789,24016321,228.0,513000.0,1972-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-24,18,False,1,17878,2560,Long-term,English
+10790,24016461,0.0,238011.42857142858,1987-06-01,20,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2014-05-17,20,True,0,12353,2506,Mid-term,English
+10791,24019703,0.0,1051980.1600000001,1995-06-15,22,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-21,22,False,0,9417,3840,Mid-term,English
+10793,24023440,0.0,285330.0933333333,1998-02-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-05-15,19,True,0,8441,2873,Mid-term,English
+10794,24024175,0.0,126272.00000000001,1997-03-15,8,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2003-12-14,8,True,0,8778,6313,Mid-term,Unknown
+10796,24031523,0.0,193554.24000000002,1987-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-07,22,True,0,12323,3428,Mid-term,English
+10798,24044563,0.0,616838.7428571429,1992-08-01,9,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-05-21,9,False,0,10465,5789,Mid-term,English
+10800,24045952,0.0,809824.0800000001,1990-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-06-27,19,False,0,11349,4656,Mid-term,English
+10802,24051524,142.20000000000002,159975.00000000003,2009-03-13,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-18,15,True,1,4397,2382,Short-term,English
+10803,24053790,563.704761904762,360771.0476190477,1994-04-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-11,8,True,1,9857,4034,Mid-term,English
+10804,24056458,0.0,132926.85714285716,2011-05-19,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Premier,2014-12-02,15,True,0,3600,2307,Short-term,European
+10806,24057413,0.0,1011742.4,2010-04-28,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2010-01-17,19,False,0,3986,4087,Short-term,English
+10809,24064089,0.0,151889.61666666667,1981-06-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,Spanish,Premier,2014-11-16,5,True,0,14544,2323,Long-term,European
+10810,24064546,0.0,199437.33333333334,1997-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-24,20,True,0,8761,2711,Mid-term,English
+10811,24066475,347.48571428571427,209186.39999999997,1972-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-11-18,7,True,1,17952,3417,Long-term,English
+10812,24067627,0.0,283525.7333333334,1997-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-15,22,True,0,8747,2597,Mid-term,English
+10815,24076191,0.0,313355.7142857143,1996-02-15,15,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-06,15,False,0,9172,2152,Mid-term,English
+10817,24079315,0.0,86209.01333333334,1990-12-01,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-05-14,10,False,0,11074,1778,Mid-term,English
+10818,24079755,763.9000000000001,417089.4,1991-02-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-02-18,6,True,1,11012,4055,Mid-term,English
+10819,24081473,200.83809523809524,28117.333333333332,2004-09-13,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-04,14,True,1,6039,2366,Short-term,English
+10821,24090132,0.0,287400.0,1989-07-01,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-05-27,14,True,0,11592,2496,Mid-term,English
+10822,24090280,0.0,59798.61333333334,1995-01-01,16,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-02,16,True,0,9582,2398,Mid-term,English
+10823,24095056,0.0,407027.0186666667,1981-05-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-14,19,True,0,14561,2721,Long-term,English
+10824,24095215,387.06666666666666,936701.3333333334,1995-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Greek,Premier,2013-04-10,22,True,1,9551,2908,Mid-term,European
+10825,24098289,123.24000000000001,59894.64000000001,1975-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-31,18,True,1,16614,2188,Long-term,English
+10826,24109395,424.8573333333334,227298.67333333334,1989-12-01,5,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-07-16,5,True,1,11439,4272,Mid-term,English
+10827,24111097,0.0,91477.12000000001,1992-12-15,3,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-12-23,3,True,0,10329,4112,Mid-term,English
+10828,24111529,224.22857142857143,179382.85714285713,1971-08-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-20,10,True,1,18122,2533,Long-term,English
+10829,24112362,198.15238095238095,186263.2380952381,1989-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-10-23,20,True,1,11455,2347,Mid-term,English
+10830,24112854,0.0,14205.714285714286,1992-12-01,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-24,4,True,0,10343,3472,Mid-term,English
+10832,24114244,0.0,582816.0,1984-05-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-06-25,18,True,0,13465,5389,Mid-term,English
+10833,24114634,0.0,292395.936,1988-06-15,21,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-14,21,True,0,11973,2874,Mid-term,English
+10834,24114647,0.0,1083456.0,1997-03-15,9,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-06-13,9,True,0,8778,3209,Mid-term,English
+10835,24115461,0.0,2755152.0,1996-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2008-01-02,19,True,0,9157,4833,Mid-term,English
+10836,24115518,0.0,868396.3200000001,1996-05-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-02-14,22,True,0,9096,3694,Mid-term,English
+10837,24116136,0.0,617809.92,1991-11-01,26,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-19,26,True,0,10739,3600,Mid-term,English
+10838,24116136,0.0,617809.92,1991-11-01,26,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-16,20,True,0,10739,2415,Mid-term,English
+10839,24117997,0.0,269705.90476190473,1996-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Premier,2011-09-26,20,False,0,9065,3470,Mid-term,European
+10841,24118981,0.0,964237.7766666667,1992-06-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-07-11,19,True,0,10526,3547,Mid-term,English
+10842,24119271,0.0,110125.6,1996-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-28,21,False,0,9096,2372,Mid-term,English
+10843,24121277,279.5238095238096,616350.0000000001,1993-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-19,21,False,1,9978,2930,Mid-term,English
+10844,24121555,0.0,384193.3333333334,2000-11-24,11,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2013-11-17,11,True,0,7428,2687,Mid-term,English
+10846,24123559,0.0,215420.91999999998,1997-06-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-14,11,True,0,8686,2904,Mid-term,English
+10847,24125002,0.0,244358.40000000002,1995-09-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-17,22,True,0,9339,2202,Mid-term,English
+10848,24125652,0.0,978600.4799999999,1985-04-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-15,22,False,0,13130,2873,Mid-term,English
+10849,24128647,0.0,607533.3333333333,2018-01-29,4,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,Unknown,Standard,2011-11-21,4,True,0,1153,3414,Short-term,Unknown
+10850,24135125,0.0,607856.0106666668,1985-05-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-14,22,True,0,13114,2417,Mid-term,English
+10851,24135614,0.0,178068.80000000002,1998-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2012-04-19,13,True,0,8441,3264,Mid-term,English
+10852,24138409,211.63809523809525,373964.5142857143,1984-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-19,19,True,1,13295,2443,Mid-term,English
+10853,24140390,0.0,601984.9600000001,1991-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-18,17,False,0,10892,3874,Mid-term,English
+10855,24145685,0.0,642523.648,1997-07-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-10-19,12,True,0,8656,2351,Mid-term,English
+10857,24149236,247.4506666666667,385528.13866666675,1992-08-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-01-12,19,True,1,10465,1901,Mid-term,English
+10858,24153229,165.2,412834.8,1994-08-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-23,21,True,1,9721,2135,Mid-term,English
+10860,24161188,0.0,21068.800000000003,1994-12-15,2,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-03,2,True,0,9599,2275,Mid-term,English
+10862,24164519,0.0,86864.38095238096,1989-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-19,19,True,0,11439,2565,Mid-term,English
+10863,24164652,1286.88,2428342.5600000005,1979-02-01,17,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2012-09-08,17,True,1,15395,3122,Long-term,English
+10864,24165365,395.70000000000005,207742.50000000003,2005-11-29,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-06,25,True,1,5597,2547,Short-term,English
+10866,24176286,598.7466666666667,955599.68,1977-09-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-04-23,12,False,1,15899,3991,Long-term,English
+10867,24177187,0.0,791722.4000000001,2009-08-18,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-02-19,21,False,0,4239,2958,Short-term,English
+10868,24178999,147.96190476190478,367537.37142857147,1968-04-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-18,18,True,1,19339,1987,Long-term,English
+10869,24182538,0.0,301353.36,1990-03-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-13,21,True,0,11349,3056,Mid-term,English
+10871,24184577,0.0,83662.0,1997-11-01,3,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-28,3,True,0,8547,3346,Mid-term,English
+10872,24186294,495.06476190476195,336644.03809523815,2014-01-27,10,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-24,10,True,1,2616,3656,Short-term,English
+10873,24188321,290.17333333333335,826994.0000000001,1973-08-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-07-26,19,True,1,17405,3897,Long-term,English
+10874,24188796,0.0,270215.04,1988-08-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-03,8,False,0,11912,3432,Mid-term,English
+10875,24190037,110.45333333333333,10272.16,1974-02-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2015-08-09,3,True,1,17207,2057,Long-term,Unknown
+10876,24190046,0.0,683542.32,1995-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-12-06,18,True,0,9417,3764,Mid-term,English
+10878,24192055,514.4966666666667,527873.5800000001,1980-03-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-06,18,True,1,15001,2547,Long-term,English
+10880,24207329,217.1238095238095,616197.3714285714,1964-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-10,22,False,1,20874,2482,Long-term,English
+10882,24210398,0.0,2681260.4000000004,1992-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-09-07,21,True,0,10647,3123,Mid-term,English
+10883,24213435,0.0,333356.2666666668,1983-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-24,19,True,0,13892,2803,Mid-term,English
+10885,24214012,0.0,419780.8,1990-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-07-03,15,True,0,11288,3555,Mid-term,Unknown
+10886,24214318,0.0,460506.00000000006,1992-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-18,21,True,0,10390,3204,Mid-term,English
+10887,24215883,308.7066666666667,864378.6666666667,1973-02-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-01-17,20,True,1,17572,4087,Long-term,English
+10889,24218935,0.0,752795.2,2005-12-28,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2009-06-11,19,True,0,5568,4307,Short-term,English
+10891,24222324,1154.4666666666667,1469636.066666667,1989-12-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2012-03-24,19,True,1,11425,3290,Mid-term,English
+10892,24223656,0.0,345120.4533333333,1973-06-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-18,22,True,0,17452,2959,Long-term,English
+10894,24229071,0.0,187874.13333333333,1996-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-18,22,True,0,9172,3112,Mid-term,English
+10895,24230396,494.02666666666664,994969.7066666667,2015-07-13,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-11,19,False,1,2084,3455,Short-term,English
+10896,24230662,0.0,254284.79999999996,1998-01-15,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-15,9,True,0,8472,2993,Mid-term,English
+10897,24231710,0.0,686468.0761904763,2006-10-11,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-29,23,True,0,5281,3132,Short-term,English
+10898,24231873,0.0,111888.00000000001,1990-08-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-21,21,True,0,11196,2836,Mid-term,English
+10899,24232637,0.0,631199.9200000002,2010-12-11,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-07,21,True,0,3759,2393,Short-term,English
+10900,24234997,0.0,253886.74285714288,2004-07-14,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-17,17,True,0,6100,2171,Short-term,English
+10901,24240570,0.0,832893.0133333334,2009-07-07,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-16,22,True,0,4281,3298,Short-term,English
+10902,24242380,0.0,158432.0,1998-02-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-19,6,False,0,8441,3630,Mid-term,English
+10903,24246484,0.0,725681.3200000001,1995-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2004-05-30,15,True,0,9478,6145,Mid-term,English
+10904,24248020,593.12,348754.56,1984-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2010-05-21,21,False,1,13569,3963,Mid-term,English
+10906,24255428,386.2476190476191,150636.57142857145,1994-07-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-14,6,True,1,9752,3694,Mid-term,English
+10908,24260588,1408.94,704470.0000000001,1992-12-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-08-15,20,True,1,10343,3146,Mid-term,English
+10909,24262780,0.0,934058.9142857145,1990-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-21,23,True,0,11377,3414,Mid-term,English
+10910,24262818,0.0,813002.6666666667,1991-08-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2016-01-02,13,True,0,10817,1911,Mid-term,English
+10912,24265834,0.0,416244.0533333334,1992-03-15,7,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-20,7,False,0,10604,3172,Mid-term,English
+10913,24266761,0.0,380236.8,1996-05-01,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-04-19,8,False,0,9096,3630,Mid-term,English
+10914,24267400,0.0,1914159.5200000003,1992-12-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2011-09-06,24,True,0,10329,3490,Mid-term,English
+10915,24271739,238.90666666666667,255869.04,1959-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-09,21,True,1,22566,2149,Long-term,English
+10916,24273027,0.0,204642.24000000005,2011-11-05,21,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-16,21,True,0,3430,3572,Short-term,English
+10917,24273848,0.0,169344.0,1992-09-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,500+,English,Premier,2012-10-06,4,True,0,10420,3094,Mid-term,English
+10919,24276270,540.8000000000001,575411.2000000001,1994-09-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-20,14,True,1,9704,3141,Mid-term,English
+10920,24276454,0.0,1401442.7142857143,2012-05-24,39,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-10-01,39,False,0,3229,2734,Short-term,English
+10921,24277833,0.0,234531.36,1982-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2010-01-02,18,True,0,14104,4102,Mid-term,Unknown
+10922,24281218,0.0,565562.6785714285,2015-08-26,17,True,True,True,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-12-21,17,False,0,2040,2653,Short-term,Unknown
+10923,24282040,0.0,416602.3680000001,1987-05-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-30,18,True,0,12370,2554,Mid-term,English
+10925,24292803,0.0,1578781.568,1998-07-21,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-27,21,True,0,8285,3103,Mid-term,English
+10926,24294309,0.0,939760.64,1988-07-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2011-02-28,16,True,0,11957,3680,Mid-term,English
+10927,24294755,0.0,348682.88,1998-02-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-23,21,True,0,8455,2561,Mid-term,English
+10928,24295321,0.0,835396.8,1996-06-01,23,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-23,23,True,0,9065,2773,Mid-term,English
+10929,24298627,0.0,226881.0514285715,1995-04-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-20,18,True,0,9478,3599,Mid-term,English
+10930,24302090,0.0,202159.67999999996,1992-06-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-31,12,True,0,10526,3708,Mid-term,English
+10932,24310399,0.0,258701.14285714287,1991-04-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-28,9,True,0,10953,2799,Mid-term,English
+10933,24311057,0.0,1431983.725714286,1993-05-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-09-27,15,True,0,10192,4199,Mid-term,English
+10935,24317785,0.0,888025.6,1992-02-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-04-17,20,False,0,10647,3632,Mid-term,English
+10937,24324002,385.67619047619047,566944.0,1961-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-18,15,False,1,21819,3690,Long-term,English
+10938,24327148,0.0,14834.0,1990-03-15,5,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2015-12-05,5,True,0,11335,1939,Mid-term,English
+10939,24327528,0.0,1201419.4,2010-03-17,19,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-11-04,19,False,0,4028,2700,Short-term,English
+10941,24331225,0.0,185037.7142857143,1995-02-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-04-01,17,True,0,9537,2552,Mid-term,English
+10942,24335096,0.0,32197.733333333334,1998-07-21,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-08-03,5,False,0,8285,2063,Mid-term,English
+10943,24338878,0.0,728876.5714285716,1992-06-15,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-03,23,True,0,10512,4162,Mid-term,English
+10944,24338989,0.0,111234.90000000001,1996-04-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,Unknown,Premier,2014-11-28,7,True,0,9126,2311,Mid-term,Unknown
+10945,24340257,0.0,390774.65142857144,1998-05-27,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-19,18,True,0,8340,2200,Mid-term,English
+10946,24343134,0.0,58303.96000000001,1995-12-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-21,5,True,0,9248,2318,Mid-term,English
+10947,24344091,0.0,175046.24761904764,1988-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-08,17,True,0,11804,2604,Mid-term,English
+10948,24344276,0.0,362082.19047619053,1998-06-26,13,False,False,False,NOTICE,MAIL,N,N,N,Y,N,N,N,N,Y,6-10,English,Premier,2012-04-08,13,True,0,8310,3275,Mid-term,English
+10949,24348175,214.28571428571428,117857.14285714284,1994-07-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-30,10,True,1,9752,2462,Mid-term,English
+10950,24353720,0.0,641623.3600000001,1986-03-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-12,12,False,0,12810,3484,Mid-term,English
+10953,24365955,409.5809523809524,154412.01904761905,1994-12-15,13,False,True,False,NOTICE,BRANCH (PHONE),N,N,Y,N,N,N,N,N,Y,6-10,English,Premier,2010-08-30,13,True,1,9599,3862,Mid-term,English
+10955,24368210,0.0,596885.7142857143,1998-07-02,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-10,15,False,0,8304,3120,Mid-term,English
+10956,24368270,0.0,669753.76,1995-03-15,20,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-30,20,True,0,9509,2797,Mid-term,English
+10957,24369109,0.0,635228.2906666667,1998-07-20,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-24,23,True,0,8286,3990,Mid-term,English
+10958,24371052,0.0,43176.37333333333,1985-10-15,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-12,17,False,0,12947,2784,Mid-term,English
+10959,24372038,218.0706666666667,302245.9440000001,1975-03-01,22,False,True,False,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-30,22,True,1,16828,2644,Long-term,English
+10960,24373332,0.0,114699.00000000001,1993-04-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-02-08,3,True,0,10208,3335,Mid-term,Unknown
+10963,24378617,219.8666666666667,261201.60000000006,1981-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-15,18,True,1,14695,3177,Long-term,English
+10964,24379044,0.0,793260.8,1980-09-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-01-24,23,True,0,14817,3350,Long-term,English
+10965,24379774,0.0,1161738.24,2017-05-11,16,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2014-05-08,16,True,0,1416,2515,Short-term,Unknown
+10966,24383818,0.0,65185.71428571428,1990-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2011-11-17,15,False,0,11349,3418,Mid-term,English
+10967,24384957,0.0,2229148.8000000003,1992-02-01,18,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-09-20,18,False,0,10647,3841,Mid-term,English
+10968,24385116,204.828,450621.60000000003,1980-10-15,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-04-13,22,True,1,14773,2540,Long-term,English
+10969,24386389,0.0,56205.71428571429,1997-09-15,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-01-09,10,False,0,8594,2269,Mid-term,English
+10970,24387523,0.0,594771.7333333334,1997-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-04,20,False,0,8761,2274,Mid-term,English
+10971,24392224,0.0,143697.456,1992-06-15,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-02,19,True,0,10512,2975,Mid-term,English
+10972,24394238,0.0,444916.66666666674,2006-10-17,10,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2005-07-28,10,True,0,5275,5721,Short-term,English
+10973,24394935,0.0,317199.68,2008-08-13,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-16,19,False,0,4609,2961,Short-term,English
+10975,24402805,0.0,352392.0,2002-09-19,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-18,15,True,0,6764,2931,Mid-term,English
+10976,24406768,0.0,27673.714285714283,1997-04-01,3,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-31,3,True,0,8761,3130,Mid-term,English
+10977,24409628,0.0,87873.24,1995-05-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-09-10,21,True,0,9462,2025,Mid-term,English
+10978,24410828,277.14266666666674,194831.2946666667,2017-08-18,19,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-21,19,True,1,1317,3109,Short-term,English
+10979,24411341,698.7968,1433931.0336,1978-12-25,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-06-03,18,True,1,15433,3219,Long-term,English
+10980,24413484,0.0,364510.08,1989-03-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-04-01,12,True,0,11714,3282,Mid-term,English
+10982,24425529,0.0,410798.39999999997,1988-09-01,18,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-01-11,18,True,0,11895,2267,Mid-term,English
+10983,24426332,0.0,28365.12,2010-08-12,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2018-01-09,14,False,0,3880,1173,Short-term,Unknown
+10984,24426606,0.0,824383.6095238096,2010-11-17,13,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-01,13,True,0,3783,3679,Short-term,English
+10985,24430326,0.0,143382.0266666667,1989-10-15,14,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-25,14,False,0,11486,2618,Mid-term,English
+10986,24431864,0.0,428837.76000000007,2015-07-02,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-28,20,True,0,2095,3011,Short-term,English
+10987,24432405,0.0,888186.6666666667,1997-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-24,20,True,0,8594,3319,Mid-term,English
+10988,24433944,0.0,1527381.3333333335,1992-02-01,32,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2011-01-20,32,True,0,10647,3719,Mid-term,Unknown
+10989,24434348,0.0,287373.7142857143,1995-02-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-21,10,True,0,9537,2318,Mid-term,English
+10990,24434988,0.0,1038997.4291666665,1992-02-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2010-02-03,17,True,0,10647,4070,Mid-term,English
+10991,24437342,0.0,130593.84000000003,1995-08-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-24,10,True,0,9370,1829,Mid-term,English
+10992,24437515,0.0,1263108.6,1990-12-01,27,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-05-23,27,True,0,11074,2865,Mid-term,English
+10993,24438411,358.3047619047619,585828.2857142857,1994-03-15,15,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-02,15,True,1,9874,3494,Mid-term,English
+10995,24440066,0.0,433433.0000000001,1987-06-01,22,True,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-01-13,22,False,0,12353,2995,Mid-term,Unknown
+10996,24440419,0.0,262513.4285714286,1955-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-20,15,True,0,23935,2168,Long-term,English
+10997,24445581,505.02857142857147,438364.80000000005,1992-04-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-10-15,14,False,1,10573,4546,Mid-term,English
+10998,24446302,212.3466666666667,524496.2666666667,1977-03-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-30,19,True,1,16097,3100,Long-term,English
+10999,24447418,0.0,55704.38095238095,1982-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-30,10,True,0,14149,2462,Mid-term,English
+11001,24448699,0.0,900293.8559999999,1990-10-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-23,18,True,0,11135,3596,Mid-term,English
+11002,24457407,0.0,500076.07619047625,1995-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-12-03,20,True,0,9492,4132,Mid-term,English
+11003,24458189,159.50476190476192,306408.64761904767,2003-09-16,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-27,17,True,1,6402,2070,Mid-term,English
+11004,24464176,0.0,282926.93333333335,1995-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-14,16,True,0,9537,3513,Mid-term,English
+11005,24467487,0.0,58519.95809523811,1993-04-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-05-03,22,True,0,10222,1789,Mid-term,English
+11006,24468293,0.0,918946.6,1990-03-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-12-15,23,True,0,11349,3024,Mid-term,English
+11008,24469197,0.0,92285.6380952381,1985-04-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-23,13,False,0,13144,3138,Mid-term,English
+11009,24469366,0.0,1254530.4000000001,1997-09-15,15,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,Y,Y,N,Y,11-50,English,Standard,2010-03-16,15,True,0,8594,4029,Mid-term,English
+11010,24471770,0.0,687215.9999999999,1996-09-15,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-07,18,True,0,8959,2881,Mid-term,English
+11011,24473167,0.0,268541.4666666666,1990-08-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-03,20,True,0,11196,2762,Mid-term,English
+11012,24474018,0.0,478571.15428571426,1995-02-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-12,22,False,0,9551,2176,Mid-term,English
+11014,24477563,0.0,368453.3333333334,1996-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-14,20,True,0,9004,2813,Mid-term,English
+11016,24478593,0.0,1167344.6400000001,1998-07-20,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-21,24,True,0,8286,2987,Mid-term,English
+11017,24478668,0.0,234991.84800000003,1998-02-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-14,18,True,0,8441,3025,Mid-term,English
+11018,24481083,345.2380952380953,588285.7142857143,1993-05-01,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2011-12-04,24,True,1,10192,3401,Mid-term,English
+11019,24482803,0.0,632642.6666666667,1995-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-12-17,20,True,0,9339,2657,Mid-term,English
+11020,24483584,0.0,67501.71428571429,1998-06-23,2,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-05,2,True,0,8313,3187,Mid-term,English
+11021,24485103,0.0,249608.32000000007,1994-12-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-14,19,True,0,9599,3513,Mid-term,English
+11023,24494290,0.0,2235579.84,1995-01-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2014-01-30,20,True,0,9568,2613,Mid-term,English
+11024,24500091,0.0,579800.0000000001,1990-11-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-13,20,True,0,11090,3209,Mid-term,English
+11025,24501697,0.0,395562.2666666667,1997-06-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Spanish,Standard,2014-03-18,19,True,0,8686,2566,Mid-term,European
+11026,24502978,0.0,2859844.0,2017-11-08,25,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2011-01-19,25,True,0,1235,3720,Short-term,English
+11027,24504406,0.0,890241.4079999999,1996-02-01,18,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-18,18,True,0,9186,3387,Mid-term,English
+11028,24505076,0.0,546346.3200000001,2005-06-22,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-25,6,True,0,5757,3258,Short-term,English
+11029,24507054,0.0,16347.999999999998,2016-02-09,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-08-03,1,False,0,1873,3158,Short-term,English
+11030,24510213,0.0,29532.34285714286,1995-10-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-04,12,True,0,9295,2396,Mid-term,English
+11031,24512599,0.0,409146.05333333334,1983-12-01,10,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-11,10,True,0,13631,3089,Mid-term,English
+11032,24514635,0.0,454226.6114285715,2006-06-22,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2013-04-06,13,True,0,5392,2912,Short-term,European
+11037,24526786,0.0,496742.39999999997,1997-03-15,16,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2010-12-06,16,True,0,8778,3764,Mid-term,English
+11038,24526965,0.0,248933.62000000002,1997-10-01,5,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-02-01,5,True,0,8578,3707,Mid-term,English
+11039,24529509,0.0,200999.31428571432,1993-06-15,3,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-30,3,False,0,10147,2978,Mid-term,English
+11040,24529840,0.0,376275.180952381,2005-01-26,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-13,23,True,0,5904,2022,Short-term,English
+11043,24535542,0.0,943453.8666666668,1998-02-15,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-06-22,23,True,0,8441,2835,Mid-term,English
+11044,24537134,0.0,275916.5714285714,1997-09-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-06-09,8,False,0,8594,2483,Mid-term,English
+11046,24545690,0.0,605505.888,1991-03-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-03-14,9,True,0,10984,3300,Mid-term,English
+11048,24547547,241.87428571428575,381435.74857142864,1978-01-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-28,19,False,1,15791,2038,Long-term,English
+11049,24549737,0.0,269057.06666666677,1997-06-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-03,22,True,0,8686,1879,Mid-term,English
+11050,24550256,0.0,111014.72000000002,1992-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-01,19,True,0,10587,2856,Mid-term,English
+11051,24551216,0.0,745454.6666666666,2003-08-17,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-26,14,True,0,6432,2951,Mid-term,English
+11052,24554342,0.0,261853.28000000003,1995-04-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-31,15,True,0,9492,2035,Mid-term,English
+11053,24555579,0.0,192397.33333333337,2002-06-17,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-06,20,False,0,6858,2333,Mid-term,English
+11054,24560776,0.0,463778.60000000003,1989-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-24,19,False,0,11592,2894,Mid-term,English
+11056,24567715,0.0,236413.56190476194,2006-08-14,32,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2017-06-21,32,False,0,5339,1375,Short-term,Unknown
+11057,24567856,0.0,331545.1428571429,1990-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-10-04,15,True,0,11288,3096,Mid-term,Unknown
+11058,24568143,0.0,445072.62857142865,1997-03-15,17,False,False,False,NOTICE,MAIL,Y,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2011-06-19,17,True,0,8778,3569,Mid-term,English
+11059,24568399,275.86666666666673,347592.0000000001,1995-09-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-15,18,False,1,9325,2903,Mid-term,English
+11060,24570004,379.16190476190474,127398.4,1980-08-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-05,21,False,1,14848,3644,Long-term,English
+11061,24571358,0.0,937081.6000000001,1982-12-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-11-18,16,True,0,13982,3782,Mid-term,English
+11062,24575744,0.0,170993.57333333336,2004-02-25,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-01,14,True,0,6240,2976,Short-term,English
+11063,24576803,484.0,235224.0,2015-08-18,27,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-04-10,27,True,1,2048,2908,Short-term,Unknown
+11064,24577799,103.80000000000001,51277.200000000004,1962-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-10-16,19,True,1,21392,1989,Long-term,English
+11067,24588983,236.11428571428576,212502.8571428572,1978-07-01,20,True,True,True,NOTICE,AUTO RENEW,N,N,Y,Y,Y,Y,Y,Y,Y,6-10,English,Standard,2014-01-24,20,True,1,15610,2619,Long-term,English
+11068,24603753,0.0,96366.66666666667,2006-02-25,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2013-03-09,7,True,0,5509,2940,Short-term,English
+11069,24611853,0.0,446936.00000000006,1996-03-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-25,15,False,0,9157,3105,Mid-term,English
+11070,24613569,159.73333333333335,128585.33333333334,2001-02-16,35,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-07-26,35,False,1,7344,2071,Mid-term,Unknown
+11071,24617044,374.37714285714287,520384.22857142857,1993-10-15,10,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-30,10,True,1,10025,3162,Mid-term,English
+11072,24619814,0.0,190008.4,1991-11-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-28,12,True,0,10739,2434,Mid-term,English
+11074,24621789,388.6133333333334,247158.08000000002,1972-12-01,12,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2007-10-22,12,True,1,17648,4905,Long-term,English
+11075,24623223,0.0,200659.19999999998,2007-01-17,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-17,9,True,0,5183,2353,Short-term,English
+11076,24625987,0.0,276326.4,2015-07-07,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2009-06-24,12,True,0,2090,4294,Short-term,Unknown
+11077,24631722,299.73809523809524,2352044.833333333,2007-11-13,59,False,False,False,NOTICE,PHONE,N,Y,N,Y,Y,Y,N,Y,N,6-10,Unknown,Premier,2013-12-29,59,False,1,4883,2645,Short-term,Unknown
+11078,24633293,275.5733333333333,275573.3333333333,1971-06-15,8,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-02,8,False,1,18183,2337,Long-term,English
+11079,24636639,0.0,875763.0514285716,1998-06-16,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-13,22,False,0,8320,3392,Mid-term,English
+11080,24637088,0.0,539790.9119999999,1998-02-15,19,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2012-07-21,19,False,0,8441,3171,Mid-term,English
+11081,24640046,338.06933333333336,385060.9706666667,2005-01-24,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-20,17,True,1,5906,2258,Short-term,English
+11083,24649306,404.3,231259.6,2010-07-12,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-02,11,True,1,3911,2582,Short-term,English
+11084,24649915,0.0,196193.08800000005,1982-11-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2015-11-26,15,True,0,14026,1948,Mid-term,Unknown
+11085,24653332,0.0,179206.9714285714,2014-12-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-17,18,False,0,2294,2445,Short-term,English
+11086,24653451,337.324,51947.89600000001,1995-05-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-05,11,True,1,9462,3583,Mid-term,English
+11088,24656987,0.0,582883.8095238096,2002-11-06,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-05,20,False,0,6716,3125,Mid-term,English
+11090,24663834,0.0,518122.0799999999,2008-02-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-03-18,18,True,0,4803,2931,Short-term,English
+11092,24669540,385.0186666666666,424290.5706666666,1980-10-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2010-12-28,19,True,1,14787,3742,Long-term,English
+11093,24672033,0.0,838573.4685714287,1991-07-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-13,19,True,0,10848,2905,Mid-term,English
+11094,24674174,0.0,735220.2000000001,1989-12-15,13,False,True,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2013-07-18,13,True,0,11425,2809,Mid-term,English
+11096,24674772,0.0,139217.06666666668,1996-12-15,7,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-15,7,True,0,8868,3054,Mid-term,English
+11097,24680739,0.0,459165.94285714295,1983-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-24,19,True,0,13631,2407,Mid-term,English
+11098,24683394,0.0,78355.2,1988-12-01,8,False,True,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2014-07-16,8,True,0,11804,2446,Mid-term,English
+11099,24691705,0.0,635846.9333333333,1997-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-03,20,True,0,8717,3616,Mid-term,English
+11100,24692977,0.0,407474.496,1989-06-15,17,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-11-14,17,False,0,11608,3786,Mid-term,English
+11101,24693800,0.0,567575.5999999999,1995-09-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-02,17,False,0,9339,3403,Mid-term,English
+11102,24694782,0.0,57996.10666666666,1987-09-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-23,19,True,0,12247,2347,Mid-term,English
+11103,24699485,0.0,274792.0,1988-11-01,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-11-03,14,True,0,11834,3797,Mid-term,English
+11104,24703297,0.0,256243.42857142858,1984-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-08,17,False,0,13509,2727,Mid-term,English
+11107,24708489,0.0,1608547.2000000002,1984-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-01-24,20,True,0,13356,4445,Mid-term,English
+11108,24711242,152.85714285714286,299600.0,1993-02-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-13,20,False,1,10267,2022,Mid-term,English
+11109,24714319,0.0,666656.6399999999,1997-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-05-22,18,False,0,8656,5788,Mid-term,English
+11110,24716524,0.0,41542.5,1998-02-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-06-27,1,False,0,8455,2100,Mid-term,English
+11111,24718226,0.0,30170.140000000007,2007-01-05,2,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2012-07-03,2,True,0,5195,3189,Short-term,Unknown
+11112,24723044,263.52,346265.27999999997,1978-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,Unknown,Standard,2015-01-03,18,True,1,15610,2275,Long-term,Unknown
+11113,24726810,0.0,375064.22857142857,1994-11-01,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-11,24,False,0,9643,1781,Mid-term,English
+11115,24728332,0.0,208813.4285714286,2004-12-10,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-08,15,True,0,5951,3184,Short-term,English
+11116,24728856,0.0,448138.4960000001,1995-11-15,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-24,17,False,0,9264,3259,Mid-term,English
+11117,24737926,0.0,444341.3333333333,1996-12-25,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-14,20,True,0,8858,2994,Mid-term,English
+11118,24738240,0.0,73337.52,1996-04-01,3,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-28,3,False,0,9126,3803,Mid-term,English
+11119,24740305,0.0,434079.3600000001,1977-09-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-23,17,True,0,15899,2742,Long-term,English
+11120,24741852,0.0,163555.97142857144,1984-05-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-14,15,False,0,13465,2205,Mid-term,English
+11122,24752668,205.84000000000003,347869.6000000001,1977-11-15,13,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-10-25,13,True,1,15838,1980,Long-term,English
+11123,24754014,0.0,212695.28000000003,1988-07-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-21,7,False,0,11943,2714,Mid-term,English
+11125,24760645,0.0,318652.79999999993,2012-04-30,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-27,20,True,0,3253,3073,Short-term,English
+11126,24763050,0.0,405088.20000000007,1998-03-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Premier,2011-01-20,9,True,0,8413,3719,Mid-term,European
+11127,24765550,0.0,871985.9999999999,2011-06-03,18,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-24,18,True,0,3585,3015,Short-term,English
+11129,24767781,0.0,539448.0,1995-02-15,15,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-05-20,15,True,0,9537,3233,Mid-term,English
+11131,24771730,0.0,70376.32,1986-04-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-15,24,False,0,12779,2232,Mid-term,English
+11132,24772876,705.04,1169661.36,1976-07-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2015-05-29,21,False,1,16340,2129,Long-term,English
+11133,24775414,252.20000000000002,711204.0,1994-10-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-22,20,True,1,9660,2317,Mid-term,English
+11134,24775735,0.0,309518.88000000006,1984-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-10-19,18,False,0,13342,3812,Mid-term,English
+11135,24778238,0.0,146145.59999999998,1998-06-16,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-18,18,False,0,8320,3235,Mid-term,English
+11137,24783489,0.0,794781.8666666667,1986-07-01,64,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2015-07-28,64,False,0,12688,2069,Mid-term,Unknown
+11138,24785306,0.0,184614.14400000003,2002-09-17,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-31,16,True,0,6766,2035,Mid-term,English
+11139,24786252,308.5238095238095,3085.2380952380954,2012-09-26,1,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-11-09,1,True,1,3104,2695,Short-term,English
+11140,24790293,0.0,444023.4760000001,1988-01-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-09-15,17,True,0,12139,2385,Mid-term,English
+11141,24791005,0.0,586020.9523809523,1996-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-12,20,True,0,9186,2965,Mid-term,English
+11142,24791314,376.3733333333334,927760.2666666667,1978-09-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-04,17,False,1,15548,2853,Long-term,English
+11143,24791472,0.0,466998.13333333336,1988-11-15,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2014-04-28,23,True,0,11820,2525,Mid-term,Unknown
+11144,24791739,330.45714285714286,765999.6571428571,1993-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-19,19,False,1,10281,3295,Mid-term,English
+11145,24792816,0.0,231156.93333333338,1983-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-02-02,17,False,0,13753,1880,Mid-term,English
+11146,24794149,0.0,177398.40000000005,1989-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-16,20,True,0,11608,2262,Mid-term,English
+11147,24794160,0.0,261316.8,1996-02-01,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-12-01,18,True,0,9186,3404,Mid-term,English
+11148,24795515,0.0,55574.4,1984-12-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-05-16,24,True,0,13265,2507,Mid-term,English
+11150,24800097,0.0,517333.26666666666,1997-07-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-04-09,19,True,0,8670,2179,Mid-term,English
+11151,24802256,210.48000000000002,75772.8,2014-09-10,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-10-01,20,True,1,2390,2004,Short-term,English
+11152,24803832,470.9142857142857,772299.4285714285,1993-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2009-06-17,20,True,1,10192,4301,Mid-term,English
+11153,24804909,136.84,380415.2,1987-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-12,20,True,1,12353,2327,Mid-term,English
+11155,24811114,0.0,150489.3866666667,1988-03-15,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-05,22,True,0,12065,2273,Mid-term,English
+11156,24811817,0.0,97211.52,1996-05-15,18,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-29,18,False,0,9082,3559,Mid-term,English
+11157,24812067,0.0,421530.048,1995-04-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2016-03-27,18,False,0,9478,1826,Mid-term,English
+11158,24816590,0.0,858343.2000000001,1989-12-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-06,13,False,0,11439,3674,Mid-term,English
+11159,24830188,0.0,29360.800000000007,2010-03-09,5,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-11,5,True,0,4036,3789,Short-term,English
+11160,24830368,333.00952380952384,972054.8,1981-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-03-01,21,True,1,14514,3313,Long-term,Unknown
+11161,24830886,680.8966666666666,52429.043333333335,1974-03-01,7,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-10-29,7,True,1,17193,3071,Long-term,English
+11162,24832733,0.0,2632117.333333334,1997-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-05-04,20,False,0,8778,3249,Mid-term,English
+11163,24834087,0.0,88509.6,1994-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-25,19,False,0,9752,2163,Mid-term,English
+11165,24836219,0.0,598683.4285714285,2015-12-26,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-05,18,True,0,1918,2760,Short-term,English
+11167,24840417,0.0,203162.81142857144,1986-10-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-30,18,True,0,12582,2279,Mid-term,English
+11168,24840811,0.0,1950815.9999999998,1993-10-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2013-04-10,21,True,0,10039,2908,Mid-term,English
+11169,24846914,0.0,312594.8666666667,1978-05-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-22,17,True,0,15657,2225,Long-term,English
+11170,24849051,777.1466666666668,1648328.08,1963-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2007-10-22,21,True,1,21044,4905,Long-term,English
+11171,24853237,0.0,1229348.5714285714,1991-04-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,6-10,English,Premier,2009-10-07,18,True,0,10953,4189,Mid-term,English
+11172,24853821,0.0,464044.0,1990-01-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-07-03,21,True,0,11408,3189,Mid-term,English
+11173,24856127,116.13333333333335,348400.00000000006,1976-12-25,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-12,20,True,1,16163,2115,Long-term,English
+11175,24858727,0.0,623270.3904761905,2014-07-03,13,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-30,13,True,0,2459,3709,Short-term,English
+11176,24860648,0.0,332818.2857142857,1990-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-01,18,True,0,11227,2583,Mid-term,English
+11177,24861166,0.0,1832900.5333333332,2012-06-05,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2011-03-18,14,True,0,3217,3662,Short-term,English
+11179,24865538,644.8266666666667,189579.04,1991-02-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-08-30,6,True,1,10998,4227,Mid-term,English
+11180,24867334,0.0,105154.28571428575,1997-07-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-28,20,False,0,8656,1764,Mid-term,English
+11181,24869619,0.0,216782.50666666665,1985-04-15,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-07-26,16,True,0,13130,2801,Mid-term,English
+11182,24872224,0.0,509224.8000000001,1996-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-09-14,21,True,0,9186,3847,Mid-term,English
+11183,24876701,0.0,205579.42857142855,1990-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-16,15,False,0,11196,2780,Mid-term,English
+11184,24877058,0.0,245778.86666666667,1996-01-15,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Italian,Standard,2011-10-26,14,True,0,9203,3440,Mid-term,European
+11186,24881684,0.0,145464.00000000003,1990-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-12,15,False,0,11335,2146,Mid-term,English
+11187,24883211,0.0,155862.72000000003,1998-07-03,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-03,26,True,0,8303,2063,Mid-term,English
+11189,24886110,0.0,539719.74,1995-10-01,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,Spanish,Premier,2005-09-20,9,False,0,9309,5667,Mid-term,European
+11190,24887465,292.3466666666667,322166.0266666667,1993-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-08,19,False,1,10025,2423,Mid-term,English
+11192,24889088,0.0,1730683.5000000002,1997-10-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-12,25,True,0,8578,3271,Mid-term,English
+11193,24893368,0.0,169197.056,1995-12-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-05-25,17,False,0,9234,3959,Mid-term,English
+11194,24894799,235.84000000000003,111316.48000000001,1975-04-25,8,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-02,8,True,1,16773,3341,Long-term,English
+11195,24895242,339.5238095238096,161273.80952380953,1993-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-01-14,19,True,1,10025,3360,Mid-term,English
+11196,24896199,143.88,265170.83999999997,1967-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-01,19,True,1,19658,2399,Long-term,English
+11197,24898781,664.9,127660.79999999999,1995-07-01,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-03-31,8,True,1,9401,3649,Mid-term,English
+11198,24900097,0.0,867650.6666666666,1996-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2011-08-31,20,False,0,9157,3496,Mid-term,European
+11199,24908056,0.0,626030.6666666666,1984-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-01-24,17,False,0,13600,2254,Mid-term,English
+11200,24909258,0.0,733600.3504761906,1974-01-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-16,19,True,0,17252,2415,Long-term,English
+11201,24911737,1451.5973333333336,1554660.7440000004,1974-04-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2003-01-19,17,True,1,17148,6642,Long-term,English
+11202,24913511,0.0,971000.3200000001,2006-10-06,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-29,16,False,0,5286,3651,Short-term,English
+11203,24919908,0.0,842040.0761904762,1992-05-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-01,23,True,0,10557,2976,Mid-term,English
+11204,24922055,0.0,222992.64,1982-12-25,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-01,18,True,0,13972,2552,Mid-term,English
+11205,24923425,0.0,296388.144,2004-01-28,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-23,13,True,0,6268,2589,Short-term,English
+11208,24938349,0.0,296411.7619047619,1998-07-20,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-06-02,19,True,0,8286,2490,Mid-term,English
+11209,24941405,0.0,1857151.296,1997-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2005-06-16,21,False,0,8503,5763,Mid-term,English
+11210,24946232,0.0,72310.36800000002,1990-09-15,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-14,13,True,0,11151,3360,Mid-term,English
+11211,24948475,0.0,46208.0,1989-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-05,19,True,0,11530,2669,Mid-term,English
+11212,24950550,0.0,153040.45714285717,1998-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-02,20,True,0,8455,2245,Mid-term,English
+11213,24951226,0.0,469336.0,1997-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-01-11,17,True,0,8639,3363,Mid-term,English
+11215,24961017,0.0,337695.77142857143,1995-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-25,17,True,0,9551,2133,Mid-term,English
+11216,24970897,0.0,126546.0,1988-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-11-16,23,True,0,12079,1227,Mid-term,English
+11217,24972168,0.0,515836.3946666667,1997-06-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-11-21,23,True,0,8686,3414,Mid-term,English
+11219,24975990,0.0,42246.28571428572,1989-02-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-01,10,True,0,11728,3679,Mid-term,English
+11220,24978359,0.0,629528.328,2014-06-17,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-01-30,22,True,0,2475,3709,Short-term,Unknown
+11223,25000251,252.48,327214.07999999996,1961-08-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,Y,N,N,N,Y,11-50,English,Premier,2015-10-02,18,True,1,21774,2003,Long-term,English
+11224,25005058,0.0,183116.0685714286,2007-05-07,3,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2011-07-03,3,True,0,5073,3555,Short-term,Unknown
+11226,25006119,0.0,138170.89523809525,2018-01-30,19,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-19,19,True,0,1152,3295,Short-term,English
+11227,25006166,0.0,961001.6000000001,2017-01-10,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Hebrew,Standard,2014-09-18,16,True,0,1537,2382,Short-term,Asian
+11228,25007054,0.0,767924.9066666667,1990-04-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-05-16,16,False,0,11304,2872,Mid-term,English
+11230,25014798,135.45,167416.19999999998,1976-09-01,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-07-12,12,True,1,16278,1719,Long-term,English
+11231,25017368,0.0,566508.8,1984-10-01,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-08-11,21,True,0,13326,2785,Mid-term,English
+11232,25017811,0.0,130335.00000000001,2016-06-16,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-14,15,False,0,1745,2113,Short-term,English
+11233,25019567,206.91428571428574,36003.08571428572,1966-01-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-22,6,True,1,20160,2409,Long-term,English
+11237,25031415,0.0,470040.6857142857,1997-05-01,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-16,24,True,0,8731,3053,Mid-term,English
+11238,25035731,0.0,244180.11428571428,1988-04-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-04,13,False,0,12048,2184,Mid-term,English
+11239,25036236,0.0,163065.76,1981-08-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-16,5,True,0,14469,2872,Long-term,English
+11241,25048128,0.0,846005.55,1980-11-24,23,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-12-27,23,True,0,14733,1917,Long-term,English
+11243,25050101,0.0,61776.00000000001,2011-10-21,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-25,15,False,0,3445,2345,Short-term,English
+11245,25058336,350.7047619047619,191484.8,1994-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-26,21,False,1,9629,3440,Mid-term,English
+11246,25060802,228.85714285714286,562988.5714285714,1993-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-03-17,20,False,1,10055,2567,Mid-term,English
+11247,25061037,0.0,190457.80000000005,1984-03-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-01-19,25,True,0,13540,1894,Mid-term,English
+11248,25065970,0.0,524163.20000000007,1997-11-01,21,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-18,21,True,0,8547,2959,Mid-term,English
+11249,25069737,0.0,863022.3238095238,2007-05-07,34,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-28,34,True,0,5073,2495,Short-term,English
+11250,25070082,0.0,722060.5104761905,1992-05-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-18,19,True,0,10543,3204,Mid-term,English
+11252,25083563,352.6666666666667,1055178.6666666667,1993-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-03,22,False,1,10161,2732,Mid-term,English
+11254,25085591,0.0,553972.8666666667,2004-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-22,19,True,0,6113,3839,Short-term,English
+11257,25090258,0.0,590274.7428571428,2004-12-06,16,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-06,16,True,0,5955,3308,Short-term,English
+11258,25090705,0.0,233856.00000000003,2017-09-09,18,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-06-01,18,True,0,1295,3587,Short-term,English
+11259,25091135,914.7233333333334,227766.11000000002,2012-12-19,3,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-10-23,3,True,1,3020,3808,Short-term,English
+11260,25092803,0.0,354058.31999999995,1982-04-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-24,18,False,0,14240,2619,Mid-term,English
+11261,25093943,110.26666666666665,150844.8,1974-11-15,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-08-11,19,True,1,16934,2055,Long-term,English
+11262,25095062,0.0,1059368.96,1997-10-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2012-10-01,24,True,0,8578,3099,Mid-term,English
+11263,25095707,244.54666666666668,337474.4,1992-12-25,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-05,10,True,1,10319,3430,Mid-term,English
+11265,25104446,0.0,772735.6000000001,1993-10-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-05,21,True,0,10039,3156,Mid-term,English
+11266,25104969,0.0,979465.2000000001,1986-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-10,21,True,0,12810,2602,Mid-term,English
+11267,25107776,0.0,162425.41714285716,1995-12-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2010-03-10,4,True,0,9234,4035,Mid-term,English
+11268,25109010,0.0,1440433.8666666665,2010-05-24,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-15,22,True,0,3960,3238,Short-term,English
+11269,25109082,0.0,912186.742857143,2013-03-16,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-15,19,True,0,2933,3724,Short-term,English
+11272,25114036,342.3666666666667,53409.200000000004,1978-08-01,4,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2014-11-11,4,True,1,15579,2328,Long-term,Unknown
+11273,25114078,0.0,649183.5428571429,1989-07-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-03,18,True,0,11592,3736,Mid-term,English
+11276,25120346,0.0,371904.48000000004,1989-06-15,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-25,23,False,0,11608,3105,Mid-term,English
+11277,25122031,0.0,828922.7885714285,1995-05-15,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-03-25,26,True,0,9448,2924,Mid-term,English
+11278,25123736,0.0,409485.8666666667,1992-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-17,14,True,0,10647,3205,Mid-term,English
+11280,25128282,0.0,1024071.5519999999,1995-12-01,21,False,True,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2002-11-17,21,True,0,9248,6705,Mid-term,English
+11281,25131822,365.0666666666667,706769.0666666668,1988-09-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-15,16,True,1,11895,3543,Mid-term,English
+11282,25133306,0.0,216797.88000000003,2005-05-05,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2013-09-03,13,True,0,5805,2762,Short-term,Asian
+11283,25137301,0.0,356664.95999999996,1972-08-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,Y,Y,6-10,English,Standard,2015-01-17,19,True,0,17756,2261,Long-term,English
+11284,25140945,0.0,1509725.3333333335,2010-02-26,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-11,10,False,0,4047,3150,Short-term,English
+11286,25152097,602.48,106036.48000000001,1975-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-04-04,16,True,1,16828,4010,Long-term,English
+11287,25153763,0.0,55032.00000000001,1980-09-01,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2010-12-27,4,True,0,14817,3743,Long-term,English
+11289,25157188,0.0,107404.66666666667,1996-06-01,10,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-25,10,True,0,9065,2345,Mid-term,English
+11290,25158929,1070.8133333333335,520415.2800000001,2015-06-30,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-02-14,18,True,1,2097,4059,Short-term,English
+11291,25160822,0.0,181538.69333333333,2008-10-10,17,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-11,17,True,0,4551,3303,Short-term,English
+11292,25163700,194.8,55518.00000000001,1976-05-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-17,19,True,1,16401,2322,Long-term,English
+11293,25164155,430.0761904761905,791340.1904761904,1966-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-04-05,20,False,1,20160,4009,Long-term,English
+11294,25166908,0.0,350509.9619047619,1997-04-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-31,13,True,0,8761,2918,Mid-term,English
+11295,25169335,0.0,833343.4199999999,1988-12-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-09-12,21,True,0,11804,2023,Mid-term,English
+11296,25169381,445.536,1202056.1279999998,2007-08-14,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-30,19,False,1,4974,2827,Short-term,English
+11297,25171487,0.0,2143879.92,1995-10-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-08-16,18,False,0,9295,2415,Mid-term,English
+11298,25173147,0.0,569344.0000000001,1996-02-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-05,24,True,0,9186,3583,Mid-term,English
+11299,25175537,265.1752380952381,217443.69523809524,2008-10-02,10,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-09-12,10,True,1,4559,2388,Short-term,Unknown
+11300,25177047,380.73333333333335,714255.7333333333,1994-08-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-06-06,14,True,1,9721,2486,Mid-term,English
+11301,25177457,0.0,28228.93333333333,1988-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-30,19,True,0,12079,2309,Mid-term,English
+11302,25180581,0.0,3321.7600000000007,1988-01-01,1,True,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-07-10,1,False,0,12139,2452,Mid-term,English
+11303,25182154,0.0,427599.0,2004-01-21,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,Unknown,Standard,2014-10-02,9,True,0,6275,2368,Short-term,Unknown
+11304,25183689,0.0,898563.6000000001,1990-09-01,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-21,21,True,0,11165,4024,Mid-term,English
+11308,25190837,88.84,91682.87999999999,1969-10-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-03-17,24,False,1,18805,1836,Long-term,English
+11309,25193109,424.03809523809525,824330.0571428572,1991-03-14,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-19,24,True,1,10971,3965,Mid-term,English
+11312,25197866,0.0,389239.0666666667,1996-05-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-14,19,True,0,9096,2509,Mid-term,English
+11313,25204402,0.0,314883.21428571426,2005-12-27,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,6-10,Hindi,Standard,2013-04-22,15,True,0,5569,2896,Short-term,Asian
+11314,25205799,166.15238095238095,254213.14285714287,1983-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2015-06-10,18,True,1,13951,2117,Mid-term,English
+11315,25208139,0.0,881949.6,2000-11-20,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-03,19,False,0,7432,3189,Mid-term,English
+11316,25213916,0.0,568093.8666666667,1987-11-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-17,14,True,0,12186,4087,Mid-term,English
+11317,25214238,679.4000000000001,1997436.0000000002,1995-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-01-30,21,True,1,9339,3709,Mid-term,English
+11318,25214247,0.0,535665.0,2009-10-22,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-26,9,True,0,4174,2801,Short-term,English
+11319,25216852,0.0,882266.6666666666,1990-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-16,20,False,0,11349,3358,Mid-term,English
+11320,25222850,794.7666666666668,784434.7000000001,1994-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-10-15,21,True,1,9599,4181,Mid-term,English
+11321,25222875,0.0,226701.8,1995-01-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-12-12,17,False,0,9568,3027,Mid-term,English
+11322,25226342,402.81666666666666,9667.6,1971-01-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,1-5,Unknown,Standard,2009-08-31,1,False,1,18348,4226,Long-term,Unknown
+11323,25228455,0.0,98170.40000000001,1988-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-23,15,True,0,11834,2561,Mid-term,English
+11324,25230327,0.0,1421386.6666666667,1996-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-31,20,False,0,8990,3435,Mid-term,English
+11325,25233118,0.0,178505.6,1987-04-01,1,False,False,False,NOTICE,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,500+,English,Premier,2012-09-28,1,False,0,12414,3102,Mid-term,English
+11326,25235071,0.0,338331.83999999997,1993-03-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-05,23,True,0,10253,2638,Mid-term,English
+11327,25236745,0.0,568342.7999999999,1988-07-01,47,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-12-07,47,False,0,11957,2302,Mid-term,English
+11328,25237269,0.0,384546.8571428572,1992-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-20,18,False,0,10633,2258,Mid-term,English
+11329,25240095,0.0,1413890.300952381,2004-09-04,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-01,22,True,0,6048,3830,Short-term,English
+11330,25240482,0.0,451788.5142857143,1992-07-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-03,19,True,0,10496,2885,Mid-term,English
+11331,25241891,0.0,222042.4380952381,1986-12-15,22,False,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-02,22,False,0,12521,4071,Mid-term,English
+11332,25246417,749.4666666666667,1495186.0,2016-02-08,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-09-12,15,False,1,1874,2023,Short-term,English
+11333,25247240,806.8666666666668,711656.4000000001,1993-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-03-05,21,True,1,9978,2579,Mid-term,English
+11334,25247320,0.0,120878.5066666667,1987-08-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Italian,Premier,2014-05-31,19,True,0,12278,2492,Mid-term,European
+11335,25248165,485.1,126126.0,1994-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-04-05,20,False,1,9902,2913,Mid-term,English
+11337,25250886,261.0857142857143,108611.65714285715,1994-02-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-29,16,True,1,9902,2798,Mid-term,English
+11338,25251717,0.0,212227.80800000002,1997-07-01,12,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-30,12,True,0,8670,3954,Mid-term,English
+11340,25259202,0.0,595156.0000000001,2014-01-07,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-04-10,15,False,0,2636,2908,Short-term,English
+11342,25259881,157.61904761904765,146585.71428571432,1994-12-15,31,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-10,31,True,1,9599,2056,Mid-term,English
+11343,25260353,0.0,2875867.8666666667,1990-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2014-02-23,23,False,0,11335,2589,Mid-term,English
+11344,25263971,0.0,296512.0,2001-12-13,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-04-07,16,True,0,7044,2546,Mid-term,English
+11345,25266055,0.0,1179503.6190476192,2008-11-06,25,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-20,25,False,0,4524,2684,Short-term,English
+11346,25268572,0.0,575442.0,1985-12-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-04-15,18,True,0,12886,2173,Mid-term,English
+11347,25270145,0.0,454215.0857142858,1991-12-01,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-05-10,18,True,0,10709,2513,Mid-term,English
+11348,25273034,248.64000000000001,71608.32,1993-12-15,24,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-19,24,True,1,9964,2381,Mid-term,English
+11349,25278631,0.0,250914.1333333334,1997-12-25,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-16,16,False,0,8493,2933,Mid-term,English
+11350,25279092,0.0,51197.71428571429,2009-04-01,6,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-07-19,6,True,0,4378,2808,Short-term,English
+11351,25280850,0.0,309281.1428571429,1997-03-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-10-26,20,True,0,8778,1979,Mid-term,English
+11352,25280971,0.0,623480.0,1987-12-15,5,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-05-27,5,True,0,12156,2861,Mid-term,English
+11353,25281723,0.0,288193.33333333343,1995-06-01,10,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-19,10,True,0,9431,2412,Mid-term,English
+11354,25282919,0.0,391905.8666666667,1997-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2014-09-30,20,True,0,8686,2370,Mid-term,English
+11355,25287404,597.8333333333334,527289.0,1994-08-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-12-30,18,True,1,9721,3375,Mid-term,English
+11356,25287475,0.0,362671.4,1992-08-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-02,21,True,0,10465,3647,Mid-term,English
+11357,25288290,868.8914285714287,1403259.6571428576,2008-02-14,19,False,False,False,NOTICE,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2004-06-29,19,True,1,4790,6115,Short-term,English
+11358,25289110,101.92000000000002,65228.80000000001,1974-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-11-04,20,False,1,17101,1970,Long-term,English
+11359,25289231,0.0,222422.85714285713,1996-10-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Russian,Premier,2015-01-23,12,True,0,8929,2255,Mid-term,European
+11360,25289422,0.0,198153.28,1991-08-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-05-30,23,True,0,10831,4319,Mid-term,English
+11361,25292889,0.0,97097.20000000001,1962-12-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-12,15,True,0,21287,2876,Long-term,English
+11362,25294065,0.0,766708.8000000002,2010-02-17,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-08,15,True,0,4056,3061,Short-term,English
+11363,25297523,0.0,1424852.0,1998-10-19,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2011-09-23,13,True,0,8195,3473,Mid-term,Unknown
+11364,25301272,0.0,63728.42666666668,2015-05-11,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-14,14,True,0,2147,3208,Short-term,English
+11365,25301594,0.0,494625.73333333334,2008-05-09,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-31,13,True,0,4705,2977,Short-term,English
+11367,25304814,706.472,1311212.032,1993-12-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-31,16,True,1,9964,3708,Mid-term,English
+11368,25306917,121.97333333333334,57083.52,1994-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-13,18,True,1,9857,2175,Mid-term,English
+11369,25307880,343.94666666666666,279972.58666666667,1987-12-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-17,11,False,1,12156,2687,Mid-term,English
+11370,25308551,0.0,578458.8571428572,1991-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-19,15,False,0,10756,2989,Mid-term,English
+11371,25312962,0.0,555119.2000000001,1996-04-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2009-11-28,21,True,0,9112,4137,Mid-term,European
+11372,25318250,0.0,340446.4761904762,2007-01-10,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-04,8,False,0,5190,2731,Short-term,English
+11374,25320535,0.0,638007.552,1988-02-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2015-04-15,16,True,0,12108,2173,Mid-term,English
+11377,25330425,0.0,205870.45333333334,1995-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-03-01,17,False,0,9224,1852,Mid-term,English
+11378,25331166,0.0,411158.24761904764,1991-11-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-17,8,True,0,10725,3449,Mid-term,English
+11379,25331773,0.0,796457.142857143,1996-06-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-20,20,True,0,9065,3780,Mid-term,English
+11381,25336899,0.0,1046546.48,2007-06-29,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2005-07-09,21,True,0,5020,5740,Short-term,English
+11382,25340449,0.0,927334.9066666667,1997-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-06-04,22,True,0,8761,5775,Mid-term,English
+11383,25340589,0.0,152638.18266666666,2011-01-26,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-18,7,False,0,3713,2079,Short-term,English
+11384,25340840,340.38666666666666,275713.2,2011-09-07,18,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-02-27,18,True,1,3489,4411,Short-term,English
+11385,25341627,0.0,128973.86666666668,1993-05-01,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-30,4,True,0,10192,3466,Mid-term,English
+11387,25349505,159.52380952380952,345050.0,1982-02-01,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-27,21,True,1,14299,2070,Long-term,English
+11388,25350822,0.0,383021.00571428577,1995-12-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,6-10,English,Premier,2015-09-02,24,False,0,9248,2033,Mid-term,English
+11389,25351054,233.5008,353053.2096,1979-04-01,12,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-03,12,True,1,15336,2459,Long-term,English
+11390,25353798,239.12380952380954,472508.64761904767,1978-12-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-03,19,True,1,15457,2640,Long-term,English
+11391,25354296,237.95200000000003,90421.76000000001,1994-07-15,5,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-27,5,True,1,9752,2800,Mid-term,English
+11392,25354754,871.5200000000001,1496399.84,1981-09-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2014-08-17,17,False,1,14452,2414,Long-term,English
+11393,25359486,0.0,546524.16,1998-05-28,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-09-02,17,True,0,8339,3128,Mid-term,English
+11395,25370306,0.0,64525.926400000004,1986-05-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-03,8,True,0,12735,2581,Mid-term,English
+11396,25371134,0.0,5237523.200000001,1997-02-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Spanish,Standard,2010-07-08,23,True,0,8806,3915,Mid-term,European
+11397,25373733,0.0,170361.65714285715,1995-07-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-02-09,13,True,0,9387,3334,Mid-term,English
+11398,25376131,0.0,203268.0,1997-03-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-14,6,False,0,8778,3239,Mid-term,English
+11400,25379834,0.0,252720.0,1996-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-30,21,True,0,8929,3801,Mid-term,English
+11401,25381149,370.56,142665.6,2004-05-17,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-04,11,False,1,6158,2823,Short-term,English
+11402,25381962,0.0,1657141.2,1990-11-01,25,True,True,True,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-25,25,True,0,11104,3563,Mid-term,English
+11403,25383393,172.0952380952381,15144.380952380952,1977-04-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-28,8,True,1,16052,2160,Long-term,English
+11404,25383951,461.36000000000007,1306110.1600000004,1993-11-01,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-03-26,19,True,1,10008,3288,Mid-term,English
+11405,25388390,0.0,121813.56000000001,1997-05-15,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-03,19,True,0,8717,2915,Mid-term,English
+11406,25389324,0.0,607924.8,1996-02-15,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-09,14,True,0,9172,3396,Mid-term,English
+11407,25390522,0.0,984614.3999999999,1978-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-05-29,15,False,0,15760,4320,Long-term,English
+11408,25393867,0.0,1003390.9714285715,1991-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-06-23,18,True,0,10970,4660,Mid-term,English
+11409,25394038,0.0,261787.4285714286,1998-07-20,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-21,11,True,0,8286,3171,Mid-term,English
+11410,25394393,0.0,648699.1,1985-02-01,15,True,False,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2016-03-16,15,False,0,13203,1837,Mid-term,English
+11412,25403890,0.0,612501.0666666667,1997-04-01,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-14,26,False,0,8761,2782,Mid-term,English
+11413,25403971,0.0,248965.47619047618,1990-04-15,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-09-08,13,True,0,11304,3122,Mid-term,English
+11414,25404204,0.0,386824.5333333333,1995-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-15,20,True,0,9431,3177,Mid-term,English
+11415,25409542,0.0,125214.51428571431,2000-02-29,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-30,18,True,0,7697,2401,Mid-term,English
+11417,25422182,0.0,159743.54666666666,2015-10-09,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-16,20,False,0,1996,2841,Short-term,English
+11418,25424586,254.85333333333335,36698.880000000005,1993-06-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-02-16,6,True,1,10147,2231,Mid-term,English
+11419,25424663,0.0,1549363.2000000002,1991-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2012-05-20,21,False,0,10770,3233,Mid-term,Unknown
+11420,25428171,0.0,604472.0,1990-12-15,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-07-25,22,True,0,11060,2802,Mid-term,English
+11421,25433982,0.0,731576.8571428572,2008-08-15,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-01-13,15,True,0,4607,2995,Short-term,English
+11422,25442397,0.0,116739.0,1987-04-15,21,False,True,False,NOTICE,PHONE,Y,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-03-28,21,True,0,12400,2191,Mid-term,English
+11423,25444406,217.21904761904761,192021.6380952381,2002-12-03,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-09,17,True,1,6689,2483,Mid-term,English
+11425,25451169,0.0,1779676.8,1994-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-05-29,19,False,0,9643,3590,Mid-term,English
+11426,25452541,0.0,443624.0,1984-12-25,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-04-17,23,True,0,13241,2901,Mid-term,English
+11427,25453722,0.0,384813.1733333334,2014-09-24,13,False,True,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-06,13,True,0,2376,3002,Short-term,English
+11428,25456308,0.0,2849688.7466666666,1990-03-15,16,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-05-08,16,True,0,11335,3245,Mid-term,English
+11429,25460075,0.0,250207.2,2003-09-11,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-13,18,True,0,6407,2175,Mid-term,English
+11432,25467319,0.0,291818.05714285723,1990-10-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-04-21,11,True,0,11121,3993,Mid-term,English
+11433,25471203,779.35,247833.30000000002,1993-11-01,6,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-12-24,6,True,1,10008,3381,Mid-term,English
+11434,25472839,0.0,161404.80000000002,1984-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-01-18,17,False,0,13509,3356,Mid-term,English
+11435,25473332,0.0,2499566.6666666665,1984-02-01,44,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Portuguese,Premier,2013-08-08,44,False,0,13569,2788,Mid-term,European
+11436,25476817,0.0,97329.12000000001,1997-12-15,4,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-25,4,True,0,8503,3928,Mid-term,English
+11438,25480887,0.0,225520.00000000006,1992-07-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-29,10,False,0,10482,3620,Mid-term,English
+11439,25481889,0.0,3075563.4,1996-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2003-08-30,21,False,0,8868,6419,Mid-term,English
+11440,25482473,208.0761904761905,197672.380952381,1971-01-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2014-08-13,19,True,1,18334,2418,Long-term,European
+11442,25486421,228.13333333333335,489346.00000000006,1977-04-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-23,15,True,1,16052,2561,Long-term,English
+11443,25486909,356.0571428571429,703212.8571428573,1994-09-15,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-09-18,25,True,1,9690,3478,Mid-term,English
+11444,25487591,397.6142857142857,65208.74285714285,1984-01-01,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-11-24,4,True,1,13600,2680,Mid-term,English
+11445,25489276,0.0,414272.0,1989-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-10,20,True,0,11486,2694,Mid-term,English
+11446,25489628,120.28,78783.4,1978-01-01,5,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-30,5,False,1,15791,2158,Long-term,English
+11447,25492626,406.09523809523813,539294.4761904762,1993-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,Unknown,Standard,2010-09-24,16,True,1,10025,3837,Mid-term,Unknown
+11449,25494088,0.0,1516041.6266666667,2002-01-09,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2012-01-22,23,False,0,7017,3352,Mid-term,Unknown
+11450,25495036,0.0,326847.33714285714,1991-01-15,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-18,22,True,0,11029,3082,Mid-term,English
+11451,25504502,0.0,676915.2000000001,1991-01-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-05,24,True,0,11043,3703,Mid-term,English
+11452,25507700,0.0,307714.9714285715,1991-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-15,18,True,0,10770,3238,Mid-term,English
+11453,25508526,0.0,976589.2800000001,1991-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2007-02-03,18,True,0,10953,5166,Mid-term,English
+11454,25514908,999.4291666666667,1175328.7,1992-02-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2011-10-21,24,False,1,10647,3445,Mid-term,Unknown
+11455,25515897,297.12380952380954,114095.54285714286,1965-07-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-13,24,False,1,20344,3056,Long-term,English
+11456,25517913,0.0,153125.12,1979-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-23,16,False,0,15108,3808,Long-term,English
+11457,25526248,2759.2000000000003,1241640.0000000002,1980-02-01,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,Y,Y,Y,Y,Y,Y,Y,101-500,English,Premier,2003-03-26,15,False,1,15030,6576,Long-term,English
+11458,25528025,0.0,646060.8,1997-07-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-12,19,True,0,8670,2692,Mid-term,English
+11460,25538390,223.72,579882.24,1979-12-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-05,18,True,1,15078,3217,Long-term,English
+11461,25539359,0.0,244840.95999999996,1984-08-15,14,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2013-08-05,14,True,0,13373,2791,Mid-term,Asian
+11462,25542493,694.5666666666667,1375242.0,1993-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-11-29,15,True,1,10055,3771,Mid-term,English
+11463,25543194,0.0,411502.0,1984-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-16,17,False,0,13448,2231,Mid-term,English
+11464,25543747,0.0,158165.28000000003,1986-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-07,17,False,0,12688,2758,Mid-term,English
+11465,25543749,0.0,534294.8190476191,1991-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2013-02-20,23,True,0,10984,2957,Mid-term,English
+11466,25545362,0.0,321792.00000000006,1959-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-27,21,False,0,22717,2070,Long-term,English
+11467,25546886,0.0,850448.0000000001,1990-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-16,21,True,0,11151,3450,Mid-term,English
+11468,25554022,0.0,279313.7523809524,1992-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-07-25,23,True,0,10482,2072,Mid-term,English
+11469,25560067,231.82857142857142,234610.5142857143,1994-10-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-24,22,True,1,9660,2588,Mid-term,English
+11470,25561307,0.0,564361.2000000001,2015-07-05,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-03-11,9,True,0,2092,2573,Short-term,English
+11471,25564020,0.0,169689.12380952382,2007-02-13,13,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2016-05-07,13,False,0,5156,1785,Short-term,Unknown
+11472,25569119,0.0,285480.00000000006,2006-02-23,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-17,25,True,0,5511,3175,Short-term,English
+11473,25574230,0.0,2969478.400000001,1984-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2011-08-15,14,False,0,13569,3512,Mid-term,English
+11474,25576822,0.0,142914.2857142857,1988-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-23,20,True,0,12004,1951,Mid-term,English
+11476,25579495,0.0,1606295.6693333334,2012-03-15,19,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,Y,Y,11-50,Unknown,Standard,2011-05-08,19,True,0,3299,3611,Short-term,Unknown
+11479,25591750,0.0,1277562.0000000002,1991-09-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-07-30,18,True,0,10786,3162,Mid-term,English
+11480,25591778,0.0,327534.62857142853,1990-09-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-07,17,False,0,11165,2697,Mid-term,English
+11481,25592263,730.9640000000002,1710455.7600000002,1975-03-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-06-12,18,True,1,16828,2845,Long-term,English
+11482,25594612,0.0,399236.2666666667,1989-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-13,20,False,0,11714,2418,Mid-term,English
+11483,25596582,0.0,701200.7619047619,1996-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-05,20,False,0,8973,3003,Mid-term,English
+11484,25599294,0.0,60090.240000000005,1979-08-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-11,20,True,0,15200,2147,Long-term,English
+11485,25600104,0.0,801750.0,1995-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-09-15,15,True,0,9523,3115,Mid-term,English
+11486,25601045,0.0,269288.44800000003,2004-02-04,11,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-14,11,True,0,6261,2935,Short-term,English
+11487,25602140,0.0,438884.16,1996-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Standard,2011-07-13,11,True,0,9172,3545,Mid-term,Unknown
+11488,25603540,0.0,169318.2857142857,2015-10-09,6,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,6-10,Spanish,Standard,2015-08-31,6,True,0,1996,2035,Short-term,European
+11491,25615751,0.0,882147.4666666668,1997-04-01,28,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2016-12-13,28,False,0,8761,1565,Mid-term,English
+11492,25617814,145.49600000000004,279352.32000000007,1978-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-25,20,True,1,15687,2072,Long-term,English
+11493,25618182,0.0,1266973.7142857146,1990-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,Italian,Premier,2010-02-20,22,True,0,11121,4053,Mid-term,European
+11494,25619561,195.61904761904765,40688.76190476191,1975-10-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-11,13,True,1,16600,2328,Long-term,English
+11495,25622307,0.0,735836.5485714287,1985-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-06,17,True,0,13053,2851,Mid-term,English
+11496,25622451,0.0,903321.523809524,1997-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-24,19,False,0,8639,3229,Mid-term,English
+11497,25624682,876.0,515964.0,1995-06-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Standard,2014-08-10,19,False,1,9417,2421,Mid-term,English
+11498,25628739,0.0,494316.0,2005-02-04,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,11-50,Portuguese,Premier,2012-01-03,12,True,0,5895,3371,Short-term,European
+11499,25628962,0.0,836955.5733333335,2009-06-16,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-09,19,True,0,4302,2514,Short-term,English
+11500,25629327,0.0,607209.2000000001,2007-05-24,15,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-09,15,True,0,5056,3699,Short-term,English
+11501,25630849,462.50666666666666,96201.38666666666,1991-06-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Russian,Premier,2012-03-20,16,True,1,10878,3294,Mid-term,European
+11502,25635073,0.0,31096.000000000004,1971-02-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-05-02,1,False,0,18303,2886,Long-term,English
+11503,25642276,0.0,1631750.4000000001,1991-12-01,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,101-500,Unknown,Standard,2014-05-26,16,True,0,10709,2497,Mid-term,Unknown
+11505,25644840,0.0,155030.85714285716,2014-10-14,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2011-10-15,22,True,0,2356,3451,Short-term,English
+11506,25645900,0.0,93989.532,1997-02-01,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-08,21,False,0,8820,3000,Mid-term,English
+11507,25646371,188.44000000000003,504830.76000000007,2001-06-28,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-06-01,19,True,1,7212,2856,Mid-term,English
+11509,25649460,612.1333333333334,973292.0000000002,1993-10-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-13,15,True,1,10039,4060,Mid-term,English
+11512,25657035,193.8857142857143,154139.14285714287,1978-12-25,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-23,15,True,1,15433,2316,Long-term,English
+11513,25660322,0.0,302444.5714285714,2006-09-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-18,12,True,0,5307,3051,Short-term,English
+11514,25660563,0.0,1506397.0133333332,2007-11-28,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,Y,N,N,Y,11-50,English,Standard,2012-08-05,20,True,0,4868,3156,Short-term,English
+11515,25662165,0.0,948044.8000000002,1997-07-01,10,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2007-03-31,10,True,0,8670,5110,Mid-term,English
+11516,25662271,412.5904761904762,1023224.3809523808,1966-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-09,20,True,1,19962,3883,Long-term,English
+11517,25662302,0.0,16966.4,1986-03-01,4,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-23,4,True,0,12810,2012,Mid-term,English
+11518,25663892,0.0,1072327.36,1985-10-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-23,17,True,0,12961,3382,Mid-term,English
+11520,25666042,0.0,256652.0,1990-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-04-04,19,True,0,11074,2184,Mid-term,English
+11521,25667651,0.0,1603330.163809524,2006-06-21,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Chinese,Standard,2010-06-28,22,True,0,5393,3925,Short-term,Asian
+11522,25672514,0.0,434439.77142857143,1990-12-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-05-27,18,True,0,11074,4687,Mid-term,English
+11523,25677192,0.0,567307.776,1984-03-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-21,16,True,0,13540,3201,Mid-term,English
+11524,25677569,402.95238095238096,676960.0,1994-02-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-17,20,True,1,9902,3814,Mid-term,English
+11526,25678924,0.0,2393088.0,1995-03-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,101-500,English,Premier,2011-05-06,16,False,0,9523,3613,Mid-term,English
+11527,25684029,0.0,93551.64000000001,1984-02-15,26,False,False,False,AUTO RENEW,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-11,26,True,0,13555,2816,Mid-term,English
+11529,25691701,131.41333333333336,110387.20000000001,1986-07-15,21,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-06,21,True,1,12674,2272,Mid-term,English
+11530,25691781,0.0,865512.6479999999,1988-02-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,Greek,Premier,2014-03-18,21,True,0,12108,2566,Mid-term,European
+11531,25692332,0.0,194310.47999999998,2005-07-18,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-17,21,False,0,5731,2141,Short-term,English
+11532,25695067,0.0,62642.16000000002,1991-07-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-20,21,True,0,10862,2623,Mid-term,English
+11534,25699891,375.8285714285714,99218.74285714286,2015-01-08,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-29,22,True,1,2270,3620,Short-term,English
+11537,25716733,0.0,259470.0,2003-05-22,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-02-27,18,False,0,6519,3681,Mid-term,English
+11538,25718060,0.0,485009.4857142857,1977-09-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-11,22,True,0,15899,2877,Long-term,English
+11540,25723692,270.2666666666667,243240.00000000006,1976-08-01,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-25,25,True,1,16309,2863,Long-term,English
+11541,25724021,0.0,1329432.8666666667,1985-07-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,N,N,N,N,Y,11-50,English,Premier,2012-10-20,17,True,0,13039,3080,Mid-term,English
+11542,25724223,0.0,156123.42857142858,1984-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-11-29,16,True,0,13404,2675,Mid-term,English
+11543,25725708,0.0,84850.59047619048,1991-12-25,16,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-03-12,16,False,0,10685,3302,Mid-term,English
+11544,25726776,0.0,2436042.8800000004,1997-03-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2010-11-30,17,False,0,8792,3770,Mid-term,English
+11545,25728635,0.0,87734.74285714288,1995-11-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-02,6,False,0,9264,4102,Mid-term,English
+11546,25728894,0.0,149110.40000000002,1998-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-08,15,True,0,8441,2423,Mid-term,English
+11547,25729767,1614.0800000000002,923253.76,2009-11-05,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2011-09-27,22,False,1,4160,3469,Short-term,English
+11548,25734055,0.0,262820.5714285715,1995-12-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-30,20,True,0,9248,2888,Mid-term,English
+11549,25734378,0.0,393842.4,1989-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-06-26,15,True,0,11547,3562,Mid-term,English
+11550,25744574,206.93333333333337,605486.9333333333,2001-08-14,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-22,22,True,1,7165,2409,Mid-term,English
+11552,25748625,0.0,573752.4891428573,2008-02-19,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-10-30,19,True,0,4785,2705,Short-term,English
+11553,25752423,0.0,97311.66666666669,2014-05-27,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-15,19,True,0,2496,3024,Short-term,English
+11554,25752851,0.0,796081.0000000001,2015-02-05,21,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-04,21,True,0,2242,3126,Short-term,English
+11555,25753128,0.0,211250.86666666667,1982-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-26,19,True,0,14043,2678,Mid-term,English
+11556,25753535,0.0,324264.0,1995-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-22,20,True,0,9295,2896,Mid-term,English
+11557,25759459,439.3095238095238,39977.166666666664,1979-03-01,1,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2011-10-21,1,False,1,15367,3445,Long-term,English
+11558,25767468,0.0,429985.92000000004,1989-02-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-31,14,True,0,11728,2066,Mid-term,English
+11559,25768666,165.90666666666667,220324.05333333334,1993-11-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-18,16,True,1,9994,2625,Mid-term,English
+11560,25772933,159.2761904761905,102733.14285714287,1955-07-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-07-29,15,False,1,23997,2068,Long-term,Unknown
+11561,25773668,0.0,581802.4666666667,1993-05-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-16,11,True,0,10178,2507,Mid-term,English
+11562,25778359,460.1333333333333,406757.86666666664,1976-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2016-02-13,17,False,1,16248,1869,Long-term,English
+11563,25779784,0.0,257121.42857142858,1989-11-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2010-01-28,13,True,0,11469,4076,Mid-term,English
+11564,25784150,1579.4133333333334,1326707.2,1994-03-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-04-18,7,False,1,9888,2170,Mid-term,English
+11565,25784527,231.65714285714284,208491.42857142855,1981-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-02-25,18,False,1,14347,2587,Long-term,English
+11566,25786493,0.0,400109.84000000014,1991-10-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-01-05,21,True,0,10770,3369,Mid-term,English
+11567,25787022,0.0,381996.00000000006,1998-03-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-25,14,False,0,8413,2375,Mid-term,English
+11568,25794967,0.0,108938.66666666666,1996-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-03-31,20,False,0,9143,2918,Mid-term,Unknown
+11569,25796500,0.0,265133.12,2004-09-29,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-01,21,True,0,6023,2673,Short-term,English
+11570,25801060,458.952380952381,296483.2380952381,1995-04-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-09-11,17,True,1,9478,4215,Mid-term,English
+11571,25802860,260.1714285714286,400664.0,1995-02-01,14,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-05,14,True,1,9551,2791,Mid-term,English
+11572,25805313,0.0,66687.6,1985-07-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-06-18,21,True,0,13039,2839,Mid-term,English
+11573,25805484,358.8571428571429,452160.00000000006,1984-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-29,21,True,1,13555,3498,Mid-term,English
+11574,25808989,0.0,1407513.6,1995-08-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Italian,Standard,2011-11-07,24,False,0,9356,3428,Mid-term,European
+11575,25812496,247.12380952380954,516488.76190476195,2007-04-02,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-07,19,True,1,5108,2697,Short-term,English
+11577,25815047,0.0,847341.7333333336,1997-01-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-12-16,19,True,0,8837,4119,Mid-term,English
+11579,25819853,0.0,563349.12,1993-06-05,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-06,18,False,0,10157,2668,Mid-term,English
+11580,25820553,0.0,554349.0666666667,1988-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-28,23,False,0,12079,2768,Mid-term,English
+11581,25821137,0.0,765849.6000000001,1990-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-31,18,True,0,11288,3649,Mid-term,English
+11582,25821948,0.0,687052.7999999999,1996-02-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-09,21,True,0,9172,2787,Mid-term,English
+11583,25823783,0.0,528624.64,2007-12-12,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-04-18,23,True,0,4854,1804,Short-term,English
+11584,25823876,0.0,421794.24000000005,1996-04-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-30,21,True,0,9112,3162,Mid-term,English
+11585,25824048,0.0,360856.5714285715,1991-12-25,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-22,22,True,0,10685,3231,Mid-term,English
+11586,25825857,0.0,1799775.882666667,1996-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-14,23,True,0,9186,3452,Mid-term,English
+11587,25826172,0.0,153740.16,1977-06-15,27,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2012-12-31,27,True,0,15991,3008,Long-term,English
+11588,25827917,0.0,381514.9714285715,1998-02-15,24,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,Unknown,Standard,2014-02-10,24,True,0,8441,2602,Mid-term,Unknown
+11589,25829387,0.0,297685.44000000006,1989-12-25,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-03,6,True,0,11415,3097,Mid-term,English
+11590,25832485,0.0,465578.6666666666,1989-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-28,20,True,0,11592,2281,Mid-term,English
+11591,25835974,0.0,39454.50666666667,1987-08-01,17,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-14,17,True,0,12292,3086,Mid-term,English
+11592,25839783,0.0,160183.52,1978-09-15,12,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-02-24,12,True,0,15534,2588,Long-term,English
+11593,25840455,0.0,495173.12000000005,2005-10-08,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-20,12,True,0,5649,2957,Short-term,English
+11594,25842079,0.0,50272.4,1988-03-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-04,15,True,0,12065,2945,Mid-term,English
+11595,25845922,0.0,843040.0,1992-02-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-28,20,True,0,10633,3803,Mid-term,English
+11596,25847590,0.0,406706.85714285716,1990-08-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-05,15,True,0,11196,2760,Mid-term,English
+11597,25849173,0.0,745037.3333333335,2014-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-28,22,True,0,2308,3133,Short-term,English
+11598,25851574,228.10666666666668,209858.13333333333,1974-01-01,20,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-03,20,True,1,17252,2094,Long-term,English
+11599,25852025,0.0,3330586.0000000005,2016-01-29,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2009-05-04,21,True,0,1884,4345,Short-term,English
+11601,25856018,351.4,368970.0,2001-04-24,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-31,15,False,1,7277,3496,Mid-term,English
+11602,25858745,0.0,51093.12,2002-07-02,2,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-07-05,2,True,0,6843,2822,Mid-term,English
+11603,25858926,0.0,199656.22857142854,1983-07-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-24,20,True,0,13770,2073,Mid-term,English
+11604,25859194,0.0,62979.047619047626,1997-05-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-07-09,8,True,0,8717,3183,Mid-term,English
+11606,25861902,0.0,498570.4533333333,2002-09-11,20,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2014-02-22,20,True,0,6772,2590,Mid-term,Asian
+11607,25862351,0.0,1398947.2,1996-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Polish,Premier,2011-04-30,20,False,0,9065,3619,Mid-term,European
+11608,25862511,0.0,4590220.000000001,1992-09-15,25,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-09-29,25,True,0,10420,3467,Mid-term,English
+11609,25863220,0.0,272678.39999999997,1988-01-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,Unknown,Premier,2012-10-20,18,False,0,12139,3080,Mid-term,Unknown
+11610,25863318,250.73999999999998,171506.15999999997,1993-06-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-09-07,18,True,1,10161,2393,Mid-term,English
+11612,25870911,0.0,1081470.0,1997-07-01,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-12,25,True,0,8670,3576,Mid-term,English
+11613,25871026,0.0,527445.4400000001,2003-11-07,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-05,12,True,0,6350,4009,Mid-term,English
+11614,25871923,320.1333333333334,353427.20000000007,1994-04-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-10,8,False,1,9857,2237,Mid-term,English
+11615,25880710,515.2,752192.0,1964-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Italian,Premier,2011-06-24,20,True,1,20800,3564,Long-term,European
+11616,25880979,0.0,138509.28000000003,1986-02-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-07-01,21,False,0,12838,1730,Mid-term,English
+11617,25884698,0.0,729565.2000000001,1995-03-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-23,18,False,0,9509,2804,Mid-term,English
+11618,25885070,0.0,250662.97142857144,1988-03-01,22,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-02,22,False,0,12079,2825,Mid-term,English
+11619,25891591,758.0333333333333,511672.5,1993-10-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-03-14,15,True,1,10025,4031,Mid-term,English
+11620,25894074,747.6800000000001,538329.6000000001,1971-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-03-21,20,False,1,18348,4754,Long-term,English
+11621,25894859,0.0,758748.0952380951,2011-07-12,23,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-19,23,True,0,3546,2381,Short-term,English
+11622,25896878,259.7733333333333,483957.7199999999,1993-11-15,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-02,23,True,1,9994,3586,Mid-term,English
+11623,25896952,260.72380952380956,317040.15238095244,1994-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-01,19,True,1,9660,2795,Mid-term,English
+11624,25903923,149.93333333333337,313360.66666666674,1993-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-01,22,True,1,10069,2461,Mid-term,English
+11626,25908107,258.89500000000004,452548.4600000001,2005-07-22,23,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,Y,Y,Y,Y,Y,Y,1-5,Unknown,Premier,2014-03-26,23,False,1,5727,2558,Short-term,Unknown
+11627,25909074,0.0,143488.0,1986-02-01,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-31,10,True,0,12838,3222,Mid-term,English
+11629,25911722,0.0,664357.2000000001,1990-08-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-02-08,6,True,0,11196,2969,Mid-term,English
+11630,25914502,476.8152380952381,493503.77142857143,1990-05-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-03,15,True,1,11288,3555,Mid-term,English
+11631,25916644,129.0,73530.0,2005-05-12,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-31,19,True,1,5798,2247,Short-term,English
+11632,25918221,0.0,1143463.776,1995-06-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Arabic,Premier,2010-12-22,14,True,0,9431,3748,Mid-term,Asian
+11633,25926982,0.0,369824.3599999999,1976-10-15,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-17,19,True,0,16234,3814,Long-term,English
+11634,25928002,119.25333333333333,30051.84,1976-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-11,18,False,1,16356,2147,Long-term,English
+11635,25928298,0.0,1599788.5714285714,1996-12-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-01-27,20,True,0,8868,5173,Mid-term,English
+11636,25933553,1606.6666666666667,208866.6666666667,1994-03-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-09-10,10,True,1,9874,4216,Mid-term,English
+11638,25939437,584.1600000000001,1238419.2000000002,1995-08-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-06,20,False,1,9356,3917,Mid-term,English
+11640,25941531,0.0,465408.0,1973-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-24,21,False,0,17283,2499,Long-term,English
+11641,25941647,0.0,606183.936,2002-10-11,16,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-03-14,16,True,0,6742,3666,Mid-term,English
+11642,25944266,0.0,154321.92,1987-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-12-11,16,True,0,12445,2298,Mid-term,English
+11643,25949281,855.1400000000001,2307167.72,1981-05-01,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,Y,Y,Y,Y,Y,Y,Y,101-500,English,Standard,2015-01-05,19,True,1,14575,2273,Long-term,English
+11644,25952827,0.0,156925.44,1987-11-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2017-12-21,18,False,0,12200,1192,Mid-term,English
+11645,25955470,0.0,80571.40000000002,1995-09-15,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-08-26,19,True,0,9325,2040,Mid-term,English
+11646,25957990,0.0,189153.3866666667,2009-01-20,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-23,8,True,0,4449,3991,Short-term,English
+11647,25961216,0.0,1429893.4000000001,1995-07-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-03-07,15,True,0,9387,2942,Mid-term,English
+11648,25968517,0.0,674333.184,1985-12-01,16,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-10,16,False,0,12900,3974,Mid-term,English
+11649,25968973,0.0,122345.81333333335,1991-09-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-21,19,True,0,10800,2987,Mid-term,English
+11650,25969245,0.0,277003.8333333333,1997-01-01,11,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-08-21,11,True,0,8851,2410,Mid-term,English
+11651,25969736,0.0,150064.53333333335,1992-07-15,5,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-02-19,5,True,0,10482,2228,Mid-term,English
+11652,25972137,0.0,477552.24000000005,1988-12-01,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-03-10,22,True,0,11804,3670,Mid-term,English
+11653,25973565,363.0666666666667,248337.60000000003,1994-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-30,18,False,1,9599,3528,Mid-term,English
+11654,25974858,0.0,449147.3554285714,1987-08-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-09,16,True,0,12278,2088,Mid-term,English
+11655,25980312,0.0,240346.28571428574,1992-02-01,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-16,9,True,0,10647,3053,Mid-term,English
+11656,25984321,0.0,374752.00000000006,1992-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-25,15,True,0,10343,3014,Mid-term,English
+11658,25993422,0.0,7413.886666666666,1987-01-01,1,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-09-10,1,True,0,12504,2025,Mid-term,English
+11660,26003491,0.0,674902.7999999999,1987-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-08,18,True,0,12200,3611,Mid-term,English
+11661,26004284,0.0,706054.4400000002,1993-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-05-04,19,True,0,10222,3249,Mid-term,English
+11662,26005351,0.0,210152.380952381,1997-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-11-06,17,False,0,8670,2698,Mid-term,English
+11664,26015391,0.0,185140.26666666666,1997-03-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-20,14,True,0,8778,3080,Mid-term,English
+11665,26021392,0.0,1004023.3333333333,1998-06-26,19,False,True,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2009-10-11,19,False,0,8310,4185,Mid-term,English
+11666,26025622,0.0,186644.64,1993-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-23,21,False,0,10253,3260,Mid-term,English
+11667,26035011,0.0,809880.0,1988-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,101-500,English,Premier,2013-08-27,16,True,0,11957,2769,Mid-term,English
+11668,26037121,0.0,10470.720000000001,1980-09-01,1,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-17,1,True,0,14817,1957,Long-term,English
+11669,26037706,0.0,405065.1428571429,1987-03-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-01,24,True,0,12445,3252,Mid-term,English
+11670,26043111,0.0,65020.8,2007-11-30,8,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2016-05-12,8,True,0,4866,1780,Short-term,Unknown
+11671,26043539,0.0,20556.000000000004,1978-03-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-26,1,False,0,15732,3654,Long-term,English
+11672,26044453,0.0,759790.2,1995-08-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-09-24,13,True,0,9356,2376,Mid-term,English
+11673,26045804,0.0,518555.52,1992-09-01,12,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-22,12,True,0,10434,2682,Mid-term,English
+11674,26049571,326.05333333333334,774702.72,1980-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-17,18,True,1,14987,2595,Long-term,English
+11675,26050611,545.2380952380953,39257.14285714286,1980-12-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-01-01,4,True,1,14712,4834,Long-term,English
+11677,26052371,0.0,98669.28,1987-04-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-28,19,True,0,12400,2403,Mid-term,English
+11678,26052707,0.0,622033.0285714285,1997-09-01,11,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-29,11,True,0,8608,3863,Mid-term,English
+11679,26054048,275.25714285714287,151666.6857142857,1971-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2013-04-19,19,True,1,18000,2899,Long-term,English
+11680,26054204,0.0,241681.06666666668,1995-12-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-25,14,False,0,9248,3136,Mid-term,English
+11681,26056115,0.0,236083.19999999998,1997-04-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-10-22,8,True,0,8747,3444,Mid-term,English
+11683,26061190,152.21142857142857,475660.71428571426,1972-02-01,25,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2016-05-26,25,True,1,17952,1766,Long-term,English
+11684,26061211,0.0,1079097.5999999999,1993-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-11-03,21,True,0,10281,3432,Mid-term,English
+11685,26062535,143.28,71066.88,1974-10-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-07,4,True,1,16979,2393,Long-term,English
+11686,26065220,0.0,657059.52,1991-04-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-23,15,True,0,10953,2439,Mid-term,English
+11687,26067222,0.0,346301.5,1990-08-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2011-09-14,4,True,0,11196,3482,Mid-term,English
+11689,26070204,0.0,302616.68571428576,1990-08-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-09-20,12,False,0,11196,3841,Mid-term,Unknown
+11690,26079176,0.0,459792.6666666667,2013-10-10,13,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2015-02-04,13,True,0,2725,2243,Short-term,English
+11691,26079974,0.0,663944.7466666667,2001-09-27,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-05,17,False,0,7121,2579,Mid-term,English
+11692,26082514,0.0,247247.99999999994,1998-06-24,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-06,12,False,0,8312,2333,Mid-term,English
+11693,26087188,290.4952380952381,646932.8952380953,1993-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-31,17,True,1,10178,3008,Mid-term,English
+11694,26087973,315.1333333333334,301582.60000000003,1973-05-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-03-02,11,False,1,17483,2217,Long-term,English
+11696,26092337,0.0,473306.28571428574,1996-03-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-05-04,15,True,0,9157,2519,Mid-term,English
+11697,26094087,0.0,918243.6266666668,1996-09-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-28,22,True,0,8973,2768,Mid-term,English
+11698,26094433,0.0,351094.6285714286,2005-08-29,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-15,12,True,0,5689,2962,Short-term,English
+11699,26095893,0.0,1059745.68,1993-07-01,21,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2009-12-19,21,True,0,10131,4116,Mid-term,English
+11700,26099341,483.6,278553.60000000003,1992-01-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-26,18,False,1,10678,2831,Mid-term,English
+11701,26101938,378.152380952381,211009.02857142861,1994-08-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-13,9,False,1,9721,3636,Mid-term,English
+11702,26110595,0.0,129577.7,1992-10-01,7,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-02-02,7,True,0,10404,2975,Mid-term,Unknown
+11703,26111070,320.16,614707.2000000001,1977-12-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-19,20,True,1,15822,2565,Long-term,English
+11704,26111415,455.9428571428572,770999.3714285715,1993-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-10-02,19,False,1,10055,4194,Mid-term,English
+11705,26113719,0.0,610040.0,1998-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-31,15,False,0,8441,3008,Mid-term,English
+11706,26118943,189.7904761904762,57696.304761904765,1978-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-12-22,19,True,1,15640,2287,Long-term,Unknown
+11707,26123667,1497.0666666666664,2009063.4666666663,2008-01-17,11,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,500+,English,Premier,2013-11-26,11,True,1,4818,2678,Short-term,English
+11708,26125920,384.1333333333333,97185.73333333332,2007-03-06,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-01,23,True,1,5135,3679,Short-term,English
+11710,26130708,139.412,123937.268,1969-04-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-11,7,True,1,18974,2024,Long-term,English
+11711,26130957,0.0,3493228.8,1996-03-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-02-13,24,True,0,9157,3330,Mid-term,English
+11712,26131467,259.0666666666667,458807.06666666677,2013-01-02,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-13,23,True,1,3006,2783,Short-term,English
+11713,26131507,0.0,332421.02400000003,2010-04-26,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-26,18,True,0,3988,2892,Short-term,English
+11715,26145456,0.0,510802.4000000001,1987-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-10-25,17,True,0,12156,2710,Mid-term,English
+11716,26145615,0.0,374520.96,1984-08-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-11,18,True,0,13373,3242,Mid-term,English
+11717,26147639,0.0,313330.2857142857,1989-03-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-11,22,True,0,11714,2024,Mid-term,English
+11718,26148789,0.0,74998.85714285714,1993-03-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-01-14,4,True,0,10239,2994,Mid-term,English
+11719,26153495,0.0,124872.0,1998-02-15,3,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,51-100,English,Premier,2011-08-18,3,True,0,8441,3509,Mid-term,English
+11720,26153988,228.45714285714286,221146.51428571428,1994-06-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-20,8,True,1,9796,2564,Mid-term,English
+11721,26158742,0.0,494055.46666666673,1997-08-15,8,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-11-09,8,True,0,8625,2695,Mid-term,English
+11722,26159270,358.5714285714286,75300.00000000001,2015-05-11,21,True,True,True,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Standard,2011-08-31,21,True,1,2147,3496,Short-term,English
+11723,26161173,0.0,401398.3306666667,1991-08-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2014-09-07,22,True,0,10817,2393,Mid-term,English
+11724,26164904,1324.0066666666667,452810.28,2005-05-18,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,Greek,Standard,2012-12-27,19,True,1,5792,3012,Short-term,European
+11725,26165962,0.0,2052691.2,2011-12-01,21,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,Y,N,Y,11-50,English,Premier,2008-07-20,21,True,0,3404,4633,Short-term,English
+11726,26166177,0.0,789297.6,1990-11-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-21,20,True,0,11104,2653,Mid-term,English
+11727,26166515,0.0,159440.4,1974-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-10-04,18,True,0,17252,2366,Long-term,English
+11728,26166577,0.0,158892.30000000002,1995-08-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-08-29,9,True,0,9370,2402,Mid-term,English
+11731,26173911,0.0,707429.9428571429,1998-01-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-14,24,False,0,8472,2539,Mid-term,English
+11732,26176196,0.0,10933.2,1997-03-15,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-11-21,1,True,0,8778,3414,Mid-term,English
+11733,26180331,0.0,567809.0285714286,1989-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2013-04-27,19,True,0,11469,2891,Mid-term,European
+11734,26185510,658.1066666666668,284302.0800000001,1993-10-01,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-06-23,18,True,1,10039,4295,Mid-term,English
+11735,26188097,158.11428571428573,323818.0571428572,1973-08-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-06,16,False,1,17405,2060,Long-term,English
+11736,26193026,0.0,1032287.2083333333,1997-07-15,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-09-19,10,True,0,8656,2746,Mid-term,Unknown
+11738,26194607,0.0,886683.2000000001,1995-03-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-01,20,True,0,9523,3526,Mid-term,English
+11739,26197645,273.21600000000007,168027.84000000003,1993-07-15,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-26,15,True,1,10117,3257,Mid-term,English
+11740,26197688,0.0,150038.0,1996-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-09,21,False,0,9172,3852,Mid-term,English
+11741,26201449,0.0,451992.0,1995-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-30,15,False,0,9295,3497,Mid-term,English
+11745,26216325,153.4,144963.0,1976-11-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-26,9,True,1,16203,2497,Long-term,English
+11746,26220411,426.43466666666666,1211074.4533333331,1977-04-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-07-03,20,True,1,16066,4285,Long-term,English
+11747,26222580,0.0,151689.60000000003,1972-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-04-11,18,False,0,17725,2177,Long-term,English
+11748,26225450,0.0,210402.93333333335,1996-08-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-18,20,False,0,9004,2959,Mid-term,English
+11751,26235854,0.0,479050.34666666674,2015-08-30,14,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-20,14,True,0,2036,3476,Short-term,English
+11752,26236247,655.9809523809524,1241115.9619047618,1994-08-01,22,False,False,False,NOTICE,MAIL,N,N,Y,Y,Y,Y,N,Y,Y,6-10,English,Premier,2005-10-30,22,True,1,9735,5627,Mid-term,English
+11753,26237323,0.0,426634.3961904762,1990-01-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-09-24,19,True,0,11394,4567,Mid-term,English
+11754,26246069,0.0,419757.65333333344,1997-09-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Spanish,Standard,2010-11-01,17,False,0,8608,3799,Mid-term,European
+11755,26246153,123.14666666666668,277080.00000000006,1979-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-01,18,False,1,15153,2187,Long-term,English
+11756,26247786,0.0,375144.0,1996-01-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-27,10,True,0,9203,3134,Mid-term,English
+11757,26248949,0.0,526378.8952380953,1991-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,Spanish,Premier,2014-02-03,19,True,0,10831,2609,Mid-term,European
+11758,26252160,0.0,186305.6,1987-12-25,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-16,13,True,0,12146,2902,Mid-term,English
+11759,26252414,0.0,579156.6476190477,1987-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-08,17,True,0,12414,3580,Mid-term,English
+11761,26260026,0.0,141171.52000000002,1986-10-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-01-22,14,False,0,12596,1891,Mid-term,English
+11762,26260954,0.0,404910.9333333333,2001-06-26,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-02-06,10,True,0,7214,3337,Mid-term,English
+11763,26261859,0.0,547048.8380952382,1987-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-15,16,True,0,12431,3238,Mid-term,English
+11764,26265439,0.0,238080.63999999998,1992-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-06-05,19,True,0,10526,3217,Mid-term,English
+11765,26267091,422.78399999999993,905603.3279999999,1994-04-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-05,21,True,1,9857,2730,Mid-term,English
+11766,26269505,637.3466666666667,1135751.76,1977-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-12-14,18,True,1,15975,1930,Long-term,English
+11767,26270986,0.0,1114430.2400000002,1988-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-25,22,False,0,12065,3105,Mid-term,English
+11768,26274976,0.0,269758.944,2013-08-15,28,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-08,28,False,0,2781,2331,Short-term,English
+11769,26277462,0.0,41928.00000000001,2012-02-03,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-02,21,True,0,3340,1880,Short-term,English
+11772,26279610,0.0,224042.832,1997-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-28,18,True,0,8761,2646,Mid-term,English
+11773,26279696,0.0,254687.08571428573,1991-09-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-22,20,False,0,10786,2256,Mid-term,English
+11774,26282859,0.0,238170.0,1998-02-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-12-21,18,True,0,8455,4114,Mid-term,English
+11775,26282922,1252.7666666666667,308180.60000000003,1994-06-01,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-05-18,6,True,1,9796,2505,Mid-term,English
+11776,26286161,0.0,993491.3333333334,1990-03-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-01-07,20,True,0,11349,2636,Mid-term,English
+11778,26286573,0.0,33429.94285714286,1991-10-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-21,8,True,0,10770,2288,Mid-term,English
+11779,26286846,167.0095238095238,259532.80000000002,1980-12-01,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Arabic,Premier,2015-06-04,21,False,1,14726,2123,Long-term,Asian
+11780,26287407,0.0,1261786.6800000002,1980-08-15,18,False,False,False,NOTICE,BRANCH (POS),Y,N,Y,N,N,N,Y,N,Y,101-500,English,Premier,2013-01-10,18,True,0,14834,2998,Long-term,English
+11781,26287782,216.38666666666668,209678.68000000002,1994-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-19,19,True,1,9916,3142,Mid-term,English
+11782,26288710,173.85333333333335,36509.200000000004,1972-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-29,21,True,1,17801,2706,Long-term,English
+11783,26297497,260.14285714285717,34338.857142857145,1967-07-01,3,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-08-13,3,True,1,19628,2418,Long-term,Unknown
+11784,26299257,295.25333333333333,80308.90666666666,1972-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2010-06-04,16,True,1,17909,3949,Long-term,English
+11785,26301919,0.0,431106.019047619,1993-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-04-09,19,True,0,10281,2909,Mid-term,Unknown
+11786,26304109,590.1333333333333,313950.93333333335,1978-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-01-31,19,True,1,15718,3343,Long-term,English
+11787,26310042,0.0,46788.840000000004,2011-06-14,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-05,3,True,0,3574,3461,Short-term,English
+11788,26312148,0.0,401258.28571428574,1984-01-01,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-17,15,True,0,13600,3449,Mid-term,English
+11789,26314502,0.0,370662.5,1986-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-06-09,15,True,0,12838,2483,Mid-term,English
+11790,26315370,0.0,510036.80000000016,2013-11-14,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-06-18,21,True,0,2690,2839,Short-term,English
+11791,26321632,372.4133333333334,57351.653333333335,1977-01-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-04-05,11,False,1,16156,4739,Long-term,English
+11792,26323556,513.3714285714285,1090400.9142857143,1962-10-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,Polish,Premier,2008-08-17,18,True,1,21362,4605,Long-term,European
+11793,26325305,0.0,373809.60000000003,2017-07-20,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-25,18,True,0,1346,3289,Short-term,English
+11794,26331046,0.0,792325.8666666667,1995-10-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Portuguese,Premier,2013-10-14,16,True,0,9309,2721,Mid-term,European
+11795,26333301,0.0,1213630.0,1995-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,51-100,English,Standard,2012-01-31,17,True,0,9568,3343,Mid-term,English
+11796,26336087,1637.3333333333335,2084325.3333333335,1973-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2014-02-09,19,False,1,17283,2603,Long-term,English
+11797,26338561,0.0,536135.8476190477,1991-04-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-04,13,True,0,10953,3310,Mid-term,English
+11799,26339637,0.0,334980.8,2004-12-02,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-07-27,11,True,0,5959,3896,Short-term,English
+11800,26342436,0.0,1877969.6,1996-05-01,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,Portuguese,Standard,2012-09-29,26,True,0,9096,3101,Mid-term,European
+11801,26342493,0.0,364157.0,1995-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-29,17,True,0,9523,3285,Mid-term,English
+11802,26343025,305.1013333333334,292897.2800000001,1992-10-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-14,12,True,1,10390,3329,Mid-term,English
+11803,26344396,0.0,259852.32,1989-12-01,12,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-06,12,False,0,11439,2821,Mid-term,English
+11804,26347798,0.0,406280.952,1998-05-04,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-11-27,18,True,0,8363,3408,Mid-term,English
+11805,26351444,0.0,442656.0000000001,2003-10-22,25,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-07-12,25,True,0,6366,2815,Mid-term,English
+11806,26353436,147.38666666666666,77377.99999999999,1980-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-27,15,True,1,15001,2435,Long-term,English
+11807,26357100,157.66666666666666,218526.0,1973-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-12,21,True,1,17572,2541,Long-term,English
+11808,26364236,1166.7333333333333,2117621.0,2017-08-29,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-02-28,15,True,1,1306,3315,Short-term,English
+11809,26367015,0.0,386803.8095238095,2005-11-17,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-15,19,True,0,5609,2750,Short-term,English
+11810,26367892,133.69333333333336,69520.53333333335,1975-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-14,20,False,1,16675,2295,Long-term,English
+11811,26367996,224.34285714285716,314080.00000000006,2010-03-16,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-25,25,True,1,4029,2163,Short-term,English
+11812,26369241,0.0,173011.80000000002,2017-01-19,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Standard,2015-09-01,13,True,0,1528,2034,Short-term,English
+11813,26369501,377.4704761904762,477500.1523809524,1994-09-01,23,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-01,23,True,1,9704,3007,Mid-term,English
+11815,26372111,0.0,189810.5904761905,1992-12-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-05,16,True,0,10329,3583,Mid-term,English
+11816,26373322,0.0,231974.29333333333,1968-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-31,19,True,0,19370,2765,Long-term,English
+11817,26374066,0.0,180087.61904761905,1989-12-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-05-23,16,True,0,11439,2500,Mid-term,Unknown
+11818,26376245,0.0,156257.14285714287,1986-09-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-04-17,5,False,0,12626,2171,Mid-term,English
+11819,26376835,0.0,353359.4285714286,1992-06-01,10,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-10-13,10,True,0,10526,2722,Mid-term,English
+11821,26381005,614.0533333333334,561858.8,1969-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-03,15,True,1,18744,4070,Long-term,English
+11822,26389945,0.0,536613.84,1990-09-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-09-05,17,True,0,11151,3491,Mid-term,English
+11824,26398729,0.0,203003.73333333334,1991-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-22,10,True,0,10862,3047,Mid-term,English
+11827,26413214,0.0,1197610.2000000002,1963-10-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-11-30,18,False,0,20983,3039,Long-term,English
+11828,26416081,167.12380952380954,200047.2,1974-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-03,19,True,1,17009,2124,Long-term,English
+11829,26422559,0.0,945111.8040000001,1998-02-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-07-18,21,True,0,8455,3905,Mid-term,English
+11831,26428564,0.0,1256902.826666667,1995-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-03-07,22,False,0,9339,4038,Mid-term,English
+11832,26433641,0.0,712116.8,2004-03-09,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2011-06-20,14,True,0,6227,3568,Short-term,Unknown
+11833,26435775,153.64,94027.68,1993-09-15,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-24,17,True,1,10055,2499,Mid-term,English
+11834,26435986,275.6693333333333,216124.75733333334,1992-03-15,8,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-10-03,8,True,1,10604,3097,Mid-term,English
+11835,26436945,0.0,119160.6,1985-02-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-27,18,True,0,13203,3012,Mid-term,English
+11836,26437951,0.0,571350.4,1984-09-15,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-02-19,8,True,0,13342,3324,Mid-term,English
+11837,26438508,0.0,405649.0285714286,1995-08-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-10-29,23,False,0,9356,4167,Mid-term,English
+11838,26439410,0.0,480087.77142857143,1990-05-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2008-06-09,17,True,0,11288,4674,Mid-term,English
+11839,26441438,0.0,657497.7142857144,1989-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2012-10-17,19,True,0,11742,3083,Mid-term,English
+11840,26444883,0.0,1997478.4666666666,1997-09-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2005-04-04,7,True,0,8594,5836,Mid-term,English
+11841,26451203,0.0,663139.5085714286,1998-03-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-01-30,18,True,0,8413,3709,Mid-term,English
+11842,26453196,0.0,832122.9280000002,1991-09-15,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-24,21,True,0,10786,2741,Mid-term,English
+11843,26455922,0.0,943002.6666666667,1990-06-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-03-12,20,True,0,11257,2207,Mid-term,English
+11844,26456830,172.08,100666.80000000002,1968-04-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-04-15,15,False,1,19353,1807,Long-term,English
+11845,26457233,193.18095238095236,250748.87619047615,1988-09-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-28,22,True,1,11881,2311,Mid-term,English
+11846,26460696,0.0,558931.0628571429,1991-07-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-26,18,False,0,10862,3227,Mid-term,English
+11847,26464361,0.0,262723.4133333334,1989-07-15,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-24,22,True,0,11578,2984,Mid-term,English
+11850,26471612,0.0,60571.68,1996-04-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-12-04,6,False,0,9112,1940,Mid-term,English
+11852,26482314,0.0,526806.2666666668,1996-04-15,41,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2013-09-24,41,True,0,9112,2741,Mid-term,Unknown
+11853,26486649,0.0,75879.99999999999,1997-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-26,4,False,0,8820,2739,Mid-term,English
+11854,26487193,0.0,552786.08,1996-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-15,22,False,0,9157,2597,Mid-term,English
+11855,26491212,0.0,297432.0,1973-02-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-30,9,False,0,17572,2493,Long-term,English
+11856,26491749,275.8228571428572,540612.8,1992-05-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-07-15,20,False,1,10543,2447,Mid-term,English
+11857,26493940,0.0,8511.6,1991-03-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-25,3,True,0,10970,2863,Mid-term,English
+11858,26497635,166.93333333333334,190304.00000000003,1977-10-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2014-01-08,20,True,1,15883,2635,Long-term,Unknown
+11859,26501258,0.0,353409.1428571429,1981-08-01,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-16,15,True,0,14483,2476,Long-term,English
+11860,26502809,0.0,107604.0,1996-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-16,18,False,0,9157,2384,Mid-term,English
+11864,26509514,0.0,432630.0,1992-04-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-10,19,True,0,10573,3517,Mid-term,English
+11865,26510997,193.20000000000002,60858.00000000001,1979-12-01,5,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-14,5,True,1,15092,2904,Long-term,English
+11866,26513728,0.0,425557.6,1990-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-05,15,True,0,11227,3430,Mid-term,English
+11867,26521397,0.0,12567.657142857146,1996-04-15,3,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-18,3,True,0,9112,2291,Mid-term,English
+11869,26526899,0.0,69107.04,2009-11-23,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-08-03,17,False,0,4142,1697,Short-term,English
+11870,26528605,291.8266666666667,231126.72000000003,1990-05-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-07-09,18,True,1,11274,3914,Mid-term,English
+11871,26530287,0.0,151168.53333333333,2012-03-03,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-20,7,True,0,3311,3202,Short-term,English
+11873,26531106,0.0,139231.33714285714,1991-10-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-16,11,True,0,10756,3511,Mid-term,English
+11874,26532138,0.0,884695.7599999999,1989-03-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-12-27,15,True,0,11700,4108,Mid-term,English
+11876,26534382,120.4,91022.40000000001,1962-09-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-04-29,18,True,1,21392,2159,Long-term,English
+11877,26536059,0.0,417468.8,1987-12-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-26,12,True,0,12170,3470,Mid-term,English
+11878,26536098,0.0,1365852.24,1996-01-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,101-500,English,Standard,2013-10-31,19,False,0,9217,2704,Mid-term,English
+11881,26538167,181.4857142857143,342282.0571428572,1999-08-27,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-20,23,True,1,7883,2227,Mid-term,English
+11882,26539559,173.9466666666667,47313.49333333334,2014-01-04,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-28,8,True,1,2639,2707,Short-term,English
+11883,26547287,164.51428571428573,115160.00000000001,1966-01-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-22,20,True,1,20174,2105,Long-term,English
+11885,26553762,0.0,71940.0,1987-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2016-06-16,18,True,0,12278,1745,Mid-term,English
+11886,26554131,1858.8000000000002,4516884.0,1967-07-15,18,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-06-28,18,True,1,19614,2829,Long-term,English
+11887,26554260,211.2952380952381,325394.6666666666,1965-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-21,20,True,1,20480,2441,Long-term,English
+11888,26555098,534.8633333333333,873966.6866666666,2015-05-06,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-02-01,19,False,1,2152,2611,Short-term,English
+11889,26557355,329.38666666666666,172928.0,1954-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-06-19,15,True,1,24484,4299,Long-term,English
+11890,26559385,0.0,270676.2666666667,1995-04-01,17,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-02-13,17,True,0,9492,2964,Mid-term,English
+11891,26561227,0.0,300504.00000000006,1991-04-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-02,19,True,0,10953,2276,Mid-term,English
+11892,26563051,0.0,188020.90666666668,1996-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-05-13,16,True,0,9126,3240,Mid-term,English
+11893,26571113,0.0,461196.4,2006-10-17,21,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Greek,Premier,2011-06-16,21,True,0,5275,3572,Short-term,European
+11894,26578187,0.0,574279.2000000001,1995-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-27,18,True,0,9295,3896,Mid-term,English
+11895,26578229,0.0,38145.52000000001,2003-10-20,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2013-11-18,2,True,0,6368,2686,Mid-term,English
+11896,26578668,0.0,801151.104,2017-04-03,12,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-12-17,12,True,0,1454,3753,Short-term,English
+11897,26579699,0.0,482122.7200000001,1996-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-06-17,19,True,0,9065,3205,Mid-term,English
+11898,26584922,0.0,3622146.6666666665,1983-07-15,13,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2003-01-30,13,True,0,13770,6631,Mid-term,English
+11899,26586032,0.0,1387358.1600000001,2012-03-03,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-01-16,23,True,0,3311,3358,Short-term,English
+11900,26587538,0.0,112039.89333333334,1987-08-01,8,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-12,8,True,0,12292,2480,Mid-term,English
+11901,26588049,365.42857142857144,972040.0000000001,1993-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,N,6-10,English,Standard,2012-12-17,19,True,1,10267,3022,Mid-term,English
+11903,26594920,0.0,685344.0000000001,1993-04-01,21,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-11,21,True,0,10222,3850,Mid-term,English
+11905,26595864,153.19200000000004,227030.54400000005,1978-12-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-25,19,True,1,15443,2133,Long-term,English
+11908,26599319,0.0,345773.6533333333,2005-06-13,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-15,19,True,0,5766,3877,Short-term,English
+11911,26607373,188.64,315783.3599999999,1967-07-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2015-08-13,18,False,1,19628,2053,Long-term,European
+11912,26608273,0.0,93802.8,1996-04-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-11,15,True,0,9126,2451,Mid-term,English
+11913,26608840,0.0,742757.2533333333,2012-06-13,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-05,22,True,0,3209,2972,Short-term,English
+11915,26616002,361.49333333333334,910963.2000000001,2014-10-10,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-19,24,True,1,2360,2777,Short-term,English
+11916,26617458,0.0,83564.29714285713,1996-12-15,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-03,11,True,0,8868,2671,Mid-term,English
+11917,26621934,0.0,1875088.8000000003,1997-11-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-07-07,13,True,0,8547,2820,Mid-term,English
+11919,26625476,0.0,194212.72380952383,1996-02-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2011-12-28,4,True,0,9172,3377,Mid-term,Unknown
+11923,26631463,0.0,130111.33333333334,1994-11-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-20,7,False,0,9643,2868,Mid-term,English
+11925,26636462,137.72,184544.80000000002,1975-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,Unknown,Standard,2014-11-03,20,True,1,16630,2336,Long-term,Unknown
+11926,26636672,0.0,134072.4,1998-12-09,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-26,21,True,0,8144,3897,Mid-term,English
+11927,26637207,301.94666666666666,253635.19999999998,2003-03-10,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-20,15,True,1,6592,2472,Mid-term,English
+11928,26643138,0.0,229939.19999999998,1989-03-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2011-12-26,6,True,0,11714,3379,Mid-term,English
+11929,26644295,547.9666666666667,21918.666666666668,1994-12-01,2,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,Y,N,N,N,Y,51-100,English,Premier,2012-07-22,2,True,1,9613,3170,Mid-term,English
+11930,26646437,0.0,853955.4285714286,1988-08-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-03-16,20,True,0,11912,3298,Mid-term,English
+11931,26648228,0.0,334874.54000000004,1990-07-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-12,21,True,0,11213,3210,Mid-term,English
+11932,26649494,0.0,157489.91999999998,2016-05-13,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-01-25,14,True,0,1779,2983,Short-term,Unknown
+11933,26649863,0.0,52056.85333333333,2003-06-24,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-12,4,True,0,6486,3241,Mid-term,English
+11935,26652294,0.0,238248.96,1984-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-11-25,16,True,0,13418,3044,Mid-term,English
+11936,26654232,0.0,603084.0666666667,1989-03-01,19,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-09-16,19,False,0,11714,2019,Mid-term,English
+11937,26655430,187.14666666666668,205487.04,1978-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2016-01-29,18,False,1,15626,1884,Long-term,English
+11938,26655693,364.34285714285716,546514.2857142857,1993-09-01,15,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-07-21,15,True,1,10069,3537,Mid-term,English
+11939,26657998,0.0,1779363.6000000003,2007-06-29,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-08-24,7,True,0,5020,2772,Short-term,English
+11940,26659842,0.0,1461708.0,1996-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-07-06,20,True,0,9186,3552,Mid-term,English
+11941,26660111,0.0,113252.59523809525,2013-11-05,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-12-25,13,True,0,2699,2649,Short-term,English
+11944,26668655,0.0,114294.22857142857,1986-03-01,19,True,False,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-26,19,True,0,12810,2801,Mid-term,English
+11946,26673654,0.0,130431.6,1986-07-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-09,5,False,0,12688,2575,Mid-term,English
+11948,26674366,0.0,386121.5800000001,1983-10-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-22,15,True,0,13692,2287,Mid-term,English
+11950,26680332,0.0,152398.4,1988-07-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2016-05-21,22,True,0,11957,1771,Mid-term,Unknown
+11951,26684121,224.69333333333336,123581.33333333334,1994-12-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-05-26,22,True,1,9613,3227,Mid-term,English
+11953,26686258,163.25714285714287,4897.714285714286,1993-06-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-01,1,True,1,10147,2096,Mid-term,English
+11954,26687721,0.0,1056211.2,2003-06-02,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-23,15,True,0,6508,3657,Mid-term,English
+11955,26689726,259.2952380952381,93346.28571428572,1978-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-11,20,True,1,15718,2785,Long-term,English
+11956,26691684,0.0,575626.4761904762,1995-06-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-25,17,True,0,9431,2983,Mid-term,English
+11957,26691912,0.0,370262.46400000004,1991-07-01,16,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-06-20,16,True,0,10862,3568,Mid-term,English
+11958,26695348,0.0,54272.685714285726,1987-07-01,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-11,6,True,0,12323,2632,Mid-term,English
+11959,26695675,0.0,197196.97199999998,1975-03-13,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-05-30,19,True,0,16816,3589,Long-term,English
+11960,26696652,232.14285714285714,104696.42857142857,1974-11-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2015-01-21,11,True,1,16948,2257,Long-term,English
+11961,26699910,0.0,1015734.0000000001,1981-12-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-12-25,18,False,0,14361,3745,Long-term,English
+11962,26701519,0.0,375595.25714285707,2002-07-08,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-06-15,12,True,0,6837,2477,Mid-term,Unknown
+11963,26703863,0.0,2349606.4000000004,1991-07-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-05-26,23,True,0,10862,3958,Mid-term,English
+11964,26706767,0.0,139135.08571428573,1995-01-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-12,4,False,0,9582,3607,Mid-term,English
+11966,26710182,0.0,311500.80000000005,1995-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-28,21,True,0,9234,3652,Mid-term,English
+11967,26712125,0.0,237838.62857142856,1986-05-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-06,8,False,0,12749,3886,Mid-term,English
+11969,26717388,0.0,165600.6857142857,2002-04-19,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-04,18,False,0,6917,3462,Mid-term,English
+11971,26718358,0.0,310991.99999999994,1983-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-09,18,True,0,13875,2695,Mid-term,English
+11972,26719236,0.0,66556.0,1987-07-01,20,False,True,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,Unknown,Premier,2016-01-13,20,True,0,12323,1900,Mid-term,Unknown
+11973,26721643,0.0,1076840.96,1984-04-01,13,False,False,False,AUTO RENEW,WEB,N,Y,N,N,Y,N,Y,N,Y,101-500,English,Premier,2014-01-18,13,True,0,13509,2625,Mid-term,English
+11974,26721838,0.0,4485140.800000001,1998-03-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,Unknown,Standard,2012-03-28,14,False,0,8427,3286,Mid-term,Unknown
+11976,26723037,0.0,364283.73333333334,1990-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-21,20,True,0,11104,2591,Mid-term,English
+11977,26723396,180.92533333333336,162832.80000000002,1976-11-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-19,20,True,1,16203,2351,Long-term,English
+11978,26725324,1773.0,3801312.0,1997-11-01,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,N,101-500,Unknown,Premier,2010-09-30,16,True,1,8547,3831,Mid-term,Unknown
+11979,26725724,0.0,450450.0,2005-12-22,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,N,51-100,English,Premier,2014-04-05,10,False,0,5574,2548,Short-term,English
+11981,26726563,0.0,480585.60000000003,1976-09-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-28,18,True,0,16278,2219,Long-term,English
+11983,26731735,0.0,413043.4285714286,2004-09-20,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-04,18,True,0,6032,3035,Short-term,English
+11985,26742942,333.96190476190475,926410.3238095237,1993-08-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-23,19,True,1,10086,3320,Mid-term,English
+11987,26745395,0.0,609386.4,1995-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-26,18,True,0,9234,3074,Mid-term,English
+11988,26748131,0.0,698836.8,1996-02-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-29,21,True,0,9172,2706,Mid-term,English
+11989,26750115,0.0,359315.2,1990-03-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-05-27,24,False,0,11335,3592,Mid-term,English
+11990,26751117,303.7866666666667,357253.12000000005,1982-06-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-10,24,False,1,14179,2482,Mid-term,English
+11991,26760396,0.0,1153689.5999999999,1990-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-18,18,False,0,11227,3143,Mid-term,English
+11993,26762736,0.0,223557.2857142857,1989-03-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,6-10,English,Premier,2012-09-01,6,True,0,11714,3129,Mid-term,English
+11994,26766091,0.0,227145.01333333334,2014-02-24,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-06-23,10,True,0,2588,2469,Short-term,English
+11996,26766627,0.0,79024.57142857142,1989-10-01,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-01,10,True,0,11500,2308,Mid-term,English
+11997,26766724,0.0,340800.9428571429,1993-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-18,17,True,0,10222,2291,Mid-term,English
+11998,26769323,0.0,136348.6,1996-10-01,15,True,True,True,NOTICE,WEB,Y,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2007-08-16,15,True,0,8943,4972,Mid-term,English
+12001,26784868,0.0,476646.93333333335,1997-03-01,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2013-09-18,14,False,0,8792,2747,Mid-term,Unknown
+12002,26785278,0.0,103394.20000000003,1994-06-01,3,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,Y,N,N,1-5,English,Standard,2012-03-01,3,True,0,9796,3313,Mid-term,English
+12004,26788365,0.0,1003452.9999999999,1999-06-17,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2009-05-27,11,True,0,7954,4322,Mid-term,English
+12005,26790352,0.0,108262.00000000001,2005-05-21,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-04,7,True,0,5789,2366,Short-term,English
+12007,26795889,0.0,117052.83333333334,1996-08-01,5,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-04-16,5,True,0,9004,2172,Mid-term,English
+12010,26805028,0.0,438571.6666666666,1989-01-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-30,23,True,0,11759,3223,Mid-term,English
+12011,26806264,0.0,71504.85333333335,1986-01-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-02,16,True,0,12855,2916,Mid-term,English
+12012,26809243,148.668,295700.652,2013-01-26,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2015-06-30,17,True,1,2982,2097,Short-term,English
+12013,26810864,0.0,1127954.2857142857,1998-06-23,24,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese,Premier,2013-11-03,24,True,0,8313,2701,Mid-term,European
+12014,26812161,0.0,440640.0,1991-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-18,15,True,0,10756,2474,Mid-term,English
+12015,26813377,0.0,520985.60000000003,1991-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-09,21,True,0,10770,2818,Mid-term,English
+12016,26816903,0.0,317353.3714285715,1996-06-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-17,12,False,0,9065,3266,Mid-term,English
+12018,26820796,0.0,1735560.0,1993-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-09-09,20,True,0,10100,4217,Mid-term,English
+12019,26822224,0.0,1086005.3333333333,1993-09-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2007-07-05,16,True,0,10069,5014,Mid-term,English
+12020,26823022,0.0,777036.0000000001,1996-07-15,17,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-09,17,True,0,9021,2726,Mid-term,English
+12021,26826431,0.0,52077.7142857143,2010-02-10,20,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-10,20,True,0,4063,2482,Short-term,English
+12022,26826526,0.0,50693.76,2006-08-11,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-26,15,False,0,5342,2405,Short-term,English
+12023,26826829,782.8333333333334,873642.0,1994-12-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2009-12-03,12,False,1,9613,4132,Mid-term,English
+12024,26827303,0.0,844104.8000000002,1992-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-25,21,True,0,10465,2375,Mid-term,English
+12025,26828167,0.0,1164562.285714286,1995-06-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-18,20,True,0,9417,3601,Mid-term,English
+12026,26828353,2382.4666666666667,1134054.1333333333,1994-02-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,500+,English,Premier,2014-08-04,7,True,1,9902,2427,Mid-term,English
+12028,26830830,0.0,129619.35999999999,1985-09-01,10,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-14,10,False,0,12991,2021,Mid-term,English
+12029,26831929,630.1409523809523,2211794.7428571424,1994-04-15,26,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-03-10,26,True,1,9843,4400,Mid-term,English
+12030,26833706,0.0,364237.92000000004,2015-09-22,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-20,18,False,0,2013,2957,Short-term,English
+12031,26835140,0.0,586920.0,1994-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-20,15,True,0,9613,3019,Mid-term,English
+12033,26842658,0.0,233895.168,1987-04-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-22,18,True,0,12400,2348,Mid-term,English
+12034,26844532,0.0,85159.36,2004-06-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-11,11,True,0,6129,2451,Short-term,English
+12036,26848044,0.0,543402.0000000001,2011-11-04,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-12,25,False,0,3431,3484,Short-term,English
+12038,26853129,0.0,698939.9040000001,1983-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-01-30,16,True,0,13692,2613,Mid-term,English
+12039,26856098,0.0,1088332.7999999998,1997-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-07,18,True,0,8670,3854,Mid-term,English
+12040,26860465,1382.3333333333335,1548213.3333333335,1977-06-15,10,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-09-26,10,True,1,15991,3104,Long-term,English
+12041,26861405,0.0,497302.0000000001,1997-01-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-07,15,False,0,8851,3032,Mid-term,English
+12042,26864304,0.0,692612.7999999998,1998-07-21,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-19,22,True,0,8285,3203,Mid-term,English
+12043,26864569,0.0,401826.56000000006,1990-05-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-06,23,True,0,11288,2790,Mid-term,English
+12044,26864967,0.0,474993.19999999995,1988-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-10-11,22,True,0,12048,2724,Mid-term,English
+12047,26866405,0.0,847212.9714285715,1998-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Standard,2005-04-21,17,True,0,8441,5819,Mid-term,English
+12048,26867270,0.0,518950.65599999996,1994-02-15,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-08,18,True,0,9902,2454,Mid-term,English
+12049,26871723,295.9428571428572,1092621.0285714287,1993-06-01,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-22,26,True,1,10161,3047,Mid-term,English
+12050,26875855,0.0,687679.2000000002,2006-08-11,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-12,20,True,0,5342,2965,Short-term,English
+12051,26885685,0.0,810415.8400000002,1991-11-15,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-09-07,17,True,0,10725,2758,Mid-term,English
+12052,26890651,0.0,400199.04000000004,1998-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-16,17,False,0,8455,2902,Mid-term,English
+12053,26892576,0.0,2391632.0,2002-06-04,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-09-11,20,False,0,6871,2754,Mid-term,English
+12054,26893978,365.92380952380955,806862.0,1994-04-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-09,15,False,1,9857,3549,Mid-term,English
+12055,26899977,0.0,267647.6666666667,1992-09-15,8,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,N,51-100,English,Premier,2013-10-12,8,True,0,10420,2723,Mid-term,English
+12056,26904349,0.0,345569.71428571426,2008-01-03,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-12-16,22,True,0,4832,2658,Short-term,English
+12058,26908984,0.0,1103771.0714285716,1995-09-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,N,6-10,English,Premier,2012-05-30,19,True,0,9325,3223,Mid-term,English
+12060,26915419,322.8266666666667,197569.92000000004,1980-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-05,18,True,1,14926,2579,Long-term,English
+12061,26920058,0.0,836776.7200000001,1998-02-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-05,19,True,0,8441,3217,Mid-term,English
+12062,26922290,0.0,183998.57142857142,1998-02-15,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-08,15,True,0,8441,2880,Mid-term,English
+12064,26924706,0.0,638199.4666666667,1969-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-03-24,22,True,0,18744,2925,Long-term,English
+12067,26930348,361.45,46627.049999999996,1993-04-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2010-08-05,3,True,1,10208,3887,Mid-term,Unknown
+12069,26934617,0.0,897459.6000000001,1990-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-07-30,21,True,0,11363,3162,Mid-term,English
+12070,26935199,0.0,303268.9523809523,1986-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-18,19,True,0,12551,2686,Mid-term,English
+12071,26937890,0.0,132197.82857142857,1997-07-01,9,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-23,9,False,0,8670,4022,Mid-term,English
+12072,26943872,419.6895238095239,438155.862857143,2016-09-16,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-05-13,18,True,1,1653,3240,Short-term,English
+12073,26945767,0.0,484319.20000000007,1991-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-27,15,True,0,10970,3592,Mid-term,English
+12074,26948751,178.7619047619048,357702.5714285715,1973-12-25,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-11,23,True,1,17259,2208,Long-term,English
+12076,26949490,0.0,303466.176,1992-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-02,18,True,0,10587,2156,Mid-term,English
+12078,26952217,0.0,1117797.3333333333,2015-10-04,7,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,500+,English,Standard,2014-03-02,7,True,0,2001,2582,Short-term,English
+12079,26957173,512.9066666666666,692424.0,1993-12-25,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-06,15,True,1,9954,3552,Mid-term,English
+12080,26959015,867.6666666666666,944021.3333333333,1995-04-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Italian,Premier,2013-11-01,17,True,1,9492,2703,Mid-term,European
+12081,26959672,0.0,147232.0,1982-08-01,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-05,8,False,0,14118,2183,Mid-term,English
+12082,26959883,0.0,388602.98285714287,1993-08-15,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-18,19,True,0,10086,2870,Mid-term,English
+12084,26967514,362.46476190476193,82641.96571428572,1993-11-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-24,3,True,1,10008,2925,Mid-term,English
+12085,26972040,0.0,396607.61904761905,1995-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2011-08-17,22,False,0,9248,3510,Mid-term,European
+12087,26975314,0.0,775241.8666666666,1997-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-02-22,20,True,0,8731,4051,Mid-term,English
+12088,26979564,0.0,539032.1142857142,1990-04-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-20,17,True,0,11318,3538,Mid-term,English
+12089,26985735,395.6,1044779.6000000001,1994-03-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-12-09,19,True,1,9888,3761,Mid-term,English
+12090,26986872,200.57142857142858,128365.71428571429,1972-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-06,20,True,1,17664,2364,Long-term,English
+12091,26987721,0.0,971617.9199999999,1985-03-01,21,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-09-01,21,False,0,13175,2399,Mid-term,English
+12092,26989843,0.0,363802.46933333337,2007-08-17,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,Chinese,Standard,2012-02-21,13,True,0,4971,3322,Short-term,Asian
+12093,27001651,0.0,292291.2,1986-11-15,9,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-05-18,9,True,0,12551,3235,Mid-term,English
+12094,27005677,0.0,411224.81904761906,1997-05-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-02,17,True,0,8717,3768,Mid-term,English
+12095,27007689,0.0,102111.1,2014-07-30,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-04,21,True,0,2432,2458,Short-term,English
+12096,27008279,0.0,742297.0666666667,1995-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-04,19,False,0,9248,3279,Mid-term,English
+12097,27014650,790.32,482095.20000000007,1994-01-15,10,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-04-26,10,False,1,9933,3623,Mid-term,English
+12098,27015631,1828.7533333333338,694926.2666666668,1994-12-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Standard,2010-10-24,19,True,1,9599,3807,Mid-term,English
+12099,27018821,0.0,538343.52,1995-08-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-21,15,True,0,9356,3262,Mid-term,English
+12100,27025825,0.0,547911.36,1984-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-07,19,False,0,13509,3307,Mid-term,English
+12101,27026673,0.0,96872.16000000002,1996-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2015-10-05,11,True,0,9021,2000,Mid-term,Unknown
+12102,27026931,0.0,241184.57142857142,1998-02-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2009-07-22,23,True,0,8441,4266,Mid-term,Unknown
+12103,27029990,0.0,67618.02666666666,1995-08-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-03,11,True,0,9370,3127,Mid-term,English
+12104,27031740,0.0,541320.0000000001,1997-08-15,9,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-12-15,9,True,0,8625,3390,Mid-term,English
+12105,27038414,0.0,572503.68,1985-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Portuguese,Premier,2013-05-23,21,False,0,12947,2865,Mid-term,European
+12106,27038662,0.0,180250.28571428574,1994-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-25,15,False,0,9916,2437,Mid-term,English
+12107,27042459,131.76,243492.47999999998,1974-11-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-03,14,True,1,16934,2275,Long-term,English
+12109,27045032,340.08000000000004,374768.16000000003,1994-06-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-26,19,True,1,9782,2801,Mid-term,English
+12111,27046476,0.0,244597.60000000003,1998-04-17,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-26,7,False,0,8380,3805,Mid-term,English
+12112,27047969,708.9766666666667,148885.1,1963-09-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-01,15,True,1,21027,3160,Long-term,English
+12113,27048660,335.14666666666665,32844.37333333333,1979-02-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-04-21,2,False,1,15395,4358,Long-term,English
+12114,27049955,399.2411428571429,808463.3142857143,1976-02-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-04,15,False,1,16491,2761,Long-term,English
+12115,27050925,651.5600000000001,1619778.1600000001,1981-02-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-04-06,22,True,1,14664,4738,Long-term,English
+12116,27051337,0.0,281830.8,2001-09-20,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-29,12,False,0,7128,2614,Mid-term,English
+12117,27052967,0.0,380167.66666666674,2014-08-08,14,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-06,14,True,0,2423,2637,Short-term,English
+12118,27053989,0.0,835056.0,1997-02-15,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-03-13,15,True,0,8806,3301,Mid-term,English
+12119,27057708,0.0,273855.36000000004,1991-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-01,19,False,0,10695,2976,Mid-term,English
+12121,27061875,0.0,339097.00000000006,1998-02-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-08-03,5,True,0,8441,5715,Mid-term,English
+12122,27069532,0.0,995610.0,1995-10-01,15,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,Portuguese,Premier,2011-12-08,15,True,0,9309,3397,Mid-term,European
+12123,27072368,0.0,118427.84,1990-10-15,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-03-01,6,False,0,11121,2583,Mid-term,English
+12125,27073761,0.0,492371.42857142864,1995-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-12,19,False,0,9309,2784,Mid-term,English
+12126,27074658,0.0,720226.6666666667,1996-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-21,19,True,0,8898,2867,Mid-term,English
+12127,27075966,786.88,961567.3600000001,1994-02-15,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2011-05-07,13,False,1,9902,3612,Mid-term,English
+12128,27082226,206.13333333333333,682713.6,1980-08-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-12-02,23,True,1,14848,3037,Long-term,English
+12129,27082247,0.0,544749.3600000001,1991-06-01,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-19,17,True,0,10892,3173,Mid-term,English
+12130,27083019,0.0,947232.0,1989-03-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-24,18,True,0,11700,3564,Mid-term,English
+12131,27087689,0.0,155961.90476190476,1987-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Standard,2012-07-30,20,True,0,12292,3162,Mid-term,Unknown
+12132,27088818,230.4761904761905,258133.33333333337,1993-04-15,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-06,16,False,1,10208,2578,Mid-term,English
+12133,27092175,123.56,231057.2,1976-02-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-03-28,17,True,1,16491,2191,Long-term,English
+12134,27100526,0.0,811981.782857143,2015-02-05,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-28,22,True,0,2242,2921,Short-term,English
+12135,27102242,0.0,490084.6971428572,1995-12-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-19,22,False,0,9234,3081,Mid-term,English
+12136,27102491,0.0,368704.80000000005,1979-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-05,15,True,0,15353,2972,Long-term,English
+12138,27105141,0.0,212465.31428571432,2004-12-21,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-09-28,18,True,0,5940,2372,Short-term,English
+12139,27105298,0.0,586190.88,1985-11-01,21,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-01,21,True,0,12930,3342,Mid-term,English
+12140,27108242,0.0,54507.885714285716,1990-11-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-23,13,True,0,11090,2804,Mid-term,English
+12141,27112503,0.0,402285.6685714286,2009-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-13,17,True,0,4287,2599,Short-term,English
+12143,27119772,0.0,54971.28,1988-11-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2015-11-17,14,True,0,11834,1957,Mid-term,English
+12144,27121079,0.0,37453.86666666667,1994-11-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-08-26,13,True,0,9643,2770,Mid-term,English
+12145,27122250,0.0,469427.54666666663,1984-01-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,Y,Y,N,Y,1-5,English,Premier,2013-05-09,23,True,0,13600,2879,Mid-term,English
+12146,27126686,0.0,230371.68,1987-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-11,21,True,0,12323,2147,Mid-term,English
+12147,27131827,0.0,549518.4,2008-10-11,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-10-19,18,True,0,4550,3447,Short-term,English
+12148,27132189,0.0,399030.1714285715,1986-07-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-02-14,18,True,0,12688,2963,Mid-term,English
+12149,27133043,0.0,559813.8666666667,1985-03-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-11,23,True,0,13161,3577,Mid-term,English
+12151,27134709,0.0,458864.2666666667,1984-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-20,20,True,0,13495,2868,Mid-term,English
+12152,27137851,0.0,838320.8228571429,1997-04-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-15,23,False,0,8761,2689,Mid-term,English
+12153,27138704,0.0,841248.5714285715,1998-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2013-07-11,22,True,0,8455,2816,Mid-term,European
+12154,27141738,1574.0,2549880.0,1977-01-01,27,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-04-15,27,True,1,16156,2538,Long-term,English
+12155,27142252,573.9561904761905,878152.9714285715,1971-09-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-14,18,False,1,18105,4090,Long-term,English
+12156,27144416,266.76,388402.56,1983-08-15,16,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2016-03-16,16,False,1,13739,1837,Mid-term,English
+12157,27147859,0.0,154889.28000000003,1984-11-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-18,18,True,0,13295,2809,Mid-term,English
+12158,27152820,372.26666666666665,245696.0,2017-01-04,20,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-06-25,20,True,1,1543,2832,Short-term,English
+12160,27159589,0.0,728093.3904761905,1996-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-22,19,False,0,8912,4235,Mid-term,English
+12161,27161279,0.0,258667.19999999998,1994-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-05,18,False,0,9857,3156,Mid-term,English
+12162,27161791,0.0,1536855.32,1985-02-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,N,N,N,N,N,Y,11-50,English,Standard,2012-09-04,21,True,0,13189,3126,Mid-term,English
+12163,27165777,0.0,1616394.0000000002,1998-09-30,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-15,21,False,0,8214,3755,Mid-term,English
+12164,27168613,513.3866666666667,528274.88,1972-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-07-04,21,True,1,17801,3554,Long-term,English
+12166,27176517,0.0,200767.04761904763,1997-05-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-10,10,False,0,8717,2543,Mid-term,English
+12168,27181572,0.0,398159.44,1989-12-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-11,23,True,0,11439,2481,Mid-term,English
+12169,27181797,0.0,216131.76,1971-09-15,5,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-11,5,True,0,18091,3028,Long-term,English
+12170,27189286,0.0,1729104.0,1997-08-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-10-12,24,False,0,8639,3819,Mid-term,English
+12171,27192803,228.644,326503.63200000004,1974-02-15,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-08,21,True,1,17207,2727,Long-term,English
+12172,27193419,235.96,268050.56,1994-10-15,16,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-01,16,True,1,9660,3342,Mid-term,English
+12173,27197295,0.0,368212.80000000005,1996-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-16,18,False,0,9217,2203,Mid-term,English
+12174,27200759,0.0,374639.34857142856,1983-01-15,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-27,18,True,0,13951,2343,Mid-term,English
+12175,27200941,0.0,524367.0000000001,1997-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-06-11,18,False,0,8761,3577,Mid-term,English
+12176,27200948,247.51999999999998,463357.43999999994,1981-08-01,26,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,Y,N,Y,N,Y,6-10,Hebrew,Premier,2015-08-02,26,True,1,14483,2064,Long-term,Asian
+12177,27204883,139.8106666666667,64173.09600000001,1977-11-01,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-07,9,True,1,15852,2028,Long-term,English
+12178,27211166,0.0,67366.4,1992-08-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-07,20,True,0,10451,2363,Mid-term,English
+12180,27212245,0.0,15889.28,1997-01-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-12-14,1,False,0,8851,3391,Mid-term,Unknown
+12181,27213024,0.0,336564.8,1991-01-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-02-07,13,True,0,11043,3336,Mid-term,English
+12183,27215243,235.78285714285718,188626.28571428574,1993-07-01,10,True,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-21,10,True,1,10131,2226,Mid-term,English
+12184,27222776,0.0,464062.780952381,2010-07-22,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-31,16,True,0,3901,3069,Short-term,English
+12185,27223246,0.0,87651.99999999999,1996-02-15,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-22,20,True,0,9172,3566,Mid-term,English
+12186,27228844,0.0,935736.32,1996-10-15,19,False,False,False,NOTICE,PHONE,N,Y,N,N,N,N,N,Y,Y,11-50,English,Premier,2011-07-06,19,True,0,8929,3552,Mid-term,English
+12187,27229861,0.0,482098.75000000006,1989-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-08-23,17,False,0,11592,3138,Mid-term,English
+12188,27235522,0.0,358525.44000000006,1991-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-25,21,False,0,10817,3167,Mid-term,English
+12189,27236722,0.0,1168692.5714285714,1996-07-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2003-03-17,20,True,0,9035,6585,Mid-term,English
+12190,27246216,0.0,6678322.5600000005,1998-02-15,27,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-11-30,27,True,0,8441,3770,Mid-term,English
+12191,27248657,0.0,1599788.5714285714,1985-03-01,18,True,True,True,NOTICE,MAIL,N,N,N,Y,N,N,N,Y,Y,6-10,English,Premier,2007-01-27,18,True,0,13175,5173,Mid-term,English
+12192,27249641,237.60000000000002,199584.0,1971-02-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-25,20,False,1,18303,2345,Long-term,English
+12193,27252454,0.0,438561.4628571429,2017-08-17,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-04,16,True,0,1318,2792,Short-term,English
+12194,27254333,0.0,378875.19999999995,1987-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-26,19,True,0,12217,2009,Mid-term,English
+12196,27264070,0.0,60244.80000000001,2009-12-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-08,18,True,0,4134,2484,Short-term,English
+12197,27267409,0.0,1173435.7333333334,1997-03-01,28,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-04-10,28,False,0,8792,3273,Mid-term,English
+12199,27273808,0.0,88920.0,1992-01-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-02-24,12,True,0,10678,2223,Mid-term,English
+12200,27282473,236.9333333333333,220584.9333333333,1973-08-15,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-19,19,False,1,17391,2624,Long-term,English
+12201,27287814,0.0,103597.0,1998-02-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2014-02-12,6,True,0,8441,2600,Mid-term,English
+12202,27293127,0.0,46764.8,2018-01-05,12,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-03-28,12,True,0,1177,2921,Short-term,Unknown
+12203,27293965,0.0,758614.896,1986-08-01,18,True,True,True,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2014-12-17,18,False,0,12657,2292,Mid-term,Unknown
+12204,27294562,0.0,174699.2761904762,1998-03-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-04-23,8,False,0,8413,5817,Mid-term,English
+12205,27300087,0.0,385314.44000000006,1988-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-27,21,False,0,11865,3500,Mid-term,English
+12206,27301432,0.0,362974.4,1988-12-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-02-20,21,True,0,11804,2957,Mid-term,English
+12207,27302057,0.0,483463.68000000005,1998-06-19,8,False,True,False,NOTICE,WEB,Y,Y,N,N,Y,N,Y,N,Y,51-100,English,Premier,2012-07-24,8,True,0,8317,3168,Mid-term,English
+12208,27302395,0.0,86641.52,1995-05-01,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-06-30,7,True,0,9462,4653,Mid-term,English
+12209,27303479,0.0,250069.24800000005,2010-11-04,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-08-15,22,True,0,3796,4242,Short-term,English
+12210,27309734,0.0,287361.9047619048,1995-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-06-12,22,True,0,9417,4671,Mid-term,English
+12211,27318124,0.0,789703.2,1991-08-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-04-16,22,True,0,10831,2172,Mid-term,English
+12212,27318484,0.0,1021159.6266666667,1991-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-26,22,True,0,10984,2923,Mid-term,English
+12214,27322520,0.0,61420.799999999996,1990-11-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-11,5,False,0,11104,2236,Mid-term,English
+12215,27324890,0.0,114487.2,1985-08-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2012-10-03,12,True,0,13022,3097,Mid-term,Unknown
+12216,27326039,0.0,215232.16,1991-04-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-08,22,True,0,10953,2211,Mid-term,English
+12218,27331309,470.2285714285715,1007229.6000000002,1980-09-01,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-06-22,17,True,1,14817,4296,Long-term,English
+12219,27338427,0.0,837439.2000000001,1984-07-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-01-05,18,True,0,13404,3369,Mid-term,English
+12221,27341449,0.0,5809708.800000001,1997-08-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2002-07-18,24,True,0,8625,6827,Mid-term,English
+12222,27342021,0.0,90319.41333333333,1993-02-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-19,14,False,0,10267,2869,Mid-term,English
+12224,27342717,0.0,411302.46857142856,1990-12-01,17,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-05-08,17,True,0,11074,2150,Mid-term,English
+12226,27353378,353.0666666666667,720256.0000000001,1993-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-09,20,True,1,10281,3457,Mid-term,English
+12227,27355968,0.0,347321.51999999996,1997-07-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-12-03,19,True,0,8670,3402,Mid-term,English
+12228,27356746,0.0,341255.20000000007,2015-06-19,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-03-07,19,True,0,2108,2212,Short-term,English
+12229,27359201,207.49333333333334,143792.88,1993-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2012-11-18,21,True,1,9964,3051,Mid-term,Unknown
+12230,27359563,591.8986666666667,186448.08000000002,1994-01-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-26,21,True,1,9933,3257,Mid-term,English
+12231,27360903,158.08,253244.16,1993-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-08,18,False,1,10161,2545,Mid-term,English
+12232,27366131,0.0,669180.0000000001,1991-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-19,18,True,0,10695,2930,Mid-term,English
+12233,27366131,0.0,669180.0000000001,1991-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-06,11,True,0,10695,2821,Mid-term,English
+12234,27366619,960.6666666666666,408283.3333333333,2015-08-07,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,Unknown,Premier,2013-04-25,25,True,1,2059,2893,Short-term,Unknown
+12235,27370304,433.02857142857147,181872.0,1994-10-15,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-03-15,21,False,1,9660,4030,Mid-term,English
+12236,27372398,340.91428571428577,374323.8857142858,1978-05-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2012-01-04,18,True,1,15657,3370,Long-term,Unknown
+12237,27372474,0.0,554358.6285714286,2010-11-17,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-02-10,8,True,0,3783,3333,Short-term,English
+12238,27374436,0.0,234347.52,1998-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-01,19,False,0,8455,3557,Mid-term,English
+12239,27375904,0.0,1114915.2000000002,1997-09-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-02-27,16,False,0,8594,2950,Mid-term,English
+12240,27378763,0.0,581788.7999999999,1998-03-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-24,21,True,0,8427,3684,Mid-term,English
+12241,27379350,687.7333333333333,242082.13333333333,1969-02-01,16,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-11-04,16,True,1,19047,2335,Long-term,English
+12242,27380493,0.0,246228.0,1992-12-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-23,17,True,0,10343,3107,Mid-term,English
+12243,27381187,0.0,154043.31428571427,1989-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-20,19,True,0,11469,2168,Mid-term,English
+12244,27383410,0.0,1667512.6400000001,1995-02-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-08-18,24,True,0,9551,5700,Mid-term,English
+12247,27388736,0.0,450131.8095238096,1987-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-30,20,False,0,12200,3528,Mid-term,English
+12248,27389687,0.0,503248.92800000013,2015-12-31,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-15,14,True,0,1913,3938,Short-term,English
+12249,27392713,0.0,321054.3,1982-09-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-05-08,7,True,0,14087,3245,Mid-term,English
+12250,27394386,0.0,422912.0,1996-05-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-01-01,6,True,0,9096,3373,Mid-term,English
+12253,27396396,323.76,75759.84,1993-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-02-28,9,True,1,10131,2584,Mid-term,English
+12254,27398681,0.0,168737.06666666668,1986-04-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-26,8,True,0,12765,2405,Mid-term,English
+12256,27400558,314.64000000000004,327225.60000000003,1977-05-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-05,20,False,1,16036,2000,Long-term,English
+12257,27402589,0.0,879700.0000000001,1997-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-17,20,False,0,8778,2506,Mid-term,English
+12258,27405912,300.82,682259.76,1994-11-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-19,21,True,1,9643,3295,Mid-term,English
+12259,27408465,0.0,493344.0,1982-01-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2007-03-06,16,True,0,14316,5135,Long-term,English
+12260,27410284,0.0,1171782.346666667,2007-03-31,34,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-10-12,34,False,0,5110,3819,Short-term,English
+12261,27412808,0.0,1007259.6857142857,1995-01-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-06,15,False,0,9582,3552,Mid-term,English
+12262,27414243,0.0,618691.0476190476,1998-02-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-16,20,False,0,8455,2658,Mid-term,English
+12263,27414820,0.0,178165.0285714286,2007-01-19,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-10,12,True,0,5181,3882,Short-term,English
+12264,27417725,187.25714285714287,576752.0000000001,1980-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-10,22,True,1,14987,2268,Long-term,English
+12265,27418009,0.0,10398.2666666667,1985-07-15,14,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2018-05-19,14,True,0,13039,1043,Mid-term,English
+12266,27418269,0.0,465901.3333333333,2008-06-20,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-03-21,22,False,0,4663,4024,Short-term,English
+12267,27420253,0.0,276340.05333333334,1992-10-09,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-30,19,True,0,10396,3253,Mid-term,English
+12268,27420924,0.0,1369169.7066666668,1988-03-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-09-17,4,False,0,12079,2748,Mid-term,English
+12269,27424342,0.0,621705.5360000001,1989-11-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-04-26,19,False,0,11469,2892,Mid-term,English
+12270,27428772,299.16666666666663,50259.99999999999,1992-11-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-01-01,6,True,1,10359,2642,Mid-term,English
+12272,27433637,0.0,121968.0,1994-08-15,7,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-04-10,7,True,0,9721,2908,Mid-term,English
+12273,27434626,0.0,395857.8000000001,1984-10-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-17,21,True,0,13312,3236,Mid-term,English
+12274,27437659,0.0,179144.55000000002,2002-08-13,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2014-02-21,3,True,0,6801,2591,Mid-term,English
+12275,27438965,0.0,1224456.48,1996-10-15,27,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-20,27,False,0,8929,3903,Mid-term,English
+12276,27442898,0.0,989877.8571428572,2010-08-25,54,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,Unknown,Standard,2012-04-21,54,False,0,3867,3262,Short-term,Unknown
+12277,27443550,0.0,1095556.8000000003,1995-02-01,18,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-20,18,True,0,9551,3323,Mid-term,English
+12278,27443589,0.0,1475434.6666666667,1997-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-03-16,23,True,0,8761,2568,Mid-term,English
+12279,27444199,0.0,157555.19999999998,1995-06-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-01-12,2,True,0,9431,3727,Mid-term,English
+12280,27444659,0.0,672084.0,1985-07-15,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-01-16,21,True,0,13039,1897,Mid-term,English
+12282,27456423,0.0,687960.0,1998-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-09,15,False,0,8472,3274,Mid-term,English
+12283,27456773,0.0,255841.60000000003,1991-10-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-22,12,False,0,10756,3809,Mid-term,English
+12284,27459212,0.0,140972.66666666666,1992-12-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-11,10,False,0,10343,2328,Mid-term,English
+12285,27463388,148.37333333333336,197633.28000000006,1966-07-01,12,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-07-02,12,True,1,19993,2095,Long-term,English
+12286,27463889,0.0,614550.0,2013-10-29,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2011-12-11,15,False,0,2706,3394,Short-term,Unknown
+12288,27474861,0.0,469005.12,1991-12-25,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-17,18,False,0,10685,3266,Mid-term,English
+12289,27475606,0.0,241225.00000000003,1998-06-01,6,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,51-100,Unknown,Premier,2015-02-03,6,True,0,8335,2244,Mid-term,Unknown
+12290,27477944,0.0,886095.1466666666,2013-11-07,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-02-04,19,True,0,2697,2608,Short-term,English
+12292,27480078,0.0,307208.5333333333,2005-06-11,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-08,7,False,0,5768,2331,Short-term,English
+12293,27481460,621.1333333333333,272056.4,1995-04-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-03-21,6,True,1,9492,2198,Mid-term,English
+12296,27494326,206.69714285714286,541546.5142857142,1974-06-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-27,20,True,1,17087,2161,Long-term,English
+12297,27499094,0.0,1533838.826666667,2014-10-21,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2011-03-29,22,True,0,2349,3651,Short-term,English
+12299,27507636,657.4186666666667,922358.3893333334,2011-02-24,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-12,23,True,1,3684,3515,Short-term,English
+12300,27508397,660.712,1569851.7119999998,1968-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2013-12-13,18,True,1,19109,2661,Long-term,English
+12301,27515604,0.0,1633779.03,1989-09-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-07,19,True,0,11530,3367,Mid-term,English
+12302,27515982,1178.7013333333332,919387.0399999999,1993-08-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,Y,Y,N,Y,N,Y,11-50,English,Standard,2005-12-28,20,True,1,10100,5568,Mid-term,English
+12303,27516665,0.0,21667.519999999997,2015-08-06,14,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-01-31,14,True,0,2060,2247,Short-term,English
+12304,27518300,0.0,811849.2000000001,1996-06-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2009-12-24,12,False,0,9051,4111,Mid-term,English
+12305,27519870,0.0,255696.00000000006,1995-07-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-26,9,True,0,9401,3835,Mid-term,English
+12306,27520395,0.0,1310625.3333333335,1996-04-15,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-03-10,26,True,0,9112,4035,Mid-term,English
+12307,27521115,167.33333333333334,114456.0,1994-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-03,18,True,1,9735,2640,Mid-term,English
+12308,27524136,0.0,697773.8057142857,1990-12-01,19,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,Chinese,Premier,2011-10-19,19,True,0,11074,3447,Mid-term,Asian
+12309,27525607,112.09333333333333,183272.6,1966-02-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-06-15,15,False,1,20129,1746,Long-term,English
+12310,27528170,0.0,79036.16,1988-08-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-27,6,True,0,11912,2131,Mid-term,English
+12311,27529784,0.0,623760.0,1989-12-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-10-31,16,True,0,11425,2339,Mid-term,English
+12312,27532372,378.31733333333335,441118.01066666667,1994-04-15,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2010-07-17,22,True,1,9843,3906,Mid-term,English
+12315,27542853,0.0,741312.0000000001,1990-11-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-07-02,18,False,0,11104,2460,Mid-term,English
+12316,27544244,0.0,781910.6285714286,1993-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-30,17,True,0,10222,3131,Mid-term,English
+12317,27546823,176.64761904761906,93269.94285714286,1978-03-15,24,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-27,24,True,1,15718,2192,Long-term,English
+12318,27547133,232.58857142857144,35586.05142857143,1975-03-15,3,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-10,3,True,1,16814,2209,Long-term,English
+12319,27552371,0.0,25511.428571428576,1997-06-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-13,6,True,0,8686,2145,Mid-term,English
+12321,27554187,1001.6800000000002,1191999.2000000002,1973-11-15,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,N,N,Y,101-500,English,Premier,2014-01-07,17,True,1,17299,2636,Long-term,English
+12322,27558211,0.0,498352.5,1996-07-15,45,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2014-02-06,45,True,0,9021,2606,Mid-term,Unknown
+12324,27559699,270.05333333333334,82636.32,1967-10-15,9,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-11-30,9,False,1,19522,2309,Long-term,English
+12325,27562269,502.82666666666665,595346.7733333333,1993-06-15,8,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-27,8,True,1,10147,3500,Mid-term,English
+12327,27566857,84.18666666666667,70716.8,1994-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-05-04,15,False,1,9660,1788,Mid-term,English
+12328,27570996,0.0,506691.3866666667,2010-02-03,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-05-14,11,True,0,4070,2509,Short-term,English
+12329,27572591,0.0,125896.02133333334,1995-03-01,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-25,8,True,0,9523,2863,Mid-term,English
+12330,27574309,0.0,438884.4380952382,1991-04-01,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-03-19,19,True,0,10953,2565,Mid-term,English
+12331,27577330,287.52,304771.19999999995,1992-11-15,20,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-30,20,True,1,10359,2644,Mid-term,English
+12332,27577693,0.0,666306.56,1997-08-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2015-07-24,24,True,0,8639,2073,Mid-term,English
+12333,27580018,298.24,888755.2000000001,1968-07-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-09,20,True,1,19262,2453,Long-term,English
+12334,27581342,0.0,1162012.5,1997-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-12-04,15,False,0,8670,4131,Mid-term,English
+12335,27582396,0.0,48042.68000000001,1987-03-15,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-05,21,False,0,12431,2304,Mid-term,English
+12337,27585068,0.0,535963.7066666668,2014-11-29,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-28,22,True,0,2310,2890,Short-term,English
+12339,27588686,0.0,443013.12000000005,1988-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-27,16,True,0,11851,2981,Mid-term,English
+12340,27593998,0.0,75508.02133333335,1997-12-01,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-14,8,True,0,8517,2935,Mid-term,English
+12341,27597580,301.5466666666667,556655.1466666667,1975-08-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-22,13,False,1,16661,2470,Long-term,English
+12342,27601427,0.0,402399.60000000003,1987-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-27,15,True,0,12200,2861,Mid-term,English
+12343,27603659,162.85904761904766,80615.2285714286,1973-06-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-29,15,True,1,17466,1824,Long-term,English
+12344,27607806,0.0,44440.00000000001,1998-07-02,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-05-24,2,True,0,8304,3960,Mid-term,English
+12345,27612253,278.7428571428572,138256.45714285717,1975-02-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-25,16,False,1,16842,2924,Long-term,English
+12346,27613003,0.0,543600.0000000001,1988-07-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2011-08-24,12,True,0,11957,3503,Mid-term,English
+12348,27616882,0.0,1172895.7333333336,1991-10-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-10,23,True,0,10756,3120,Mid-term,English
+12352,27631641,125.2,44070.4,1972-08-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-03-29,22,True,1,17756,1824,Long-term,English
+12354,27634257,467.61866666666674,730420.3573333333,1972-12-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-28,22,True,1,17648,2768,Long-term,English
+12355,27635228,0.0,5678.52380952381,1996-12-15,1,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Russian,Standard,2015-04-09,1,False,0,8868,2179,Mid-term,European
+12356,27637616,0.0,533450.8,1991-05-15,15,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-10,15,True,0,10909,2360,Mid-term,English
+12357,27638065,609.2666666666668,682378.6666666667,1995-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-06-11,16,True,1,9448,2846,Mid-term,English
+12360,27646936,0.0,744389.4857142859,1990-11-01,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-02,24,True,0,11104,2610,Mid-term,English
+12361,27648837,0.0,628446.8735999999,2015-06-01,21,False,False,False,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-04-19,21,True,0,2126,3264,Short-term,Unknown
+12362,27648940,749.7466666666666,1052644.3199999998,1981-06-01,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-09-12,12,True,1,14544,2023,Long-term,English
+12363,27651373,0.0,432321.13600000006,1997-04-01,19,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-03,19,True,0,8761,2216,Mid-term,English
+12364,27654887,153.08,86796.36000000002,1981-06-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-05-29,21,True,1,14544,2494,Long-term,English
+12365,27655326,0.0,478394.66666666674,1992-10-02,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-04,19,False,0,10403,2215,Mid-term,English
+12366,27657482,0.0,229800.22857142857,1991-03-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-29,8,True,0,10984,3071,Mid-term,English
+12367,27658328,0.0,585388.5714285715,1983-07-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-11,22,False,0,13770,2298,Mid-term,English
+12368,27658930,0.0,198204.19047619047,1992-05-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2011-03-22,8,False,0,10543,3658,Mid-term,Unknown
+12370,27661466,0.0,734726.0190476192,1985-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-06-14,19,False,0,12961,3939,Mid-term,English
+12371,27668719,0.0,397062.29333333333,1996-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-30,20,False,0,9112,3039,Mid-term,English
+12372,27669565,585.416,365299.58400000003,2000-04-28,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-05-21,16,True,1,7638,3232,Mid-term,English
+12373,27669578,0.0,118809.6,2010-03-18,14,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-15,14,True,0,4027,2597,Short-term,English
+12376,27670405,0.0,698503.2533333334,1995-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-07,17,True,0,9309,2911,Mid-term,English
+12378,27674754,0.0,220764.34285714288,1996-08-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-06,12,True,0,9004,3368,Mid-term,English
+12379,27678051,0.0,181565.59999999998,1988-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-19,15,False,0,12079,2624,Mid-term,English
+12380,27678539,0.0,205299.84,1979-03-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2008-04-10,8,True,0,15353,4734,Long-term,English
+12381,27682572,699.0533333333334,881506.2533333334,1992-01-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-09-07,13,True,1,10678,2028,Mid-term,English
+12382,27685851,648.0266666666666,1442507.3599999999,1994-02-15,21,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-08-13,21,True,1,9902,4244,Mid-term,English
+12383,27687189,0.0,1551595.5,1969-10-01,14,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2013-12-24,14,True,0,18805,2650,Long-term,English
+12384,27688495,240.9714285714286,534956.5714285715,1994-04-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-21,20,True,1,9843,2653,Mid-term,English
+12385,27694739,0.0,559563.6800000002,1995-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-05-29,19,True,0,9248,2859,Mid-term,Unknown
+12386,27695494,0.0,712669.2571428572,1995-11-15,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-24,22,False,0,9264,3564,Mid-term,English
+12387,27698448,0.0,826427.8,1975-01-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-24,22,True,0,16873,3625,Long-term,English
+12388,27699634,0.0,919278.2857142858,1976-12-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-18,15,False,0,16187,3448,Long-term,English
+12389,27701195,0.0,479677.44,1985-03-01,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-05-01,16,False,0,13175,3252,Mid-term,English
+12390,27701258,0.0,311351.04,1992-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-05-04,22,False,0,10390,2519,Mid-term,English
+12391,27703793,0.0,214323.80952380956,1985-02-01,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-01-27,8,True,0,13203,2251,Mid-term,Unknown
+12393,27708161,163.40952380952382,294463.9619047619,1961-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-29,17,True,1,21788,2098,Long-term,English
+12394,27712098,206.25333333333333,168921.48,1993-01-01,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-01,7,True,1,10312,3038,Mid-term,English
+12395,27716979,410.3542857142857,62373.85142857143,1993-11-01,4,False,False,False,AUTO RENEW,WEB,N,N,Y,Y,N,N,N,N,Y,6-10,Hindi,Premier,2012-07-03,4,True,1,10008,3189,Mid-term,Asian
+12397,27727803,965.9,987149.8,1993-10-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-10-04,7,True,1,10039,3462,Mid-term,English
+12398,27729530,0.0,913051.7760000001,1994-05-07,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-15,17,False,0,9821,2750,Mid-term,English
+12399,27737108,0.0,260371.80000000002,1996-03-01,9,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-07-17,9,True,0,9157,2445,Mid-term,English
+12400,27743740,0.0,617236.5333333333,1984-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-11,19,True,0,13387,3485,Mid-term,English
+12401,27753612,157.88095238095238,194193.57142857142,1973-01-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2016-03-21,15,True,1,17603,1832,Long-term,English
+12402,27755264,0.0,126659.04761904763,2001-01-05,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-12-07,8,False,0,7386,3763,Mid-term,English
+12404,27760825,0.0,452861.39999999997,2000-11-27,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-27,15,False,0,7425,3439,Mid-term,English
+12405,27764846,0.0,424157.86666666676,1997-11-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-29,20,True,0,8547,2798,Mid-term,English
+12407,27769120,0.0,308999.2533333334,1997-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-07-29,16,True,0,8578,3163,Mid-term,English
+12409,27777675,0.0,131996.34285714285,1997-06-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-30,23,True,0,8686,3497,Mid-term,English
+12410,27779884,0.0,354872.32,1990-05-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-20,11,False,0,11288,3507,Mid-term,English
+12411,27783949,0.0,687648.0000000001,1996-08-02,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-08,19,True,0,9003,3397,Mid-term,English
+12412,27798622,0.0,5052403.199999999,2007-01-17,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-06-25,18,True,0,5183,2832,Short-term,English
+12413,27800895,0.0,102666.56400000001,2003-12-30,11,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-05,11,False,0,6297,2913,Short-term,English
+12414,27806351,354.1,1444728.0,2008-07-08,30,False,False,False,NOTICE,MAIL,N,N,Y,Y,N,N,N,N,Y,51-100,English,Standard,2014-09-23,30,False,1,4645,2377,Short-term,English
+12415,27810334,0.0,556822.9333333333,1980-05-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-17,22,True,0,14926,3571,Long-term,English
+12417,27814189,238.24914285714286,145093.728,1973-02-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-14,21,True,1,17572,2021,Long-term,English
+12418,27815450,0.0,317142.8,1995-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-09,15,False,0,9295,3975,Mid-term,English
+12420,27825688,0.0,182142.85714285716,1981-12-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Standard,2014-01-10,17,True,0,14347,2633,Long-term,Asian
+12421,27825733,0.0,422179.16,1996-04-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-01-07,15,True,0,9112,3732,Mid-term,English
+12422,27825997,0.0,523467.580952381,1996-05-15,16,True,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-19,16,True,0,9082,3203,Mid-term,English
+12423,27826239,0.0,874806.8571428572,1996-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-03,18,True,0,9186,3280,Mid-term,English
+12424,27830345,0.0,1014281.9047619049,2008-05-14,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-02,20,True,0,4700,3433,Short-term,English
+12425,27830557,0.0,1038960.0,1977-01-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2005-03-20,18,False,0,16156,5851,Long-term,English
+12426,27831875,0.0,192999.48571428572,1990-08-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2017-05-15,15,True,0,11196,1412,Mid-term,Unknown
+12427,27832017,0.0,1604177.7142857143,2005-02-12,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-09-06,25,True,0,5887,3490,Short-term,English
+12428,27834332,0.0,119910.91666666667,2006-12-29,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-02-14,17,True,0,5202,2233,Short-term,English
+12429,27841740,0.0,498918.0,1986-04-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-28,25,False,0,12765,3011,Mid-term,English
+12430,27843116,366.1066666666667,347801.3333333333,1973-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-26,19,False,1,17269,2801,Long-term,English
+12431,27846660,620.0133333333333,1132144.3466666667,1994-11-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-05-08,22,True,1,9643,2880,Mid-term,English
+12433,27849155,0.0,7202.0,1995-05-01,2,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-05-08,2,True,0,9462,2515,Mid-term,English
+12434,27852340,0.0,1581427.8666666667,1995-04-15,23,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2010-04-27,23,True,0,9478,3987,Mid-term,English
+12437,27853264,648.5440000000001,526617.7280000001,1966-11-01,28,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-14,28,True,1,19870,3055,Long-term,English
+12438,27853885,324.1,149086.0,1991-05-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2015-01-24,23,True,1,10923,2254,Mid-term,Unknown
+12440,27865774,0.0,47826.200000000004,1997-04-01,23,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-10-24,23,True,0,8761,2346,Mid-term,Unknown
+12441,27865910,0.0,398553.2571428572,1984-07-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-23,11,True,0,13418,2742,Mid-term,English
+12442,27870313,0.0,238521.3333333333,1981-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-18,17,True,0,14530,2109,Long-term,English
+12443,27875482,0.0,260164.80000000002,1991-08-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-11-03,21,True,0,10831,2336,Mid-term,English
+12444,27876946,0.0,38602.66666666667,1996-10-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2016-03-28,8,True,0,8929,1825,Mid-term,Unknown
+12445,27877951,0.0,675977.6571428572,1997-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-25,19,True,0,8670,3502,Mid-term,English
+12446,27878370,0.0,683983.542857143,1996-02-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-28,20,True,0,9186,2949,Mid-term,English
+12448,27884339,0.0,604337.6609523811,1983-04-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Standard,2014-05-22,23,True,0,13861,2501,Mid-term,Unknown
+12450,27885710,0.0,423321.6,1994-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2010-06-17,18,True,0,9916,3936,Mid-term,Unknown
+12451,27894868,443.14666666666665,662947.4133333333,1963-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-06-27,17,True,1,21270,3195,Long-term,English
+12452,27896090,438.1485714285715,171316.09142857147,1994-06-15,23,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-15,23,True,1,9782,3543,Mid-term,English
+12453,27897101,0.0,270336.8,1993-03-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-11-15,10,True,0,10253,3420,Mid-term,English
+12454,27901919,0.0,446735.7142857144,1973-10-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-05-30,17,True,0,17344,2858,Long-term,English
+12455,27903716,0.0,590650.1333333334,1983-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-17,20,False,0,13934,2748,Mid-term,English
+12456,27904298,0.0,298292.39999999997,1988-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-07-20,18,True,0,11957,3903,Mid-term,English
+12457,27904312,190.3695238095238,365699.8552380952,1980-01-01,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-29,17,True,1,15061,1976,Long-term,English
+12458,27913172,1067.7333333333336,1597329.0666666671,2012-10-02,22,False,False,False,AUTO RENEW,MAIL,Y,N,N,N,N,N,N,N,Y,101-500,Unknown,Standard,2014-02-04,22,True,1,3098,2608,Short-term,Unknown
+12459,27914039,0.0,155170.2857142857,1985-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-01,18,True,0,13175,2552,Mid-term,English
+12460,27914495,0.0,565533.2571428572,1991-02-01,22,False,True,False,NOTICE,WEB,N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-06-12,22,True,0,11012,2845,Mid-term,English
+12461,27916802,0.0,280667.20000000007,1995-07-01,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-05-20,14,True,0,9401,2868,Mid-term,English
+12462,27918629,344.4761904761905,713754.6666666667,1994-12-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-10,14,False,1,9613,3395,Mid-term,English
+12463,27920567,0.0,412580.5714285715,1977-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-14,15,False,0,16125,2295,Long-term,English
+12464,27922658,140.41333333333336,157262.93333333338,1993-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-06,20,False,1,10025,2364,Mid-term,English
+12468,27931921,0.0,240416.0,1992-10-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-14,16,False,0,10390,2325,Mid-term,English
+12469,27932840,0.0,149852.7085714286,1997-07-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-05,12,True,0,8670,3795,Mid-term,English
+12470,27935060,0.0,32411.52,1990-07-15,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-29,8,True,0,11213,2463,Mid-term,English
+12473,27939428,0.0,1128500.0,1992-07-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Standard,2012-12-31,20,False,0,10496,3008,Mid-term,European
+12474,27940675,0.0,46422.89166666667,1986-06-15,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-03-07,1,True,0,12704,2212,Mid-term,English
+12477,27946439,0.0,304188.80000000005,2003-04-11,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-11,21,True,0,6560,2055,Mid-term,English
+12478,27951445,161.44266666666667,64899.952,1995-04-01,6,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-21,6,True,1,9492,2198,Mid-term,English
+12480,27954544,0.0,1634906.0000000002,2014-10-02,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-07-14,13,True,0,2368,2813,Short-term,English
+12481,27955294,220.38666666666668,54655.89333333334,2011-02-17,8,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-09,8,True,1,3691,3183,Short-term,English
+12482,27956722,228.3146666666667,226488.14933333336,2007-01-29,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-11,16,True,1,5171,2724,Short-term,English
+12484,27962804,86.50666666666665,236768.74666666662,1970-11-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Premier,2016-04-10,23,True,1,18409,1812,Long-term,Unknown
+12485,27963020,660.2666666666667,318908.8,1985-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-04-19,21,True,1,13100,3630,Mid-term,English
+12487,27973502,0.0,363735.99999999994,1998-11-02,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-07,19,True,0,8181,1906,Mid-term,English
+12488,27976479,0.0,1434038.4000000001,1995-02-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2012-02-18,12,True,0,9551,3325,Mid-term,English
+12489,27978626,307.1466666666667,872296.5333333334,1971-02-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-29,20,True,1,18317,3345,Long-term,English
+12490,27979734,0.0,357466.00000000006,1989-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-10-18,21,True,0,11530,1987,Mid-term,English
+12491,27983384,0.0,129844.37142857144,1997-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-10-28,15,True,0,8778,3438,Mid-term,English
+12492,27983645,185.96933333333334,387746.06,1994-12-15,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-09,15,True,1,9599,2391,Mid-term,English
+12493,27987032,0.0,268889.60000000003,1996-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-03-19,21,True,0,9082,2565,Mid-term,English
+12494,27992707,0.0,505783.19999999995,1992-01-01,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-13,13,True,0,10678,3392,Mid-term,English
+12495,27993347,0.0,359733.33333333343,1991-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-11-10,20,True,0,10831,1964,Mid-term,English
+12496,27995239,0.0,616666.4533333334,1991-11-01,22,False,False,False,NOTICE,BILLING,Y,N,N,N,N,N,Y,Y,Y,11-50,English,Premier,2015-08-19,22,True,0,10739,2047,Mid-term,English
+12497,28002146,0.0,787005.3333333334,1996-11-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2005-06-06,19,True,0,8912,5773,Mid-term,English
+12498,28011472,0.0,591891.4285714286,1991-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2010-02-05,20,False,0,10953,4068,Mid-term,English
+12499,28015921,0.0,309102.85714285716,1991-01-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-03,20,True,0,11043,2094,Mid-term,English
+12500,28016896,253.6609523809524,525078.1714285715,1978-05-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-14,15,True,1,15671,2325,Long-term,English
+12501,28017123,0.0,180244.92571428575,1998-04-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-27,3,True,0,8396,3195,Mid-term,English
+12502,28023934,0.0,846574.8571428573,1992-01-01,24,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-04,24,True,0,10678,2973,Mid-term,English
+12504,28031031,0.0,250635.84,1991-11-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,Y,Y,1-5,English,Premier,2011-03-12,18,True,0,10739,3668,Mid-term,English
+12505,28036984,0.0,68668.8,1991-10-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-26,4,True,0,10770,2709,Mid-term,English
+12506,28043604,0.0,901020.0000000001,2018-02-19,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-01,21,True,0,1132,2976,Short-term,English
+12507,28048718,0.0,196302.85714285716,2008-03-18,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-23,15,False,0,4757,2347,Short-term,English
+12508,28051798,0.0,699670.4,1997-03-15,13,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-02-07,13,True,0,8778,3701,Mid-term,English
+12509,28052158,100.28,260728.0,1976-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-21,20,True,1,16173,1953,Long-term,English
+12510,28053992,0.0,1276520.9600000002,1995-11-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,Italian,Premier,2014-10-16,22,True,0,9264,2354,Mid-term,European
+12513,28066426,0.0,821500.9523809524,1997-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-01,20,False,0,8656,3191,Mid-term,English
+12515,28070432,0.0,490924.8666666667,2015-11-17,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-03,17,True,0,1957,3158,Short-term,English
+12516,28070968,143.85333333333332,28482.959999999995,1994-10-15,18,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-01,18,False,1,9660,2399,Mid-term,English
+12517,28072284,0.0,1013052.2133333334,1997-06-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-08,17,False,0,8686,3427,Mid-term,English
+12518,28076119,0.0,603190.5,1995-10-15,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-04-11,11,True,0,9295,2542,Mid-term,English
+12519,28079804,220.3238095238095,224730.28571428568,1993-10-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-18,20,True,1,10025,2505,Mid-term,English
+12520,28082489,0.0,763324.457142857,1996-06-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-10,19,False,0,9065,2998,Mid-term,English
+12521,28082810,0.0,127228.60800000002,1990-04-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-16,6,False,0,11304,2354,Mid-term,English
+12522,28083542,0.0,1037387.52,1995-11-01,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-09,18,True,0,9278,2818,Mid-term,English
+12523,28084095,0.0,465541.71428571426,1983-07-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-22,15,True,0,13770,2986,Mid-term,English
+12525,28087139,0.0,1493951.9466666665,2012-02-03,22,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-08,22,False,0,3340,3580,Short-term,English
+12526,28088870,0.0,610639.5428571429,1997-06-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-15,12,True,0,8686,3390,Mid-term,English
+12527,28089016,445.7885714285715,44133.06857142858,1981-09-15,9,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-21,9,True,1,14438,3384,Long-term,English
+12528,28089120,113.12380952380953,28846.571428571428,1976-07-01,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-06-24,15,True,1,16340,1737,Long-term,English
+12529,28090483,0.0,254858.40000000002,1991-08-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-17,21,True,0,10817,4148,Mid-term,English
+12530,28091881,0.0,444584.5485714286,1995-04-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-17,22,False,0,9478,3297,Mid-term,English
+12531,28093707,169.9568,89737.19039999999,1967-01-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-08-24,24,False,1,19809,2042,Long-term,English
+12532,28096853,0.0,106776.32,1979-10-15,2,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-13,2,True,0,15139,2936,Long-term,English
+12533,28098364,204.87619047619052,66994.51428571431,2009-05-12,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-05,3,False,1,4337,2395,Short-term,English
+12534,28098824,0.0,309937.88,1995-10-01,17,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-29,17,False,0,9309,2859,Mid-term,English
+12535,28100198,294.8,307771.2,1994-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-30,18,True,1,9796,3039,Mid-term,English
+12536,28104023,460.28,743352.2,1994-10-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-26,17,True,1,9660,2497,Mid-term,English
+12537,28104636,0.0,251362.656,1983-11-15,18,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-03,18,True,0,13647,2946,Mid-term,English
+12538,28104729,0.0,236966.47619047615,2013-10-21,25,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2016-04-10,25,True,0,2714,1812,Short-term,English
+12539,28105558,387.09666666666664,1235612.56,1994-08-01,24,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-12,24,True,1,9735,2146,Mid-term,English
+12540,28123142,0.0,2505408.266666667,2014-12-10,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2010-06-23,7,False,0,2299,3930,Short-term,English
+12541,28127981,0.0,685905.5047619048,1992-06-01,13,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-02-22,13,True,0,10526,3686,Mid-term,English
+12542,28133085,0.0,118767.61904761905,1991-12-01,23,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-08-19,23,True,0,10709,2777,Mid-term,English
+12543,28136216,0.0,22535.4,1986-12-25,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2018-07-16,23,True,0,12511,985,Mid-term,Unknown
+12545,28146018,193.7066666666667,140631.04,1976-11-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-04-08,11,True,1,16217,2910,Long-term,English
+12548,28146786,0.0,241046.4,1992-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-08,17,False,0,10647,3000,Mid-term,English
+12550,28147403,0.0,902187.8095238094,1997-05-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-31,20,True,0,8731,3892,Mid-term,English
+12551,28150931,0.0,108678.96,1989-07-01,13,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-07,13,True,0,11592,2605,Mid-term,English
+12552,28152066,0.0,161740.80000000002,1982-08-01,3,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-14,3,False,0,14118,3482,Mid-term,English
+12554,28156400,0.0,3920167.6799999997,1986-03-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2013-05-13,24,True,0,12796,2875,Mid-term,English
+12555,28160181,0.0,17938.653333333332,1990-11-15,11,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-07-18,11,True,0,11090,2444,Mid-term,English
+12556,28161254,0.0,476701.5314285714,1997-07-15,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-17,19,False,0,8656,3022,Mid-term,English
+12557,28163995,0.0,6037324.800000001,1989-07-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,500+,English,Premier,2009-08-29,16,False,0,11592,4228,Mid-term,English
+12558,28164054,680.0733333333334,232585.08000000002,1982-05-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-10-07,18,True,1,14210,1998,Mid-term,English
+12559,28164359,0.0,706174.8571428572,1988-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-22,22,True,0,11987,2470,Mid-term,English
+12560,28164726,0.0,132322.17142857143,1988-03-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-13,17,True,0,12079,2357,Mid-term,English
+12561,28167315,0.0,393376.28571428574,2004-02-12,15,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-19,15,True,0,6253,2047,Short-term,English
+12562,28168711,0.0,272476.80000000005,1988-07-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-01,21,True,0,11957,2218,Mid-term,English
+12564,28176171,631.4533333333335,818363.5200000003,1994-10-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-11-22,16,True,1,9674,3413,Mid-term,English
+12565,28176445,0.0,-164303.1,2012-10-31,18,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2017-11-07,18,True,0,3069,1236,Short-term,English
+12566,28177965,0.0,100572.95238095238,1996-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-26,20,True,0,9112,2313,Mid-term,English
+12567,28182580,0.0,596485.1200000001,1992-12-25,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-30,22,True,0,10319,3405,Mid-term,English
+12570,28185655,0.0,609059.6571428571,1989-09-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-12-29,12,True,0,11530,4837,Mid-term,English
+12571,28185874,146.83809523809524,86340.8,1977-05-01,12,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-26,12,True,1,16036,1979,Long-term,English
+12573,28193432,256.83200000000005,200328.96000000005,2010-08-25,20,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-13,20,True,1,3867,2022,Short-term,English
+12574,28193664,0.0,262353.83999999997,1986-01-01,7,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-12,7,True,0,12869,3972,Mid-term,English
+12576,28206660,185.35238095238094,66912.20952380952,1982-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-23,19,False,1,14316,2255,Long-term,English
+12577,28206932,0.0,25858.28571428571,1990-08-01,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-21,2,True,0,11196,2471,Mid-term,English
+12578,28207536,0.0,85652.73599999999,1998-02-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-14,24,False,0,8441,3269,Mid-term,English
+12579,28211410,0.0,578672.64,1997-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-02-06,21,True,0,8594,2971,Mid-term,Unknown
+12580,28212835,278.3809523809524,302878.4761904762,1981-07-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-28,17,True,1,14514,2921,Long-term,English
+12585,28230701,0.0,81369.15428571428,1983-02-01,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-07-01,6,True,0,13934,1730,Mid-term,English
+12586,28231192,541.3942857142857,1570043.4285714286,1993-02-15,20,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-12,20,True,1,10267,3911,Mid-term,English
+12587,28236645,0.0,1309704.96,1986-11-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-05-16,19,True,0,12551,3968,Mid-term,English
+12588,28237350,0.0,440982.28571428586,2013-09-26,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2004-03-25,20,False,0,2739,6211,Short-term,English
+12589,28241732,0.0,119288.40000000002,1991-02-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-05-23,18,True,0,11012,2865,Mid-term,English
+12590,28242252,0.0,178563.83999999997,1992-12-15,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-17,21,False,0,10329,2322,Mid-term,English
+12591,28244827,243.05333333333334,145345.89333333334,1993-02-15,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-11-20,26,True,1,10267,3415,Mid-term,English
+12592,28250352,0.0,51027.20000000001,2001-10-09,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-23,21,True,0,7109,1951,Mid-term,English
+12595,28259225,3016.6666666666665,7300333.333333333,1994-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,500+,English,Standard,2011-12-08,20,False,1,9902,3397,Mid-term,English
+12596,28265252,835.8666666666666,862614.3999999999,1979-10-15,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2009-04-30,8,True,1,15139,4349,Long-term,English
+12597,28269135,167.1619047619048,28417.523809523813,2015-03-03,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-03,17,True,1,2216,2124,Short-term,English
+12600,28301437,0.0,1356491.7333333332,2009-09-19,20,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-11-11,20,True,0,4207,3424,Short-term,English
+12601,28306283,0.0,458590.1542857143,1984-09-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-09-19,17,True,0,13356,3842,Mid-term,English
+12602,28306348,0.0,119988.0,1991-12-15,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-01-14,11,True,0,10695,2994,Mid-term,English
+12603,28308558,0.0,387567.36000000004,2010-07-25,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-12,18,True,0,3898,3088,Short-term,English
+12604,28309268,0.0,284230.32000000007,1996-04-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-10,23,True,0,9126,2967,Mid-term,English
+12605,28309473,0.0,601807.3600000001,1987-05-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-11,22,False,0,12370,2177,Mid-term,English
+12606,28310135,0.0,1014919.2000000001,1997-08-01,9,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,51-100,English,Premier,2011-04-22,9,False,0,8639,3627,Mid-term,English
+12607,28311302,0.0,899570.6125714288,1995-10-01,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-18,19,True,0,9309,3265,Mid-term,English
+12608,28315049,0.0,158846.48,2016-02-24,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-05,13,False,0,1858,2944,Short-term,English
+12609,28316171,726.0666666666667,1873252.0,1974-08-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-08-18,20,True,1,17026,2413,Long-term,English
+12611,28317931,0.0,99838.44,2002-02-14,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-07,13,False,0,6981,2942,Mid-term,English
+12612,28318343,0.0,440035.20000000007,2008-07-17,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-22,18,True,0,4636,2317,Short-term,English
+12613,28320436,449.28000000000003,1015372.8,1976-05-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-05-27,20,True,1,16401,3226,Long-term,English
+12614,28321444,0.0,144328.5,1988-10-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-09-14,21,True,0,11851,2386,Mid-term,English
+12615,28322749,0.0,460004.4800000001,1988-07-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2012-05-04,21,True,0,11943,3249,Mid-term,European
+12616,28327941,252.49523809523814,446159.0857142857,1996-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-29,19,False,1,8959,2736,Mid-term,English
+12617,28331986,0.0,273075.92,1988-12-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-03,15,True,0,11804,3066,Mid-term,English
+12618,28332623,0.0,421299.83999999997,1994-06-01,26,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-23,26,True,0,9796,3230,Mid-term,English
+12619,28333237,370.2266666666667,377631.2,1993-06-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-04-27,20,True,1,10161,4717,Mid-term,English
+12621,28334287,0.0,780172.5,1992-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,6-10,English,Standard,2010-06-02,17,False,0,10647,3951,Mid-term,English
+12623,28344397,0.0,174185.6,1992-01-15,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-11-23,14,False,0,10664,1951,Mid-term,English
+12624,28349050,247.63809523809527,400430.80000000005,1994-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-03,21,True,1,9827,2701,Mid-term,English
+12625,28356737,0.0,3013484.5866666664,1996-03-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2005-05-21,20,True,0,9143,5789,Mid-term,English
+12626,28359709,0.0,341775.0933333333,1996-05-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-30,20,True,0,9096,3284,Mid-term,English
+12627,28369573,0.0,5802770.000000001,1989-06-15,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,500+,Chinese,Standard,2009-10-14,25,True,0,11608,4182,Mid-term,Asian
+12628,28371580,271.4971428571429,544623.2685714286,1970-02-01,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-05,17,False,1,18682,2548,Long-term,English
+12629,28372743,0.0,195609.59999999998,1996-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-27,15,True,0,8943,3012,Mid-term,English
+12630,28372873,144.38095238095238,87061.71428571428,1982-03-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-11-13,9,False,1,14257,1961,Mid-term,Unknown
+12631,28374581,0.0,135119.4,1987-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-23,15,True,0,12431,3291,Mid-term,English
+12632,28375318,525.9923809523809,690102.0038095238,1993-04-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-10-05,16,True,1,10208,3826,Mid-term,English
+12633,28376246,141.46666666666667,289582.26666666666,1968-06-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-04,23,True,1,19292,1940,Long-term,English
+12635,28381955,0.0,4333673.76,1991-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2006-01-14,18,True,0,10709,5551,Mid-term,English
+12636,28386787,0.0,831144.96,1970-06-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2013-12-10,17,True,0,18548,2664,Long-term,English
+12639,28398011,0.0,260414.61333333334,1997-08-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-28,14,False,0,8639,2434,Mid-term,English
+12640,28401573,0.0,391187.20000000007,1990-01-15,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-02-03,19,True,0,11394,2244,Mid-term,English
+12641,28402096,0.0,75580.18000000001,2008-01-16,5,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-05-05,5,True,0,4819,3979,Short-term,English
+12642,28406314,0.0,702714.1333333333,1985-07-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2013-04-15,16,True,0,13039,2903,Mid-term,English
+12643,28406548,0.0,276502.5714285714,1986-12-25,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Arabic,Standard,2016-07-01,17,True,0,12511,1730,Mid-term,Asian
+12644,28412471,0.0,1125105.3333333333,1991-04-01,25,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-06,25,True,0,10953,3277,Mid-term,English
+12645,28412612,442.0190476190476,983934.3999999999,1978-02-15,21,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-10,21,True,1,15746,4094,Long-term,English
+12646,28413015,248.17142857142858,354885.14285714284,1994-12-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-30,22,True,1,9599,2705,Mid-term,English
+12648,28418687,0.0,180071.424,1989-02-15,9,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2002-09-21,9,True,0,11728,6762,Mid-term,English
+12649,28418776,0.0,200368.0,1985-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-09-08,20,False,0,13144,2392,Mid-term,English
+12650,28420490,176.95238095238096,439903.61904761905,1994-04-01,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-24,22,False,1,9857,2195,Mid-term,English
+12651,28421117,0.0,110789.12000000001,1997-10-01,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-21,16,False,0,8578,2744,Mid-term,English
+12652,28422208,0.0,904622.5066666668,1987-03-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-22,23,True,0,12445,3139,Mid-term,English
+12653,28423936,0.0,1583218.0333333334,1996-01-01,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-01-10,23,True,0,9217,4094,Mid-term,English
+12654,28424271,0.0,149284.19047619047,1989-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-22,20,True,0,11592,2652,Mid-term,English
+12656,28431109,0.0,636558.5142857144,1991-05-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-26,18,True,0,10923,3774,Mid-term,English
+12657,28431542,0.0,309719.5,1989-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-10-08,15,True,0,11500,1997,Mid-term,English
+12658,28436548,146.68571428571428,199492.57142857142,1991-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-27,17,False,1,10998,1978,Mid-term,English
+12659,28438616,0.0,306742.80000000005,1992-08-01,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-04-20,15,False,0,10465,3994,Mid-term,English
+12660,28441773,0.0,332949.76,1998-02-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-11-10,17,True,0,8455,2329,Mid-term,English
+12661,28441979,0.0,568928.0000000001,2001-06-04,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-01-28,21,True,0,7236,2615,Mid-term,Unknown
+12662,28442561,0.0,53958.528000000006,1987-08-15,6,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-29,6,True,0,12278,2402,Mid-term,English
+12663,28443383,0.0,716997.6,1998-06-22,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-07,15,True,0,8314,3398,Mid-term,English
+12664,28444122,440.21333333333337,1404280.5333333334,1993-09-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-12,22,True,1,10055,3180,Mid-term,English
+12666,28445759,74.85333333333334,180546.24000000002,1974-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-08-07,18,False,1,17132,1693,Long-term,English
+12668,28449807,0.0,887752.3809523811,1990-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-13,22,False,0,11349,3818,Mid-term,English
+12669,28450646,0.0,1658049.12,2017-03-20,21,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-20,21,False,0,1468,2654,Short-term,English
+12670,28453878,0.0,69427.20000000001,1993-08-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-20,16,True,0,10100,2654,Mid-term,English
+12671,28454757,0.0,464572.80000000005,1990-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-09,19,True,0,11196,2665,Mid-term,English
+12672,28458364,0.0,175838.09523809524,1992-05-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-01-14,10,True,0,10557,2629,Mid-term,English
+12674,28462777,0.0,677366.3999999999,1989-05-01,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-30,15,True,0,11653,3009,Mid-term,English
+12675,28462853,0.0,560597.142857143,2006-06-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-12,15,True,0,5413,2511,Short-term,English
+12676,28463240,0.0,480292.80000000005,1992-09-01,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-11,15,True,0,10434,3028,Mid-term,English
+12677,28464662,0.0,1566804.7733333334,1990-08-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2002-08-27,23,True,0,11196,6787,Mid-term,Unknown
+12678,28465482,0.0,321425.27999999997,1989-04-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-30,12,False,0,11683,3466,Mid-term,English
+12679,28467241,209.3904761904762,594668.9523809524,1971-08-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-04,20,True,1,18136,2427,Long-term,English
+12680,28468551,0.0,118767.2,1989-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-13,21,True,0,11439,2234,Mid-term,English
+12681,28468755,0.0,96320.64000000001,1985-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-10-25,18,True,0,13144,1980,Mid-term,English
+12682,28471223,0.0,165456.72000000003,2014-12-21,3,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-10,3,True,0,2288,3120,Short-term,English
+12683,28471998,139.66666666666666,87571.0,1994-05-15,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-10-14,19,True,1,9813,2356,Mid-term,English
+12684,28472346,0.0,423669.7142857143,1989-01-01,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-30,20,True,0,11773,3192,Mid-term,English
+12685,28474908,0.0,15919.75,1989-03-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2017-10-09,7,True,0,11714,1265,Mid-term,English
+12687,28482249,0.0,1183727.4400000002,1991-08-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2003-10-17,21,False,0,10817,6371,Mid-term,European
+12688,28482429,0.0,264050.80000000005,1980-09-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-26,15,True,0,14803,3317,Long-term,English
+12689,28486213,808.24,614262.4,1994-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-05-16,20,True,1,9902,5064,Mid-term,English
+12690,28487195,0.0,556074.7733333333,1995-12-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-13,19,True,0,9234,3179,Mid-term,English
+12691,28487875,0.0,1520410.3199999998,1983-06-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,Y,N,Y,N,N,Y,11-50,English,Premier,2013-03-07,25,True,0,13814,2942,Mid-term,English
+12692,28487901,492.128,283465.728,1974-07-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-13,18,False,1,17071,3026,Long-term,English
+12694,28491289,0.0,470324.6080000001,1993-05-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-08,23,True,0,10192,2604,Mid-term,English
+12695,28492692,0.0,650556.8333333335,1988-12-01,13,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-10-16,13,True,0,11804,3084,Mid-term,English
+12696,28496529,0.0,587051.1238095239,1991-03-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-03,17,True,0,10984,3616,Mid-term,English
+12697,28496665,0.0,645040.0,2009-01-20,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-25,22,True,0,4449,3928,Short-term,English
+12698,28501649,0.0,187253.33333333337,1997-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2005-07-30,16,True,0,8778,5719,Mid-term,English
+12699,28508362,241.56,155806.2,1992-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-12-06,15,True,1,10604,3399,Mid-term,Unknown
+12700,28517395,329.8,444900.2,1993-06-15,19,False,False,False,NOTICE,BILLING,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-01-01,19,True,1,10147,2277,Mid-term,English
+12702,28522223,0.0,135427.80952380956,1995-03-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-29,20,False,0,9523,3132,Mid-term,English
+12703,28522242,0.0,380744.0,1989-09-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-24,12,False,0,11530,2711,Mid-term,English
+12706,28539589,0.0,42358.4,1988-03-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-02,20,True,0,12079,2733,Mid-term,English
+12707,28542539,0.0,7315360.000000002,1988-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2005-07-22,15,True,0,12018,5727,Mid-term,English
+12708,28543202,0.0,106843.71428571429,1991-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-11,15,True,0,10817,2573,Mid-term,English
+12709,28543385,0.0,361708.20000000007,1986-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-06,15,True,0,12688,2606,Mid-term,English
+12710,28544340,0.0,927843.8000000002,1992-10-01,21,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-29,21,True,0,10404,3437,Mid-term,English
+12711,28544617,0.0,2722451.2,1989-03-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,Unknown,Premier,2011-08-01,16,True,0,11700,3526,Mid-term,Unknown
+12713,28547651,0.0,362304.00000000006,1996-08-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-04-18,12,False,0,8990,4361,Mid-term,English
+12714,28548806,0.0,1253836.8761904764,1997-11-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-20,20,False,0,8547,3294,Mid-term,English
+12715,28549566,0.0,333167.82857142866,2015-04-30,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-09-30,9,True,0,2158,4561,Short-term,English
+12716,28550713,0.0,489733.44,1988-01-01,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-23,21,False,0,12139,2985,Mid-term,English
+12717,28558800,0.0,155340.8,2006-07-26,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-24,12,False,0,5358,2376,Short-term,English
+12718,28563268,0.0,118035.2380952381,2004-01-05,10,False,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-10-28,10,True,0,6291,2707,Short-term,English
+12719,28563810,0.0,149921.66666666666,2018-03-01,23,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-23,23,True,0,1122,3596,Short-term,English
+12720,28564124,0.0,366320.0,1995-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-11,15,True,0,9339,2177,Mid-term,English
+12722,28570066,1065.5233333333335,1619595.466666667,1981-11-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-07-05,20,True,1,14391,4283,Long-term,English
+12724,28572374,0.0,830508.8,1991-09-15,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-07-28,24,True,0,10786,2434,Mid-term,English
+12725,28575409,0.0,255234.0,1998-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-04,21,True,0,8455,3035,Mid-term,English
+12726,28575633,0.0,310978.9714285714,1991-12-25,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-10-11,12,False,0,10685,4185,Mid-term,English
+12727,28575746,241.94285714285718,143714.05714285717,1994-10-15,11,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-14,11,True,1,9660,2660,Mid-term,English
+12728,28577664,0.0,613516.7999999999,1996-02-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-08,18,False,0,9186,3611,Mid-term,English
+12729,28579358,0.0,30939.428571428576,1991-10-15,10,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-27,10,False,0,10756,2312,Mid-term,English
+12730,28581152,804.0761904761906,1872693.447619048,1973-06-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2002-12-03,17,True,1,17466,6689,Long-term,English
+12731,28582544,364.86400000000003,242634.56000000003,1979-04-15,7,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-09,7,True,1,15322,2483,Long-term,English
+12732,28585946,0.0,46262.880000000005,1996-06-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-12,12,True,0,9051,2388,Mid-term,English
+12734,28591055,325.1980952380953,735272.8933333334,1993-01-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-16,17,True,1,10298,2719,Mid-term,English
+12735,28591462,468.32,252892.8,1994-06-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-19,4,True,1,9796,3324,Mid-term,English
+12736,28593391,0.0,1473551.9999999998,1992-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-11-25,18,True,0,10526,3410,Mid-term,English
+12737,28597349,0.0,1203289.4342857143,1996-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-03,19,True,0,9172,3402,Mid-term,English
+12739,28607137,0.0,132639.46666666667,1994-06-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-10-05,23,True,0,9782,2000,Mid-term,English
+12741,28607795,0.0,1454073.142857143,1988-03-15,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2006-07-16,23,True,0,12065,5368,Mid-term,English
+12742,28614813,0.0,344903.25333333336,1987-11-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-15,17,True,0,12200,2781,Mid-term,English
+12743,28616106,0.0,852390.0,1992-02-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2015-10-21,11,False,0,10647,1984,Mid-term,English
+12744,28618054,0.0,1453781.2799999998,1995-12-15,36,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2010-10-24,36,False,0,9234,3807,Mid-term,English
+12746,28621808,354.2857142857143,141714.2857142857,2007-03-16,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-01,20,False,1,5125,3465,Short-term,English
+12747,28623884,0.0,529708.6666666667,1997-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-04,22,True,0,8778,2335,Mid-term,English
+12749,28627638,0.0,70398.72,2006-01-10,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-14,18,True,0,5555,3786,Short-term,English
+12750,28627788,0.0,477477.94285714277,1989-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-02,18,False,0,11714,2460,Mid-term,English
+12752,28629443,717.0133333333333,197895.68,1993-11-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2008-08-25,12,True,1,9994,4597,Mid-term,English
+12754,28644285,0.0,952411.2000000001,1999-03-09,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-12-29,20,True,0,8054,3010,Mid-term,English
+12755,28646926,0.0,180331.04761904763,1985-03-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-08-09,20,True,0,13175,1691,Mid-term,English
+12756,28657356,0.0,848630.570666667,1986-07-01,14,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-23,14,True,0,12688,2681,Mid-term,English
+12757,28658161,0.0,1264460.7040000001,2002-05-14,13,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-07,13,True,0,6892,4066,Mid-term,English
+12758,28663941,0.0,262802.28571428574,1992-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-06,20,True,0,10587,1907,Mid-term,English
+12759,28665715,320.59047619047624,721328.5714285715,1993-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2012-05-29,18,True,1,10267,3224,Mid-term,European
+12760,28667602,0.0,476784.0,2001-07-17,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-08-21,22,True,0,7193,2775,Mid-term,English
+12761,28667988,0.0,338938.28571428574,1990-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-11-12,10,False,0,11227,3057,Mid-term,English
+12762,28679205,0.0,193247.80000000002,1993-04-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-12,15,True,0,10222,2784,Mid-term,English
+12763,28682258,195.7866666666667,193828.80000000002,1979-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-12-15,15,True,1,15108,1929,Long-term,English
+12764,28682414,0.0,127608.80000000002,1988-03-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-08,17,True,0,12065,3488,Mid-term,English
+12765,28684521,0.0,928890.9240000002,2011-02-05,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-09-09,19,False,0,3703,4217,Short-term,English
+12766,28686474,0.0,418563.19999999995,1990-03-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-03,22,True,0,11349,2550,Mid-term,English
+12767,28688800,0.0,257548.56399999998,1991-09-30,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,German,Premier,2011-07-21,21,True,0,10771,3537,Mid-term,European
+12768,28692264,559.3219047619048,814372.6933333334,2011-06-03,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-04,16,True,1,3585,4010,Short-term,English
+12769,28694143,0.0,590794.0800000001,2008-06-10,18,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-05-26,18,True,0,4673,2497,Short-term,English
+12770,28694874,0.0,228026.05714285714,2008-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-12-23,19,True,0,4743,4112,Short-term,English
+12771,28695541,0.0,173273.06666666665,1995-04-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-23,17,True,0,9478,3535,Mid-term,English
+12772,28696136,345.3904761904762,152662.59047619047,2014-05-27,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-03,13,True,1,2496,3402,Short-term,English
+12774,28696894,0.0,777896.9600000001,1997-07-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-05-20,16,True,0,8670,2138,Mid-term,English
+12775,28703875,337.5238095238096,899163.4285714288,1994-02-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-29,18,True,1,9902,3345,Mid-term,English
+12776,28708524,0.0,265525.54285714286,1990-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-05-23,19,True,0,11135,3961,Mid-term,English
+12777,28709181,0.0,463211.20000000007,1990-02-01,6,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2011-06-09,6,False,0,11377,3579,Mid-term,Unknown
+12778,28709979,317.84761904761905,464693.2190476191,1980-05-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-18,17,True,1,14940,3204,Long-term,English
+12779,28711854,0.0,126493.7142857143,1995-05-15,4,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-12,4,True,0,9448,2511,Mid-term,English
+12780,28714065,0.0,261995.06666666674,2005-12-20,7,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-01,7,True,0,5576,2369,Short-term,English
+12781,28714430,0.0,318532.032,1990-03-15,21,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-26,21,True,0,11335,2586,Mid-term,English
+12782,28717089,0.0,45192.0,1990-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-03-05,20,False,0,11349,2579,Mid-term,English
+12783,28717575,0.0,579090.2857142858,1996-04-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-03,15,True,0,9112,4070,Mid-term,English
+12784,28717713,159.6952380952381,217984.0,1977-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-26,21,True,1,16036,2071,Long-term,English
+12785,28717837,284.32,162062.4,1993-12-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-09-24,19,True,1,9978,3837,Mid-term,English
+12786,28718784,0.0,202025.62285714288,1991-08-15,9,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-02,9,False,0,10817,2763,Mid-term,English
+12787,28722631,0.0,679754.1333333333,1985-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-01,14,False,0,13053,2795,Mid-term,English
+12788,28726921,0.0,764871.7714285714,1995-10-15,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-05-16,17,True,0,9295,3968,Mid-term,English
+12789,28730157,0.0,743674.2857142858,2006-07-05,15,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Spanish,Standard,2013-09-16,15,True,0,5379,2749,Short-term,European
+12790,28733008,0.0,543018.6666666667,2017-11-30,28,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-18,28,True,0,1213,3356,Short-term,English
+12791,28734319,739.6,2272051.2,1994-02-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-07-21,24,False,1,9902,2441,Mid-term,English
+12792,28737874,0.0,294913.0971428572,2000-04-24,24,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-18,24,True,0,7642,3112,Mid-term,English
+12793,28743730,0.0,76581.6,1996-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-06-28,17,True,0,9143,2464,Mid-term,English
+12795,28750563,0.0,117917.04000000001,1988-12-25,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-02-14,19,False,0,11780,2598,Mid-term,English
+12796,28754413,0.0,230914.62857142862,1992-09-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-28,18,True,0,10434,2434,Mid-term,English
+12798,28757050,0.0,366547.3066666667,1996-04-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-04-29,13,False,0,9112,3254,Mid-term,English
+12799,28757232,0.0,413460.11466666666,1996-10-15,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2004-05-31,19,False,0,8929,6144,Mid-term,English
+12800,28760630,0.0,146065.92,1988-08-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-20,11,True,0,11912,2715,Mid-term,English
+12801,28761876,0.0,1622764.0,2017-11-22,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-03,22,True,0,1221,3250,Short-term,English
+12802,28764745,0.0,965697.6000000002,1990-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-13,21,True,0,11074,3606,Mid-term,English
+12803,28767617,996.7533333333333,2215782.6599999997,1977-11-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-02-07,19,False,1,15852,4066,Long-term,English
+12805,28771127,207.9257142857143,259491.29142857145,1993-11-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-24,13,True,1,10008,2073,Mid-term,English
+12807,28781353,0.0,398001.7708333334,2002-07-26,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2011-07-26,7,True,0,6819,3532,Mid-term,Unknown
+12808,28782060,0.0,745389.2333333333,1991-03-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Spanish,Premier,2012-10-19,13,True,0,10970,3081,Mid-term,European
+12811,28784480,0.0,350456.5714285715,1992-02-01,15,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-19,15,True,0,10647,2808,Mid-term,English
+12814,28788442,788.4666666666667,2516785.6,1994-02-01,24,False,True,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,51-100,English,Premier,2009-11-10,24,True,1,9916,4155,Mid-term,English
+12815,28789082,0.0,3089014.9333333336,1991-02-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2013-08-13,10,True,0,11012,2783,Mid-term,English
+12816,28789345,0.0,275208.6857142857,1999-07-19,18,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-02-25,18,True,0,7922,2587,Mid-term,English
+12817,28793356,0.0,365029.8666666667,1997-04-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-16,22,True,0,8761,2902,Mid-term,English
+12818,28801648,0.0,325812.24,1985-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-14,18,True,0,12886,3360,Mid-term,English
+12820,28810866,0.0,381833.19999999995,1994-12-25,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-21,21,True,0,9589,2683,Mid-term,English
+12823,28813467,0.0,648490.24,1992-06-15,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-08-04,24,True,0,10512,3157,Mid-term,English
+12824,28814895,0.0,576357.6,1988-03-15,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-03,18,True,0,12065,2367,Mid-term,English
+12825,28818630,451.5666666666667,124632.40000000002,1994-02-01,23,False,False,False,NOTICE,MAIL,Y,N,N,N,Y,N,Y,N,Y,51-100,English,Premier,2013-08-20,23,True,1,9916,2776,Mid-term,English
+12826,28827109,0.0,308077.21904761903,1996-04-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-03-19,19,True,0,9112,2930,Mid-term,English
+12827,28827879,239.73333333333332,443506.6666666666,2012-07-12,25,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-04,25,False,1,3180,2154,Short-term,English
+12828,28830697,0.0,95214.24761904762,1997-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-30,17,False,0,8820,3039,Mid-term,English
+12829,28832420,163.50476190476192,416937.1428571429,1984-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-29,17,True,1,13555,2098,Mid-term,English
+12830,28836257,0.0,2071513.75,1996-04-15,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,51-100,English,Standard,2011-01-01,17,True,0,9112,3738,Mid-term,English
+12831,28838233,0.0,1965612.8266666667,1997-05-15,19,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,French,Premier,2014-07-13,19,True,0,8717,2449,Mid-term,European
+12832,28839796,0.0,1643699.1199999999,1997-03-01,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-04-18,21,False,0,8792,2900,Mid-term,English
+12833,28840022,0.0,1466405.9999999998,2016-09-07,36,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-07-02,36,True,0,1662,2825,Short-term,Unknown
+12834,28840317,0.0,440418.80000000005,2009-07-29,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-16,21,False,0,4259,2476,Short-term,English
+12835,28841409,0.0,985813.2266666668,2012-03-30,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-13,19,True,0,3284,3330,Short-term,English
+12837,28856658,0.0,48639.428571428565,1991-03-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2011-03-20,6,False,0,10984,3660,Mid-term,Unknown
+12838,28860536,0.0,867948.1904761904,1989-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-01,20,True,0,11742,3860,Mid-term,English
+12839,28865005,0.0,694617.28,1997-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-16,17,True,0,8851,2811,Mid-term,English
+12840,28872689,0.0,270724.87619047624,1990-04-15,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-21,13,True,0,11304,2622,Mid-term,English
+12841,28875790,0.0,364091.4,1996-08-01,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2015-04-25,9,False,0,9004,2163,Mid-term,English
+12842,28879347,0.0,94790.22857142858,1994-04-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-29,9,True,0,9843,3529,Mid-term,English
+12843,28883647,0.0,533550.0000000001,2009-09-17,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-09-17,15,True,0,4209,2383,Short-term,English
+12844,28885100,0.0,480988.80000000005,1998-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-16,21,True,0,8455,3206,Mid-term,English
+12846,28890288,0.0,743302.56,2014-09-12,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2012-10-29,26,True,0,2388,3071,Short-term,English
+12847,28890851,0.0,197870.4,1994-04-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-02-05,20,True,0,9857,3338,Mid-term,English
+12848,28891039,0.0,168733.31999999998,1985-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-11,21,False,0,12916,3150,Mid-term,English
+12851,28897881,0.0,1102177.44,1995-12-01,26,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-07,26,False,0,9248,2516,Mid-term,English
+12852,28897916,0.0,232840.80000000002,1972-06-15,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2006-08-12,7,False,0,17817,5341,Long-term,English
+12853,28906615,0.0,972763.4285714288,1996-04-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-10-04,15,True,0,9112,4557,Mid-term,English
+12854,28908087,0.0,544723.6080000001,1992-06-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-22,18,False,0,10526,2896,Mid-term,English
+12855,28909283,167.82857142857142,420914.0571428572,1975-12-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-05-29,19,False,1,16539,2129,Long-term,English
+12856,28909461,460.0,1153680.0,2005-02-28,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2005-10-21,19,True,1,5871,5636,Short-term,English
+12857,28914558,0.0,94193.28,1984-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-27,18,False,0,13569,3256,Mid-term,English
+12858,28914948,0.0,235846.14857142855,1997-04-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-03-12,15,True,0,8761,1841,Mid-term,English
+12859,28920507,181.20266666666666,12865.389333333333,1987-07-15,1,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-17,1,True,1,12309,2353,Mid-term,English
+12860,28923479,0.0,55373.71428571429,1996-03-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-03-04,12,False,0,9157,2580,Mid-term,Unknown
+12861,28926909,0.0,740296.0,1990-02-01,20,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-17,20,True,0,11377,3083,Mid-term,English
+12862,28928089,162.24,183980.16,1993-07-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-25,21,True,1,10131,2587,Mid-term,English
+12863,28929472,0.0,1299728.976,1985-07-15,39,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,Unknown,Standard,2014-11-17,39,True,0,13039,2322,Mid-term,Unknown
+12864,28929948,0.0,1131676.0000000002,1998-02-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-11-21,13,True,0,8455,3048,Mid-term,English
+12867,28945640,0.0,105902.88000000002,1996-02-01,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-03-30,6,True,0,9186,2554,Mid-term,English
+12868,28947068,648.1666666666667,553534.3333333334,1994-02-01,7,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2011-06-07,7,True,1,9916,3581,Mid-term,English
+12869,28948214,658.9333333333334,1435156.8,1994-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2011-04-24,18,True,1,9916,3625,Mid-term,English
+12870,28948369,0.0,2018179.8,2000-04-05,21,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-01-18,21,True,0,7661,3356,Mid-term,English
+12871,28949099,0.0,672565.3714285715,1994-09-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-18,18,False,0,9690,3935,Mid-term,English
+12872,28949749,141.96,394648.80000000005,1979-01-01,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-20,20,True,1,15426,2380,Long-term,English
+12873,28950045,0.0,85370.23733333335,2015-08-16,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-11,17,True,0,2050,2724,Short-term,English
+12874,28950667,0.0,194636.80000000002,1988-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-01-06,12,True,0,11957,3002,Mid-term,English
+12875,28950969,645.97,917277.4000000001,2009-10-04,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-02-16,10,True,1,4192,2961,Short-term,English
+12876,28951039,0.0,88632.76190476191,2013-08-21,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-14,20,True,0,2775,3147,Short-term,English
+12877,28951678,908.1280000000002,813682.6880000001,2017-05-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-11-28,8,True,1,1426,4502,Short-term,English
+12878,28951705,462.25523809523816,447463.07047619054,1983-02-01,11,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-21,11,True,1,13934,3475,Mid-term,English
+12879,28952501,0.0,335649.8133333334,1990-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-10-25,17,True,0,11182,4536,Mid-term,English
+12880,28954177,0.0,495342.84800000006,1994-01-01,21,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-02,21,True,0,9947,3037,Mid-term,English
+12881,28956186,0.0,533546.3466666667,1987-12-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-17,19,True,0,12170,2506,Mid-term,English
+12882,28960327,0.0,68902.4,1995-04-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-04,14,False,0,9478,2396,Mid-term,English
+12883,28962673,0.0,1326150.2800000003,1992-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-11-24,17,False,0,10587,3045,Mid-term,English
+12886,28970639,0.0,470893.80000000005,1987-11-01,9,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-09-06,9,True,0,12200,2394,Mid-term,English
+12887,28973175,0.0,262189.8666666667,2009-08-04,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-11-12,19,True,0,4253,2692,Short-term,English
+12888,28974460,0.0,286230.85714285716,1995-01-15,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-25,12,True,0,9568,3775,Mid-term,English
+12889,28981561,0.0,577721.1142857143,1996-12-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-20,15,True,0,8882,2988,Mid-term,English
+12891,28984370,0.0,331228.8,2014-07-14,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-04,20,False,0,2448,2945,Short-term,English
+12892,28984402,0.0,2084243.2,1996-08-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Spanish,Premier,2011-05-24,10,True,0,9004,3595,Mid-term,European
+12893,28984425,0.0,398738.39999999997,1987-07-01,17,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-05-24,17,True,0,12323,3595,Mid-term,English
+12894,28985585,0.0,318472.76190476195,2016-12-16,8,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-01-31,8,True,0,1562,2977,Short-term,English
+12895,28987068,141.44000000000003,65628.16000000002,1956-11-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-26,8,True,1,23522,2374,Long-term,English
+12896,28987332,0.0,166550.0952380952,1987-07-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Korean,Premier,2015-03-23,10,False,0,12323,2196,Mid-term,European
+12897,28988035,384.74666666666667,175444.48,1995-02-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-22,24,True,1,9537,2896,Mid-term,English
+12898,28990137,0.0,522038.39999999997,1992-07-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-23,12,True,0,10496,3138,Mid-term,English
+12900,28997121,0.0,802477.312,2010-03-05,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-05-24,16,True,0,4040,3595,Short-term,English
+12901,28997790,135.90666666666667,132101.28,1992-06-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-21,18,False,1,10512,2318,Mid-term,English
+12903,29003577,0.0,1237923.0,2008-03-17,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-12-26,18,True,0,4758,3013,Short-term,English
+12904,29003867,199.32000000000002,60593.280000000006,1995-04-01,16,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-02-10,16,False,1,9492,2967,Mid-term,English
+12905,29009716,238.13333333333333,71201.86666666667,2016-02-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-10,23,True,1,1867,2633,Short-term,English
+12906,29011599,157.58333333333331,231647.49999999997,1974-07-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-03-02,14,True,1,17057,2217,Long-term,English
+12907,29012469,0.0,130457.60000000002,1988-10-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-21,21,True,0,11851,2318,Mid-term,English
+12908,29015179,0.0,458256.896,1995-12-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-23,19,True,0,9234,2439,Mid-term,English
+12909,29016087,302.66666666666663,373187.99999999994,1993-05-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-12-12,9,True,1,10192,2662,Mid-term,Unknown
+12910,29016699,0.0,305975.6000000001,1985-08-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-08,21,True,0,13022,3153,Mid-term,English
+12911,29018508,0.0,430047.61904761917,2013-08-27,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-13,25,True,0,2769,3392,Short-term,English
+12912,29025896,0.0,891680.2095238095,1998-02-15,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-21,23,True,0,8441,3475,Mid-term,English
+12913,29030432,0.0,304515.71428571426,1996-12-25,26,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2013-11-11,26,True,0,8858,2693,Mid-term,Unknown
+12914,29034203,215.50476190476195,73702.62857142859,1970-08-01,19,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-06-21,19,True,1,18501,2471,Long-term,English
+12915,29036620,0.0,536006.7999999999,2009-01-02,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2011-02-02,12,True,0,4467,3706,Short-term,Unknown
+12916,29037318,0.0,1490619.4285714284,1989-03-01,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-25,22,True,0,11714,3624,Mid-term,English
+12917,29039352,0.0,90960.0,1988-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-01,15,False,0,12079,3099,Mid-term,English
+12918,29039600,0.0,1096097.3333333333,2006-01-17,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,500+,English,Premier,2012-06-05,4,True,0,5548,3217,Short-term,English
+12920,29042331,581.8240000000001,1034483.0720000002,1994-02-15,14,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-27,14,True,1,9902,3408,Mid-term,English
+12922,29043415,0.0,1107904.0000000002,1992-01-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-22,20,False,0,10678,3627,Mid-term,English
+12923,29045829,0.0,29798.600000000006,1995-09-15,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-01,5,True,0,9325,2491,Mid-term,English
+12924,29046613,0.0,515241.0666666667,2015-03-06,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-02,14,True,0,2213,3525,Short-term,English
+12925,29046747,0.0,1027933.5238095239,2010-06-14,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-15,25,True,0,3939,3390,Short-term,English
+12926,29047402,0.0,403395.2,2015-03-19,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-28,15,False,0,2200,2250,Short-term,English
+12929,29057389,0.0,308160.0,1996-05-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-25,12,False,0,9096,3380,Mid-term,English
+12930,29058057,0.0,259354.28571428574,2000-12-05,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-01,15,True,0,7417,3221,Mid-term,English
+12931,29060046,0.0,226398.85714285716,2000-05-12,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-27,22,False,0,7624,3469,Mid-term,English
+12932,29061379,0.0,89631.36000000002,2012-04-07,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-03,10,True,0,3276,2397,Short-term,English
+12933,29062207,0.0,2285577.0,1992-09-15,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2014-06-29,29,False,0,10420,2463,Mid-term,English
+12934,29063160,0.0,605450.5600000002,1990-04-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-23,22,True,0,11304,3077,Mid-term,English
+12935,29066492,1459.4533333333334,2997717.1466666665,1999-12-13,26,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2012-11-08,26,True,1,7775,3061,Mid-term,English
+12936,29069116,0.0,236221.44,1978-07-15,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-01,24,True,0,15596,2218,Long-term,English
+12937,29069505,470.0106666666666,855419.4133333333,1994-06-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-19,20,True,1,9796,2777,Mid-term,English
+12938,29070236,0.0,52708.0,1998-02-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-10,5,True,0,8441,2725,Mid-term,English
+12939,29072790,0.0,1018640.0000000001,1996-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-04-05,21,False,0,9186,2913,Mid-term,English
+12942,29073959,159.16,49021.28,1974-10-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-03-28,11,True,1,16979,2556,Long-term,English
+12943,29080138,0.0,30677.520000000004,1997-03-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-01-29,9,True,0,8778,2979,Mid-term,English
+12944,29082694,0.0,86002.79999999999,1992-12-25,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-08,15,True,0,10319,3184,Mid-term,English
+12945,29091947,0.0,223752.38095238095,1990-07-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-29,20,True,0,11227,3285,Mid-term,English
+12946,29094258,0.0,593881.5133333333,1995-10-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-12,17,True,0,9309,3027,Mid-term,English
+12947,29094951,0.0,333126.361904762,1997-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-09,20,True,0,8670,2483,Mid-term,English
+12948,29099067,0.0,94426.13333333333,1997-07-01,8,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2011-08-30,8,True,0,8670,3497,Mid-term,Unknown
+12949,29100244,164.98666666666668,349771.73333333334,1977-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-01-27,20,True,1,16156,2616,Long-term,English
+12950,29100527,0.0,90979.5961904762,1982-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-11,17,True,0,14240,2267,Mid-term,English
+12951,29101390,0.0,540474.24,1989-07-01,24,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-15,24,False,0,11592,2597,Mid-term,English
+12953,29104438,0.0,186230.69333333336,1996-04-01,23,False,False,False,NOTICE,MAIL,N,Y,N,Y,Y,Y,N,Y,Y,1-5,English,Premier,2012-01-09,23,True,0,9126,3365,Mid-term,English
+12954,29106405,168.76,185636.0,1992-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-20,20,False,1,10526,2654,Mid-term,English
+12955,29106454,0.0,171914.09523809527,2005-12-06,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-28,10,False,0,5590,2311,Short-term,English
+12956,29110306,0.0,199031.09333333335,1990-06-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-09-22,14,True,0,11243,2013,Mid-term,English
+12957,29116401,0.0,63228.34285714286,1997-07-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-20,8,True,0,8670,2592,Mid-term,English
+12959,29120462,0.0,1573981.878857143,1979-11-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-12,22,True,0,15108,3241,Long-term,English
+12960,29121811,166.41904761904766,220671.6571428572,1994-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-08,17,True,1,9843,2119,Mid-term,English
+12961,29123368,492.1428571428572,970505.7142857144,2014-02-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Unknown,Standard,2011-04-10,17,True,1,2597,3639,Short-term,Unknown
+12962,29127444,312.09523809523813,236880.28571428574,1992-05-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-29,23,True,1,10557,3163,Mid-term,English
+12963,29127463,185.35238095238094,366997.71428571426,1993-10-01,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-23,15,True,1,10039,2255,Mid-term,English
+12964,29128416,0.0,1286248.32,1997-02-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2011-06-11,18,False,0,8806,3577,Mid-term,English
+12965,29131841,224.87619047619052,431537.40952380956,1977-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-15,19,True,1,16083,2538,Long-term,English
+12966,29132286,0.0,104515.50476190477,1996-09-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-24,22,True,0,8973,2407,Mid-term,English
+12967,29132458,0.0,852345.3714285715,2009-11-26,22,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-17,22,True,0,4139,3326,Short-term,English
+12968,29133085,240.4,439210.80000000005,1983-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-01,21,False,1,13770,2157,Mid-term,English
+12969,29133986,206.65333333333334,166149.28,1993-04-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-27,12,False,1,10222,3042,Mid-term,English
+12970,29137940,0.0,2548145.6,1989-12-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2010-12-20,11,True,0,11425,3750,Mid-term,English
+12972,29140564,0.0,226193.5,1993-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2016-05-27,17,True,0,10267,1765,Mid-term,English
+12973,29144000,0.0,624374.857142857,1997-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-08,24,True,0,8670,2910,Mid-term,English
+12974,29151239,0.0,587152.8,1992-03-01,26,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-05,26,True,0,10618,2242,Mid-term,English
+12975,29151331,0.0,73107.84000000001,1987-03-01,8,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-05,8,False,0,12445,1726,Mid-term,English
+12977,29156036,0.0,359732.88,1993-03-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-29,15,True,0,10239,2675,Mid-term,English
+12978,29158821,0.0,249859.88,2003-01-28,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-09-26,17,True,0,6633,2739,Mid-term,English
+12979,29161757,111.18666666666667,270405.9733333333,1971-05-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-01,19,True,1,18214,2065,Long-term,English
+12980,29165146,0.0,150453.14666666667,1983-01-15,19,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Spanish,Standard,2014-12-08,19,False,0,13951,2301,Mid-term,European
+12981,29165688,0.0,503917.44000000006,1992-11-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-03-21,13,True,0,10359,2198,Mid-term,English
+12982,29169973,160.62857142857143,409602.85714285716,1969-11-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-07-19,17,True,1,18760,2078,Long-term,English
+12983,29171295,0.0,1133059.2000000002,1984-07-01,21,False,False,False,AUTO RENEW,BRANCH (PHONE),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-07,21,True,0,13418,2697,Mid-term,English
+12984,29171355,0.0,61047.99999999999,1985-03-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-06,7,True,0,13175,1968,Mid-term,English
+12985,29176752,0.0,62390.399999999994,1996-03-15,10,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-03,10,False,0,9143,2701,Mid-term,English
+12987,29182695,0.0,356316.0,2015-02-06,15,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-15,15,True,0,2241,2689,Short-term,English
+12988,29184228,329.76,250617.59999999998,1980-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-29,19,True,1,15030,2614,Long-term,English
+12989,29184487,0.0,386273.82857142854,2010-12-16,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-01,23,True,0,3754,3434,Short-term,English
+12990,29186243,0.0,321681.36,1985-12-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-02,20,True,0,12886,2156,Mid-term,English
+12991,29187712,386.0476190476191,204219.19047619047,2012-07-24,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-08-21,23,False,1,3168,3140,Short-term,English
+12993,29190333,209.63809523809525,179240.57142857142,1993-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-08-02,19,True,1,10100,2429,Mid-term,English
+12994,29191954,0.0,288284.94933333335,2004-12-07,11,True,True,True,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-14,11,True,0,5954,2874,Short-term,English
+12995,29196725,0.0,193519.58400000003,1989-07-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-14,18,False,0,11592,2295,Mid-term,English
+12996,29197387,0.0,404280.68571428576,1989-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-05,16,False,0,11742,3248,Mid-term,English
+12997,29198264,0.0,754118.6857142857,2007-04-27,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-01-13,19,True,0,5083,5917,Short-term,English
+12998,29201378,245.02857142857144,338139.4285714286,1971-11-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-22,10,True,1,18030,2682,Long-term,English
+12999,29204618,0.0,298585.38666666666,1996-08-01,23,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-30,23,True,0,9004,3070,Mid-term,English
+13000,29204668,0.0,269285.71428571426,1989-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-03-06,15,False,0,11530,2213,Mid-term,English
+13001,29217091,0.0,1238012.0380952382,1997-03-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-07-30,16,False,0,8792,5719,Mid-term,English
+13003,29232335,1486.1333333333334,646468.0,1991-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,500+,English,Premier,2014-07-14,5,False,1,10953,2448,Mid-term,English
+13004,29232667,0.0,63700.56,1980-02-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-12-22,21,True,0,15030,2652,Long-term,English
+13005,29236155,443.65714285714284,181012.11428571428,1995-02-01,4,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-12-29,4,True,1,9551,4106,Mid-term,English
+13006,29236534,0.0,13238.566666666666,1997-06-15,1,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,Unknown,Standard,2010-11-20,1,True,0,8686,3780,Mid-term,Unknown
+13007,29237805,499.65066666666667,431698.176,1994-09-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-24,18,True,1,9704,2894,Mid-term,English
+13009,29238419,199.8857142857143,413763.42857142864,2005-06-02,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-11,18,False,1,5777,2359,Short-term,English
+13010,29244211,0.0,230779.0476190476,1992-10-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2008-01-17,4,False,0,10390,4818,Mid-term,English
+13011,29244277,371.52266666666674,1058839.6,1974-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-11,19,True,1,16948,2389,Long-term,English
+13012,29246032,139.13333333333335,62610.00000000001,1982-02-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-19,5,True,1,14285,2351,Long-term,English
+13013,29249964,218.79619047619047,187070.74285714285,1981-11-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-25,15,True,1,14377,2133,Long-term,English
+13014,29251420,653.8666666666667,1416275.2,1994-03-15,19,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-11-14,19,True,1,9874,5612,Mid-term,English
+13015,29254476,0.0,145458.13333333333,1996-03-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-02,10,True,0,9157,3586,Mid-term,English
+13016,29257109,0.0,292238.39999999997,2009-05-20,6,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-04,6,True,0,4329,3645,Short-term,English
+13017,29259912,0.0,509480.39999999997,1996-05-15,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-24,21,True,0,9082,2953,Mid-term,English
+13018,29261204,0.0,887257.8000000002,1978-01-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,Unknown,Premier,2014-11-01,22,True,0,15777,2338,Long-term,Unknown
+13019,29263384,1214.9333333333334,4161146.666666667,1993-11-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2011-11-21,25,True,1,10008,3414,Mid-term,Unknown
+13020,29266289,563.1352380952382,190339.7104761905,2002-03-18,26,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-14,26,True,1,6949,4031,Mid-term,English
+13021,29268328,0.0,848210.0342857145,1995-07-01,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-25,13,True,0,9401,3533,Mid-term,English
+13022,29268848,132.77333333333334,139412.0,1967-12-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-02,15,True,1,19461,1972,Long-term,English
+13024,29273647,173.74933333333334,450358.27200000006,1971-11-01,18,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-14,18,True,1,18044,2295,Long-term,English
+13026,29276297,339.6,782438.4,1970-10-01,24,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-11-22,24,True,1,18440,2317,Long-term,English
+13027,29277694,0.0,2289000.0,1989-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-10-23,21,False,0,11773,2712,Mid-term,English
+13029,29283498,0.0,1131977.7000000002,1985-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-09-18,21,True,0,13039,3112,Mid-term,English
+13030,29285874,160.13333333333335,377594.4000000001,1979-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-03-18,18,True,1,15336,2566,Long-term,Unknown
+13031,29288246,0.0,190007.58857142858,1982-04-01,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-27,16,False,0,14240,2404,Mid-term,English
+13032,29290912,0.0,5607689.36,1992-04-01,17,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2013-11-10,17,True,0,10587,2694,Mid-term,English
+13034,29294048,0.0,70681.6,1995-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-07-28,16,True,0,9478,2434,Mid-term,English
+13035,29295886,0.0,548715.6000000001,2008-02-29,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2011-04-09,18,True,0,4775,3640,Short-term,English
+13036,29299515,0.0,792678.8333333335,1991-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-07-19,17,False,0,10862,3173,Mid-term,English
+13037,29301244,0.0,900509.0333333334,1991-07-01,23,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-02-24,23,True,0,10862,3319,Mid-term,English
+13038,29302348,313.7142857142858,618644.5714285716,1994-08-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-17,17,False,1,9735,3175,Mid-term,English
+13039,29302405,0.0,332995.32000000007,1988-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-03,17,True,0,11957,3402,Mid-term,English
+13040,29305402,836.8733333333334,803398.4000000001,1993-06-01,8,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2011-12-31,8,True,1,10161,3374,Mid-term,English
+13041,29305788,809.7333333333333,663171.6000000001,1973-12-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-02-28,21,True,1,17269,2584,Long-term,English
+13042,29307498,0.0,53070.00000000001,1987-03-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-05-24,15,True,0,12445,2134,Mid-term,English
+13043,29310120,383.84,165818.87999999998,1969-05-15,16,False,True,False,NOTICE,MAIL,Y,Y,N,N,N,N,Y,Y,Y,51-100,English,Premier,2015-02-11,16,True,1,18944,2236,Long-term,English
+13044,29313124,0.0,263535.104,2004-07-28,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,Spanish,Premier,2015-02-11,23,True,0,6086,2236,Short-term,European
+13045,29313484,123.74666666666666,214576.71999999997,1975-08-15,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-26,17,True,1,16661,2193,Long-term,English
+13046,29320245,3547.333333333334,2341240.0000000005,1993-12-01,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,Y,Y,Y,Y,Y,Y,Y,500+,English,Premier,2008-10-03,15,False,1,9978,4558,Mid-term,English
+13047,29321611,836.5066666666668,1180310.9066666667,2010-03-04,17,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-09-06,17,True,1,4041,4220,Short-term,English
+13048,29326205,0.0,755072.0000000002,1991-12-14,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-26,21,False,0,10696,3958,Mid-term,English
+13050,29329509,0.0,937918.8,1996-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-04-12,18,True,0,8990,3271,Mid-term,English
+13053,29334032,185.54285714285714,237494.85714285716,1992-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-22,20,True,1,10618,2256,Mid-term,English
+13054,29334361,0.0,803080.0,1988-03-01,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2016-06-28,15,True,0,12079,1733,Mid-term,English
+13055,29334710,0.0,88959.61904761905,1984-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-27,20,False,0,13569,2312,Mid-term,English
+13056,29335498,0.0,123696.0,1990-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2013-11-19,21,False,0,11196,2685,Mid-term,English
+13057,29335720,0.0,86407.44,1987-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-17,19,True,0,12370,3144,Mid-term,English
+13058,29336146,0.0,600842.6666666667,1995-05-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-03-22,13,True,0,9462,3292,Mid-term,English
+13059,29338766,75.02666666666667,96109.16,1993-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-08-05,21,True,1,10069,1695,Mid-term,English
+13060,29339947,230.69333333333336,512600.5866666667,1993-10-01,22,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-26,22,False,1,10039,3288,Mid-term,English
+13062,29348970,0.0,628977.4400000002,1997-07-15,13,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-09-24,13,True,0,8656,2741,Mid-term,English
+13063,29349174,126.60000000000001,54058.200000000004,1966-12-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2015-02-24,7,False,1,19826,2223,Long-term,Unknown
+13064,29357036,0.0,600571.4,1987-06-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-03-12,23,True,0,12339,3668,Mid-term,English
+13065,29360532,144.86666666666665,194555.93333333332,1965-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-21,17,False,1,20235,2410,Long-term,English
+13066,29360685,0.0,822726.56,1992-06-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-10-13,23,False,0,10526,2722,Mid-term,English
+13067,29361714,146.44000000000003,19037.200000000004,2003-08-27,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-08-05,13,False,1,6422,2426,Mid-term,English
+13068,29362580,201.46666666666667,362640.0,2004-07-14,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-09-30,18,False,1,6100,2370,Short-term,English
+13069,29363413,0.0,538043.8095238096,1998-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-21,20,False,0,8441,2956,Mid-term,English
+13071,29364969,0.0,211509.1382857143,1985-04-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-18,4,True,0,13130,2839,Mid-term,English
+13073,29366936,0.0,179675.09333333332,1997-09-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-07-16,8,True,0,8594,2811,Mid-term,English
+13074,29367149,156.3466666666667,196996.80000000002,2001-10-09,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-26,14,True,1,7109,2527,Mid-term,English
+13075,29367946,1130.7666666666667,1284550.9333333333,1993-02-01,8,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2006-01-08,8,True,1,10281,5557,Mid-term,Unknown
+13078,29384572,332.2354285714286,964811.6845714286,1979-09-01,24,False,False,False,AUTO RENEW,BILLING,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-09,24,True,1,15183,2453,Long-term,English
+13079,29384695,0.0,166533.94285714286,1990-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-20,18,True,0,11394,2227,Mid-term,English
+13080,29385376,0.0,636318.0000000001,2005-10-17,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-11-13,18,True,0,5640,3422,Short-term,Unknown
+13082,29388054,0.0,261101.8666666666,1991-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-29,22,True,0,10970,2859,Mid-term,English
+13083,29390055,0.0,254674.28571428574,1985-10-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-27,15,True,0,12961,2616,Mid-term,English
+13085,29395218,0.0,47810.98666666667,1998-02-01,2,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2013-03-16,2,False,0,8455,2933,Mid-term,English
+13086,29399322,375.48571428571427,420543.99999999994,1994-06-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-02,14,False,1,9782,3617,Mid-term,English
+13087,29399999,0.0,911147.7333333334,1992-06-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-04,20,True,0,10526,3126,Mid-term,English
+13088,29400028,0.0,171624.96000000002,1990-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-17,24,False,0,11318,2960,Mid-term,English
+13089,29406767,0.0,470954.85333333333,1994-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-01-11,17,False,0,9947,2997,Mid-term,English
+13090,29407234,113.88000000000001,107047.20000000001,1975-10-01,10,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,Hebrew,Premier,2015-07-05,10,True,1,16614,2092,Long-term,Asian
+13091,29408077,805.875,788951.625,1991-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-06-21,11,False,1,10848,3567,Mid-term,English
+13092,29409254,0.0,228531.80952380958,1985-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-08,22,False,0,13175,2788,Mid-term,English
+13093,29416941,0.0,1325376.0,2003-05-21,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-23,15,True,0,6520,3504,Mid-term,English
+13094,29419829,0.0,207409.06666666665,1994-06-01,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-04,5,True,0,9796,2488,Mid-term,English
+13095,29420635,0.0,593427.6,1991-10-01,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-13,27,True,0,10770,3209,Mid-term,English
+13096,29428095,153.52,132641.28000000003,1976-08-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-25,24,False,1,16309,2498,Long-term,English
+13097,29429006,0.0,42417.14285714286,1983-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-04,15,False,0,13861,1940,Mid-term,English
+13098,29430639,0.0,184554.72000000003,1983-09-15,17,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-23,17,True,0,13708,2985,Mid-term,English
+13099,29435744,0.0,672683.6,1989-08-01,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-07-26,19,True,0,11561,3897,Mid-term,English
+13100,29440770,0.0,144995.62666666668,1996-06-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-18,8,False,0,9065,2900,Mid-term,English
+13101,29442955,0.0,2644.5714285714284,1988-07-15,1,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-29,1,False,0,11943,2190,Mid-term,English
+13102,29443036,0.0,3621884.0,2012-06-14,21,True,True,True,NOTICE,BRANCH (PHONE),Y,Y,N,N,N,N,Y,Y,Y,500+,English,Standard,2013-01-04,21,False,0,3208,3004,Short-term,English
+13103,29445476,275.8333333333333,347550.0,1971-12-15,18,False,False,False,NOTICE,IT,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-05-15,18,False,1,18000,2508,Long-term,Unknown
+13104,29448667,0.0,266485.6666666667,1996-06-15,5,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2005-09-16,5,True,0,9051,5671,Mid-term,English
+13105,29450670,381.02857142857147,952571.4285714286,1968-10-15,20,False,False,False,NOTICE,WEB,N,Y,N,N,Y,N,N,N,Y,6-10,English,Standard,2012-06-20,20,True,1,19156,3202,Long-term,English
+13106,29450915,0.0,573417.4160000001,1997-07-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-14,19,True,0,8656,3482,Mid-term,English
+13107,29452937,0.0,454439.92380952387,1995-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-15,16,True,0,9278,2903,Mid-term,English
+13108,29454620,193.57333333333332,246805.99999999997,1981-02-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-12-27,25,False,1,14664,1917,Long-term,English
+13109,29455038,0.0,783328.0,1991-08-15,26,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,Y,Y,6-10,English,Standard,2014-09-05,26,True,0,10817,2395,Mid-term,English
+13110,29458634,1932.1466666666668,4706709.28,2006-05-26,28,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,Y,Y,Y,N,N,N,Y,500+,English,Premier,2014-07-14,28,False,1,5419,2448,Short-term,English
+13112,29464419,0.0,44736.64,1991-08-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-06,6,True,0,10817,2394,Mid-term,English
+13113,29466927,972.9166666666666,248093.74999999997,1979-05-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2014-05-03,5,True,1,15306,2520,Long-term,English
+13114,29467693,0.0,101998.41333333334,1987-08-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-06,17,True,0,12278,1968,Mid-term,English
+13115,29468695,0.0,74550.85714285714,1992-01-01,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-20,3,True,0,10678,2411,Mid-term,English
+13116,29470838,0.0,97662.53333333333,1978-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-11-28,19,True,0,15504,2311,Long-term,English
+13117,29472175,0.0,678470.4000000001,2001-08-08,28,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-19,28,False,0,7171,2534,Mid-term,English
+13118,29472992,0.0,333931.0,2010-01-11,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2011-05-11,4,False,0,4093,3608,Short-term,Unknown
+13119,29474298,0.0,143281.60000000003,1990-03-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-09-30,21,True,0,11349,3466,Mid-term,English
+13120,29474868,164.7619047619048,32952.38095238096,1994-12-25,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-20,10,True,1,9589,2107,Mid-term,English
+13121,29475033,318.62857142857143,345074.7428571429,1965-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-12,19,True,1,20525,3210,Long-term,English
+13122,29477012,0.0,1265074.6666666667,1994-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-04,20,True,0,9629,3370,Mid-term,English
+13123,29481867,231.24266666666662,156088.8,1979-08-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-26,15,True,1,15200,2617,Long-term,English
+13124,29483800,0.0,844227.9238095239,1993-07-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-10,23,True,0,10131,2847,Mid-term,English
+13125,29486377,0.0,859431.5600000002,2009-08-18,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-03-09,19,True,0,4239,2210,Short-term,English
+13126,29493703,0.0,317685.63809523813,1996-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-03-25,16,False,0,9172,4020,Mid-term,English
+13128,29500742,293.13142857142856,694428.3542857142,2006-09-27,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-11,23,True,1,5295,2542,Short-term,English
+13130,29504122,324.4761904761905,190792.0,2013-02-06,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-01,21,True,1,2971,3252,Short-term,English
+13131,29505051,132.7619047619048,67708.57142857143,1994-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-04,17,False,1,9613,1878,Mid-term,English
+13132,29511215,0.0,238357.28,1986-06-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-07,23,False,0,12718,1724,Mid-term,English
+13133,29512157,0.0,139531.0,1994-07-15,5,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-04-02,5,True,0,9752,3647,Mid-term,English
+13134,29515143,0.0,251245.86666666667,2014-06-13,22,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,51-100,English,Standard,2015-12-01,22,True,0,2479,1943,Short-term,English
+13137,29518196,302.4533333333333,77125.6,1992-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-17,15,False,1,10512,2475,Mid-term,English
+13139,29520797,0.0,105119.71428571426,2000-12-07,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-14,3,True,0,7415,2904,Mid-term,English
+13141,29524898,0.0,400779.16666666674,2010-01-15,5,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-03,5,False,0,4089,2946,Short-term,English
+13142,29525801,0.0,138519.04761904763,1983-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-23,19,False,0,13965,3016,Mid-term,English
+13143,29529989,0.0,273041.14666666667,1982-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-19,19,True,0,14118,2228,Mid-term,English
+13144,29532755,0.0,831336.0,1991-07-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2008-02-09,22,False,0,10862,4795,Mid-term,English
+13145,29540767,0.0,105450.32000000002,1995-12-25,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-02,17,False,0,9224,2794,Mid-term,English
+13146,29545923,0.0,336869.14285714284,1996-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-19,15,False,0,9172,2351,Mid-term,English
+13147,29547453,1122.1333333333334,682257.0666666668,1976-07-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2015-07-22,16,True,1,16340,2075,Long-term,English
+13148,29547998,0.0,1441132.0,2005-08-22,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-06-14,20,True,0,5696,2843,Short-term,English
+13149,29548284,0.0,211112.3872,1984-01-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-09-09,22,False,0,13586,2391,Mid-term,English
+13150,29550389,0.0,1642404.0,1997-03-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-09-03,15,True,0,8792,4223,Mid-term,English
+13151,29552890,225.67619047619053,34302.78095238096,1994-10-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-09,4,True,1,9660,2544,Mid-term,English
+13152,29554831,156.43809523809523,239350.2857142857,1974-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-18,17,False,1,16965,2048,Long-term,English
+13153,29556500,0.0,399269.2,1990-12-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-16,15,True,0,11060,3572,Mid-term,English
+13154,29561894,0.0,217881.0666666667,1986-02-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-13,17,True,0,12838,3270,Mid-term,English
+13155,29564218,0.0,384958.08,1992-12-25,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-11-09,13,False,0,10319,2330,Mid-term,English
+13156,29565578,0.0,306644.0,1977-03-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-02,7,True,0,16083,3341,Long-term,English
+13157,29567717,0.0,901168.8000000002,1997-11-01,18,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-07-28,18,True,0,8547,4625,Mid-term,English
+13158,29573518,0.0,221747.68,2009-02-03,7,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,11-50,English,Standard,2015-02-02,7,True,0,4435,2245,Short-term,English
+13160,29575520,0.0,81572.16,1989-03-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-07-03,9,True,0,11714,3920,Mid-term,English
+13161,29578558,0.0,145164.60952380951,2005-01-25,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-06,23,True,0,5905,2486,Short-term,English
+13162,29580343,0.0,309226.6666666667,1997-02-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-13,7,True,0,8820,2875,Mid-term,English
+13163,29584675,0.0,204050.0,2004-08-11,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-06-07,7,False,0,6072,2120,Short-term,English
+13164,29591916,167.4266666666667,375035.73333333345,2008-01-24,20,True,True,True,NOTICE,BILLING,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-02,20,True,1,4811,2641,Short-term,English
+13165,29594521,0.0,1251551.8080000002,1997-07-01,26,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-07,26,True,0,8670,2546,Mid-term,English
+13167,29607149,0.0,64752.48266666666,1991-02-01,22,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-29,22,False,0,11012,2798,Mid-term,English
+13168,29611175,0.0,144643.40000000002,1984-12-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2011-12-31,11,True,0,13265,3374,Mid-term,English
+13170,29614650,0.0,74154.64761904762,1991-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-12,19,False,0,10817,2572,Mid-term,English
+13171,29619086,0.0,1887274.6666666665,1992-07-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-01-16,8,True,0,10496,2627,Mid-term,English
+13172,29625722,0.0,68247.77142857143,1995-05-15,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-06-25,16,True,0,9448,2102,Mid-term,Unknown
+13173,29626218,0.0,364857.89333333337,2010-12-07,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-01-12,23,True,0,3763,3727,Short-term,English
+13174,29628945,0.0,222780.9523809524,1996-02-15,10,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-07-22,10,True,0,9172,2805,Mid-term,English
+13175,29632638,0.0,26351.52,1989-11-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-09-10,3,False,0,11469,3120,Mid-term,English
+13177,29638963,0.0,353652.4506666667,2011-04-14,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-02-05,17,False,0,3635,3703,Short-term,English
+13178,29639241,367.16952380952387,112353.8742857143,1989-08-15,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-26,17,True,1,11547,2951,Mid-term,English
+13179,29639790,0.0,36045.71428571428,1995-09-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-25,3,True,0,9325,2649,Mid-term,English
+13181,29643869,219.4895238095238,144863.0857142857,1994-05-01,6,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-22,6,True,1,9827,2136,Mid-term,English
+13182,29643964,0.0,561384.0000000001,1995-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-11-14,18,False,0,9582,3055,Mid-term,English
+13183,29646066,0.0,271567.76,1990-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2014-12-02,19,True,0,11104,2307,Mid-term,English
+13184,29646500,260.312,103864.48800000001,1969-09-15,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-01,21,True,1,18821,2976,Long-term,English
+13185,29646888,0.0,185340.80000000002,1990-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2017-06-04,21,False,0,11227,1392,Mid-term,English
+13187,29650317,0.0,252416.0,1991-03-15,15,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2010-07-26,15,True,0,10970,3897,Mid-term,English
+13188,29650611,0.0,49363.2,1986-07-01,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2018-05-19,15,True,0,12688,1043,Mid-term,English
+13189,29652273,0.0,344063.99999999994,1996-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-01-01,20,False,0,8868,3373,Mid-term,English
+13190,29653454,414.6933333333334,106161.49333333335,1994-10-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-11-20,16,True,1,9674,3049,Mid-term,English
+13191,29655875,0.0,1199553.8285714288,1989-07-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2008-01-15,23,False,0,11592,4820,Mid-term,Unknown
+13192,29657696,0.0,127088.0,1969-04-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-24,15,True,0,18974,2346,Long-term,English
+13193,29658454,420.4819047619048,742991.5257142858,1994-08-01,19,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-05-09,19,True,1,9735,3244,Mid-term,Unknown
+13195,29663579,577.1428571428571,1034240.0,1991-02-01,14,False,False,False,AUTO RENEW,PHONE,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-06,14,True,1,11012,4373,Mid-term,English
+13196,29663643,188.41333333333333,619503.04,2008-03-03,24,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-06-02,24,True,1,4772,2855,Short-term,Unknown
+13197,29665601,337.8933333333334,545697.7333333334,1959-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-12-18,19,True,1,22413,2656,Long-term,English
+13198,29666366,0.0,1647839.6,2009-12-28,19,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2011-05-02,19,True,0,4107,3617,Short-term,English
+13199,29668557,0.0,503200.0000000001,1996-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-10-27,15,False,0,9217,3073,Mid-term,English
+13201,29670395,0.0,210708.4761904762,1997-04-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-25,23,False,0,8761,3044,Mid-term,English
+13203,29671577,0.0,450560.0,1996-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-04,20,True,0,9172,2945,Mid-term,English
+13204,29674134,0.0,314841.60000000003,1993-02-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-12,18,True,0,10281,2419,Mid-term,English
+13206,29676201,188.21333333333334,237148.80000000002,1987-05-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-04,18,False,1,12384,2853,Mid-term,English
+13207,29678540,0.0,1285327.0857142857,1986-05-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-07-07,15,True,0,12735,4646,Mid-term,English
+13208,29679579,0.0,1407089.4933333334,1991-11-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-02-03,13,True,0,10739,4801,Mid-term,English
+13209,29680796,0.0,860857.7999999999,1995-12-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-06-17,23,True,0,9248,2475,Mid-term,English
+13210,29681113,310.9352380952381,164484.74095238096,1978-01-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-02,23,True,1,15777,2641,Long-term,English
+13211,29681306,0.0,182753.27999999997,1995-11-15,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2012-10-08,18,True,0,9264,3092,Mid-term,English
+13213,29683741,0.0,352779.0933333334,1995-11-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-26,20,False,0,9278,2344,Mid-term,English
+13214,29691269,0.0,1051890.6666666665,1994-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-12-10,20,True,0,9888,3760,Mid-term,English
+13215,29691961,0.0,82320.00000000001,1998-02-15,3,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-13,3,False,0,8441,2599,Mid-term,English
+13216,29692755,286.7866666666667,326936.8,1991-08-15,20,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-30,20,True,1,10817,3862,Mid-term,English
+13217,29700936,0.0,901560.8,1997-06-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-21,21,True,0,8686,3749,Mid-term,English
+13218,29705606,0.0,3435763.5,1998-02-01,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,101-500,English,Premier,2004-01-25,10,True,0,8455,6271,Mid-term,English
+13219,29706989,274.0571428571429,207187.2,1980-12-01,18,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,6-10,English,Standard,2013-04-28,18,True,1,14726,2890,Long-term,English
+13220,29708752,0.0,159515.2,1998-02-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-01,16,True,0,8455,1973,Mid-term,English
+13222,29709634,0.0,499897.1428571429,1984-09-15,17,False,True,False,NOTICE,WEB,N,N,Y,N,N,N,N,N,Y,6-10,English,Standard,2014-11-08,17,True,0,13342,2331,Mid-term,English
+13224,29712905,252.45333333333335,143141.04,1979-08-01,7,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-08-16,7,False,1,15214,3511,Long-term,English
+13225,29714132,0.0,589380.48,1995-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-12-14,17,False,0,9234,3391,Mid-term,Unknown
+13227,29717434,0.0,531701.12,2015-12-04,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-02-16,24,True,0,1940,3692,Short-term,English
+13228,29718032,0.0,1485592.94,1996-04-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-24,17,True,0,9112,3625,Mid-term,English
+13229,29719634,491.82095238095246,1037250.3885714286,1994-08-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-04-11,19,True,1,9735,3638,Mid-term,English
+13230,29725290,0.0,187599.99999999997,1994-05-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-12,7,True,0,9827,2207,Mid-term,English
+13231,29728497,450.8,214130.00000000003,1993-10-10,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-05-19,19,True,1,10030,3234,Mid-term,English
+13232,29734428,128.10666666666665,167819.73333333334,1993-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-02-09,10,True,1,10281,2238,Mid-term,English
+13233,29735505,0.0,190953.5466666667,1997-02-15,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-02-15,11,True,0,8806,3328,Mid-term,English
+13234,29736046,0.0,674453.7874285716,1989-05-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-09-25,18,True,0,11639,3105,Mid-term,English
+13235,29739668,0.0,1150520.0,2010-08-31,25,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-07-22,25,False,0,3861,3170,Short-term,English
+13236,29740813,225.60000000000002,628070.4,1973-12-01,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2014-04-10,29,False,1,17283,2543,Long-term,Unknown
+13237,29742069,0.0,359925.8666666667,1991-07-01,11,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-11-14,11,True,0,10862,2690,Mid-term,English
+13238,29743166,0.0,319572.00000000006,1990-02-01,9,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2012-08-31,9,False,0,11377,3130,Mid-term,English
+13239,29745767,0.0,392368.00000000006,1990-03-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-07,10,True,0,11335,2393,Mid-term,English
+13240,29747353,0.0,114088.8,1997-04-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-16,15,False,0,8747,2780,Mid-term,English
+13241,29760645,0.0,588424.5714285714,1995-01-01,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-28,19,False,0,9582,3772,Mid-term,English
+13242,29761827,0.0,161006.30000000002,2010-04-20,15,True,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-02-01,15,False,0,3994,3342,Short-term,English
+13243,29762863,0.0,1082037.3942857145,1998-07-08,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-04-01,16,True,0,8298,4378,Mid-term,English
+13244,29762984,0.0,210205.8666666667,2001-08-04,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-28,19,True,0,7175,2342,Mid-term,English
+13246,29770238,0.0,462748.8,2016-11-10,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-02-11,18,True,0,1598,3697,Short-term,English
+13248,29770382,288.6693333333333,829924.3333333333,2009-06-09,23,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2012-06-22,23,True,1,4309,3200,Short-term,English
+13249,29772609,0.0,369470.47619047627,1985-01-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-04-26,8,True,0,13220,3257,Mid-term,English
+13250,29772864,0.0,378478.28571428574,1978-02-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-12-19,18,True,0,15760,2290,Long-term,English
+13251,29773508,0.0,1018170.6666666667,1986-04-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-11,25,False,0,12779,2724,Mid-term,English
+13252,29776243,0.0,85759.24933333334,1985-12-15,7,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-05-15,7,True,0,12886,2508,Mid-term,English
+13253,29778605,0.0,341378.70000000007,1996-04-15,15,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-07-14,15,True,0,9112,2813,Mid-term,English
+13255,29787288,0.0,1348032.0,1997-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Spanish,Standard,2005-06-20,17,True,0,8656,5759,Mid-term,European
+13256,29788878,0.0,244086.85714285713,1997-08-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-26,10,True,0,8639,2252,Mid-term,English
+13257,29792356,0.0,491160.60000000003,1992-05-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-23,21,False,0,10543,2804,Mid-term,English
+13258,29793429,0.0,122877.33333333334,2011-01-18,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-11-15,22,True,0,3721,3785,Short-term,English
+13259,29793724,99.68,68181.12000000001,1953-08-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-27,18,True,1,24710,1947,Long-term,English
+13260,29797100,602.5600000000001,624854.72,2004-11-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-04-03,17,True,1,5990,4011,Short-term,English
+13261,29803920,1492.4666666666667,2149152.0,1969-11-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-05-02,16,False,1,18774,3982,Long-term,English
+13262,29806288,0.0,1081078.0685714285,2003-01-20,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-23,19,True,0,6641,3199,Mid-term,English
+13263,29810017,0.0,29646.666666666664,1999-10-22,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2012-01-19,10,True,0,7827,3355,Mid-term,English
+13264,29811942,507.40000000000003,1250233.6,1993-07-01,22,False,False,False,NOTICE,WEB,Y,N,N,Y,Y,N,N,N,Y,101-500,English,Premier,2015-11-09,22,True,1,10131,1965,Mid-term,English
+13267,29820323,572.9333333333333,501889.5999999999,2005-06-27,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,101-500,English,Premier,2015-06-27,12,False,1,5752,2100,Short-term,English
+13268,29823955,0.0,255469.76000000004,2006-04-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-04,20,True,0,5460,2549,Short-term,English
+13269,29824992,0.0,1060310.16,1988-11-15,15,False,True,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-26,15,True,0,11820,3135,Mid-term,English
+13270,29825768,0.0,882477.142857143,1988-02-15,23,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-01-24,23,True,0,12094,2619,Mid-term,English
+13271,29826328,0.0,39979.68,1991-01-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-04-21,18,True,0,11043,1801,Mid-term,English
+13272,29827129,0.0,5966796.42,2004-09-20,18,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,101-500,English,Standard,2010-12-14,18,False,0,6032,3756,Short-term,English
+13273,29827284,461.9333333333334,110864.00000000001,1981-09-01,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2008-09-27,16,True,1,14452,4564,Long-term,English
+13274,29827562,458.40000000000003,203529.6,1994-07-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2005-11-07,6,True,1,9752,5619,Mid-term,English
+13275,29831507,0.0,1015367.6190476192,1988-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2004-09-01,20,True,0,11943,6051,Mid-term,English
+13276,29833347,0.0,215888.64,1984-07-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-20,8,True,0,13418,3019,Mid-term,English
+13277,29834736,317.1047619047619,102424.8380952381,1993-11-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-23,19,True,1,10008,3199,Mid-term,English
+13278,29835966,0.0,211232.0,1994-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-19,16,False,0,9629,3234,Mid-term,English
+13279,29837980,173.9066666666667,367812.60000000003,1991-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-10-28,15,False,1,10862,2707,Mid-term,Unknown
+13282,29845685,160.472,231882.04000000004,1994-08-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-29,17,False,1,9735,2190,Mid-term,English
+13283,29852402,0.0,640013.8666666668,1981-02-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2010-03-28,20,True,0,14664,4017,Long-term,Unknown
+13284,29853632,0.0,1222710.125,1998-02-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2011-08-11,13,False,0,8441,3516,Mid-term,English
+13285,29853803,0.0,178966.93333333335,1996-02-15,17,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-04-28,17,True,0,9172,3621,Mid-term,English
+13286,29856406,0.0,193055.69523809524,1987-07-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-02-23,16,True,0,12323,2589,Mid-term,English
+13287,29858865,513.1466666666666,886717.44,1994-07-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-05,18,True,1,9766,3553,Mid-term,English
+13288,29861763,0.0,453911.3142857143,1984-07-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-06-08,18,True,0,13404,2484,Mid-term,English
+13289,29862674,0.0,690651.52,1989-12-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-19,16,True,0,11439,2716,Mid-term,English
+13290,29862729,0.0,348489.1428571429,1998-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-30,20,True,0,8441,3528,Mid-term,English
+13291,29863290,0.0,241110.00000000003,2015-06-12,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-10,15,True,0,2115,2755,Short-term,English
+13292,29865123,269.12380952380954,734169.7523809525,1979-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-02,22,False,1,15412,2855,Long-term,English
+13294,29866027,0.0,1106833.0742857144,1990-04-01,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-13,23,True,0,11318,2936,Mid-term,English
+13295,29866397,0.0,222854.66666666672,1995-10-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-23,20,True,0,9295,2681,Mid-term,English
+13296,29870334,0.0,1226250.0,1996-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-07-14,15,True,0,9172,4274,Mid-term,English
+13297,29871035,0.0,509185.89333333337,1986-01-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-20,22,True,0,12855,3141,Mid-term,English
+13298,29871487,200.82666666666668,61452.96000000001,2010-04-05,17,False,False,False,NOTICE,BRANCH (POS),N,N,Y,N,N,N,N,N,Y,6-10,English,Standard,2013-01-26,17,False,1,4009,2982,Short-term,English
+13299,29872168,0.0,276870.5333333333,1987-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-11,19,False,0,12459,3058,Mid-term,English
+13300,29877720,0.0,515575.99999999994,1997-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-12,17,True,0,8792,3057,Mid-term,English
+13301,29878790,599.9583333333334,1231114.5,1998-05-12,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2013-04-26,18,True,1,8355,2892,Mid-term,Unknown
+13302,29880848,0.0,370420.96,1991-10-01,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-09-11,19,False,0,10770,3485,Mid-term,English
+13303,29881657,0.0,185041.44,1984-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-08,18,True,0,13295,3214,Mid-term,English
+13304,29881661,0.0,205697.6826666667,1986-07-15,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-17,11,True,0,12674,2445,Mid-term,English
+13306,29882427,0.0,976032.0365714285,1993-02-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-23,22,True,0,10267,3412,Mid-term,English
+13307,29883553,0.0,268840.2285714286,1985-07-15,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-17,19,True,0,13039,2840,Mid-term,English
+13308,29884469,0.0,450105.6,1987-02-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-10,21,False,0,12473,2755,Mid-term,English
+13309,29890697,0.0,86448.0,1987-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-02,18,False,0,12445,2156,Mid-term,English
+13310,29895747,0.0,734215.0095238095,1997-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-31,22,False,0,8806,4073,Mid-term,English
+13311,29900788,0.0,200534.04,2010-05-10,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,Y,N,N,N,Y,51-100,English,Premier,2013-06-14,17,True,0,3974,2843,Short-term,English
+13312,29904044,0.0,1155811.7999999998,1985-02-15,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-08-31,22,True,0,13189,2765,Mid-term,English
+13313,29906724,324.72,689705.2800000001,1993-12-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-23,18,True,1,9964,2589,Mid-term,English
+13314,29907196,274.1390476190477,614619.7447619048,1955-02-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-24,19,True,1,24161,2438,Long-term,English
+13315,29915198,0.0,678620.8000000002,2011-03-21,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-18,20,True,0,3659,3356,Short-term,English
+13316,29919532,0.0,6693.666666666667,2003-01-13,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2011-03-12,1,False,0,6648,3668,Mid-term,English
+13317,29924616,0.0,147572.94933333335,2004-08-11,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Premier,2014-11-22,19,True,0,6072,2317,Short-term,Asian
+13318,29935087,176.83333333333331,526963.3333333333,2011-08-10,20,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-12-04,20,False,1,3517,1940,Short-term,English
+13319,29936679,0.0,792985.6000000001,1991-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-28,20,True,0,10695,2464,Mid-term,English
+13320,29936995,349.86666666666673,475818.66666666674,1993-02-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-01,20,True,1,10267,3434,Mid-term,English
+13321,29937990,0.0,82678.75200000001,2014-02-01,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2013-03-13,18,False,0,2611,2936,Short-term,Unknown
+13322,29940372,0.0,106547.84,1988-07-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-07-08,7,False,0,11957,2454,Mid-term,English
+13323,29942066,0.0,2100101.485714286,1996-02-15,38,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-03,38,True,0,9172,3677,Mid-term,English
+13326,29946117,0.0,549219.740952381,2013-12-12,13,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-01,13,True,0,2662,2522,Short-term,English
+13328,29950635,0.0,623837.24,1998-02-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-05-08,15,True,0,8441,3611,Mid-term,English
+13329,29951860,0.0,669449.04,1997-04-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-29,23,True,0,8761,3741,Mid-term,English
+13330,29954409,0.0,262054.40000000002,1997-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-20,15,True,0,8670,2442,Mid-term,English
+13332,29961534,0.0,190903.68000000002,2001-05-15,6,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-11,6,True,0,7256,3394,Mid-term,English
+13334,29964793,0.0,256238.91428571436,2000-10-25,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-17,10,True,0,7458,2445,Mid-term,English
+13335,29969731,198.68,191924.88,1981-01-01,14,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-02-17,14,True,1,14695,2960,Long-term,English
+13336,29976087,0.0,624332.16,1998-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2014-02-26,18,True,0,8305,2586,Mid-term,English
+13337,29976663,0.0,182716.16000000003,1993-08-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Standard,2014-08-13,11,True,0,10086,2418,Mid-term,English
+13338,29982504,682.0840000000001,90035.088,1994-10-15,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2003-12-29,12,True,1,9660,6298,Mid-term,English
+13339,29983335,0.0,913710.0,1991-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-25,19,True,0,10800,2802,Mid-term,English
+13341,29985807,0.0,491116.0,1996-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-23,21,True,0,9143,2347,Mid-term,English
+13342,29987990,0.0,331848.00000000006,1992-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-23,15,False,0,10604,2985,Mid-term,English
+13343,29990353,0.0,32114.25,1996-08-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2016-05-31,5,True,0,9004,1761,Mid-term,English
+13345,29995882,0.0,447255.4285714286,1995-07-01,17,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-18,17,True,0,9401,3021,Mid-term,English
+13346,29999423,318.7866666666667,183621.12000000002,1993-01-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2009-10-06,4,False,1,10312,4190,Mid-term,English
+13347,29999725,0.0,92054.872,1988-12-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-26,21,True,0,11790,2040,Mid-term,English
+13348,30002702,0.0,669750.76,1992-06-01,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2013-10-13,19,True,0,10526,2722,Mid-term,Unknown
+13349,30003987,0.0,592542.5,1995-12-01,35,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2010-08-24,35,True,0,9248,3868,Mid-term,Unknown
+13351,30009274,93.75238095238096,57095.200000000004,1972-01-15,21,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-11-10,21,True,1,17969,1598,Long-term,English
+13352,30009961,489.41333333333336,1080624.6400000001,1994-08-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-11-03,16,True,1,9721,3432,Mid-term,English
+13353,30011918,0.0,272038.5066666667,1990-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,Italian,Premier,2011-04-29,22,False,0,11165,3620,Mid-term,European
+13354,30014167,225.1809523809524,441354.6666666667,1998-08-18,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2014-04-13,20,True,1,8257,2540,Mid-term,European
+13355,30014887,0.0,418796.16,1986-03-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-04,18,False,0,12810,2945,Mid-term,English
+13357,30020197,0.0,577076.8000000002,1985-03-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-19,15,True,0,13175,2624,Mid-term,English
+13358,30023293,0.0,8982.133333333333,1997-03-01,1,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-29,1,True,0,8792,2341,Mid-term,English
+13360,30031490,0.0,145502.88,2006-11-30,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-03-03,2,True,0,5231,4407,Short-term,English
+13361,30031874,0.0,875571.84,1992-10-01,18,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-07-14,18,True,0,10404,2813,Mid-term,English
+13362,30034410,0.0,530747.0476190476,1998-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-05-01,20,True,0,8455,2887,Mid-term,English
+13363,30036415,831.7226666666668,2140854.1440000003,1994-09-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-09-25,18,True,1,9704,4201,Mid-term,English
+13364,30040448,0.0,546587.9466666668,1997-07-01,16,False,False,False,AUTO RENEW,PHONE,N,N,Y,N,N,N,N,N,Y,11-50,English,Standard,2012-01-02,16,True,0,8670,3372,Mid-term,English
+13365,30045491,0.0,439145.14285714296,2016-11-08,18,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-10,18,True,0,1600,3059,Short-term,English
+13366,30047170,0.0,458814.9280000001,2004-08-11,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2011-12-27,11,True,0,6072,3378,Short-term,Unknown
+13367,30048217,0.0,473533.92,1997-05-01,18,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-01,18,False,0,8731,2734,Mid-term,English
+13368,30050751,119.92380952380952,69076.11428571428,1974-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-06,18,False,1,17207,1786,Long-term,English
+13369,30051540,308.0133333333333,997963.2,2014-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2010-01-24,24,True,1,2552,4080,Short-term,English
+13373,30058068,0.0,520012.80000000005,1988-09-15,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-12-11,15,True,0,11881,4124,Mid-term,English
+13374,30059952,686.0666666666667,443199.0666666667,1994-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2011-01-03,19,False,1,9690,3736,Mid-term,English
+13375,30060188,0.0,571793.6,1997-12-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-08-31,19,True,0,8503,3861,Mid-term,English
+13376,30061458,0.0,862028.5885714286,1991-03-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-08-07,18,True,0,10970,3154,Mid-term,Unknown
+13378,30063409,0.0,333247.20000000007,1987-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-09-16,18,True,0,12323,2384,Mid-term,English
+13383,30077817,0.0,2239430.266666667,1995-01-15,23,False,True,False,AUTO RENEW,IT,Y,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2013-01-23,23,True,0,9568,2985,Mid-term,English
+13384,30085884,0.0,720948.0,1986-07-01,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2014-01-31,12,True,0,12688,2612,Mid-term,English
+13385,30087535,0.0,438989.0400000001,1998-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-18,18,False,0,8441,2625,Mid-term,English
+13386,30100368,0.0,6100.114285714287,1990-12-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-17,3,False,0,11060,2141,Mid-term,English
+13389,30107214,0.0,974283.52,1985-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-22,21,False,0,13114,4051,Mid-term,English
+13390,30107337,194.74285714285713,405065.14285714284,1970-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-17,20,True,1,18440,2322,Long-term,English
+13391,30109122,193.38666666666668,556373.4400000001,1969-09-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-04-12,21,True,1,18835,2906,Long-term,Unknown
+13392,30109316,0.0,1528819.2000000002,2008-01-24,24,True,True,True,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-25,24,False,0,4811,3289,Short-term,English
+13393,30123865,0.0,101276.39999999998,1996-12-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-02-21,7,True,0,8868,1861,Mid-term,English
+13394,30124804,0.0,159015.42857142858,1990-04-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-01,18,True,0,11304,3679,Mid-term,English
+13396,30127621,0.0,169590.96000000002,1993-07-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-11,21,True,0,10131,2724,Mid-term,English
+13397,30129740,252.87619047619046,134024.38095238095,1994-04-15,10,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-09-26,10,True,1,9843,2739,Mid-term,English
+13398,30130025,0.0,407213.2266666667,2010-02-11,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-07,16,True,0,4062,3062,Short-term,English
+13399,30131867,0.0,164453.3333333333,1997-03-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-05-24,10,False,0,8792,1768,Mid-term,English
+13400,30135345,0.0,1355853.5999999999,1997-03-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-07-20,18,True,0,8778,2807,Mid-term,English
+13401,30137808,0.0,685373.3333333334,1987-12-01,20,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-19,20,True,0,12170,4116,Mid-term,English
+13403,30147389,0.0,766392.6857142858,2006-01-23,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-22,18,False,0,5542,3292,Short-term,English
+13404,30147888,214.77485714285714,214989.63199999998,1964-01-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-31,7,True,1,20905,1913,Long-term,English
+13405,30150728,0.0,173125.6,1997-06-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2015-03-08,23,True,0,8686,2211,Mid-term,English
+13406,30152778,0.0,655882.6666666667,1987-07-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2015-12-30,20,True,0,12309,1914,Mid-term,English
+13407,30155850,0.0,318632.2285714286,1995-05-01,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-08,8,True,0,9462,3366,Mid-term,English
+13408,30157290,0.0,441869.48,1987-01-15,13,True,False,True,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-09-15,13,False,0,12490,3115,Mid-term,English
+13409,30164791,0.0,466859.89333333337,1990-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-20,19,True,0,11335,3994,Mid-term,English
+13410,30171158,0.0,1053952.438095238,1992-08-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-15,23,True,0,10465,3512,Mid-term,English
+13413,30179707,0.0,1041251.619047619,1992-02-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-08-16,22,True,0,10647,3876,Mid-term,English
+13414,30182664,0.0,43985.76000000001,1980-07-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-04-16,19,True,0,14865,2902,Long-term,English
+13415,30189769,508.976,1343696.6400000001,1976-03-01,20,True,True,True,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2016-11-13,20,False,1,16462,1595,Long-term,English
+13416,30190354,0.0,484210.2857142858,1995-06-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-01,18,True,0,9417,3068,Mid-term,English
+13417,30192113,0.0,962273.2800000003,1997-06-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-05,18,True,0,8686,3064,Mid-term,English
+13418,30192964,0.0,1933256.266666667,2009-07-06,14,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-05-25,14,False,0,4282,3594,Short-term,English
+13419,30193314,0.0,953971.2000000002,2010-04-21,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-11-28,18,False,0,3993,4137,Short-term,English
+13420,30195011,0.0,1457876.4000000001,2011-12-13,15,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2003-01-16,15,True,0,3392,6645,Short-term,English
+13421,30196049,0.0,288028.99999999994,1978-08-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-05-11,21,True,0,15565,2147,Long-term,English
+13423,30198163,0.0,131268.9523809524,1996-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-21,20,True,0,9082,2198,Mid-term,English
+13424,30202408,0.0,1139930.8916666668,1997-04-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2012-05-12,17,True,0,8761,3241,Mid-term,English
+13425,30210168,218.09523809523807,459962.85714285704,1979-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-03,19,False,1,15245,2489,Long-term,English
+13426,30213414,0.0,3021407.913333334,1991-07-15,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-06-01,13,True,0,10848,3952,Mid-term,English
+13427,30217093,0.0,484652.8,1988-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-23,20,True,0,11957,2439,Mid-term,English
+13428,30218547,0.0,392736.95999999996,1986-04-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,Unknown,Standard,2012-06-16,18,True,0,12779,3206,Mid-term,Unknown
+13429,30219798,149.23809523809524,160878.6666666667,1992-01-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-10-09,14,False,1,10678,1996,Mid-term,English
+13430,30229585,193.1619047619048,97353.60000000002,1977-12-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-28,7,True,1,15822,2311,Long-term,English
+13431,30229647,0.0,95534.66,1996-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-06-22,19,False,0,9112,3566,Mid-term,English
+13432,30231764,330.74666666666667,339346.08,2011-08-11,19,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-01-23,19,True,1,3516,2620,Short-term,English
+13433,30231788,0.0,428053.2800000001,1995-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-26,19,True,0,9370,2586,Mid-term,English
+13434,30236772,0.0,1019345.5999999999,1997-04-15,21,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-03-26,21,False,0,8747,4749,Mid-term,English
+13435,30241086,0.0,855918.4761904762,1990-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-07,20,True,0,11377,3793,Mid-term,English
+13436,30242762,320.0761904761905,480114.28571428574,1994-11-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-06-02,20,True,1,9629,3220,Mid-term,English
+13437,30242814,0.0,1334413.6891428574,1996-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-10-08,19,False,0,9112,3092,Mid-term,English
+13438,30247032,0.0,381843.27999999997,1998-04-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-13,21,True,0,8382,2053,Mid-term,English
+13439,30249187,311.28190476190474,11206.14857142857,2009-11-18,1,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-01,1,True,1,4147,2642,Short-term,English
+13440,30250912,0.0,407661.9047619048,1991-04-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-11,25,True,0,10953,2907,Mid-term,English
+13441,30250988,177.73333333333335,387458.6666666667,1993-11-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2015-03-19,20,True,1,10008,2200,Mid-term,Unknown
+13442,30255948,0.0,580665.6,1995-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-17,17,True,0,9248,2626,Mid-term,English
+13443,30258856,0.0,671360.1142857143,2000-02-09,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-04,17,False,0,7717,3218,Mid-term,English
+13445,30260882,0.0,274769.18857142853,2015-05-17,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,Hindi,Premier,2014-10-09,8,True,0,2141,2361,Short-term,Asian
+13446,30262165,0.0,442622.4,1998-01-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-04-21,22,True,0,8472,2167,Mid-term,English
+13447,30264751,144.872,105901.432,1972-07-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-30,17,True,1,17801,2067,Long-term,English
+13448,30265207,0.0,199958.0,1985-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-21,21,False,0,12886,2045,Mid-term,English
+13449,30265633,0.0,248330.0,1985-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-13,15,True,0,13161,2175,Mid-term,English
+13451,30270604,0.0,321152.00000000006,1987-03-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-16,20,True,0,12445,4088,Mid-term,English
+13453,30272791,0.0,1816183.46,1998-02-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,N,11-50,English,Premier,2012-02-06,21,True,0,8441,3337,Mid-term,English
+13454,30274397,0.0,657962.1904761905,1998-04-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-16,25,True,0,8396,3664,Mid-term,English
+13457,30289577,0.0,252510.81142857144,1989-03-15,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-11,17,False,0,11700,2632,Mid-term,English
+13458,30291845,0.0,582419.9679999999,1970-01-15,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-09,16,True,0,18699,2149,Long-term,English
+13459,30292726,0.0,5360137.120000001,1964-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2014-04-17,19,False,0,20600,2536,Long-term,English
+13461,30300495,0.0,176867.2,1991-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-05-08,15,True,0,10984,2515,Mid-term,English
+13463,30305574,0.0,483890.0,1987-08-30,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,English,Premier,2015-05-31,11,False,0,12263,2127,Mid-term,English
+13464,30307674,194.17142857142858,155337.14285714287,2016-11-18,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-21,20,True,1,1590,2318,Short-term,English
+13465,30308446,0.0,72050.53333333333,1991-04-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-29,7,True,0,10953,3406,Mid-term,English
+13466,30311838,211.73333333333335,435112.0,2003-01-16,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-18,15,True,1,6645,2444,Mid-term,English
+13468,30316579,0.0,482370.0000000001,1991-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-09,21,True,0,10786,3121,Mid-term,English
+13470,30321707,0.0,62828.114285714284,2006-02-09,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-19,17,True,0,5525,2320,Short-term,English
+13471,30321831,0.0,740111.3600000001,1995-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-09-24,16,True,0,9551,3472,Mid-term,English
+13472,30329206,506.2200000000001,789703.2000000001,1973-10-01,15,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2007-10-14,15,False,1,17344,4913,Long-term,English
+13473,30329511,323.0666666666667,319836.00000000006,1980-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-04,22,True,1,15030,2580,Long-term,English
+13474,30336179,138.096,187810.56,1967-07-01,16,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-06-22,16,True,1,19628,2105,Long-term,English
+13476,30340810,164.45333333333335,242404.21333333338,1972-11-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-02-02,22,True,1,17678,2610,Long-term,English
+13480,30346940,0.0,412995.2800000001,1989-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-05,17,True,0,11425,3034,Mid-term,English
+13481,30348043,0.0,705128.9142857144,1987-09-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-25,20,True,0,12261,2832,Mid-term,English
+13482,30348181,0.0,528115.2,2002-06-11,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-07-23,18,True,0,6864,2804,Mid-term,English
+13483,30349311,0.0,4541059.432,1988-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2012-03-29,19,True,0,11957,3285,Mid-term,English
+13484,30350036,0.0,314520.0,1992-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-20,18,True,0,10390,2715,Mid-term,English
+13485,30351400,0.0,143096.80000000002,2006-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-15,21,False,0,5519,3146,Short-term,English
+13486,30351607,0.0,631103.2,1996-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-21,21,True,0,8943,3293,Mid-term,English
+13487,30352752,384.6019047619048,263067.7028571429,1990-02-15,9,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-22,9,True,1,11363,3047,Mid-term,English
+13488,30358528,0.0,820998.8571428572,1991-08-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-08,20,True,0,10817,3122,Mid-term,English
+13489,30361625,273.00952380952384,745316.0000000001,1994-07-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-05-05,21,True,1,9752,2883,Mid-term,English
+13492,30370205,0.0,569687.04,1995-01-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-03-03,16,False,0,9568,4042,Mid-term,English
+13493,30372721,0.0,235940.57142857145,1996-12-25,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-28,10,True,0,8858,3377,Mid-term,English
+13494,30376164,110.65833333333332,3098.433333333333,1926-01-15,2,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2015-02-26,2,False,1,34770,2221,Long-term,Unknown
+13495,30377853,0.0,214621.96,1969-04-15,21,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-07,21,True,0,18974,3062,Long-term,English
+13497,30379041,565.2952380952381,510461.60000000003,1983-06-01,21,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-08-10,21,True,1,13814,4978,Mid-term,English
+13498,30381411,430.23809523809524,371725.7142857143,2003-01-27,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-16,24,True,1,6634,3298,Mid-term,English
+13499,30382699,0.0,131142.0,1989-09-01,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-01-06,14,False,0,11530,3368,Mid-term,English
+13500,30384482,0.0,918223.488,1971-04-15,19,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Standard,2006-04-18,19,True,0,18244,5457,Long-term,English
+13502,30385939,0.0,158567.61904761905,1991-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-11-10,22,False,0,10953,4155,Mid-term,English
+13503,30386440,0.0,160378.28571428574,2013-08-09,18,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-02,18,True,0,2787,3128,Short-term,English
+13504,30387259,0.0,24920.81428571429,2015-04-06,1,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2014-02-20,1,True,0,2182,2592,Short-term,Unknown
+13506,30389088,0.0,162605.22666666665,1996-01-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-23,16,False,0,9203,3291,Mid-term,English
+13507,30391846,0.0,357453.04,2001-09-17,21,False,True,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-31,21,True,0,7131,3527,Mid-term,English
+13508,30394923,263.42857142857144,470220.0,1994-08-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-13,21,False,1,9735,2814,Mid-term,English
+13510,30398308,0.0,733896.9386666666,1997-08-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-08-15,19,True,0,8625,2781,Mid-term,English
+13511,30398308,0.0,733896.9386666666,1997-08-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-02-06,10,True,0,8625,4432,Mid-term,English
+13514,30411571,0.0,7128.166666666666,2012-03-30,2,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2014-06-29,2,True,0,3284,2463,Short-term,Unknown
+13515,30411996,0.0,475218.5904761905,1983-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-24,19,True,0,13965,2650,Mid-term,English
+13516,30412315,0.0,801632.7999999999,1996-02-15,19,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,Unknown,Standard,2012-09-13,19,True,0,9172,3117,Mid-term,Unknown
+13517,30415709,0.0,343157.76,1989-12-15,18,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-13,18,False,0,11425,3514,Mid-term,English
+13518,30416789,0.0,585097.968,1997-08-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-09-04,14,True,0,8625,2031,Mid-term,English
+13520,30426695,0.0,866401.536,1982-11-15,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-06-23,21,True,0,14012,2104,Mid-term,English
+13521,30431999,0.0,380646.0,1997-01-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-09-03,20,False,0,8837,2397,Mid-term,English
+13522,30433369,0.0,745758.0000000001,1998-12-10,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-09-28,20,True,0,8143,3102,Mid-term,English
+13523,30434606,0.0,112315.42857142858,1987-11-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-29,10,False,0,12186,1945,Mid-term,English
+13525,30439616,0.0,572004.0,1984-01-15,6,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,6-10,Unknown,Premier,2006-10-28,6,False,0,13586,5264,Mid-term,Unknown
+13527,30446548,277.9018666666667,325145.184,1992-04-01,13,True,True,True,AUTO RENEW,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-06-02,13,True,1,10587,2490,Mid-term,English
+13528,30449729,0.0,785403.977142857,1983-06-01,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-02,24,True,0,13814,2641,Mid-term,English
+13530,30459990,118.81333333333335,129744.16000000002,1981-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2015-05-15,21,True,1,14438,2143,Long-term,English
+13531,30462005,0.0,193844.8761904762,1995-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2016-07-10,23,True,0,9387,1721,Mid-term,English
+13532,30463652,741.5546666666667,2028893.568,2011-11-17,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-15,19,True,1,3418,3846,Short-term,English
+13533,30464736,188.57142857142858,414857.1428571429,1993-10-15,25,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-31,25,False,1,10025,2278,Mid-term,English
+13534,30464971,0.0,40995.600000000006,1986-09-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-10-17,7,True,0,12626,1257,Mid-term,English
+13535,30465169,1213.16,701206.48,2017-11-02,17,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-06-20,17,True,1,1241,2837,Short-term,English
+13536,30467025,0.0,634630.8571428572,1997-05-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-12-03,11,False,0,8717,4132,Mid-term,English
+13537,30469244,0.0,561832.9600000001,2016-12-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-05-22,8,False,0,1577,3231,Short-term,English
+13539,30477625,0.0,68923.94666666667,1973-04-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2011-01-24,23,True,0,17513,3715,Long-term,Asian
+13540,30481014,0.0,973088.1600000001,1988-09-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-06-22,17,False,0,11881,3566,Mid-term,English
+13541,30482894,0.0,77010.0,1983-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-20,17,False,0,13661,2472,Mid-term,English
+13542,30484934,224.38666666666668,507338.2533333334,1992-04-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-29,19,True,1,10573,3224,Mid-term,English
+13543,30491926,1188.46,463499.4,2007-06-21,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2008-06-13,15,True,1,5028,4670,Short-term,English
+13544,30492245,0.0,207498.28571428574,1991-11-15,15,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-03,15,True,0,10725,3036,Mid-term,English
+13545,30493532,0.0,325104.00000000006,1984-11-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-31,18,True,0,13295,2704,Mid-term,English
+13546,30495140,0.0,263780.00000000006,1992-04-01,21,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2014-03-21,21,True,0,10587,2563,Mid-term,English
+13547,30496505,0.0,342711.61904761905,1992-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-26,20,True,0,10482,2586,Mid-term,English
+13548,30503669,0.0,42501.39428571428,1997-06-15,9,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-30,9,True,0,8686,2493,Mid-term,English
+13549,30503775,157.98095238095237,372203.12380952376,1995-04-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-07,19,False,1,9492,2059,Mid-term,English
+13550,30505246,0.0,118396.88,1988-12-01,6,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-03-16,6,False,0,11804,2203,Mid-term,English
+13551,30510828,0.0,1141291.2761904763,1986-03-15,22,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-03-20,22,True,0,12796,3660,Mid-term,English
+13553,30513902,0.0,366224.31999999995,1992-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-02-22,21,False,0,10633,2955,Mid-term,English
+13554,30515608,0.0,456926.9066666667,2011-10-21,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2010-12-07,17,True,0,3445,3763,Short-term,Unknown
+13555,30518100,150.8,232081.2,1980-02-15,27,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-06-22,27,False,1,15016,2470,Long-term,English
+13556,30520221,0.0,310270.39999999997,2015-10-27,17,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-06-08,17,True,0,1978,2484,Short-term,English
+13557,30522969,0.0,1431612.0,1996-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-09-02,19,True,0,9004,2763,Mid-term,English
+13558,30525516,0.0,201884.57142857145,1987-12-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-19,18,True,0,12156,2443,Mid-term,English
+13559,30528464,214.39600000000002,390200.72000000003,1979-08-01,20,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-28,20,True,1,15214,2615,Long-term,English
+13560,30530495,0.0,677979.28,1998-07-02,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-20,19,False,0,8304,2411,Mid-term,English
+13561,30531207,0.0,410914.1087999999,1989-11-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-29,18,True,0,11455,3163,Mid-term,English
+13563,30533235,201.37333333333333,431945.8,2010-10-12,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2013-01-20,15,True,1,3819,2988,Short-term,English
+13564,30534902,503.7866666666667,733513.3866666667,1993-07-01,26,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-22,26,True,1,10131,3505,Mid-term,English
+13565,30535765,0.0,2312844.3,2010-06-11,18,True,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-03-29,18,True,0,3942,4016,Short-term,English
+13566,30537357,0.0,90200.00000000001,2000-12-20,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-04,3,True,0,7402,3554,Mid-term,English
+13567,30538896,0.0,1363514.8800000001,1998-02-01,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-11-12,18,True,0,8455,3057,Mid-term,English
+13568,30544782,0.0,406464.0,2003-03-05,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-15,20,True,0,6597,3238,Mid-term,English
+13569,30545194,0.0,1021059.619047619,1991-06-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2008-01-27,13,True,0,10892,4808,Mid-term,English
+13574,30563718,0.0,233838.08000000002,1992-04-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-10-27,21,True,0,10587,2708,Mid-term,English
+13575,30573028,0.0,211756.80000000002,1997-08-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-13,8,True,0,8639,3240,Mid-term,English
+13577,30576051,0.0,96678.0,1985-09-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2015-05-23,5,True,0,12977,2135,Mid-term,Unknown
+13578,30576884,315.90000000000003,322218.00000000006,1995-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-02-27,15,True,1,9478,2220,Mid-term,English
+13579,30578476,170.9466666666667,61540.80000000001,1994-12-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-11-27,20,True,1,9613,2677,Mid-term,English
+13580,30580490,0.0,46695.77142857143,1986-07-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2017-09-25,12,True,0,12688,1279,Mid-term,English
+13581,30583972,0.0,1541523.2,1997-04-01,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Spanish,Premier,2010-07-30,19,True,0,8761,3893,Mid-term,European
+13582,30585081,0.0,776127.7333333333,1990-12-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-03,22,True,0,11060,3705,Mid-term,English
+13583,30590264,324.1828571428572,901228.342857143,1976-02-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-21,20,True,1,16477,2714,Long-term,English
+13584,30595948,356.3809523809524,176764.9523809524,2002-03-13,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-16,8,True,1,6954,3480,Mid-term,English
+13585,30596214,0.0,2587408.128,1995-08-01,18,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2006-11-16,18,True,0,9370,5245,Mid-term,English
+13587,30597136,0.0,202083.05,1995-05-01,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,51-100,English,Standard,2012-08-01,19,True,0,9462,3160,Mid-term,English
+13588,30600310,0.0,98452.19428571431,2015-10-22,6,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-10,6,True,0,1983,2633,Short-term,English
+13589,30603275,0.0,384242.976,1986-07-15,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-06,17,True,0,12674,3399,Mid-term,English
+13590,30605431,0.0,2191646.476190476,1988-02-01,20,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-07-16,20,True,0,12108,5368,Mid-term,English
+13591,30606200,372.3733333333334,374235.20000000007,1973-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-06-24,15,False,1,17330,2833,Long-term,English
+13592,30610148,0.0,49608.0,1998-06-25,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2011-03-19,1,True,0,8311,3661,Mid-term,Unknown
+13593,30614106,0.0,47470.55238095238,1989-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-03-09,13,True,0,11714,3305,Mid-term,English
+13594,30616577,0.0,155611.52000000002,2015-12-23,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2009-02-18,24,True,0,1921,4420,Short-term,English
+13595,30616843,470.21333333333337,920677.7066666668,1995-02-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-10,22,True,1,9551,3333,Mid-term,English
+13596,30620363,0.0,132801.62133333334,1991-11-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-19,11,True,0,10739,2412,Mid-term,English
+13597,30625057,0.0,401641.7142857144,2012-12-26,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-29,15,False,0,3013,3132,Short-term,English
+13598,30636330,0.0,257906.6666666667,1995-09-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-09-20,5,True,0,9325,3476,Mid-term,English
+13600,30643934,0.0,1938459.6000000003,1995-11-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-04-05,18,True,0,9264,2913,Mid-term,English
+13602,30653476,0.0,207552.80000000002,1998-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2011-03-29,7,True,0,8455,3651,Mid-term,Unknown
+13603,30656775,0.0,685074.0000000001,1992-10-15,25,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-19,25,True,0,10390,3324,Mid-term,English
+13604,30657722,0.0,790128.5714285716,1997-12-25,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-25,19,True,0,8493,3349,Mid-term,English
+13606,30660536,180.72380952380954,376809.1428571429,1978-09-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-25,15,True,1,15548,2222,Long-term,English
+13607,30664953,353.84000000000003,111459.6,1993-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-09-27,15,True,1,10161,2738,Mid-term,English
+13608,30665377,0.0,211456.88,1985-07-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-13,17,True,0,13053,2357,Mid-term,English
+13609,30665590,0.0,58296.33333333333,1973-06-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-10-03,11,False,0,17452,3097,Long-term,English
+13610,30665893,354.90000000000003,276822.0,2008-01-11,12,True,False,True,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,11-50,English,Standard,2015-08-22,12,False,1,4824,2044,Short-term,English
+13611,30667385,0.0,607788.380952381,1986-02-01,20,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-22,20,True,0,12838,3047,Mid-term,English
+13612,30667640,0.0,426046.300952381,1997-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-03,19,True,0,8670,3736,Mid-term,English
+13613,30669228,0.0,726119.2000000001,1991-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2013-04-07,19,False,0,10862,2911,Mid-term,English
+13614,30674902,0.0,838944.0,2007-04-06,15,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-03-02,15,True,0,5104,3312,Short-term,English
+13615,30676685,0.0,459305.60000000003,1990-03-01,26,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-22,26,True,0,11349,2409,Mid-term,English
+13617,30680750,0.0,163504.4,2018-05-15,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2016-03-12,21,True,0,1047,1841,Short-term,Unknown
+13618,30688486,713.908,664648.348,1984-02-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-26,19,True,1,13555,2801,Mid-term,English
+13619,30689351,479.5440000000001,1083769.4400000002,2014-10-31,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-05-11,20,True,1,2339,4703,Short-term,English
+13620,30691561,0.0,92250.5142857143,2009-07-26,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-02-10,9,False,0,4262,2967,Short-term,English
+13622,30693074,0.0,81980.11428571428,2014-03-19,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2011-08-24,19,True,0,2565,3503,Short-term,Unknown
+13623,30698892,321.0628571428572,1019053.5085714287,2007-03-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-08,23,True,1,5140,2696,Short-term,English
+13624,30703703,0.0,33750.34285714286,1996-01-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-09-16,9,True,0,9203,1653,Mid-term,English
+13625,30709636,1611.1333333333337,96668.00000000003,1994-10-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-10-02,6,True,1,9660,3464,Mid-term,English
+13626,30713430,0.0,44493.71428571429,1989-03-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-04,6,True,0,11714,3584,Mid-term,English
+13627,30713903,0.0,1015324.5333333334,1992-10-01,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,German,Standard,2010-10-25,19,False,0,10404,3806,Mid-term,European
+13628,30714898,0.0,231936.99047619052,1991-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-12,17,True,0,10695,2266,Mid-term,English
+13629,30715282,0.0,153091.46666666667,2007-01-09,10,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-08,10,False,0,5191,3245,Short-term,English
+13630,30715777,722.3428571428572,238373.14285714284,1993-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2004-07-11,22,False,1,10222,6103,Mid-term,English
+13631,30721688,749.024,395484.67199999996,1981-12-15,22,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,11-50,English,Premier,2009-12-13,22,False,1,14347,4122,Long-term,English
+13633,30725285,0.0,1597066.666666667,1995-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-09-27,20,True,0,9523,2373,Mid-term,English
+13634,30728502,0.0,1526167.5520000001,1990-10-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-08,19,True,0,11121,3397,Mid-term,English
+13635,30728768,528.71,972826.4,1981-07-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-02-20,16,True,1,14500,2592,Long-term,English
+13636,30729060,246.72380952380956,259060.00000000003,1992-12-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-09,21,False,1,10343,2695,Mid-term,English
+13638,30732299,0.0,399927.4933333334,1995-10-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-07-11,17,True,0,9295,2451,Mid-term,English
+13639,30732332,570.2171428571429,969369.142857143,1992-09-15,25,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-03,25,True,1,10420,4070,Mid-term,English
+13640,30736069,0.0,292230.09523809527,1992-04-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-23,16,True,0,10587,2500,Mid-term,English
+13641,30737001,0.0,892906.368,1979-05-01,19,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-25,19,True,0,15306,3105,Long-term,English
+13642,30738242,0.0,739156.8946666667,1992-06-01,17,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-12-14,17,False,0,10526,3756,Mid-term,English
+13644,30745091,0.0,238521.33333333337,1983-12-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-11-01,17,True,0,13631,3799,Mid-term,English
+13645,30745341,0.0,205970.28571428574,1977-03-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2015-08-21,11,False,0,16083,2045,Long-term,English
+13646,30750343,166.43809523809523,305580.34285714285,1982-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-06-08,18,True,1,14210,2119,Mid-term,Unknown
+13647,30757300,198.68952380952382,488180.16000000003,1970-02-15,21,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-13,21,False,1,18668,2022,Long-term,English
+13648,30766162,0.0,211481.28571428568,1997-11-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-08-01,11,True,0,8547,2795,Mid-term,English
+13649,30770081,0.0,931187.0,1983-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-24,15,False,0,13784,3259,Mid-term,English
+13650,30772384,261.4386666666667,126274.876,1982-12-15,7,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-23,7,True,1,13982,2985,Mid-term,English
+13651,30773578,179.20000000000002,60211.200000000004,1968-02-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-08,8,True,1,19399,2211,Long-term,English
+13652,30776649,0.0,494276.63999999996,2007-03-30,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2010-11-28,19,True,0,5111,3772,Short-term,English
+13653,30779872,458.0,1296598.0,1971-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-09-17,19,False,1,18000,4209,Long-term,English
+13654,30781798,1213.6133333333332,3611713.28,2007-06-15,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2013-11-03,24,False,1,5034,2701,Short-term,English
+13655,30784167,0.0,598485.2342857143,1987-11-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-02-05,22,True,0,12186,2242,Mid-term,English
+13656,30784977,2184.133333333333,6377669.333333333,1980-09-15,20,False,False,False,AUTO RENEW,BILLING,Y,Y,Y,Y,Y,Y,Y,Y,Y,500+,English,Standard,2012-07-29,20,False,1,14803,3163,Long-term,English
+13657,30790613,0.0,436523.7333333333,1991-07-15,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-11-29,19,True,0,10848,2310,Mid-term,English
+13658,30792792,0.0,461098.0,1989-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-11-13,22,True,0,11714,3787,Mid-term,English
+13659,30793006,0.0,201690.72,1995-08-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-10-13,21,True,0,9356,3818,Mid-term,English
+13660,30803310,0.0,6634040.000000001,2003-05-22,19,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2011-02-11,19,True,0,6519,3697,Mid-term,English
+13661,30805036,1382.5,1703240.0,1993-06-15,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,Y,Y,Y,Y,500+,Unknown,Premier,2015-08-07,14,True,1,10147,2059,Mid-term,Unknown
+13662,30806910,0.0,916964.0,2001-06-13,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,101-500,English,Premier,2011-04-02,6,True,0,7227,3647,Mid-term,English
+13664,30809903,742.4733333333334,984519.64,2014-06-25,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-07-01,17,True,1,2467,2096,Short-term,English
+13666,30810477,160.48000000000002,384189.12000000005,1977-06-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-03-15,18,False,1,15991,2569,Long-term,English
+13667,30811519,0.0,1508196.2,1984-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-01-10,21,True,0,13586,2998,Mid-term,English
+13668,30815303,147.108,193152.804,1972-12-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-07-12,13,False,1,17634,2085,Long-term,English
+13669,30816592,136.18333333333334,162058.1666666667,1980-11-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2015-08-24,10,True,1,14756,2042,Long-term,English
+13670,30818643,0.0,330137.60000000003,1997-03-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-02,16,True,0,8792,2551,Mid-term,English
+13671,30819340,0.0,1017160.3200000001,2003-08-20,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-05-06,17,False,0,6429,3247,Mid-term,English
+13673,30825083,0.0,255797.1428571429,2001-01-13,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-18,22,True,0,7378,2778,Mid-term,English
+13674,30829548,0.0,1008280.0,1992-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-15,21,False,0,10420,3573,Mid-term,English
+13675,30830470,0.0,1423560.16,1990-12-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-03-05,22,True,0,11060,3309,Mid-term,English
+13676,30831650,199.96190476190478,357131.9619047619,1972-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-10-11,19,True,1,17678,2359,Long-term,English
+13677,30845264,643.9680000000001,301377.02400000003,1994-04-15,12,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-04,12,True,1,9843,3462,Mid-term,English
+13678,30853642,0.0,774889.9199999999,1995-11-15,36,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-05-29,36,False,0,9264,2859,Mid-term,English
+13682,30865012,322.84571428571434,159808.6285714286,1981-02-01,15,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-29,15,True,1,14664,2706,Long-term,English
+13683,30873501,593.04,664204.7999999999,1992-03-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-05-22,16,True,1,10618,3962,Mid-term,English
+13684,30875763,0.0,493251.83999999985,1986-07-01,24,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2016-04-25,24,True,0,12688,1797,Mid-term,English
+13685,30875832,0.0,1066512.2000000002,1991-11-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-22,21,True,0,10725,2805,Mid-term,English
+13686,30876041,0.0,34048.00000000001,1984-10-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-22,16,False,0,13326,2197,Mid-term,English
+13687,30876534,0.0,1490566.6285714288,1997-07-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-07,22,True,0,8670,3001,Mid-term,English
+13688,30878177,0.0,89535.59999999999,1995-10-15,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-17,18,False,0,9295,2353,Mid-term,English
+13689,30879697,0.0,1101844.8,1995-08-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2012-03-18,16,False,0,9370,3296,Mid-term,Unknown
+13690,30881066,0.0,1344978.0000000002,1998-02-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-05-23,15,True,0,8455,4326,Mid-term,English
+13692,30888168,0.0,273568.5333333334,1996-02-01,17,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2010-01-09,17,True,0,9186,4095,Mid-term,Unknown
+13693,30890871,0.0,183341.71428571432,1994-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-01,20,True,0,9933,2917,Mid-term,English
+13694,30891721,0.0,677980.8,1996-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2012-10-31,16,False,0,9186,3069,Mid-term,English
+13695,30892620,0.0,1156357.4400000002,1998-02-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-19,18,True,0,8455,3600,Mid-term,English
+13696,30892937,1086.7333333333333,2777690.4,1966-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-08-09,18,True,1,19870,3152,Long-term,English
+13697,30901028,0.0,594739.2000000002,1983-07-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-02-02,11,True,0,13770,4071,Mid-term,English
+13699,30905521,0.0,173826.0,1991-07-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-08-03,9,True,0,10848,2063,Mid-term,English
+13700,30905732,0.0,132376.4380952381,1997-06-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-12-26,19,True,0,8686,2648,Mid-term,English
+13702,30929253,0.0,324204.1142857142,1996-12-25,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-28,12,True,0,8858,3102,Mid-term,English
+13704,30936093,165.97333333333333,90621.44,1993-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Standard,2016-05-16,21,True,1,10039,1776,Mid-term,Unknown
+13705,30940084,0.0,1424342.857142857,2005-06-08,20,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2009-05-20,20,True,0,5771,4329,Short-term,English
+13706,30940260,0.0,313544.0,2018-05-16,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2008-01-18,15,True,0,1046,4817,Short-term,English
+13707,30941182,0.0,442618.80000000005,1986-11-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-31,17,False,0,12551,2977,Mid-term,English
+13708,30943431,0.0,1314679.4666666668,1995-09-01,8,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2011-07-03,8,True,0,9339,3555,Mid-term,Unknown
+13709,30946038,157.3904761904762,197367.65714285715,1973-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-12,11,True,1,17572,2054,Long-term,English
+13710,30947403,458.1333333333333,1010184.0,1994-07-15,15,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2013-07-24,15,False,1,9752,2803,Mid-term,English
+13711,30950443,0.0,1568109.0133333332,1987-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-03-12,19,False,0,12170,4033,Mid-term,English
+13712,30955406,329.8,633545.8,2012-04-12,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2009-06-15,17,True,1,3271,4303,Short-term,English
+13713,30956601,0.0,1207316.666666667,1997-03-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2012-05-16,10,True,0,8778,3237,Mid-term,English
+13714,30957332,0.0,572930.02,2012-12-17,15,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-03-19,15,False,0,3022,3295,Short-term,English
+13715,30957658,0.0,230854.39999999997,1988-12-01,7,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Standard,2012-12-02,7,True,0,11804,3037,Mid-term,Unknown
+13716,30958054,228.87666666666664,534655.8933333333,1991-07-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-01-13,16,False,1,10848,2265,Mid-term,English
+13718,30968999,0.0,926219.6,1997-09-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-12-01,19,True,0,8608,3404,Mid-term,English
+13719,30971646,0.0,415303.2,1996-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2003-02-02,18,True,0,9172,6628,Mid-term,English
+13720,30974491,0.0,72054.84,2008-03-01,11,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-30,11,True,0,4774,2827,Short-term,English
+13721,30981342,0.0,302507.77142857143,1995-04-01,13,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-07-12,13,False,0,9492,3180,Mid-term,English
+13722,30983816,0.0,283417.6000000001,1997-01-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-06-04,12,False,0,8851,3949,Mid-term,English
+13723,30986251,0.0,243911.6952380952,1996-05-01,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-27,11,False,0,9096,3531,Mid-term,English
+13725,30988652,0.0,2330860.0,2007-07-03,12,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2006-04-03,12,True,0,5016,5472,Short-term,English
+13726,30989398,0.0,147174.85714285716,1991-04-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-06,15,True,0,10953,2729,Mid-term,English
+13727,30990818,107.34666666666668,43797.44,2012-02-25,4,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-10,4,True,1,3318,2025,Short-term,English
+13728,30993229,0.0,73342.28571428572,1991-10-01,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-15,6,True,0,10770,2873,Mid-term,English
+13729,30994297,0.0,713902.7500000001,1997-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2014-06-25,11,False,0,8761,2467,Mid-term,Unknown
+13730,30995171,0.0,1174675.3199999998,1997-06-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-08-15,18,False,0,8686,2416,Mid-term,English
+13731,31002946,494.6537142857143,1022943.881142857,1994-01-01,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-23,22,True,1,9947,3199,Mid-term,English
+13732,31006347,0.0,124857.14285714287,1997-07-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-01-14,20,True,0,8670,1899,Mid-term,English
+13733,31009274,0.0,650954.4761904762,1987-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-07-20,19,True,0,12217,3538,Mid-term,English
+13734,31010443,0.0,472513.0666666667,1991-02-01,14,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Standard,2014-05-26,14,True,0,11012,2497,Mid-term,English
+13735,31012747,354.3809523809524,1027704.7619047619,1989-07-01,20,False,False,False,NOTICE,MAIL,Y,N,Y,N,N,N,N,N,Y,6-10,English,Premier,2011-09-30,20,True,1,11592,3466,Mid-term,English
+13736,31014030,0.0,400912.512,1987-12-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-18,21,True,0,12170,3204,Mid-term,English
+13738,31022877,0.0,765679.2000000001,2003-11-21,23,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Premier,2014-02-17,23,True,0,6336,2595,Mid-term,Unknown
+13739,31023179,0.0,335406.24000000005,1993-02-15,12,False,False,False,AUTO RENEW,PHONE,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-05-31,12,True,0,10267,2857,Mid-term,English
+13740,31029598,269.3847619047619,556010.1485714285,1980-02-01,24,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-08-20,24,True,1,15030,2411,Long-term,English
+13741,31031578,0.0,168537.59999999998,1997-02-15,8,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-01-05,8,False,0,8806,2638,Mid-term,English
+13742,31040586,0.0,224811.25333333333,1998-05-28,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-10-30,22,True,0,8339,3801,Mid-term,English
+13743,31042134,0.0,87073.65333333334,1995-06-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-01-14,7,True,0,9417,3725,Mid-term,English
+13744,31045581,0.0,745213.248,1991-04-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2013-11-06,18,True,0,10953,2698,Mid-term,Unknown
+13745,31046287,686.16,329356.8,1962-06-01,15,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2015-06-30,15,False,1,21484,2097,Long-term,English
+13746,31046908,0.0,116281.68000000001,2008-01-25,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-10-28,6,False,0,4810,3438,Short-term,English
+13747,31047281,0.0,537155.8,1994-04-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2010-12-31,23,True,0,9843,3739,Mid-term,English
+13749,31054544,886.4266666666668,449418.32000000007,1993-12-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-01-20,13,False,1,9978,3719,Mid-term,English
+13750,31056006,0.0,435580.4,1993-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-16,15,True,0,10281,3145,Mid-term,English
+13751,31056349,0.0,528914.8952380953,1996-09-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-04-04,16,True,0,8959,2549,Mid-term,Unknown
+13753,31066624,0.0,524221.6000000001,1997-07-15,14,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-07-25,14,True,0,8656,3898,Mid-term,English
+13754,31067776,0.0,652241.8285714287,2002-11-21,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-28,18,False,0,6701,2768,Mid-term,English
+13755,31067908,241.41333333333333,160539.86666666667,1993-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-04-26,19,True,1,9964,2162,Mid-term,English
+13756,31068139,0.0,645333.3333333335,1995-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-06,20,True,0,9582,2578,Mid-term,English
+13757,31069462,0.0,1062425.6,1996-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2014-09-27,16,True,0,9126,2373,Mid-term,English
+13758,31070249,0.0,677989.92,1997-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2008-11-22,17,True,0,8639,4508,Mid-term,English
+13759,31076080,0.0,988960.0,1995-12-15,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-06-13,15,True,0,9234,3940,Mid-term,English
+13760,31084499,891.1333333333334,1942670.6666666667,1993-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2013-09-14,20,True,1,9964,2751,Mid-term,Unknown
+13761,31088368,310.7428571428572,578603.2000000001,1978-06-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-08,19,True,1,15626,3153,Long-term,English
+13762,31089893,387.79999999999995,248191.99999999997,1993-11-15,5,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,51-100,English,Standard,2013-09-24,5,True,1,9994,2741,Mid-term,English
+13763,31090334,0.0,696521.4285714288,1998-06-30,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-03,15,True,0,8306,2974,Mid-term,English
+13764,31091663,0.0,389695.488,1996-10-01,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-05-29,16,True,0,8943,3590,Mid-term,English
+13766,31098784,0.0,443505.06666666665,1989-11-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-23,17,False,0,11469,2834,Mid-term,English
+13767,31100987,451.3142857142857,1025386.0571428571,1981-02-15,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-04,16,True,1,14650,4161,Long-term,English
+13768,31106917,0.0,448513.3333333334,1972-01-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-07-26,14,True,0,17969,2801,Long-term,English
+13769,31107535,0.0,648191.2320000001,1988-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-18,18,False,0,11790,2170,Mid-term,English
+13770,31109079,0.0,307362.5904761905,1986-04-01,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-16,13,True,0,12779,2172,Mid-term,English
+13771,31114146,0.0,235606.03733333334,2010-05-26,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-14,11,True,0,3958,2356,Short-term,English
+13772,31117716,0.0,198019.73333333337,1997-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-03-23,20,True,0,8656,2561,Mid-term,English
+13773,31123969,0.0,252432.00000000003,1990-08-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-11-02,10,True,0,11196,3798,Mid-term,English
+13774,31126570,0.0,1205280.0,1992-05-30,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-04-25,16,False,0,10528,4354,Mid-term,English
+13775,31126842,0.0,409066.66666666674,1990-08-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-14,20,True,0,11196,3544,Mid-term,English
+13777,31132043,0.0,441606.62857142865,1991-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-04-27,22,True,0,10953,3987,Mid-term,English
+13778,31132354,0.0,283648.2133333333,2017-12-15,19,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-24,19,False,0,1198,3656,Short-term,English
+13779,31132944,0.0,42923.712,2011-02-12,2,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-19,2,True,0,3696,2869,Short-term,English
+13780,31138015,0.0,259172.95238095243,2003-12-03,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-05-31,8,True,0,6324,3953,Short-term,English
+13781,31139358,0.0,984319.9999999999,1992-03-15,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2014-02-06,20,False,0,10604,2606,Mid-term,English
+13782,31150560,0.0,1044977.142857143,1997-03-15,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-09,25,True,0,8778,3487,Mid-term,English
+13783,31150764,0.0,966251.0000000001,2015-01-22,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-30,15,False,0,2256,3375,Short-term,English
+13785,31154330,0.0,1972840.0,1997-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-03-24,20,True,0,8493,3656,Mid-term,English
+13786,31155423,0.0,232020.04799999998,1991-05-01,12,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-29,12,True,0,10923,3071,Mid-term,English
+13787,31159674,0.0,1247286.8571428573,1989-07-15,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-21,20,True,0,11578,4052,Mid-term,English
+13788,31160145,474.4543999999999,797083.3919999999,1962-02-01,20,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2010-10-13,20,True,1,21604,3818,Long-term,English
+13789,31161371,0.0,151388.34285714285,1987-03-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-09,8,True,0,12431,2665,Mid-term,English
+13790,31166053,0.0,177932.21333333335,1997-10-15,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-26,7,True,0,8564,2770,Mid-term,English
+13791,31169179,402.0342857142857,1646330.4000000001,1970-05-01,35,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-08-18,35,True,1,18593,3143,Long-term,English
+13792,31170791,0.0,139276.71333333335,1991-12-25,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2014-03-08,19,True,0,10685,2576,Mid-term,English
+13793,31171627,0.0,327166.56761904765,2011-01-13,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-23,22,True,0,3726,2926,Short-term,English
+13794,31171919,0.0,1536889.0999999999,1995-10-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2011-04-29,19,True,0,9309,3620,Mid-term,English
+13795,31172692,0.0,249480.0,2007-02-21,12,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-05-27,12,True,0,5148,2861,Short-term,English
+13796,31174518,0.0,1060769.28,1991-08-15,16,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2006-02-22,16,False,0,10817,5512,Mid-term,English
+13800,31187804,270.6666666666667,506146.6666666667,1976-06-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-05-22,22,False,1,16356,2866,Long-term,English
+13801,31189261,0.0,93573.71428571429,1996-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-18,15,True,0,8959,2017,Mid-term,English
+13802,31190482,0.0,111379.51999999999,1996-08-01,19,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2011-11-08,19,True,0,9004,3427,Mid-term,English
+13804,31191519,0.0,2497218.0480000004,2016-06-02,24,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2003-02-13,24,True,0,1759,6617,Short-term,English
+13805,31191586,0.0,505971.20000000007,1991-06-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-05-14,10,True,0,10878,3239,Mid-term,English
+13807,31197529,0.0,298088.91428571433,1993-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-23,18,True,0,10298,2530,Mid-term,English
+13809,31201882,413.12761904761913,542849.6914285716,1994-10-15,9,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-18,9,True,1,9660,3204,Mid-term,English
+13811,31206220,0.0,1382022.5066666666,1985-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-05-06,19,True,0,13008,3978,Mid-term,English
+13812,31206998,543.5456,1467573.12,1970-04-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,Y,Y,Y,11-50,English,Premier,2013-10-25,20,True,1,18609,2710,Long-term,English
+13814,31207483,0.0,280843.2,1997-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-06-17,18,False,0,8851,2110,Mid-term,English
+13815,31209204,0.0,55230.00000000001,1986-07-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-05,18,True,0,12674,2183,Mid-term,English
+13816,31209909,0.0,431160.4,1989-06-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-08-12,22,False,0,11622,3515,Mid-term,English
+13817,31210619,0.0,436320.0,1997-11-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-22,21,True,0,8533,4235,Mid-term,English
+13818,31212718,0.0,405682.3680000001,1999-01-20,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-27,21,False,0,8102,2738,Mid-term,English
+13819,31218669,414.92266666666666,1204935.4239999999,1983-03-15,22,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-05-23,22,False,1,13892,3961,Mid-term,English
+13821,31224227,0.0,179830.8571428572,1987-07-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-05,20,False,0,12309,2579,Mid-term,English
+13822,31225954,401.56666666666666,369441.3333333333,1993-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-03-13,20,False,1,10025,2571,Mid-term,English
+13824,31229884,0.0,242537.14285714287,1991-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-17,15,True,0,10709,2536,Mid-term,English
+13825,31231617,0.0,98700.28,1997-06-01,21,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,6-10,Unknown,Premier,2014-06-13,21,True,0,8700,2479,Mid-term,Unknown
+13826,31235819,0.0,972869.3333333335,1995-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Italian,Premier,2013-04-23,22,False,0,9295,2895,Mid-term,European
+13828,31242207,0.0,696400.9371428571,1994-02-01,18,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-01,18,True,0,9916,2734,Mid-term,English
+13829,31245077,0.0,171662.4,1988-07-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-12-20,15,True,0,11957,3019,Mid-term,English
+13831,31250674,0.0,230213.40952380953,1996-06-01,13,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-16,13,True,0,9065,2596,Mid-term,English
+13832,31252063,0.0,217013.99999999997,1996-05-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,51-100,English,Premier,2009-01-16,18,True,0,9096,4453,Mid-term,English
+13834,31256324,667.6333333333333,564817.7999999999,1993-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,German,Standard,2011-03-20,18,False,1,10039,3660,Mid-term,European
+13835,31259376,0.0,48224.16,1988-12-15,4,False,False,False,NOTICE,BRANCH (POS),Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-12,4,False,0,11790,2450,Mid-term,English
+13836,31261659,227.4306666666667,541284.9866666667,1984-01-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-17,17,True,1,13600,2718,Mid-term,English
+13837,31263034,245.4666666666667,419748.00000000006,1972-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-18,18,True,1,17756,2686,Long-term,English
+13839,31267735,0.0,1268661.3333333335,2017-05-10,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-12-05,20,False,0,1417,4495,Short-term,English
+13841,31274121,0.0,692410.4,1992-06-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2011-01-11,11,False,0,10526,3728,Mid-term,English
+13842,31276137,0.0,284074.89523809525,1986-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-01,22,True,0,12796,2308,Mid-term,English
+13843,31276832,0.0,1561034.8495238097,1997-12-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2010-05-02,22,True,0,8503,3982,Mid-term,English
+13844,31276893,122.28,239913.36,1977-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-04-10,18,True,1,16111,2178,Long-term,English
+13845,31278470,454.5666666666667,1042775.9333333333,1993-12-01,37,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,Y,Y,11-50,Unknown,Standard,2013-08-08,37,True,1,9978,2788,Mid-term,Unknown
+13846,31278614,0.0,85113.05523809524,1996-05-01,11,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-15,11,True,0,9096,2781,Mid-term,English
+13847,31278924,0.0,701974.0952380953,2009-02-03,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-05-17,20,True,0,4435,3602,Short-term,English
+13848,31279092,0.0,75209.82857142859,1987-07-01,12,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,Y,N,N,N,Y,N,Y,6-10,English,Standard,2015-11-01,12,True,0,12323,1973,Mid-term,English
+13849,31280918,0.0,233111.5428571429,2011-11-02,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-07-11,19,True,0,3433,3181,Short-term,English
+13851,31289014,0.0,104935.40000000002,2009-06-16,3,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-11-05,3,True,0,4302,3064,Short-term,English
+13853,31294870,0.0,2768168.1999999997,1995-08-15,15,True,False,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-11-17,15,False,0,9356,3052,Mid-term,English
+13854,31298594,524.3000000000001,836782.8,1979-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-26,19,False,1,15353,3074,Long-term,English
+13857,31307658,0.0,859224.96,1998-02-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2008-07-24,18,True,0,8455,4629,Mid-term,English
+13858,31308089,0.0,41112.0,1981-10-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2014-11-10,10,True,0,14422,2329,Long-term,English
+13861,31316410,0.0,707940.0,1988-12-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,51-100,English,Premier,2009-06-01,19,True,0,11790,4317,Mid-term,English
+13862,31318123,0.0,330844.416,1995-12-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2014-03-18,18,True,0,9248,2566,Mid-term,Unknown
+13864,31322386,0.0,231318.0,1994-08-01,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2013-01-06,9,True,0,9735,3002,Mid-term,English
+13866,31329370,0.0,166678.40000000002,1984-08-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-09-23,14,False,0,13373,2377,Mid-term,English
+13868,31333757,544.3047619047619,1789674.057142857,1994-04-15,24,False,False,False,NOTICE,PHONE,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2008-01-08,24,False,1,9843,4827,Mid-term,English
+13869,31336082,0.0,419020.0,1994-11-01,14,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,N,6-10,English,Standard,2011-12-27,14,True,0,9643,3378,Mid-term,English
+13870,31336511,0.0,132306.53333333335,1998-08-31,4,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,Y,N,11-50,English,Standard,2013-11-18,4,True,0,8244,2686,Mid-term,English
+13872,31338911,0.0,1094943.6457142858,1995-10-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-16,22,True,0,9309,3053,Mid-term,English
+13873,31339209,0.0,1598080.0000000002,2014-12-11,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-03-27,20,False,0,2298,3653,Short-term,English
+13875,31342206,0.0,679156.8457142856,1992-07-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-12,19,True,0,10496,2419,Mid-term,English
+13876,31343274,0.0,1249166.4,2018-05-08,24,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,51-100,Unknown,Standard,2013-07-31,24,True,0,1054,2796,Short-term,Unknown
+13877,31347034,135.2952380952381,297108.34285714285,1975-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-17,18,False,1,16873,1896,Long-term,English
+13878,31348299,514.1809523809525,347072.1428571429,1994-08-15,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-09,15,True,1,9721,3761,Mid-term,English
+13879,31351510,0.0,105184.13333333333,1998-02-01,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-07-05,10,True,0,8455,3553,Mid-term,English
+13880,31356755,0.0,577635.84,1992-01-15,9,True,True,True,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2013-10-13,9,True,0,10664,2722,Mid-term,English
+13881,31357809,725.1276190476192,326307.42857142864,1994-12-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2007-10-03,18,True,1,9613,4924,Mid-term,English
+13882,31360397,511.5,237336.0,1986-11-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-12-18,8,True,1,12565,3021,Mid-term,English
+13883,31360462,213.02857142857144,137616.45714285714,1994-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-09,17,True,1,9857,2453,Mid-term,English
+13884,31362079,0.0,205374.40000000002,1996-10-01,22,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-12-17,22,True,0,8943,2292,Mid-term,English
+13886,31377487,567.0080000000002,1186747.7440000002,1986-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-02,23,True,1,12838,3159,Mid-term,English
+13887,31377748,1663.2,650311.2000000001,1995-01-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2014-01-14,17,False,1,9568,2629,Mid-term,English
+13888,31379360,184.5904761904762,398530.83809523814,1992-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-01-29,17,False,1,10647,2249,Mid-term,English
+13889,31380927,0.0,2408625.0,2003-12-19,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-12,25,True,0,6308,3849,Short-term,English
+13890,31382780,492.0933333333333,1229741.24,1992-05-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-04-10,21,True,1,10543,3639,Mid-term,English
+13891,31385049,0.0,210646.26666666666,1982-05-15,10,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-09-26,10,True,0,14196,2374,Mid-term,English
+13892,31385664,0.0,898445.1000000001,1991-04-01,21,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,Y,N,N,11-50,English,Premier,2014-05-18,21,True,0,10953,2505,Mid-term,English
+13893,31387878,309.5386666666667,167150.88000000003,1976-12-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-13,20,True,1,16173,2145,Long-term,English
+13894,31389698,0.0,440057.60000000003,1998-07-02,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2016-01-16,16,True,0,8304,1897,Mid-term,English
+13895,31392953,813.152,754605.0560000001,1993-10-01,8,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2009-03-15,8,True,1,10039,4395,Mid-term,English
+13896,31395785,0.0,301960.0,1995-09-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-21,14,True,0,9325,2987,Mid-term,English
+13897,31397488,196.0761904761905,198429.1047619048,1983-02-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-07,11,False,1,13920,2332,Mid-term,English
+13898,31397964,0.0,33956.26666666667,1964-09-15,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-01,1,False,0,20647,3099,Long-term,English
+13899,31403834,0.0,172655.0,1993-12-15,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2011-04-29,7,True,0,9964,3620,Mid-term,English
+13900,31408135,0.0,427369.8000000001,1989-08-01,17,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-04,17,True,0,11561,3126,Mid-term,English
+13901,31414906,0.0,34631.33142857143,1998-04-17,9,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2015-04-14,9,True,0,8380,2174,Mid-term,English
+13902,31415335,0.0,150501.11999999997,1997-07-15,11,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,1-5,Hindi,Standard,2015-08-28,11,True,0,8656,2038,Mid-term,Asian
+13903,31416996,166.8761904761905,60075.42857142857,2007-12-21,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-05,10,False,1,4845,2122,Short-term,English
+13904,31419252,0.0,227621.33333333337,1991-07-15,5,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-11-02,5,True,0,10848,3067,Mid-term,English
+13905,31420435,0.0,84151.76,1996-04-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-08-05,14,True,0,9112,2791,Mid-term,English
+13906,31422427,0.0,379118.4,2004-06-18,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2014-01-14,21,True,0,6126,2629,Short-term,English
+13907,31422707,0.0,1796015.2000000002,1992-05-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2011-09-13,21,False,0,10557,3483,Mid-term,Unknown
+13910,31428070,2156.8,3483232.0000000005,1994-12-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2012-08-26,19,True,1,9613,3135,Mid-term,English
+13911,31433812,950.144,372456.448,1994-07-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2011-11-14,14,True,1,9752,3421,Mid-term,English
+13912,31438719,0.0,207432.00000000003,1986-11-15,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-28,9,True,0,12551,3286,Mid-term,English
+13913,31440919,0.0,603328.0,1991-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-27,15,False,0,10878,3500,Mid-term,English
+13914,31442302,432.93333333333334,142868.0,1998-04-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2016-04-09,22,False,1,8396,1813,Mid-term,English
+13915,31445814,0.0,58140.495238095245,1971-11-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-01,8,True,0,18030,3191,Long-term,English
+13916,31448594,0.0,255187.68000000002,1993-02-01,17,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-28,17,True,0,10281,3255,Mid-term,English
+13917,31450036,0.0,737920.5,1996-10-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-15,23,True,0,8943,3846,Mid-term,English
+13918,31450836,0.0,258737.14285714287,1986-06-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-06,9,False,0,12704,3216,Mid-term,English
+13919,31454587,247.06666666666666,227301.3333333333,1993-01-15,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-12-06,10,True,1,10298,1938,Mid-term,English
+13920,31459179,259.7142857142857,388532.5714285715,1990-12-25,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-08,11,False,1,11050,2788,Mid-term,English
+13921,31459437,0.0,1303476.0000000002,2015-05-17,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-02-25,19,True,0,2141,4048,Short-term,English
+13923,31465242,0.0,565636.5866666667,1996-08-15,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-05-28,20,True,0,8990,1764,Mid-term,English
+13924,31468288,0.0,611461.4400000002,1985-07-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-21,23,True,0,13053,2928,Mid-term,English
+13925,31469279,0.0,932859.0857142857,1995-08-15,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2010-06-18,22,False,0,9356,3935,Mid-term,English
+13926,31469287,0.0,322685.76,1997-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-08,18,False,0,8670,3061,Mid-term,English
+13927,31471576,0.0,443806.72000000003,2005-07-05,24,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,Y,Y,51-100,English,Standard,2013-08-04,24,True,0,5744,2792,Short-term,English
+13928,31475773,1356.7333333333336,2767736.0000000005,1993-02-15,15,False,False,False,NOTICE,WEB,N,N,N,Y,N,N,Y,Y,Y,101-500,Portuguese,Premier,2011-02-04,15,False,1,10267,3704,Mid-term,European
+13929,31477096,0.0,631300.8,1985-03-01,24,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,101-500,English,Premier,2016-07-01,24,True,0,13175,1730,Mid-term,English
+13930,31479492,0.0,603544.2285714287,1992-05-15,19,True,True,True,NOTICE,MAIL,N,N,Y,N,N,N,Y,N,Y,6-10,English,Standard,2011-08-14,19,True,0,10543,3513,Mid-term,English
+13931,31484547,0.0,100253.76000000001,1991-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2009-07-07,18,True,0,10770,4281,Mid-term,English
+13932,31485331,271.44,136805.75999999998,1994-04-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-23,24,True,1,9843,2316,Mid-term,English
+13933,31489358,0.0,274957.2,2005-07-20,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-15,18,False,0,5729,2416,Short-term,English
+13934,31490137,0.0,255853.72800000006,1978-05-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2013-01-09,18,True,0,15657,2999,Long-term,English
+13935,31490748,0.0,800389.9466666667,1988-12-01,29,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2010-06-21,29,True,0,11804,3932,Mid-term,Unknown
+13937,31491879,337.2190476190476,249542.09523809524,1992-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2012-01-31,10,True,1,10434,3343,Mid-term,English
+13938,31493028,0.0,1437776.0,1987-02-01,23,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-05-26,23,True,0,12473,3593,Mid-term,English
+13939,31493268,0.0,929761.28,1995-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-02,21,True,0,9325,3006,Mid-term,English
+13940,31495089,0.0,233799.6,1996-07-01,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2012-05-14,18,True,0,9035,3239,Mid-term,Unknown
+13942,31496745,389.232380952381,833735.7600000001,2005-08-02,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,Y,Y,6-10,English,Premier,2012-10-28,18,True,1,5716,3072,Short-term,English
+13944,31497990,0.0,459333.8880000001,1990-08-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-29,12,True,0,11196,2859,Mid-term,English
+13946,31506422,0.0,1105128.75,1992-02-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,101-500,English,Premier,2012-07-11,11,False,0,10647,3181,Mid-term,English
+13947,31507877,0.0,415431.92380952387,2012-12-10,16,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-30,16,True,0,3029,3375,Short-term,English
+13948,31512731,0.0,137288.0,1992-09-01,21,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,Chinese,Premier,2012-04-14,21,True,0,10434,3269,Mid-term,Asian
+13949,31515349,0.0,237937.09333333335,1992-04-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-02-01,13,True,0,10573,2246,Mid-term,English
+13950,31516453,0.0,83681.02399999999,2013-08-13,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-03-16,14,True,0,2783,1837,Short-term,English
+13953,31523452,0.0,786870.3390476191,2013-07-27,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-12,16,True,0,2800,2996,Short-term,English
+13954,31526253,0.0,474745.92,1989-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2013-09-28,22,True,0,11714,2737,Mid-term,Asian
+13955,31527895,0.0,1619440.472,2005-05-16,13,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-09-08,13,True,0,5794,4218,Short-term,English
+13956,31529132,0.0,563204.5714285715,1998-02-01,18,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-25,18,False,0,8455,2587,Mid-term,English
+13957,31533244,328.185,154903.32,1993-12-15,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2013-01-14,8,True,1,9964,2994,Mid-term,English
+13958,31533865,0.0,177231.04,1990-01-01,6,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-01-18,6,True,0,11408,2625,Mid-term,English
+13960,31542955,0.0,702937.2000000001,2001-06-06,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-09-12,21,True,0,7234,3484,Mid-term,English
+13961,31543112,0.0,347672.36000000004,2003-01-17,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Standard,2015-05-12,21,True,0,6644,2146,Mid-term,Asian
+13962,31546423,0.0,404190.45333333337,1986-01-15,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-12,14,True,0,12855,3302,Mid-term,English
+13963,31546839,225.6266666666667,208479.04,1994-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-16,22,False,1,9916,2081,Mid-term,English
+13964,31547073,0.0,73962.72,2016-05-17,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-04-09,18,True,0,1775,2544,Short-term,English
+13965,31551705,598.7280000000001,1092079.8720000002,1973-08-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-03-30,16,True,1,17391,3284,Long-term,English
+13966,31554011,0.0,1140896.4666666668,1985-03-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-03-10,13,True,0,13175,3670,Mid-term,English
+13967,31556847,211.588,163769.112,1965-09-01,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-19,18,True,1,20296,2593,Long-term,English
+13968,31557798,0.0,125334.88,1996-04-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-14,11,True,0,9126,2904,Mid-term,English
+13969,31558382,0.0,85513.14285714287,1989-03-15,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-28,4,False,0,11700,2556,Mid-term,English
+13970,31560548,0.0,55459.6,1990-09-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-04,7,False,0,11165,2884,Mid-term,English
+13971,31561849,0.0,741686.5238095238,1989-03-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-12,17,True,0,11714,2541,Mid-term,English
+13973,31566258,0.0,598611.2000000002,1996-10-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Standard,2011-10-07,22,True,0,8929,3459,Mid-term,Unknown
+13975,31570657,0.0,133898.2857142857,1984-07-01,15,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-20,15,True,0,13418,2380,Mid-term,English
+13977,31571191,148.5904761904762,175039.580952381,1979-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2015-10-14,19,True,1,15214,1991,Long-term,Unknown
+13978,31573348,0.0,1769127.36,1995-10-15,15,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,N,N,Y,51-100,English,Standard,2009-01-24,15,True,0,9295,4445,Mid-term,English
+13979,31574741,0.0,485795.0476190477,2014-10-14,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-15,20,True,0,2356,3024,Short-term,English
+13983,31582423,405.92190476190484,444484.4857142858,1976-11-01,15,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-07-28,15,True,1,16217,3164,Long-term,English
+13984,31583835,0.0,211391.78666666668,1997-04-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-18,13,True,0,8761,2413,Mid-term,English
+13985,31588208,493.82666666666677,239012.1066666667,1994-04-15,22,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-31,22,True,1,9843,3649,Mid-term,English
+13986,31593980,0.0,699720.0,1987-08-15,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-13,20,False,0,12278,2145,Mid-term,English
+13988,31599632,0.0,988618.75,1997-09-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2013-09-09,15,False,0,8594,2756,Mid-term,English
+13989,31600262,0.0,183091.99999999997,1995-12-15,5,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-02-13,5,True,0,9234,3330,Mid-term,Unknown
+13990,31602699,0.0,261913.98095238098,1989-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-30,22,True,0,11742,3436,Mid-term,English
+13991,31603145,131.53333333333336,227289.60000000003,1993-06-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-05,18,False,1,10161,2273,Mid-term,English
+13992,31604304,0.0,9410.571428571428,1997-08-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-08-06,2,True,0,8625,2425,Mid-term,English
+13993,31607626,411.28000000000003,389070.88,1993-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-12-07,22,False,1,10208,3032,Mid-term,English
+13994,31610459,0.0,39704.57142857143,1997-07-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-24,5,True,0,8670,2164,Mid-term,English
+13995,31611285,0.0,299807.2,1990-06-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-03-29,20,True,0,11243,2920,Mid-term,English
+13996,31612243,0.0,18518.920000000002,2015-06-04,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2009-08-04,1,False,0,2123,4253,Short-term,Unknown
+13997,31612477,0.0,97505.76,1998-04-15,3,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-19,3,True,0,8382,3447,Mid-term,English
+13998,31613454,0.0,928155.15,1997-07-15,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-25,15,True,0,8656,3167,Mid-term,English
+13999,31619206,178.5472,427441.9968,1981-09-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,Y,N,N,N,N,N,Y,1-5,English,Premier,2015-06-29,18,True,1,14452,2098,Long-term,English
+14001,31624095,0.0,134652.95238095243,1984-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-10-24,17,True,0,13540,2346,Mid-term,English
+14002,31628179,0.0,289009.30666666664,1988-08-15,11,True,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-02-19,11,True,0,11912,4054,Mid-term,English
+14003,31632281,0.0,363020.0,1991-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-10-28,21,True,0,10984,2342,Mid-term,English
+14006,31638205,0.0,1018195.2000000002,1990-03-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-04,15,False,0,11349,3339,Mid-term,English
+14008,31642659,0.0,665639.1238095239,1986-03-15,19,False,True,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-22,19,True,0,12796,2682,Mid-term,English
+14009,31643829,579.9333333333333,741154.7999999999,1993-04-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-03-13,18,True,1,10208,3301,Mid-term,English
+14012,31647159,0.0,425600.0,1988-02-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-07,14,True,0,12108,3520,Mid-term,English
+14013,31650943,0.0,279890.5200000001,1995-08-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-17,14,True,0,9370,3144,Mid-term,English
+14014,31652363,160.93333333333337,292898.66666666674,1993-06-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-07-17,20,True,1,10147,2080,Mid-term,English
+14015,31661817,0.0,255990.05714285714,1986-04-01,20,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-03-17,20,True,0,12779,2567,Mid-term,English
+14016,31662348,127.41333333333336,113397.8666666667,2005-01-19,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-16,10,False,1,5911,2231,Short-term,English
+14017,31664006,0.0,255090.51428571425,1992-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2013-06-14,18,True,0,10404,2843,Mid-term,English
+14018,31665605,440.5333333333334,348902.4000000001,1993-06-15,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-11,6,True,1,10147,3181,Mid-term,English
+14019,31667074,0.0,356425.9619047619,2007-01-04,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-28,23,True,0,5196,2584,Short-term,English
+14020,31667513,0.0,445766.78095238097,1994-01-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-11-05,19,True,0,9933,4160,Mid-term,English
+14021,31668263,0.0,346528.0,2009-03-23,17,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2011-01-03,17,True,0,4387,3736,Short-term,English
+14022,31668663,0.0,50917.53333333334,1993-03-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-06-16,5,True,0,10253,1745,Mid-term,English
+14023,31670877,0.0,658634.1666666666,1995-08-10,5,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,Spanish,Premier,2010-06-09,5,True,0,9361,3944,Mid-term,European
+14024,31671772,210.89523809523808,426008.3809523809,1977-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-24,20,False,1,16022,2438,Long-term,English
+14026,31672296,375.3066666666667,478891.30666666664,2015-01-08,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-06-09,22,True,1,2270,2848,Short-term,English
+14027,31672594,0.0,1144688.0,1990-03-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-03-02,20,True,0,11335,2947,Mid-term,English
+14028,31677509,0.0,159922.2,2009-01-30,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-22,6,False,0,4439,2986,Short-term,English
+14029,31683417,0.0,574562.56,2004-12-07,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-08-30,16,True,0,5954,3497,Short-term,English
+14030,31684306,0.0,406025.6000000001,1989-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-19,12,True,0,11592,3720,Mid-term,English
+14031,31693155,207.9752380952381,1161749.68,1994-06-01,38,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Standard,2015-07-24,38,True,1,9796,2073,Mid-term,European
+14032,31698739,116.54666666666668,182745.17333333337,2011-08-17,16,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-07,16,True,1,3510,2120,Short-term,English
+14033,31704542,0.0,269871.0857142857,1997-03-15,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-15,18,True,0,8778,2993,Mid-term,English
+14034,31704995,165.7066666666667,242428.85333333336,1974-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-20,19,False,1,17009,2623,Long-term,English
+14036,31705749,435.20000000000005,94003.20000000001,1994-09-15,8,False,True,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-08-07,8,True,1,9690,3154,Mid-term,English
+14037,31708757,203.18133333333336,564844.1066666667,1980-08-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-04-26,20,True,1,14848,2527,Long-term,English
+14038,31709092,0.0,148908.32,1994-08-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-15,19,False,0,9735,2750,Mid-term,English
+14039,31711176,236.47619047619048,88442.09523809524,1971-12-15,17,True,True,False,NOTICE,IT,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-22,17,True,1,18000,2621,Long-term,English
+14040,31711559,273.40000000000003,258363.00000000006,1981-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-01-14,15,False,1,14636,3725,Long-term,English
+14041,31712481,232.14666666666668,47357.920000000006,2003-03-10,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-03-11,12,True,1,6592,3303,Mid-term,English
+14042,31712627,132.52,239198.6,1981-03-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-26,19,True,1,14636,2283,Long-term,English
+14043,31716034,0.0,313898.4457142857,1987-10-15,12,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-21,12,True,0,12217,3079,Mid-term,English
+14045,31721746,410.72,289146.88,1995-04-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-12-10,11,False,1,9478,3029,Mid-term,English
+14048,31728116,0.0,590819.0476190476,1986-03-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-11-26,20,True,0,12796,3043,Mid-term,Unknown
+14049,31733268,0.0,974611.3371428573,1992-09-11,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-11-26,18,True,0,10424,3043,Mid-term,English
+14051,31735398,0.0,392039.2,1988-12-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-12-17,15,True,0,11790,2292,Mid-term,English
+14052,31735474,0.0,63379.814399999996,1989-06-15,21,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-28,21,False,0,11608,3225,Mid-term,English
+14053,31735660,0.0,46540.26666666666,1987-05-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-09-26,11,False,0,12384,2009,Mid-term,English
+14054,31737774,0.0,474031.99999999994,1990-07-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,N,11-50,English,Premier,2015-04-17,20,True,0,11227,2171,Mid-term,English
+14055,31740676,653.0,1364770.0,1994-10-15,22,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,N,N,Y,Y,Y,51-100,English,Premier,2012-08-06,22,True,1,9660,3155,Mid-term,English
+14056,31757307,0.0,523240.0,1989-08-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-07,15,True,0,11561,2332,Mid-term,English
+14057,31760592,0.0,250610.75,1996-02-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2015-09-20,13,False,0,9186,2015,Mid-term,English
+14059,31767246,0.0,110170.2380952381,1998-02-15,10,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2002-12-24,10,True,0,8441,6668,Mid-term,Unknown
+14060,31768383,0.0,209305.4166666667,1998-07-21,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2014-06-14,7,True,0,8285,2478,Mid-term,English
+14061,31773213,0.0,437513.76,2000-01-19,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-21,9,True,0,7738,3109,Mid-term,English
+14062,31775234,0.0,378459.60000000003,2013-04-27,18,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-06-26,18,False,0,2891,2831,Short-term,English
+14064,31776206,0.0,451090.2,1986-12-25,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-02-03,22,False,0,12511,2974,Mid-term,English
+14066,31777195,0.0,386633.86666666676,1988-06-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-11-29,20,False,0,11987,2310,Mid-term,English
+14067,31777943,314.7428571428572,56653.71428571429,1982-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-07-10,15,False,1,14330,3182,Long-term,English
+14068,31780799,0.0,793125.6666666667,1990-05-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-04-04,14,True,0,11274,2549,Mid-term,English
+14069,31783542,0.0,2026459.5,2006-08-23,13,False,True,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,N,101-500,English,Premier,2011-11-05,13,True,0,5330,3430,Short-term,English
+14070,31784320,0.0,436161.02400000003,2006-08-21,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-07-15,16,True,0,5332,3908,Short-term,English
+14071,31793722,0.0,137395.19999999998,1987-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-06,16,False,0,12414,3124,Mid-term,English
+14072,31797222,0.0,105018.23999999999,2008-05-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-06-25,16,False,0,4699,1736,Short-term,English
+14073,31801157,650.1904761904763,1230160.380952381,1994-08-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-12-10,22,True,1,9721,5586,Mid-term,English
+14074,31803283,0.0,36714.600000000006,1997-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-03-07,15,False,0,8670,2212,Mid-term,English
+14076,31810288,0.0,566528.0,1991-01-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-31,21,True,0,11029,3343,Mid-term,English
+14078,31813991,0.0,418194.3466666667,1997-07-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-03-26,16,True,0,8656,2923,Mid-term,English
+14079,31814803,421.25714285714287,442320.0,1993-06-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-08,21,False,1,10147,3945,Mid-term,English
+14080,31815224,556.6,119669.0,1994-02-15,5,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-06-16,5,True,1,9902,3206,Mid-term,English
+14081,31821015,0.0,162957.6,1980-07-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,Y,N,Y,6-10,English,Standard,2014-10-18,21,False,0,14865,2352,Long-term,English
+14082,31824455,0.0,1499057.5847619053,1995-05-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2004-02-14,16,False,0,9462,6251,Mid-term,English
+14083,31824780,0.0,1367696.0,1995-08-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-01,22,False,0,9356,3160,Mid-term,English
+14084,31825969,0.0,364357.48571428575,1992-06-01,8,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-01-12,8,False,0,10526,3362,Mid-term,English
+14085,31829091,372.7208333333333,712269.5125,1964-10-15,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2016-02-16,21,False,1,20617,1866,Long-term,English
+14086,31834215,0.0,128920.7142857143,1987-03-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2006-10-18,5,False,0,12445,5274,Mid-term,Unknown
+14087,31835803,188.55200000000002,147824.768,2009-09-14,16,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-08-20,16,True,1,4212,2411,Short-term,English
+14088,31835908,0.0,104027.65714285715,2015-06-19,6,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2013-02-14,6,True,0,2108,2963,Short-term,English
+14089,31836092,0.0,119410.20000000001,2008-10-14,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-17,21,True,0,4547,2718,Short-term,English
+14090,31836421,0.0,619613.0857142857,2010-05-05,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-19,17,True,0,3979,3050,Short-term,English
+14091,31837660,0.0,1525691.2000000002,1995-05-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2003-03-16,15,True,0,9462,6586,Mid-term,English
+14092,31839685,0.0,722003.1,1995-12-01,7,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,11-50,English,Premier,2008-10-24,7,True,0,9248,4537,Mid-term,English
+14093,31844016,332.32,823488.9600000001,1962-06-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2009-05-20,21,True,1,21470,4329,Long-term,English
+14095,31849681,318.552380952381,337665.52380952385,1993-02-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-13,20,False,1,10281,3209,Mid-term,English
+14096,31852772,0.0,698412.0,2003-08-20,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2012-04-23,13,True,0,6429,3260,Mid-term,English
+14097,31852774,0.0,1779591.528,1988-03-15,19,False,False,False,AUTO RENEW,WEB,N,Y,N,Y,N,Y,N,N,Y,51-100,English,Premier,2013-02-19,19,True,0,12065,2958,Mid-term,English
+14098,31853673,314.6247619047619,89982.6819047619,2010-01-09,11,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,Pashto,Standard,2013-12-13,11,True,1,4095,2661,Short-term,Asian
+14099,31854425,0.0,362530.2,1995-10-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-11,18,True,0,9295,2938,Mid-term,English
+14100,31854494,0.0,485625.0,1998-03-01,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-06-23,25,True,0,8427,3199,Mid-term,English
+14101,31860857,0.0,39624.0,1990-03-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-07-12,18,True,0,11349,3180,Mid-term,English
+14103,31865172,0.0,312080.2285714286,1989-07-15,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-06,15,True,0,11578,2029,Mid-term,English
+14104,31866567,503.5085714285715,148031.52000000002,1993-04-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-06,21,True,1,10208,3702,Mid-term,English
+14105,31869276,0.0,1576039.6800000002,1988-12-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,Y,Y,51-100,English,Premier,2011-02-15,18,True,0,11804,3693,Mid-term,English
+14106,31870520,0.0,318889.3866666667,2010-02-05,7,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-08,7,True,0,4068,3306,Short-term,English
+14107,31871231,0.0,791885.7066666667,2008-04-10,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-01,23,True,0,4734,2976,Short-term,English
+14108,31879238,0.0,488224.0,1985-06-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2008-05-01,11,False,0,13069,4713,Mid-term,English
+14109,31879741,203.14666666666665,26002.77333333333,1990-04-15,4,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2014-04-27,4,True,1,11304,2526,Mid-term,English
+14111,31894106,0.0,261119.03999999998,1991-04-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-11-18,18,True,0,10953,3782,Mid-term,English
+14112,31899454,0.0,666060.3733333333,1989-08-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-10-18,23,True,0,11561,2352,Mid-term,English
+14113,31901040,285.6666666666667,73702.0,1994-04-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-03-20,3,True,1,9857,2564,Mid-term,English
+14114,31903075,0.0,238310.94857142857,2003-01-06,10,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-27,10,True,0,6655,3256,Mid-term,English
+14116,31907042,0.0,514341.86666666676,2001-03-14,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-12-18,14,False,0,7318,3387,Mid-term,English
+14117,31907355,0.0,1260378.5142857144,1997-12-25,27,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-05-03,27,True,0,8493,3250,Mid-term,English
+14118,31907710,291.8586666666667,416774.17600000004,1973-02-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-21,21,True,1,17586,2076,Long-term,English
+14119,31910515,0.0,42555.0,1986-12-15,15,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-09,15,False,0,12521,2088,Mid-term,English
+14120,31911990,0.0,81269.76000000001,1986-04-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-18,13,False,0,12765,2260,Mid-term,English
+14121,31915570,0.0,53370.72,1986-06-15,6,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-04-22,6,True,0,12704,3261,Mid-term,English
+14123,31916465,0.0,160819.75,1992-03-15,2,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,N,51-100,English,Standard,2010-10-10,2,True,0,10604,3821,Mid-term,English
+14124,31916568,0.0,730400.5800000001,2003-07-16,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-11-19,21,True,0,6464,3050,Mid-term,English
+14125,31916823,0.0,376616.16000000003,2006-10-25,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,German,Standard,2013-12-06,18,False,0,5267,2668,Short-term,European
+14127,31922073,0.0,776516.2971428571,1997-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-08-28,18,True,0,8656,4229,Mid-term,English
+14128,31925450,243.5047619047619,554703.8476190476,1968-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-02,17,True,1,19413,2672,Long-term,English
+14129,31936903,0.0,25799.428571428572,2010-01-28,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-07-01,10,False,0,4076,1730,Short-term,English
+14130,31937042,378.76800000000003,189384.0,1994-04-01,4,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2015-12-23,4,False,1,9857,1921,Mid-term,English
+14131,31943107,0.0,821710.4000000001,1983-06-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-13,21,True,0,13800,2357,Mid-term,English
+14133,31948380,392.8380952380953,597113.9047619049,1995-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-28,20,False,1,9370,3742,Mid-term,English
+14134,31948792,0.0,873333.3333333333,1994-12-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-05,25,True,0,9613,3430,Mid-term,English
+14137,31958346,0.0,501910.3999999999,1998-10-14,20,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-07-29,20,False,0,8200,3163,Mid-term,English
+14140,31967544,0.0,604522.2857142857,1996-02-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2014-10-06,22,True,0,9172,2364,Mid-term,English
+14141,31969574,0.0,471457.36000000004,1996-11-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-10-25,22,False,0,8898,2710,Mid-term,English
+14142,31970618,0.0,150264.00000000003,1989-04-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-10-19,15,True,0,11669,2351,Mid-term,English
+14143,31970925,0.0,337646.4,1991-06-09,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Spanish,Premier,2012-08-19,24,True,0,10884,3142,Mid-term,European
+14144,31971585,0.0,257576.69333333336,1958-06-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-05-18,23,False,0,22931,2870,Long-term,English
+14146,31980716,219.55885714285716,175427.52685714286,1993-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-12-09,17,True,1,10281,1935,Mid-term,English
+14147,31982461,0.0,638649.6,1998-02-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-26,20,False,0,8455,3135,Mid-term,English
+14148,31982742,457.8666666666666,1070034.4,1974-02-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-04-13,19,True,1,17221,3270,Long-term,English
+14149,31984044,152.5904761904762,378119.20000000007,1972-02-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-15,21,True,1,17952,2020,Long-term,English
+14150,31986986,0.0,96880.45714285715,2012-11-19,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-13,15,True,0,3050,2296,Short-term,English
+14152,31995712,0.0,72076.66666666667,1998-02-15,5,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-04,5,False,0,8441,3035,Mid-term,English
+14153,32001322,0.0,67755.80952380953,1995-05-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-11,23,True,0,9462,2846,Mid-term,English
+14154,32004724,0.0,157677.1466666667,1990-12-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-02-25,14,False,0,11074,2222,Mid-term,English
+14155,32009429,0.0,252068.54400000005,2007-04-09,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,Y,N,N,N,Y,1-5,English,Standard,2013-04-22,18,True,0,5101,2896,Short-term,English
+14156,32013828,0.0,507936.00000000006,1986-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-12,20,True,0,12511,3149,Mid-term,English
+14158,32018568,0.0,1396826.4960000003,1984-12-25,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-03-12,19,True,0,13241,2937,Mid-term,English
+14159,32020089,0.0,131273.14285714287,1995-10-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-18,18,False,0,9309,3540,Mid-term,English
+14160,32022077,276.65333333333336,139709.93333333335,1988-06-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2010-12-11,5,False,1,11973,3759,Mid-term,Unknown
+14161,32023175,0.0,1426422.2142857143,1991-11-01,27,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,Y,Y,N,6-10,Unknown,Premier,2010-12-02,27,True,0,10739,3768,Mid-term,Unknown
+14162,32023720,234.13333333333333,498235.7333333333,1981-11-15,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-08,19,False,1,14377,2604,Long-term,English
+14164,32025832,1519.4166666666667,1458640.0,2006-07-31,15,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,N,101-500,English,Premier,2011-11-20,15,True,1,5353,3415,Short-term,English
+14165,32028217,0.0,1677358.8000000003,2010-12-23,5,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2005-04-21,5,False,0,3747,5819,Short-term,English
+14166,32029972,0.0,526234.7999999999,1988-03-01,28,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,French,Premier,2016-01-12,28,False,0,12079,1901,Mid-term,European
+14167,32031897,0.0,920764.9523809525,1998-02-15,22,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-29,22,True,0,8441,3345,Mid-term,English
+14168,32035276,286.37142857142857,720510.5142857142,2005-08-30,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-05-18,17,False,1,5688,2505,Short-term,English
+14172,32048577,353.236,712123.7760000001,2002-08-27,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-01-31,14,True,1,6787,3708,Mid-term,English
+14173,32052842,0.0,56506.40000000001,1995-03-15,15,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-11-05,15,False,0,9509,1969,Mid-term,English
+14174,32054186,0.0,186358.85714285713,1997-04-01,15,True,True,True,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-07-13,15,True,0,8761,3545,Mid-term,English
+14176,32058744,0.0,934464.0,1988-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-04,20,True,0,11987,3584,Mid-term,English
+14177,32063752,0.0,260448.0,2007-07-12,5,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-08-08,5,True,0,5007,3519,Short-term,English
+14178,32064599,0.0,656037.4857142858,2013-04-27,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-18,16,False,0,2891,3204,Short-term,English
+14179,32064954,275.3053333333333,532991.1253333333,1952-08-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-10-05,16,True,1,25075,3095,Long-term,English
+14180,32066711,0.0,359728.8,1995-04-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-23,18,False,0,9492,3138,Mid-term,English
+14182,32069237,0.0,353103.7714285715,2006-08-03,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-08-16,20,False,0,5350,3876,Short-term,English
+14183,32071053,0.0,443243.7333333334,1991-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-10,23,True,0,10848,2117,Mid-term,English
+14184,32072865,0.0,178152.0,1996-12-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-09-21,18,True,0,8868,3109,Mid-term,English
+14185,32073765,0.0,373001.76,1996-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-02,18,False,0,9172,3006,Mid-term,English
+14186,32075619,182.17142857142858,376001.8285714286,2005-07-13,16,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-09-21,16,False,1,5736,2014,Short-term,English
+14187,32079156,0.0,86506.56000000001,1992-07-15,2,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-20,2,True,0,10482,2684,Mid-term,English
+14188,32083193,675.7333333333333,2098152.0,1993-08-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-02-14,23,True,1,10100,3694,Mid-term,English
+14189,32084011,198.76000000000002,254015.28000000003,1994-10-01,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-16,18,True,1,9674,2961,Mid-term,English
+14190,32084170,198.4,85708.8,2000-04-05,8,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-22,8,True,1,7661,2348,Mid-term,English
+14192,32087027,0.0,267727.20000000007,1995-06-01,6,True,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-14,6,True,0,9431,3269,Mid-term,English
+14193,32092951,393.20000000000005,994796.0000000001,1994-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-26,22,False,1,9874,3744,Mid-term,English
+14194,32097233,113.76666666666668,216611.73333333337,1965-12-25,14,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2017-06-04,14,False,1,20181,1392,Long-term,English
+14195,32099149,0.0,388775.4666666666,1997-12-25,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-13,20,False,0,8493,3545,Mid-term,English
+14196,32099955,0.0,749446.1333333332,1992-10-01,14,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-11-15,14,True,0,10404,4150,Mid-term,English
+14197,32100580,207.20000000000002,220460.80000000002,1979-08-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-20,19,True,1,15214,2411,Long-term,English
+14198,32105090,0.0,101953.28,1991-04-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-15,6,True,0,10953,2903,Mid-term,English
+14199,32107049,0.0,57856.064,1995-12-15,19,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2009-12-28,19,True,0,9234,4107,Mid-term,English
+14201,32108318,0.0,1372647.36,1995-06-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-01-23,21,True,0,9417,3351,Mid-term,English
+14202,32108530,0.0,316281.6,1992-08-01,17,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-26,17,True,0,10465,3043,Mid-term,English
+14203,32111419,242.89066666666665,429187.80799999996,2015-10-06,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-11-01,19,True,1,1999,2703,Short-term,English
+14204,32112591,0.0,311731.2,1996-09-01,24,False,False,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-19,24,True,0,8973,3081,Mid-term,English
+14206,32115825,0.0,283221.3333333333,1991-07-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-01-06,20,True,0,10862,4098,Mid-term,English
+14207,32116334,0.0,112095.36000000002,2007-04-17,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,Y,Y,6-10,English,Premier,2015-09-19,21,True,0,5093,2016,Short-term,English
+14208,32119777,479.6628571428572,592383.6285714286,1994-04-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-17,13,True,1,9843,3571,Mid-term,English
+14209,32119958,331.82933333333335,408813.73866666673,1993-09-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2011-07-18,22,True,1,10069,3540,Mid-term,English
+14212,32125702,0.0,272150.42400000006,1990-10-01,7,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-15,7,True,0,11135,3024,Mid-term,English
+14214,32127671,0.0,180555.52000000002,2012-07-25,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-02-11,4,True,0,3167,2601,Short-term,English
+14215,32127773,0.0,65310.000000000015,1981-05-15,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-12-25,3,False,0,14561,4110,Long-term,English
+14216,32128051,465.86666666666673,704390.4,1982-05-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-06-23,12,True,1,14210,2834,Mid-term,English
+14217,32131414,0.0,1087850.0571428572,1992-07-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-03,24,False,0,10496,3280,Mid-term,English
+14218,32133790,0.0,341474.64,2007-02-05,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-07-21,15,True,0,5164,2076,Short-term,English
+14219,32134442,237.73333333333332,257465.2,1983-02-01,19,True,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-13,19,True,1,13934,2630,Mid-term,English
+14220,32137298,408.96000000000004,714044.16,1978-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-12-19,18,False,1,15760,3020,Long-term,English
+14221,32141691,0.0,79097.6,1990-03-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Premier,2014-01-29,20,True,0,11349,2614,Mid-term,Unknown
+14222,32144739,525.84,581053.2,1993-12-15,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-01,13,False,1,9964,3618,Mid-term,English
+14223,32146571,0.0,427518.28571428574,1993-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-14,15,False,0,10025,2417,Mid-term,English
+14225,32148073,0.0,227378.73600000003,2006-07-06,9,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,11-50,Unknown,Standard,2012-10-11,9,True,0,5378,3089,Short-term,Unknown
+14226,32148951,0.0,619722.24,1984-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-08,19,True,0,13600,3245,Mid-term,English
+14227,32151286,0.0,536413.5333333333,1992-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-05-04,22,True,0,10647,3249,Mid-term,English
+14228,32162946,0.0,602646.4785714286,1995-10-15,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,Y,N,N,6-10,Spanish,Premier,2013-04-21,19,True,0,9295,2897,Mid-term,European
+14229,32166057,420.0,1040760.0,1993-09-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2010-06-17,21,True,1,10055,3936,Mid-term,English
+14231,32170507,0.0,1215744.0,1990-07-15,24,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-12-19,24,True,0,11213,2655,Mid-term,English
+14232,32171731,0.0,503128.1790476191,2011-05-23,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-01-26,19,False,0,3596,2982,Short-term,English
+14233,32173687,231.80952380952382,454810.2857142857,1994-08-15,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-02-24,18,True,1,9721,2588,Mid-term,English
+14234,32174587,0.0,538534.0952380953,1992-02-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-06,16,False,0,10647,3764,Mid-term,English
+14235,32175824,925.9466666666668,844463.3600000002,1975-09-01,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-18,19,False,1,16644,3843,Long-term,English
+14237,32182935,0.0,88952.16000000002,1986-03-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-05-14,17,True,0,12810,2144,Mid-term,English
+14239,32184965,0.0,509886.0,2004-04-23,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-08-17,18,False,0,6182,2414,Short-term,English
+14241,32190541,0.0,1003245.7066666668,2015-08-02,8,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,11-50,Unknown,Standard,2007-03-12,8,True,0,2064,5129,Short-term,Unknown
+14242,32192240,388.856,672332.024,1994-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-04-25,19,True,1,9843,3989,Mid-term,English
+14244,32198061,0.0,34897.571428571435,2018-03-29,5,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-02-26,5,True,0,1094,2951,Short-term,English
+14246,32199940,0.0,280934.4,1997-07-01,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-30,9,False,0,8670,2674,Mid-term,English
+14247,32204162,0.0,280529.0285714286,1992-10-01,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-07-02,23,True,0,10404,2460,Mid-term,English
+14249,32210841,0.0,781896.6857142857,2004-05-05,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-12-09,18,True,0,6170,3030,Short-term,English
+14250,32217317,0.0,8724.266666666666,1997-07-01,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-02,2,False,0,8670,3159,Mid-term,English
+14251,32217906,657.9666666666667,1658076.0,1994-04-01,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-04-28,24,True,1,9857,3621,Mid-term,English
+14252,32228916,416.41904761904766,139916.80000000002,1982-07-01,21,False,False,False,NOTICE,MAIL,N,N,Y,N,N,N,N,N,Y,6-10,English,Premier,2010-07-12,21,False,1,14149,3911,Mid-term,English
+14253,32229118,163.78666666666666,303660.48,1969-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-09,18,True,1,18897,2603,Long-term,English
+14254,32232032,0.0,94240.29333333333,1990-11-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-21,17,False,0,11090,3109,Mid-term,English
+14255,32236404,0.0,138369.0,2014-04-05,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-12-26,11,True,0,2548,3379,Short-term,English
+14256,32237885,0.0,384432.048,1993-05-01,22,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-01-04,22,True,0,10192,3735,Mid-term,English
+14258,32241334,92.50666666666666,199814.4,1999-09-17,18,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2016-02-08,18,False,1,7862,1874,Mid-term,English
+14259,32247994,0.0,64764.00000000001,2016-01-27,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-24,10,False,0,1886,3137,Short-term,English
+14260,32250214,0.0,123369.68000000002,2004-01-05,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2013-11-09,17,True,0,6291,2695,Short-term,Asian
+14261,32252223,547.0416666666666,15317.166666666666,2014-03-26,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Standard,2013-10-16,1,False,1,2558,2719,Short-term,Unknown
+14262,32254603,0.0,384522.66666666674,1988-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-17,20,False,0,12034,2595,Mid-term,English
+14263,32257742,0.0,674897.7333333334,1997-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-03,19,True,0,8656,3066,Mid-term,English
+14264,32261776,0.0,55114.17600000001,2013-02-14,2,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-05-01,2,True,0,2963,3983,Short-term,English
+14266,32266686,0.0,185187.60000000003,2010-05-14,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-09-28,18,True,0,3970,2007,Short-term,English
+14267,32268312,0.0,238412.4,2002-08-27,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-18,15,True,0,6787,2260,Mid-term,English
+14268,32270530,436.8,293529.6,1995-02-01,14,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-09,14,True,1,9551,3334,Mid-term,English
+14271,32278556,0.0,107619.2,1989-01-01,4,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-11-24,4,True,0,11773,3045,Mid-term,Unknown
+14272,32278565,557.3706666666667,423044.33600000007,1995-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2012-09-09,23,True,1,9551,3121,Mid-term,Unknown
+14273,32281269,0.0,194163.19999999998,2006-04-28,12,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,Y,N,Y,6-10,English,Premier,2013-01-11,12,True,0,5447,2997,Short-term,English
+14274,32284954,0.0,622063.6190476192,1990-05-01,26,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2006-05-06,26,True,0,11288,5439,Mid-term,English
+14277,32294704,0.0,343241.60000000003,1992-06-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-03-13,16,True,0,10526,3301,Mid-term,English
+14278,32296339,0.0,376614.0,2007-02-14,18,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-08,18,True,0,5155,2150,Short-term,English
+14279,32298682,0.0,911262.4761904763,1993-02-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-01-17,16,True,0,10267,3722,Mid-term,English
+14280,32301487,0.0,1509816.0,1997-07-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-06-02,20,False,0,8670,2125,Mid-term,English
+14282,32305436,0.0,544942.1714285715,1980-05-15,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-12,13,True,0,14926,3057,Long-term,English
+14283,32306014,296.93333333333334,581098.5333333333,1976-10-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-16,19,True,1,16248,2446,Long-term,English
+14284,32310339,0.0,140718.93333333335,2014-03-21,20,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-11,20,True,0,2563,3697,Short-term,English
+14285,32311242,0.0,702820.8,2004-06-04,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-01-14,12,False,0,6140,2994,Short-term,English
+14286,32313464,772.5904761904762,528451.8857142858,1991-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2003-07-17,18,False,1,10848,6463,Mid-term,English
+14287,32313520,0.0,314650.44000000006,1994-02-01,6,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-08-08,6,True,0,9916,2058,Mid-term,English
+14288,32315875,339.2380952380953,630982.8571428573,2006-08-15,15,False,True,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-16,15,True,1,5338,3358,Short-term,English
+14289,32316641,0.0,178834.28571428574,1986-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-25,10,False,0,12838,2528,Mid-term,English
+14290,32318453,0.0,277484.064,1983-07-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-04,17,True,0,13770,2549,Mid-term,English
+14291,32318760,0.0,530978.4480000001,1989-12-01,21,False,False,False,AUTO RENEW,BILLING,N,N,N,N,N,N,N,N,Y,1-5,Hebrew,Premier,2014-07-27,21,True,0,11439,2435,Mid-term,Asian
+14292,32319191,0.0,1189008.6476190477,1989-11-01,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-08-01,22,True,0,11469,3526,Mid-term,English
+14293,32320311,0.0,664501.4400000001,1978-01-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2011-06-29,17,True,0,15777,3559,Long-term,English
+14294,32324046,0.0,378259.19999999995,1986-07-01,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-03,10,True,0,12688,3127,Mid-term,English
+14295,32330725,0.0,116656.176,1982-02-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-06-01,17,True,0,14299,2856,Long-term,English
+14296,32331678,0.0,285915.3,2007-05-10,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,N,1-5,English,Standard,2010-04-02,11,True,0,5070,4012,Short-term,English
+14297,32337318,159.82399999999998,344580.544,1982-07-01,22,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-19,22,True,1,14149,2290,Mid-term,English
+14298,32340104,914.7733333333334,1399603.2000000002,1994-01-15,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2005-11-17,15,True,1,9933,5609,Mid-term,English
+14299,32345565,0.0,246430.93333333338,1995-05-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-05-07,14,False,0,9448,2151,Mid-term,English
+14300,32347977,0.0,1827135.0,1997-09-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,English,Premier,2015-07-04,19,False,0,8594,2093,Mid-term,English
+14303,32351869,0.0,15442.8,1984-03-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2016-02-26,17,True,0,13526,1856,Mid-term,English
+14304,32357865,0.0,176677.20000000004,1977-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-03,15,True,0,16097,2397,Long-term,English
+14305,32358260,408.02666666666664,870728.9066666666,1993-10-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2012-12-24,22,False,1,10039,3015,Mid-term,English
+14306,32360876,0.0,140607.04,1997-02-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2016-05-30,21,True,0,8806,1762,Mid-term,English
+14307,32361456,0.0,856546.2857142858,1988-09-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-11,20,True,0,11881,3150,Mid-term,English
+14308,32364504,0.0,759057.6533333333,1985-07-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Spanish,Standard,2012-06-28,23,False,0,13039,3194,Mid-term,European
+14309,32365047,0.0,655302.4,1991-10-15,17,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-01-05,17,True,0,10756,3003,Mid-term,English
+14310,32366490,0.0,64504.8,1998-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-25,17,True,0,8427,2437,Mid-term,English
+14311,32367243,0.0,96962.31999999999,1995-10-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Portuguese,Standard,2011-11-21,19,True,0,9295,3414,Mid-term,European
+14312,32371719,281.12380952380954,374456.91428571433,1993-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-08,18,False,1,10192,2941,Mid-term,English
+14313,32373041,0.0,326548.11428571434,2012-05-14,19,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-16,19,False,0,3239,2111,Short-term,English
+14314,32375670,0.0,73393.37142857144,2017-10-20,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-12,6,False,0,1254,2753,Short-term,English
+14315,32375708,0.0,321187.4285714286,1996-08-01,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-10-05,11,True,0,9004,2730,Mid-term,English
+14316,32376425,0.0,59900.666666666664,1990-03-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2015-03-01,4,True,0,11349,2218,Mid-term,English
+14318,32379941,385.21142857142854,566260.7999999999,1994-08-01,21,False,False,False,NOTICE,BRANCH (PHONE),N,Y,N,N,Y,N,Y,N,Y,6-10,English,Premier,2012-05-26,21,True,1,9735,3227,Mid-term,English
+14319,32385502,0.0,1097535.5733333335,1991-12-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-02-26,20,True,0,10695,4412,Mid-term,English
+14320,32388295,0.0,376876.4,1989-03-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-25,17,True,0,11714,3714,Mid-term,English
+14321,32389602,0.0,60701.14285714286,1990-03-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-02-14,9,True,0,11349,2233,Mid-term,English
+14322,32391152,0.0,770489.0000000001,1997-09-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,Unknown,Premier,2011-10-05,15,True,0,8608,3461,Mid-term,Unknown
+14323,32399996,0.0,92410.58666666668,1984-09-01,10,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-04-09,10,True,0,13356,3274,Mid-term,English
+14324,32402491,0.0,73421.42857142858,1990-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-23,19,True,0,11349,2773,Mid-term,English
+14325,32404298,0.0,323181.60000000003,1989-06-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-07-06,15,False,0,11622,3552,Mid-term,English
+14326,32405235,337.12380952380954,20227.428571428572,1994-04-01,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-01,6,True,1,9857,3342,Mid-term,English
+14327,32406083,0.0,21588.000000000004,1992-08-01,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2013-12-29,6,True,0,10465,2645,Mid-term,English
+14328,32408652,0.0,380540.16000000003,1995-02-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2014-08-01,18,False,0,9551,2430,Mid-term,English
+14329,32410259,0.0,225504.00000000006,1991-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-23,21,False,0,11043,3777,Mid-term,English
+14330,32423060,0.0,516507.42857142864,1996-08-15,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-08-30,15,True,0,8990,3497,Mid-term,English
+14331,32423204,0.0,244317.50000000003,1977-10-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-12-08,23,True,0,15869,2666,Long-term,English
+14333,32443703,0.0,500089.1428571429,1982-03-15,15,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-04,15,True,0,14257,2670,Mid-term,English
+14335,32446912,0.0,622689.28,1991-08-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-24,19,True,0,10831,2438,Mid-term,English
+14336,32448263,0.0,124128.08571428571,1996-08-15,6,True,False,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Premier,2012-02-16,6,True,0,8990,3327,Mid-term,Unknown
+14337,32450850,0.0,458721.5238095238,1988-01-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-20,19,True,0,12139,2199,Mid-term,English
+14338,32458132,220.57142857142858,25586.285714285717,2003-12-27,1,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-16,1,True,1,6300,2507,Short-term,English
+14339,32461649,533.8933333333333,1076328.96,2017-11-25,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-03-21,18,False,1,1218,3659,Short-term,English
+14340,32462144,0.0,916638.0000000002,1996-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-12-25,15,True,0,9157,3745,Mid-term,English
+14341,32462322,98.66666666666669,241832.00000000003,2008-09-18,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-10-05,19,False,1,4573,1634,Short-term,English
+14342,32462923,0.0,278107.5238095239,1995-04-15,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-04,19,True,0,9478,2031,Mid-term,English
+14344,32464587,0.0,808450.1333333333,1986-11-15,20,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-09-02,20,True,0,12551,3128,Mid-term,English
+14345,32469084,0.0,1661172.8,2005-01-10,24,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2013-03-26,24,True,0,5920,2923,Short-term,English
+14347,32473925,288.86857142857144,658042.6057142857,1982-12-25,17,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-22,17,True,1,13972,2652,Mid-term,English
+14349,32476862,0.0,270651.3333333334,1996-02-15,1,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,500+,English,Premier,2013-05-24,1,False,0,9172,2864,Mid-term,English
+14350,32477422,137.41333333333336,321547.20000000007,1979-01-01,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-06,20,True,1,15426,2333,Long-term,English
+14351,32479253,0.0,211471.31428571432,1995-07-15,6,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2007-05-13,6,True,0,9387,5067,Mid-term,English
+14352,32481725,356.152380952381,181637.7142857143,1979-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-17,17,False,1,15322,3479,Long-term,English
+14353,32481928,0.0,746543.6159999999,1983-11-01,16,True,False,True,AUTO RENEW,WEB,N,Y,N,N,N,N,N,Y,Y,51-100,Unknown,Premier,2015-08-16,16,True,0,13661,2050,Mid-term,Unknown
+14354,32486035,0.0,196661.40000000002,1995-07-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-10-09,19,True,0,9401,4187,Mid-term,English
+14355,32486569,0.0,10004232.000000002,2007-02-13,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2005-06-10,15,False,0,5156,5769,Short-term,English
+14356,32486979,0.0,639144.8,1997-07-15,14,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-19,14,True,0,8656,3386,Mid-term,English
+14357,32488797,0.0,4166441.6,1982-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2009-11-08,19,False,0,14165,4157,Mid-term,English
+14358,32489913,0.0,386749.01333333337,1989-07-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-07-15,16,True,0,11592,3908,Mid-term,English
+14359,32490371,0.0,303610.6666666666,1995-10-01,5,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-13,5,True,0,9309,3606,Mid-term,English
+14360,32491351,698.6666666666667,2182634.666666667,2009-07-28,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-10-13,22,False,1,4260,2357,Short-term,English
+14361,32495736,110.94666666666667,215014.64,1992-01-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-08-04,19,False,1,10664,2062,Mid-term,English
+14362,32497096,0.0,519617.1428571428,1988-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-09-13,17,False,0,11957,3117,Mid-term,English
+14363,32497470,0.0,79545.59999999999,1995-02-01,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-07-03,20,True,0,9551,3189,Mid-term,English
+14364,32498345,373.33028571428576,531995.6571428572,1960-10-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-02,19,True,1,22078,2641,Long-term,English
+14366,32500142,0.0,94854.62857142858,1991-04-01,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-16,23,True,0,10953,3389,Mid-term,English
+14367,32500846,0.0,640601.1733333335,1994-09-01,16,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,11-50,English,Standard,2012-07-13,16,True,0,9704,3179,Mid-term,English
+14369,32502866,0.0,390852.80000000005,1990-07-01,8,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,Y,N,Y,51-100,Unknown,Premier,2015-01-02,8,True,0,11227,2276,Mid-term,Unknown
+14370,32503785,0.0,559421.8240000001,1984-11-01,16,False,False,False,AUTO RENEW,AUTO RENEW,Y,Y,N,N,N,N,Y,N,Y,51-100,Unknown,Standard,2013-05-09,16,True,0,13295,2879,Mid-term,Unknown
+14371,32503821,0.0,283676.8,1990-10-15,22,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2012-09-03,22,True,0,11121,3127,Mid-term,English
+14372,32504313,780.1333333333333,753608.8,1973-06-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-04-29,7,True,1,17466,2524,Long-term,English
+14376,32509389,0.0,796168.5333333334,2008-02-27,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-05-02,16,False,0,4777,2886,Short-term,English
+14379,32516708,0.0,138547.19999999998,1986-12-01,11,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-11,11,True,0,12535,2359,Mid-term,English
+14380,32517081,380.89523809523814,71227.40952380953,1994-06-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-03-24,11,True,1,9782,3656,Mid-term,English
+14381,32517982,0.0,490258.77333333343,1991-05-01,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-01-18,19,True,0,10923,2990,Mid-term,English
+14382,32518755,261.75314285714285,569574.8388571428,1965-10-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-29,17,True,1,20266,2129,Long-term,English
+14383,32524086,0.0,471008.0,2001-03-15,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-01-23,20,True,0,7317,2985,Mid-term,Unknown
+14384,32529122,139.26666666666665,253465.3333333333,1994-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-10-18,20,False,1,9674,2352,Mid-term,English
+14385,32531523,0.0,273929.2,1990-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-06-16,21,True,0,11213,3206,Mid-term,English
+14386,32534875,0.0,425909.99999999994,1983-04-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-24,21,True,0,13861,2864,Mid-term,English
+14387,32539050,0.0,620789.4,2014-08-12,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-10-17,9,False,0,2419,2353,Short-term,English
+14388,32539235,152.47619047619048,25920.95238095238,2016-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-09-16,17,False,1,1563,2019,Short-term,English
+14390,32543325,354.82666666666665,351278.4,2000-03-20,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-09-22,18,False,1,7677,2743,Mid-term,English
+14391,32543688,387.4266666666667,176666.56,1994-08-01,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-06-29,19,True,1,9735,3193,Mid-term,English
+14392,32544244,469.44,223453.44,1988-09-15,14,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-01-09,14,True,1,11881,3730,Mid-term,English
+14393,32545397,0.0,274921.92,1974-06-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-08-08,18,False,0,17087,2788,Long-term,English
+14395,32545820,196.56666666666666,430481.0,1993-01-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-04-17,15,True,1,10312,2536,Mid-term,English
+14396,32547821,115.36,112937.44,2005-02-24,11,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-20,11,True,1,5875,2107,Short-term,English
+14397,32547929,620.6720000000001,1650987.5200000003,2007-07-09,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-11-22,19,False,1,5010,3778,Short-term,English
+14398,32551475,0.0,376007.04,1993-11-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-26,18,False,0,10008,2770,Mid-term,English
+14399,32551960,0.0,759525.4799999999,1996-04-15,21,False,True,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-21,21,True,0,9112,3445,Mid-term,English
+14400,32553474,200.54761904761904,101076.0,1976-08-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2015-07-21,9,False,1,16295,2076,Long-term,English
+14401,32553844,0.0,136670.60000000003,2010-12-31,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2014-03-13,23,False,0,3739,2571,Short-term,English
+14402,32559044,0.0,192294.96000000005,1997-08-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Unknown,Standard,2013-05-20,20,True,0,8639,2868,Mid-term,Unknown
+14403,32559293,0.0,339003.548,2002-01-25,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-13,19,True,0,7001,3392,Mid-term,English
+14404,32562973,121.57333333333334,84736.61333333334,1993-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-04-17,17,False,1,10281,2171,Mid-term,English
+14405,32575372,174.28666666666666,151629.4,1993-01-01,15,True,True,True,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-12-10,15,True,1,10312,2299,Mid-term,English
+14406,32584549,0.0,993831.2228571429,1984-06-01,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-04,18,True,0,13448,3249,Mid-term,English
+14407,32585784,0.0,1003266.6666666669,1995-02-15,20,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-02-04,20,False,0,9537,3339,Mid-term,English
+14408,32590232,0.0,1617234.2857142857,1996-04-15,25,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-05-14,25,False,0,9112,4335,Mid-term,English
+14409,32590378,0.0,723027.2000000001,1992-08-15,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2012-09-01,24,True,0,10451,3129,Mid-term,English
+14410,32592348,0.0,247834.45714285714,1995-09-15,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2005-07-09,9,False,0,9325,5740,Mid-term,English
+14411,32594134,0.0,93350.40000000001,1990-06-15,18,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-10-14,18,True,0,11243,2356,Mid-term,English
+14412,32603094,0.0,207240.0380952381,1985-12-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2016-03-26,17,False,0,12886,1827,Mid-term,Unknown
+14413,32605993,307.84000000000003,83116.80000000002,1994-09-01,9,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-19,9,True,1,9704,2139,Mid-term,English
+14414,32607340,0.0,386996.2666666666,1992-01-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-02-01,20,True,0,10678,3342,Mid-term,English
+14415,32608388,266.85714285714283,253514.28571428568,1993-05-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-06-18,19,False,1,10192,2839,Mid-term,English
+14416,32609918,0.0,441802.6971428571,1990-06-15,18,False,False,False,NOTICE,WEB,Y,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-21,18,True,0,11243,2806,Mid-term,English
+14417,32616694,188.35,176672.30000000002,1970-07-01,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-06-23,7,False,1,18532,2469,Long-term,English
+14418,32616906,0.0,429453.2,1997-02-15,19,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-12-09,19,True,0,8806,3030,Mid-term,English
+14419,32620624,0.0,413561.9047619048,1996-05-15,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-16,23,True,0,9082,2537,Mid-term,English
+14421,32631174,416.0,94848.0,1978-07-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2007-01-15,19,False,1,15596,5185,Long-term,English
+14422,32632108,219.2952380952381,233330.13333333333,1992-04-01,14,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-05-25,14,True,1,10587,2498,Mid-term,English
+14423,32632233,0.0,7102200.456000001,2011-10-06,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,101-500,English,Premier,2003-04-05,19,True,0,3460,6566,Short-term,English
+14424,32633228,0.0,232172.85,1995-09-01,3,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,N,11-50,Unknown,Premier,2009-07-22,3,False,0,9339,4266,Mid-term,Unknown
+14425,32635775,0.0,775606.8571428572,1991-08-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-06-30,24,False,0,10817,3558,Mid-term,English
+14426,32641894,268.85333333333335,846888.0,1987-02-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-03-01,21,True,1,12459,3679,Mid-term,English
+14427,32645292,0.0,498035.6266666667,1988-03-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-05-15,17,True,0,12065,3604,Mid-term,English
+14428,32647321,0.0,967776.0,1996-08-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-05-19,17,True,0,9004,2869,Mid-term,English
+14429,32647970,0.0,119041.33333333334,1984-02-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-10,19,True,0,13555,2209,Mid-term,English
+14431,32658682,651.6,1528653.6,2010-11-16,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2015-01-17,17,True,1,3784,2261,Short-term,English
+14433,32660689,783.5333333333333,640146.7333333333,1981-07-15,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-04-22,19,True,1,14500,2531,Long-term,English
+14434,32665359,0.0,1004952.4160000001,1996-06-15,26,False,False,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-07-12,26,True,0,9051,3911,Mid-term,English
+14435,32666003,0.0,201579.84,1989-08-15,14,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-08-16,14,True,0,11547,2415,Mid-term,English
+14436,32667532,401.0666666666667,456814.9333333334,1977-07-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-30,17,False,1,15961,3801,Long-term,English
+14437,32670239,0.0,1915526.8000000003,1991-09-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-02-19,22,False,0,10786,4054,Mid-term,English
+14438,32672817,0.0,245438.87619047615,1997-03-01,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-11-24,17,False,0,8792,2680,Mid-term,English
+14440,32675177,155.35238095238094,246078.17142857143,1978-02-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-08-26,22,False,1,15760,2040,Long-term,English
+14441,32677872,0.0,801810.2857142859,2008-03-10,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-24,15,True,0,4765,3229,Short-term,English
+14442,32678066,0.0,89730.0,2015-05-02,1,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,101-500,Unknown,Standard,2013-02-09,1,True,0,2156,2968,Short-term,Unknown
+14443,32678585,0.0,196244.0,1991-12-25,7,True,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-14,7,True,0,10685,3756,Mid-term,English
+14444,32678904,0.0,778224.0,2002-09-26,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2012-08-21,16,True,0,6757,3140,Mid-term,English
+14446,32681733,0.0,6363.8933333333325,1978-11-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-01-28,2,True,0,15473,1885,Long-term,English
+14447,32683222,315.39238095238096,250736.94285714286,1965-12-15,15,True,False,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-12-09,15,False,1,20191,2665,Long-term,English
+14448,32683558,300.89523809523814,267194.97142857144,1971-02-15,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-10-17,8,True,1,18303,3083,Long-term,English
+14449,32685067,0.0,262496.9066666667,1988-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-01-12,19,True,0,11912,2631,Mid-term,English
+14450,32687678,0.0,739752.2476190476,2012-08-24,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-02-09,17,True,0,3137,2968,Short-term,English
+14451,32688140,0.0,778904.62,1990-03-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2014-08-20,19,True,0,11335,2411,Mid-term,English
+14453,32692113,0.0,400071.6,1995-07-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-21,19,True,0,9401,3322,Mid-term,English
+14454,32692884,0.0,1443303.4000000001,1996-11-15,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2005-06-12,11,False,0,8898,5767,Mid-term,English
+14456,32699280,0.0,68134.0,1996-05-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-08,19,False,0,9096,2150,Mid-term,English
+14457,32700313,0.0,4021430.4,1996-12-25,26,False,True,False,NOTICE,MAIL,Y,N,N,Y,N,N,Y,N,Y,101-500,English,Standard,2012-06-01,26,True,0,8858,3221,Mid-term,English
+14458,32703219,0.0,352226.85333333333,2002-03-13,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-04-06,5,False,0,6954,3277,Mid-term,English
+14459,32705420,0.0,529027.2000000001,1993-01-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2011-08-29,18,True,0,10312,3498,Mid-term,English
+14460,32706877,0.0,1029877.0000000001,1996-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2014-10-18,17,True,0,9172,2352,Mid-term,English
+14461,32708609,0.0,417490.4959999999,1989-07-01,19,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-10,19,True,0,11592,2543,Mid-term,English
+14462,32709116,0.0,301920.0,1985-11-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-03-05,21,False,0,12930,2214,Mid-term,English
+14463,32711109,0.0,782285.7142857143,1990-02-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-10-14,15,True,0,11363,3452,Mid-term,English
+14464,32713333,298.9257142857143,495020.98285714287,1993-06-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-10,18,False,1,10161,2574,Mid-term,English
+14465,32715457,665.8166666666668,495367.60000000015,2014-07-24,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-12-15,8,True,1,2438,3024,Short-term,English
+14467,32718609,0.0,1485627.7333333334,1995-12-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-11-02,22,True,0,9248,2337,Mid-term,English
+14468,32723690,0.0,581152.0000000001,1997-03-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-12-30,22,False,0,8792,2279,Mid-term,English
+14469,32732225,0.0,81958.83428571429,1996-08-01,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2015-01-30,18,True,0,9004,2248,Mid-term,English
+14470,32732924,0.0,250666.2857142857,1995-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-04-12,18,False,0,9537,1810,Mid-term,English
+14471,32733333,0.0,242349.12000000002,1997-06-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2016-04-12,21,False,0,8700,1810,Mid-term,English
+14472,32737397,306.6019047619048,386318.4,1992-03-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-01-26,21,True,1,10618,2617,Mid-term,English
+14473,32738920,0.0,29824.166666666664,2009-05-20,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,Unknown,Premier,2008-05-30,1,True,0,4329,4684,Short-term,Unknown
+14474,32740381,0.0,164767.3386666667,1989-10-15,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Premier,2012-10-04,13,False,0,11486,3096,Mid-term,Asian
+14476,32745373,0.0,98321.60000000002,1985-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-07-14,15,False,0,13203,2083,Mid-term,English
+14477,32746261,0.0,649983.0857142856,1984-04-15,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-01,18,True,0,13495,2887,Mid-term,English
+14480,32751312,0.0,330846.72000000003,1990-03-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-04-20,23,True,0,11349,3994,Mid-term,English
+14481,32751570,216.20952380952383,81078.57142857143,1976-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-06-16,15,True,1,16340,2476,Long-term,English
+14482,32751704,0.0,300084.00000000006,1988-02-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-11-07,15,True,0,12108,2332,Mid-term,English
+14483,32754464,0.0,384599.04000000004,1992-09-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2009-05-05,24,True,0,10420,4344,Mid-term,English
+14484,32755717,0.0,546611.4285714286,2007-11-05,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-05,15,False,0,4891,3765,Short-term,English
+14485,32756025,0.0,495377.28,1983-04-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2007-05-10,17,False,0,13861,5070,Mid-term,English
+14486,32756138,0.0,2405202.0000000005,1996-02-15,29,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,500+,English,Premier,2016-09-04,29,True,0,9172,1665,Mid-term,English
+14487,32758411,0.0,679082.6666666666,1996-05-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-10-01,20,True,0,9096,3099,Mid-term,English
+14488,32759338,0.0,438935.72571428574,1990-07-01,17,False,True,False,NOTICE,MAIL,Y,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-18,17,False,0,11227,3540,Mid-term,English
+14489,32762091,0.0,605483.3142857143,1995-12-25,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-08-13,19,True,0,9224,2783,Mid-term,English
+14490,32765787,0.0,198900.95238095237,1995-12-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-23,22,True,0,9248,2104,Mid-term,English
+14491,32766551,0.0,726077.4857142859,1991-04-01,15,False,True,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2012-03-22,15,True,0,10953,3292,Mid-term,English
+14492,32770009,0.0,107946.38400000002,1990-11-01,21,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-03-05,21,True,0,11104,4040,Mid-term,English
+14493,32772103,0.0,623352.0,2003-03-19,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-04,15,True,0,6583,2792,Mid-term,English
+14494,32773867,0.0,2245209.2000000007,1995-01-01,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2010-10-30,25,True,0,9582,3801,Mid-term,Unknown
+14495,32775032,0.0,458119.20000000007,1997-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-12-29,21,False,0,8656,2280,Mid-term,English
+14496,32779482,0.0,18221.866666666672,1983-02-01,1,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2015-10-19,1,False,0,13934,1986,Mid-term,Unknown
+14498,32783111,0.0,240002.28571428577,1991-10-01,15,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2012-08-29,15,True,0,10770,3132,Mid-term,European
+14499,32786196,0.0,565023.0857142856,1995-11-01,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-11,18,True,0,9278,3089,Mid-term,English
+14500,32786374,0.0,953752.8,1992-02-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-01,21,True,0,10647,2552,Mid-term,English
+14501,32787106,0.0,790062.0,1986-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-05-16,15,True,0,12688,2507,Mid-term,English
+14502,32787658,465.36000000000007,1218312.4800000002,2004-11-13,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-03-05,22,True,1,5978,3309,Short-term,English
+14503,32790963,0.0,700612.5,1988-03-15,17,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,N,6-10,Unknown,Premier,2010-01-27,17,False,0,12065,4077,Mid-term,Unknown
+14504,32793131,223.4266666666667,179858.4666666667,1992-02-01,7,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Standard,2012-06-08,7,True,1,10647,3214,Mid-term,English
+14505,32793434,0.0,1605146.4000000001,1997-04-15,22,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2009-12-16,22,True,0,8747,4119,Mid-term,English
+14506,32793693,0.0,38422.80000000001,1992-06-01,6,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-12-09,6,True,0,10526,1935,Mid-term,English
+14507,32794938,0.0,1778884.9866666668,1997-07-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,Unknown,Premier,2013-03-08,13,True,0,8670,2941,Mid-term,Unknown
+14508,32797432,259.83333333333337,542532.0000000001,1995-07-01,24,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-10-14,24,False,1,9401,1991,Mid-term,English
+14511,32813318,165.94285714285715,58080.00000000001,2009-01-02,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-06-11,10,True,1,4467,2116,Short-term,English
+14512,32816505,0.0,101250.24,2007-06-29,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-13,19,True,0,5020,2875,Short-term,English
+14513,32820081,0.0,134322.24,1983-04-01,8,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-04-22,8,True,0,13875,2896,Mid-term,English
+14514,32820430,0.0,109414.06666666668,2006-07-17,5,False,True,False,AUTO RENEW,WEB,Y,N,N,N,N,N,N,N,Y,1-5,Hindi,Standard,2014-05-30,5,True,0,5367,2493,Short-term,Asian
+14515,32827216,0.0,231845.9,2008-11-20,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-08-21,15,True,0,4510,3140,Short-term,English
+14517,32829647,0.0,531430.5066666666,1988-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-07-17,19,True,0,11804,2810,Mid-term,English
+14518,32838776,0.0,665175.2342857143,1994-11-01,19,False,False,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-10-03,19,True,0,9643,2367,Mid-term,English
+14519,32842897,0.0,620889.6,1984-12-25,20,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-19,20,True,0,13241,2320,Mid-term,English
+14520,32843138,0.0,510293.3333333333,1991-08-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-09-20,16,True,0,10817,3110,Mid-term,English
+14521,32843330,0.0,815242.2857142859,1998-02-15,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-01-27,17,True,0,8441,3347,Mid-term,English
+14522,32849145,0.0,290804.80000000005,1996-05-01,11,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-24,11,True,0,9096,2619,Mid-term,English
+14523,32851189,339.44761904761907,1044819.7714285715,1977-05-15,27,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-15,27,True,1,16022,3359,Long-term,English
+14524,32854798,320.33333333333337,453912.3333333334,1993-10-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2016-11-26,13,True,1,10039,1582,Mid-term,English
+14525,32859582,0.0,227461.92000000004,1981-03-01,19,True,True,True,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-05-16,19,True,0,14636,2872,Long-term,English
+14526,32859655,0.0,593592.3,2003-07-29,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2013-06-07,19,False,0,6451,2850,Mid-term,English
+14527,32865609,0.0,200564.0,1988-12-25,19,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2013-01-03,19,True,0,11780,3005,Mid-term,English
+14528,32867504,0.0,601868.8,2013-09-05,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-04-17,15,True,0,2760,2901,Short-term,English
+14529,32868926,231.94285714285718,605370.8571428572,2015-01-31,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-23,18,True,1,2247,2589,Short-term,English
+14530,32869093,0.0,824321.8399999999,2004-07-06,19,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-15,19,False,0,6108,3969,Short-term,English
+14531,32876828,371.14285714285717,1049963.142857143,1993-08-15,23,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-02,23,True,1,10086,3586,Mid-term,English
+14532,32881584,0.0,418147.8095238095,1988-02-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-05-03,20,True,0,12108,2520,Mid-term,English
+14534,32891507,254.07619047619048,251535.42857142858,1993-10-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-09-18,18,True,1,10025,2747,Mid-term,English
+14535,32898004,0.0,267050.50666666665,1988-08-01,7,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-23,7,True,0,11926,2439,Mid-term,English
+14536,32900928,0.0,67466.37333333334,1997-09-01,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2010-11-19,22,True,0,8608,3781,Mid-term,English
+14537,32905088,0.0,106636.32,1995-05-06,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2014-09-29,21,True,0,9457,2371,Mid-term,English
+14539,32908118,0.0,621904.2000000001,1979-08-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-02-06,19,False,0,15200,2241,Long-term,English
+14540,32909422,0.0,675007.6666666666,1997-05-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,500+,English,Premier,2013-05-29,11,True,0,8731,2859,Mid-term,English
+14541,32910528,0.0,218477.2,1996-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-09-28,19,True,0,9082,2372,Mid-term,English
+14542,32910977,495.2228571428572,903286.4914285715,1994-02-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-08,19,False,1,9902,3884,Mid-term,English
+14543,32913627,0.0,453287.99999999994,1996-02-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,101-500,Portuguese,Premier,2015-05-18,17,True,0,9186,2140,Mid-term,European
+14544,32913727,279.61904761904765,111568.00000000001,1971-01-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2013-03-19,21,True,1,18348,2930,Long-term,Unknown
+14545,32914321,0.0,196288.7466666667,1991-10-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-05-27,19,True,0,10770,3226,Mid-term,English
+14546,32915566,537.1104761904762,301318.97714285715,1994-09-15,11,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-08-05,11,False,1,9690,3887,Mid-term,English
+14547,32916215,195.10476190476192,301436.85714285716,1994-08-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-11-14,15,True,1,9721,2325,Mid-term,English
+14548,32916973,0.0,301766.4,1989-05-01,16,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-12-03,16,True,0,11653,3402,Mid-term,English
+14549,32917830,0.0,1838269.9400000002,2010-06-02,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2013-12-23,23,True,0,3951,2651,Short-term,English
+14551,32923251,486.49999999999994,492337.99999999994,1993-10-15,22,False,False,False,NOTICE,BRANCH (POS),N,N,Y,N,N,N,N,N,Y,51-100,English,Premier,2010-11-27,22,False,1,10025,3773,Mid-term,English
+14552,32925764,371.64400000000006,947692.2000000002,1972-11-01,17,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,51-100,English,Premier,2016-01-11,17,True,1,17678,1902,Long-term,English
+14553,32925992,0.0,242618.88,1975-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-08-21,21,True,0,16692,2775,Long-term,English
+14554,32932449,0.0,170425.60000000003,1995-01-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-11-05,20,False,0,9582,2334,Mid-term,English
+14555,32935902,549.0,820755.0,1993-10-15,23,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-07-17,23,False,1,10025,3175,Mid-term,English
+14556,32938831,0.0,595358.4,1995-11-01,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-07-27,13,False,0,9278,3531,Mid-term,English
+14559,32947769,0.0,291142.0,1987-09-01,15,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-04-19,15,True,0,12261,3264,Mid-term,English
+14561,32949918,0.0,152080.0,2010-12-14,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Russian,Standard,2014-06-09,20,False,0,3756,2483,Short-term,European
+14562,32950380,440.70476190476194,504166.24761904764,1994-02-01,22,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-01-19,22,True,1,9916,4085,Mid-term,English
+14563,32952194,0.0,439989.3333333334,1990-03-15,16,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-08-23,16,True,0,11335,2408,Mid-term,English
+14564,32952324,0.0,334115.6000000001,1995-03-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-15,21,True,0,9523,2628,Mid-term,English
+14566,32955042,0.0,89718.61333333334,1987-04-15,4,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-05-10,4,True,0,12400,2148,Mid-term,English
+14568,32958414,0.0,33607.253333333334,1997-05-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,1-5,English,Standard,2018-06-14,16,True,0,8717,1017,Mid-term,English
+14570,32959974,0.0,482628.5714285715,1997-07-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-21,15,True,0,8670,3232,Mid-term,English
+14571,32960024,0.0,405501.2571428572,1996-03-01,16,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-05-09,16,False,0,9157,2879,Mid-term,English
+14572,32963304,131.6952380952381,156717.33333333334,1981-06-01,14,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2016-02-12,14,True,1,14544,1870,Long-term,English
+14573,32964288,0.0,691796.04,2013-01-21,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-12-28,15,True,0,2987,3742,Short-term,English
+14575,32964557,0.0,97858.79999999999,1986-05-01,10,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-09-01,10,True,0,12749,3495,Mid-term,English
+14576,32966613,0.0,1097672.5760000001,1989-09-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,500+,English,Premier,2011-10-21,13,True,0,11530,3445,Mid-term,English
+14577,32969189,0.0,187146.96000000005,1991-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-11,19,True,0,10725,2236,Mid-term,English
+14578,32971540,592.7,1692751.2000000002,1994-08-01,21,False,False,False,NOTICE,WEB,N,N,N,Y,N,N,N,N,Y,51-100,English,Premier,2012-01-20,21,True,1,9735,3354,Mid-term,English
+14579,32976612,0.0,526445.2,1986-07-01,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2010-05-13,21,True,0,12688,3971,Mid-term,English
+14580,32984889,0.0,42421.33333333334,1993-07-15,8,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-10-02,8,False,0,10117,3098,Mid-term,English
+14582,32991280,0.0,121509.14285714287,2004-03-19,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2016-06-23,5,True,0,6217,1738,Short-term,Unknown
+14583,32992116,0.0,697592.0,2001-08-09,8,True,False,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-05-22,8,True,0,7170,4327,Mid-term,English
+14584,32995854,0.0,40245.12,1983-04-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,11-50,English,Premier,2013-03-03,3,True,0,13875,2946,Mid-term,English
+14586,32999819,0.0,1829809.8,2005-08-25,21,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-05-08,21,True,0,5693,3976,Short-term,English
+14588,33003881,441.6,1010822.4,1993-12-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-07-05,21,True,1,9964,3187,Mid-term,English
+14589,33010378,0.0,1147182.4000000001,2015-08-09,21,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-23,21,True,0,2057,3077,Short-term,English
+14590,33011994,277.25333333333333,349339.19999999995,1964-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-10-24,18,False,1,20723,2346,Long-term,English
+14591,33017915,0.0,608842.2095238096,1991-07-15,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-06-16,17,True,0,10848,3572,Mid-term,English
+14593,33023021,0.0,308104.4571428572,1966-07-15,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-08-09,12,True,0,19979,2422,Long-term,English
+14594,33025932,0.0,1556604.5485714287,1979-03-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2006-05-21,18,True,0,15353,5424,Long-term,English
+14598,33029667,1673.0,481824.0,1994-10-01,18,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2009-04-27,18,False,1,9674,4352,Mid-term,English
+14599,33031182,0.0,334652.1904761905,1983-07-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2013-03-17,20,True,0,13784,2932,Mid-term,English
+14600,33031312,0.0,288619.52,1995-01-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2015-09-09,12,True,0,9582,2026,Mid-term,English
+14601,33031383,0.0,466430.99999999994,1986-02-15,19,False,False,False,NOTICE,MAIL,N,Y,N,N,Y,N,Y,N,N,51-100,English,Premier,2015-08-23,19,True,0,12824,2043,Mid-term,English
+14602,33031636,0.0,355438.2857142857,2003-12-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-09,15,False,0,6326,2575,Short-term,English
+14603,33045856,0.0,772317.0000000001,2010-01-21,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-12-10,25,True,0,4083,3395,Short-term,English
+14604,33050391,0.0,456271.2,1998-06-25,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-04-26,21,True,0,8311,2162,Mid-term,English
+14605,33050749,0.0,667061.3333333335,1985-07-15,16,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-08-14,16,True,0,13039,2782,Mid-term,English
+14606,33052878,357.12,521395.19999999995,1993-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,11-50,English,Premier,2013-09-10,20,True,1,10100,2755,Mid-term,English
+14607,33054290,0.0,82638.4,1974-02-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-24,15,False,0,17221,2011,Long-term,English
+14608,33054441,0.0,486780.0,1990-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-09,19,True,0,11090,3549,Mid-term,English
+14609,33055131,0.0,615113.2000000001,2004-07-28,15,True,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-08-07,15,True,0,6086,3154,Short-term,English
+14610,33055178,0.0,764203.8857142858,1980-01-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-09-09,18,False,0,15061,3852,Long-term,English
+14611,33056090,0.0,1223942.4000000001,2009-09-09,18,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-05-28,18,True,0,4217,2860,Short-term,English
+14612,33057519,316.05333333333334,349238.93333333335,1994-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-04-09,17,False,1,9674,2544,Mid-term,English
+14613,33064274,290.97142857142853,51210.97142857142,1970-01-01,11,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-10,11,False,1,18713,2664,Long-term,English
+14614,33065471,0.0,10411.916666666666,1998-02-01,1,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2011-07-08,1,True,0,8455,3550,Mid-term,English
+14615,33069417,0.0,78715.73333333332,1992-04-01,5,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-10-21,5,True,0,10587,3445,Mid-term,English
+14616,33073505,0.0,315863.6,2007-01-12,23,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-11,23,True,0,5188,3089,Short-term,English
+14617,33077522,130.43333333333334,39912.600000000006,1978-03-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-11-20,17,True,1,15718,1954,Long-term,English
+14619,33079824,0.0,481859.04761904763,1980-02-01,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-08-10,16,True,0,15030,3151,Long-term,English
+14621,33088492,387.44761904761907,494383.1619047619,2005-04-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-02-05,22,True,1,5825,3703,Short-term,English
+14622,33095406,304.36,121744.0,1994-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,Hindi,Standard,2010-03-03,16,True,1,9843,4042,Mid-term,Asian
+14624,33100337,810.3666666666668,399510.7666666667,1991-07-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2009-08-12,17,True,1,10862,4245,Mid-term,English
+14626,33103070,0.0,555888.0,1996-12-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-14,15,True,0,8882,2721,Mid-term,English
+14627,33104019,0.0,336060.0,1989-12-15,21,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-07-06,21,True,0,11425,2456,Mid-term,English
+14629,33105110,0.0,127931.7857142857,1999-08-26,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2013-09-28,5,True,0,7884,2737,Mid-term,Unknown
+14630,33106910,0.0,695552.0,1993-02-01,8,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2010-03-06,8,True,0,10281,4039,Mid-term,English
+14631,33107204,0.0,3181696.0,2009-07-23,16,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,500+,English,Premier,2010-05-19,16,True,0,4265,3965,Short-term,English
+14632,33107328,0.0,78881.6,1984-11-15,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-01-25,14,False,0,13281,1888,Mid-term,English
+14633,33113198,0.0,221661.44,1988-11-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-07-24,22,True,0,11820,2438,Mid-term,English
+14634,33114280,725.3333333333334,725333.3333333334,1995-06-01,10,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,101-500,English,Standard,2014-08-19,10,True,1,9431,2412,Mid-term,English
+14635,33114438,0.0,367120.00000000006,1992-10-15,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-07-21,20,False,0,10390,2806,Mid-term,English
+14636,33119690,0.0,159105.6,1987-03-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2010-06-10,15,True,0,12445,3943,Mid-term,English
+14637,33124068,762.6666666666666,2306304.0,1995-06-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-06-24,21,True,1,9417,3929,Mid-term,English
+14638,33132807,0.0,780665.6000000001,2001-05-03,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-02,20,True,0,7268,3372,Mid-term,English
+14639,33133152,223.9466666666667,173334.72000000003,1977-10-01,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-06-03,9,False,1,15883,3219,Long-term,English
+14640,33133607,0.0,287898.72000000003,1985-03-01,21,False,False,False,NOTICE,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-26,21,True,0,13175,2923,Mid-term,English
+14641,33138699,0.0,410511.36,1995-01-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-09-14,16,True,0,9582,2751,Mid-term,English
+14642,33139079,0.0,4212346.666666667,1997-04-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Standard,2010-07-22,20,True,0,8747,3901,Mid-term,English
+14643,33139542,0.0,156548.77714285717,1995-04-15,23,False,True,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2014-07-30,23,True,0,9478,2432,Mid-term,English
+14644,33143148,0.0,302782.48000000004,1997-04-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-07,19,False,0,8761,3398,Mid-term,English
+14645,33143367,0.0,684742.9333333332,2003-06-26,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-10-20,13,False,0,6484,3446,Mid-term,English
+14646,33145038,524.5,1246212.0,2009-06-11,18,False,True,False,NOTICE,MAIL,Y,Y,Y,N,N,N,N,N,Y,51-100,English,Standard,2012-10-26,18,True,1,4307,3074,Short-term,English
+14647,33145647,433.92,195264.0,1992-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-13,15,True,1,10512,3148,Mid-term,English
+14648,33146689,0.0,1407245.4933333332,1997-05-15,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,Y,Y,6-10,English,Standard,2010-12-09,23,True,0,8717,3761,Mid-term,English
+14651,33151565,0.0,314580.0000000001,2001-03-20,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2016-05-29,18,True,0,7312,1763,Mid-term,English
+14652,33152417,0.0,221930.13333333333,1991-10-01,19,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-09-21,19,True,0,10770,2014,Mid-term,English
+14653,33153689,0.0,1644578.0,1997-06-15,25,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2011-07-21,25,False,0,8686,3537,Mid-term,Unknown
+14654,33153805,0.0,6150409.999999999,1990-08-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2013-02-03,25,True,0,11196,2974,Mid-term,English
+14655,33155211,1962.0,3472740.0,1993-12-01,15,False,False,False,NOTICE,WEB,N,N,N,Y,Y,N,N,N,Y,500+,English,Premier,2013-03-14,15,False,1,9978,2935,Mid-term,English
+14656,33157309,0.0,120323.69999999998,1996-04-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2012-05-13,3,True,0,9126,3240,Mid-term,English
+14657,33157815,0.0,78911.23066666668,1997-04-15,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-12-26,19,False,0,8747,2648,Mid-term,English
+14658,33161682,0.0,135620.57142857145,1990-07-01,6,True,False,True,NOTICE,PHONE,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2015-05-04,6,True,0,11227,2154,Mid-term,English
+14659,33164226,131.4352,93844.7328,1977-07-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,1-5,English,Standard,2016-05-03,21,True,1,15975,1789,Long-term,English
+14660,33168691,0.0,180789.73714285716,1991-04-01,3,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-29,3,True,0,10953,3406,Mid-term,English
+14661,33174104,0.0,987493.3333333336,2010-09-10,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-06-01,20,True,0,3851,3587,Short-term,English
+14662,33174273,509.3866666666667,474238.98666666675,1993-11-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-24,19,False,1,9994,3534,Mid-term,English
+14664,33180424,0.0,440818.56000000006,1986-10-01,21,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-19,21,True,0,12596,2534,Mid-term,English
+14665,33182752,0.0,247904.00000000006,1974-05-01,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2012-01-21,6,True,0,17132,3353,Long-term,English
+14666,33185386,0.0,2052702.857142857,1997-07-01,60,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-07-11,60,True,0,8670,3181,Mid-term,Unknown
+14667,33185620,0.0,191390.08000000002,1986-04-01,12,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-02-19,12,True,0,12779,2593,Mid-term,English
+14668,33196907,304.1333333333333,100364.0,1969-05-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2015-04-16,15,False,1,18944,2172,Long-term,English
+14669,33197422,0.0,327875.58095238096,2015-04-28,19,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-02-05,19,True,0,2160,2242,Short-term,English
+14671,33200931,1429.6666666666667,223028.0,1981-12-25,13,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2002-09-02,13,True,1,14337,6781,Long-term,English
+14672,33204752,0.0,1277397.3333333335,2004-12-08,20,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2010-09-15,20,True,0,5953,3846,Short-term,English
+14674,33207629,0.0,115961.90476190475,2003-05-30,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-11-09,10,True,0,6511,1965,Mid-term,English
+14675,33209820,186.9257142857143,59816.228571428575,1974-11-01,20,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-23,20,False,1,16948,2043,Long-term,English
+14676,33210869,0.0,195896.06399999998,1996-08-15,13,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,11-50,English,Premier,2011-05-14,13,True,0,8990,3605,Mid-term,English
+14677,33216250,0.0,88013.19333333331,1997-09-01,17,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,1-5,English,Premier,2014-05-02,17,True,0,8608,2521,Mid-term,English
+14678,33217906,398.21333333333337,338481.3333333334,1966-02-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-02-12,10,True,1,20143,2965,Long-term,English
+14679,33229793,0.0,68785.6,1997-01-01,15,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-03,15,True,0,8851,2732,Mid-term,English
+14680,33230623,288.448,31729.279999999995,1983-08-01,10,False,False,False,NOTICE,PHONE,N,Y,Y,N,N,N,N,N,Y,11-50,English,Premier,2015-05-01,10,False,1,13753,2157,Mid-term,English
+14681,33232205,0.0,410727.408,2009-12-21,19,True,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-24,19,True,0,4114,2953,Short-term,English
+14682,33232861,1299.675,1193101.65,2016-08-07,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,101-500,English,Standard,2014-03-20,17,True,1,1693,2564,Short-term,English
+14683,33235035,0.0,360989.34857142856,1997-07-15,18,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-06-24,18,True,0,8656,2833,Mid-term,English
+14684,33238055,0.0,1121549.0,2004-04-05,15,True,True,True,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,N,11-50,English,Standard,2013-07-01,15,True,0,6200,2826,Short-term,English
+14685,33239680,295.0331428571429,72873.1862857143,1982-06-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2014-12-27,19,False,1,14179,2282,Mid-term,English
+14686,33240035,170.93333333333337,228879.73333333337,1975-09-01,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-07,13,True,1,16644,2151,Long-term,English
+14687,33244063,0.0,769759.7142857143,1996-02-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-02-03,15,False,0,9186,4070,Mid-term,English
+14688,33246019,0.0,603506.6266666667,1984-07-01,19,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2015-08-15,19,True,0,13418,2051,Mid-term,English
+14689,33256061,0.0,918204.0,1992-04-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-05-17,17,False,0,10587,2506,Mid-term,English
+14690,33256761,0.0,179050.80000000002,1975-01-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-02,17,False,0,16887,2125,Long-term,English
+14692,33257514,0.0,218192.19999999998,1989-11-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-23,19,True,0,11469,2681,Mid-term,English
+14693,33262323,0.0,273124.2666666667,1989-05-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-26,20,True,0,11639,2982,Mid-term,English
+14696,33265762,241.30079999999998,202692.672,1972-02-01,21,False,False,False,AUTO RENEW,AUTO RENEW,N,Y,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-05-13,21,True,1,17952,2510,Long-term,English
+14697,33266159,0.0,175970.40000000002,1988-07-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-23,17,False,0,11957,2104,Mid-term,English
+14698,33267987,174.64761904761906,120506.85714285714,1993-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-04-10,15,False,1,10008,2178,Mid-term,English
+14699,33269042,0.0,360479.1428571429,1985-08-01,15,True,True,True,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-08-30,15,True,0,13022,3497,Mid-term,English
+14700,33269970,0.0,474885.7142857143,1997-07-15,15,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-27,15,True,0,8656,3195,Mid-term,English
+14703,33274696,420.0040000000001,264602.52,1972-09-15,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2009-08-23,21,True,1,17725,4234,Long-term,English
+14704,33274794,0.0,348200.0,1996-08-15,25,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-03-11,25,True,0,8990,3303,Mid-term,English
+14710,33289550,225.38285714285718,97365.3942857143,1993-10-15,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-04-19,16,True,1,10025,2169,Mid-term,English
+14711,33291111,368.8285714285715,813267.0000000001,1993-08-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-17,15,True,1,10100,2960,Mid-term,English
+14712,33291125,0.0,48280.96,1990-05-15,12,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2014-05-12,12,True,0,11274,2511,Mid-term,English
+14713,33291586,0.0,157936.80000000002,1986-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,11-50,English,Premier,2015-03-09,9,True,0,12688,2210,Mid-term,English
+14714,33292756,0.0,215793.60000000003,1991-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-01-23,18,True,0,10923,3716,Mid-term,English
+14716,33295195,0.0,81627.61904761904,1991-06-15,13,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,Vietnamese,Standard,2013-10-09,13,True,0,10878,2726,Mid-term,Asian
+14717,33295447,0.0,535398.9333333333,1996-02-15,20,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-02-07,20,True,0,9172,4066,Mid-term,English
+14718,33301422,664.4361904761906,315607.1904761906,1994-08-01,5,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,Y,N,Y,Y,Y,6-10,English,Premier,2008-09-02,5,True,1,9735,4589,Mid-term,English
+14720,33305568,0.0,482985.7760000001,1985-03-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-04-29,19,True,0,13175,2889,Mid-term,English
+14721,33307221,0.0,822858.3999999999,1992-12-25,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,Y,Y,51-100,Unknown,Premier,2006-01-10,14,True,0,10319,5555,Mid-term,Unknown
+14723,33313237,0.0,116292.0,1991-07-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2011-06-16,18,True,0,10848,3572,Mid-term,English
+14724,33314966,362.58666666666664,50036.96,1994-05-01,3,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2013-08-14,3,True,1,9827,2782,Mid-term,English
+14726,33318094,533.8666666666667,375842.13333333336,2007-07-18,11,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2012-09-17,11,False,1,5001,3113,Short-term,English
+14727,33320344,0.0,356860.0266666667,1983-09-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-15,19,True,0,13722,2628,Mid-term,English
+14728,33324299,0.0,539265.6000000001,1996-12-15,27,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,Y,N,Y,6-10,English,Premier,2016-06-18,27,True,0,8868,1743,Mid-term,English
+14729,33326264,0.0,706362.7200000001,1997-07-15,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-01-17,21,True,0,8656,2261,Mid-term,English
+14731,33330038,0.0,966006.0,1997-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-12,20,False,0,8608,3149,Mid-term,English
+14732,33331534,239.89333333333335,165046.61333333334,1965-06-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2011-12-23,16,True,1,20388,3382,Long-term,English
+14733,33336786,0.0,195936.04799999998,1986-02-01,11,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-04,11,False,0,12838,3339,Mid-term,English
+14734,33337871,0.0,484480.0,2012-02-01,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2011-11-29,25,True,0,3342,3406,Short-term,English
+14735,33339437,0.0,235775.625,1989-04-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2015-04-06,15,False,0,11669,2182,Mid-term,English
+14736,33347037,0.0,422414.06666666665,1995-04-15,7,True,True,True,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,11-50,English,Premier,2011-07-03,7,True,0,9478,3555,Mid-term,English
+14737,33350293,0.0,764090.9714285716,2002-10-11,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-10-23,19,True,0,6742,3077,Mid-term,English
+14738,33350771,1657.4133333333334,4995443.786666667,1991-06-01,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,Y,Y,Y,N,Y,N,Y,101-500,English,Premier,2011-07-21,22,True,1,10892,3537,Mid-term,English
+14739,33353368,0.0,1086264.0,1997-07-01,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,500+,English,Standard,2009-04-20,12,False,0,8670,4359,Mid-term,English
+14740,33353885,0.0,193789.86666666667,1997-09-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2015-02-15,10,False,0,8608,2232,Mid-term,English
+14743,33356786,0.0,925313.7066666667,1995-04-01,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-05-14,16,True,0,9492,3239,Mid-term,English
+14744,33359152,0.0,133796.57142857145,1997-06-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Greek,Standard,2013-11-02,6,False,0,8686,2702,Mid-term,European
+14745,33364897,287.06666666666666,145255.73333333334,1994-02-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-06-25,23,False,1,9916,2102,Mid-term,English
+14746,33365342,0.0,93529.59999999999,2017-02-24,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-03-28,16,False,0,1492,2921,Short-term,English
+14748,33385607,0.0,56648.16000000002,1989-07-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-10-19,18,True,0,11592,2716,Mid-term,English
+14749,33387944,478.40000000000003,636272.0,1993-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-12-30,19,False,1,10147,3375,Mid-term,English
+14750,33388147,405.02857142857147,1285965.7142857143,1994-02-15,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-10-02,25,True,1,9902,3829,Mid-term,English
+14752,33388885,224.83333333333337,44966.66666666668,1972-09-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2016-03-06,20,True,1,17739,1847,Long-term,English
+14754,33390504,0.0,1203333.3333333333,1997-07-15,25,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2011-12-15,25,True,0,8656,3390,Mid-term,English
+14755,33390572,0.0,519825.9733333334,2011-01-31,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-01-22,22,True,0,3708,2256,Short-term,English
+14756,33391917,1120.8,336240.0,1993-11-01,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2012-06-01,15,False,1,10008,3221,Mid-term,English
+14757,33392650,288.4761904761905,259628.57142857142,1981-10-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Spanish,Premier,2013-01-14,15,False,1,14408,2994,Long-term,European
+14758,33394055,0.0,366096.6400000001,1987-11-01,20,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-08-26,20,True,0,12200,3501,Mid-term,English
+14759,33394056,0.0,139325.73333333334,1989-06-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2015-05-09,19,True,0,11608,2149,Mid-term,English
+14761,33397348,0.0,524568.0000000001,2008-04-01,22,False,False,False,NOTICE,BRANCH (PHONE),Y,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-03-30,22,True,0,4743,2554,Short-term,English
+14762,33397415,349.3904761904762,719744.380952381,1993-08-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-11-05,20,True,1,10100,3430,Mid-term,English
+14763,33398125,0.0,721655.6666666667,1989-03-01,23,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2014-06-23,23,True,0,11714,2469,Mid-term,English
+14764,33404114,137.39200000000002,319024.22400000005,1979-10-15,18,False,False,False,NOTICE,MAIL,N,Y,N,N,N,N,N,N,Y,1-5,English,Premier,2015-06-28,18,True,1,15139,2099,Long-term,English
+14765,33407791,0.0,746782.7200000001,1996-03-01,24,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2013-08-17,24,True,0,9157,2779,Mid-term,English
+14767,33413864,0.0,207116.8,1993-08-15,24,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-08-26,24,False,0,10086,3135,Mid-term,English
+14768,33415151,0.0,181285.86666666667,2018-05-29,7,False,True,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-04-04,7,True,0,1033,2549,Short-term,English
+14769,33416065,549.64,900310.32,1994-05-01,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-10-09,13,False,1,9827,3091,Mid-term,English
+14770,33416820,204.53333333333336,199420.00000000003,1993-05-01,15,False,False,False,NOTICE,WEB,N,N,Y,N,N,N,N,N,Y,6-10,English,Standard,2014-09-08,15,True,1,10192,2392,Mid-term,English
+14771,33416843,189.04761904761907,374314.28571428574,1978-05-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2014-12-28,18,True,1,15671,2281,Long-term,English
+14774,33421855,0.0,364455.52,1991-01-01,17,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-12-30,17,True,0,11043,3740,Mid-term,English
+14775,33428881,0.0,578532.6213333333,1996-04-01,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-04-26,19,False,0,9126,2892,Mid-term,English
+14778,33431064,0.0,1096598.8,1991-07-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2011-04-30,21,True,0,10848,3619,Mid-term,English
+14779,33431788,172.38,232540.62,2008-09-03,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-12-25,19,True,1,4588,2284,Short-term,English
+14780,33433305,493.65714285714284,947821.7142857143,1973-12-25,15,True,True,True,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2009-01-05,15,True,1,17259,4464,Long-term,English
+14781,33435023,0.0,477834.0000000001,1987-02-01,9,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-11-24,9,True,0,12473,2680,Mid-term,English
+14782,33436018,0.0,148929.6,2016-06-20,20,False,False,False,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-02-28,20,False,0,1741,2584,Short-term,English
+14783,33439899,0.0,88525.8,1997-10-15,3,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,N,6-10,English,Premier,2013-09-08,3,True,0,8564,2757,Mid-term,English
+14784,33446099,0.0,879465.6,1996-04-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-11-05,18,True,0,9112,3064,Mid-term,English
+14786,33450368,209.4,456073.2,2008-11-17,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-10-30,22,True,1,4513,3070,Short-term,English
+14788,33451729,0.0,330067.92000000004,2004-09-24,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2016-04-11,21,True,0,6028,1811,Short-term,English
+14789,33452270,0.0,618254.9333333333,1984-06-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,1-5,English,Premier,2012-03-08,20,True,0,13448,3306,Mid-term,English
+14790,33454874,0.0,1794932.1866666668,1994-02-15,22,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2012-08-19,22,True,0,9902,3142,Mid-term,English
+14792,33456320,256.51666666666665,69259.5,1993-04-01,10,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2012-12-12,10,True,1,10222,3027,Mid-term,Unknown
+14793,33459690,0.0,393965.0,1981-12-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-08,19,False,0,14361,3366,Long-term,English
+14796,33469974,0.0,191018.6666666667,2000-02-03,16,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-05-02,16,True,0,7723,3982,Mid-term,English
+14797,33471413,100.66666666666667,204756.0,1975-08-01,18,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2015-11-17,18,False,1,16675,1957,Long-term,English
+14798,33471975,0.0,1520134.4000000001,2002-03-11,23,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2010-08-24,23,False,0,6956,3868,Mid-term,English
+14800,33473768,0.0,166602.24,1997-07-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2009-06-07,21,True,0,8656,4311,Mid-term,English
+14801,33474019,0.0,102144.38000000002,1985-02-15,1,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-08-20,1,True,0,13189,2776,Mid-term,English
+14802,33478868,0.0,673860.9,1988-10-01,23,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2013-04-25,23,True,0,11865,2893,Mid-term,English
+14803,33480927,0.0,152826.5142857143,2001-08-21,15,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-11-22,15,True,0,7158,2682,Mid-term,English
+14804,33480947,196.78095238095239,359518.8,2012-02-04,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-11-02,21,True,1,3339,2337,Short-term,English
+14805,33484009,0.0,817310.4000000001,1989-12-25,21,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-06-28,21,True,0,11415,3194,Mid-term,English
+14806,33486534,0.0,40320.0,1985-03-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-05-28,20,True,0,13175,2130,Mid-term,English
+14808,33494148,0.0,290225.17333333334,1989-07-01,22,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,Unknown,Premier,2011-08-03,22,True,0,11592,3524,Mid-term,Unknown
+14809,33494484,0.0,1051984.6857142858,1997-07-01,22,False,False,False,NOTICE,WEB,N,N,N,N,Y,N,N,N,Y,6-10,English,Premier,2012-02-03,22,True,0,8670,3340,Mid-term,English
+14810,33495255,0.0,78809.52380952383,1995-10-01,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-08-10,5,True,0,9309,2056,Mid-term,English
+14811,33495338,0.0,187992.85714285716,1985-07-15,25,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-03,25,True,0,13039,2124,Mid-term,English
+14812,33501743,0.0,206249.52380952382,1997-07-15,5,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-11-16,5,False,0,8656,3053,Mid-term,English
+14814,33511133,0.0,544785.3714285714,1995-02-15,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-04-22,22,True,0,9537,3261,Mid-term,English
+14815,33514061,0.0,389217.52380952385,2014-02-04,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-11,20,True,0,2608,2267,Short-term,English
+14816,33516468,1281.2583333333334,234470.27500000002,1992-09-15,3,False,False,False,AUTO RENEW,WEB,N,N,N,Y,Y,Y,Y,Y,Y,101-500,English,Premier,2014-04-12,3,True,1,10420,2541,Mid-term,English
+14817,33517775,0.0,160184.64,1983-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-01-22,22,True,0,13892,2621,Mid-term,English
+14818,33517902,0.0,1536088.3200000003,2014-05-24,12,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-12-24,12,False,0,2499,2650,Short-term,English
+14819,33518411,0.0,267664.32000000007,1988-01-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2015-10-06,18,True,0,12125,1999,Mid-term,English
+14820,33520352,591.7333333333335,840261.3333333336,1979-01-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-05-29,20,True,1,15412,3955,Long-term,English
+14821,33521950,0.0,458699.3493333333,1973-06-15,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-07,17,True,0,17452,2970,Long-term,English
+14822,33538208,0.0,544302.72,1995-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2011-06-16,18,True,0,9356,3572,Mid-term,English
+14823,33539348,0.0,1083567.3333333333,2014-11-13,13,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,N,N,Y,51-100,English,Premier,2012-01-09,13,True,0,2326,3365,Short-term,English
+14824,33540234,0.0,124396.11428571428,1989-07-01,9,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-13,9,True,0,11592,2265,Mid-term,English
+14826,33552468,0.0,616512.0,1990-12-01,25,False,True,False,AUTO RENEW,AUTO RENEW,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2014-04-08,25,True,0,11074,2545,Mid-term,English
+14827,33553133,0.0,677577.3333333334,2001-02-22,13,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,11-50,English,Premier,2015-01-27,13,True,0,7338,2251,Mid-term,English
+14828,33554228,0.0,207591.4285714286,1986-06-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2010-05-06,15,True,0,12718,3978,Mid-term,English
+14829,33555418,0.0,3002858.0380952386,1992-10-01,61,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2011-10-02,61,False,0,10404,3464,Mid-term,Unknown
+14830,33557751,0.0,409697.28,1998-02-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-01-20,18,True,0,8441,3354,Mid-term,English
+14831,33561895,0.0,358176.00000000006,1987-08-15,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2015-11-29,18,False,0,12278,1945,Mid-term,English
+14832,33562563,583.04,1013323.5199999999,1993-01-15,22,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,11-50,English,Standard,2010-07-12,22,True,1,10298,3911,Mid-term,English
+14833,33564280,0.0,82692.85714285714,1978-10-01,17,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2012-05-03,17,False,0,15518,3250,Long-term,Unknown
+14834,33569319,0.0,273231.36000000004,1982-08-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2015-02-04,18,True,0,14118,2243,Mid-term,English
+14835,33570527,0.0,424936.40000000014,2014-10-01,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-08-31,21,True,0,2369,3130,Short-term,English
+14836,33571429,0.0,1055654.7666666666,1990-12-01,23,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2014-10-09,23,True,0,11074,2361,Mid-term,English
+14837,33576233,0.0,1130338.8958333333,2002-01-28,19,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,N,51-100,English,Standard,2012-05-20,19,True,0,6998,3233,Mid-term,English
+14840,33580345,0.0,147195.7142857143,1997-09-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Italian,Standard,2015-09-20,19,False,0,8594,2015,Mid-term,European
+14841,33580538,0.0,497822.28571428574,1987-09-01,22,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-06,22,True,0,12261,2790,Mid-term,English
+14843,33582718,0.0,292149.2,1993-03-15,21,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2014-11-30,21,True,0,10239,2309,Mid-term,English
+14844,33586927,0.0,582020.48,1982-10-15,12,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2010-10-18,12,True,0,14043,3813,Mid-term,English
+14845,33589845,0.0,580847.0857142857,1984-10-15,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-10-20,24,True,0,13312,2715,Mid-term,English
+14846,33596077,0.0,219528.53333333335,2003-05-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-12-05,19,True,0,6526,1573,Mid-term,English
+14847,33597650,0.0,341206.1714285715,1992-11-01,12,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-02-05,12,True,0,10373,3338,Mid-term,English
+14848,33599680,0.0,164339.68000000002,2010-12-29,17,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-30,17,True,0,3741,2523,Short-term,English
+14849,33601135,618.2916666666666,779047.4999999999,2007-12-19,10,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,51-100,English,Premier,2013-02-25,10,True,1,4847,2952,Short-term,English
+14850,33601533,193.33333333333337,117546.66666666669,1994-10-01,16,False,True,False,NOTICE,MAIL,Y,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-11-27,16,True,1,9674,2312,Mid-term,English
+14851,33604358,0.0,294335.3333333333,2009-03-27,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2014-02-16,19,True,0,4383,2596,Short-term,English
+14852,33604892,512.4,15884.4,1997-08-15,1,False,False,False,NOTICE,BRANCH (PHONE),N,N,N,N,N,N,N,N,N,11-50,English,Premier,2012-12-14,1,True,1,8625,3025,Mid-term,English
+14853,33605197,178.55238095238096,202478.4,1995-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2015-03-13,18,True,1,9551,2206,Mid-term,English
+14854,33606648,0.0,1619380.4000000001,1998-05-15,21,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,6-10,English,Premier,2005-04-23,21,True,0,8352,5817,Mid-term,English
+14855,33617684,0.0,640497.9428571428,1998-02-01,18,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-05,18,True,0,8455,3034,Mid-term,English
+14856,33619223,0.0,439112.2666666666,1992-02-01,17,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-02-16,17,False,0,10647,2961,Mid-term,English
+14857,33622963,226.57142857142858,76128.0,1993-04-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,Y,Y,6-10,English,Premier,2014-04-03,16,True,1,10208,2550,Mid-term,English
+14859,33627487,0.0,870517.648,2014-08-08,21,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-09-29,21,True,0,2423,2371,Short-term,English
+14860,33628653,0.0,255914.16666666663,1995-12-01,10,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,English,Premier,2012-08-28,10,True,0,9248,3133,Mid-term,English
+14861,33630285,0.0,22658.285714285714,1990-02-01,4,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Premier,2016-04-13,4,True,0,11377,1809,Mid-term,Unknown
+14862,33632497,0.0,214214.28571428574,1996-02-01,25,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-02-04,25,True,0,9186,2973,Mid-term,English
+14863,33633673,0.0,731502.7200000002,1998-08-18,21,True,True,True,AUTO RENEW,WEB,N,Y,N,N,N,N,N,N,Y,6-10,English,Standard,2015-01-18,21,True,0,8257,2260,Mid-term,English
+14864,33637491,0.0,641422.4,1984-09-15,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-09-24,21,True,0,13342,3472,Mid-term,English
+14865,33638127,0.0,2173492.966666667,2015-06-15,19,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-11-23,19,True,0,2112,3412,Short-term,English
+14868,33647448,0.0,825820.16,1997-04-01,16,False,False,False,NOTICE,PHONE,Y,N,N,N,N,N,N,N,Y,11-50,Unknown,Standard,2012-11-12,16,True,0,8761,3057,Mid-term,Unknown
+14870,33650837,0.0,1162746.5142857144,1997-03-15,22,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2011-07-01,22,True,0,8778,3557,Mid-term,English
+14871,33651555,0.0,84339.84000000001,2016-09-15,18,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-08-25,18,True,0,1654,2771,Short-term,English
+14872,33659800,0.0,37913.333333333336,1995-03-01,20,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2013-11-13,20,False,0,9523,2691,Mid-term,English
+14874,33662039,0.0,176772.96000000002,1998-04-15,19,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-07,19,True,0,8382,2758,Mid-term,English
+14875,33663260,0.0,276781.12,1988-12-01,22,False,False,False,NOTICE,MAIL,Y,N,N,N,N,N,N,N,Y,11-50,English,Premier,2014-07-02,22,True,0,11804,2460,Mid-term,English
+14877,33664562,0.0,13745.257142857143,1992-06-15,1,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-07-25,1,True,0,10512,2072,Mid-term,English
+14878,33665389,0.0,863430.3999999998,2005-12-01,12,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-07-01,12,True,0,5595,3557,Short-term,English
+14879,33669493,0.0,264899.8095238095,1995-09-01,19,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-12-25,19,False,0,9339,2649,Mid-term,English
+14880,33678671,0.0,69631.04000000001,1995-10-01,6,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-04-21,6,False,0,9309,2532,Mid-term,English
+14882,33682627,0.0,330770.89523809525,2013-01-13,8,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-04-23,8,True,0,2995,3260,Short-term,English
+14884,33686262,94.15238095238095,166649.7142857143,1993-03-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-11-07,15,True,1,10239,1601,Mid-term,English
+14885,33688995,0.0,435526.4,1995-12-01,20,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2012-09-18,20,True,0,9248,3112,Mid-term,English
+14886,33694383,343.76,611892.7999999999,1994-10-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-11-18,20,True,1,9660,2686,Mid-term,English
+14887,33694838,260.8914285714286,827547.6114285715,1993-07-15,26,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2014-10-05,26,True,1,10117,2365,Mid-term,English
+14889,33700869,0.0,626787.2000000001,1995-10-01,13,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2011-10-08,13,True,0,9309,3458,Mid-term,English
+14890,33704001,0.0,2019303.0000000002,1997-05-15,27,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2012-04-01,27,True,0,8717,3282,Mid-term,English
+14891,33704033,0.0,403716.0,1996-11-01,7,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,N,6-10,Unknown,Standard,2012-01-16,7,True,0,8912,3358,Mid-term,Unknown
+14892,33707154,0.0,203224.31999999998,1995-01-01,9,False,True,False,NOTICE,WEB,N,N,N,N,Y,N,Y,N,Y,1-5,English,Standard,2014-02-10,9,True,0,9582,2602,Mid-term,English
+14893,33712608,0.0,1114478.2628571428,1991-07-01,22,False,True,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-05-22,22,True,0,10862,2866,Mid-term,English
+14896,33721754,0.0,446446.6285714286,1997-12-25,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-03-03,18,True,0,8493,2946,Mid-term,English
+14897,33732270,510.21904761904767,510219.0476190477,2015-08-17,25,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-12-31,25,True,1,2049,3739,Short-term,English
+14898,33733961,0.0,1042117.7142857144,1990-02-01,18,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-09-13,18,True,0,11377,3848,Mid-term,English
+14899,33745858,206.6266666666667,132241.06666666668,1994-10-01,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-11-27,20,False,1,9674,3042,Mid-term,English
+14900,33747091,476.31359999999995,876417.024,1993-12-15,23,False,False,False,NOTICE,BRANCH (POS),N,Y,N,N,N,N,Y,N,Y,11-50,English,Premier,2010-10-02,23,True,1,9964,3829,Mid-term,English
+14901,33751573,0.0,1066851.1333333333,1997-03-01,11,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2008-06-10,11,False,0,8792,4673,Mid-term,English
+14902,33753713,0.0,718001.2000000001,1997-12-01,21,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-03-13,21,True,0,8517,2571,Mid-term,English
+14903,33758197,452.35666666666674,312126.10000000003,2004-09-27,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-10-19,23,False,1,6025,2351,Short-term,English
+14904,33765850,0.0,1722448.0,1996-06-01,15,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2011-08-17,15,True,0,9065,3510,Mid-term,English
+14906,33771767,0.0,433698.5142857143,1997-04-01,12,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-01-27,12,True,0,8761,3347,Mid-term,English
+14907,33776815,0.0,1233722.186666667,1988-05-01,17,False,False,False,AUTO RENEW,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-06-19,17,True,0,12018,3934,Mid-term,English
+14909,33780279,0.0,427185.3600000001,1997-03-15,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-09-12,19,True,0,8778,2753,Mid-term,English
+14910,33781038,0.0,557387.7333333333,1991-11-15,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-12-19,16,True,0,10725,3386,Mid-term,English
+14912,33791574,0.0,1218198.2400000002,1994-04-01,18,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-09-23,18,False,0,9857,3838,Mid-term,English
+14913,33791944,0.0,196268.80000000005,1997-06-01,16,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2012-05-26,16,True,0,8700,3227,Mid-term,English
+14914,33797349,0.0,890993.6,1998-05-19,20,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2010-10-18,20,True,0,8348,3813,Mid-term,English
+14915,33800878,0.0,317880.63999999996,1989-03-01,19,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2011-08-05,19,True,0,11714,3522,Mid-term,English
+14916,33812805,0.0,701541.7066666668,1997-02-01,23,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,1-5,Chinese,Standard,2009-10-24,23,True,0,8820,4172,Mid-term,Asian
+14919,33841119,0.0,53644.26666666668,1987-05-15,7,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-04-30,7,True,0,12370,2888,Mid-term,English
+14921,33847824,0.0,996710.0,2016-01-20,17,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2013-08-23,17,True,0,1893,2773,Short-term,English
+14923,33850572,0.0,107988.90666666668,1997-07-01,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-01-03,14,True,0,8670,3005,Mid-term,English
+14924,33851363,0.0,544025.7333333334,1994-05-01,19,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Standard,2012-07-11,19,True,0,9827,3181,Mid-term,English
+14925,33860391,0.0,516248.3733333334,1999-05-17,14,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,Y,N,Y,6-10,English,Premier,2009-09-21,14,True,0,7985,4205,Mid-term,English
+14927,33871981,0.0,110280.0,1997-11-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-07-30,15,True,0,8533,2432,Mid-term,English
+14928,33874793,0.0,236285.44,1995-10-01,8,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,Y,N,Y,1-5,English,Premier,2009-09-13,8,True,0,9309,4213,Mid-term,English
+14929,33881120,376.25714285714287,240804.57142857142,1993-01-01,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2013-01-07,20,True,1,10312,3001,Mid-term,English
+14930,33891461,0.0,176446.4,2016-05-28,14,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,Hindi,Standard,2012-05-11,14,False,0,1764,3242,Short-term,Asian
+14931,33893801,0.0,1314586.6240000003,2011-07-07,24,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2014-02-01,24,True,0,3551,2611,Short-term,English
+14932,33913494,0.0,765947.5199999999,1995-02-15,12,False,False,False,AUTO RENEW,BRANCH (PHONE),N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2011-01-20,12,False,0,9537,3719,Mid-term,English
+14933,33915064,0.0,36905.00000000001,2009-01-22,5,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-06-06,5,True,0,4447,3216,Short-term,English
+14934,33919247,0.0,63510.0,1995-02-15,7,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2012-07-23,7,True,0,9537,3169,Mid-term,Unknown
+14935,33922847,0.0,647616.9142857143,1998-02-01,23,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,6-10,Unknown,Standard,2014-09-11,23,False,0,8455,2389,Mid-term,Unknown
+14936,33928829,0.0,441686.66666666674,1996-09-15,11,False,False,False,NOTICE,WEB,Y,N,N,N,N,N,Y,N,Y,51-100,English,Premier,2007-06-12,11,True,0,8959,5037,Mid-term,English
+14937,33931908,0.0,297648.0,1997-06-15,15,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2014-01-24,15,False,0,8686,2619,Mid-term,English
+14938,33940669,0.0,495099.42857142864,1997-07-01,15,False,False,False,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-07-05,15,True,0,8670,2822,Mid-term,English
+14939,33942338,0.0,46211.30952380953,1996-02-15,1,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,N,6-10,English,Premier,2012-11-23,1,True,0,9172,3046,Mid-term,English
+14940,33944607,0.0,325074.28571428574,1998-01-15,6,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2010-07-10,6,True,0,8472,3913,Mid-term,English
+14942,33959161,0.0,1066865.1933333334,1997-05-15,14,True,True,True,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2013-07-10,14,False,0,8717,2817,Mid-term,English
+14943,33971926,0.0,451034.24,1996-11-01,24,False,True,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,11-50,English,Premier,2013-09-23,24,True,0,8912,2742,Mid-term,English
+14944,33984166,0.0,27764.876190476185,1998-03-15,2,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2016-01-21,2,True,0,8413,1892,Mid-term,English
+14945,33985199,0.0,317088.0,2005-10-17,16,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,6-10,English,Standard,2014-11-10,16,True,0,5640,2329,Short-term,English
+14946,33990639,0.0,344680.00000000006,1997-04-01,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2012-04-04,15,True,0,8761,3279,Mid-term,English
+14947,34017361,0.0,307287.0857142857,1997-03-15,9,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Standard,2013-10-23,9,False,0,8778,2712,Mid-term,English
+14948,34021082,0.0,345842.6666666666,1997-09-15,20,False,True,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,51-100,English,Standard,2015-01-15,20,True,0,8594,2263,Mid-term,English
+14950,34056733,0.0,82298.66666666667,1998-06-10,14,False,False,False,NOTICE,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-12-06,14,False,0,8326,3033,Mid-term,English
+14951,34057369,0.0,225702.40000000002,1976-10-08,15,False,False,False,NOTICE,WEB,N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2012-02-10,15,True,0,16241,3333,Long-term,English
+14952,34062802,0.0,900848.0,1996-05-15,13,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,101-500,English,Premier,2015-07-08,13,False,0,9082,2089,Mid-term,English
+14953,34076503,0.0,1121001.904761905,1997-10-01,25,False,False,False,NOTICE,MAIL,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2012-05-15,25,True,0,8578,3238,Mid-term,English
+14954,34079242,0.0,556330.6666666667,2016-05-05,20,False,False,False,AUTO RENEW,PHONE,N,N,N,N,N,N,N,N,Y,1-5,English,Standard,2011-03-15,20,True,0,1787,3665,Short-term,English
+14955,34092809,0.0,154100.80000000002,2006-11-03,16,True,True,True,NOTICE,BRANCH (POS),N,N,N,N,N,N,N,N,Y,1-5,English,Premier,2013-07-22,16,False,0,5258,2805,Short-term,English
+14957,34099300,0.0,937681.9200000002,2006-04-10,24,False,False,False,NOTICE,PHONE,N,N,N,N,N,N,N,N,Y,11-50,English,Standard,2011-06-30,24,True,0,5465,3558,Short-term,English
+14959,34155661,0.0,32328.4,1997-03-15,6,False,False,False,AUTO RENEW,WEB,N,N,N,N,N,N,N,N,Y,51-100,English,Premier,2014-01-19,6,True,0,8778,2624,Mid-term,English
+14961,34174594,0.0,920240.5333333332,1997-05-15,26,True,True,True,NOTICE,MAIL,N,N,N,N,N,N,N,N,N,1-5,Unknown,Premier,2011-08-12,26,False,0,8717,3515,Mid-term,Unknown
+14963,34193815,0.0,71762.88,1997-09-01,21,False,False,False,NOTICE,WEB,N,N,N,N,N,N,Y,N,Y,1-5,English,Standard,2014-09-16,21,True,0,8608,2384,Mid-term,English
+14964,34222268,0.0,265963.0628571429,1991-11-15,18,True,True,True,AUTO RENEW,AUTO RENEW,N,N,N,N,N,N,N,N,Y,6-10,English,Premier,2015-06-20,18,True,0,10725,2107,Mid-term,English
+14965,34240337,0.0,702149.0666666667,1997-12-15,20,False,False,False,NOTICE,MAIL,N,N,N,N,Y,N,N,N,Y,1-5,English,Premier,2011-10-26,20,True,0,8503,3440,Mid-term,English
diff --git a/Real Dataset Problems/Marketing_data_analysis/office_supply.csv b/Real Dataset Problems/Marketing_data_analysis/office_supply.csv
new file mode 100644
index 0000000..8e14e0d
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/office_supply.csv	
@@ -0,0 +1,46408 @@
+Customer Number,Service Level, Campaign Period Sales , Date of Last Transaction ,Date of First Purchase,Number of Transactions,Do Not Direct Mail Solicit,Do Not Email,Do Not Telemarket,Repurchase Method,Last Transaction Channel,Email Available,Desk,Executive Chair,Standard Chair,Monitor,Printer,Computer,Insurance,Toner,Office Supplies,Number of Employees,Language
+2074199,Standard, $ 107.16 ,9/11/2015,8/1/1965,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+30376164,Premier, $ 110.66 ,2/26/2015,1/15/1926,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,1-5,
+16464340,Premier," $ 4,697.62 ",1/9/2003,9/15/1963,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y, ,
+6471170,Premier, $ 103.08 ,6/23/2016,1/15/1986,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+56184607,Premier, $ (566.50),6/6/2017,10/31/2014,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+14301160,Premier, $ 35.12 ,11/17/2017,4/1/1951,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,Y,N,N,N,Y,1-5,English
+1809494,Premier," $ 1,777.20 ",5/19/2015,7/15/1948,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+27878500,Premier," $ 1,006.33 ",6/10/2016,12/15/1946,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+49396865,Premier," $ 2,572.96 ",1/1/2015,5/15/1953,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,N, ,
+23849132,Premier, $ (421.83),10/2/2017,5/15/1966,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6344666,Premier," $ 3,122.17 ",9/12/2011,2/1/1954,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,Y,N,N,N,N,N, ,
+108174677,Premier," $ 2,490.15 ",5/28/2014,12/1/1950,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+953572,Premier, $ 21.60 ,8/29/2018,11/1/1976,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,N, ,
+1366431,Premier, $ 122.08 ,11/6/2015,11/1/1986,20,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,Y,N,N,N,N,Y,Y,Y,1-5,English
+3644555,Premier, $ 152.61 ,5/24/2016,8/15/1954,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20671860,Premier, $ 47.44 ,10/19/2016,9/1/1950,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+17275169,Standard, $ 78.32 ,11/13/2016,1/1/1946,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+5968042,Premier," $ 1,278.42 ",3/16/2016,7/15/1949,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,Y,N,N,N, ,
+21838772,Standard, $ 427.89 ,4/21/2010,11/15/1951,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24078364,Standard," $ 3,093.45 ",11/24/2012,8/15/1965,24,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,Y,N,N,Y,,English
+3464081,Standard, $ 414.95 ,11/30/2011,9/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25226342,Standard, $ 402.82 ,8/31/2009,1/1/1971,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,1-5,
+13292024,Standard, $ 305.79 ,7/23/2011,4/15/1975,15,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+22990866,Premier," $ 2,054.87 ",2/26/2015,7/22/2011,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+18917964,Premier, $ 105.23 ,3/23/2017,3/1/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21115688,Standard, $ 234.44 ,2/5/2014,12/1/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24849051,Premier, $ 777.15 ,10/22/2007,8/15/1963,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12494443,Standard, $ 188.27 ,1/2/2015,10/14/1965,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13322611,Premier," $ 1,589.17 ",2/19/2015,10/15/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12970830,Premier, $ (119.33),6/7/2018,4/15/1972,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+5244791,Premier, $ 105.49 ,8/18/2016,12/1/1972,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29793724,Premier, $ 99.68 ,11/27/2015,8/1/1953,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26557355,Premier, $ 329.39 ,6/19/2009,3/15/1954,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4527000,Premier, $ 135.59 ,11/24/2014,2/1/1969,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22653898,Premier, $ 214.90 ,6/26/2014,6/3/2009,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52266324,Premier," $ 5,086.47 ",12/4/2009,5/1/1976,8,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
+18907010,Standard, $ 182.76 ,2/11/2015,4/1/1966,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19901210,Premier, $ 221.70 ,3/3/2017,3/31/2015,8,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+25772933,Standard, $ 159.28 ,7/29/2015,7/15/1955,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+23543791,Premier, $ 210.92 ,10/14/2012,6/1/1955,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3005366,Premier, $ 184.53 ,1/29/2015,3/1/1961,21,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17094214,Premier, $ 290.80 ,3/10/2015,8/15/1975,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N,6-10,
+10977020,Standard, $ 209.60 ,10/6/2015,5/1/1958,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33471413,Standard, $ 100.67 ,11/17/2015,8/1/1975,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53132328,Premier," $ 1,161.17 ",2/5/2016,6/15/1954,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+27634257,Premier, $ 467.62 ,8/28/2013,12/1/1972,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1801753,Standard, $ 179.79 ,3/4/2015,3/1/1961,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18149702,Standard, $ 342.51 ,12/24/2011,10/1/1975,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+783918,Premier," $ 1,357.63 ",5/10/2016,4/2/2010,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+52473029,Standard," $ 1,396.00 ",7/27/2015,8/15/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3911433,Premier," $ 1,674.00 ",12/11/2014,5/15/1986,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+163780368,Premier," $ 2,170.78 ",12/15/2014,11/1/1955,1,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+12223092,Premier, $ 96.34 ,10/22/2016,4/15/1966,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+4055510,Premier, $ 244.59 ,11/25/2013,4/15/1986,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17288306,Premier," $ 3,796.00 ",3/10/2010,5/1/1956,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+53232210,Premier," $ 2,082.60 ",2/8/2015,12/1/1972,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
+17401950,Premier, $ 233.79 ,2/10/2014,8/26/2003,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19480755,Premier, $ 281.84 ,10/1/2014,9/1/1975,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9188064,Premier, $ 119.76 ,5/5/2015,2/1/1969,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6172509,Standard, $ 224.03 ,7/24/2015,2/1/1977,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14686353,Premier, $ 382.11 ,12/28/2007,5/15/1968,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11235638,Premier, $ 337.58 ,8/19/2012,9/1/1975,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+16586882,Premier, $ 98.20 ,12/12/2015,8/7/2012,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+583531,Standard, $ 188.11 ,1/3/2015,8/15/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11924098,Standard, $ 395.95 ,2/24/2013,6/1/1974,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24621789,Standard, $ 388.61 ,10/22/2007,12/1/1972,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+24098289,Standard, $ 123.24 ,3/31/2015,10/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20556955,Standard," $ 1,988.13 ",4/9/2015,5/28/2003,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+21313504,Standard, $ 506.32 ,10/6/2008,8/1/1956,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27558216,Standard," $ 2,797.17 ",6/5/2012,10/1/1972,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7852465,Standard, $ 145.67 ,8/13/2014,5/4/2012,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5580010,Premier, $ 638.83 ,7/15/2011,10/1/1975,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20151045,Premier, $ 134.81 ,12/2/2014,6/1/1974,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,
+9062322,Premier," $ 2,185.67 ",10/18/2013,2/1/2005,38,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+25289110,Standard, $ 101.92 ,11/4/2015,6/1/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+12124540,Standard, $ 155.24 ,5/9/2015,12/15/1972,20,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+2584337,Premier, $ 389.01 ,1/25/2011,7/15/1956,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4125165,Premier, $ 218.69 ,5/29/2014,10/1/1975,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2371473,Premier, $ 196.17 ,11/7/2014,10/1/1975,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+515003,Premier, $ 180.91 ,2/24/2015,12/15/1972,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16686760,Standard," $ 1,800.67 ",8/30/2014,2/15/1967,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11973337,Premier, $ 271.41 ,5/17/2013,9/1/1975,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9125944,Premier, $ 386.57 ,2/11/2011,9/15/1975,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16267586,Premier, $ 168.59 ,5/23/2015,11/1/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32075619,Premier, $ 182.17 ,9/21/2015,7/13/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+8108086,Premier, $ 153.71 ,5/23/2014,4/15/1982,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32064954,Premier, $ 275.31 ,10/5/2012,8/1/1952,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3842861,Premier, $ 160.90 ,2/3/2015,11/1/1975,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+11930228,Standard," $ 2,032.67 ",2/21/2014,12/15/1986,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+1472406,Premier," $ 2,107.08 ",1/24/2015,7/15/1956,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+1700023,Standard, $ 183.70 ,2/4/2015,7/1/1966,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hebrew
+25619561,Premier, $ 195.62 ,11/11/2014,10/15/1975,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25691701,Premier, $ 131.41 ,1/6/2015,7/15/1986,21,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+234724,Premier, $ 141.71 ,5/23/2015,2/15/1975,30,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25000251,Premier, $ 252.48 ,10/2/2015,8/15/1961,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,N,Y,11-50,English
+18434525,Premier, $ 360.59 ,8/24/2013,10/1/1975,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20084333,Standard, $ 253.47 ,3/26/2013,11/1/1967,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+30815303,Premier, $ 147.11 ,7/12/2015,12/15/1972,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26636462,Standard, $ 137.72 ,11/3/2014,9/15/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
+6906657,Standard, $ 72.83 ,8/28/2016,1/1/1972,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+86734,Premier, $ 238.70 ,2/5/2015,10/1/1968,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14125966,Standard, $ 583.81 ,6/15/2013,8/1/1961,13,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+25096357,Premier," $ 2,134.60 ",9/17/2014,10/15/1975,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+4506401,Standard," $ 1,127.26 ",8/6/2010,11/1/1975,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+28146018,Standard, $ 193.71 ,4/8/2013,11/1/1976,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9741963,Standard, $ 437.12 ,2/7/2012,9/19/2006,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+488200,Standard, $ 621.80 ,3/19/2015,7/1/1974,24,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+9507019,Standard, $ 96.81 ,12/26/2015,11/1/1975,16,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,Y,N,N,N,Y,N,Y,1-5,English
+10179474,Premier, $ 267.28 ,6/15/2013,7/1/1966,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+52835706,Premier, $ 403.33 ,10/17/2017,1/1/1972,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+18257380,Standard, $ 284.40 ,2/7/2017,4/15/1969,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28987068,Premier, $ 141.44 ,9/26/2014,11/1/1956,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8337139,Standard, $ 332.02 ,11/2/2015,8/15/1961,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+762947,Premier, $ 224.70 ,4/16/2014,11/1/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+20902790,Premier," $ 1,281.77 ",11/18/2004,4/15/1969,23,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+9756243,Premier, $ 269.64 ,11/19/2012,7/1/1966,3,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53173109,Standard," $ 2,049.00 ",2/7/2014,3/24/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+525537,Premier," $ 2,099.50 ",9/6/2015,11/1/1975,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+26061190,Standard, $ 152.21 ,5/26/2016,2/1/1972,25,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28016896,Premier, $ 253.66 ,11/14/2014,5/1/1978,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4250293,Premier," $ 1,256.67 ",11/18/2015,12/15/1963,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28487901,Premier, $ 492.13 ,12/13/2012,7/1/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+22011081,Premier," $ 3,450.20 ",9/27/2013,10/15/1956,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
+5434017,Standard, $ 153.33 ,9/10/2015,1/1/1975,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7945064,Premier, $ 147.05 ,10/25/2015,3/1/1969,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3808104,Standard," $ 4,262.18 ",7/28/2012,12/25/1972,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
+33240035,Premier, $ 170.93 ,5/7/2015,9/1/1975,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27494326,Premier, $ 206.70 ,4/27/2015,6/15/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1946854,Premier, $ 256.34 ,9/1/2013,11/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3145580,Standard, $ 151.09 ,6/19/2014,1/15/1962,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7319116,Standard, $ 120.04 ,5/5/2016,1/15/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18052281,Premier, $ 557.87 ,2/18/2017,12/15/1972,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+31556847,Premier, $ 211.59 ,2/19/2014,9/1/1965,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27463388,Standard, $ 148.37 ,7/2/2015,7/1/1966,12,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23369139,Premier," $ 2,157.17 ",11/11/2013,1/1/1972,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21515073,Premier, $ 125.64 ,3/6/2015,5/15/1982,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19980756,Standard, $ 232.23 ,2/21/2014,4/15/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52480160,Premier," $ 1,204.33 ",12/31/2015,6/15/1974,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+10396526,Standard," $ 1,303.07 ",5/24/2011,1/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+4910178,Standard, $ 232.80 ,2/2/2016,5/1/1971,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28251113,Premier," $ 1,842.10 ",7/10/2015,12/6/2014,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2784740,Premier, $ 294.19 ,12/4/2012,9/1/1955,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16659004,Standard, $ 133.60 ,1/29/2016,6/15/1971,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7580375,Premier, $ 192.04 ,12/6/2014,8/24/1999,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14668647,Standard, $ 639.07 ,11/27/2016,10/15/1975,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+3525202,Premier, $ 97.05 ,12/24/2015,2/1/1957,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33281985,Premier," $ 4,235.62 ",5/24/2011,1/1/1956,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21958828,Premier, $ 455.60 ,10/5/2009,4/1/1973,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19679178,Premier, $ 403.77 ,8/9/2012,2/16/2014,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+41995706,Premier," $ 1,161.50 ",2/4/2016,1/1/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3917565,Standard," $ 1,773.33 ",9/21/2014,12/25/1972,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+889752,Premier," $ 4,764.93 ",6/25/2010,7/1/1961,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+29310120,Premier, $ 383.84 ,2/11/2015,5/15/1969,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,Y,Y,Y,51-100,English
+14845935,Premier, $ 153.80 ,5/20/2015,6/15/1989,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,Y,N,N,N,N,N,Y,1-5,English
+56270804,Premier," $ 1,025.67 ",5/25/2016,11/1/1971,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3539293,Premier, $ 469.86 ,3/18/2013,2/1/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+14739879,Standard, $ 248.32 ,3/21/2015,6/1/1971,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19853997,Premier, $ 215.18 ,10/31/2014,6/1/1984,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+20367897,Premier, $ 242.51 ,12/10/2013,7/1/1969,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+1866095,Standard," $ 2,710.83 ",8/14/2012,2/15/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+16554975,Standard," $ 1,739.00 ",12/13/2008,12/25/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+32013935,Premier," $ 1,716.33 ",11/7/2014,9/15/1971,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+2092334,Premier, $ 280.93 ,5/26/2012,6/1/1971,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+24798573,Premier," $ 2,120.17 ",12/11/2013,9/1/1961,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18261982,Standard, $ 219.58 ,5/23/2014,7/1/1974,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+16974743,Premier, $ 310.87 ,3/20/2015,5/15/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23200327,Standard, $ 168.63 ,12/21/2013,10/1/1972,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+735844,Standard, $ 245.58 ,11/18/2013,7/1/1974,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1306393,Premier, $ 286.60 ,3/14/2014,2/15/1962,2,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+52427810,Premier," $ 2,203.67 ",10/4/2013,8/1/1969,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+17314136,Standard, $ 717.70 ,8/27/2010,6/15/1969,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1071705,Premier," $ 1,453.67 ",6/10/2015,6/1/1969,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2136039,Standard, $ 216.83 ,4/18/2015,9/30/2008,27,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+31844016,Standard, $ 332.32 ,5/20/2009,6/15/1962,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+21530807,Premier," $ 1,191.40 ",3/31/2014,8/1/1969,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,101-500,English
+17564528,Standard, $ 108.09 ,2/3/2015,5/15/2013,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+14661967,Premier," $ 1,377.57 ",4/28/2016,10/1/1968,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3392108,Standard, $ 126.78 ,3/18/2016,7/1/1974,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6811400,Standard, $ 466.40 ,6/21/2013,3/15/1964,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23208124,Premier, $ 429.94 ,1/24/2014,1/1/1964,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+21932965,Premier," $ 4,745.40 ",10/31/2009,5/15/1971,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+19484522,Premier, $ 676.60 ,11/27/2014,1/1/1973,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,
+13777063,Premier, $ 257.69 ,2/21/2013,7/14/2005,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+10676019,Premier, $ 435.50 ,10/25/2013,1/1/1972,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10557877,Premier, $ 167.05 ,6/3/2015,3/15/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5689370,Standard, $ 267.97 ,3/10/2011,8/1/1974,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5678403,Premier, $ 161.04 ,3/9/2014,8/15/1969,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+4735396,Premier," $ 2,987.14 ",5/28/2014,11/3/2004,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,N, ,
+5732449,Premier," $ 1,655.00 ",12/27/2014,2/1/1991,9,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+21814537,Standard, $ 197.05 ,8/10/2015,12/15/1975,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+27144416,Premier, $ 266.76 ,3/16/2016,8/15/1983,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,11-50,English
+23696670,Standard, $ 485.04 ,5/19/2011,1/15/1971,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+8605240,Standard, $ 72.39 ,10/20/2015,11/1/1963,18,FALSE,FALSE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9764653,Standard, $ 258.73 ,7/29/2015,1/3/2017,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+31046287,Premier, $ 686.16 ,6/30/2015,6/1/1962,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+5164204,Premier, $ 108.36 ,7/28/2016,12/25/1975,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5774931,Premier," $ 2,793.67 ",6/7/2012,4/15/1971,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16527953,Premier, $ 120.05 ,5/2/2015,3/23/2011,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16480132,Standard, $ 336.83 ,12/3/2014,3/30/2013,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+56470897,Premier," $ 1,170.05 ",12/14/2014,5/15/1971,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+13021726,Premier," $ 5,445.00 ",7/10/2008,9/1/1969,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+29011599,Premier, $ 157.58 ,3/2/2015,7/15/1974,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+6969463,Premier, $ 351.37 ,10/5/2014,11/15/1975,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29646500,Premier, $ 260.31 ,2/1/2013,9/15/1969,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19068148,Premier, $ 247.60 ,3/25/2015,6/1/1971,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15269173,Premier, $ 491.28 ,10/25/2011,9/1/1969,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19639781,Premier, $ 144.37 ,6/18/2015,6/1/1971,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+7251272,Premier, $ 208.59 ,8/10/2014,5/15/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+52477229,Premier," $ 3,255.50 ",5/26/2011,12/1/1970,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8790666,Standard, $ 122.55 ,9/26/2016,9/14/2004,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+52401165,Premier," $ 1,199.45 ",11/9/2014,8/1/1974,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+14767988,Standard, $ 221.55 ,4/23/2016,7/15/1974,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6636394,Premier," $ 2,452.02 ",6/21/2014,4/18/2006,8,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21180357,Premier, $ 130.10 ,2/23/2016,5/15/1985,17,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52408291,Standard," $ 1,627.83 ",1/18/2015,4/7/2015,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27904312,Premier, $ 190.37 ,10/29/2015,1/1/1980,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19821302,Standard, $ 328.41 ,8/14/2011,3/1/1969,15,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1379139,Premier, $ 243.31 ,12/4/2013,1/15/1973,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29333440,Standard," $ 1,402.27 ",4/12/2016,2/1/1996,2,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+13775421,Premier," $ 2,132.17 ",12/1/2013,8/15/1962,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+107737688,Premier," $ 1,060.00 ",4/27/2016,1/15/1973,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8248334,Premier, $ 108.00 ,9/3/2015,12/15/1958,19,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1706892,Premier, $ 661.61 ,10/3/2012,8/15/1966,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
+275416,Premier, $ 178.48 ,3/13/2015,5/15/1971,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16939572,Premier, $ 115.05 ,6/23/2015,11/1/1986,36,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+17267251,Premier, $ 287.80 ,6/22/2015,1/9/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+212131,Standard, $ 110.33 ,8/10/2015,7/1/1971,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1291560,Standard, $ 165.92 ,6/11/2015,8/1/1971,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11729030,Standard, $ 277.14 ,7/8/2014,8/1/1971,25,FALSE,TRUE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1305559,Premier, $ 170.13 ,5/12/2015,4/1/1970,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4973201,Premier," $ 1,804.40 ",6/16/2015,11/15/1969,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,Y,Y,Y, ,
+20786962,Premier, $ 240.41 ,1/26/2015,6/15/1971,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16921637,Premier, $ 493.52 ,6/28/2012,11/15/1972,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21416865,Standard," $ 4,773.17 ",12/30/2007,8/1/1974,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12105221,Standard, $ 140.31 ,9/4/2015,5/15/1983,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7179482,Standard, $ 684.18 ,12/13/2003,12/19/2014,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+31160145,Premier, $ 474.45 ,10/13/2010,2/1/1962,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+24191619,Premier," $ 1,470.08 ",2/29/2016,1/25/2008,1,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21128120,Standard, $ 499.94 ,5/22/2014,3/13/2010,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20551852,Premier," $ 1,988.00 ",3/29/2014,2/15/1973,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7253306,Standard, $ 655.93 ,5/5/2016,11/1/1969,19,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+5364960,Premier, $ 252.90 ,6/17/2015,1/25/2008,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+2158195,Premier," $ 2,863.68 ",10/4/2013,2/1/1969,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+28767617,Premier, $ 996.75 ,2/7/2010,11/1/1977,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28909283,Standard, $ 167.83 ,5/29/2015,12/15/1975,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+30491926,Premier," $ 1,188.46 ",6/13/2008,6/21/2007,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29803920,Premier," $ 1,492.47 ",5/2/2010,11/1/1969,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+52273993,Premier," $ 1,575.83 ",3/2/2015,2/1/1975,1,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52255232,Standard," $ 1,344.85 ",5/18/2016,1/15/1975,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+29842006,Standard," $ 1,369.00 ",8/18/2015,6/1/1975,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8473066,Standard, $ 376.03 ,8/24/2014,6/15/1971,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52421012,Standard," $ 1,437.00 ",6/24/2015,9/1/1974,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25577013,Premier," $ 1,270.17 ",11/7/2015,12/15/1969,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28316171,Standard, $ 726.07 ,8/18/2014,8/15/1974,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27814189,Premier, $ 238.25 ,9/14/2015,2/15/1973,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+404852,Premier, $ 125.77 ,12/27/2015,12/15/1975,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+14424055,Premier, $ 215.92 ,9/3/2015,9/1/1974,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26357100,Premier, $ 157.67 ,4/12/2014,2/15/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26323556,Premier, $ 513.37 ,8/17/2008,10/1/1962,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,Polish
+16834815,Standard, $ 117.32 ,5/30/2015,12/15/1975,2,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14021242,Premier," $ 1,017.83 ",6/1/2016,10/15/1973,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52752874,Premier," $ 2,714.33 ",8/11/2012,9/1/1974,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14174997,Premier, $ 585.73 ,6/1/2015,2/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10288986,Premier, $ 305.62 ,11/25/2013,6/1/1971,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+19416174,Premier, $ 172.90 ,4/22/2015,12/1/1969,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15549261,Premier, $ 137.23 ,11/8/2014,2/1/1982,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,Y,N,Y,N,N,N,Y,1-5,English
+6200395,Standard, $ 90.57 ,12/2/2016,9/1/1971,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15219973,Standard, $ 304.42 ,12/20/2015,2/15/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+11600951,Premier, $ 263.35 ,7/13/2013,5/15/1963,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9530131,Premier, $ 213.52 ,7/5/2014,2/1/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6911653,Premier, $ 137.56 ,1/1/2016,12/25/1987,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2330305,Premier," $ 2,014.00 ",3/8/2014,9/1/1971,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28371580,Premier, $ 271.50 ,4/5/2014,2/1/1970,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+17135934,Standard," $ 1,138.67 ",2/23/2016,7/1/1982,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+16479267,Premier," $ 1,455.35 ",3/10/2016,9/15/1962,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+52238837,Premier," $ 1,462.00 ",6/3/2015,1/15/1970,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6807415,Standard," $ 6,421.00 ",4/20/2004,11/15/1964,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14228954,Standard, $ 643.98 ,1/24/2006,7/1/1962,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2336416,Standard, $ 371.77 ,7/13/2014,6/23/2005,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18882335,Standard, $ 216.64 ,8/31/2015,12/7/2015,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+17714941,Premier, $ 245.83 ,11/16/2013,12/25/1969,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24111529,Standard, $ 224.23 ,4/20/2014,8/15/1971,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23945867,Premier, $ 147.66 ,10/20/2015,2/1/1973,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2800701,Premier, $ 255.53 ,3/10/2013,12/15/1975,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10279464,Premier, $ 216.53 ,8/31/2015,9/1/1974,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16633179,Premier, $ 136.86 ,1/6/2016,2/15/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4401949,Standard, $ 154.08 ,9/4/2015,2/1/1973,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17119962,Premier, $ 147.12 ,11/6/2016,7/1/1963,13,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+50928510,Premier," $ 1,842.50 ",7/26/2014,9/1/1974,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4179196,Premier, $ 308.07 ,3/31/2015,8/1/1966,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+53120567,Standard," $ 2,330.67 ",6/22/2013,12/15/1975,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+16651377,Premier," $ 1,697.17 ",11/23/2014,2/1/1975,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+940366,Standard, $ 299.13 ,5/7/2015,9/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+108019687,Premier," $ 1,626.50 ",1/19/2015,2/15/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+53221822,Premier," $ 1,841.02 ",7/11/2015,3/1/1973,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+56283322,Standard," $ 1,561.33 ",3/14/2015,9/15/1974,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+7031171,Premier," $ 1,236.50 ",12/5/2015,1/1/1952,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26416081,Premier, $ 167.12 ,6/3/2015,9/1/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11620167,Standard, $ 157.53 ,4/14/2014,1/1/1990,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20422904,Standard, $ 210.03 ,7/13/2015,6/15/1963,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18038132,Premier, $ 331.59 ,5/28/2009,6/15/1963,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5607142,Standard," $ 1,791.83 ",9/6/2014,1/1/1970,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+4951651,Premier," $ 1,919.33 ",5/25/2014,9/14/2006,4,TRUE,FALSE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+23429629,Standard, $ 189.19 ,8/15/2014,3/1/1973,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11290119,Premier, $ 177.56 ,3/20/2015,6/15/1963,16,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+31328767,Premier," $ 1,110.78 ",2/21/2015,2/1/1975,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+2796352,Premier, $ 245.97 ,8/10/2015,1/1/1966,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+31704995,Standard, $ 165.71 ,1/20/2014,9/1/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52220531,Standard," $ 3,571.67 ",9/9/2010,6/1/1958,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+11157259,Premier, $ 212.93 ,1/8/2016,7/15/1966,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+13732742,Standard, $ 158.08 ,8/7/2015,2/28/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5346331,Premier, $ 239.68 ,9/7/2015,6/15/1958,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9902997,Standard, $ 142.86 ,11/24/2015,12/25/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17413260,Premier, $ 232.12 ,3/13/2015,9/1/1971,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26547287,Premier, $ 164.51 ,6/22/2015,1/1/1966,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1789572,Premier, $ 6.57 ,7/27/2018,8/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13121566,Standard, $ 280.14 ,4/20/2014,11/1/1974,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+9686332,Standard, $ 271.47 ,3/3/2014,8/15/1958,25,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+5365882,Premier," $ 1,591.33 ",3/28/2014,9/15/1974,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+15165761,Premier, $ 125.56 ,3/27/2016,9/1/1971,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53131050,Premier," $ 3,278.38 ",1/16/2013,4/15/1963,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+17017361,Premier, $ 135.23 ,11/28/2014,10/1/1974,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16482979,Standard, $ 280.68 ,5/28/2012,2/1/1969,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+33100726,Standard," $ 2,645.00 ",10/7/2012,9/1/1971,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+163845492,Premier," $ 1,578.83 ",2/27/2015,8/1/1974,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31733633,Standard," $ 5,904.00 ",6/17/2005,2/1/1975,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+5838634,Premier, $ 584.20 ,6/4/2015,8/1/1966,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13345098,Standard," $ 5,521.53 ",3/5/2009,12/25/1996,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+16936901,Premier, $ 258.43 ,10/20/2015,2/1/1970,17,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1392316,Premier, $ 425.17 ,9/27/2012,12/21/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10912795,Premier, $ 443.37 ,9/23/2013,10/1/1974,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19962407,Premier, $ 407.22 ,9/16/2010,2/1/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26725324,Premier," $ 1,773.00 ",9/30/2010,11/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,101-500,
+29367149,Standard, $ 156.35 ,4/26/2014,10/9/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3776716,Premier, $ 268.08 ,12/10/2014,5/24/2004,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1888297,Standard, $ 364.04 ,6/30/2008,2/1/1970,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14235263,Standard, $ 209.89 ,7/31/2014,11/15/1963,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26910813,Standard, $ 255.01 ,9/11/2013,10/1/1974,11,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27047969,Premier, $ 708.98 ,8/1/2012,9/1/1963,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52303717,Standard," $ 3,754.33 ",4/13/2010,10/15/1976,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+9944629,Standard, $ 182.06 ,2/16/2015,10/15/1974,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52399462,Premier," $ 2,640.00 ",10/11/2012,7/25/2005,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+22323667,Premier, $ 145.72 ,8/13/2014,10/15/1974,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1156063,Standard, $ 231.97 ,2/6/2016,10/15/1974,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27042459,Premier, $ 131.76 ,1/3/2015,11/15/1974,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4320678,Standard, $ 211.57 ,7/4/2015,7/15/1976,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+20397777,Standard, $ 563.24 ,11/29/2002,11/15/1959,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4456960,Premier, $ 888.53 ,9/19/2013,1/1/1984,8,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+16417355,Standard, $ 361.87 ,3/28/2013,8/27/2015,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52105010,Standard," $ 3,305.64 ",12/12/2013,2/15/1970,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+26696652,Premier, $ 232.14 ,1/21/2015,11/1/1974,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+10597359,Premier, $ 94.49 ,7/5/2017,2/1/1970,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14676671,Standard, $ 422.59 ,4/27/2012,2/1/1970,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1232558,Standard, $ 793.80 ,4/1/2014,8/1/1970,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+53180955,Standard," $ 2,591.00 ",11/20/2012,9/1/1971,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+17267924,Premier, $ 304.42 ,1/28/2016,1/1/1976,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+163872885,Premier," $ 1,762.33 ",9/30/2014,2/15/1982,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27894868,Standard, $ 443.15 ,6/27/2012,1/1/1963,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30590264,Premier, $ 324.18 ,10/21/2013,2/15/1976,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33209820,Premier, $ 186.93 ,8/23/2015,11/1/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9351812,Premier, $ 173.21 ,12/18/2014,2/15/1970,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+717672,Standard, $ 567.56 ,7/25/2007,9/1/1963,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16258003,Standard, $ 149.71 ,10/6/2015,2/15/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+3295743,Standard, $ 937.52 ,8/12/2010,4/25/2013,19,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,Portuguese
+13602930,Standard, $ 357.40 ,2/17/2016,3/1/1970,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+3786836,Standard," $ 1,140.07 ",4/22/2012,1/13/2017,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+24478075,Premier," $ 5,214.73 ",6/16/2007,6/15/1965,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
+23414277,Premier, $ 284.43 ,9/18/2014,2/1/1991,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6355906,Standard, $ 317.84 ,10/16/2009,3/14/2014,2,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9231841,Standard, $ 306.25 ,9/9/2012,2/15/1976,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16389076,Standard, $ 259.37 ,8/11/2013,1/29/2015,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30757300,Premier, $ 198.69 ,9/13/2015,2/15/1970,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23715875,Standard, $ 288.11 ,1/17/2013,11/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9469589,Standard, $ 362.50 ,6/19/2014,1/15/1963,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+29554831,Premier, $ 156.44 ,8/18/2015,10/15/1974,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18032093,Premier, $ 232.29 ,6/11/2015,3/13/1976,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8001119,Premier," $ 1,880.33 ",6/26/2014,1/1/1963,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5721489,Premier, $ 405.66 ,9/27/2010,2/15/1976,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25880710,Premier, $ 515.20 ,6/24/2011,4/15/1964,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Italian
+29820323,Premier, $ 572.93 ,6/27/2015,6/27/2005,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
+4172480,Premier," $ 1,516.55 ",11/3/2013,4/15/1991,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+23995754,Standard, $ 706.84 ,10/22/2009,7/1/1964,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26353436,Premier, $ 147.39 ,7/27/2014,3/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17356997,Premier, $ 197.85 ,10/26/2014,5/16/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15430298,Premier, $ 159.38 ,12/23/2014,7/1/1959,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,1-5,
+23262776,Premier, $ 375.38 ,5/2/2015,7/1/1964,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+7569053,Standard, $ 171.55 ,4/17/2016,2/15/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Arabic
+23958251,Standard, $ 132.92 ,12/22/2014,3/15/1964,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3432139,Premier, $ 246.03 ,10/9/2013,4/1/1959,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+163879719,Premier," $ 3,208.17 ",7/4/2011,7/1/1959,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11787214,Standard, $ 114.77 ,6/26/2015,2/1/1964,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21031741,Premier, $ 183.17 ,5/8/2016,6/25/2001,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+19993918,Premier, $ 162.67 ,7/5/2015,4/15/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7873264,Premier, $ 99.69 ,11/27/2015,7/1/1968,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9075468,Premier, $ 126.56 ,2/25/2015,9/15/1954,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3373713,Premier, $ 238.50 ,1/10/2016,1/15/1964,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7127831,Premier, $ 547.87 ,12/13/2007,4/1/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+16354623,Premier, $ 339.33 ,3/10/2009,1/15/1965,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13219284,Premier, $ 203.24 ,9/17/2014,3/31/2015,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+31416996,Standard, $ 166.88 ,6/5/2015,12/21/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52265029,Premier," $ 6,441.93 ",8/3/2007,6/15/1989,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21173348,Standard, $ 195.14 ,11/14/2014,5/1/1976,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+301458,Premier, $ 323.37 ,3/19/2015,12/18/2014,15,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26534382,Standard, $ 120.40 ,4/29/2015,9/1/1962,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+16738270,Premier, $ 158.93 ,8/1/2015,9/1/1970,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8171294,Premier, $ 227.91 ,4/23/2012,2/15/1985,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17771958,Premier, $ 190.08 ,5/16/2013,3/1/1960,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+3638290,Standard, $ 114.09 ,7/2/2015,11/15/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17999388,Premier," $ 1,357.12 ",7/4/2006,2/15/1976,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+24207329,Premier, $ 217.12 ,6/10/2014,2/1/1964,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18823867,Standard, $ 147.58 ,5/23/2015,5/11/2015,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+6380846,Premier, $ 194.34 ,11/20/2014,11/15/1974,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8855560,Premier, $ 174.21 ,4/13/2015,9/1/1964,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+299477,Standard, $ 304.08 ,3/5/2010,12/15/1972,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1063772,Premier, $ 162.64 ,11/25/2014,7/1/1964,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+13630394,Premier, $ 228.63 ,3/19/2014,3/1/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+315239,Premier, $ 211.26 ,2/22/2014,6/1/1959,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20020997,Premier, $ 105.28 ,6/5/2016,9/15/1966,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25093943,Standard, $ 110.27 ,8/11/2015,11/15/1974,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17557799,Premier, $ 408.51 ,10/6/2015,6/15/1959,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+382582,Premier, $ 89.68 ,3/8/2016,8/1/1971,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25851574,Standard, $ 228.11 ,7/3/2015,1/1/1974,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10987774,Premier, $ 236.55 ,1/21/2014,10/15/1964,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+16805752,Standard, $ 159.23 ,3/27/2014,11/15/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26286846,Premier, $ 167.01 ,6/4/2015,12/1/1980,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Arabic
+13474115,Standard, $ 172.74 ,4/24/2015,7/14/1987,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+31829091,Premier, $ 372.72 ,2/16/2016,10/15/1964,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+2038757,Premier, $ 259.70 ,10/15/2015,10/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30189769,Premier, $ 508.98 ,11/13/2016,3/1/1976,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+7389363,Standard," $ 1,202.67 ",7/6/2013,2/1/1974,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+52892471,Premier, $ 960.05 ,8/16/2015,4/15/1976,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+29276297,Premier, $ 339.60 ,11/22/2014,10/1/1970,24,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10261783,Standard," $ 3,915.50 ",12/2/2009,3/15/1976,3,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+13618996,Premier, $ 258.42 ,8/18/2013,8/15/1964,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19828172,Premier," $ 2,171.22 ",12/15/2014,7/15/2014,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11384779,Premier," $ 1,614.50 ",1/29/2015,5/1/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+53122496,Premier," $ 1,665.17 ",12/19/2014,12/25/1966,3,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+5691817,Premier, $ 156.02 ,5/5/2016,12/1/1974,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+16429722,Premier, $ 239.22 ,10/15/2014,8/1/1964,18,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+13913922,Premier," $ 1,777.50 ",9/18/2014,12/1/1974,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5762815,Premier," $ 1,758.50 ",10/3/2014,12/1/1974,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19911527,Premier, $ 119.19 ,5/11/2015,3/1/1976,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5344685,Premier, $ 222.74 ,4/30/2014,4/15/1970,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16389066,Standard, $ 256.35 ,6/23/2015,4/15/1976,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14199933,Standard, $ 404.99 ,1/8/2013,10/1/1977,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24271739,Premier, $ 238.91 ,5/9/2015,6/15/1959,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3164527,Premier, $ 147.69 ,7/23/2014,2/15/1970,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24911737,Premier," $ 1,451.60 ",1/19/2003,4/15/1974,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20480109,Premier, $ 138.46 ,9/18/2015,12/1/1970,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20218606,Premier," $ 6,771.48 ",1/7/2007,8/22/2014,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9792922,Standard, $ 341.71 ,2/13/2009,3/1/1962,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28951678,Standard, $ 908.13 ,11/28/2008,5/1/2017,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19416018,Standard, $ 421.60 ,12/21/2013,3/1/1970,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+156440743,Premier," $ 1,385.17 ",8/5/2015,6/11/2017,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+7713325,Premier, $ 153.79 ,5/22/2014,7/1/1959,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+26604575,Premier," $ 1,324.80 ",3/22/2016,10/1/1971,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+52863386,Premier," $ 3,200.83 ",7/10/2011,5/1/1971,6,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29047403,Standard," $ 1,129.73 ",7/14/2015,1/1/1998,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+17848596,Premier, $ 650.87 ,1/19/2015,9/10/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+43595975,Premier," $ 2,864.67 ",4/10/2012,4/15/1976,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28320436,Premier, $ 449.28 ,5/27/2012,5/1/1976,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+28222466,Standard," $ 6,323.98 ",8/10/2009,12/15/1974,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+15386832,Premier, $ 96.32 ,12/31/2015,8/1/1978,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6738244,Premier, $ 245.00 ,10/10/2014,9/10/2008,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3007841,Standard, $ 121.12 ,4/22/2015,4/1/1972,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+839306,Standard, $ 224.72 ,6/13/2013,5/1/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+10318453,Premier, $ 155.87 ,8/23/2015,5/15/1961,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4875006,Premier, $ 446.91 ,12/6/2009,10/15/1971,10,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+30892937,Premier," $ 1,086.73 ",8/9/2012,11/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3522153,Standard, $ 119.17 ,5/11/2015,11/10/2004,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16053589,Standard, $ 622.09 ,2/9/2013,5/1/1990,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+14034717,Premier, $ 180.55 ,2/27/2015,3/15/1980,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33381988,Standard," $ 1,711.17 ",11/11/2014,3/15/1970,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52951957,Premier," $ 1,271.00 ",11/7/2015,10/15/1971,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29349174,Standard, $ 126.60 ,2/24/2015,12/15/1966,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+6320698,Standard, $ 166.51 ,6/7/2015,2/1/1964,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14185023,Premier, $ 261.58 ,10/2/2014,5/15/1976,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+18680530,Standard, $ 203.39 ,11/6/2015,11/1/1971,26,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13393245,Premier, $ 272.87 ,3/28/2014,11/15/1966,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16365341,Premier, $ 239.14 ,1/3/2014,1/15/1965,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3556163,Premier," $ 1,674.17 ",12/11/2014,10/1/1971,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+4330816,Standard, $ 203.33 ,7/5/2015,12/15/1964,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+25163700,Premier, $ 194.80 ,11/17/2014,5/1/1976,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29475033,Standard, $ 318.63 ,6/12/2012,1/15/1965,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30147888,Premier, $ 214.77 ,12/31/2015,1/1/1964,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20250248,Standard, $ 176.46 ,3/28/2015,4/15/1976,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27631641,Standard, $ 125.20 ,3/29/2016,8/15/1972,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52331626,Standard," $ 3,894.80 ",4/20/2008,12/25/1971,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,N, ,
+10649029,Standard, $ 377.72 ,8/25/2012,12/25/1974,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27479433,Premier," $ 2,356.17 ",6/1/2013,3/1/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3804490,Standard," $ 1,864.33 ",7/9/2014,9/15/1966,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+18369987,Standard, $ 187.43 ,1/8/2015,3/15/1970,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5248672,Premier," $ 1,629.83 ",1/17/2015,10/1/1976,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+32683222,Premier, $ 315.39 ,12/9/2013,12/15/1965,15,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20593211,Premier, $ 138.15 ,10/29/2014,6/15/1976,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29665601,Premier, $ 337.89 ,12/18/2013,11/15/1959,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6792434,Premier," $ 1,473.17 ",5/25/2015,7/1/1995,7,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+18822231,Standard, $ 112.40 ,7/20/2015,2/15/1965,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+19789638,Standard, $ 156.44 ,8/18/2015,11/1/1971,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19594070,Premier, $ 427.93 ,11/25/2013,11/15/1971,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+2332772,Premier," $ 2,327.17 ",6/25/2013,1/1/1959,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+14588132,Premier, $ 491.40 ,6/18/2014,6/1/1976,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+11098046,Premier," $ 1,600.30 ",12/9/2015,7/1/1972,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+32186172,Premier," $ 1,789.83 ",9/8/2014,3/1/1965,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1234732,Premier, $ 266.74 ,7/6/2014,1/15/1976,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+52281497,Standard," $ 2,781.13 ",11/25/2013,5/4/2010,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+26860465,Premier," $ 1,382.33 ",9/26/2012,6/15/1977,10,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+127914,Premier," $ 1,370.17 ",8/17/2015,7/15/1987,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
+9545636,Premier, $ 332.83 ,12/20/2014,12/25/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13466649,Premier, $ 377.24 ,4/19/2011,1/15/1978,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7478339,Premier, $ 187.56 ,1/7/2015,12/1/1971,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21758133,Premier, $ 428.74 ,4/15/2010,4/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9036691,Premier, $ 222.00 ,3/20/2015,2/1/1970,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+29232335,Premier," $ 1,486.13 ",7/14/2014,4/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,500+,English
+27708161,Standard, $ 163.41 ,6/29/2015,8/1/1961,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20543731,Premier," $ 2,183.57 ",12/7/2014,4/1/1970,43,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,500+,
+29273647,Standard, $ 173.75 ,12/14/2014,11/1/1971,18,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+664473,Premier, $ 372.70 ,9/6/2014,4/15/1970,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26554260,Standard, $ 211.30 ,7/21/2014,3/1/1965,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28387856,Standard," $ 4,296.00 ",1/24/2009,6/15/1976,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+5529831,Premier, $ 197.87 ,9/18/2015,11/1/1971,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29518196,Premier, $ 302.45 ,6/17/2014,6/15/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9910465,Standard, $ 145.24 ,7/27/2015,2/1/1969,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31226987,Standard," $ 4,404.83 ",10/27/2008,5/15/1960,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12098412,Premier, $ 345.29 ,8/8/2015,2/15/1960,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+32462322,Standard, $ 98.67 ,10/5/2016,9/18/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20658598,Standard, $ 276.08 ,10/30/2014,4/15/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52542541,Premier," $ 1,503.33 ",4/30/2015,1/1/1971,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+28089120,Premier, $ 113.12 ,6/24/2016,7/1/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+31347034,Premier, $ 135.30 ,1/17/2016,1/15/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20506806,Premier, $ 312.50 ,8/3/2013,7/1/1960,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+29073959,Premier, $ 159.16 ,3/28/2014,10/1/1974,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30779872,Premier, $ 458.00 ,9/17/2009,12/15/1971,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10098604,Standard, $ 151.24 ,9/25/2015,2/1/1976,5,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+11047111,Standard, $ 786.87 ,4/15/2014,11/19/2017,17,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13753769,Premier, $ (14.32),4/19/2018,1/1/1969,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6357459,Premier," $ 7,264.92 ",4/3/2008,5/1/1965,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+52551528,Premier," $ 1,906.67 ",5/30/2015,2/1/1974,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+29547453,Standard," $ 1,122.13 ",7/22/2015,7/1/1976,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+17185951,Premier," $ 1,260.93 ",3/2/2015,2/15/1964,12,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y, ,
+9810664,Premier," $ 3,129.17 ",9/7/2011,1/15/1975,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+17060966,Premier, $ 218.01 ,8/3/2012,1/1/1974,28,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14978591,Standard, $ 241.50 ,1/20/2015,12/26/2013,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10514937,Premier, $ 200.76 ,10/5/2014,6/15/1976,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6789365,Premier," $ 1,035.73 ",10/18/2015,2/1/1985,50,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,Greek
+3954837,Premier, $ 213.15 ,2/7/2014,1/15/1975,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13116814,Premier, $ 204.08 ,9/11/2014,2/1/1975,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24772876,Premier, $ 705.04 ,5/29/2015,7/1/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+52233533,Standard," $ 4,161.67 ",5/14/2009,2/1/1971,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25894074,Premier, $ 747.68 ,3/21/2008,1/1/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6993985,Standard, $ 278.75 ,10/17/2014,6/3/2004,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24802256,Standard, $ 210.48 ,10/1/2015,9/10/2014,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14679021,Premier, $ 188.66 ,11/8/2015,12/1/1971,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15539455,Standard, $ 378.36 ,12/27/2012,11/1/1976,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11089809,Standard, $ 247.10 ,10/27/2014,2/1/1971,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+10364622,Premier, $ 152.19 ,7/25/2016,4/15/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32913727,Standard, $ 279.62 ,3/19/2013,1/1/1971,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+10854854,Premier, $ 285.96 ,2/1/2013,4/15/1960,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26367996,Standard, $ 224.34 ,4/25/2015,3/16/2010,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26054048,Premier, $ 275.26 ,4/19/2013,12/15/1971,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+31635210,Standard, $ 697.17 ,2/19/2017,2/1/1971,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+11152767,Premier, $ 300.74 ,10/18/2012,12/15/1971,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29990430,Premier," $ 1,189.25 ",12/8/2013,6/1/1960,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y, ,English
+3917782,Standard," $ 2,853.17 ",4/20/2012,4/13/2007,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12819455,Standard," $ 1,186.00 ",1/15/2016,12/1/1971,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27612253,Premier, $ 278.74 ,3/25/2013,2/15/1975,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10199114,Premier," $ 1,341.00 ",9/10/2015,2/1/1974,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7389837,Premier," $ 2,568.58 ",4/8/2014,4/15/1996,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17679829,Premier, $ 382.50 ,5/27/2015,1/15/1972,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+30076943,Premier," $ 2,040.74 ",10/7/2015,7/15/1976,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+32539235,Standard, $ 152.48 ,9/16/2015,12/15/2016,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21840882,Premier, $ 520.91 ,6/23/2008,1/15/1965,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17591190,Premier, $ 121.65 ,4/16/2015,11/1/1983,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+6573348,Premier, $ 136.78 ,7/4/2015,11/15/1974,8,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+11350569,Standard, $ 140.21 ,10/8/2014,12/25/1971,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25482473,Standard, $ 208.08 ,8/13/2014,1/15/1971,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+24190037,Premier, $ 110.45 ,8/9/2015,2/15/1974,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+25152097,Standard, $ 602.48 ,4/4/2010,3/1/1975,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20909463,Standard," $ 1,295.15 ",11/28/2015,5/15/1975,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+16774086,Standard, $ 430.49 ,3/14/2012,9/17/2016,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52882754,Premier," $ 1,574.95 ",12/25/2015,12/15/1971,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+32751570,Premier, $ 216.21 ,6/16/2014,7/1/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13624487,Premier, $ 248.32 ,10/29/2013,12/1/1960,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20113596,Premier, $ 509.92 ,9/10/2008,5/15/1965,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
+7952311,Premier, $ 514.86 ,8/6/2008,5/15/1970,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+12610146,Premier, $ 144.61 ,11/11/2015,6/29/2006,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19802990,Premier," $ 1,484.33 ",5/16/2015,1/1/1974,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4184855,Standard," $ 2,401.83 ",4/24/2013,2/15/1967,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+18566338,Premier, $ 755.65 ,11/15/2009,11/1/1970,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+2101160,Premier, $ 250.91 ,11/29/2014,7/15/1976,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+13722795,Premier, $ 172.86 ,4/23/2015,6/1/1997,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32498345,Premier, $ 373.33 ,1/2/2014,10/15/1960,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23768187,Standard," $ 1,852.20 ",3/28/2015,2/1/1971,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,N, ,
+5643436,Premier, $ 521.41 ,6/20/2008,6/15/1965,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31711176,Standard, $ 236.48 ,1/22/2014,12/15/1971,17,TRUE,TRUE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2681588,Standard, $ 191.01 ,12/14/2014,11/11/2015,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,German
+23824526,Premier, $ 596.88 ,5/2/2010,6/15/1965,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+52308599,Premier," $ 5,088.46 ",5/21/2011,11/1/1964,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+9399926,Premier," $ 1,752.13 ",11/16/2008,2/15/1994,26,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+8602346,Premier," $ 2,289.83 ",7/25/2013,7/1/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,N, ,
+29445476,Premier, $ 275.83 ,5/15/2014,12/15/1971,18,FALSE,FALSE,FALSE,NOTICE,IT,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+25515897,Premier, $ 297.12 ,11/13/2012,7/15/1965,24,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9001840,Premier," $ 1,392.80 ",10/18/2014,3/30/1971,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+7627117,Standard, $ 132.95 ,12/21/2014,6/15/1984,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14735929,Standard, $ 253.04 ,8/10/2011,12/15/1965,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23316276,Premier, $ 202.21 ,9/24/2014,11/1/1960,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,German
+18036209,Premier, $ 526.20 ,10/1/2015,7/15/1996,25,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27618366,Premier," $ 1,358.67 ",8/27/2015,2/1/1960,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31206998,Premier, $ 543.55 ,10/25/2013,4/15/1970,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,Y,11-50,English
+52504130,Standard," $ 1,722.67 ",11/2/2014,10/15/1965,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+3742946,Standard, $ 737.77 ,6/5/2010,10/15/1965,17,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14061455,Premier, $ 360.19 ,8/26/2013,10/15/1965,18,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29365793,Standard," $ 1,372.83 ",8/15/2015,8/31/2001,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28637745,Standard," $ 1,709.17 ",11/13/2014,11/1/1987,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+8800506,Premier, $ 235.03 ,1/24/2016,12/1/1965,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+10551332,Premier, $ 184.82 ,1/27/2015,8/1/1965,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19394186,Premier, $ 171.79 ,11/19/2013,11/1/1957,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9724055,Premier, $ 243.49 ,12/3/2013,8/15/1965,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9626518,Premier, $ 129.81 ,1/23/2015,2/1/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+25164155,Premier, $ 430.08 ,4/5/2010,1/15/1966,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+29360532,Premier, $ 144.87 ,8/21/2014,11/1/1965,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27133252,Standard," $ 1,226.83 ",12/13/2015,6/14/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+17353781,Premier," $ 1,298.67 ",10/15/2015,12/1/1965,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2893215,Standard, $ 212.23 ,7/1/2015,2/1/1960,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32518755,Premier, $ 261.75 ,5/29/2015,10/1/1965,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+7448757,Premier, $ 507.13 ,4/29/2014,4/15/1976,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+985958,Premier," $ 2,662.83 ",9/23/2012,10/15/1965,6,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+25487591,Premier, $ 397.61 ,11/24/2013,1/1/1984,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+30009274,Standard, $ 93.75 ,11/10/2016,1/15/1972,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8337237,Premier, $ 218.82 ,5/28/2014,4/15/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+108011342,Premier," $ 2,448.33 ",3/17/2013,9/15/1965,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
+53115267,Premier," $ 6,875.44 ",10/25/2008,11/15/1965,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,N, ,
+50711217,Standard," $ 3,380.43 ",11/13/2012,2/15/1992,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+22152602,Premier, $ 264.51 ,9/15/2014,6/26/2006,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+52241300,Standard," $ 2,548.22 ",4/21/2014,9/28/2001,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17518332,Premier, $ 153.66 ,9/7/2015,6/1/1970,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+2286977,Premier, $ 176.01 ,10/7/2013,3/1/1967,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+32097233,Premier, $ 113.77 ,6/4/2017,12/25/1965,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1326840,Premier," $ 1,390.83 ",7/31/2015,8/1/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11302591,Standard, $ 146.85 ,12/25/2016,2/1/1961,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+11182108,Premier, $ 163.16 ,7/1/2015,12/1/1968,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+739010,Standard, $ 262.91 ,1/6/2015,4/1/1967,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4846991,Premier, $ 525.42 ,10/8/2010,11/15/1962,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+33217906,Standard, $ 398.21 ,2/12/2013,2/1/1966,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52596797,Standard," $ 1,244.17 ",11/29/2015,10/19/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12003242,Standard, $ 459.47 ,9/7/2009,7/15/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31812470,Standard," $ 1,729.33 ",10/27/2014,12/1/1969,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25019567,Premier, $ 206.91 ,8/22/2014,1/15/1966,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19329240,Premier, $ 106.55 ,9/18/2015,8/1/1976,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+17801449,Standard, $ 250.46 ,10/14/2013,3/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13395483,Standard, $ 154.67 ,8/31/2015,11/15/1976,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4886824,Standard, $ 204.53 ,12/3/2013,3/1/1975,19,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+12775564,Premier, $ 228.82 ,12/16/2014,1/1/1965,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23393335,Premier, $ 157.52 ,6/28/2016,8/15/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14843085,Premier, $ 717.47 ,9/4/2014,11/15/1976,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+24066475,Premier, $ 347.49 ,11/18/2011,2/1/1972,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26723396,Premier, $ 180.93 ,10/19/2014,11/15/1976,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7442472,Premier, $ 700.16 ,11/20/2008,3/1/1975,16,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+22329543,Standard, $ 338.21 ,12/16/2013,7/1/1970,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+11772443,Premier," $ 1,609.67 ",2/2/2015,12/30/2005,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+26216325,Premier, $ 153.40 ,5/26/2014,11/15/1976,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25592263,Premier, $ 730.96 ,6/12/2013,3/1/1975,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+7121343,Standard, $ 216.78 ,6/12/2014,7/15/1976,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+12024763,Standard, $ 190.53 ,12/17/2014,4/15/1973,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4148028,Premier, $ 279.69 ,4/23/2014,11/15/1976,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+3947140,Premier, $ 277.15 ,10/25/2014,11/15/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8088728,Premier, $ 780.30 ,12/13/2009,3/1/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2049206,Standard, $ 184.70 ,9/19/2014,11/1/1974,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16631645,Premier, $ 63.04 ,5/4/2017,7/2/2011,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4857957,Premier, $ 111.23 ,2/7/2016,8/1/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+52841542,Premier," $ 1,850.12 ",7/5/2015,7/15/1976,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+26127947,Premier, $ 641.57 ,2/17/2016,12/15/1965,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y, ,
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+18608583,Premier, $ 496.32 ,6/16/2012,3/1/1975,18,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+24862497,Premier," $ 1,977.83 ",4/7/2014,2/1/1992,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8897783,Premier, $ 859.08 ,12/25/2010,2/1/1972,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+52296069,Premier," $ 1,984.45 ",4/11/2015,3/1/1975,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+5806730,Premier, $ 203.87 ,11/4/2015,3/10/2005,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53139583,Premier," $ 4,606.33 ",5/15/2008,4/1/1973,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4584767,Premier, $ 378.89 ,1/30/2008,9/1/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+26193673,Standard," $ 2,774.85 ",11/29/2013,12/1/1972,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15254578,Standard, $ 170.11 ,2/18/2016,6/6/2016,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6253606,Premier, $ 135.37 ,11/27/2014,12/1/1976,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2897852,Premier, $ 443.31 ,1/1/2010,7/1/1970,25,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19081242,Premier," $ 1,731.17 ",10/26/2014,3/1/1975,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+1804075,Premier, $ 160.61 ,3/13/2014,7/15/1970,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22467663,Standard, $ 181.14 ,2/22/2015,11/15/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24856127,Premier, $ 116.13 ,6/12/2015,12/25/1976,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18793610,Standard, $ 334.35 ,4/30/2009,7/1/1970,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24372038,Premier, $ 218.07 ,12/30/2013,3/1/1975,22,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21026433,Standard, $ 199.64 ,4/15/2016,12/14/2005,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,N,6-10,English
+5322118,Premier, $ 275.39 ,6/26/2015,1/1/1970,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+15597513,Standard, $ 151.35 ,6/16/2014,11/15/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21648464,Premier, $ 237.96 ,1/11/2014,3/1/1975,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24176286,Premier, $ 598.75 ,4/23/2010,9/15/1977,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21504826,Premier, $ 298.23 ,11/5/2012,3/1/1994,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+23631034,Standard, $ 334.06 ,8/28/2013,2/1/1997,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18688829,Premier, $ 228.25 ,10/11/2013,3/1/1975,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6138145,Premier, $ 176.55 ,10/1/2013,10/1/1977,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52264678,Premier," $ 3,723.83 ",5/8/2010,12/1/1976,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3173449,Premier, $ 181.05 ,2/23/2015,3/1/1975,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4726036,Standard, $ 190.22 ,10/30/2015,7/7/2012,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9056513,Premier," $ 1,450.50 ",6/13/2015,9/1/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+29676025,Standard," $ 7,693.40 ",8/22/2007,6/1/1967,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
+457645,Premier, $ 170.48 ,5/10/2015,7/1/1970,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29935087,Standard, $ 176.83 ,12/4/2015,8/10/2011,20,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+8407340,Standard, $ 129.49 ,11/19/2016,8/15/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+163961214,Standard," $ 1,747.00 ",10/13/2014,2/1/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+18671479,Standard, $ 348.07 ,10/18/2014,3/15/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30606200,Standard, $ 372.37 ,6/24/2013,10/15/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+52444260,Standard," $ 2,869.50 ",4/6/2012,8/1/1976,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30340810,Premier, $ 164.45 ,2/2/2014,11/1/1972,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+52463233,Premier," $ 5,717.83 ",11/1/2008,1/15/1975,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+24894799,Premier, $ 235.84 ,2/2/2012,4/25/1975,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+31534727,Premier," $ 4,899.67 ",9/18/2007,4/1/1972,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+31491879,Premier, $ 337.22 ,1/31/2012,9/1/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+8958548,Standard, $ 119.85 ,5/7/2016,8/5/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8264395,Premier, $ 186.42 ,1/16/2015,9/1/1977,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23045218,Premier, $ 154.27 ,5/15/2016,10/15/1966,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+3354751,Premier," $ 1,564.17 ",3/11/2015,3/1/1972,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20694173,Standard," $ 1,048.67 ",5/7/2016,2/1/1972,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+27931719,Premier," $ 2,961.40 ",8/4/2013,5/15/1973,29,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+7479405,Premier, $ 136.48 ,11/15/2014,4/15/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16043297,Premier, $ 244.64 ,4/9/2015,6/15/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+10213213,Premier, $ 152.02 ,9/19/2015,2/1/1964,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14746335,Standard, $ 141.97 ,7/8/2015,4/1/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+26497635,Standard, $ 166.93 ,1/8/2014,10/1/1977,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+53187792,Premier," $ 2,350.62 ",8/24/2014,10/1/1977,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
+12355574,Standard, $ 112.00 ,7/24/2015,9/1/1983,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9534779,Premier, $ 139.03 ,10/20/2014,9/1/1976,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20225827,Standard, $ 200.63 ,10/6/2014,6/15/1967,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20943291,Standard, $ 446.10 ,9/7/2010,9/1/1970,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+2599868,Standard," $ 3,794.50 ",3/11/2010,10/1/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15098010,Premier," $ 2,216.80 ",6/26/2012,3/14/2005,9,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
+18250167,Premier," $ 2,728.83 ",7/31/2012,5/1/1962,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+31442302,Standard, $ 432.93 ,4/9/2016,4/1/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+7807105,Standard, $ 224.96 ,5/23/2012,12/1/1976,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16232329,Standard, $ 300.88 ,2/27/2014,11/1/1972,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+4142591,Premier, $ 427.67 ,11/11/2014,3/15/1975,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+21275110,Premier, $ 218.09 ,8/2/2012,7/1/1969,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22437331,Premier, $ 155.43 ,5/5/2014,2/13/2015,23,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16467281,Premier, $ 151.08 ,6/19/2014,3/15/1975,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32553474,Standard, $ 200.55 ,7/21/2015,8/15/1976,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+6278079,Standard, $ 128.61 ,2/4/2015,3/1/1975,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53172203,Standard," $ 1,511.17 ",4/24/2015,3/15/1973,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+52659716,Premier," $ 1,018.27 ",6/9/2015,4/1/1975,3,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+24896199,Premier, $ 143.88 ,9/1/2014,6/1/1967,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8507736,Premier, $ 125.28 ,3/29/2016,8/1/1970,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20477023,Premier, $ 140.71 ,10/3/2014,4/1/1974,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27547133,Premier, $ 232.59 ,3/10/2015,3/15/1975,3,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26948751,Premier, $ 178.76 ,3/11/2015,12/25/1973,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26299257,Premier, $ 295.25 ,6/4/2010,3/15/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+5217195,Premier, $ 303.24 ,11/4/2013,10/1/1977,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26809243,Premier, $ 148.67 ,6/30/2015,1/26/2013,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+28052158,Standard, $ 100.28 ,11/21/2015,12/15/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53160133,Premier," $ 1,438.67 ",6/22/2015,1/15/1970,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+18745321,Premier, $ 169.89 ,4/26/2016,12/15/1989,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3316574,Standard, $ 198.63 ,10/20/2014,5/15/1972,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+56189747,Premier," $ 1,902.33 ",6/2/2015,4/15/1961,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+26087973,Premier, $ 315.13 ,3/2/2015,5/15/1973,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4354822,Premier, $ 999.50 ,6/16/2016,10/1/1970,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25479160,Premier," $ 2,737.00 ",7/24/2012,4/15/1973,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
+23757693,Premier, $ 156.29 ,8/20/2015,1/1/1977,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2949742,Standard," $ 2,019.50 ",3/4/2014,12/15/1976,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+13977474,Premier, $ 118.61 ,5/17/2015,12/25/1976,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6275772,Premier, $ 293.09 ,8/4/2014,5/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17980726,Premier," $ 3,016.00 ",5/13/2014,6/1/1967,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
+53208883,Standard," $ 1,616.98 ",11/29/2015,12/1/1976,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+6513718,Standard, $ 281.91 ,10/18/2010,4/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+659887,Standard, $ 256.15 ,9/3/2013,4/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31662348,Standard, $ 127.41 ,2/16/2015,1/19/2005,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+163824018,Premier," $ 1,924.00 ",5/19/2015,7/31/1994,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+13680354,Premier, $ 220.59 ,5/16/2014,6/15/1986,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5356849,Standard, $ 211.51 ,10/8/2012,9/15/1977,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6702632,Premier, $ 453.77 ,8/11/2013,5/15/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16505470,Premier, $ 213.69 ,5/6/2015,4/15/2005,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+31387878,Premier, $ 309.54 ,5/13/2015,12/15/1976,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30109122,Standard, $ 193.39 ,4/12/2013,9/1/1969,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+16265288,Premier, $ 417.40 ,9/13/2015,5/15/1973,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+17612148,Standard, $ 130.43 ,1/16/2015,7/15/1972,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28581152,Standard, $ 804.08 ,12/3/2002,6/1/1973,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3811755,Premier, $ 346.23 ,11/27/2011,6/1/1972,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18979767,Premier," $ 2,074.17 ",1/18/2014,7/29/2015,2,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+24007012,Standard," $ 2,612.00 ",11/3/2012,1/6/2015,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+12657418,Premier, $ 212.10 ,7/16/2014,10/1/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1702221,Standard," $ 1,104.61 ",3/4/2009,5/1/1972,15,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13049997,Premier, $ 116.67 ,6/6/2015,10/15/1977,17,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29669726,Standard," $ 1,938.08 ",5/11/2015,7/13/2015,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+10863451,Standard, $ 621.33 ,3/20/2015,7/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3754470,Premier, $ 342.85 ,11/23/2013,8/15/1970,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16916005,Premier, $ 308.23 ,1/22/2010,5/15/1973,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17004806,Premier, $ 296.72 ,3/22/2014,7/15/1972,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2270693,Premier," $ 1,524.00 ",4/13/2015,8/14/2012,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,English
+22685500,Premier," $ 1,900.80 ",5/16/2013,5/15/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+18815115,Standard, $ 228.06 ,3/23/2014,8/1/1972,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Russian
+24016321,Standard, $ 228.00 ,3/24/2014,4/15/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3021522,Standard, $ 560.67 ,9/13/2007,8/15/1972,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10830816,Standard, $ 293.28 ,8/3/2014,10/1/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1342803,Standard, $ 191.13 ,7/30/2014,1/13/2014,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16358197,Premier, $ 163.28 ,6/30/2015,5/15/1973,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23870655,Premier, $ 412.99 ,8/6/2010,8/1/1972,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32504313,Standard, $ 780.13 ,4/29/2014,6/1/1973,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21457642,Premier, $ 120.40 ,4/29/2015,7/1/1991,18,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52023077,Premier," $ 1,343.67 ",9/8/2015,8/1/1972,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1352704,Standard, $ 272.90 ,6/1/2014,7/15/1956,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+12506840,Premier," $ 1,706.83 ",11/15/2014,4/15/1975,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3669159,Standard, $ 126.88 ,2/22/2015,8/1/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17795230,Premier, $ 74.94 ,9/13/2015,9/15/1981,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+11815464,Premier, $ 133.49 ,1/30/2016,7/15/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4478631,Premier, $ 417.08 ,12/16/2014,2/1/1972,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+10541550,Standard, $ 551.74 ,10/14/2008,5/1/1966,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+31263034,Premier, $ 245.47 ,11/18/2013,8/15/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2695225,Standard," $ 3,316.33 ",4/6/2011,8/15/1972,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+9128004,Standard, $ 375.22 ,5/4/2011,7/15/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25646371,Standard, $ 188.44 ,6/1/2013,6/28/2001,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+23184252,Premier, $ 496.53 ,12/15/2008,8/15/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5946085,Premier, $ 324.68 ,10/19/2013,7/1/1967,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29161757,Premier, $ 111.19 ,8/1/2015,5/15/1971,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4376698,Premier," $ 2,915.68 ",9/2/2013,11/1/1977,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13714784,Premier, $ 125.60 ,3/7/2015,11/1/1973,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8396545,Premier," $ 1,957.80 ",4/28/2015,12/15/1992,7,TRUE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+52526458,Premier," $ 1,418.83 ",7/8/2015,1/1/1977,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27168613,Premier, $ 513.39 ,7/4/2011,7/1/1972,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20008697,Premier, $ 321.81 ,3/10/2014,8/15/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18854816,Premier, $ 215.93 ,12/26/2015,6/15/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,Y,N,N,N,Y,6-10,English
+22236610,Premier, $ 538.60 ,11/10/2013,8/15/1972,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+18038556,Premier, $ 127.11 ,2/19/2015,5/1/1975,11,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14981931,Premier, $ 253.19 ,3/29/2013,10/15/1973,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14935196,Standard, $ 164.72 ,6/20/2015,11/1/1977,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2183381,Standard, $ 786.93 ,4/8/2013,3/1/1972,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+11821289,Standard, $ 241.74 ,10/12/2015,6/1/1973,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+27603659,Premier, $ 162.86 ,3/29/2016,6/1/1973,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27204883,Premier, $ 139.81 ,9/7/2015,11/1/1977,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20102505,Standard, $ 43.40 ,6/25/2017,7/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+12458322,Standard, $ 530.77 ,4/6/2011,7/1/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12212870,Premier, $ 923.77 ,5/5/2008,4/15/1967,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1708105,Premier, $ 140.19 ,9/25/2016,7/1/1977,3,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53043811,Premier," $ 1,510.33 ",4/25/2015,11/15/1975,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+24577799,Premier, $ 103.80 ,10/16/2015,9/1/1962,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27092175,Standard, $ 123.56 ,3/28/2015,2/1/1976,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30336179,Standard, $ 138.10 ,6/22/2015,7/1/1967,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+22479397,Premier," $ 1,472.40 ",7/28/2014,6/15/1967,39,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+24752668,Premier, $ 205.84 ,10/25/2015,11/15/1977,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+18266918,Standard, $ 253.62 ,9/21/2013,6/15/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+16666911,Standard, $ 522.93 ,10/8/2015,2/15/1976,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+25778359,Standard, $ 460.13 ,2/13/2016,10/1/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+15453697,Premier, $ 165.48 ,1/22/2014,6/1/1957,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29907196,Premier, $ 274.14 ,7/24/2014,2/1/1955,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32306014,Premier, $ 296.93 ,7/16/2014,10/1/1976,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11212527,Premier, $ 141.57 ,9/24/2014,1/1/1976,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+8921295,Premier, $ 182.97 ,2/9/2015,9/1/1976,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16492839,Premier, $ 256.13 ,10/30/2015,1/1/1973,27,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+33274696,Premier, $ 420.00 ,8/23/2009,9/15/1972,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+2993778,Premier, $ 578.04 ,7/7/2013,9/15/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+27328402,Standard," $ 2,173.83 ",10/28/2013,5/5/2009,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+2355334,Premier, $ 336.74 ,10/7/2014,8/1/1976,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+10517402,Premier, $ 313.80 ,3/7/2015,9/15/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+14761583,Premier," $ 1,355.83 ",8/29/2015,10/1/1971,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22974812,Standard, $ 211.39 ,7/21/2014,2/1/1976,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20721028,Standard, $ 362.67 ,8/2/2011,11/15/1977,14,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33472012,Premier," $ 1,346.67 ",9/6/2015,12/1/1977,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25624682,Standard, $ 876.00 ,8/10/2014,6/15/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+20604319,Premier," $ 1,236.00 ",12/5/2015,12/1/1977,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+11160536,Premier, $ 176.05 ,10/6/2013,11/15/1977,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17712495,Premier, $ 250.72 ,10/12/2013,6/15/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22850238,Standard, $ 235.00 ,2/11/2012,2/1/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13951194,Premier, $ 156.76 ,8/16/2015,5/15/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19395404,Standard, $ 172.41 ,11/12/2013,12/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8436725,Standard, $ 180.61 ,2/26/2015,1/1/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3313990,Premier, $ 178.97 ,3/10/2015,5/1/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14752480,Premier, $ 284.78 ,2/10/2013,9/1/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+30229585,Standard, $ 193.16 ,11/28/2014,12/1/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25745249,Premier," $ 1,767.00 ",9/26/2014,4/15/1975,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+16158819,Premier, $ 145.43 ,11/5/2015,11/15/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25014798,Standard, $ 135.45 ,7/12/2016,9/1/1976,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6592044,Standard, $ 287.06 ,5/14/2014,5/15/1973,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26607373,Standard, $ 188.64 ,8/13/2015,7/1/1967,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,Spanish
+6130634,Premier, $ 294.17 ,5/27/2015,2/1/1970,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30107337,Premier, $ 194.74 ,11/17/2014,10/1/1970,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10900843,Standard, $ 735.19 ,7/13/2015,11/15/1977,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+332697,Premier, $ 131.87 ,1/2/2015,9/1/1967,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12693803,Premier, $ 156.88 ,8/15/2015,1/15/1966,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19602946,Premier, $ 156.44 ,4/25/2014,12/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29169973,Standard, $ 160.63 ,7/19/2015,11/15/1969,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22816350,Standard," $ 1,215.50 ",12/22/2015,10/15/1972,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+10343980,Premier, $ 278.57 ,7/30/2015,8/1/1970,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+473854,Premier, $ 409.76 ,12/15/2012,4/15/1975,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15375798,Standard," $ 2,501.63 ",5/20/2014,8/15/1968,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
+11527182,Standard, $ 196.44 ,3/11/2013,12/15/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12964980,Premier, $ 173.42 ,12/17/2014,2/1/1977,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14933552,Premier, $ 638.87 ,7/15/2011,1/1/1977,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+29201378,Standard, $ 245.03 ,11/22/2013,11/15/1971,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27049955,Premier, $ 399.24 ,9/4/2013,2/1/1976,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+27962804,Premier, $ 86.51 ,4/10/2016,11/1/1970,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+56451623,Premier," $ 2,173.50 ",10/28/2013,4/15/1975,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12536072,Standard," $ 1,894.50 ",6/14/2014,10/1/1967,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+5043727,Premier, $ 275.77 ,7/15/2014,11/15/1977,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23612501,Premier, $ 208.16 ,10/13/2015,4/15/1976,12,FALSE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14130768,Premier, $ 329.95 ,6/14/2009,3/1/1962,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26111070,Premier, $ 320.16 ,3/19/2014,12/1/1977,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28182737,Premier," $ 2,068.73 ",2/17/2015,10/1/1967,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+10133995,Standard," $ 1,901.17 ",6/8/2014,1/1/1980,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+52815618,Premier," $ 3,421.33 ",1/10/2011,6/1/1974,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+9704311,Premier, $ 370.61 ,8/21/2012,12/1/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2237316,Standard, $ 283.71 ,9/21/2014,4/12/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+525403,Premier, $ 327.24 ,7/24/2013,6/29/2007,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+52465361,Standard," $ 3,478.17 ",11/25/2010,6/1/1975,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+32547821,Premier, $ 115.36 ,6/20/2015,2/24/2005,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15112539,Premier," $ 1,934.33 ",5/12/2014,12/9/2010,2,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+13915117,Premier, $ 184.37 ,7/13/2013,12/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+698519,Standard, $ 177.16 ,3/23/2015,5/15/1975,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29663579,Premier, $ 577.14 ,4/6/2009,2/1/1991,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19300274,Premier, $ 351.15 ,10/11/2013,3/1/1975,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+18417550,Premier," $ 2,236.65 ",11/3/2014,1/16/2009,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+22183003,Premier, $ 288.57 ,1/14/2013,1/1/1977,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13985648,Premier, $ 238.51 ,2/6/2015,12/25/1976,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12787753,Standard," $ 3,812.47 ",2/15/2012,4/15/1976,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+323468,Premier, $ 201.70 ,9/28/2014,12/15/1970,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1151689,Premier, $ 212.21 ,7/15/2014,5/15/1975,12,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13276523,Premier, $ (140.96),9/21/2016,10/15/1976,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3683902,Standard, $ 159.27 ,3/27/2014,6/1/1975,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+24674529,Standard," $ 1,462.50 ",6/3/2015,12/25/1976,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22599451,Premier, $ 165.81 ,1/19/2014,1/1/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9371835,Premier, $ 118.15 ,5/22/2015,4/15/1970,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26381005,Premier, $ 614.05 ,2/3/2010,12/1/1969,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18843804,Premier, $ 179.75 ,3/4/2015,10/15/1976,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2712539,Standard, $ 340.08 ,10/7/2015,5/11/2015,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31422775,Standard," $ 2,920.83 ",2/24/2012,4/15/1976,2,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,English
+8880183,Standard, $ 125.87 ,3/4/2015,2/1/1976,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3501166,Premier, $ 325.45 ,10/14/2013,10/18/2004,6,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26554131,Premier," $ 1,858.80 ",6/28/2013,7/15/1967,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,500+,English
+22493505,Standard, $ 102.59 ,10/28/2015,10/15/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19877962,Premier, $ 223.97 ,7/24/2015,10/15/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33433305,Premier, $ 493.66 ,1/5/2009,12/25/1973,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+22667936,Standard, $ 135.77 ,1/14/2016,12/1/1972,38,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+18834321,Premier, $ 312.42 ,7/27/2012,12/15/1970,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+8518123,Premier, $ 860.67 ,6/3/2009,3/15/1968,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53161778,Premier," $ 1,457.67 ",6/7/2015,5/15/1975,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+26637207,Premier, $ 301.95 ,6/20/2014,3/10/2003,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30476021,Standard," $ 1,998.17 ",3/21/2014,11/1/1972,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+1498672,Standard, $ 129.96 ,2/24/2016,5/15/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+5294381,Standard," $ 2,346.07 ",8/26/2014,11/15/1976,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+13158149,Premier," $ 2,081.07 ",11/12/2012,2/1/1970,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+52379294,Standard," $ 4,552.83 ",6/28/2008,11/1/1984,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15240433,Premier, $ 142.73 ,7/18/2016,1/1/1976,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8384103,Premier," $ 2,501.50 ",2/2/2013,10/15/1974,1,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6953997,Standard, $ 203.67 ,12/27/2012,2/15/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16908177,Premier, $ 134.89 ,12/2/2014,6/15/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21823678,Premier," $ 3,406.00 ",10/28/2012,10/15/1972,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+27179924,Standard," $ 1,860.14 ",5/11/2015,2/1/1970,4,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y, ,
+18663871,Standard, $ 233.71 ,2/11/2014,11/1/1980,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3079364,Standard, $ 156.67 ,1/15/2015,1/1/1969,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+3016533,Premier, $ 188.24 ,6/3/2013,1/1/1977,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4371649,Standard, $ 174.74 ,4/9/2015,12/15/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21426824,Standard, $ 271.77 ,5/14/2013,12/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+11957694,Premier, $ 163.07 ,3/8/2015,7/1/1975,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9071254,Standard, $ 134.47 ,12/6/2014,2/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32229118,Standard, $ 163.79 ,2/9/2014,7/1/1969,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31582423,Premier, $ 405.92 ,7/28/2012,11/1/1976,15,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3020775,Standard, $ 268.13 ,6/9/2013,2/15/1977,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2587331,Premier, $ 308.83 ,11/7/2013,8/15/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+27597580,Premier, $ 301.55 ,6/22/2014,8/15/1975,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8239082,Standard, $ 159.07 ,7/31/2015,11/15/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+16612775,Premier," $ 3,258.33 ",5/24/2011,11/15/1976,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+24188321,Standard, $ 290.17 ,7/26/2010,8/1/1973,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2926602,Premier, $ 132.19 ,12/29/2014,6/15/2005,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+29878790,Premier, $ 599.96 ,4/26/2013,5/12/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+30831650,Standard, $ 199.96 ,10/11/2014,11/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+4483314,Premier, $ 230.06 ,3/9/2014,2/1/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4106985,Premier, $ 479.09 ,6/20/2011,4/1/1976,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32828231,Premier," $ 1,516.50 ",4/19/2015,11/1/1972,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25916644,Premier, $ 129.00 ,1/31/2015,5/12/2005,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5145305,Premier, $ 168.93 ,5/21/2015,3/1/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8265927,Premier, $ 519.57 ,2/11/2015,7/1/1975,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+33196907,Standard, $ 304.13 ,4/16/2015,5/15/1969,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+56364681,Premier," $ 2,063.60 ",11/4/2014,11/15/1976,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+33104914,Premier," $ 1,687.17 ",12/1/2014,11/15/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27769170,Premier," $ 1,353.50 ",8/31/2015,7/1/1966,2,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22630579,Premier, $ 332.00 ,7/10/2014,2/1/1977,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+5805517,Standard, $ 748.93 ,7/2/2014,12/25/1970,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+30264751,Premier, $ 144.87 ,7/30/2015,7/1/1972,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1571608,Standard, $ 409.83 ,2/7/2014,2/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16906876,Standard, $ 136.67 ,11/13/2014,1/1/1973,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2056201,Premier, $ 146.63 ,10/28/2015,11/15/1976,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5318616,Standard, $ 790.67 ,10/2/2008,11/1/1972,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1468785,Standard, $ 203.22 ,4/26/2014,11/15/1976,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18714102,Premier, $ 232.90 ,2/17/2014,2/18/2004,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16370851,Standard, $ 414.27 ,1/20/2014,11/1/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7345503,Premier, $ 98.21 ,10/7/2014,12/15/1970,32,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+52489141,Premier," $ 3,917.50 ",11/30/2009,2/1/1977,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5950890,Premier, $ 322.77 ,10/29/2013,11/1/1972,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52454332,Standard," $ 2,621.23 ",3/6/2014,5/22/2000,2,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+10669367,Premier, $ 243.55 ,4/15/2015,12/15/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29244277,Premier, $ 371.52 ,9/11/2014,11/1/1974,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31169179,Premier, $ 402.03 ,8/18/2012,5/1/1970,35,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15750159,Premier, $ 306.97 ,9/4/2012,11/1/1972,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+13600551,Standard, $ 477.50 ,3/16/2011,1/15/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+3690282,Premier," $ 1,842.00 ",7/27/2014,2/15/1977,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+11104288,Standard, $ 250.40 ,3/11/2015,3/31/2017,39,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+31276893,Premier, $ 122.28 ,4/10/2015,2/15/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26288710,Premier, $ 173.85 ,10/29/2013,7/1/1972,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10461923,Standard, $ 211.66 ,3/29/2015,12/15/1977,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+14128340,Premier, $ 143.09 ,9/9/2014,11/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5788089,Premier, $ 156.23 ,8/20/2015,7/1/1975,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
+16386081,Standard, $ 121.04 ,4/22/2015,1/15/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10770586,Premier, $ 273.12 ,5/31/2014,1/1/1970,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+12501221,Standard," $ 1,932.17 ",5/14/2014,2/15/1977,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+53002231,Standard," $ 2,968.83 ",1/16/2012,2/15/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2221075,Standard, $ 282.68 ,6/7/2014,2/15/1977,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14919140,Standard, $ 402.69 ,1/20/2013,2/15/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+30176713,Premier," $ 1,730.00 ",10/27/2014,2/15/1977,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14152234,Standard, $ 501.70 ,5/22/2012,7/1/1973,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+27395318,Standard," $ 2,485.00 ",2/15/2013,7/15/1975,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13558404,Premier," $ 2,522.00 ",5/8/2014,8/1/1978,9,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
+2096044,Standard, $ 423.83 ,5/20/2010,7/15/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13762376,Standard, $ 388.70 ,5/5/2014,2/15/1977,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30990818,Premier, $ 107.35 ,9/10/2015,2/25/2012,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10140470,Premier, $ 470.94 ,3/14/2013,2/15/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+13739367,Premier, $ 613.56 ,5/29/2013,1/1/1970,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7502360,Premier, $ 554.00 ,8/5/2015,6/1/1992,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+18688712,Premier," $ 1,269.00 ",11/8/2015,1/1/1977,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+1791080,Standard, $ 119.73 ,1/6/2016,11/1/1973,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+22360137,Standard, $ 306.73 ,5/24/2015,10/15/1967,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+4095062,Standard, $ 255.75 ,9/6/2013,11/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+13580067,Standard, $ 166.03 ,10/27/2014,12/25/1979,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+27936607,Premier," $ 2,034.50 ",2/19/2014,11/15/1976,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+23797643,Premier, $ 143.31 ,9/6/2014,2/15/1977,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11512112,Premier, $ 113.95 ,7/4/2015,2/15/1977,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+4611623,Premier, $ 350.22 ,12/21/2012,3/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Spanish
+14653212,Premier, $ 148.53 ,10/14/2015,2/15/1977,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33064274,Standard, $ 290.97 ,12/10/2013,1/1/1970,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20092402,Standard," $ 1,634.50 ",6/18/2013,2/1/1977,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+21648204,Standard, $ 258.67 ,10/19/2015,10/24/2006,4,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+23620089,Standard, $ 100.61 ,11/17/2015,4/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22579080,Premier, $ 376.93 ,4/21/2011,4/1/1972,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24446302,Premier, $ 212.35 ,9/30/2012,3/1/1977,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26943872,Standard, $ 419.69 ,5/13/2012,9/16/2016,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6977431,Premier," $ 1,267.00 ",11/10/2015,3/1/1988,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25114036,Standard, $ 342.37 ,11/11/2014,8/1/1978,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+52387481,Premier," $ 2,171.83 ",10/30/2013,2/15/1977,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+17815165,Premier, $ 354.57 ,9/29/2011,10/15/1967,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21268338,Premier," $ 3,411.83 ",1/18/2011,3/15/1977,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,500+,
+20046000,Premier, $ 330.87 ,5/26/2013,7/11/2017,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21078848,Premier, $ 224.00 ,4/27/2015,5/12/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+27559699,Premier, $ 270.05 ,11/30/2014,10/15/1967,9,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+52386391,Premier," $ 1,145.67 ",1/11/2015,2/1/1977,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+24112362,Premier, $ 198.15 ,10/23/2014,11/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+13884004,Standard, $ 93.17 ,2/2/2016,1/1/1985,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2414298,Premier, $ 107.77 ,9/5/2015,12/15/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8380731,Premier," $ 2,538.12 ",1/19/2015,12/15/1977,5,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+15966615,Premier, $ 367.33 ,6/29/2011,3/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9688884,Standard," $ 1,124.83 ",3/5/2016,11/1/1967,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1791901,Standard, $ 233.27 ,9/1/2013,6/12/2001,17,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+888137,Premier," $ 1,380.00 ",8/9/2015,11/13/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29131841,Standard, $ 224.88 ,4/15/2014,3/15/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20525775,Standard, $ 398.90 ,3/24/2014,10/15/1967,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20966684,Premier, $ 175.10 ,12/4/2014,2/15/1977,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1905081,Standard, $ 301.09 ,10/16/2012,7/15/1975,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2052806,Premier, $ 255.63 ,11/1/2015,11/15/1967,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+7700382,Standard, $ 237.67 ,1/14/2012,2/15/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16377041,Premier, $ 573.73 ,6/26/2015,4/15/1977,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+13320162,Premier, $ 444.17 ,9/20/2013,1/1/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+6790462,Premier, $ 141.22 ,12/5/2015,2/1/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21702572,Premier, $ 77.73 ,7/9/2016,8/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15753980,Standard," $ 2,196.13 ",11/29/2014,1/1/1977,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+11069384,Standard, $ 125.93 ,3/3/2015,1/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15523431,Premier, $ 706.40 ,9/27/2014,8/1/1978,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12533722,Standard, $ 141.50 ,12/3/2015,12/25/1970,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3467116,Premier, $ 88.09 ,10/19/2016,8/1/1969,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+27141738,Premier," $ 1,574.00 ",4/15/2014,1/1/1977,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+107995322,Premier," $ 1,695.83 ",11/24/2014,11/15/1967,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+26297497,Premier, $ 260.14 ,8/13/2014,7/1/1967,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+24858499,Premier," $ 1,210.83 ",12/26/2015,8/1/1978,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+3455904,Premier, $ 341.86 ,10/2/2015,1/1/1977,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23037146,Standard, $ 294.02 ,4/6/2014,7/15/1988,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52378982,Premier," $ 2,115.97 ",1/18/2015,7/15/1975,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
+16523749,Standard, $ 304.06 ,9/25/2012,12/1/1967,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16198652,Premier, $ 158.82 ,8/1/2015,1/1/1977,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9661866,Standard," $ 1,740.05 ",9/12/2015,1/1/1977,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12632011,Premier, $ 289.13 ,6/16/2015,12/25/1977,21,TRUE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Thai
+8727410,Premier, $ 167.11 ,1/6/2014,1/1/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3482467,Premier, $ 115.44 ,6/19/2015,1/1/1963,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30532898,Premier," $ 1,605.67 ",2/5/2015,6/1/1978,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+20141725,Premier, $ 172.71 ,2/3/2016,12/15/1967,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,Y,Y,6-10,English
+7831913,Premier, $ 533.45 ,3/26/2008,11/15/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10566048,Premier, $ 140.38 ,6/3/2015,1/1/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,Y,N,Y,1-5,English
+16897398,Standard, $ 387.86 ,10/27/2013,1/20/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23004799,Premier, $ 320.20 ,2/9/2015,2/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26321632,Standard, $ 372.41 ,4/5/2008,1/1/1977,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32169877,Premier," $ 1,426.97 ",3/28/2016,12/1/1974,9,TRUE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+7944493,Premier, $ 350.81 ,1/6/2014,3/10/2010,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+23896892,Standard, $ 177.05 ,3/24/2015,1/1/1977,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+15596424,Standard, $ 338.00 ,11/28/2014,8/1/1975,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26986872,Premier, $ 200.57 ,10/6/2014,11/15/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29865123,Standard, $ 269.12 ,6/2/2013,1/15/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7471325,Premier, $ 146.17 ,10/31/2015,8/15/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+23812939,Standard, $ 98.12 ,12/13/2015,1/15/1971,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31907710,Standard, $ 291.86 ,7/21/2015,2/1/1973,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18464190,Standard, $ 261.92 ,7/23/2013,4/15/1990,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6580081,Premier," $ 1,023.25 ",7/9/2009,8/1/1978,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+21746234,Premier, $ 230.50 ,3/6/2014,7/15/1968,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23776106,Standard, $ 180.67 ,8/20/2013,3/4/2017,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26367892,Standard, $ 133.69 ,12/14/2014,8/1/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28093707,Premier, $ 169.96 ,8/24/2015,1/1/1967,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+26220411,Standard, $ 426.43 ,7/3/2009,4/1/1977,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5011147,Premier, $ 635.10 ,7/31/2011,4/1/1977,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26728069,Standard," $ 1,652.00 ",12/30/2014,7/29/1999,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13485666,Standard, $ 278.74 ,9/8/2012,12/7/2005,20,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8111414,Standard," $ 2,478.50 ",2/21/2013,6/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29481867,Premier, $ 231.24 ,1/26/2014,8/15/1979,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9608402,Premier, $ 234.57 ,2/5/2014,8/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14737199,Premier, $ 218.85 ,8/19/2015,2/15/1971,16,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+19740313,Premier, $ 155.16 ,5/8/2014,5/1/1977,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,
+14529610,Standard," $ 1,969.50 ",4/13/2014,2/1/1971,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+33133152,Standard, $ 223.95 ,6/3/2012,10/1/1977,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19349167,Premier, $ 139.17 ,5/22/2018,8/15/1979,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15749582,Premier," $ 3,371.12 ",11/19/2012,6/12/2008,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+12929145,Premier, $ 213.25 ,9/20/2012,1/15/1971,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12962192,Premier, $ 106.08 ,9/23/2015,1/1/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3546302,Premier, $ 419.44 ,4/20/2010,4/1/1995,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16427728,Premier, $ 250.15 ,9/9/2011,8/15/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18801264,Premier, $ 514.83 ,6/26/2011,7/6/2004,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18648585,Premier," $ 2,377.18 ",4/13/2015,8/15/1978,1,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,FALSE,N,Y,N,N,N,N,Y,N,N, ,
+19410345,Premier," $ 1,345.28 ",5/18/2016,6/10/2009,16,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19214633,Standard, $ 238.95 ,2/3/2015,1/15/1977,11,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9727469,Premier, $ 91.69 ,4/5/2017,7/1/1977,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+9915173,Premier, $ 479.48 ,11/14/2017,10/1/1979,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19828791,Premier, $ 124.17 ,10/1/2016,4/1/1971,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,6-10,English
+23343416,Premier, $ 330.05 ,7/8/2013,4/15/1977,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+2252660,Premier, $ 128.28 ,2/7/2015,1/15/1968,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+837137,Premier, $ 268.46 ,6/7/2013,4/15/1982,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+20980124,Premier, $ 706.26 ,1/15/2008,1/15/1978,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+24035612,Premier," $ 2,115.53 ",1/19/2015,7/1/1973,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+3136237,Standard," $ 1,533.17 ",4/6/2015,2/1/1978,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+13677148,Standard, $ 459.79 ,4/3/2012,4/15/1984,18,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13465597,Premier," $ 2,190.67 ",10/14/2013,5/15/1971,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30050751,Premier, $ 119.92 ,5/6/2016,2/15/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22559081,Premier, $ 388.97 ,5/4/2014,2/1/1978,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,51-100,English
+29268848,Standard, $ 132.77 ,11/2/2015,12/15/1967,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10701166,Premier," $ 1,516.00 ",4/20/2015,10/1/1982,1,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+52355861,Premier," $ 1,758.50 ",10/3/2014,7/1/1974,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+23293045,Standard, $ 270.97 ,2/7/2011,2/1/1971,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23036611,Premier, $ 760.93 ,6/7/2014,8/15/1979,15,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+1868005,Premier," $ 1,656.17 ",12/26/2014,12/30/1999,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+5725462,Standard, $ 252.67 ,9/28/2013,4/15/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15389195,Premier," $ 1,400.75 ",4/13/2016,1/15/1978,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+20198485,Premier, $ 152.10 ,6/3/2015,9/28/2009,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11277787,Standard, $ 364.15 ,2/13/2014,11/1/1975,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4854869,Premier, $ 210.95 ,7/24/2014,2/15/1971,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19419314,Premier, $ 172.03 ,11/16/2013,11/1/1978,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+32458132,Premier, $ 220.57 ,5/16/2014,12/27/2003,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14494786,Premier, $ 179.34 ,6/24/2015,2/1/1978,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+52426684,Standard," $ 1,280.17 ",10/30/2015,2/1/1977,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22593670,Standard, $ 407.49 ,12/27/2012,8/15/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+24669540,Standard, $ 385.02 ,12/28/2010,10/1/1980,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27669565,Premier, $ 585.42 ,5/21/2012,4/28/2000,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31379360,Premier, $ 184.59 ,1/29/2015,2/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18759037,Premier, $ 183.71 ,12/5/2015,7/1/1977,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7699413,Standard," $ 4,066.67 ",7/31/2009,10/15/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22552051,Standard, $ 105.33 ,9/30/2015,10/3/2016,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+18453385,Premier, $ 536.39 ,11/17/2013,1/1/1977,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+10727717,Premier, $ 133.88 ,12/12/2014,8/15/1978,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4758625,Premier, $ 325.21 ,3/12/2015,10/15/2007,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4005493,Premier, $ 181.75 ,2/18/2015,9/1/1978,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10360715,Premier, $ 327.17 ,2/11/2014,5/1/1968,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27580018,Premier, $ 298.24 ,7/9/2014,7/1/1968,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22100837,Standard, $ 607.90 ,11/19/2011,2/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4156688,Premier, $ 97.12 ,12/23/2015,9/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7848307,Premier," $ 2,875.82 ",9/27/2013,9/1/1978,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+27249641,Premier, $ 237.60 ,10/25/2014,2/15/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+32683558,Premier, $ 300.90 ,10/17/2012,2/15/1971,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32137298,Premier, $ 408.96 ,12/19/2012,2/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25486421,Premier, $ 228.13 ,3/23/2014,4/15/1977,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28185874,Premier, $ 146.84 ,10/26/2015,5/1/1977,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14653177,Standard, $ 335.29 ,3/20/2013,3/1/1968,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+11997840,Standard, $ 298.04 ,11/7/2012,2/1/1963,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11233087,Premier, $ 668.40 ,5/1/2009,5/6/1968,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Hebrew
+3196611,Premier, $ 256.25 ,9/2/2013,2/1/1978,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29871487,Standard, $ 200.83 ,1/26/2013,4/5/2010,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,Y,N,N,N,N,N,Y,6-10,English
+28193751,Premier," $ 1,817.50 ",8/16/2014,5/1/1977,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25383393,Premier, $ 172.10 ,4/28/2015,4/15/1977,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30784977,Standard," $ 2,184.13 ",7/29/2012,9/15/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,500+,English
+29384572,Standard, $ 332.24 ,7/9/2014,9/1/1979,24,FALSE,FALSE,FALSE,AUTO RENEW,BILLING,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2720712,Premier, $ 720.55 ,10/28/2007,11/1/1980,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10194239,Standard, $ 419.07 ,11/28/2008,2/15/1971,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,Japanese
+4603633,Premier," $ 3,126.50 ",9/9/2011,9/1/1979,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+16673469,Premier, $ 227.51 ,4/27/2012,8/3/2009,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27400558,Premier, $ 314.64 ,10/5/2015,5/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+19334666,Premier, $ 332.03 ,1/17/2014,10/15/1980,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21337752,Premier, $ 380.09 ,6/26/2012,3/1/1965,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+30660536,Standard, $ 180.72 ,2/25/2015,9/1/1978,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26503671,Standard," $ 2,001.50 ",3/18/2014,2/15/1978,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+24357463,Standard," $ 2,300.13 ",9/24/2014,4/1/1968,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5617873,Premier, $ 115.23 ,6/21/2015,2/15/1978,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16966172,Premier, $ 218.50 ,5/31/2014,5/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28717713,Premier, $ 159.70 ,7/26/2015,5/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9455516,Premier, $ 162.88 ,1/14/2016,5/1/1968,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+15866784,Premier, $ 234.59 ,2/4/2014,4/15/1968,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+2971573,Premier, $ 631.03 ,1/11/2013,9/1/1959,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+52954967,Premier," $ 5,063.28 ",12/19/2009,5/1/1977,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+30773578,Standard, $ 179.20 ,3/8/2015,2/15/1968,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11624301,Premier, $ 101.44 ,11/9/2015,4/13/2017,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20601534,Standard, $ 562.08 ,9/3/2007,7/1/1967,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13480820,Standard, $ 210.60 ,2/27/2014,2/1/1981,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+24385116,Premier, $ 204.83 ,4/13/2014,10/15/1980,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+11765056,Premier, $ 492.90 ,3/4/2013,3/1/1968,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+7992505,Premier, $ 397.53 ,3/30/2014,9/1/1994,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21745692,Premier, $ 235.09 ,2/1/2014,2/15/1978,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+3656735,Standard, $ 332.39 ,5/20/2009,5/1/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24138409,Premier, $ 211.64 ,7/19/2014,11/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26456830,Standard, $ 172.08 ,4/15/2016,4/1/1968,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1756691,Premier, $ 171.10 ,5/5/2015,2/1/1975,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18232606,Premier, $ 466.15 ,7/21/2009,5/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22555541,Premier, $ 543.81 ,1/11/2008,5/15/1968,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22267851,Premier, $ 639.63 ,7/12/2011,1/1/1967,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1893250,Standard, $ 365.04 ,6/5/2015,3/1/1978,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+5498808,Premier, $ 504.42 ,3/5/2014,10/15/1981,18,TRUE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+3059087,Premier," $ 1,654.12 ",2/18/2015,2/1/1976,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+16602365,Premier, $ 324.76 ,4/29/2012,3/15/1983,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+18794052,Premier, $ 317.55 ,4/1/2014,6/15/1964,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+17710179,Premier, $ 324.70 ,4/30/2012,10/15/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32851189,Premier, $ 339.45 ,1/15/2012,5/15/1977,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14426674,Premier, $ 692.33 ,10/26/2014,3/20/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+24073132,Standard," $ 3,278.83 ",5/7/2011,10/6/2006,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+10785503,Premier," $ 2,660.67 ",9/24/2012,4/15/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+9746570,Premier, $ 314.57 ,7/11/2012,10/15/1978,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108147265,Premier," $ 1,641.33 ",1/7/2015,9/1/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+56363547,Premier," $ 1,475.50 ",5/23/2015,12/1/1979,2,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+7979947,Premier, $ 318.59 ,6/12/2012,10/1/1978,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10067701,Standard," $ 1,295.02 ",6/19/2016,10/15/1978,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
+108175504,Premier," $ 2,631.00 ",10/19/2012,3/1/1978,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5765461,Premier, $ 326.17 ,1/16/2015,2/15/1971,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31671772,Standard, $ 210.90 ,7/24/2014,5/15/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27978626,Standard, $ 307.15 ,1/29/2012,2/1/1971,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23027440,Premier, $ 436.33 ,7/25/2015,3/1/1978,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+21482054,Premier, $ 249.12 ,10/23/2013,10/15/1978,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30816592,Premier, $ 136.18 ,8/24/2015,11/1/1980,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+22525223,Standard," $ 1,302.17 ",10/12/2015,12/1/1978,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+33331534,Premier, $ 239.89 ,12/23/2011,6/1/1965,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3520001,Premier, $ 144.30 ,11/13/2015,1/1/1975,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3739254,Standard, $ 197.66 ,10/27/2014,3/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26062535,Standard, $ 143.28 ,9/7/2014,10/1/1974,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15846462,Standard, $ 352.80 ,10/3/2013,5/15/1977,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26510997,Standard, $ 193.20 ,4/14/2013,12/1/1979,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11391943,Premier, $ 480.67 ,5/22/2014,10/15/1992,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+23335746,Premier," $ 1,475.73 ",7/25/2014,12/15/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y, ,
+23895830,Premier, $ 51.28 ,4/6/2017,3/1/1978,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33265762,Premier, $ 241.30 ,5/13/2014,2/1/1972,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+19763625,Standard, $ 505.20 ,10/14/2008,8/15/1981,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20262511,Premier, $ 400.02 ,11/7/2010,3/1/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25246417,Premier, $ 749.47 ,9/12/2015,2/8/2016,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+23153658,Standard, $ 193.11 ,8/10/2015,4/22/2016,2,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+52483390,Standard," $ 4,431.96 ",4/30/2012,9/15/1978,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+10494221,Premier, $ 502.97 ,1/22/2013,6/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+52599083,Premier," $ 1,691.00 ",11/28/2014,6/1/1977,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+10684455,Premier," $ 1,350.00 ",11/30/2014,8/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+15836600,Standard, $ 186.61 ,1/14/2015,3/1/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7410368,Premier," $ 2,219.67 ",9/21/2013,9/1/1958,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+5180923,Premier, $ 137.48 ,11/5/2014,11/1/1978,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+18961527,Premier, $ 544.67 ,1/5/2008,5/22/2001,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23933487,Premier," $ 1,353.56 ",10/13/2015,10/1/1972,7,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y, ,
+9866593,Premier," $ 3,374.15 ",11/17/2012,4/15/1978,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3982930,Premier, $ 149.73 ,10/5/2015,6/1/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20672391,Standard, $ 153.85 ,9/6/2015,8/15/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11693950,Premier, $ 192.05 ,1/3/2016,7/15/1968,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+24633293,Premier, $ 275.57 ,11/2/2014,6/15/1971,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+7986851,Premier, $ 274.27 ,11/9/2014,2/8/2013,9,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53223908,Premier," $ 1,659.00 ",12/24/2014,9/15/1978,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18294541,Premier, $ 381.81 ,5/7/2013,10/15/1971,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+21683917,Premier, $ 228.91 ,12/15/2014,11/1/1978,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Hindi
+14801574,Standard, $ 97.23 ,12/22/2015,8/15/1981,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52805467,Standard," $ 1,081.83 ",4/9/2016,4/15/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1803614,Premier, $ 42.99 ,1/19/2018,4/15/1972,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2370238,Standard," $ 4,314.48 ",4/4/2011,3/1/1978,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+166618255,Standard," $ 2,407.17 ",7/19/2014,8/15/1968,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26796551,Standard," $ 2,271.17 ",8/9/2013,8/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+53182158,Premier," $ 6,188.87 ",1/10/2008,12/25/1978,2,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+25353798,Premier, $ 239.12 ,1/3/2014,12/1/1978,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8042397,Standard," $ 2,011.17 ",3/10/2014,3/15/1978,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+26304109,Premier, $ 590.13 ,1/31/2012,3/15/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+52590006,Premier," $ 2,070.33 ",1/21/2014,12/1/1978,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20343045,Premier, $ 245.49 ,12/29/2014,11/19/2005,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24707836,Premier," $ 1,616.33 ",1/28/2015,7/1/1996,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+16836438,Premier, $ 176.63 ,3/27/2015,9/15/1969,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32175824,Premier, $ 925.95 ,9/18/2010,9/1/1975,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23640913,Premier," $ 2,999.20 ",2/4/2013,11/15/1978,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+32658682,Standard, $ 651.60 ,1/17/2015,11/16/2010,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+5692610,Premier, $ 146.73 ,8/2/2014,4/15/1978,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+2935721,Standard," $ 1,443.00 ",6/19/2015,3/1/1981,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+29407234,Premier, $ 113.88 ,7/5/2015,10/1/1975,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,Hebrew
+13957862,Premier, $ 268.49 ,8/24/2014,11/15/1978,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+14998759,Standard, $ 658.50 ,6/2/2010,10/15/1973,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21290625,Premier, $ 385.73 ,12/23/2010,2/1/1978,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25175537,Standard, $ 265.18 ,9/12/2014,10/2/2008,10,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+3497952,Standard, $ 390.96 ,1/17/2015,3/9/2014,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+15383018,Premier, $ 381.98 ,5/28/2015,8/15/1981,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+166859,Premier," $ 2,241.50 ",9/3/2013,2/1/1978,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18835767,Standard, $ 401.99 ,5/14/2014,4/15/1978,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+16199102,Premier, $ 404.17 ,3/2/2014,9/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52114657,Standard, $ 875.98 ,3/10/2017,1/1/1981,4,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+9637372,Premier, $ 234.67 ,5/30/2015,3/15/1978,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56310130,Premier," $ 2,953.17 ",1/29/2012,12/15/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7503365,Premier, $ 196.57 ,11/4/2014,11/1/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+166635531,Standard," $ 2,179.23 ",12/10/2014,2/1/1985,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+27546823,Premier, $ 176.65 ,3/27/2015,3/15/1978,24,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5139532,Premier, $ 289.13 ,6/16/2015,7/1/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+20357785,Premier, $ 206.86 ,8/22/2014,2/1/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9098810,Standard," $ 1,563.50 ",3/12/2015,6/1/1977,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29827284,Premier, $ 461.93 ,9/27/2008,9/1/1981,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26595864,Standard, $ 153.19 ,5/25/2015,12/15/1978,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24410828,Standard, $ 277.14 ,9/21/2012,8/18/2017,19,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26689726,Premier, $ 259.30 ,8/11/2013,3/15/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17464003,Standard, $ 772.27 ,11/16/2007,6/15/1977,12,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18916150,Premier, $ 360.47 ,5/7/2014,9/1/1979,9,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,Y,N,N,6-10,English
+18429957,Standard," $ 3,883.17 ",12/28/2009,4/15/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1749611,Premier," $ 2,503.33 ",1/31/2013,9/1/1978,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7785561,Standard, $ 475.67 ,5/14/2013,8/17/2015,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9117223,Standard," $ 1,243.87 ",3/19/2015,12/1/1993,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+31261659,Standard, $ 227.43 ,10/17/2013,1/1/1984,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1806617,Standard," $ 2,898.33 ",3/14/2012,9/1/1979,5,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+750434,Premier, $ 222.84 ,4/30/2014,3/15/1978,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2557122,Standard, $ 150.30 ,10/1/2015,12/15/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22792421,Standard, $ 241.52 ,4/25/2015,2/1/1980,25,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7915710,Standard," $ 1,342.17 ",9/9/2015,12/1/1977,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4312947,Standard, $ 196.50 ,11/4/2014,3/15/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29428095,Premier, $ 153.52 ,5/25/2014,8/1/1976,24,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18773899,Premier, $ 314.63 ,3/4/2015,9/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+3829179,Standard," $ 1,861.50 ",7/11/2014,3/15/1978,6,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+24411341,Standard, $ 698.80 ,6/3/2012,12/25/1978,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+108200757,Standard," $ 1,245.17 ",11/28/2015,2/1/1978,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+14932814,Premier, $ 252.08 ,10/2/2013,9/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52381603,Premier," $ 1,530.17 ",4/8/2015,8/15/1977,1,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8995411,Standard, $ 221.94 ,5/6/2014,6/15/1977,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22556412,Standard, $ 211.71 ,7/18/2014,12/25/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31249071,Premier," $ 1,922.83 ",5/22/2014,4/1/1978,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5202183,Standard, $ 187.49 ,8/28/2014,3/15/1978,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52858054,Premier," $ 1,579.33 ",2/27/2015,9/1/1981,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31721241,Premier," $ 1,804.00 ",8/27/2014,9/1/1981,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+9391626,Standard, $ 206.72 ,3/30/2014,4/1/1978,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19515922,Standard, $ 298.67 ,5/1/2013,9/1/1980,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+186013,Standard, $ 124.76 ,3/15/2015,9/1/1980,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31619206,Premier, $ 178.55 ,6/29/2015,9/1/1981,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,Y,N,N,N,N,N,Y,1-5,English
+21088406,Premier, $ 266.26 ,7/9/2014,10/15/1977,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+7146633,Premier, $ 194.19 ,11/21/2014,4/15/1978,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25354754,Standard, $ 871.52 ,8/17/2014,9/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+23933205,Premier, $ 208.15 ,8/13/2014,6/15/1986,19,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29706989,Standard, $ 274.06 ,4/28/2013,12/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,6-10,English
+23752493,Premier," $ 2,045.05 ",2/24/2012,2/1/1978,4,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+16043113,Standard, $ 232.08 ,6/13/2015,8/15/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13548395,Standard, $ 112.40 ,7/20/2015,6/15/1977,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+21906641,Premier, $ 255.56 ,9/7/2013,7/1/1970,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2421477,Standard, $ 467.34 ,8/29/2013,8/15/1981,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+14165711,Premier," $ 2,813.33 ",5/22/2012,4/1/1998,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+7044098,Premier, $ 390.63 ,9/10/2013,7/1/1992,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,
+21114086,Premier, $ 547.66 ,10/11/2013,4/1/1978,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+7678003,Premier, $ 316.05 ,4/9/2014,3/15/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8505061,Premier," $ 2,217.67 ",9/22/2013,2/1/1988,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+19506700,Premier, $ 100.15 ,11/22/2015,7/15/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14952697,Standard, $ 134.27 ,12/8/2014,9/15/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19623800,Standard, $ 255.18 ,9/10/2013,4/15/1978,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11331594,Premier," $ 1,668.13 ",1/9/2014,9/15/1973,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+14967566,Standard," $ 1,461.17 ",6/4/2015,9/15/1981,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+30810477,Standard, $ 160.48 ,3/15/2014,6/15/1977,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+11785597,Premier, $ 212.97 ,7/9/2014,7/15/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18443943,Premier, $ 321.62 ,8/26/2013,4/1/1996,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+28582544,Premier, $ 364.86 ,6/9/2014,4/15/1979,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+21424050,Premier," $ 4,558.88 ",11/1/2010,9/15/1981,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18805778,Standard," $ 1,237.83 ",12/4/2015,1/1/1978,1,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+12080068,Standard," $ 2,928.68 ",8/24/2013,3/29/2013,1,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+17340695,Premier, $ 454.63 ,11/2/2011,7/1/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10975103,Premier," $ 1,569.50 ",3/7/2015,3/15/1978,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+1999728,Premier, $ 412.97 ,8/6/2010,10/28/2009,9,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17406384,Standard, $ 194.03 ,7/12/2015,12/25/1978,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+30551569,Standard," $ 2,650.17 ",10/3/2012,7/10/2015,9,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+25617814,Standard, $ 145.50 ,7/25/2015,4/15/1978,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16831365,Premier, $ 205.16 ,4/11/2014,4/15/1982,24,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8062644,Standard, $ 419.89 ,10/24/2012,9/1/1979,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+18909836,Premier, $ 305.33 ,9/15/2012,4/1/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33077522,Premier, $ 130.43 ,11/20/2015,3/15/1978,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21219657,Standard, $ 253.62 ,9/21/2013,12/25/1978,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22146574,Standard, $ 293.76 ,8/1/2014,9/15/1981,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28089016,Standard, $ 445.79 ,12/21/2011,9/15/1981,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4427406,Premier, $ 214.88 ,9/9/2015,8/1/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2434960,Standard, $ 314.88 ,4/22/2015,8/1/2005,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9576189,Standard, $ 178.74 ,3/12/2015,7/15/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3325154,Premier, $ 176.61 ,9/30/2013,5/1/1975,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5704595,Premier, $ 178.59 ,9/10/2013,7/1/1975,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19757716,Premier, $ 684.16 ,2/9/2009,1/15/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30459990,Premier, $ 118.81 ,5/15/2015,9/15/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14798234,Standard, $ 198.01 ,4/14/2015,1/16/2013,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+33520352,Premier, $ 591.73 ,5/29/2010,1/15/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17580082,Premier," $ 2,615.00 ",11/1/2012,6/1/1978,5,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8392882,Premier," $ 1,770.33 ",9/24/2014,10/1/1960,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21388534,Premier," $ 3,387.80 ",11/8/2012,9/15/1981,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3064693,Premier, $ 467.90 ,3/27/2013,2/1/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+8308660,Premier," $ 1,236.04 ",1/13/2016,1/15/1980,1,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y, ,English
+24547547,Standard, $ 241.87 ,8/28/2015,1/1/1978,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26269505,Premier, $ 637.35 ,12/14/2015,7/1/1977,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3697605,Premier, $ 137.20 ,11/8/2014,1/1/1971,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22397806,Premier, $ 236.97 ,1/18/2014,1/1/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23862821,Premier, $ 191.26 ,12/12/2014,5/1/1978,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8711846,Standard," $ 1,068.60 ",9/16/2012,10/1/1981,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+20662769,Premier, $ 303.84 ,6/10/2014,7/15/1973,25,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23070447,Premier, $ 793.47 ,4/2/2014,12/15/1980,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+24007678,Premier, $ 822.02 ,11/2/2009,12/1/1980,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26246153,Standard, $ 123.15 ,4/1/2015,10/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33450368,Standard, $ 209.40 ,10/30/2012,11/17/2008,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26923064,Standard," $ 2,058.83 ",1/30/2014,1/1/1978,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+17888735,Standard, $ 715.00 ,9/10/2014,7/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+20402044,Premier, $ 270.79 ,2/9/2011,1/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20275561,Premier, $ 195.65 ,3/19/2013,2/1/1980,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1918428,Premier," $ 1,801.50 ",8/29/2014,1/6/2004,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13119083,Premier, $ 226.21 ,7/13/2015,2/1/1978,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7843289,Standard, $ 199.56 ,2/8/2013,8/1/1973,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14905151,Standard, $ 229.85 ,3/10/2014,7/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+18835709,Premier, $ 664.79 ,1/19/2008,9/15/1981,8,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25351054,Premier, $ 233.50 ,7/3/2014,4/1/1979,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+16932303,Standard, $ 98.63 ,12/8/2015,1/1/1978,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6225727,Premier," $ 2,054.00 ",2/3/2014,2/1/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52954365,Premier," $ 3,716.50 ",5/14/2010,5/15/1978,7,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+3053215,Premier, $ 284.11 ,9/19/2014,5/15/1978,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14146986,Premier," $ 4,493.67 ",1/4/2009,7/16/2010,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+26118943,Standard, $ 189.79 ,12/22/2014,6/1/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+55414086,Premier," $ 4,903.17 ",3/30/2010,4/7/2007,1,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+29681113,Standard, $ 310.94 ,1/2/2014,1/15/1978,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32868926,Premier, $ 231.94 ,2/23/2014,1/31/2015,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3345521,Standard," $ 1,517.47 ",6/12/2014,2/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+27372398,Premier, $ 340.91 ,1/4/2012,5/15/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+23574229,Premier, $ 241.62 ,12/16/2013,6/1/1978,13,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23913633,Premier, $ 184.20 ,7/15/2013,6/1/1978,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14980833,Premier," $ 1,831.50 ",8/5/2014,1/1/1979,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+22541113,Premier, $ 546.13 ,12/26/2007,5/15/1978,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+1136806,Standard, $ 278.17 ,7/31/2015,12/25/1980,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52321185,Premier," $ 1,826.07 ",7/20/2015,7/1/1978,5,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+11520423,Standard, $ 384.32 ,5/21/2015,6/1/1977,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32695262,Premier," $ 2,166.50 ",11/3/2013,4/15/1978,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,Y,N,N,N,N,Y,N, ,
+22731356,Premier," $ 1,171.33 ",1/27/2016,7/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6640817,Standard, $ 236.62 ,2/16/2015,6/15/1978,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2245465,Premier," $ 1,732.99 ",3/24/2011,10/15/1980,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+6863638,Standard, $ 226.74 ,4/2/2014,6/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28193432,Premier, $ 256.83 ,9/13/2015,8/25/2010,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
+10253329,Standard, $ 122.49 ,4/7/2015,5/15/1978,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+160455668,Standard," $ 2,164.17 ",11/5/2013,3/1/1972,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+20403547,Premier, $ 219.20 ,5/26/2014,7/1/1979,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+14573043,Standard, $ 195.07 ,11/15/2014,1/15/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9508270,Premier, $ 344.52 ,12/26/2014,5/15/1978,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
+25190837,Premier, $ 88.84 ,3/17/2016,10/1/1969,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4046662,Premier, $ 205.21 ,2/13/2016,2/15/1981,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2860605,Premier," $ 4,732.00 ",6/8/2005,6/1/1968,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+24164652,Standard," $ 1,286.88 ",9/8/2012,2/1/1979,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+12666321,Premier," $ 1,213.83 ",12/23/2015,3/1/1997,4,TRUE,TRUE,TRUE,NOTICE,,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+28436548,Premier, $ 146.69 ,10/27/2015,2/15/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26188097,Premier, $ 158.11 ,8/6/2015,8/1/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14522349,Premier, $ 127.08 ,2/20/2015,11/1/1968,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+27331309,Premier, $ 470.23 ,6/22/2009,9/1/1980,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+29450670,Standard, $ 381.03 ,6/20/2012,10/15/1968,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,Y,N,N,N,Y,6-10,English
+24786252,Premier, $ 308.52 ,11/9/2013,9/26/2012,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,6-10,English
+22745856,Standard, $ 242.34 ,7/9/2014,10/16/2002,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+11312791,Premier," $ 2,128.71 ",2/9/2014,7/1/1978,35,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y, ,
+8409821,Premier," $ 2,219.00 ",9/21/2013,4/15/1978,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+4209376,Standard," $ 2,839.20 ",9/28/2010,6/15/1985,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+33392650,Premier, $ 288.48 ,1/14/2013,10/15/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+21225422,Premier, $ 941.13 ,6/4/2013,12/10/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9338998,Standard, $ 87.15 ,3/18/2015,6/1/1978,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16780535,Premier," $ 1,512.83 ",4/22/2015,10/15/1979,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+19835328,Premier, $ 323.64 ,5/7/2012,2/1/1980,23,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2548941,Standard, $ 153.71 ,3/9/2016,6/15/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26655430,Premier, $ 187.15 ,1/29/2016,6/15/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+30946038,Premier, $ 157.39 ,8/12/2015,2/15/1973,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18407235,Standard," $ 1,755.33 ",10/6/2014,10/1/1971,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11206016,Premier," $ 2,986.50 ",1/2/2012,4/1/1970,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+52276572,Premier," $ 1,508.50 ",4/26/2015,10/1/1970,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26537607,Standard, $ 234.15 ,2/19/2012,10/30/2012,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+17850898,Premier," $ 1,280.24 ",7/1/2009,6/15/1978,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+26050611,Standard, $ 545.24 ,1/1/2008,12/15/1980,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14877529,Standard," $ 1,636.92 ",11/16/2015,7/26/2013,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+4648925,Standard, $ 252.72 ,9/27/2013,5/15/1978,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13373909,Premier, $ 377.30 ,6/20/2014,10/1/1981,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13318911,Premier, $ 673.80 ,12/3/2014,6/1/1978,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28265252,Premier, $ 835.87 ,4/30/2009,10/15/1979,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+9912916,Standard, $ 442.62 ,12/5/2013,12/15/1980,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19452106,Premier, $ 213.35 ,7/7/2014,5/30/2008,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9059104,Premier," $ 1,825.67 ",8/9/2014,5/1/1985,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+1879178,Premier," $ 1,532.67 ",10/29/2011,4/16/2008,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+10667169,Premier, $ 416.25 ,11/23/2011,6/15/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19830322,Standard, $ 274.40 ,4/25/2013,11/15/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8480087,Premier, $ 650.12 ,8/16/2012,3/1/1979,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,Y,Y,51-100,English
+31397488,Standard, $ 196.08 ,11/7/2014,2/15/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18578065,Premier, $ 273.47 ,5/2/2013,3/18/1999,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7295699,Premier, $ 145.81 ,11/3/2015,3/1/1975,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,Y,Y,Y,6-10,English
+11666017,Premier, $ 531.89 ,12/18/2012,6/1/1979,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+9037061,Standard, $ 311.65 ,12/30/2013,7/1/1978,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33404114,Premier, $ 137.39 ,6/28/2015,10/15/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+7667844,Standard, $ 368.83 ,7/13/2013,11/15/1981,19,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+25657035,Standard, $ 193.89 ,11/23/2014,12/25/1978,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20127779,Premier, $ 166.11 ,1/16/2014,7/1/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+20417438,Premier, $ 418.53 ,1/3/2014,4/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27282473,Premier, $ 236.93 ,1/19/2014,8/15/1973,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24588983,Standard, $ 236.11 ,1/24/2014,7/1/1978,20,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2942995,Premier," $ 4,414.83 ",10/19/2008,11/1/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9372162,Premier, $ 125.01 ,3/13/2015,5/15/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2129032,Standard, $ 439.92 ,7/14/2012,9/17/2015,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+3928425,Standard, $ 179.64 ,3/5/2015,12/25/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21170802,Standard, $ 205.85 ,8/5/2015,11/15/1991,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15397033,Standard, $ 169.85 ,1/14/2015,7/1/1977,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12336317,Standard, $ 476.17 ,5/10/2009,7/1/1977,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2898944,Standard, $ 156.04 ,8/21/2015,2/1/1980,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19708727,Standard," $ 4,930.00 ",8/24/2007,1/18/2006,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+18588042,Premier, $ 757.53 ,3/16/2010,7/1/1978,3,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,Y,N,N,11-50,English
+1289389,Standard, $ 534.60 ,9/14/2012,12/25/1980,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+31316011,Premier," $ 3,775.83 ",3/26/2010,6/26/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21762691,Premier, $ 193.47 ,11/26/2014,2/1/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18693921,Standard, $ 161.35 ,7/14/2015,5/31/2016,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52587533,Premier," $ 2,753.83 ",12/13/2013,12/15/1978,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+14864322,Premier, $ 266.08 ,12/17/2012,12/1/1979,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+688068,Premier, $ 580.67 ,6/9/2012,12/25/1980,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2320728,Premier, $ 236.89 ,1/22/2012,7/1/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+577927,Premier, $ 297.68 ,11/9/2012,12/15/1980,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+947662,Premier," $ 1,292.55 ",7/23/2014,6/20/2009,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+18547893,Premier, $ 213.71 ,6/3/2014,4/15/1979,2,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23909420,Premier, $ 351.49 ,8/5/2014,7/1/1978,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+3482018,Premier, $ 117.05 ,6/2/2015,11/1/1980,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+33164226,Standard, $ 131.44 ,5/3/2016,7/1/1977,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+9536426,Standard, $ 412.95 ,8/6/2010,3/1/1979,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+10563488,Premier, $ 203.43 ,9/16/2014,11/1/1960,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12294322,Premier, $ 196.10 ,11/7/2014,7/28/2014,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8721564,Standard, $ 83.24 ,5/13/2016,8/1/1973,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+941211,Standard, $ 139.68 ,10/14/2014,1/1/1980,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32616694,Premier, $ 188.35 ,6/23/2014,7/1/1970,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+16513529,Premier, $ 583.42 ,6/19/2013,7/1/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+11665080,Standard, $ 224.69 ,4/16/2014,11/1/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24723044,Standard, $ 263.52 ,1/3/2015,7/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,
+56251591,Premier," $ 1,513.83 ",4/22/2015,3/1/1979,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+1379463,Premier, $ 152.55 ,6/4/2014,10/15/1978,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15068116,Standard, $ 278.46 ,3/27/2013,3/15/1979,8,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20037575,Premier, $ 354.63 ,9/21/2014,7/15/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+13769218,Standard, $ 236.11 ,1/24/2014,11/1/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32925764,Premier, $ 371.64 ,1/11/2016,11/1/1972,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+14350384,Premier, $ 221.57 ,5/10/2015,7/1/1977,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28467241,Premier, $ 209.39 ,8/4/2014,8/1/1971,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52393079,Premier," $ 2,101.02 ",1/28/2015,3/1/1979,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,N, ,
+16434510,Premier, $ 277.53 ,12/2/2010,11/1/1979,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+1503339,Premier, $ 311.73 ,3/16/2015,12/25/1979,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7707534,Premier," $ 4,650.83 ",4/8/2008,12/8/1999,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+1982273,Standard," $ 1,276.93 ",7/17/2011,7/15/1977,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+29009716,Standard, $ 238.13 ,1/10/2014,2/15/2016,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9234987,Standard, $ 346.78 ,11/23/2011,6/27/2005,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22714027,Standard," $ 1,347.87 ",12/3/2014,8/1/1977,26,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+52266190,Premier," $ 1,801.58 ",8/5/2015,7/15/1977,1,TRUE,TRUE,TRUE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,N, ,
+107882484,Standard," $ 2,051.83 ",2/28/2015,12/25/1980,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+1776142,Premier, $ 450.19 ,11/12/2009,8/1/1977,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29466927,Premier, $ 972.92 ,5/3/2014,5/1/1979,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+28269135,Standard, $ 167.16 ,6/3/2015,3/3/2015,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32667532,Premier, $ 401.07 ,10/30/2010,7/15/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3701683,Standard," $ 2,591.12 ",3/25/2014,3/15/1979,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+21089961,Standard, $ 310.64 ,1/4/2014,8/24/2012,16,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9204342,Standard, $ 321.03 ,5/26/2012,1/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23044754,Premier, $ 394.40 ,8/24/2007,5/1/1977,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+10882675,Standard, $ 217.61 ,10/15/2014,3/15/1979,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+20308790,Standard, $ 302.27 ,10/7/2012,12/25/1980,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32023720,Premier, $ 234.13 ,2/8/2014,11/15/1981,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5864242,Premier, $ 140.45 ,10/6/2014,10/1/1977,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15964068,Premier, $ 289.93 ,6/13/2015,2/1/1980,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+9891575,Standard, $ 207.30 ,8/19/2014,11/15/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33317019,Standard," $ 4,725.33 ",2/7/2008,2/1/1980,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13403855,Premier, $ 235.66 ,2/21/2015,4/1/1979,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4367296,Standard," $ 2,903.00 ",3/10/2012,8/15/1977,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20202895,Premier, $ 226.99 ,4/10/2015,11/1/1970,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+8898520,Premier, $ 413.28 ,11/27/2012,3/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22319374,Premier, $ 346.66 ,8/26/2014,8/15/1980,14,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+25759459,Standard, $ 439.31 ,10/21/2011,3/1/1979,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+2159466,Standard, $ 243.50 ,12/20/2015,12/25/1980,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8637548,Premier, $ 235.59 ,2/5/2012,11/1/1979,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30329511,Standard, $ 323.07 ,3/4/2014,2/1/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11259570,Standard, $ 216.51 ,1/11/2014,9/1/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+52418434,Premier," $ 1,416.17 ",7/11/2015,8/1/1977,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+52521627,Premier," $ 1,717.17 ",11/6/2014,12/15/1968,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20951862,Standard, $ 167.90 ,5/28/2015,12/1/1968,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16976644,Premier, $ 122.27 ,1/24/2016,3/15/1979,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+962629,Premier," $ 1,930.67 ",11/16/2007,11/15/1978,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+997378,Standard, $ 221.76 ,6/25/2012,4/15/1964,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53267316,Premier," $ 1,032.00 ",5/20/2016,4/15/1979,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+7673101,Premier, $ 795.71 ,7/25/2011,8/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+12781357,Premier, $ 279.50 ,3/19/2013,12/15/1961,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24113668,Standard," $ 1,504.67 ",4/29/2015,1/1/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7155016,Standard, $ 226.19 ,5/11/2012,12/25/1980,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1612727,Premier, $ 208.90 ,8/8/2014,3/15/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7638325,Premier, $ 822.40 ,11/9/2014,11/15/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,N,Y,101-500,English
+8888621,Premier, $ 432.00 ,8/30/2014,1/1/1968,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+13233560,Premier, $ 149.85 ,7/1/2014,5/15/1976,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31298594,Standard, $ 524.30 ,10/26/2012,3/15/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+8954837,Premier," $ 1,266.17 ",11/11/2015,11/15/1979,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+4619785,Premier, $ 805.98 ,4/14/2009,12/25/1980,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+31984044,Standard, $ 152.59 ,9/15/2015,2/1/1972,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5481146,Premier, $ 429.69 ,11/3/2014,12/15/1968,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,Italian
+372749,Standard," $ 3,185.00 ",2/13/2014,1/1/1980,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+5646389,Standard, $ 160.15 ,7/23/2015,11/1/1978,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17146103,Premier, $ 405.39 ,4/30/2014,8/15/1977,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31029598,Standard, $ 269.38 ,8/20/2014,2/1/1980,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3274671,Standard, $ 322.78 ,3/22/2015,3/15/1979,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25489628,Premier, $ 120.28 ,4/30/2015,1/1/1978,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3659313,Standard, $ 206.56 ,8/1/2015,4/15/1972,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24373987,Premier," $ 1,247.83 ",11/26/2015,12/1/1989,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+861361,Premier," $ 1,886.50 ",6/20/2014,12/1/1974,33,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18949470,Premier, $ 85.84 ,4/17/2016,12/25/1980,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+29285874,Premier, $ 160.13 ,3/18/2014,4/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+3131255,Standard, $ 203.83 ,2/16/2014,5/1/1979,33,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+5636562,Premier, $ 111.24 ,8/1/2015,2/1/1981,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29100244,Premier, $ 164.99 ,1/27/2014,1/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+16418221,Premier, $ 377.63 ,6/19/2014,3/1/1977,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+28682258,Premier, $ 195.79 ,12/15/2015,11/15/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11618193,Premier, $ 152.93 ,9/13/2015,4/1/1979,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17435291,Premier, $ 225.08 ,5/22/2012,1/1/1968,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+52997532,Premier," $ 1,649.67 ",12/31/2014,2/15/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+16774214,Premier, $ 216.07 ,8/23/2012,7/15/1978,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29249964,Premier, $ 218.80 ,5/25/2015,11/15/1981,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+915951,Standard, $ 266.93 ,6/18/2013,2/1/1981,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53157673,Standard," $ 1,323.83 ",9/24/2015,11/1/1968,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+21023444,Premier, $ 568.52 ,7/20/2011,12/15/1968,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+52453591,Premier," $ 1,755.00 ",10/6/2014,2/1/1981,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20695697,Standard, $ 105.52 ,9/28/2015,2/1/1978,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+49591746,Standard," $ 3,233.33 ",6/13/2011,1/1/1995,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+9546512,Standard, $ 186.63 ,6/20/2013,10/15/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9108681,Premier," $ 1,435.87 ",9/4/2014,1/2/2014,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+25784527,Premier, $ 231.66 ,2/25/2014,12/15/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+2380966,Premier, $ 348.19 ,12/11/2014,2/1/1981,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+11910900,Premier, $ 572.93 ,6/27/2015,4/15/1980,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+32025642,Premier," $ 1,925.33 ",5/20/2014,12/25/1981,7,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,English
+27554187,Premier," $ 1,001.68 ",1/7/2014,11/15/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+11615311,Premier, $ 237.87 ,7/27/2013,2/1/1981,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+18619297,Standard, $ 694.12 ,3/19/2012,1/1/1968,5,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+1642010,Standard, $ 103.84 ,10/15/2015,9/1/1973,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30865012,Premier, $ 322.85 ,10/29/2013,2/1/1981,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3282750,Standard, $ 237.99 ,1/11/2012,1/1/1972,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9611153,Premier, $ 366.27 ,7/26/2013,4/15/1982,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+5714321,Standard, $ 210.45 ,10/13/2013,11/15/1981,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+17608109,Standard, $ 374.50 ,4/29/2014,12/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+4881245,Premier, $ 160.06 ,7/23/2015,7/15/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4063126,Premier, $ 210.88 ,10/15/2012,4/1/1979,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20093729,Standard, $ 147.30 ,7/11/2015,9/1/1974,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+522869,Premier, $ 211.13 ,10/12/2012,9/1/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,1-5,English
+9717566,Standard, $ 192.71 ,4/19/2013,7/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19647144,Premier, $ 103.47 ,10/19/2015,2/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20232705,Premier, $ 358.27 ,9/5/2013,12/15/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23469865,Standard, $ 187.54 ,1/8/2015,2/1/1981,23,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+18806493,Standard, $ 342.61 ,11/24/2013,12/1/1981,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15605215,Premier, $ 302.37 ,6/18/2014,9/15/1973,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30721688,Premier, $ 749.02 ,12/13/2009,12/15/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+23044883,Standard, $ 473.67 ,5/22/2013,4/15/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6859810,Standard, $ 310.22 ,1/9/2016,4/6/2016,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14437139,Premier," $ 1,330.93 ",12/20/2014,10/15/1973,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+28333981,Premier," $ 1,020.37 ",6/7/2015,4/1/1979,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+17985714,Standard, $ 202.33 ,1/10/2013,2/1/1968,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,1-5,English
+12290447,Premier, $ 144.07 ,6/21/2015,2/1/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,1-5,English
+22380416,Premier, $ 175.72 ,10/10/2013,2/1/1989,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+10018141,Premier, $ 298.03 ,5/6/2010,3/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13684417,Premier," $ 1,383.33 ",8/7/2015,1/1/1984,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+33431788,Premier, $ 172.38 ,12/25/2014,9/3/2008,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11194139,Premier," $ 1,521.00 ",4/16/2015,5/1/1972,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+14206514,Premier, $ 231.70 ,2/7/2016,9/1/1973,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+163944952,Premier," $ 1,023.17 ",5/28/2016,4/15/1994,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+9719067,Premier," $ 2,491.40 ",1/16/2014,8/1/1969,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+2757983,Premier, $ 204.30 ,9/9/2014,4/15/1982,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29454620,Standard, $ 193.57 ,12/27/2015,2/1/1981,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14925093,Standard, $ 229.08 ,4/11/2012,12/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16030356,Standard, $ 257.04 ,2/5/2015,9/1/1968,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+13962598,Premier, $ 965.50 ,7/14/2016,5/15/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3142612,Standard, $ 145.68 ,11/4/2015,2/1/1981,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4730959,Premier, $ 246.90 ,1/14/2016,2/15/1996,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+25307880,Premier, $ 343.95 ,11/17/2013,12/15/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3800970,Premier, $ 257.73 ,1/25/2014,6/1/1956,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+19074826,Premier, $ 453.80 ,11/30/2008,9/15/1973,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11830325,Standard, $ 375.33 ,6/29/2014,12/1/1981,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4020281,Standard, $ 182.47 ,8/1/2013,10/25/2017,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52787749,Standard," $ 2,129.50 ",12/3/2013,2/1/1981,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+28445759,Premier, $ 74.85 ,8/7/2016,5/1/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22615181,Standard, $ 190.35 ,1/12/2016,2/1/1981,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21191643,Standard, $ 130.81 ,1/12/2015,3/1/1960,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9246012,Premier," $ 2,336.50 ",6/17/2013,2/1/1982,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52490619,Standard," $ 1,647.50 ",1/2/2015,10/15/1973,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+148529,Premier, $ 308.42 ,8/24/2012,5/15/1979,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+52368943,Premier," $ 3,267.67 ",5/16/2011,5/15/1979,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+7111833,Premier, $ 753.93 ,3/31/2010,10/15/1973,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+19825530,Premier, $ 436.85 ,7/24/2015,3/19/2007,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+12168846,Standard," $ 2,793.20 ",11/14/2010,1/14/1999,44,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+947985,Standard, $ 487.17 ,6/12/2013,2/1/1968,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2312114,Premier," $ 1,515.83 ",4/20/2015,2/5/2011,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+21859652,Premier, $ 543.09 ,10/26/2013,8/1/1972,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+15001960,Premier, $ 293.71 ,12/8/2012,12/15/1981,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+30329206,Standard, $ 506.22 ,10/14/2007,10/1/1973,15,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4255692,Premier, $ 149.15 ,6/26/2015,2/1/1981,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+560626,Premier," $ 3,455.50 ",12/13/2010,12/16/1979,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+24252758,Standard," $ 2,539.85 ",3/22/2013,11/1/1978,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+56351296,Premier," $ 1,601.38 ",12/9/2015,2/20/2014,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17167020,Standard, $ 275.27 ,12/25/2010,12/25/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15379545,Premier," $ 1,450.83 ",6/12/2015,8/1/1968,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12141201,Premier, $ 144.37 ,8/26/2014,4/15/1982,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+56374673,Premier," $ 1,095.17 ",3/30/2016,4/1/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+15871828,Premier, $ 286.43 ,6/28/2015,11/15/1981,42,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
+12881834,Standard, $ 235.77 ,1/27/2014,1/1/1968,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+10757567,Premier, $ 667.58 ,8/7/2005,5/15/1979,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24378617,Premier, $ 219.87 ,7/15/2012,1/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9801623,Premier," $ 1,941.17 ",5/7/2014,12/15/1995,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+14033565,Premier, $ 284.69 ,2/13/2015,2/1/1981,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18198664,Premier, $ 185.09 ,7/6/2013,12/25/1982,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
+13194627,Standard, $ 142.53 ,8/17/2015,12/15/1981,8,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4131745,Premier, $ 477.81 ,9/9/2012,5/1/1974,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+30750343,Standard, $ 166.44 ,6/8/2015,5/1/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+9393954,Premier, $ 30.38 ,3/22/2018,8/27/2002,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+5656357,Standard, $ 234.06 ,2/8/2014,5/15/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16363906,Premier," $ 4,240.67 ",3/10/2009,5/15/1979,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+8914142,Premier, $ 152.68 ,6/2/2014,7/15/1982,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3725173,Standard, $ 163.99 ,2/7/2014,5/18/2012,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12792383,Standard," $ 2,499.68 ",11/10/2012,2/1/1982,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y, ,English
+797371,Standard, $ 334.53 ,12/13/2014,10/1/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11176469,Standard, $ 415.94 ,7/16/2010,9/1/1982,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31777943,Standard, $ 314.74 ,7/10/2012,1/1/1982,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7339370,Premier, $ 143.76 ,9/2/2014,8/4/2003,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16459244,Standard, $ 239.61 ,12/25/2011,3/9/2016,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10041716,Standard," $ 1,390.40 ",10/20/2014,5/1/1982,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+10968984,Premier, $ 253.16 ,8/23/2015,2/1/1982,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+53194400,Premier," $ 7,072.00 ",7/14/2008,1/1/1982,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,N, ,
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+21472988,Standard, $ 726.08 ,4/23/2015,4/12/2012,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+29740813,Premier, $ 225.60 ,4/10/2014,12/1/1973,29,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+9534445,Premier, $ 156.55 ,4/24/2014,2/1/1973,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5907199,Premier, $ 204.44 ,9/8/2014,12/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18159146,Premier," $ 3,977.50 ",10/12/2009,12/15/1995,15,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,N, ,English
+22291977,Premier," $ 2,145.67 ",11/20/2013,2/1/1982,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22813379,Standard, $ 269.16 ,8/21/2014,11/15/1979,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4021557,Standard, $ 235.12 ,2/1/2014,2/1/1982,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8271672,Premier, $ 390.53 ,1/14/2011,12/15/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11829205,Premier, $ 156.81 ,4/21/2014,5/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+870262,Standard, $ 84.73 ,4/28/2016,4/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+11885997,Premier," $ 2,237.00 ",9/6/2013,4/15/1973,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+47125344,Premier," $ 1,839.17 ",7/29/2014,3/8/2006,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2305220,Premier, $ 148.59 ,7/14/2014,5/15/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+11611739,Premier, $ 139.79 ,10/12/2014,5/2/2005,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25538390,Premier, $ 223.72 ,6/5/2012,12/15/1979,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52831733,Standard," $ 4,397.00 ",11/2/2008,3/15/1981,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4567186,Premier, $ 366.98 ,9/29/2014,6/8/2009,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16482152,Standard, $ 41.63 ,7/13/2017,2/2/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+13688662,Premier, $ 172.44 ,2/5/2016,12/1/1979,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10391902,Standard, $ 129.05 ,1/30/2015,5/15/1962,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26336087,Standard," $ 1,637.33 ",2/9/2014,12/1/1973,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
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+27346101,Premier, $ 122.79 ,1/20/2016,8/15/1981,6,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+13137610,Premier, $ 155.37 ,5/6/2014,4/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2674647,Premier," $ 1,017.75 ",7/27/2009,11/15/1979,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+20675659,Premier, $ 217.75 ,3/19/2015,5/1/1982,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
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+28164054,Standard, $ 680.07 ,10/7/2015,5/1/1982,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15392549,Standard, $ 94.05 ,1/24/2016,12/25/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5080623,Premier, $ 197.28 ,10/30/2014,9/1/1969,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27046015,Premier," $ 4,675.67 ",3/19/2008,6/1/1979,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+23174575,Standard, $ 208.16 ,11/11/2012,5/18/2015,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+25335468,Premier," $ 1,803.00 ",8/28/2014,11/10/2005,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+20015416,Standard," $ 2,237.33 ",9/6/2013,2/1/1979,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7256309,Premier, $ 179.20 ,3/8/2015,5/1/1982,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32807105,Premier, $ 219.23 ,8/17/2015,7/15/1983,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+1757532,Premier, $ 275.05 ,4/20/2013,4/15/1983,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+56285303,Standard," $ 2,409.50 ",4/18/2013,1/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4126405,Premier, $ 176.68 ,9/30/2013,6/1/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27853264,Premier, $ 648.54 ,11/14/2012,11/1/1966,28,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+32473925,Standard, $ 288.87 ,12/22/2013,12/25/1982,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+5111279,Premier, $ 104.68 ,10/7/2015,7/15/1983,4,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+7879004,Standard, $ 223.91 ,6/3/2012,1/1/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21068027,Premier, $ 894.00 ,3/11/2016,1/1/1981,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+17549900,Premier," $ 2,454.14 ",3/4/2015,1/15/1996,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,N, ,
+4753072,Standard, $ 266.71 ,12/12/2012,6/10/2005,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5065323,Premier, $ 331.43 ,12/25/2014,1/1/1967,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1063540,Standard, $ 193.87 ,12/8/2010,1/1/1981,17,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27050925,Premier, $ 651.56 ,4/6/2008,2/1/1981,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3077904,Standard, $ 335.09 ,2/15/2012,10/27/2009,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31698739,Premier, $ 116.55 ,6/7/2015,8/17/2011,16,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+547914,Premier, $ 235.87 ,1/26/2014,4/1/1981,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19021767,Standard, $ 134.20 ,12/9/2014,12/25/1982,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12867285,Standard, $ 594.67 ,5/14/2010,2/1/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4849454,Standard, $ 290.90 ,12/28/2012,2/1/1979,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18452270,Standard," $ 2,195.17 ",10/11/2013,1/3/2003,3,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20134496,Premier, $ 135.53 ,11/25/2014,2/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+17484878,Premier, $ 173.05 ,11/6/2013,2/1/1981,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32481725,Premier, $ 356.15 ,9/17/2011,4/15/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30210168,Premier, $ 218.10 ,6/3/2014,7/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12160909,Standard," $ 1,611.07 ",3/8/2014,2/1/1994,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+1660895,Premier, $ 755.73 ,5/24/2017,12/15/1979,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,English
+17546367,Standard," $ 1,873.50 ",7/1/2014,12/25/1981,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+7416736,Standard," $ 2,494.83 ",2/7/2013,1/1/1974,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+6424473,Premier, $ 258.60 ,6/13/2015,4/15/1981,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,
+25205799,Premier, $ 166.15 ,6/10/2015,1/15/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+32477422,Premier, $ 137.41 ,11/6/2014,1/1/1979,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28949749,Standard, $ 141.96 ,9/20/2014,1/1/1979,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15144421,Premier, $ 246.93 ,10/28/2014,1/15/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+53932816,Standard," $ 1,554.00 ",3/20/2015,1/1/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9829697,Standard, $ 58.00 ,7/24/2017,6/1/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+6046048,Premier, $ 393.77 ,4/14/2014,1/1/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+52657290,Premier," $ 1,415.83 ",7/11/2015,2/1/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27048660,Premier, $ 335.15 ,4/21/2009,2/1/1979,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3773139,Premier, $ 168.10 ,10/9/2014,4/15/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+16264295,Premier," $ 1,670.83 ",12/14/2014,12/28/2011,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,English
+5497210,Premier," $ 2,675.00 ",9/13/2012,2/1/1981,4,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+13098099,Premier, $ 270.74 ,5/21/2013,2/25/2004,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3357551,Premier, $ 221.09 ,5/12/2014,5/15/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+21295234,Premier," $ 1,287.47 ",6/25/2011,7/15/1983,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+19557113,Premier, $ 399.85 ,5/22/2014,1/1/1981,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8986806,Premier, $ 235.31 ,1/30/2014,7/1/1990,17,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19748396,Premier, $ 272.93 ,5/6/2013,12/25/1979,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25928002,Premier, $ 119.25 ,5/11/2015,6/15/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18793371,Premier, $ 328.57 ,1/6/2015,6/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+31925450,Premier, $ 243.50 ,12/2/2013,2/1/1968,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52940141,Premier," $ 1,528.58 ",1/23/2016,1/1/1979,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3413165,Premier, $ 141.23 ,9/28/2014,1/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3751420,Premier, $ 262.08 ,5/28/2015,2/1/1983,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19416272,Standard, $ 243.55 ,11/15/2011,6/1/1982,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19368431,Premier, $ 156.84 ,8/16/2015,6/1/1976,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3357964,Premier, $ 169.64 ,1/16/2015,7/15/1982,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+14052666,Premier," $ 1,601.38 ",12/9/2015,1/15/1983,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52382160,Premier," $ 3,028.80 ",1/14/2013,7/1/1982,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+163850119,Premier," $ 2,678.87 ",1/29/2014,5/15/1981,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1222728,Premier, $ 102.85 ,10/26/2015,7/1/1979,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+163970999,Premier," $ 2,668.50 ",9/18/2012,4/15/1982,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21316771,Standard, $ 110.44 ,8/9/2015,1/15/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+25949281,Standard, $ 855.14 ,1/5/2015,5/1/1981,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+32631174,Premier, $ 416.00 ,1/15/2007,7/15/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19594327,Premier, $ 276.02 ,4/13/2013,3/1/1972,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+52945272,Premier," $ 4,872.50 ",10/10/2007,2/15/1980,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12519838,Premier," $ 1,628.50 ",1/18/2015,5/15/1981,50,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+25349505,Standard, $ 159.52 ,7/27/2015,2/1/1982,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13033177,Premier," $ 2,813.63 ",11/5/2013,3/27/2006,1,TRUE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16036846,Premier, $ 168.65 ,5/23/2015,8/5/2011,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28812993,Standard," $ 1,030.48 ",11/19/2013,3/1/1980,20,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
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+22788021,Standard, $ 266.24 ,3/28/2011,5/15/1981,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11014271,Premier, $ 425.29 ,11/19/2014,7/24/2002,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+22160142,Standard, $ 324.26 ,10/21/2013,7/1/1982,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4588768,Premier, $ 191.73 ,12/8/2014,6/1/1981,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10382824,Premier, $ 154.64 ,5/13/2014,2/15/1983,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10703064,Premier, $ 121.61 ,4/16/2015,8/1/1979,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1627030,Premier, $ 150.39 ,6/26/2014,4/1/1980,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+15212454,Premier, $ 332.78 ,9/4/2013,7/1/1982,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+16209369,Premier," $ 2,719.08 ",10/16/2014,7/1/1982,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+12660259,Premier, $ 311.64 ,8/1/2012,7/1/1982,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3085885,Standard, $ 712.13 ,9/15/2014,5/15/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
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+18080712,Premier, $ 489.06 ,3/9/2015,10/15/1983,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,11-50,
+32963304,Standard, $ 131.70 ,2/12/2016,6/1/1981,14,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18682564,Premier," $ 2,546.50 ",12/27/2012,6/1/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10805063,Premier, $ 724.10 ,7/30/2015,2/1/1982,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+24192055,Premier, $ 514.50 ,4/6/2014,3/1/1980,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8134430,Premier, $ 143.57 ,9/4/2014,6/15/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+6946192,Standard, $ 714.72 ,9/6/2008,2/26/2015,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14423088,Standard, $ 415.72 ,10/25/2014,7/11/2011,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+22149732,Premier, $ 201.17 ,11/18/2015,2/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29712905,Standard, $ 252.45 ,8/16/2011,8/1/1979,7,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11504052,Premier, $ 265.52 ,6/28/2013,8/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+170336,Premier, $ 223.44 ,6/8/2012,7/1/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27654887,Standard, $ 153.08 ,5/29/2014,6/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3626973,Premier, $ 285.55 ,9/12/2014,8/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2695787,Standard, $ 377.20 ,6/21/2014,11/1/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+32100580,Premier, $ 207.20 ,8/20/2014,8/1/1979,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28444636,Standard," $ 1,815.32 ",10/14/2014,8/1/1979,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
+3698385,Premier, $ 407.80 ,2/16/2014,12/1/1980,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18466807,Standard, $ 287.07 ,8/9/2015,3/15/1983,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10952836,Standard," $ 3,613.50 ",8/6/2010,3/15/1983,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18465959,Premier, $ 110.22 ,2/15/2016,4/1/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+32025832,Premier," $ 1,519.42 ",11/20/2011,7/31/2006,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,N,101-500,English
+1224752,Premier, $ 226.40 ,4/4/2014,5/1/1968,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8487446,Premier," $ 2,551.12 ",1/12/2015,2/14/2006,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,N, ,
+10927995,Premier, $ 823.13 ,6/21/2009,4/1/1980,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9481542,Premier, $ 677.04 ,11/10/2012,5/1/1980,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15859728,Standard, $ 695.76 ,12/12/2008,12/17/2008,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2607823,Standard, $ 160.51 ,7/20/2015,4/15/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+53925578,Standard," $ 1,908.17 ",6/3/2014,4/5/2001,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20423045,Standard, $ 217.46 ,2/22/2015,8/1/1979,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19513846,Standard, $ 354.82 ,9/27/2011,4/15/1973,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5303884,Premier," $ 1,625.50 ",1/20/2015,3/15/1983,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32675177,Standard, $ 155.35 ,8/26/2015,2/1/1978,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26915419,Premier, $ 322.83 ,3/5/2014,5/15/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52297516,Premier," $ 3,015.00 ",12/9/2011,4/1/1976,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+97098,Premier, $ 281.68 ,10/2/2014,6/15/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+29305788,Standard, $ 809.73 ,2/28/2014,12/15/1973,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+33388885,Premier, $ 224.83 ,3/6/2016,9/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31571191,Standard, $ 148.59 ,10/14/2015,8/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+23169804,Premier, $ 401.28 ,1/17/2010,4/1/1979,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52873954,Premier," $ 1,475.33 ",5/23/2015,6/1/1981,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+1165863,Premier, $ 257.65 ,10/23/2014,6/1/1980,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18146399,Premier, $ 301.96 ,10/10/2012,1/15/1970,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11655198,Premier," $ 1,560.53 ",4/29/2014,5/1/1980,39,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+9210463,Premier," $ 3,539.83 ",10/5/2010,4/1/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11293497,Standard, $ 135.69 ,11/23/2014,2/15/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12656473,Premier," $ 1,487.20 ",2/19/2016,2/1/1980,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52279911,Standard," $ 1,807.00 ",8/25/2014,5/1/1974,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+107798502,Premier," $ 2,764.67 ",12/6/2013,2/15/1984,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+13459279,Standard, $ 590.25 ,1/20/2016,1/1/1973,15,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+25323405,Standard, $ 817.20 ,5/29/2016,6/15/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+28271359,Standard," $ 3,745.08 ",3/28/2012,2/1/1971,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15142378,Premier, $ 161.19 ,3/7/2014,11/19/2013,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11846726,Premier," $ 1,347.83 ",9/5/2015,4/29/2004,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+757896,Premier, $ 293.24 ,12/11/2012,7/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27723345,Premier," $ 3,139.07 ",4/14/2013,2/15/1984,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53999175,Premier," $ 3,454.32 ",9/27/2012,3/15/1980,2,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+4390079,Premier, $ 282.21 ,9/29/2014,12/25/1973,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11785562,Premier, $ 167.91 ,5/4/2015,7/1/1981,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23165446,Premier, $ 166.56 ,1/11/2014,2/15/1984,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18707708,Standard, $ 178.40 ,3/13/2016,2/15/1982,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6462496,Premier, $ 646.83 ,12/8/2008,7/1/1982,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7299418,Standard, $ 124.90 ,3/31/2016,6/1/1985,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+3784376,Premier, $ 423.07 ,12/15/2013,2/18/2010,1,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52554985,Premier," $ 1,676.00 ",12/10/2014,2/1/1983,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14423085,Premier, $ 155.67 ,5/3/2014,6/15/1981,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11995911,Standard," $ 3,513.20 ",11/7/2008,4/15/1984,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+11935754,Standard," $ 3,455.00 ",3/29/2012,7/2/2009,4,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+797518,Premier, $ 247.33 ,11/5/2013,3/15/1983,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+5744196,Standard, $ 599.00 ,5/5/2015,11/15/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+29246032,Standard, $ 139.13 ,10/19/2014,2/15/1982,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21670049,Premier, $ 967.20 ,3/23/2015,6/15/1980,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,Portuguese
+31300573,Standard," $ 2,268.17 ",8/12/2013,5/1/1975,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+19158218,Premier, $ 142.93 ,9/10/2014,2/15/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12263582,Standard, $ 20.19 ,4/21/2018,8/1/1983,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4129866,Standard, $ 298.81 ,4/3/2012,6/15/1981,20,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3370507,Standard," $ 2,071.50 ",1/20/2014,6/1/1980,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7558939,Standard, $ 394.67 ,3/2/2013,6/15/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18645822,Premier, $ 698.27 ,11/29/2008,7/1/1981,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10712654,Premier, $ 151.50 ,9/23/2015,6/15/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+6963912,Standard, $ 750.20 ,6/29/2014,9/10/2010,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,Portuguese
+14845088,Premier, $ 142.51 ,11/26/2015,7/1/1981,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+32660689,Premier, $ 783.53 ,4/22/2014,7/15/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+18040099,Premier, $ 195.27 ,3/23/2013,7/1/1972,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11621603,Premier, $ 174.15 ,4/13/2015,7/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28832420,Standard, $ 163.50 ,6/29/2015,2/15/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52777788,Premier," $ 4,933.07 ",3/11/2010,7/1/1981,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19625248,Standard, $ 367.62 ,2/24/2013,7/1/1974,27,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1261797,Standard, $ 344.70 ,11/1/2014,8/1/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13461761,Premier, $ 382.17 ,7/31/2014,8/1/1983,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24830368,Premier, $ 333.01 ,3/1/2012,7/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+7159682,Premier, $ 191.45 ,12/11/2014,8/1/1981,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2686067,Premier, $ 643.13 ,6/28/2011,2/15/1982,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17060559,Premier, $ 313.16 ,7/21/2012,8/15/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52678419,Premier," $ 1,493.33 ",5/8/2015,7/1/1982,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+18261019,Standard, $ 271.98 ,6/6/2014,7/15/1982,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+27417725,Standard, $ 187.26 ,1/10/2015,3/15/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28212835,Standard, $ 278.38 ,3/28/2013,7/1/1981,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33263937,Premier," $ 1,397.50 ",7/26/2015,3/15/1983,8,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+52337831,Premier," $ 1,683.50 ",12/4/2014,8/15/1983,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13494816,Standard, $ 365.21 ,3/9/2013,6/15/1980,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+30728768,Premier, $ 528.71 ,2/20/2014,7/15/1981,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+23978602,Premier, $ 655.20 ,10/24/2012,4/1/1983,21,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+54942337,Premier," $ 2,462.85 ",6/14/2014,3/15/1982,5,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+16282255,Standard, $ 438.13 ,10/14/2013,7/1/1982,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19686245,Standard," $ 2,099.28 ",1/29/2015,7/1/1981,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+24779018,Premier," $ 2,973.67 ",1/12/2012,7/21/2015,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4182837,Premier, $ 297.67 ,1/10/2014,7/1/1980,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+4368899,Premier, $ 124.89 ,3/14/2015,7/15/1981,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12359172,Premier, $ 240.57 ,12/16/2011,7/15/1981,20,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
+7744385,Standard, $ 168.69 ,5/23/2015,8/1/1981,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23225429,Premier, $ 104.48 ,10/9/2015,7/1/1982,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10117195,Standard," $ 3,401.45 ",10/31/2012,7/1/1980,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52467794,Premier," $ 1,919.67 ",5/24/2014,7/1/1995,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6354425,Premier, $ 154.40 ,9/2/2015,8/1/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6023600,Premier, $ 179.77 ,8/29/2013,3/15/1975,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+8053827,Premier, $ 351.47 ,12/14/2012,2/15/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+33230623,Premier, $ 288.45 ,5/1/2015,8/1/1983,10,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,Y,N,N,N,N,N,Y,11-50,English
+21464371,Standard, $ 270.23 ,5/25/2013,8/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9569097,Premier, $ 363.24 ,7/28/2011,7/1/1981,23,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+4157298,Premier, $ 163.66 ,6/28/2015,2/15/1982,18,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9420603,Premier, $ 123.03 ,4/2/2015,3/25/2003,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,Spanish
+15482465,Premier, $ 352.21 ,5/20/2013,11/1/1981,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27200948,Premier, $ 247.52 ,8/2/2015,8/1/1981,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,Y,N,Y,N,Y,6-10,Hebrew
+18891292,Premier, $ 188.72 ,6/20/2014,7/15/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+23881476,Premier, $ 235.09 ,2/1/2014,7/15/1981,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25805484,Premier, $ 358.86 ,8/29/2011,2/15/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52894218,Premier," $ 1,514.93 ",2/1/2016,7/15/1980,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27525607,Standard, $ 112.09 ,6/15/2016,2/15/1966,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25723692,Premier, $ 270.27 ,5/25/2013,8/1/1976,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29034203,Standard, $ 215.50 ,6/21/2014,8/1/1970,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+23749661,Premier, $ 247.88 ,10/2/2011,7/1/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+5757593,Premier," $ 3,849.73 ",11/28/2007,7/1/1982,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+5423799,Premier, $ 313.99 ,12/6/2011,8/1/1981,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5773923,Premier, $ 503.13 ,1/21/2013,7/11/2005,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14945225,Premier, $ 193.87 ,4/7/2013,7/15/1981,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+8088166,Premier, $ 163.73 ,2/9/2014,3/15/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5760567,Premier, $ 162.29 ,7/8/2015,7/1/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11213762,Premier," $ 1,151.00 ",2/13/2016,7/15/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27082226,Standard, $ 206.13 ,12/2/2012,8/1/1980,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9887544,Standard, $ 301.15 ,6/24/2014,8/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11484503,Standard," $ 4,665.03 ",10/3/2003,3/15/1982,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+1630995,Premier, $ 269.57 ,12/3/2014,8/1/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18479662,Premier," $ 1,912.83 ",5/30/2014,6/22/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+32337318,Premier, $ 159.82 ,12/19/2014,7/1/1982,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+5713488,Premier, $ 242.99 ,4/18/2015,7/15/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21683806,Standard, $ 151.45 ,9/23/2015,2/1/1974,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10230736,Premier, $ 214.52 ,1/27/2014,10/1/1963,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1466263,Premier, $ 114.17 ,6/16/2016,1/1/1967,24,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21814538,Premier," $ 1,057.93 ",4/24/2015,4/15/1982,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+16069514,Premier, $ 159.01 ,7/31/2015,1/1/1966,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24830886,Premier, $ 680.90 ,10/29/2012,3/1/1974,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+12726407,Premier, $ 195.89 ,11/9/2014,7/1/1982,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4917945,Premier, $ 414.19 ,7/28/2010,8/1/1980,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21902096,Standard, $ 129.16 ,1/29/2015,8/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5766307,Standard, $ 179.39 ,9/2/2013,4/15/1994,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
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+7767392,Premier, $ 217.72 ,8/6/2012,4/1/1982,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8727896,Standard," $ 1,819.67 ",8/14/2014,4/1/1983,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27192803,Premier, $ 228.64 ,10/8/2013,2/15/1974,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32263450,Premier," $ 1,787.07 ",8/14/2015,9/1/1980,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+7077678,Premier," $ 1,595.49 ",2/10/2014,7/1/1977,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N,101-500,English
+5471752,Premier, $ 230.08 ,9/27/2013,3/15/1982,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+31708757,Premier, $ 203.18 ,4/26/2014,8/1/1980,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13082457,Premier, $ 220.72 ,7/6/2012,12/15/1979,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15322372,Premier, $ 591.66 ,6/12/2014,7/15/1982,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+7216479,Premier, $ 238.08 ,1/10/2012,7/15/1982,49,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,N,Y,6-10,
+163839342,Premier," $ 2,192.32 ",7/20/2015,3/15/1982,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+9487047,Premier, $ 442.10 ,1/10/2012,3/15/1982,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52926558,Standard," $ 1,632.60 ",8/25/2015,3/15/1982,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+22504991,Premier," $ 1,433.28 ",5/25/2008,2/1/1974,22,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+28897153,Standard, $ 827.00 ,1/23/2014,8/1/1983,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+32491351,Standard, $ 698.67 ,10/13/2014,7/28/2009,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+32228916,Premier, $ 416.42 ,7/12/2010,7/1/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24064089,Premier, $ 221.74 ,11/16/2014,6/1/1981,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,Spanish
+30693074,Standard, $ 359.56 ,8/24/2011,3/19/2014,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+12001365,Premier, $ 113.17 ,7/12/2015,2/1/1986,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32318453,Premier, $ 494.62 ,4/4/2014,7/15/1983,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+16330480,Premier, $ 769.86 ,5/19/2015,1/7/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+31821015,Standard, $ 258.66 ,10/18/2014,7/15/1980,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17288678,Premier, $ 228.60 ,7/28/2013,3/15/1982,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+10359925,Premier, $ 126.35 ,2/27/2015,3/15/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4262159,Premier, $ 748.48 ,5/28/2007,2/15/1984,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4855467,Standard, $ 509.90 ,1/2/2011,8/1/1981,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6596460,Premier, $ 274.57 ,5/22/2014,10/3/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+3848192,Standard, $ 343.87 ,7/5/2013,10/25/2005,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+1612753,Premier, $ 293.21 ,1/1/2014,8/17/2011,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33517775,Standard, $ 165.48 ,1/22/2014,3/15/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18047104,Premier, $ 356.89 ,4/24/2013,3/15/1983,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32647970,Premier, $ 179.01 ,3/10/2015,2/15/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23583641,Premier, $ 500.24 ,2/7/2015,4/15/1984,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+5381339,Premier," $ 1,554.83 ",3/19/2015,3/1/1964,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24447418,Premier, $ 214.25 ,6/30/2014,7/1/1982,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26037121,Standard, $ 186.98 ,11/17/2015,9/1/1980,1,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22317532,Standard," $ 1,698.20 ",4/5/2013,4/1/1983,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+7425270,Premier, $ 221.12 ,7/2/2012,3/1/1982,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+2862751,Premier, $ 224.86 ,4/22/2015,3/1/1984,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+6293315,Standard, $ 952.70 ,8/25/2015,2/10/2015,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+465038,Standard, $ 132.77 ,12/23/2014,8/15/1977,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33459690,Standard, $ 238.33 ,1/8/2012,12/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+402456,Standard, $ 573.57 ,4/8/2012,9/1/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5877721,Premier, $ 127.55 ,2/15/2015,7/15/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4965801,Premier, $ 607.73 ,4/17/2015,8/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+7460129,Standard, $ 200.13 ,9/5/2015,8/1/1980,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32995854,Premier, $ 394.56 ,3/3/2013,4/1/1983,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
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+21946645,Premier," $ 5,868.40 ",9/25/2007,3/15/1982,4,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+8649122,Standard," $ 1,648.33 ",1/2/2015,5/1/1980,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7765234,Premier, $ 366.53 ,3/2/2013,4/1/1983,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+32443703,Premier, $ 243.35 ,12/4/2013,3/15/1982,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28489774,Premier," $ 2,002.00 ",3/31/2015,8/1/1981,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2732464,Premier, $ 204.93 ,10/29/2015,4/1/1982,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5662341,Premier, $ 294.51 ,2/22/2015,8/15/1980,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+15704043,Premier," $ 1,648.67 ",1/1/2015,8/1/1981,33,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9745842,Standard," $ 3,085.33 ",10/13/2011,8/1/1970,7,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52481262,Premier," $ 1,049.33 ",5/6/2016,11/15/1982,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52298016,Premier," $ 1,437.33 ",6/23/2015,8/1/1980,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+18761689,Premier, $ 189.00 ,5/27/2013,1/15/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+12924206,Premier, $ 171.18 ,5/5/2015,3/1/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6303890,Premier, $ 455.99 ,11/13/2008,4/15/1982,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21808594,Premier, $ 386.93 ,5/12/2014,4/1/1982,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7890448,Premier, $ 233.45 ,2/13/2014,1/14/2010,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17618504,Standard, $ 791.32 ,8/4/2011,7/1/1982,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
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+29387129,Standard," $ 4,541.42 ",3/3/2012,9/1/1980,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+52497151,Standard," $ 4,929.17 ",3/13/2010,6/21/2006,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+11319495,Premier, $ 504.54 ,8/14/2010,9/1/1980,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+18501656,Standard," $ 1,884.33 ",6/22/2014,4/15/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10513473,Standard, $ 327.72 ,7/6/2009,8/15/1980,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+408612,Standard, $ 138.86 ,9/15/2015,11/1/1983,30,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15300822,Standard, $ 135.79 ,11/22/2014,3/3/2018,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+29313124,Premier, $ 179.03 ,2/11/2015,7/28/2004,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+29288246,Premier, $ 247.41 ,8/27/2014,4/1/1982,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+8156522,Standard, $ 250.29 ,10/9/2014,5/1/1983,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+19920675,Standard, $ 132.67 ,2/5/2016,4/15/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Japanese
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+29118237,Premier," $ 1,395.17 ",7/28/2015,5/15/1973,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+27743740,Premier, $ 499.79 ,9/11/2011,8/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9739042,Premier, $ 174.34 ,12/10/2014,8/1/1982,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13095430,Premier, $ 147.81 ,7/22/2014,8/1/1982,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+5775621,Standard," $ 3,440.45 ",10/6/2012,8/26/2013,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26987721,Premier, $ 345.28 ,9/1/2014,3/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
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+20489157,Premier," $ 3,069.83 ",10/25/2011,5/1/1983,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16561050,Premier, $ 164.53 ,6/21/2015,8/1/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20323595,Standard, $ 331.15 ,7/24/2011,9/1/1970,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11918496,Premier, $ 455.72 ,10/27/2011,8/15/1982,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10426798,Standard, $ 400.43 ,2/1/2013,7/15/1982,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32351869,Standard, $ 90.84 ,2/26/2016,3/15/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33182752,Premier, $ 338.67 ,1/21/2012,5/1/1974,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1098728,Standard, $ 140.93 ,12/8/2015,8/1/1984,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25539359,Premier, $ 182.17 ,8/5/2013,8/15/1984,14,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
+15087347,Premier, $ 319.35 ,11/17/2013,8/15/1984,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7169094,Premier," $ 1,618.67 ",1/26/2015,5/1/1974,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+51182669,Standard," $ 3,326.33 ",3/29/2011,3/15/1984,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+533054,Premier, $ 493.20 ,10/15/2011,3/1/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12281378,Premier, $ 823.87 ,2/25/2007,11/14/2011,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+22341062,Premier, $ 163.05 ,7/2/2015,3/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4081564,Premier," $ 3,170.83 ",8/4/2011,8/1/1984,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2252786,Premier," $ 3,142.67 ",1/19/2013,8/15/1984,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,500+,English
+10507026,Premier, $ 191.97 ,3/20/2014,8/1/1982,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,
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+23955440,Standard, $ 98.87 ,6/25/2016,4/15/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+31554011,Standard, $ 669.93 ,3/10/2011,3/1/1985,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16992924,Premier, $ 237.19 ,12/23/2014,8/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+9080842,Premier, $ 345.63 ,11/8/2013,8/15/1986,4,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10896320,Premier, $ 278.17 ,3/29/2013,5/1/1974,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33569319,Premier, $ 128.64 ,2/4/2015,8/1/1982,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4543725,Premier, $ 329.30 ,8/7/2011,8/1/1986,13,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1952277,Premier, $ 341.83 ,12/29/2011,5/15/1978,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10440377,Premier, $ 411.90 ,8/14/2010,4/15/1993,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14842047,Premier," $ 2,112.40 ",10/11/2012,8/1/1984,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+16326514,Standard, $ 667.33 ,12/10/2012,7/28/2017,21,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Italian
+16538263,Premier, $ 501.12 ,11/12/2008,8/1/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31644260,Premier," $ 1,430.17 ",6/29/2015,9/15/1983,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11246863,Premier, $ 323.56 ,9/21/2011,8/15/1983,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+13426022,Premier, $ 536.57 ,9/6/2012,6/30/2003,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+1343344,Standard, $ 98.10 ,7/1/2016,6/1/1983,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,1-5,
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+52989658,Premier," $ 2,244.67 ",10/29/2014,6/1/1983,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13743193,Premier, $ 293.30 ,5/30/2015,8/15/1982,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30449729,Premier, $ 287.06 ,1/2/2014,6/1/1983,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4340058,Premier," $ 3,791.00 ",3/14/2010,3/1/1985,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16588063,Standard, $ 293.70 ,12/8/2012,2/15/1983,9,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26959672,Premier, $ 122.69 ,4/5/2015,8/1/1982,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2995531,Premier, $ 181.14 ,2/22/2015,3/15/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10218750,Standard, $ 177.99 ,1/5/2016,8/1/1979,18,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31318123,Premier, $ 224.15 ,3/18/2014,12/1/1995,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+6676415,Premier, $ 878.00 ,10/11/2013,6/1/1983,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26726563,Premier, $ 180.40 ,2/28/2015,9/1/1976,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1132277,Premier, $ 577.13 ,6/19/2015,8/18/2000,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+9289941,Standard, $ 108.04 ,9/2/2015,6/1/1980,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27161791,Standard, $ 558.65 ,9/4/2012,2/15/1985,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6566688,Premier, $ 302.83 ,3/3/2012,8/15/1977,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32709116,Premier, $ 179.71 ,3/5/2015,11/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5881501,Standard," $ 1,561.04 ",12/20/2011,8/15/1984,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+4052541,Premier, $ 773.64 ,1/9/2007,8/15/1985,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+24703297,Premier, $ 251.22 ,10/8/2013,4/1/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52066633,Premier," $ 1,896.33 ",6/12/2014,7/15/1985,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18784086,Standard, $ 293.23 ,6/25/2010,8/15/1982,14,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15492201,Standard, $ 228.42 ,3/21/2014,3/1/1985,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20100270,Premier, $ 414.69 ,6/10/2012,9/30/2013,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16193912,Premier, $ 231.10 ,3/1/2014,9/15/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12330236,Premier," $ 2,034.67 ",2/19/2014,6/30/1983,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29877720,Premier, $ 297.33 ,11/12/2012,3/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23353340,Premier, $ 311.94 ,1/21/2015,8/6/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+28152066,Premier, $ 499.20 ,9/14/2011,8/1/1982,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20056180,Standard, $ 164.15 ,6/24/2015,6/15/1979,18,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33451729,Premier, $ 112.27 ,4/11/2016,9/24/2004,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24223656,Premier, $ 198.57 ,2/18/2013,6/15/1973,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18608923,Premier, $ 346.57 ,10/24/2014,9/1/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29964793,Standard, $ 275.53 ,7/17/2014,10/25/2000,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7554229,Premier, $ 443.21 ,12/2/2013,4/1/1984,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22450106,Premier," $ 1,706.33 ",11/15/2014,7/15/1985,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6958304,Premier, $ 623.38 ,7/4/2008,8/15/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+17947528,Premier, $ 192.05 ,3/19/2014,7/15/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+2184988,Standard, $ 172.60 ,10/30/2014,4/3/2006,3,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,Y,N,N,N,N,N,N,1-5,
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+14864643,Standard, $ 288.61 ,1/13/2013,9/1/1984,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52512310,Standard," $ 2,091.83 ",1/3/2014,5/29/2003,3,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+33320344,Standard, $ 166.21 ,1/15/2014,9/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16438546,Premier, $ 292.08 ,12/19/2012,9/1/1983,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12264383,Standard, $ 757.27 ,3/17/2010,3/15/1984,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18288348,Premier, $ 467.80 ,6/15/2013,8/15/1984,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+5032086,Premier, $ 196.26 ,8/14/2015,1/7/2015,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+24095056,Premier, $ 227.90 ,10/14/2013,5/15/1981,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+156235064,Standard," $ 2,081.33 ",1/12/2014,8/15/1982,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22844409,Standard," $ 5,210.00 ",1/7/2007,8/15/1985,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1599255,Standard, $ 114.00 ,7/3/2015,8/1/1990,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18607255,Premier, $ 98.17 ,6/24/2018,8/1/1985,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+1126992,Premier, $ 455.56 ,10/8/2014,3/15/1984,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+17789317,Premier, $ 145.32 ,8/17/2014,3/1/1984,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1803075,Premier, $ 453.71 ,5/4/2012,9/15/1983,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+20096687,Premier, $ 232.16 ,6/12/2015,3/1/1980,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23462201,Premier, $ 346.77 ,10/23/2014,9/1/1983,26,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+56488397,Premier," $ 2,699.00 ",8/24/2012,9/15/1983,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23151093,Premier, $ 259.62 ,8/9/2013,9/15/1984,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52856223,Standard," $ 2,378.00 ",5/14/2013,7/1/1975,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25472839,Premier, $ 237.36 ,1/18/2012,4/1/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11434053,Premier, $ 286.53 ,1/28/2013,3/15/1984,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32399996,Premier, $ 298.10 ,4/9/2012,9/1/1984,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16891805,Premier, $ 379.83 ,1/20/2008,8/1/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17567218,Premier, $ 504.86 ,10/17/2008,4/1/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13460249,Standard, $ 301.28 ,10/14/2012,8/30/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21264052,Standard," $ 1,028.00 ",5/24/2016,2/6/2008,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16690431,Premier, $ 285.47 ,2/5/2013,4/15/1985,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6099084,Premier, $ 160.04 ,7/24/2015,3/15/1986,22,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15733748,Premier, $ 365.93 ,8/6/2014,8/1/1984,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+13819471,Premier, $ 255.75 ,9/6/2013,4/1/1985,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21942647,Premier," $ 2,038.40 ",3/3/2012,4/15/1985,9,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+2861810,Premier, $ 317.97 ,11/10/2014,12/1/1982,20,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+17038452,Premier, $ 120.35 ,4/29/2015,9/15/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+30265633,Premier, $ 174.27 ,4/13/2015,3/15/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+1973384,Premier, $ 191.58 ,10/22/2015,2/10/2003,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28418776,Premier, $ 715.60 ,9/8/2014,4/1/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25061037,Premier, $ 122.88 ,1/19/2016,3/1/1984,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6400437,Premier," $ 2,355.83 ",6/1/2013,10/1/1984,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6047111,Premier, $ 499.87 ,9/11/2011,4/15/1985,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,Y,N,Y,N,Y,11-50,English
+15625723,Premier, $ 192.80 ,12/1/2014,11/15/1985,18,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13129933,Standard," $ 2,802.17 ",6/1/2012,7/1/1984,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+17745463,Premier, $ 189.01 ,12/28/2014,11/1/1983,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25569119,Premier, $ 407.83 ,7/17/2012,2/23/2006,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1580096,Premier, $ 819.53 ,2/8/2014,10/15/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+6553403,Premier, $ 215.16 ,6/24/2014,11/1/1983,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+163857436,Premier," $ 9,061.43 ",1/26/2003,7/15/1983,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5527755,Standard, $ 240.93 ,12/31/2015,7/2/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16585627,Premier, $ 164.61 ,1/31/2014,4/1/1962,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24125652,Premier, $ 593.09 ,5/15/2013,4/15/1985,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+24792816,Premier, $ 93.13 ,2/2/2016,8/1/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52542046,Standard," $ 2,273.83 ",6/1/2011,4/1/1985,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+9760152,Premier," $ 1,165.80 ",3/1/2012,11/1/1983,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,
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+12268181,Standard, $ 353.77 ,9/25/2014,10/30/2012,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24469197,Premier, $ 308.65 ,8/23/2012,4/1/1985,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3710567,Standard, $ 341.07 ,1/3/2012,12/1/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,6-10,
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+26165962,Premier, $ 724.05 ,7/20/2008,12/1/2011,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+10293532,Premier," $ 1,686.67 ",12/1/2014,11/6/2006,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+28430284,Standard," $ 2,216.50 ",11/16/2014,12/1/1984,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24922055,Standard, $ 158.83 ,4/1/2014,12/25/1982,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7726579,Premier, $ 185.92 ,1/19/2015,12/1/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52535282,Standard," $ 2,107.30 ",1/24/2015,7/15/1983,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32842897,Premier, $ 272.32 ,11/19/2014,12/25/1984,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14021606,Premier, $ 265.16 ,6/30/2013,7/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+14730233,Standard, $ 230.10 ,3/9/2014,7/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52808791,Standard," $ 2,273.92 ",10/11/2014,7/1/1986,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+182528,Premier, $ 160.48 ,7/20/2015,12/1/1983,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16148114,Premier, $ 427.19 ,12/29/2011,4/15/1977,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,
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+8194417,Premier, $ 352.69 ,10/3/2013,12/15/1984,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11889753,Premier, $ 103.18 ,5/20/2016,10/1/1977,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+32787106,Standard, $ 501.63 ,5/16/2014,7/1/1986,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16277754,Premier, $ 258.63 ,8/16/2013,4/15/1972,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29833347,Premier, $ 408.88 ,12/20/2012,7/1/1984,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29611175,Premier, $ 239.08 ,12/31/2011,12/1/1984,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+23218653,Premier," $ 1,859.40 ",3/23/2015,2/15/1985,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,N, ,
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+12749875,Standard, $ 169.64 ,12/11/2013,12/1/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+56445569,Premier," $ 1,968.17 ",4/15/2014,4/15/1985,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3411073,Premier, $ 356.57 ,4/26/2013,12/15/1984,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+163969187,Premier," $ 3,140.33 ",8/29/2011,11/1/1983,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26908940,Premier, $ 200.59 ,10/6/2014,7/1/1986,20,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29578558,Standard, $ 217.64 ,6/6/2014,1/25/2005,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5864927,Premier, $ 276.48 ,4/10/2013,11/1/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30085884,Standard, $ 411.50 ,1/31/2014,7/1/1986,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+14269791,Standard, $ 291.58 ,12/23/2012,7/1/1986,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12693103,Premier, $ 175.07 ,10/16/2013,7/1/1986,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7059084,Premier," $ 1,740.00 ",10/18/2014,12/15/1984,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+738742,Standard, $ 155.28 ,5/7/2014,3/15/1986,19,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+16580771,Standard, $ 206.90 ,8/22/2014,12/15/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+13235577,Standard, $ 485.71 ,11/22/2011,3/15/1986,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31276137,Standard, $ 192.72 ,12/1/2014,3/15/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2480322,Standard, $ 284.80 ,4/24/2012,12/1/1985,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,1-5,
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+9831739,Standard, $ 475.90 ,5/13/2013,5/1/1985,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22507844,Premier, $ 264.72 ,7/3/2013,7/1/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2935300,Premier, $ 345.12 ,12/5/2011,7/1/1986,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32324046,Premier, $ 429.84 ,9/3/2012,7/1/1986,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23184012,Standard," $ 1,303.73 ",5/23/2011,7/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+13461907,Standard, $ 267.37 ,3/16/2011,7/1/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12079223,Premier, $ 252.95 ,9/26/2013,7/1/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31911990,Premier, $ 260.48 ,1/18/2015,4/15/1986,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10959749,Premier, $ 346.48 ,11/4/2013,7/1/1986,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+32976612,Standard, $ 424.90 ,5/13/2010,7/1/1986,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21140731,Standard, $ 289.28 ,6/17/2012,11/1/1985,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16099220,Premier, $ 550.20 ,7/12/2012,7/1/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Italian
+19219156,Standard, $ 362.69 ,8/1/2011,11/1/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6274366,Premier, $ 514.93 ,12/4/2012,5/1/1985,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6089075,Premier, $ 301.22 ,10/15/2012,7/1/2013,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52381316,Premier," $ 1,688.70 ",10/15/2015,7/1/1986,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+56285316,Premier," $ 1,976.00 ",4/8/2014,3/15/1986,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+25452541,Standard, $ 964.40 ,4/17/2013,12/25/1984,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28694874,Premier, $ 444.50 ,12/23/2009,4/1/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8811172,Premier, $ 346.15 ,11/28/2011,7/1/1986,22,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33143367,Premier, $ 492.27 ,10/20/2011,6/26/2003,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16135976,Premier, $ 159.87 ,4/3/2015,5/1/1985,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+12479448,Standard, $ 171.29 ,11/24/2013,7/15/1986,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2784787,Premier," $ 1,284.80 ",4/17/2004,7/1/1986,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15889149,Premier, $ 405.09 ,10/2/2010,4/15/1985,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26596221,Premier," $ 3,105.18 ",3/27/2014,7/11/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+29295886,Premier, $ 265.08 ,4/9/2011,2/29/2008,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+6604869,Premier, $ 330.48 ,7/29/2011,3/15/1986,15,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4721985,Standard, $ 250.46 ,10/14/2013,5/1/1985,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+3819510,Standard, $ 330.70 ,9/16/2013,6/15/1985,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,German
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+56452878,Premier," $ 1,729.80 ",6/20/2015,8/6/1984,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N, ,
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+54159699,Premier," $ 3,899.67 ",12/15/2009,2/15/1982,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1259193,Premier," $ 2,911.04 ",11/25/2011,6/15/1985,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y, ,English
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+1369225,Premier," $ 3,985.54 ",12/20/2012,11/15/1986,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,N, ,
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+52932916,Premier," $ 6,725.55 ",2/5/2007,11/15/1986,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32603094,Premier, $ 125.68 ,3/26/2016,12/15/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+52512488,Premier," $ 3,306.00 ",4/15/2011,4/15/1985,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3752590,Premier, $ 183.87 ,7/30/2014,2/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+18207017,Standard, $ 166.15 ,6/10/2015,12/1/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6132598,Standard, $ 223.97 ,7/24/2015,1/1/1978,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+491442,Premier, $ 162.52 ,2/22/2014,8/1/1982,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+56370596,Premier," $ 1,648.33 ",1/2/2015,7/15/1965,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5705544,Premier, $ 247.47 ,11/4/2013,1/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+52646520,Premier," $ 1,607.17 ",2/4/2015,11/15/1986,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9506024,Standard," $ 1,767.13 ",8/8/2012,7/8/2002,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,Y,N,N,101-500,English
+22961781,Premier, $ 152.16 ,6/8/2014,7/15/1984,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+14692547,Standard," $ 1,456.67 ",6/7/2015,2/1/1985,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10976642,Premier, $ 272.93 ,5/6/2013,3/15/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+13659507,Premier," $ 2,451.50 ",3/15/2013,7/15/1984,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2184153,Standard, $ 185.47 ,1/22/2015,4/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5800233,Premier, $ 266.11 ,6/23/2013,12/25/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29548284,Premier, $ 223.16 ,9/9/2014,1/15/1984,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+19917721,Premier," $ 1,187.83 ",1/14/2016,2/1/1985,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27703793,Premier, $ 184.76 ,1/27/2015,2/1/1985,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+25268572,Premier, $ 304.47 ,4/15/2015,12/15/1985,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+28722631,Premier, $ 365.07 ,8/1/2013,7/1/1985,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23207119,Premier, $ 198.30 ,10/22/2014,2/15/1980,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12345611,Premier, $ 494.96 ,10/6/2011,7/1/1997,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6715008,Standard, $ 277.92 ,3/31/2013,8/15/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19053557,Premier, $ 163.27 ,2/14/2014,11/15/1986,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24790293,Standard, $ 185.24 ,9/15/2014,1/1/1988,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+52353029,Standard," $ 5,250.50 ",12/4/2006,11/15/1983,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+15498515,Standard, $ 393.31 ,12/25/2010,11/15/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12942470,Standard, $ 302.24 ,6/18/2014,12/1/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+28136216,Premier, $ 14.20 ,7/16/2018,12/25/1986,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+17755831,Premier, $ 554.05 ,12/7/2010,2/1/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+1555383,Premier, $ 924.93 ,10/9/2012,12/25/1983,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+2159592,Premier, $ 159.03 ,3/29/2014,7/1/1987,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5762169,Premier, $ 107.25 ,9/10/2015,4/15/1986,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+27444659,Premier, $ 237.07 ,1/16/2016,7/15/1985,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+52820971,Premier," $ 3,881.58 ",1/2/2012,11/15/1986,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6200123,Premier, $ 847.48 ,10/12/2010,8/1/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,
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+5932028,Premier, $ 182.50 ,2/13/2015,9/15/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10986980,Premier, $ 792.58 ,2/26/2010,12/25/1986,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15111268,Standard, $ 135.53 ,11/25/2014,7/1/1987,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5438097,Standard," $ 1,012.88 ",10/20/2002,9/15/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+16781759,Standard, $ 106.70 ,8/9/2016,4/15/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33436018,Premier, $ 161.88 ,2/28/2014,6/20/2016,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15910763,Standard, $ 443.43 ,9/23/2013,2/1/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13052427,Premier, $ 325.63 ,2/19/2014,4/1/1986,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21059957,Premier, $ 355.33 ,9/27/2008,1/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8276189,Premier, $ 189.73 ,5/19/2013,7/1/1987,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,1-5,English
+16833280,Standard, $ 159.91 ,3/20/2014,10/13/2015,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21314727,Standard, $ 42.76 ,11/10/2017,7/15/1985,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+52983905,Premier," $ 2,465.33 ",3/3/2013,8/1/1985,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,N, ,
+31776206,Standard, $ 500.10 ,2/3/2013,12/25/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+29770313,Standard," $ 1,697.50 ",11/22/2014,4/15/1986,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+28193664,Standard, $ 297.45 ,5/12/2010,1/1/1986,7,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33180424,Premier, $ 291.55 ,4/19/2014,10/1/1986,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+2345445,Standard," $ 1,820.00 ",7/24/2015,12/4/2017,7,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+19616924,Premier, $ 154.46 ,9/2/2015,2/1/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52636229,Premier," $ 2,364.67 ",5/25/2013,10/1/1986,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29227209,Premier," $ 2,839.42 ",10/20/2013,10/15/1986,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17146680,Premier," $ 2,381.67 ",5/11/2013,7/1/1987,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+23811882,Standard, $ 355.54 ,9/22/2011,1/1/1986,9,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+24694782,Premier, $ 277.49 ,10/23/2014,9/15/1987,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+898026,Standard, $ 754.36 ,8/26/2011,7/1/1987,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+52825029,Standard," $ 1,354.00 ",8/31/2015,2/1/1986,1,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8583294,Premier, $ 186.17 ,8/11/2016,7/1/1987,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+29871035,Standard, $ 216.31 ,8/20/2012,1/15/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52706353,Standard," $ 4,200.33 ",4/12/2009,1/15/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+108139836,Standard," $ 1,706.00 ",11/15/2014,2/2/2010,1,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15389792,Premier, $ 720.63 ,8/15/2010,10/15/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23248015,Premier," $ 2,417.83 ",4/11/2013,2/1/1987,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9027104,Premier, $ 763.00 ,8/3/2012,10/15/1987,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+32148951,Premier, $ 226.51 ,5/8/2012,1/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11014774,Premier, $ 320.41 ,10/16/2011,10/1/1987,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14300349,Standard, $ 662.20 ,4/11/2011,7/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17874434,Standard," $ 3,086.83 ",10/11/2011,12/21/2013,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17837336,Standard, $ 173.40 ,8/9/2016,2/6/2014,8,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+33336786,Premier, $ 164.93 ,2/4/2012,2/1/1986,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52783560,Premier, $ 15.33 ,8/31/2018,2/1/1986,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53027944,Premier," $ 3,277.67 ",5/8/2011,2/1/1981,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31279092,Standard, $ 189.92 ,11/1/2015,7/1/1987,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,Y,N,N,N,Y,N,Y,6-10,English
+23302246,Standard, $ 269.31 ,12/4/2014,7/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10619051,Standard," $ 1,866.33 ",7/7/2014,1/1/1986,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12887018,Premier, $ 181.85 ,7/3/2016,3/23/1999,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+3028606,Premier, $ 310.46 ,8/10/2012,1/1/1986,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108248155,Premier, $ 542.83 ,6/25/2017,11/1/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23520273,Premier, $ 263.31 ,7/14/2013,7/1/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16669828,Premier, $ 930.83 ,8/11/2016,9/1/1979,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+15757138,Premier, $ 189.96 ,12/21/2014,1/1/1986,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+52939525,Standard," $ 1,940.17 ",5/8/2014,1/15/1986,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+12291855,Standard," $ 1,266.20 ",7/7/2016,9/15/1987,5,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,N, ,
+4392434,Standard, $ 204.80 ,12/16/2012,6/15/1987,13,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10433019,Premier, $ 915.50 ,8/24/2016,10/1/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+52632078,Premier," $ 2,314.67 ",7/5/2013,10/15/1985,2,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+25926982,Standard, $ 282.09 ,10/17/2010,10/15/1976,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14024451,Premier, $ 600.32 ,12/2/2006,4/15/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19256008,Standard, $ 928.50 ,8/13/2016,3/1/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27398681,Premier, $ 144.47 ,8/26/2014,4/15/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53020417,Premier, $ 809.00 ,11/19/2016,1/1/1986,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22666828,Premier," $ 2,731.00 ",7/29/2012,7/1/1987,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+53080343,Premier," $ 2,425.17 ",4/5/2013,1/15/1986,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52400866,Premier, $ 651.58 ,8/11/2016,7/1/1990,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+52853047,Premier," $ 2,398.33 ",4/27/2013,1/15/1986,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4268963,Premier, $ 206.86 ,8/22/2014,3/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33119690,Standard, $ 294.64 ,6/10/2010,3/1/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+164114445,Premier," $ 1,441.33 ",6/20/2015,7/1/1992,3,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+8490193,Premier, $ 401.79 ,5/23/2012,3/1/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+31009274,Premier, $ 364.48 ,7/20/2011,10/15/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29151331,Premier, $ 145.06 ,7/5/2016,3/1/1987,8,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3199707,Premier, $ 365.33 ,7/13/2011,3/1/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52898536,Standard, $ 999.17 ,6/16/2016,10/15/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+710564,Standard, $ 128.20 ,2/8/2015,12/16/2009,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10912042,Standard," $ 3,942.25 ",11/25/2011,3/1/1987,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+14629415,Standard, $ 240.04 ,12/21/2011,5/1/1986,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19472738,Premier, $ 207.83 ,6/16/2016,5/11/2010,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21647330,Premier, $ 468.32 ,2/19/2012,7/1/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19898030,Premier, $ 536.56 ,3/7/2011,3/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5710332,Premier, $ 227.50 ,10/17/2013,11/30/2003,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19401507,Premier, $ 151.02 ,6/2/2016,2/3/2016,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+26286174,Premier," $ 1,601.67 ",2/9/2015,3/1/1987,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+4571868,Premier," $ 3,159.43 ",4/1/2013,1/4/1986,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5179191,Premier, $ 137.42 ,9/26/2015,5/1/1986,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+30152778,Premier, $ 964.53 ,12/30/2015,7/15/1987,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+29357036,Standard, $ 669.53 ,3/12/2011,6/15/1987,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30436041,Premier, $ 299.17 ,1/10/2018,11/1/1982,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+3907444,Premier, $ 830.83 ,1/21/2007,7/21/2012,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52789029,Premier," $ 2,896.33 ",3/15/2012,10/1/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15390440,Standard, $ 662.65 ,7/22/2011,4/2/2011,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3892018,Standard, $ 269.62 ,11/1/2017,10/1/1987,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+31203715,Premier," $ 3,422.03 ",10/18/2012,3/1/1992,7,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+22092964,Premier," $ 2,300.33 ",7/17/2013,3/1/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+8217592,Premier, $ 413.70 ,3/6/2013,11/1/1987,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+5939785,Premier, $ 305.83 ,2/8/2012,7/19/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18429579,Premier, $ 197.63 ,10/14/2010,3/1/1987,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6936767,Premier," $ 2,291.90 ",9/30/2014,1/4/2006,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+27254333,Standard, $ 151.07 ,9/26/2015,10/15/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29883553,Premier, $ 266.97 ,6/17/2013,7/15/1985,19,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54167481,Premier," $ 2,817.67 ",5/19/2012,1/15/1987,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+18401274,Premier, $ 202.28 ,1/11/2013,10/15/1987,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19551789,Standard, $ 231.20 ,6/17/2015,6/11/2007,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23245580,Premier, $ 143.60 ,9/3/2014,10/15/1987,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23343203,Premier, $ 235.64 ,1/28/2014,3/1/1987,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52342481,Premier," $ 2,161.67 ",11/7/2013,3/15/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+2163526,Premier, $ 821.99 ,8/11/2011,3/1/1987,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,
+14524778,Premier," $ 2,457.83 ",3/10/2013,3/1/1987,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
+52490679,Standard," $ 2,723.28 ",1/1/2014,12/31/2012,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,Y,N,N, ,
+6852697,Premier, $ 250.84 ,11/30/2014,4/15/1978,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13053869,Premier, $ 601.68 ,7/19/2014,7/15/1985,35,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
+12009506,Standard, $ 153.76 ,5/22/2014,7/1/1983,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18920561,Premier, $ 241.24 ,12/19/2013,10/15/1987,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23602692,Premier, $ 387.62 ,2/4/2011,7/15/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9827282,Premier, $ 117.97 ,5/24/2015,3/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12228861,Premier, $ 296.17 ,5/19/2015,1/24/2013,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+49283141,Premier," $ 2,195.50 ",10/10/2013,11/6/2013,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+20802077,Premier, $ 279.44 ,11/17/2013,3/15/1987,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+13069554,Premier, $ 234.13 ,6/2/2015,8/1/1985,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29016699,Premier, $ 217.47 ,8/8/2012,8/1/1985,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29307498,Standard, $ 235.87 ,5/24/2015,3/1/1987,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56494848,Premier," $ 2,723.33 ",8/4/2012,11/1/1987,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+27324890,Standard, $ 265.02 ,10/3/2012,8/1/1985,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+30434606,Premier, $ 142.17 ,11/29/2015,11/15/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14630169,Premier, $ 271.18 ,5/18/2013,7/15/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33354260,Premier," $ 1,234.83 ",12/6/2015,4/15/1987,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+16051306,Standard, $ 377.33 ,6/20/2014,7/1/1987,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+17475107,Premier, $ 175.35 ,4/5/2015,1/15/1974,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+22954776,Premier, $ 180.47 ,10/22/2014,10/15/1987,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27126686,Premier, $ 238.48 ,5/11/2015,7/1/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23480744,Premier, $ 566.67 ,10/25/2002,3/15/1987,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32964557,Premier, $ 652.39 ,9/1/2011,5/1/1986,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22682227,Standard, $ 261.31 ,10/3/2014,5/10/2016,1,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8904838,Premier, $ 343.77 ,12/15/2011,3/15/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10112276,Premier, $ 258.67 ,8/16/2013,7/1/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26712125,Premier, $ 412.91 ,8/6/2010,5/1/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15348204,Premier, $ 346.88 ,11/2/2013,10/15/1987,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9750353,Standard, $ 106.95 ,9/14/2015,7/1/2005,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+11605032,Premier, $ 452.43 ,8/17/2013,7/1/1987,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+13479955,Standard, $ 41.16 ,7/18/2017,3/1/1987,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
+7357049,Premier, $ 402.31 ,3/25/2015,7/1/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4094090,Premier, $ 292.25 ,12/18/2012,3/15/1979,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13623800,Premier, $ 223.17 ,6/11/2012,11/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11577538,Premier, $ 372.45 ,6/24/2013,3/1/1987,6,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3167077,Premier, $ 212.05 ,10/3/2012,3/15/1987,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,Y,N,N,N,N,N,Y,1-5,English
+11325922,Premier, $ 712.80 ,5/16/2013,3/1/1987,2,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,N,51-100,
+11899492,Standard, $ 309.42 ,1/11/2014,3/1/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21624723,Standard, $ 235.18 ,1/31/2014,7/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28236645,Premier, $ 594.24 ,5/16/2010,11/15/1986,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9673384,Standard," $ 1,860.30 ",9/5/2010,8/22/2014,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26037706,Premier, $ 324.57 ,5/1/2012,3/1/1987,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31834215,Standard, $ 758.36 ,10/18/2006,3/1/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+23020832,Premier," $ 3,940.08 ",11/26/2011,6/27/2016,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+14382540,Premier," $ 1,131.65 ",11/3/2002,3/15/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9313708,Standard," $ 2,258.00 ",8/20/2013,3/1/1987,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,500+,English
+12221819,Premier, $ 353.20 ,10/1/2013,3/8/2016,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11565939,Premier, $ 156.67 ,4/23/2014,7/1/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20020938,Premier, $ 546.21 ,10/23/2012,8/1/1986,23,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+4510486,Premier, $ 594.66 ,10/3/2011,11/1/1987,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+26052371,Premier, $ 288.51 ,8/28/2014,4/15/1987,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15028786,Premier, $ 437.57 ,10/17/2013,3/15/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4124653,Premier, $ 354.71 ,5/6/2013,7/1/1987,25,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3765089,Standard," $ 1,916.00 ",5/27/2014,3/15/1987,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9163135,Premier, $ 568.33 ,4/29/2012,3/1/1987,7,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+26719236,Premier, $ 95.08 ,1/13/2016,7/1/1987,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,
+5815608,Premier, $ 327.87 ,2/7/2014,11/15/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52086941,Standard," $ 3,107.00 ",5/4/2013,2/7/2011,10,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,Y,N,N,N,N,N,N,N,N, ,
+14226457,Premier, $ 178.11 ,3/16/2015,11/15/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14240016,Premier, $ (4.67),8/10/2018,11/1/1987,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+166715664,Standard, $ 981.50 ,7/1/2016,9/15/1987,7,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+53065977,Standard," $ 2,338.50 ",6/15/2013,3/1/1980,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+9820803,Premier, $ 33.25 ,12/25/2017,11/15/1986,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16201342,Standard, $ 78.52 ,7/1/2016,5/1/1986,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52912334,Standard," $ 2,461.50 ",3/7/2013,2/1/1986,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11129358,Premier," $ 1,005.50 ",6/5/2007,11/15/1986,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+31161371,Premier, $ 242.61 ,12/9/2013,3/15/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23763552,Standard, $ 316.37 ,2/25/2015,3/30/2017,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30270604,Premier, $ 573.49 ,1/16/2010,3/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+842625,Standard, $ 30.04 ,1/19/2018,11/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3879799,Premier, $ 997.62 ,2/4/2010,3/15/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+10225653,Premier, $ 114.19 ,6/16/2016,10/15/1966,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27388736,Standard, $ 363.01 ,7/30/2011,11/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52800316,Standard," $ 2,983.33 ",1/4/2012,3/1/1987,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19547417,Standard, $ 423.36 ,10/6/2012,12/15/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+21355509,Premier, $ 312.04 ,7/29/2012,7/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52331617,Standard, $ 385.17 ,11/1/2017,1/1/1983,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+5736408,Premier, $ 635.92 ,3/19/2013,7/1/1988,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52866148,Standard, $ 979.17 ,7/3/2016,3/1/1987,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+4954624,Premier, $ 237.81 ,1/12/2014,10/1/1987,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52904293,Premier," $ 3,315.83 ",4/7/2011,11/1/1986,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+2632704,Standard, $ 324.90 ,4/28/2012,11/1/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25952827,Premier, $ 77.84 ,12/21/2017,11/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+1877251,Premier, $ 112.17 ,7/1/2016,12/8/2006,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25662302,Standard, $ 151.49 ,9/23/2015,3/1/1986,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52127225,Standard," $ 2,163.67 ",11/5/2013,11/15/1986,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+18620223,Premier, $ 288.32 ,1/15/2013,11/1/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9916403,Premier," $ 2,060.83 ",1/29/2014,10/15/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6178057,Premier, $ 192.06 ,12/6/2014,3/1/1988,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17226916,Standard, $ 195.12 ,11/14/2014,12/15/1983,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+27601427,Premier, $ 188.92 ,5/27/2013,11/1/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16249444,Premier, $ 65.52 ,11/16/2017,3/1/1987,21,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2064765,Premier, $ 160.21 ,7/22/2015,10/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2818661,Premier, $ 633.68 ,10/26/2009,11/15/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1877158,Premier, $ 238.48 ,1/8/2014,10/15/1984,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,6-10,English
+7567341,Standard, $ 353.30 ,10/8/2011,11/15/1986,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29334361,Premier, $ 393.67 ,6/28/2016,3/1/1988,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23777080,Premier, $ 392.86 ,12/28/2010,3/1/1988,14,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3438196,Premier," $ 3,523.87 ",8/14/2012,12/1/1986,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+16972933,Premier, $ 182.45 ,8/2/2013,11/15/1986,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16373149,Premier, $ 145.82 ,7/1/2016,3/1/1988,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17351589,Premier, $ 392.23 ,4/20/2014,3/1/1988,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+833338,Premier," $ 1,097.47 ",8/16/2015,11/15/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+15417402,Standard, $ 136.88 ,11/11/2014,12/1/1983,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+27001651,Premier, $ 225.53 ,5/18/2012,11/15/1986,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+52249867,Premier," $ 2,858.70 ",10/8/2013,5/1/1984,7,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,N, ,
+52419398,Premier," $ 1,668.83 ",12/16/2014,7/11/2015,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+32516708,Premier, $ 199.92 ,10/11/2014,12/1/1986,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6715472,Premier, $ 262.80 ,10/2/2015,5/1/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12928734,Premier, $ 353.89 ,10/3/2011,5/15/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15766940,Premier," $ 2,099.07 ",1/29/2015,11/15/1988,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+29039352,Premier, $ 303.20 ,10/1/2012,3/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4073825,Standard, $ 155.29 ,5/7/2014,2/1/1988,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24970897,Premier, $ 42.00 ,11/16/2017,3/1/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19833339,Premier, $ 342.50 ,12/24/2011,5/1/1986,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53017882,Premier, $ (231.00),3/7/2018,11/15/1986,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21834750,Premier, $ 378.21 ,4/12/2011,5/15/1986,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52947243,Standard," $ 1,176.67 ",1/23/2016,1/15/1977,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27678051,Standard, $ 165.81 ,1/19/2014,3/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6584315,Premier, $ 112.17 ,7/1/2016,5/1/1986,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22705226,Premier, $ 230.32 ,3/7/2014,11/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8037417,Premier, $ 974.39 ,7/1/2014,11/15/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+13684735,Premier, $ 271.05 ,5/19/2013,5/1/1986,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16607465,Premier, $ 415.97 ,3/20/2014,3/1/1988,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+52504883,Premier, $ 365.17 ,11/17/2017,5/15/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7188979,Standard, $ 279.03 ,11/17/2010,3/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19423461,Premier, $ 630.93 ,4/4/2013,11/1/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33031636,Standard, $ 230.06 ,3/9/2014,12/1/2003,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24426332,Standard, $ 24.12 ,1/9/2018,8/12/2010,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+53016458,Premier," $ 1,585.17 ",2/22/2015,10/15/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+3849698,Premier," $ 1,616.17 ",1/28/2015,11/15/1986,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+10986969,Premier, $ 293.12 ,8/4/2014,2/1/1987,28,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29678540,Standard, $ 674.71 ,7/7/2008,5/15/1986,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5598539,Premier, $ 494.97 ,12/26/2008,12/15/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31936903,Premier, $ 112.17 ,7/1/2016,1/28/2010,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10037250,Premier, $ 356.60 ,9/13/2014,12/21/2009,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15645960,Premier, $ 518.48 ,10/21/2017,11/15/1986,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+163932332,Premier," $ 4,563.22 ",10/30/2010,7/1/1987,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+18853762,Premier, $ 213.28 ,3/17/2016,7/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+12520802,Standard, $ 235.62 ,1/28/2014,2/15/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25944266,Premier, $ 267.92 ,12/11/2014,3/1/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24840417,Standard, $ 245.37 ,12/30/2014,10/15/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31468288,Premier, $ 195.48 ,3/21/2013,7/1/1985,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13129160,Standard, $ 35.94 ,12/29/2017,5/1/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20313230,Standard, $ 342.21 ,12/26/2011,12/25/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11743674,Premier, $ 335.12 ,2/15/2012,1/1/1986,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+12969596,Standard, $ 198.69 ,10/20/2014,11/15/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24267400,Premier, $ 813.84 ,9/6/2011,12/15/1992,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+13739912,Standard, $ 611.09 ,9/16/2006,7/1/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+28987332,Premier, $ 177.18 ,3/23/2015,7/1/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Korean
+11847758,Premier, $ 263.31 ,4/27/2011,11/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+11945299,Premier, $ 487.46 ,5/5/2011,5/15/1986,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108011592,Standard," $ 3,135.83 ",9/1/2011,9/28/2012,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22553157,Premier, $ 239.97 ,1/29/2015,8/12/2005,3,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7497118,Standard," $ 1,959.53 ",4/27/2015,3/15/1987,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+25442397,Premier, $ 370.60 ,3/28/2015,4/15/1987,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,Y,N,N,N,N,Y,N,Y,51-100,English
+7597583,Premier, $ 175.52 ,4/4/2015,3/1/1987,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9077072,Premier, $ 274.06 ,4/28/2013,4/1/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28230701,Standard, $ 145.82 ,7/1/2016,2/1/1983,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22000065,Premier, $ 857.17 ,11/8/2014,7/1/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+30941182,Premier, $ 286.11 ,1/31/2013,11/15/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32254603,Standard, $ 162.93 ,2/17/2014,4/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+30810015,Premier," $ 1,230.40 ",4/2/2015,1/1/1993,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y, ,
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+17761129,Premier, $ 371.09 ,6/2/2011,7/17/2006,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22920461,Premier, $ 226.40 ,5/9/2012,2/1/1987,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4153198,Premier, $ 233.90 ,8/28/2013,7/1/1987,19,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+28970639,Premier, $ 358.37 ,9/6/2014,11/1/1987,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18802616,Premier, $ 234.69 ,1/6/2015,11/1/1987,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+23952140,Premier, $ 171.35 ,5/4/2015,11/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+7875684,Standard, $ 391.23 ,4/24/2014,8/15/1988,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25370306,Premier, $ 252.05 ,3/3/2014,5/15/1986,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+22225964,Premier," $ 2,015.60 ",1/18/2013,5/15/1986,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+7845262,Standard, $ 134.72 ,12/3/2014,3/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Korean
+8044700,Standard, $ 174.00 ,4/15/2015,11/1/1987,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+21342371,Premier," $ 2,318.17 ",7/2/2013,5/15/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19079336,Premier, $ 240.32 ,5/1/2015,7/1/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2502481,Premier," $ 1,540.70 ",10/6/2013,2/1/1983,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+11993529,Premier, $ 383.64 ,3/4/2011,5/1/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13044246,Premier, $ 275.33 ,4/18/2013,5/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20549287,Standard, $ 207.72 ,11/16/2012,11/1/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32955390,Premier," $ 2,078.83 ",1/14/2014,3/1/1988,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+30063409,Premier, $ 203.45 ,9/16/2014,7/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+481829,Premier, $ 325.17 ,10/16/2013,7/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18912634,Premier, $ 318.29 ,10/11/2009,9/15/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+14424361,Premier, $ 293.73 ,12/8/2012,6/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12562171,Premier," $ 2,828.83 ",5/10/2012,5/10/2002,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52444035,Premier," $ 1,781.83 ",9/14/2014,7/1/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,N, ,
+31593980,Premier, $ 238.00 ,5/13/2015,8/15/1987,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21375050,Premier, $ 355.51 ,8/20/2015,3/1/1987,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27060727,Premier," $ 1,650.00 ",12/31/2014,3/15/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52487170,Premier," $ 1,749.50 ",10/11/2014,6/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+7699735,Premier, $ 397.90 ,9/11/2013,12/27/2000,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+52470954,Premier," $ 1,213.33 ",12/24/2015,7/1/1987,4,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,N, ,
+27132189,Premier, $ 369.47 ,2/14/2013,7/1/1986,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17578714,Premier," $ 3,205.37 ",3/3/2013,5/15/1983,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15474186,Standard, $ 346.67 ,3/24/2011,5/15/1988,16,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8005300,Standard," $ 6,977.32 ",8/31/2006,7/1/1987,36,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+17162831,Standard," $ 2,029.00 ",2/24/2014,7/1/1986,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+1157036,Premier, $ 208.84 ,8/8/2014,3/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21817189,Standard, $ 665.80 ,12/19/2014,7/1/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+13766963,Premier, $ 176.53 ,3/27/2015,3/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8867767,Premier, $ 214.05 ,9/12/2012,12/15/1983,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16997296,Standard, $ 475.84 ,1/12/2012,5/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+21047333,Premier, $ 264.95 ,7/2/2013,3/15/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2740489,Standard, $ 129.85 ,2/25/2016,7/1/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8120832,Premier, $ 259.81 ,8/8/2013,7/1/1987,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16061956,Standard, $ 136.25 ,3/30/2013,5/1/1988,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+9731639,Premier, $ 438.78 ,2/2/2010,6/15/1986,15,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18888110,Standard, $ 605.43 ,11/29/2011,3/1/1988,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32064599,Standard, $ 317.85 ,6/18/2012,4/27/2013,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24440066,Premier, $ 262.69 ,1/13/2013,6/1/1987,22,TRUE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+12976458,Standard, $ 126.29 ,2/28/2015,5/15/1986,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8537469,Premier, $ 553.60 ,6/29/2012,3/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+19371952,Premier, $ 317.26 ,6/22/2012,3/15/1987,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4331636,Premier," $ 3,868.53 ",11/9/2007,3/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+4048239,Standard, $ 246.69 ,11/10/2013,10/15/1988,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18042252,Standard, $ 347.73 ,10/20/2014,8/15/2016,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32898004,Premier, $ 274.46 ,7/23/2014,8/1/1988,7,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18915369,Standard, $ 165.84 ,1/19/2014,11/1/1985,10,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14942681,Standard, $ 422.03 ,10/13/2012,11/1/1987,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+6376445,Standard, $ 309.41 ,5/13/2014,10/15/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30525516,Premier, $ 211.62 ,7/19/2014,12/15/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19567074,Standard, $ 229.09 ,6/28/2015,6/15/1986,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1807984,Premier, $ 205.70 ,8/6/2015,3/1/1988,14,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22497530,Standard, $ 448.79 ,8/28/2011,3/15/1987,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+5020578,Premier, $ 249.51 ,9/15/2011,4/15/1986,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+17111409,Standard, $ 79.56 ,6/20/2016,7/1/1990,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28614813,Standard, $ 362.29 ,8/15/2013,11/1/1987,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7896447,Premier, $ 311.39 ,8/3/2012,2/1/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+56356090,Premier," $ 2,801.50 ",11/13/2013,7/1/1986,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+24144759,Premier," $ 3,720.83 ",5/10/2010,1/15/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+23600888,Premier, $ 109.80 ,8/15/2015,11/1/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Japanese
+16907943,Standard, $ 292.85 ,8/5/2014,3/1/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+845421,Premier, $ 219.49 ,7/18/2012,11/15/1987,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2235670,Premier, $ 169.64 ,1/16/2015,11/1/1987,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16588765,Standard," $ 5,367.17 ",8/31/2006,6/1/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17590388,Standard, $ 288.29 ,1/16/2013,3/1/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4949615,Premier, $ 198.36 ,8/2/2015,1/10/2012,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+28984425,Premier," $ 1,303.07 ",5/24/2011,7/1/1987,17,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+1805881,Premier, $ 293.30 ,4/10/2014,2/15/1984,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32029972,Premier, $ 237.90 ,1/12/2016,3/1/1988,28,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,French
+11311617,Premier, $ 461.00 ,7/25/2014,3/1/1988,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+20287964,Standard, $ 125.56 ,3/7/2015,2/15/1966,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52846166,Premier," $ 2,069.50 ",1/22/2014,4/15/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9450915,Premier, $ 415.24 ,9/30/2009,6/1/1988,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15784436,Standard, $ 212.69 ,7/11/2014,11/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1974245,Premier, $ 295.57 ,4/29/2012,3/1/1988,12,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11982774,Premier," $ 2,392.87 ",7/28/2014,5/1/1988,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+28317679,Premier, $ 134.25 ,1/24/2016,5/15/1988,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+15377581,Premier, $ 232.16 ,6/12/2015,3/15/1987,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+3728899,Standard, $ 260.15 ,8/5/2013,6/1/1980,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7876462,Premier, $ 171.09 ,11/6/2011,7/1/1987,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+14111563,Premier, $ 188.34 ,1/2/2015,11/1/1987,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26270986,Premier, $ 425.68 ,9/25/2012,3/15/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26673654,Premier, $ 322.05 ,3/9/2014,7/1/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4952739,Premier, $ 237.89 ,1/12/2014,12/15/1983,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31777195,Premier, $ 878.71 ,11/29/2014,6/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+10793021,Standard," $ 3,311.17 ",4/11/2011,6/1/1988,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27582396,Premier, $ 134.57 ,12/5/2014,3/15/1987,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52373512,Standard," $ 2,507.00 ",1/28/2013,6/15/1988,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13537683,Premier, $ 260.83 ,1/27/2013,5/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3623491,Standard," $ 3,776.07 ",3/9/2012,12/5/2000,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26252414,Premier, $ 370.30 ,6/8/2011,4/1/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30677526,Premier," $ 4,072.40 ",2/2/2011,6/1/1988,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+20632179,Premier, $ 226.11 ,5/12/2012,7/15/1987,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,Italian
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+5476643,Premier," $ 1,938.52 ",5/10/2015,12/1/1987,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16649044,Standard," $ 3,756.33 ",4/11/2010,5/15/1988,7,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19624325,Standard, $ 176.64 ,9/30/2013,5/15/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+16893909,Premier," $ 3,564.50 ",9/15/2010,7/15/1987,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20682261,Premier, $ 312.80 ,7/24/2012,8/20/2014,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52155019,Premier," $ 3,434.17 ",12/31/2010,6/11/2009,10,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+13619887,Premier, $ 230.22 ,9/26/2013,7/15/1987,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+8651359,Premier, $ 306.77 ,5/26/2014,11/15/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14019530,Standard, $ 152.38 ,6/1/2015,7/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3477722,Standard, $ 426.31 ,10/1/2006,7/1/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+3615597,Premier, $ 136.51 ,11/15/2014,7/15/1985,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+11120783,Standard, $ 491.64 ,2/6/2008,7/15/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14549213,Premier, $ 153.14 ,9/11/2015,5/1/1988,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28308558,Standard, $ 211.09 ,10/12/2012,7/25/2010,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18654603,Premier, $ 122.92 ,4/3/2015,7/15/1987,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+26777596,Standard," $ 1,797.17 ",9/2/2014,8/1/1987,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18348269,Premier," $ 3,476.85 ",9/13/2012,4/15/1987,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+23227929,Premier, $ 515.75 ,1/27/2014,7/15/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+8646199,Standard, $ 199.87 ,10/11/2014,8/1/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7165652,Standard, $ 358.81 ,8/22/2008,9/22/2014,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27418009,Standard, $ (21.22),5/19/2018,7/15/1985,14,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1974538,Premier," $ 2,526.77 ",5/5/2014,5/5/2015,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+30411996,Premier, $ 240.50 ,12/24/2013,1/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14406711,Premier, $ 482.75 ,12/7/2011,5/1/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12951918,Premier, $ 171.98 ,4/29/2015,8/1/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18240177,Premier, $ 214.16 ,9/11/2012,7/15/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3515037,Standard," $ 3,099.63 ",5/9/2013,3/15/1970,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21684573,Standard, $ 321.09 ,8/29/2014,11/15/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+8313468,Premier," $ 3,060.67 ",11/2/2011,8/15/1982,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15407666,Premier, $ 186.80 ,1/13/2015,11/15/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3275286,Premier," $ 2,173.83 ",10/28/2013,7/15/1987,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18300223,Premier," $ 2,390.50 ",5/4/2013,4/1/1987,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+15342994,Premier, $ 140.91 ,10/1/2014,7/15/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+5523343,Premier, $ 424.59 ,4/16/2012,12/1/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19931673,Standard, $ 429.16 ,4/12/2010,6/1/1986,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27488955,Premier," $ 3,115.17 ",9/18/2011,7/15/1988,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24649915,Premier, $ 155.71 ,11/26/2015,11/1/1982,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,
+4861052,Standard, $ 196.17 ,7/1/2016,3/15/1987,15,FALSE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22393858,Premier, $ 236.06 ,8/11/2013,6/1/1981,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+108324520,Premier," $ 3,405.00 ",1/24/2011,11/15/1987,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+18588132,Premier, $ 999.17 ,6/16/2016,6/1/1987,8,TRUE,TRUE,TRUE,NOTICE,SPRINT,TRUE,Y,N,N,N,N,N,N,Y,N, ,
+6775627,Premier," $ 2,702.67 ",8/21/2012,7/15/2014,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26278577,Standard," $ 1,298.92 ",6/16/2016,7/25/2007,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+24282040,Premier, $ 206.65 ,3/30/2014,5/15/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12907329,Premier, $ 143.73 ,9/2/2014,3/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27087689,Standard, $ 311.92 ,7/30/2012,8/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+6057016,Premier, $ 240.40 ,12/25/2013,8/1/1987,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13314611,Premier, $ 334.19 ,8/27/2013,8/11/2011,26,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26587538,Standard, $ 197.25 ,6/12/2014,8/1/1987,8,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12019311,Premier, $ 354.27 ,9/23/2014,8/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5505604,Premier, $ 310.32 ,8/11/2012,3/1/1988,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28442561,Standard, $ 187.36 ,8/29/2014,8/15/1987,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25213916,Premier, $ 441.07 ,1/17/2010,11/15/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31570578,Premier," $ 1,886.17 ",6/21/2014,8/1/1987,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+16770706,Standard, $ 508.30 ,12/31/2012,12/12/2003,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10016553,Premier, $ 261.43 ,7/27/2013,4/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+204625,Premier, $ 610.48 ,11/6/2015,3/1/1987,22,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+30784167,Premier, $ 286.36 ,2/5/2015,11/15/1987,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23175789,Standard, $ 283.73 ,2/17/2013,9/1/1973,13,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+13961900,Premier, $ 464.80 ,4/9/2013,7/1/1987,25,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+31224227,Premier, $ 230.55 ,3/5/2014,7/15/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29467693,Standard, $ 101.69 ,11/6/2015,8/15/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15187072,Premier," $ 1,022.42 ",2/11/2014,4/1/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+23066383,Premier, $ 385.17 ,11/1/2017,6/29/2015,8,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+31642659,Standard, $ 318.49 ,11/22/2013,3/15/1986,19,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52874119,Premier," $ 1,643.67 ",1/5/2015,3/1/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13010146,Premier," $ 2,813.67 ",5/22/2012,6/1/1988,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+16897884,Standard, $ 338.76 ,3/15/2009,11/15/1987,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+27342360,Premier," $ 2,685.85 ",12/11/2007,1/15/1997,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y, ,
+25858745,Standard, $ 185.12 ,7/5/2013,7/2/2002,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+15815706,Premier, $ 365.62 ,7/11/2011,5/4/2004,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25247320,Premier, $ 397.63 ,5/31/2014,8/15/1987,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+20169704,Premier, $ 127.19 ,2/18/2015,6/1/1988,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16907106,Premier, $ 232.82 ,6/24/2013,4/1/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+7127871,Premier, $ 509.93 ,12/24/2012,3/1/1987,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+32659504,Premier," $ 3,214.90 ",2/25/2013,10/1/1987,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+30580490,Premier, $ 49.26 ,9/25/2017,7/1/1986,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11982995,Standard, $ 132.87 ,12/22/2014,12/25/1983,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52851566,Premier," $ 1,791.83 ",8/11/2015,12/1/1987,6,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+26553762,Standard, $ 114.19 ,6/16/2016,8/15/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8211589,Premier, $ 542.57 ,1/20/2008,12/1/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53002185,Premier," $ 2,167.00 ",11/3/2013,3/1/1987,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13478802,Premier," $ 2,075.50 ",1/17/2014,5/1/1987,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+18485681,Premier," $ 2,038.67 ",2/16/2014,3/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+28956186,Premier, $ 286.54 ,5/17/2014,12/1/1987,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6127888,Premier, $ 346.55 ,11/25/2011,7/1/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11448282,Premier, $ 180.95 ,2/24/2015,8/15/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33096715,Standard, $ 299.87 ,5/4/2015,3/1/1989,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23274264,Premier, $ 347.66 ,11/17/2011,7/1/1989,17,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30477625,Premier, $ 272.43 ,1/24/2011,4/15/1973,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
+31793722,Premier, $ 306.69 ,9/6/2012,4/1/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6822321,Premier, $ 153.85 ,5/21/2014,4/15/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+25576822,Standard, $ 142.91 ,11/23/2015,5/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4680602,Standard, $ 204.76 ,9/6/2014,6/1/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52358923,Premier," $ 1,686.83 ",12/1/2014,8/1/1968,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+15811196,Standard, $ 365.38 ,12/18/2012,7/1/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+10779225,Standard, $ 438.85 ,7/19/2012,8/15/1987,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27161279,Premier, $ 435.47 ,8/5/2012,4/1/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30600310,Standard, $ 309.60 ,1/10/2014,10/22/2015,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12994579,Premier," $ 6,150.52 ",2/3/2008,6/17/2015,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
+10916833,Premier," $ 3,125.63 ",4/22/2013,4/1/1987,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+108245210,Standard," $ 2,493.83 ",5/25/2014,1/15/2007,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7870511,Standard," $ 4,328.35 ",3/27/2011,5/15/1987,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11415082,Premier," $ 2,752.01 ",10/6/2012,4/15/1987,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+9803556,Premier," $ 2,368.67 ",1/23/2012,1/18/2006,19,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+13951216,Standard, $ 495.20 ,11/30/2012,5/1/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+28164359,Premier, $ 215.43 ,6/22/2014,6/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15156296,Premier, $ 338.76 ,1/18/2015,5/1/1987,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26842658,Premier, $ 309.39 ,10/22/2014,4/15/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+32955042,Premier, $ 238.61 ,5/10/2015,4/15/1987,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+4777319,Premier, $ 305.20 ,9/16/2012,3/1/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24114634,Standard, $ 228.26 ,5/14/2013,6/15/1988,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+18748754,Standard, $ 210.34 ,7/28/2014,7/1/1988,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+25974858,Premier, $ 252.90 ,7/9/2015,8/15/1987,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+33561895,Premier, $ 248.73 ,11/29/2015,8/15/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2305380,Standard," $ 3,229.85 ",2/16/2013,1/1/1983,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15124157,Standard, $ 602.93 ,12/9/2011,4/15/1987,2,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+505881,Standard," $ 2,051.67 ",2/5/2014,12/1/1987,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9404682,Premier," $ 1,511.87 ",6/18/2014,1/1/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+11233550,Standard, $ 136.48 ,1/8/2016,4/15/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+164013932,Standard," $ 2,282.67 ",7/31/2013,10/17/2001,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+10138900,Premier, $ 397.33 ,2/17/2013,4/1/1979,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32278259,Premier," $ 1,897.70 ",8/14/2012,4/15/1987,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+108295122,Premier," $ 3,203.33 ",7/8/2011,8/15/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+29763079,Standard, $ 439.30 ,12/18/2013,7/1/1986,19,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6906562,Premier, $ 268.80 ,2/10/2015,8/15/1987,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+8282374,Standard, $ 295.06 ,11/15/2013,3/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+8854942,Premier," $ 1,118.67 ",6/5/2012,10/15/1987,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11134443,Premier," $ 1,077.67 ",8/28/2012,5/1/1987,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15704859,Standard, $ 164.07 ,2/6/2014,8/15/1987,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31735660,Premier, $ 105.77 ,9/26/2015,5/1/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27841740,Standard, $ 203.64 ,12/28/2012,4/15/1986,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20717547,Premier, $ 634.84 ,3/30/2006,4/1/1977,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32779482,Standard, $ 207.07 ,10/19/2015,2/1/1983,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+52722314,Premier," $ 2,165.58 ",12/18/2014,4/1/1991,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+12944333,Standard," $ 1,928.67 ",5/17/2014,3/15/1979,6,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+52373195,Standard," $ 2,926.50 ",2/20/2012,3/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8281548,Premier, $ 267.51 ,3/15/2011,5/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16560995,Standard, $ 505.60 ,8/12/2011,7/1/1988,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24783489,Standard, $ 139.53 ,7/28/2015,7/1/1986,64,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,
+687996,Premier," $ 2,577.64 ",12/29/2014,7/1/1986,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
+10592047,Premier, $ 225.10 ,4/13/2014,9/1/1983,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16414141,Standard, $ 162.38 ,1/17/2016,7/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25543747,Premier, $ 178.92 ,9/7/2013,7/1/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12233654,Standard, $ 213.39 ,7/6/2014,7/1/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6808145,Premier," $ 4,173.00 ",7/3/2011,7/1/1988,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+52431624,Standard," $ 1,824.50 ",8/10/2014,4/15/1987,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52955082,Standard," $ 2,823.33 ",5/14/2012,11/18/2012,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+22022776,Premier, $ 154.94 ,5/11/2015,7/15/1983,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25820553,Premier, $ 359.73 ,8/28/2013,3/1/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15812895,Premier, $ 415.63 ,6/4/2012,4/15/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17669754,Standard, $ 304.08 ,9/24/2012,2/1/1983,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+25020575,Standard," $ 3,185.22 ",3/16/2013,12/15/1988,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11671842,Premier, $ 427.35 ,4/28/2013,9/1/1988,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+17648523,Premier, $ 391.81 ,3/17/2013,6/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4302863,Standard," $ 1,576.00 ",4/13/2014,8/15/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+8435599,Premier, $ 255.13 ,7/20/2011,3/1/1988,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+16817057,Standard, $ 278.65 ,9/9/2012,9/1/1985,23,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3101977,Standard, $ 254.63 ,11/9/2014,2/25/2011,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17138934,Premier, $ 765.57 ,2/5/2012,5/15/1987,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15024018,Premier, $ 270.28 ,2/15/2011,6/1/1987,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14592116,Standard, $ 407.09 ,9/17/2010,1/1/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6843588,Premier," $ 2,095.17 ",2/1/2015,10/7/1999,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+28309473,Premier, $ 244.24 ,4/11/2015,5/15/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4284936,Premier, $ 261.43 ,5/16/2011,9/1/1988,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14246868,Standard, $ 576.68 ,6/25/2012,2/1/1986,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+52131596,Premier," $ 1,637.67 ",1/10/2015,7/1/1988,3,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+32685067,Premier, $ 166.45 ,1/12/2014,8/15/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6932396,Premier, $ 294.22 ,5/10/2012,9/1/1988,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3401887,Premier, $ 415.20 ,11/17/2012,2/1/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3688902,Standard, $ 273.26 ,5/3/2013,7/1/1988,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13531703,Standard, $ 182.24 ,8/4/2013,5/15/1987,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32827216,Standard, $ 281.03 ,8/21/2012,11/20/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53099129,Premier," $ 2,005.68 ",3/29/2015,5/15/1987,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9734983,Standard, $ 149.10 ,10/10/2015,1/15/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8208818,Premier," $ 1,209.60 ",10/28/2014,5/15/1987,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+13983229,Premier, $ 388.51 ,1/28/2011,9/1/1987,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12491382,Premier, $ 154.23 ,5/18/2014,11/1/1987,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+29335720,Premier, $ 216.56 ,8/17/2012,5/15/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52357211,Premier," $ 3,382.50 ",2/11/2011,2/1/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+21321129,Premier, $ 293.49 ,12/9/2012,8/15/1996,20,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18905838,Premier, $ 267.12 ,6/16/2013,12/15/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5932112,Premier," $ 3,060.83 ",11/2/2011,9/1/1987,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18059138,Premier, $ 283.86 ,2/17/2015,7/9/2007,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,Y,N,Y,6-10,English
+11225448,Premier, $ 535.44 ,3/13/2011,6/11/2010,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
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+363574,Standard, $ 526.09 ,12/15/2003,3/15/1988,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10946989,Premier, $ 641.03 ,7/6/2011,12/1/1987,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+5829753,Premier," $ 1,798.30 ",12/8/2012,1/10/2008,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+29762863,Premier, $ 626.18 ,4/1/2009,7/8/1998,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21800343,Premier," $ 2,372.07 ",8/10/2014,11/15/1985,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32361456,Standard, $ 310.34 ,8/11/2012,9/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12640577,Premier, $ 240.51 ,12/24/2013,9/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13013653,Premier, $ 224.95 ,4/14/2014,7/1/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+479595,Premier, $ 319.57 ,2/12/2015,6/1/1995,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,N,11-50,English
+2080621,Premier, $ 434.48 ,8/11/2012,9/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23552321,Premier, $ 211.52 ,10/8/2012,12/15/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19177419,Premier," $ 1,153.78 ",7/21/2014,7/1/1988,6,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+7485108,Standard, $ 142.11 ,9/19/2014,3/15/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+3754208,Premier," $ 1,162.50 ",2/3/2016,7/1/1988,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17008465,Premier, $ 439.57 ,7/15/2012,2/1/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56447233,Premier," $ 2,470.67 ",2/27/2013,7/1/1988,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+31852774,Premier, $ 774.07 ,2/19/2013,3/15/1988,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+26924706,Premier, $ 278.93 ,3/24/2013,12/1/1969,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+52583408,Premier," $ 1,763.00 ",9/30/2014,6/15/1988,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5867331,Standard, $ 392.63 ,12/30/2010,9/1/1987,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1154695,Standard, $ 257.12 ,8/27/2013,3/15/1988,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+32947769,Standard, $ 228.35 ,4/19/2012,9/1/1987,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9687742,Premier, $ 369.07 ,7/11/2013,9/1/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3793914,Standard, $ 124.64 ,3/16/2015,5/9/2005,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9465753,Premier, $ 273.31 ,11/14/2014,7/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8638991,Premier, $ 515.86 ,11/30/2010,9/1/1987,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24031523,Standard, $ 244.39 ,11/7/2011,7/1/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27104334,Standard," $ 1,887.00 ",6/20/2014,3/17/2009,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28657356,Premier, $ 445.71 ,11/23/2013,7/1/1986,14,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+164026308,Premier," $ 3,038.33 ",11/20/2011,7/1/1988,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29940372,Standard, $ 149.23 ,7/8/2014,7/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10052132,Premier, $ 559.97 ,6/2/2012,11/15/1987,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+13638824,Premier, $ 495.55 ,10/3/2011,9/1/1987,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21792234,Premier, $ 281.43 ,3/6/2013,5/15/1994,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19808303,Standard," $ 3,365.83 ",2/25/2011,2/15/1988,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14270360,Premier, $ 352.64 ,10/3/2013,6/15/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+31316410,Premier," $ 1,035.00 ",6/1/2009,12/15/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+26695348,Premier, $ 238.04 ,1/11/2014,7/1/1987,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53095365,Standard," $ 2,237.17 ",9/6/2013,6/24/2004,7,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9810947,Standard, $ 425.19 ,7/13/2009,7/1/1987,9,FALSE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+8572618,Premier," $ 2,781.78 ",11/25/2013,12/29/2004,2,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+53268853,Premier," $ 1,900.00 ",6/9/2014,7/1/1988,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+160547385,Standard," $ 1,653.63 ",5/27/2013,7/1/1988,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+20764911,Premier," $ 6,980.35 ",8/29/2006,7/1/1988,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27114738,Premier," $ 1,517.00 ",4/19/2015,3/15/1988,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52339296,Premier," $ 2,686.50 ",9/3/2012,9/1/1986,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9978519,Premier, $ 395.35 ,12/10/2010,7/1/1988,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18790369,Premier," $ 2,513.83 ",1/23/2013,3/15/1988,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13101860,Premier," $ 2,280.50 ",8/2/2013,12/7/2017,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5141395,Premier," $ 1,715.67 ",11/7/2014,7/1/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24277833,Standard, $ 310.23 ,1/2/2010,8/15/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+9743393,Premier," $ 1,425.07 ",9/17/2010,3/18/2014,23,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+25280971,Premier," $ 1,889.33 ",5/27/2013,12/15/1987,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,500+,English
+26035011,Premier," $ 1,124.83 ",8/27/2013,7/1/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+53260047,Premier," $ 2,368.50 ",5/22/2013,7/1/1986,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+20644818,Premier," $ 2,322.72 ",4/10/2013,7/1/1988,31,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y, ,
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+26680332,Premier, $ 197.92 ,5/21/2016,7/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,
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+28607795,Standard, $ 619.81 ,7/16/2006,3/15/1988,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+191440,Premier, $ 308.85 ,5/15/2015,12/1/1987,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+29197387,Premier, $ 323.94 ,5/5/2012,2/1/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6103718,Premier, $ 220.04 ,5/20/2014,4/1/1976,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26310042,Standard, $ 247.56 ,10/5/2011,6/14/2011,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10023049,Premier," $ 2,003.00 ",3/17/2014,12/1/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14891521,Standard, $ 249.71 ,9/13/2011,9/20/2010,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12207351,Premier, $ 586.33 ,2/15/2012,7/1/1987,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26536059,Standard, $ 354.99 ,9/26/2011,12/1/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4744315,Premier, $ 126.52 ,2/25/2015,9/15/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18140770,Premier, $ 355.46 ,5/2/2013,9/15/1987,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33435023,Premier, $ 856.33 ,11/24/2013,2/1/1987,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+19379264,Premier, $ 359.56 ,8/24/2011,9/1/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9069966,Premier, $ 174.91 ,4/8/2015,12/15/1995,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+12910402,Standard, $ 236.61 ,1/21/2014,11/24/2006,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21681548,Premier," $ 2,055.83 ",2/2/2014,6/15/1988,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18077913,Standard, $ 405.71 ,1/5/2013,3/15/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52167963,Standard," $ 2,170.78 ",12/15/2014,7/1/1987,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+4463444,Premier, $ 181.95 ,2/24/2016,7/1/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+11013288,Premier, $ 244.43 ,4/10/2015,12/15/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6279326,Premier, $ 395.28 ,2/27/2013,9/1/1987,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25853421,Standard, $ 352.48 ,10/4/2013,3/15/1988,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11238146,Standard, $ 144.15 ,11/14/2015,12/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+316370,Standard, $ 257.50 ,8/28/2014,9/15/1988,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2805157,Premier, $ 255.04 ,2/15/2015,10/1/1979,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30349311,Premier," $ 1,797.02 ",3/29/2012,7/1/1988,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,Y,101-500,English
+23460704,Standard, $ 202.27 ,11/12/2015,7/1/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30481014,Premier, $ 515.68 ,6/22/2011,9/15/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30137808,Premier, $ 445.05 ,12/19/2009,12/1/1987,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+33266159,Premier, $ 115.01 ,6/23/2015,7/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8771697,Standard, $ 218.44 ,7/29/2012,9/9/1998,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23789910,Premier, $ 234.69 ,2/4/2014,9/15/1987,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2207323,Premier, $ 200.06 ,10/10/2014,7/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19003514,Standard, $ 581.60 ,6/5/2012,10/1/1988,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33291586,Premier, $ 250.69 ,3/9/2015,7/1/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+14766361,Premier, $ 539.81 ,5/24/2012,9/15/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+29776243,Premier, $ 200.84 ,5/15/2014,12/15/1985,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+660147,Premier, $ 208.72 ,10/10/2015,12/15/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24835019,Standard," $ 2,486.68 ",5/30/2014,10/1/1988,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11290872,Premier, $ 606.80 ,11/24/2011,9/15/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28682414,Premier, $ 500.43 ,9/8/2011,3/15/1988,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12309606,Standard, $ 230.67 ,3/4/2014,10/27/2010,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24431864,Standard, $ 264.71 ,12/28/2012,7/2/2015,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27904298,Standard, $ 290.73 ,7/20/2010,7/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18965352,Premier, $ 185.66 ,1/21/2015,7/1/1997,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11086643,Premier, $ 388.17 ,1/31/2011,3/1/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1237184,Premier, $ 802.19 ,12/17/2002,12/15/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30875763,Premier, $ 145.76 ,4/25/2016,7/1/1986,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19311089,Standard," $ 1,250.43 ",9/10/2014,4/21/2015,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+108252167,Premier," $ 3,889.38 ",12/28/2011,7/1/1988,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+7959033,Premier, $ 378.25 ,4/12/2011,7/1/1988,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20863851,Standard, $ 386.29 ,2/13/2011,9/15/1987,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+6843122,Premier," $ 2,239.33 ",9/4/2013,12/15/1987,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2706225,Premier, $ 215.66 ,1/18/2014,7/1/1986,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+30076951,Premier," $ 1,665.67 ",12/18/2014,7/1/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23874592,Standard, $ 260.67 ,5/24/2011,12/15/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20850129,Standard," $ 2,622.67 ",10/26/2012,9/15/1987,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,N, ,
+8433905,Premier, $ 968.17 ,7/12/2016,10/1/1988,30,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+801084,Standard," $ 1,632.40 ",6/21/2013,4/18/2016,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+20652985,Standard, $ 114.57 ,6/28/2015,3/15/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3469895,Premier," $ 2,794.83 ",6/7/2012,7/1/1988,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30217093,Standard, $ 295.52 ,7/23/2014,7/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15576894,Standard, $ 192.25 ,12/5/2014,7/1/1986,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+16686591,Premier," $ 2,596.10 ",3/22/2014,7/1/1988,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+7395697,Standard, $ 343.73 ,11/5/2014,3/1/1988,22,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+23279754,Premier," $ 1,379.67 ",8/10/2015,7/1/1982,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26145456,Standard, $ 435.47 ,10/25/2013,12/15/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16097686,Premier, $ 326.37 ,1/15/2015,1/25/2001,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23621832,Premier, $ 307.47 ,8/31/2012,12/15/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33638759,Premier, $ 177.37 ,9/23/2013,5/1/1988,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18087036,Premier, $ 371.87 ,6/27/2013,2/1/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+1868174,Premier," $ 1,705.67 ",11/16/2014,7/1/1988,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16084939,Standard, $ 400.08 ,11/6/2010,9/15/1985,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+7525275,Premier, $ 236.85 ,10/29/2014,7/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+23861558,Premier, $ 324.72 ,2/23/2014,4/1/1988,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+163985047,Standard," $ 1,645.33 ",1/4/2015,7/1/1988,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33019207,Premier," $ 1,737.33 ",10/21/2014,2/1/1987,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20687750,Standard, $ 134.08 ,12/10/2014,9/15/1988,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22868487,Premier," $ 2,694.33 ",8/28/2012,10/1/1982,8,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+8568564,Premier, $ 288.56 ,8/27/2014,9/15/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14658887,Premier," $ 1,156.13 ",6/17/2015,3/15/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+32790963,Premier, $ 549.50 ,1/27/2010,3/15/1988,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,N,6-10,
+13405081,Premier, $ 139.49 ,12/18/2015,3/15/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2375285,Premier, $ 240.81 ,1/24/2015,10/25/2010,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20120761,Standard, $ 266.04 ,6/24/2013,12/25/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+31493028,Standard, $ 446.51 ,5/26/2011,2/1/1987,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+52586188,Premier," $ 2,120.33 ",12/11/2013,3/15/1988,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+3876498,Premier," $ 2,596.53 ",6/3/2011,7/1/1988,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53007088,Premier," $ 1,936.50 ",5/11/2014,11/4/2016,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+11990971,Premier, $ 117.40 ,10/13/2014,4/1/1988,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+7442650,Premier, $ 843.33 ,12/1/2014,3/15/1988,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,
+28168711,Premier, $ 180.21 ,3/1/2015,7/1/1988,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8822129,Premier, $ 243.41 ,9/20/2014,10/15/1987,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18617075,Premier," $ 1,008.87 ",1/16/2013,3/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25320535,Standard, $ 474.71 ,4/15/2015,2/1/1988,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+31558382,Premier, $ 227.43 ,3/28/2014,3/15/1989,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28550713,Premier, $ 201.04 ,1/23/2013,1/1/1988,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31245077,Standard, $ 204.36 ,12/20/2012,7/1/1988,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3502715,Premier," $ 1,073.43 ",8/31/2006,7/1/1996,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7259372,Premier, $ 438.15 ,2/7/2010,1/22/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1841928,Premier, $ 493.83 ,2/28/2013,3/1/1988,34,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+15226914,Standard, $ 841.93 ,4/5/2009,12/29/2017,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+7707832,Standard, $ 251.60 ,10/5/2013,3/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1549390,Premier," $ 1,270.50 ",11/7/2015,12/8/2008,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+33478868,Premier, $ 240.15 ,4/25/2013,10/1/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+26674366,Standard, $ 172.76 ,12/22/2014,10/1/1983,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16585750,Premier, $ 195.81 ,11/9/2014,3/15/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20453524,Standard, $ 601.38 ,8/29/2006,10/1/1987,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8649681,Premier," $ 2,205.33 ",10/2/2013,3/15/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21778700,Premier, $ 449.40 ,1/3/2009,3/15/1988,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8659103,Premier," $ 1,785.50 ",9/11/2014,12/13/2014,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16457195,Standard, $ 372.04 ,5/26/2011,10/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+29831507,Premier, $ 715.05 ,9/1/2004,7/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4537983,Premier, $ 208.61 ,11/7/2012,3/15/1988,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+8467746,Standard, $ 311.23 ,5/3/2014,3/15/1985,27,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+14863989,Premier," $ 1,968.83 ",4/14/2014,1/1/1988,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9322547,Premier, $ 169.62 ,5/16/2015,7/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21329907,Premier, $ 159.28 ,7/29/2015,1/1/1988,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31906635,Premier," $ 1,308.50 ",10/7/2015,7/15/1988,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23875996,Premier," $ 1,099.84 ",7/24/2013,3/1/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+6030717,Premier, $ 321.41 ,5/23/2012,3/15/1988,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32865609,Premier, $ 527.80 ,1/3/2013,12/25/1988,19,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+52477512,Premier," $ 1,514.93 ",2/1/2016,7/17/2009,9,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33274521,Standard," $ 2,476.00 ",2/23/2013,4/15/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6424414,Standard, $ 195.76 ,3/18/2013,10/15/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33113198,Premier, $ 479.79 ,7/24/2014,11/15/1988,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15854949,Premier, $ 260.79 ,5/23/2011,8/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+14764417,Standard, $ 209.59 ,10/28/2012,4/15/1987,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2949371,Premier," $ 4,593.33 ",10/11/2010,8/1/1988,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+30058068,Premier, $ 312.32 ,12/11/2009,9/15/1988,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25628739,Premier, $ 597.00 ,1/3/2012,2/4/2005,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,Portuguese
+30957658,Standard, $ 294.46 ,12/2/2012,12/1/1988,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+1355807,Premier, $ 321.34 ,11/6/2013,1/15/1984,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12081873,Premier, $ 287.24 ,1/23/2013,3/15/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5647638,Standard, $ 523.99 ,10/16/2010,12/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10793732,Premier, $ 436.01 ,2/13/2012,8/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15835139,Premier, $ 336.36 ,2/6/2012,1/8/2013,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24754014,Premier, $ 349.25 ,10/21/2013,7/15/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8111489,Standard, $ 369.45 ,6/14/2011,3/15/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8595745,Premier, $ 877.43 ,11/10/2008,1/15/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Russian
+11112757,Premier," $ 3,107.33 ",9/25/2011,7/1/1989,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30505246,Premier, $ 174.63 ,3/16/2015,12/1/1988,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6392284,Standard, $ 210.83 ,10/10/2013,12/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+2589963,Premier," $ 1,996.80 ",7/11/2011,12/1/1988,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+27875482,Premier, $ 196.65 ,11/3/2014,8/1/1991,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+18224161,Premier, $ 244.99 ,11/22/2013,8/1/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16958398,Standard, $ 129.68 ,1/24/2015,8/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28321444,Premier, $ 254.55 ,9/14/2014,10/15/1988,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+10804964,Premier, $ 460.27 ,4/1/2012,10/15/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+22048208,Standard," $ 3,569.60 ",9/10/2008,12/1/1988,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+25473332,Premier, $ 454.47 ,8/8/2013,2/1/1984,44,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Portuguese
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+10499332,Premier, $ 199.81 ,10/12/2014,8/15/1988,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11528507,Standard, $ 318.67 ,6/12/2012,12/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3410210,Premier, $ 271.51 ,11/4/2012,3/15/1988,22,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+32751704,Standard, $ 196.13 ,11/7/2014,2/1/1988,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27588686,Premier, $ 200.64 ,1/27/2013,10/15/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30439616,Premier, $ 907.94 ,10/28/2006,1/15/1984,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,6-10,
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+8635190,Premier, $ 790.46 ,3/11/2003,1/1/1987,18,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31516453,Premier, $ 124.53 ,3/16/2016,8/13/2013,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29012469,Premier, $ 194.13 ,11/21/2014,10/15/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10578173,Standard, $ 307.65 ,1/25/2012,1/15/1988,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1689890,Premier, $ 401.33 ,3/14/2014,2/1/1982,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+18047570,Standard," $ 2,994.33 ",7/14/2013,3/15/1988,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21871325,Standard, $ 533.60 ,3/22/2011,8/15/1988,24,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30605431,Premier, $ 805.75 ,7/16/2006,2/1/1988,20,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14057794,Premier, $ 659.20 ,4/23/2011,4/21/2015,9,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+19287839,Premier, $ 431.69 ,12/23/2014,4/3/2002,16,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+24811114,Standard, $ 131.55 ,1/5/2015,3/15/1988,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5781986,Standard, $ 352.80 ,11/23/2014,8/20/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+845948,Premier, $ 602.24 ,6/6/2011,3/15/1988,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+17137591,Standard, $ 324.30 ,1/23/2015,2/1/1989,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+30691561,Premier, $ 284.72 ,2/10/2013,7/26/2009,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+164053138,Premier," $ 1,530.00 ",4/8/2015,11/1/1988,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+9313986,Standard, $ 163.52 ,2/11/2014,2/1/1989,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2710674,Premier," $ 1,029.60 ",4/5/2014,1/20/2014,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+24683394,Premier, $ 148.40 ,7/16/2014,12/1/1988,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
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+14923100,Premier, $ 298.61 ,7/7/2014,2/15/1989,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+10448416,Standard, $ 222.48 ,8/1/2015,12/1/1988,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25842079,Premier, $ 197.15 ,3/4/2013,3/15/1988,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32471510,Standard," $ 1,998.33 ",3/21/2014,6/1/1987,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12385956,Premier, $ 199.12 ,10/17/2014,12/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29519690,Standard," $ 1,884.78 ",6/13/2015,11/25/2003,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12697692,Premier, $ 826.83 ,4/14/2011,2/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+13183809,Premier, $ 205.91 ,12/5/2012,12/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11446225,Standard," $ 3,703.70 ",4/23/2012,2/15/1989,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25642276,Standard, $ 766.80 ,5/26/2014,12/1/1991,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,
+52611512,Premier," $ 3,579.33 ",9/3/2010,2/15/1988,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18018939,Standard, $ 320.77 ,3/16/2014,5/31/2013,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+17630616,Premier, $ 312.42 ,12/25/2013,7/23/2013,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32048496,Standard," $ 3,109.38 ",5/3/2013,7/1/1989,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9347889,Standard, $ 228.91 ,6/29/2015,4/15/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+52170996,Standard," $ 2,772.25 ",12/1/2013,1/1/1988,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7300998,Premier," $ 3,062.00 ",11/1/2011,3/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+7189215,Premier, $ 253.16 ,9/24/2013,12/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29715552,Standard," $ 1,499.67 ",5/3/2015,12/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+26643138,Standard, $ 598.80 ,12/26/2011,3/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+56503369,Premier," $ 2,311.67 ",7/7/2013,3/7/2007,1,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5950819,Premier," $ 2,659.83 ",9/25/2012,3/15/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10439668,Premier, $ 309.73 ,5/11/2014,8/19/2010,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,German
+33663260,Premier, $ 299.55 ,7/2/2014,12/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+2984127,Premier, $ 465.27 ,6/25/2013,4/15/1989,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+16824411,Premier, $ 191.96 ,4/26/2013,12/1/1988,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2969707,Standard, $ 157.41 ,4/15/2014,4/30/2018,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+21369269,Premier, $ 938.12 ,9/11/2015,12/1/1988,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+16316430,Premier," $ 2,752.53 ",12/13/2013,10/15/1988,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52602109,Premier," $ 1,506.17 ",4/28/2015,5/1/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+6751093,Standard, $ 228.60 ,4/16/2012,10/1/1976,20,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11574947,Premier, $ 781.03 ,12/10/2009,4/1/1989,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30047170,Standard, $ 311.27 ,12/27/2011,8/11/2004,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+6234943,Premier," $ 2,213.03 ",11/18/2014,8/3/2015,4,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+52455336,Premier," $ 6,792.93 ",12/25/2006,7/1/1989,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+10362208,Premier, $ 262.86 ,7/17/2013,3/1/1988,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10487204,Standard, $ 418.24 ,11/2/2012,11/1/1985,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25972137,Premier, $ 267.99 ,3/10/2011,12/1/1988,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+25489276,Premier, $ 345.23 ,11/10/2013,10/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32740381,Premier, $ 275.53 ,10/4/2012,10/15/1989,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
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+23113724,Premier," $ 1,972.60 ",5/19/2012,7/27/2006,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+7831151,Premier, $ 213.07 ,7/9/2014,4/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+11487070,Premier, $ 340.99 ,12/2/2013,7/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12062190,Premier, $ 530.45 ,9/10/2010,4/15/1988,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22563544,Premier, $ 402.45 ,5/12/2014,4/15/1989,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+25409542,Standard, $ 267.55 ,8/30/2014,2/29/2000,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29381234,Standard," $ 2,093.17 ",1/2/2014,11/1/1988,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2759435,Premier, $ 197.70 ,10/27/2014,12/1/1988,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53072127,Premier," $ 3,345.50 ",3/14/2011,11/1/1988,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11799450,Premier," $ 1,725.50 ",10/30/2014,4/15/1989,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+31490748,Premier, $ 293.61 ,6/21/2010,12/1/1988,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+16444413,Premier, $ 153.31 ,5/27/2014,4/1/1989,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4689142,Premier, $ 198.62 ,6/1/2014,4/15/1983,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+22180244,Premier, $ (108.07),10/7/2017,12/1/1988,8,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+2633854,Premier, $ 222.44 ,2/19/2015,7/22/2016,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52637690,Premier," $ 2,481.92 ",6/2/2014,12/1/1988,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8076872,Premier, $ 302.74 ,10/4/2012,4/1/1988,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8032798,Standard, $ 748.21 ,3/19/2008,2/15/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+2622802,Premier," $ 1,188.40 ",1/14/2012,12/1/1988,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+13534841,Standard," $ 4,279.00 ",9/14/2010,5/1/1989,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+12814135,Premier, $ 180.65 ,8/20/2013,2/15/1984,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17438238,Premier," $ 1,519.67 ",4/17/2015,7/1/1989,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10978529,Premier, $ 249.68 ,9/13/2011,10/15/1989,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
+25684029,Premier, $ 239.88 ,7/11/2013,2/15/1984,26,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+2407782,Standard, $ 230.88 ,3/24/2012,6/15/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24344091,Premier, $ 234.02 ,2/8/2014,12/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18685778,Standard, $ 400.69 ,11/2/2010,5/1/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+29344229,Premier," $ 2,944.50 ",8/14/2013,11/1/1989,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+3979025,Premier, $ 328.87 ,8/11/2011,4/11/2006,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13918059,Standard, $ 233.47 ,6/5/2015,4/15/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26725724,Premier, $ 495.00 ,4/5/2014,12/22/2005,10,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,Y,N,51-100,English
+26766627,Premier, $ 192.74 ,12/1/2014,10/1/1989,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+160576923,Premier," $ 3,467.33 ",12/4/2010,11/15/1988,6,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+11269782,Standard, $ 321.33 ,3/27/2015,12/1/1989,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33552108,Premier," $ 4,040.18 ",9/24/2011,7/1/1989,1,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24114244,Premier, $ 622.67 ,6/25/2006,5/15/1984,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18912955,Premier," $ 2,677.00 ",9/11/2012,1/24/2014,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+475838,Premier, $ 348.73 ,9/28/2016,5/1/1989,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+290624,Premier, $ 271.16 ,5/18/2013,12/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+55543101,Premier," $ 2,901.67 ",3/11/2012,7/15/1989,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1671880,Premier, $ 288.45 ,8/28/2014,5/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52444118,Premier," $ 6,175.52 ",10/27/2009,7/1/1989,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,N, ,
+13473983,Standard, $ 461.66 ,9/25/2011,7/1/1989,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
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+16257926,Standard, $ 249.83 ,9/12/2011,12/1/1988,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30144661,Standard," $ 1,284.33 ",10/27/2015,12/1/1988,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+20861415,Premier, $ 710.50 ,9/25/2010,5/1/1989,13,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+27447177,Premier," $ 1,792.17 ",9/6/2014,10/14/1999,5,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5496738,Standard," $ 1,270.79 ",9/28/2007,3/15/1988,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5990937,Premier, $ 209.79 ,8/1/2014,12/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10069662,Standard, $ 415.10 ,7/22/2010,4/11/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10955147,Premier, $ 784.32 ,1/23/2013,2/1/1984,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+32247994,Standard, $ 431.76 ,8/24/2012,1/27/2016,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14975883,Premier, $ 209.49 ,3/8/2014,10/15/1984,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27381187,Premier, $ 270.25 ,4/20/2015,11/1/1989,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1190510,Premier, $ 195.12 ,3/25/2013,8/15/1988,7,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27920567,Premier, $ 191.01 ,12/14/2014,2/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1569295,Standard," $ 1,048.87 ",10/26/2012,4/15/1988,20,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,Y,N,N,N,Y,N,Y,101-500,English
+29824992,Premier, $ 561.01 ,8/26/2012,11/15/1988,15,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6429766,Standard, $ 185.50 ,9/13/2014,7/1/1989,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20354325,Premier, $ 350.01 ,6/1/2013,12/1/1989,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+10226251,Premier, $ 230.22 ,12/8/2014,4/1/1988,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+52387278,Premier," $ 2,588.00 ",11/23/2012,3/1/1988,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1438596,Standard," $ 1,400.67 ",7/23/2015,3/1/1988,1,TRUE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52734841,Premier," $ 1,427.00 ",7/2/2015,2/15/1984,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5629708,Standard, $ 267.90 ,6/11/2013,10/15/1988,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3907730,Premier, $ 457.79 ,4/13/2012,3/1/1988,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22579622,Premier, $ 311.10 ,6/21/2012,3/1/1988,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32388295,Premier, $ 388.93 ,1/25/2011,3/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7878383,Standard, $ 132.29 ,2/8/2016,3/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2824227,Premier, $ 412.45 ,12/1/2012,3/1/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12012479,Premier," $ 3,253.33 ",5/28/2011,3/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11088259,Premier, $ 248.98 ,8/18/2014,3/15/1988,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1326469,Premier," $ 2,328.67 ",6/23/2013,7/1/1989,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23289023,Premier, $ 345.39 ,11/10/2013,7/1/1989,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12203329,Premier, $ 443.52 ,6/25/2012,7/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23673699,Premier, $ 238.82 ,1/5/2014,12/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8371877,Premier, $ 394.56 ,3/3/2013,4/1/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8023055,Standard, $ 226.42 ,4/4/2014,12/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+427079,Premier, $ 67.43 ,9/6/2017,12/15/1989,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33257514,Standard, $ 171.40 ,11/23/2013,11/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9078693,Premier, $ 495.52 ,12/22/2008,12/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33262323,Premier, $ 200.83 ,1/26/2013,5/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11627493,Premier, $ 396.93 ,9/15/2012,9/9/2010,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32319191,Premier, $ 362.72 ,8/1/2011,11/1/1989,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14883872,Premier, $ 200.21 ,2/1/2013,2/1/1988,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12196883,Premier," $ 3,454.97 ",9/27/2012,6/11/2014,22,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26701519,Premier, $ 351.68 ,6/15/2014,7/8/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+11793745,Premier, $ 169.53 ,12/12/2013,3/1/1988,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+31869276,Premier, $ 810.72 ,2/15/2011,12/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+32127773,Premier, $ 444.29 ,12/25/2009,5/15/1981,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+681237,Premier, $ 383.23 ,4/30/2013,12/3/2010,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25302007,Premier," $ 3,573.70 ",7/14/2012,5/15/1997,1,TRUE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+29277694,Premier, $ 872.00 ,10/23/2013,1/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+18263027,Premier, $ 443.13 ,9/24/2013,7/1/1989,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+5642465,Premier, $ 235.75 ,11/5/2014,7/1/1989,17,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,Y,Y,Y,6-10,English
+17413899,Premier, $ 217.94 ,8/10/2013,7/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
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+32687678,Premier, $ 462.92 ,2/9/2013,8/24/2012,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+166802395,Premier," $ 3,057.83 ",11/4/2011,3/1/1989,7,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+108418115,Premier," $ 1,893.17 ",6/15/2014,6/15/2016,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+20711696,Premier, $ 199.12 ,2/12/2013,4/15/1988,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54207551,Premier," $ 3,171.57 ",3/24/2013,7/1/1989,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26344396,Standard, $ 555.24 ,7/6/2013,12/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+31259376,Premier, $ 148.84 ,7/12/2014,12/15/1988,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+18398423,Standard, $ 240.41 ,12/17/2011,5/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52418552,Standard," $ 1,471.33 ",5/26/2015,7/15/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4470691,Standard, $ 507.89 ,8/1/2011,5/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15464718,Standard, $ 375.24 ,5/3/2011,7/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+11790596,Premier, $ 223.40 ,6/8/2012,12/15/1988,17,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+6426265,Premier," $ 2,563.17 ",12/13/2012,9/26/2014,3,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+6550523,Standard, $ 149.41 ,10/8/2015,12/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28951039,Premier, $ 402.88 ,8/14/2012,8/21/2013,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19741875,Standard," $ 1,039.44 ",9/25/2009,12/15/1989,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+12102589,Premier, $ 424.96 ,9/28/2012,5/1/1989,23,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,
+3036313,Standard," $ 1,688.33 ",11/30/2014,7/25/2006,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+688257,Premier, $ 543.70 ,8/8/2012,7/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22804204,Premier, $ 431.17 ,8/12/2006,1/9/1988,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33257273,Standard, $ 154.97 ,5/10/2014,5/25/2018,6,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14658395,Premier, $ 448.04 ,12/9/2011,12/25/1988,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14890219,Premier," $ 1,626.00 ",1/20/2015,2/1/1988,3,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29655875,Standard, $ 543.28 ,1/15/2008,7/1/1989,23,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+26805028,Premier, $ 224.33 ,5/30/2012,1/15/1989,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25390522,Standard, $ 663.04 ,5/29/2009,2/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53076395,Standard," $ 2,233.83 ",9/9/2013,7/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4745245,Premier," $ 3,892.85 ",12/26/2011,12/20/2001,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11584201,Standard, $ 358.08 ,9/6/2013,5/6/2009,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23879185,Standard, $ 542.05 ,10/30/2013,12/1/1989,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+26864967,Premier, $ 175.53 ,10/11/2013,4/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+22584274,Standard, $ 415.28 ,7/21/2010,12/15/1989,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14274166,Premier, $ 392.68 ,5/29/2012,7/1/1992,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,
+19745782,Premier, $ 211.26 ,5/20/2015,6/1/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+32278556,Premier, $ 295.66 ,11/24/2012,1/1/1989,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+3226211,Premier," $ 2,371.00 ",5/20/2013,1/1/1989,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26441438,Standard, $ 300.91 ,10/17/2012,2/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+52392479,Premier," $ 3,222.33 ",6/22/2011,1/15/1988,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13073192,Standard, $ 241.96 ,12/14/2013,7/23/2004,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21843414,Premier, $ 241.16 ,12/10/2011,12/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3271647,Premier, $ 304.55 ,9/21/2012,11/1/1989,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30792792,Standard, $ 698.63 ,11/13/2010,3/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20708915,Standard, $ 216.11 ,6/17/2014,4/17/1998,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+27229861,Standard, $ 270.08 ,8/23/2012,7/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+10210158,Standard, $ 364.96 ,6/20/2008,1/1/1989,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9721243,Premier, $ 533.10 ,12/13/2012,7/15/2004,22,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27760825,Standard, $ 245.45 ,10/27/2011,11/27/2000,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22137561,Standard, $ 293.52 ,12/9/2012,6/7/2005,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10016625,Premier, $ 175.33 ,10/14/2013,11/1/1989,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22732192,Premier, $ 622.67 ,6/25/2006,3/1/1989,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28331986,Premier, $ 271.72 ,11/3/2012,12/1/1988,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30511299,Standard," $ 3,500.17 ",11/7/2010,7/1/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+11790843,Premier, $ 157.89 ,4/10/2014,12/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24430326,Premier, $ 165.19 ,1/25/2014,10/15/1989,14,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6012242,Premier, $ 429.99 ,8/11/2015,2/1/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,Spanish
+6104551,Premier, $ 157.35 ,4/16/2014,12/25/1989,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16398918,Premier, $ 365.53 ,9/21/2012,2/1/1989,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25779784,Premier, $ 549.40 ,1/28/2010,11/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+31526253,Standard, $ 176.88 ,9/28/2013,3/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+22561180,Premier, $ 294.08 ,12/5/2012,4/25/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12448865,Standard, $ 513.46 ,3/29/2012,5/15/1989,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+29641209,Premier," $ 2,004.17 ",3/16/2014,4/15/1988,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+23873582,Premier, $ 195.67 ,3/19/2013,12/1/1989,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52438288,Premier," $ 2,002.22 ",3/31/2015,12/1/1988,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+18843881,Premier, $ 93.51 ,1/29/2016,8/1/1989,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18504843,Standard, $ 305.25 ,2/21/2010,12/15/1983,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52155338,Standard," $ 2,274.00 ",8/7/2013,7/1/1989,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+11761266,Premier, $ 790.20 ,4/9/2014,3/1/1989,14,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13409171,Premier," $ 1,466.83 ",5/30/2015,11/1/1989,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26806264,Premier, $ 194.31 ,4/2/2013,1/15/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9373397,Premier, $ 249.31 ,9/17/2011,12/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19095672,Standard, $ 691.47 ,9/25/2012,3/1/1989,17,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25020169,Premier," $ 1,844.67 ",7/12/2013,11/1/1989,47,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+29736046,Standard, $ 474.30 ,9/25/2012,5/15/1989,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+28163995,Premier," $ 5,031.10 ",8/29/2009,7/1/1989,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,Y,Y,500+,English
+22027312,Standard, $ 312.49 ,12/18/2011,12/28/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8290797,Standard, $ 832.87 ,2/9/2015,8/6/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+52583203,Standard," $ 1,575.35 ",8/26/2013,3/25/2010,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+1572549,Premier," $ 1,633.83 ",1/13/2015,7/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+15503075,Premier," $ 4,850.95 ",5/1/2010,7/1/1989,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,English
+6888284,Premier," $ 1,323.67 ",9/24/2015,5/15/2012,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19091726,Standard, $ 538.41 ,11/23/2012,8/1/1988,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11496958,Premier," $ 1,841.00 ",7/28/2014,2/1/1988,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15034677,Premier," $ 2,971.17 ",1/14/2012,12/1/1988,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32489913,Premier, $ 291.23 ,7/15/2010,7/1/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52662441,Standard," $ 1,859.22 ",6/29/2015,4/25/2008,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+19225442,Standard, $ 455.97 ,4/22/2012,12/23/2015,23,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15581686,Standard," $ 1,039.70 ",1/16/2007,3/1/1989,24,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25863220,Premier, $ 504.96 ,10/20/2012,1/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,
+10731676,Standard, $ 545.53 ,8/1/2012,4/1/2015,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4757581,Premier, $ 372.44 ,5/24/2011,5/1/1988,20,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29575520,Premier, $ 292.37 ,7/3/2010,3/1/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+108227906,Premier," $ 1,819.83 ",8/14/2014,6/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22702414,Standard," $ 1,503.83 ",4/30/2015,12/25/1988,11,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+13785112,Standard, $ 705.27 ,10/16/2010,12/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+25829387,Standard, $ 551.27 ,10/3/2012,12/25/1989,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52504190,Standard," $ 1,822.33 ",8/12/2014,3/1/1989,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+23234444,Premier, $ 269.01 ,6/3/2013,8/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10367947,Standard, $ 891.04 ,9/15/2010,3/1/1989,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+108210948,Premier," $ 2,119.00 ",12/12/2013,1/1/1989,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+18887976,Standard, $ 534.07 ,9/16/2012,4/15/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+4396806,Premier, $ 334.22 ,3/27/2013,11/1/1989,5,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
+29381684,Premier," $ 2,050.50 ",2/6/2014,2/4/2007,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29999725,Premier, $ 141.41 ,8/26/2015,12/15/1988,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31735398,Standard, $ 266.69 ,12/17/2014,12/15/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7383746,Premier, $ 408.30 ,7/15/2012,7/21/2000,5,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20747369,Standard, $ 166.72 ,6/6/2015,9/15/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28301437,Standard, $ 487.95 ,11/11/2011,9/19/2009,20,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24699485,Standard, $ 560.80 ,11/3/2010,11/1/1988,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11730845,Standard," $ 2,171.43 ",12/14/2014,1/1/1988,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26844532,Premier, $ 387.09 ,7/11/2014,6/15/2004,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13473903,Standard," $ 2,957.00 ",1/26/2012,12/1/1989,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3014894,Standard, $ 309.89 ,8/14/2012,7/23/1989,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11383326,Standard," $ 1,954.51 ",6/26/2014,7/1/1989,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+9172862,Premier, $ 180.29 ,3/1/2015,11/1/1989,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24975990,Premier, $ 384.06 ,3/1/2011,2/15/1989,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13255704,Premier, $ 396.29 ,2/22/2013,4/15/1990,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29743166,Premier, $ 645.60 ,8/31/2012,2/1/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,11-50,English
+28750563,Premier, $ 326.64 ,2/14/2014,12/25/1988,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+9943920,Premier, $ 279.12 ,10/15/2014,8/9/2006,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29139016,Standard, $ 414.08 ,12/6/2011,7/12/2001,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1828203,Standard, $ 360.50 ,10/21/2012,10/15/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,N,Y,6-10,English
+19859433,Standard," $ 2,181.00 ",10/22/2013,4/19/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6942153,Premier, $ 373.07 ,12/26/2009,7/1/1989,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+16169296,Standard, $ 209.30 ,8/5/2014,12/25/1988,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25561307,Standard, $ 803.93 ,3/11/2014,7/5/2015,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+16530574,Premier, $ 235.54 ,2/22/2015,1/1/1988,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17078472,Premier, $ 261.80 ,10/6/2015,2/1/1989,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21892991,Premier, $ 342.62 ,8/15/2015,1/15/1990,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+52444470,Premier," $ 2,542.67 ",12/30/2012,1/1/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18684357,Premier, $ 337.80 ,11/29/2014,2/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8219947,Premier, $ 212.35 ,9/22/2015,6/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18551339,Premier, $ 216.15 ,6/16/2014,8/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6338251,Standard," $ 2,867.67 ",4/8/2012,5/1/1985,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+3575008,Premier, $ 140.84 ,12/8/2015,2/15/1984,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+21083064,Premier," $ 2,667.00 ",9/19/2012,3/1/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+17543671,Premier," $ 2,641.83 ",10/10/2012,4/19/1998,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+9881680,Standard, $ 299.52 ,6/21/2015,9/11/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20963687,Premier, $ 524.71 ,1/15/2013,2/1/1988,16,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32320311,Standard, $ 514.32 ,6/29/2011,1/15/1978,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6555038,Premier, $ 244.00 ,11/29/2013,12/15/1988,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17980600,Premier, $ 723.15 ,8/1/2015,8/20/2014,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+14789789,Standard, $ 191.60 ,12/9/2014,1/1/1988,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2305040,Premier, $ 386.48 ,2/12/2011,5/15/1989,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32881584,Premier, $ 222.42 ,5/3/2014,2/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18626913,Premier, $ 329.89 ,1/28/2014,4/1/1990,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3858538,Standard, $ 327.14 ,4/12/2012,1/15/1989,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+20029168,Premier, $ 380.64 ,9/21/2012,1/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+16846397,Standard," $ 2,263.73 ",5/9/2012,5/15/1986,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+1414154,Premier, $ 188.29 ,1/2/2015,7/1/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11951910,Standard," $ 2,513.17 ",1/23/2013,8/7/2002,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+19504114,Premier, $ 306.88 ,9/4/2012,12/25/1988,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+20640432,Premier," $ 1,198.67 ",12/24/2011,2/15/1984,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+2716071,Premier, $ 312.91 ,7/23/2012,5/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7831445,Standard, $ 141.79 ,9/22/2014,11/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25767468,Premier, $ 222.56 ,7/31/2015,2/15/1989,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31107535,Premier, $ 270.76 ,4/18/2015,12/15/1988,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+15296859,Standard," $ 3,706.56 ",5/16/2013,1/15/1990,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+33291125,Premier, $ 154.75 ,5/12/2014,5/15/1990,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+23438797,Premier, $ 525.03 ,10/10/2010,12/25/1988,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+9553258,Standard, $ 364.80 ,7/17/2011,4/15/1988,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20386528,Standard, $ 234.68 ,2/14/2012,4/17/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13327197,Standard, $ 148.53 ,7/15/2014,7/2/2009,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53389853,Premier," $ 4,118.00 ",6/19/2009,2/1/1990,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+52719108,Standard," $ 2,470.50 ",2/27/2013,2/1/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+697971,Standard, $ 419.10 ,2/14/2012,4/6/2011,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+52645714,Premier," $ 3,498.00 ",11/9/2010,3/1/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+52640082,Premier," $ 1,091.00 ",4/2/2016,3/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2697783,Premier, $ 421.65 ,5/2/2012,6/5/2007,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4234624,Premier, $ 200.02 ,10/10/2014,2/1/1976,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30265666,Premier," $ 2,187.50 ",10/17/2013,4/17/2010,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12121410,Standard, $ 289.83 ,1/5/2013,1/15/1990,23,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1680687,Standard, $ 357.83 ,9/8/2014,2/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13124723,Premier, $ 184.67 ,1/28/2015,12/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17044926,Premier," $ 1,376.87 ",10/5/2012,4/1/1990,28,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10075596,Premier," $ 7,125.73 ",5/29/2006,9/9/2014,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+4415514,Premier, $ 162.31 ,3/14/2015,3/1/1989,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30105652,Premier," $ 3,374.50 ",2/18/2011,1/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27524136,Premier, $ 422.13 ,10/19/2011,12/1/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Chinese
+13722021,Premier, $ 278.30 ,7/31/2015,12/6/2005,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+8427136,Premier, $ 450.65 ,8/8/2010,7/1/1989,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+29232667,Premier, $ 168.52 ,12/22/2013,2/1/1980,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31672594,Standard, $ 493.40 ,3/2/2013,3/15/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28464662,Standard, $ 572.45 ,8/27/2002,8/1/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+52564055,Standard," $ 3,493.33 ",11/12/2010,8/1/1990,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+31201124,Standard, $ 314.08 ,7/15/2012,7/18/2017,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29863290,Standard, $ 357.20 ,9/10/2013,6/12/2015,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22747421,Premier," $ 3,335.80 ",12/11/2012,3/1/1990,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26237323,Premier, $ 660.42 ,9/24/2008,1/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27256013,Premier," $ 3,307.42 ",12/29/2012,2/15/1990,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13214714,Premier, $ 157.89 ,4/10/2014,7/14/2010,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28709181,Premier, $ 518.13 ,6/9/2011,2/1/1990,6,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+28571791,Premier," $ 3,128.67 ",9/7/2011,8/1/1989,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+24232637,Premier, $ 265.99 ,9/7/2014,12/11/2010,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13184171,Premier, $ 384.74 ,2/24/2011,10/24/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31860857,Standard, $ 220.13 ,7/12/2012,3/1/1990,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12155646,Standard," $ 2,234.00 ",6/8/2012,2/1/1990,17,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+8041252,Premier, $ 313.24 ,7/21/2012,3/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32037609,Premier," $ 2,373.15 ",8/9/2014,8/7/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+29435744,Premier, $ 290.20 ,7/26/2010,8/1/1989,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31952520,Premier," $ 2,303.83 ",7/14/2013,11/15/1990,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+3206527,Standard," $ 1,094.25 ",11/13/2008,8/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+18914114,Standard, $ 304.95 ,9/18/2012,3/1/1990,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+56583023,Premier," $ 1,765.67 ",9/27/2014,1/11/2016,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+4695527,Standard," $ 2,519.17 ",1/18/2013,7/1/1989,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21491897,Premier, $ 160.97 ,2/2/2015,10/15/1989,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,
+22053088,Premier, $ 450.24 ,5/4/2011,8/15/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+610331,Premier, $ 226.08 ,7/13/2015,7/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2024531,Standard, $ 128.51 ,3/6/2016,4/1/1990,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19859397,Premier, $ 308.96 ,5/15/2014,8/1/1976,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8408886,Premier," $ 7,168.63 ",5/2/2006,7/10/2006,3,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+10686355,Premier, $ 226.41 ,3/2/2014,7/1/1989,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+16711741,Standard," $ 3,521.44 ",8/21/2013,8/1/1990,43,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
+28258595,Standard," $ 2,367.00 ",5/23/2013,10/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11083757,Premier," $ 2,392.35 ",7/17/2013,7/15/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+24876701,Premier, $ 258.59 ,8/16/2013,8/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32708609,Premier, $ 378.85 ,4/10/2014,7/1/1989,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+52700047,Standard," $ 3,367.17 ",2/24/2011,3/1/1989,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+5231518,Premier, $ 254.45 ,3/19/2013,12/1/1990,16,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+15620423,Standard, $ 361.98 ,8/6/2011,3/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+11624586,Premier," $ 2,352.50 ",6/4/2013,7/1/1989,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23814705,Premier, $ 394.21 ,12/18/2010,2/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14547042,Premier, $ 223.43 ,6/8/2012,7/15/1990,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+2752075,Premier, $ 466.81 ,1/25/2011,11/14/2002,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+13654316,Premier, $ 224.63 ,5/27/2012,8/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18550316,Standard, $ 174.08 ,10/26/2013,12/17/2011,19,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2424212,Premier, $ 421.31 ,6/7/2010,3/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+889563,Standard, $ 203.50 ,9/15/2014,3/15/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+25644840,Standard, $ 352.34 ,10/15/2011,10/14/2014,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16950522,Premier, $ 299.52 ,10/27/2012,8/1/1989,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11647649,Premier, $ 458.43 ,7/23/2013,12/1/1989,18,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7476713,Standard, $ 117.36 ,5/30/2015,9/15/1990,9,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+12754022,Premier, $ 453.41 ,10/23/2013,3/1/1989,22,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Polish
+469927,Standard, $ 211.85 ,7/17/2014,7/15/1983,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4820114,Standard, $ 395.95 ,2/24/2013,7/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15218773,Premier, $ 395.52 ,9/23/2012,7/15/1984,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52618844,Premier," $ 2,885.33 ",3/24/2012,7/15/1990,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+20156668,Premier, $ 187.98 ,1/4/2015,3/1/1990,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7125734,Premier, $ 400.87 ,3/16/2014,11/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13260543,Standard, $ 369.03 ,7/24/2014,11/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+17343915,Standard," $ 2,509.00 ",1/27/2013,11/15/1983,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27542489,Premier," $ 1,136.17 ",2/25/2016,8/1/1990,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+19704577,Premier, $ 790.93 ,4/7/2014,10/11/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25599294,Premier, $ 83.46 ,5/11/2015,8/15/1979,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17899073,Premier, $ 439.15 ,1/27/2012,8/1/1990,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7761393,Premier, $ 568.90 ,2/10/2010,7/15/1989,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,Polish
+16514802,Premier, $ 289.68 ,8/22/2014,8/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18183019,Standard," $ 2,468.83 ",3/1/2013,11/30/2011,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20476962,Premier, $ 165.69 ,1/20/2014,8/15/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30164791,Premier, $ 299.65 ,4/20/2010,3/15/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11227127,Standard, $ 396.36 ,7/30/2011,8/1/1990,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+26131507,Premier, $ 499.13 ,4/26/2013,4/26/2010,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19732425,Standard, $ 299.83 ,4/18/2010,4/12/2005,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23416444,Premier, $ 113.51 ,7/8/2015,7/15/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13553334,Standard, $ 594.61 ,9/22/2009,7/23/2016,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2751658,Premier, $ 331.28 ,3/13/2012,3/15/1984,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25849173,Standard, $ 307.87 ,8/28/2012,12/1/2014,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31865172,Premier, $ 200.05 ,9/6/2015,7/15/1989,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6440412,Premier," $ 2,435.33 ",7/1/2014,8/1/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+23337978,Premier, $ 204.35 ,12/21/2012,8/1/1978,21,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24468293,Premier, $ 266.36 ,12/15/2012,3/1/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+56473955,Premier," $ 2,160.67 ",11/8/2013,2/15/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+20880256,Premier, $ 325.49 ,2/19/2014,3/1/1989,19,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+28627788,Standard, $ 213.92 ,7/2/2014,3/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14555013,Premier, $ 282.23 ,2/28/2013,3/1/1989,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2780421,Standard, $ 400.88 ,8/28/2013,3/15/1989,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+30075345,Premier," $ 1,319.33 ",9/28/2015,3/1/1994,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52447148,Standard," $ 3,365.17 ",2/25/2011,4/1/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30691714,Standard," $ 2,907.50 ",3/6/2012,7/15/1986,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+28952501,Standard, $ 705.15 ,10/25/2008,8/15/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10357082,Premier, $ 132.04 ,12/31/2014,3/1/1989,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+16529397,Premier, $ 305.90 ,9/11/2012,1/11/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12190205,Premier, $ 781.42 ,4/11/2010,2/1/1988,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3701432,Premier, $ 162.50 ,7/6/2015,9/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25318298,Premier," $ 5,047.90 ",6/11/2011,9/1/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+12854893,Standard, $ 266.34 ,6/22/2013,5/1/1983,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16615296,Premier," $ 1,595.83 ",2/14/2015,11/1/1989,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+13178846,Premier," $ 2,242.50 ",9/2/2013,3/1/1989,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+13178799,Premier, $ 224.84 ,4/15/2014,7/15/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18735519,Standard, $ 362.35 ,8/15/2013,4/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26762736,Premier, $ 384.12 ,9/1/2012,3/1/1989,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+2326748,Premier, $ 429.10 ,4/12/2010,9/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9085612,Premier, $ 293.75 ,12/7/2012,3/1/1990,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12820492,Standard, $ 395.33 ,2/27/2013,3/5/2010,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14411938,Premier, $ 314.90 ,7/9/2012,8/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23030958,Standard, $ 348.10 ,3/27/2013,3/1/1989,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+31716034,Premier, $ 390.42 ,10/21/2012,10/15/1987,12,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9095435,Standard, $ 363.38 ,11/12/2010,3/1/1990,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31408135,Premier, $ 214.87 ,9/4/2012,8/1/1989,17,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29037318,Premier, $ 451.70 ,4/25/2011,3/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+24946232,Premier, $ 309.02 ,1/14/2012,9/15/1990,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+56342731,Standard," $ 1,350.17 ",9/3/2015,8/1/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52282297,Premier," $ 1,684.67 ",12/3/2014,8/17/2009,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+19781821,Premier, $ 769.25 ,5/29/2010,7/1/1989,28,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+2392706,Standard, $ 241.20 ,12/9/2011,8/15/1990,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19863613,Premier, $ 634.10 ,8/4/2011,8/6/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17478143,Premier, $ 319.27 ,2/13/2015,11/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24164519,Premier, $ 228.59 ,3/19/2014,12/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26464361,Premier, $ 373.19 ,1/24/2013,7/15/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30011918,Premier, $ 263.09 ,4/29/2011,9/1/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,Italian
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+2086008,Premier, $ 225.19 ,1/7/2015,9/1/1990,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
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+25546886,Premier, $ 352.15 ,10/16/2011,9/15/1990,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16079902,Premier, $ 952.27 ,5/12/2013,12/12/2014,15,FALSE,TRUE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+22221541,Premier, $ 138.41 ,10/26/2014,8/15/1990,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+23579156,Premier," $ 2,039.83 ",2/15/2014,9/15/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16497046,Standard, $ 369.70 ,6/12/2011,11/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25183689,Premier, $ 432.21 ,3/21/2010,9/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+16686139,Premier, $ 364.67 ,7/18/2011,3/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12010491,Standard," $ 2,584.50 ",11/26/2012,7/2/2010,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+11233210,Premier, $ 250.95 ,8/31/2011,9/1/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+21833859,Premier, $ 416.82 ,11/19/2011,7/15/1989,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+15260222,Premier, $ 233.26 ,2/14/2014,10/1/2005,18,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+52923424,Premier," $ 1,870.17 ",7/4/2014,7/15/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27959436,Standard, $ 277.79 ,4/1/2013,9/15/1990,25,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Arabic
+28474908,Standard, $ 103.38 ,10/9/2017,3/1/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+18820350,Premier, $ 215.89 ,8/24/2012,7/1/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18577312,Premier, $ 275.10 ,4/20/2013,8/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20480849,Premier, $ 193.70 ,11/24/2014,3/1/1989,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31123969,Premier, $ 560.96 ,11/2/2010,8/1/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25594612,Premier, $ 145.71 ,8/13/2014,3/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31560548,Standard, $ 273.20 ,5/4/2013,9/1/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21211997,Premier, $ 236.74 ,1/20/2014,3/1/1990,14,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28056182,Premier," $ 1,520.00 ",4/17/2015,3/1/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4623979,Standard, $ 305.24 ,9/16/2012,8/1/1989,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19645504,Standard, $ 167.63 ,12/31/2013,7/15/1990,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+7438981,Standard, $ 329.52 ,3/26/2012,3/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12295067,Premier, $ 576.33 ,9/23/2013,3/1/1975,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+1286040,Premier," $ 1,683.03 ",4/22/2013,10/15/1990,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+53114807,Premier," $ 3,152.93 ",4/5/2013,6/1/2004,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+12712036,Premier, $ 120.40 ,5/3/2016,9/1/1990,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26648228,Premier, $ 289.93 ,6/12/2012,7/15/1990,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21868578,Standard, $ 197.92 ,10/25/2014,6/15/1977,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13681303,Premier, $ 399.24 ,9/3/2012,3/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+32198979,Premier," $ 3,209.27 ",3/1/2013,3/1/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+53762111,Premier," $ 2,550.67 ",12/24/2012,8/15/1982,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+1843549,Premier, $ 654.53 ,7/11/2009,3/1/1989,2,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16982764,Premier," $ 2,145.50 ",11/20/2013,2/1/1990,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+8215666,Premier, $ 551.36 ,12/21/2010,7/1/1990,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+17063374,Premier, $ 662.47 ,4/10/2011,6/21/2004,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1529477,Standard, $ 624.35 ,12/20/2011,10/10/2014,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8905404,Standard, $ 148.39 ,7/16/2014,12/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28667988,Premier, $ 297.31 ,11/12/2012,7/1/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+16951134,Standard, $ 567.16 ,6/21/2006,3/15/1990,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3511323,Premier," $ 3,804.06 ",3/25/2013,9/15/1990,2,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+16656208,Premier, $ 377.31 ,4/19/2011,8/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18181120,Premier," $ 1,103.47 ",7/6/2012,3/1/1989,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10844433,Standard, $ 414.86 ,3/24/2014,8/25/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+2885191,Standard," $ 3,163.12 ",3/30/2013,10/25/2010,3,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+11743668,Premier, $ 404.37 ,1/12/2013,7/15/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12721918,Premier, $ 375.52 ,5/1/2011,12/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13258326,Premier, $ 326.84 ,4/14/2012,9/1/1989,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24974842,Standard," $ 4,901.22 ",3/31/2010,12/8/2010,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20291184,Premier, $ 605.75 ,7/22/2009,8/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11963420,Standard, $ 398.88 ,4/5/2015,12/1/1989,10,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29670624,Standard," $ 1,437.15 ",3/21/2016,6/30/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12969442,Premier, $ 146.88 ,8/1/2014,6/13/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9589470,Premier," $ 3,433.83 ",12/31/2010,7/1/1990,1,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7765438,Standard, $ 318.00 ,3/30/2014,9/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16250950,Premier, $ 285.90 ,6/30/2015,11/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12240172,Standard, $ 353.82 ,5/11/2013,6/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32474614,Premier," $ 2,690.00 ",8/31/2012,7/1/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15416299,Standard, $ 231.26 ,9/17/2013,7/1/1989,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+108157536,Standard," $ 3,721.25 ",4/12/2012,8/15/1989,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21371446,Premier, $ 275.63 ,11/2/2014,3/1/1989,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+23317264,Premier, $ 391.09 ,3/21/2013,3/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13463485,Premier," $ 1,888.03 ",6/11/2015,3/1/1989,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+22608186,Standard, $ 143.09 ,9/9/2014,12/1/1989,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52619474,Premier," $ 2,437.72 ",6/30/2014,12/1/1989,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+6845880,Premier, $ 464.80 ,6/27/2013,3/1/1980,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18266757,Premier, $ 288.05 ,6/27/2012,3/1/1989,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8991551,Standard, $ 407.70 ,5/17/2011,7/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,Russian
+24182538,Standard, $ 207.97 ,11/13/2012,3/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+11949615,Standard," $ 4,309.50 ",4/8/2011,3/2/2005,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
+9080812,Premier, $ 220.88 ,7/4/2012,9/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27424342,Premier, $ 230.43 ,4/26/2013,11/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+8349928,Premier," $ 3,736.50 ",4/27/2010,7/1/1989,1,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+8072791,Standard, $ 123.60 ,3/27/2015,9/1/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+7883488,Standard, $ 444.23 ,12/25/2009,6/4/2010,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16704005,Premier, $ 913.65 ,10/5/2003,6/1/1972,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+5420906,Premier, $ 344.99 ,11/12/2013,7/2/2003,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10872032,Premier, $ 298.42 ,11/4/2012,6/8/2009,15,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32404298,Premier, $ 256.49 ,7/6/2011,6/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53326501,Premier," $ 2,476.72 ",6/5/2014,8/15/1989,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+13538402,Standard, $ 168.97 ,12/18/2013,6/15/1989,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22249218,Premier," $ 4,754.75 ",7/1/2010,3/1/1990,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14009844,Premier, $ 477.12 ,9/12/2012,9/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+33394056,Premier, $ 170.53 ,5/9/2015,6/15/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8749314,Standard, $ 158.65 ,8/3/2015,9/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52997113,Premier," $ 3,362.23 ",11/24/2012,1/1/1989,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+20192830,Premier, $ 334.15 ,2/22/2012,4/1/1990,3,TRUE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+9119476,Premier," $ 1,692.17 ",11/27/2014,10/15/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+12483412,Standard, $ 258.99 ,2/11/2013,7/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5104501,Premier," $ 1,424.27 ",9/18/2010,3/1/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+20028676,Premier," $ 1,521.67 ",4/15/2015,3/1/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+7542907,Premier, $ 435.97 ,12/31/2013,6/1/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+19645632,Premier, $ 369.71 ,7/8/2013,7/15/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30382699,Premier, $ 425.79 ,1/6/2012,9/1/1989,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+26180331,Standard, $ 274.17 ,4/27/2013,11/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+4494748,Premier, $ 437.96 ,10/9/2014,9/1/1990,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+14584656,Premier, $ 177.36 ,9/23/2013,7/15/1990,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29091947,Premier, $ 329.05 ,3/29/2012,7/1/1990,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32389602,Premier, $ 182.29 ,2/14/2015,3/1/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13057376,Premier, $ 385.98 ,7/16/2014,7/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15472367,Standard, $ 266.61 ,5/4/2014,3/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4766715,Premier, $ 141.79 ,12/1/2015,7/15/1990,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25753128,Premier, $ 171.05 ,11/26/2013,10/15/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3652552,Premier," $ 3,220.53 ",2/22/2013,3/1/1989,8,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+5008066,Standard, $ 173.69 ,10/30/2013,3/1/1989,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19129242,Standard, $ 300.48 ,10/20/2012,11/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1848763,Premier, $ 370.80 ,7/17/2014,3/1/1989,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1137967,Premier, $ 388.96 ,10/29/2012,2/1/1990,23,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+1837570,Premier, $ 364.27 ,9/28/2012,11/1/1988,24,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+16263304,Premier, $ 447.37 ,9/7/2013,12/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18758989,Standard, $ 433.11 ,8/3/2015,7/1/1990,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+8176415,Premier," $ 2,400.17 ",4/26/2013,6/1/1989,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1113381,Premier, $ 192.36 ,12/4/2014,7/15/1990,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8084817,Standard, $ 148.32 ,7/17/2014,7/15/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23755537,Premier," $ 1,784.17 ",9/12/2014,9/1/1989,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31445814,Premier, $ 315.98 ,7/1/2012,11/15/1971,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26707091,Premier, $ 243.63 ,1/8/2015,3/15/1990,21,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25734378,Premier, $ 257.41 ,6/26/2011,8/15/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16245115,Premier, $ 318.76 ,11/20/2013,7/15/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11681463,Standard," $ 2,604.64 ",8/12/2012,7/15/1990,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y, ,English
+19530057,Premier, $ 300.28 ,4/13/2010,2/1/1981,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22004733,Premier, $ 187.96 ,1/5/2015,7/15/1990,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17695495,Standard, $ 127.22 ,3/15/2016,7/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25058119,Premier," $ 1,047.00 ",5/8/2016,7/15/1990,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3625861,Premier, $ 321.00 ,10/12/2011,11/15/1976,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+52609711,Premier," $ 2,199.33 ",10/7/2013,12/1/1989,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8925080,Premier, $ 358.75 ,12/18/2010,12/1/1989,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+13354225,Premier, $ 495.33 ,2/22/2013,6/15/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8432540,Standard," $ 1,331.53 ",3/27/2011,7/15/1990,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+30070745,Premier," $ 2,622.36 ",12/6/2014,3/1/1989,1,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+12766266,Standard, $ 514.03 ,12/8/2012,5/23/2003,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14769526,Standard, $ 386.74 ,2/10/2011,7/15/1990,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16958217,Premier, $ 155.39 ,8/26/2015,11/1/1989,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19993290,Standard," $ 2,210.00 ",9/29/2013,2/13/2006,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+27051337,Premier, $ 412.03 ,1/29/2014,9/20/2001,12,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+19871594,Standard, $ 250.24 ,12/3/2014,10/26/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29862674,Standard, $ 324.55 ,10/19/2013,12/1/1989,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22886382,Standard, $ 309.41 ,8/17/2012,11/1/1989,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12457075,Premier, $ 459.47 ,7/19/2013,9/1/1989,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,51-100,English
+1959970,Standard, $ 203.75 ,12/27/2012,12/1/1989,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26979564,Standard, $ 364.46 ,7/20/2011,4/1/1990,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5721860,Premier, $ 259.26 ,8/12/2013,12/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16801671,Premier, $ 438.67 ,7/12/2011,7/15/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+27181572,Premier, $ 151.85 ,6/11/2014,12/1/1989,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32531523,Premier, $ 318.15 ,6/16/2012,7/15/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17034852,Standard," $ 2,285.17 ",7/29/2013,12/1/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9629880,Standard, $ 252.42 ,9/30/2013,9/1/1990,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8193198,Standard, $ 368.72 ,7/9/2015,7/15/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5456459,Standard," $ 3,305.50 ",4/15/2011,7/1/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+7990228,Premier, $ 895.44 ,11/2/2014,9/1/1989,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+31735474,Standard, $ 188.63 ,5/28/2012,6/15/1989,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+23983285,Standard, $ 322.46 ,8/23/2014,9/1/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9350741,Premier," $ 1,567.67 ",11/29/2009,7/15/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+28468551,Premier, $ 182.44 ,2/13/2015,12/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19197317,Premier, $ 471.10 ,8/4/2011,8/24/2009,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12746230,Premier, $ 401.04 ,1/29/2013,11/1/1989,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6511552,Premier, $ 253.87 ,2/21/2015,11/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2771199,Standard," $ 1,980.40 ",2/23/2013,6/15/1989,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
+2944640,Standard," $ 2,079.50 ",1/13/2014,9/1/1989,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52478391,Premier," $ 2,831.83 ",5/7/2012,3/1/1990,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+22747382,Standard, $ 209.52 ,8/3/2014,9/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7760876,Premier, $ 199.14 ,5/28/2014,3/26/2008,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29810017,Standard, $ 296.47 ,1/19/2012,10/22/1999,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+5675881,Premier," $ 2,409.55 ",7/17/2014,7/15/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+26717388,Standard, $ 353.85 ,10/4/2011,4/19/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24515438,Standard," $ 2,818.00 ",5/19/2012,11/15/1989,4,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4610144,Standard, $ 356.48 ,9/14/2013,9/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6586274,Premier, $ 274.96 ,11/5/2014,6/1/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6304441,Standard, $ 205.66 ,8/31/2014,3/1/1989,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28369573,Standard," $ 3,179.60 ",10/14/2009,6/15/1989,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,500+,Chinese
+22090245,Standard, $ 287.44 ,8/23/2010,3/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15180465,Standard," $ 3,867.28 ",1/11/2012,11/1/1989,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+6962264,Standard, $ 195.00 ,3/26/2013,6/1/1990,22,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15678024,Premier, $ 154.67 ,8/31/2015,7/15/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5590811,Standard," $ 2,737.58 ",12/23/2013,12/1/1989,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+7438109,Premier, $ 665.00 ,3/30/2011,7/15/1997,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30346940,Standard, $ 411.76 ,12/5/2012,12/15/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22263696,Standard, $ 328.19 ,4/5/2012,3/27/2007,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29866027,Premier, $ 364.57 ,3/13/2013,4/1/1990,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3616085,Standard, $ 134.39 ,12/7/2014,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32966613,Premier," $ 3,838.02 ",10/21/2011,9/1/1989,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,500+,English
+14115812,Premier, $ 497.71 ,9/22/2011,3/1/1990,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27105141,Standard, $ 262.30 ,9/28/2014,12/21/2004,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21833077,Premier, $ 799.92 ,1/2/2003,9/1/1988,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16535466,Standard, $ 225.82 ,10/30/2013,12/1/1989,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3195431,Premier," $ 3,323.17 ",4/1/2011,12/23/2014,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28185655,Premier, $ 545.75 ,12/29/2007,9/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6135707,Premier, $ 294.94 ,12/28/2014,8/15/1990,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,Y,6-10,
+16562316,Premier, $ 257.01 ,6/30/2011,6/12/2007,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27979734,Standard, $ 148.02 ,10/18/2015,9/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18448977,Premier, $ 230.14 ,10/21/2015,3/1/1990,32,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+12737595,Standard, $ 114.67 ,6/13/2016,12/15/1989,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13695936,Premier, $ 760.85 ,8/27/2015,12/1/1979,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y, ,English
+26654232,Standard, $ 266.73 ,9/16/2015,3/1/1989,19,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+52529918,Standard," $ 2,514.83 ",1/22/2013,10/1/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+18687603,Premier, $ 416.27 ,11/23/2011,3/1/1990,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+11320729,Standard, $ 160.52 ,3/14/2014,12/23/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18434327,Premier, $ 190.74 ,12/16/2014,6/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24674174,Standard, $ 459.80 ,7/18/2013,12/15/1989,13,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+24413484,Premier, $ 460.24 ,4/1/2012,3/1/1989,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+7460907,Standard, $ 319.24 ,6/8/2012,1/6/2010,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15574578,Premier," $ 1,192.57 ",11/17/2014,12/19/2009,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+22560110,Premier, $ 210.63 ,7/26/2014,9/1/1989,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11609644,Premier, $ 293.97 ,7/13/2015,5/28/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10964487,Premier," $ 2,359.33 ",5/29/2013,3/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,N, ,
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+19814383,Standard, $ 444.51 ,6/20/2012,12/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+20102305,Standard," $ 1,445.50 ",1/25/2014,4/7/2018,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+22709575,Premier, $ 491.33 ,10/24/2011,3/1/1989,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5018281,Premier, $ 133.81 ,12/13/2014,9/1/1989,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22283166,Premier," $ 4,094.57 ",8/21/2011,3/1/1989,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,English
+21263248,Premier, $ 264.46 ,9/16/2014,9/1/1989,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7817974,Standard," $ 1,829.87 ",7/27/2013,9/1/1989,1,FALSE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+10864492,Premier, $ 212.05 ,10/3/2012,5/8/1998,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11150866,Premier, $ 199.92 ,10/11/2014,6/15/1982,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28522242,Premier, $ 348.67 ,10/24/2013,9/1/1989,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12674014,Premier, $ 216.36 ,8/20/2012,11/15/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33398125,Premier, $ 263.67 ,6/23/2014,3/1/1989,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6554850,Premier, $ 218.64 ,7/27/2012,3/15/1989,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+31209909,Premier, $ 632.20 ,8/12/2011,6/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23672294,Premier, $ 138.67 ,10/24/2014,9/1/1989,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19716706,Premier, $ 926.77 ,9/15/2010,8/15/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+28406314,Premier, $ 313.71 ,4/15/2013,7/15/1985,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+15927765,Premier, $ 574.11 ,8/27/2010,6/15/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56504871,Premier," $ 1,403.67 ",7/21/2015,4/22/2005,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32204727,Standard, $ 289.45 ,1/7/2013,11/15/1989,14,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+762809,Standard, $ 188.04 ,1/4/2015,3/15/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24948475,Standard, $ 243.20 ,12/5/2013,9/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24567856,Premier, $ 302.78 ,10/4/2012,5/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+30531207,Premier, $ 340.72 ,7/29/2012,11/15/1989,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+13989173,Standard," $ 2,125.00 ",12/7/2013,12/1/1990,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4140028,Premier, $ 259.80 ,10/11/2014,12/1/1971,10,TRUE,FALSE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7701860,Standard, $ 518.20 ,11/20/2012,2/1/1989,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18079877,Premier, $ 151.53 ,6/14/2014,9/1/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
+3620190,Premier," $ 1,573.50 ",3/4/2015,9/15/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+9254053,Premier, $ 184.10 ,2/1/2015,9/1/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+23504306,Standard, $ 325.85 ,4/21/2012,12/1/1989,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29204668,Premier, $ 179.52 ,3/6/2015,9/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31899454,Premier, $ 278.45 ,10/18/2014,8/1/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33521950,Premier, $ 259.45 ,2/7/2013,6/15/1973,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52466842,Standard," $ 3,653.83 ",7/4/2010,3/18/2010,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25259202,Standard, $ 483.87 ,4/10/2013,1/7/2014,15,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9670022,Standard," $ 2,843.83 ",4/27/2012,7/15/1987,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1800320,Premier, $ 391.10 ,4/25/2014,6/15/1990,23,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22477497,Standard, $ 421.44 ,11/20/2006,6/15/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+15513867,Premier," $ 1,723.00 ",11/1/2014,7/1/1989,1,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+367083,Standard, $ 250.85 ,3/8/2015,9/15/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Hindi
+18582640,Premier, $ 144.23 ,11/14/2015,6/1/1986,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7753191,Premier, $ 558.03 ,11/17/2010,10/1/1989,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25935507,Premier," $ 3,686.15 ",5/4/2012,9/15/1980,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9940070,Premier, $ 168.58 ,1/24/2015,9/1/1989,8,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19762730,Premier, $ 287.52 ,8/22/2010,6/15/1990,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22032594,Standard, $ 196.10 ,8/15/2015,12/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+25591778,Premier, $ 296.41 ,11/7/2013,9/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+52402808,Standard," $ 1,692.33 ",11/26/2014,2/15/1989,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+19982767,Premier," $ 2,819.50 ",5/17/2012,9/15/1983,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18813685,Premier, $ 322.36 ,5/16/2012,11/15/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6969522,Premier, $ 298.17 ,11/6/2012,10/15/1990,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+12168221,Standard, $ 799.33 ,3/21/2014,10/15/1989,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+1927617,Standard," $ 2,034.50 ",3/11/2015,5/8/2002,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+26052089,Standard," $ 2,835.73 ",10/22/2013,10/15/1989,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+32759338,Standard, $ 437.62 ,7/18/2011,7/1/1990,17,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+32376425,Premier, $ 394.08 ,3/1/2015,3/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+52989636,Standard," $ 1,875.00 ",6/30/2014,12/15/2014,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+892590,Premier," $ 3,780.00 ",3/23/2010,12/25/1980,1,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,Y,N,N,N,N,N,N, ,
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+32688140,Premier, $ 471.21 ,8/20/2014,3/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+25672514,Premier, $ 524.69 ,5/27/2008,12/1/1990,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+760620,Premier," $ 3,717.67 ",5/13/2010,9/1/1989,7,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29158821,Standard, $ 177.08 ,9/26/2013,1/28/2003,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26374066,Premier, $ 274.52 ,5/23/2014,12/1/1989,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+9527277,Standard, $ 582.40 ,6/8/2015,10/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+33104019,Standard, $ 213.37 ,7/6/2014,12/15/1989,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17273023,Premier, $ 310.00 ,3/23/2015,10/1/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+3300801,Standard, $ 284.77 ,7/4/2015,10/15/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28472346,Standard, $ 316.17 ,6/30/2012,1/1/1989,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+274058,Standard, $ 496.03 ,9/30/2011,9/1/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4837223,Premier, $ 196.83 ,12/10/2015,3/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+11878349,Premier, $ 414.24 ,6/12/2012,11/13/2001,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52925470,Premier," $ 2,556.17 ",12/19/2012,1/1/1989,7,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+22597636,Standard, $ 185.30 ,1/24/2015,3/15/1990,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18190165,Premier, $ 294.34 ,12/3/2012,2/15/1990,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1463964,Standard, $ 367.07 ,7/1/2011,4/15/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9449643,Premier, $ 170.55 ,12/2/2013,3/1/1990,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14923822,Premier, $ 201.81 ,1/15/2013,12/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2302946,Premier, $ 497.03 ,6/12/2012,9/1/1989,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+14563129,Standard, $ 164.38 ,6/23/2015,4/15/1990,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16296357,Standard, $ 241.36 ,4/26/2015,10/15/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,
+14798280,Premier, $ 367.12 ,2/27/2013,7/15/1989,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+971438,Premier, $ 567.07 ,1/29/2012,7/1/1984,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+22448345,Premier, $ 319.88 ,9/5/2013,12/1/1989,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+29154439,Standard," $ 2,027.83 ",2/25/2014,1/5/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14593233,Premier, $ 198.80 ,10/19/2014,3/1/1990,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28449807,Premier, $ 403.52 ,10/13/2010,3/1/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11807388,Standard, $ 718.68 ,6/20/2011,10/15/1990,28,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N,6-10,
+22384146,Premier, $ 273.94 ,4/28/2013,1/1/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29682731,Standard," $ 3,437.33 ",12/28/2010,4/5/2012,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28431542,Premier, $ 261.37 ,10/8/2015,10/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+817013,Premier," $ 3,742.70 ",3/30/2012,11/1/1990,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,N, ,
+28620286,Premier," $ 3,977.78 ",11/2/2011,10/1/1989,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+756096,Premier, $ 161.31 ,7/14/2015,7/1/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27437659,Standard, $ 528.45 ,2/21/2014,8/13/2002,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+5452403,Premier, $ 538.42 ,11/14/2013,2/1/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+21029436,Standard, $ 272.48 ,5/9/2013,5/15/1970,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+16559731,Premier, $ 378.77 ,5/23/2013,12/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12787182,Standard, $ 218.72 ,5/29/2014,7/1/1990,17,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23331018,Standard, $ 347.84 ,6/13/2012,3/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+9572154,Premier," $ 2,488.83 ",2/12/2013,5/6/2014,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,N, ,
+10752250,Premier, $ 340.08 ,12/7/2013,3/15/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21429313,Premier, $ 281.01 ,3/9/2013,12/1/1989,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+22021373,Standard, $ 246.20 ,12/9/2015,12/25/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6634840,Premier," $ 1,121.59 ",8/21/2010,4/15/1971,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+22547770,Premier, $ 378.00 ,6/18/2014,4/15/1965,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52199856,Standard," $ 3,223.17 ",6/22/2011,4/24/2013,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+2826828,Standard, $ 183.64 ,2/5/2015,10/15/1965,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+10482089,Premier, $ 377.04 ,6/1/2013,7/16/2004,12,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5819068,Standard, $ 237.21 ,8/1/2013,10/15/1990,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+26389945,Standard, $ 250.52 ,9/5/2011,9/15/1990,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+13536898,Premier, $ 392.87 ,4/18/2014,7/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6508129,Standard," $ 2,298.67 ",7/18/2013,9/15/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+838479,Standard, $ 183.50 ,2/5/2015,3/1/1990,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30585081,Premier, $ 387.68 ,2/3/2011,12/15/1990,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1877429,Standard, $ 336.33 ,8/21/2014,5/15/1968,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+9339024,Premier," $ 2,686.83 ",9/3/2012,5/15/1994,1,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+20714785,Premier, $ 252.97 ,9/26/2013,7/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9185736,Standard, $ 186.63 ,9/4/2014,3/1/1990,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+17664935,Premier, $ 586.03 ,2/17/2012,12/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17045201,Standard, $ 165.04 ,3/17/2016,9/15/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+31684306,Premier, $ 545.73 ,1/19/2011,7/1/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13720127,Premier, $ 306.25 ,9/9/2012,3/15/1984,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20882695,Standard, $ 271.90 ,5/13/2013,10/16/2014,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6657953,Premier, $ 203.37 ,9/16/2014,7/1/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17490250,Premier," $ 1,352.90 ",11/25/2002,9/15/1969,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+10625915,Premier, $ 168.00 ,5/28/2015,3/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2297783,Standard, $ 282.16 ,4/17/2015,10/1/2015,1,TRUE,TRUE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+9450439,Standard, $ 883.27 ,10/18/2008,12/15/1989,9,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+28386787,Standard, $ 407.42 ,12/10/2013,6/15/1970,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+21358480,Premier, $ 522.10 ,6/11/2007,12/8/2015,21,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25381962,Standard, $ 669.55 ,6/25/2011,11/1/1990,25,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13655100,Premier, $ 147.52 ,7/25/2014,12/5/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9739821,Premier, $ 399.87 ,11/8/2010,7/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+28860536,Premier, $ 409.41 ,9/1/2010,2/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30386440,Standard, $ 307.24 ,9/2/2012,8/9/2013,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33028681,Premier," $ 1,506.17 ",4/28/2015,8/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+4342131,Standard, $ 552.17 ,9/30/2013,7/1/1990,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,51-100,English
+15936443,Premier," $ 1,063.23 ",2/11/2014,10/15/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10424898,Standard, $ 369.65 ,2/13/2013,12/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27529784,Premier, $ 345.00 ,10/31/2014,12/15/1989,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+6338228,Premier, $ 172.95 ,10/10/2011,4/15/1989,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1844574,Premier, $ 380.23 ,3/29/2011,11/1/1990,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5686692,Premier, $ 519.35 ,3/22/2014,9/9/2014,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20928193,Premier, $ 421.83 ,6/4/2010,3/15/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+801331,Premier, $ 985.95 ,3/9/2007,8/15/1971,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,Chinese
+31289014,Premier, $ 522.07 ,11/5/2012,6/16/2009,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+4077436,Standard, $ 246.99 ,3/28/2015,10/1/2014,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4436859,Premier," $ 3,358.68 ",6/17/2011,3/15/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+20155876,Premier, $ 255.72 ,6/26/2015,6/15/1988,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+10853576,Premier," $ 5,231.80 ",12/3/2008,2/27/2001,4,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,N, ,
+13723560,Premier," $ 1,913.82 ",5/26/2015,10/1/1980,2,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7030158,Standard, $ 239.95 ,12/22/2011,3/30/2015,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32770009,Premier, $ 395.41 ,3/5/2010,11/1/1990,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6585302,Standard, $ 293.39 ,8/3/2014,3/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12830937,Premier, $ 223.03 ,4/28/2014,3/17/2010,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14705335,Standard, $ 146.36 ,10/30/2015,9/15/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15592066,Premier, $ 318.61 ,6/12/2012,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6677908,Premier," $ 2,857.33 ",4/16/2012,10/15/1978,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15436562,Premier, $ 172.95 ,4/22/2015,12/15/1989,20,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18580376,Standard," $ 2,788.33 ",6/12/2012,3/15/1990,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+10767763,Premier, $ 419.64 ,6/19/2010,9/15/1987,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+52666256,Premier," $ 2,898.33 ",3/14/2012,11/1/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+8575800,Premier, $ 197.31 ,10/29/2014,11/1/1990,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12559039,Premier, $ 380.64 ,5/13/2013,12/15/1996,21,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28714430,Standard, $ 210.67 ,2/26/2014,3/15/1990,21,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9579607,Standard, $ 159.17 ,3/28/2014,12/15/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20677097,Premier, $ 560.31 ,3/30/2010,12/1/1990,21,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19979274,Standard, $ 372.29 ,5/25/2011,9/15/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2881213,Standard, $ 376.36 ,4/25/2011,10/11/2006,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+42727106,Standard," $ 4,123.83 ",6/14/2009,12/20/2014,8,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+10238788,Premier, $ 548.10 ,7/21/2012,11/1/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,51-100,English
+18317042,Premier, $ 325.05 ,4/27/2012,9/19/2006,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5825906,Premier, $ 311.28 ,1/1/2014,6/15/1989,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32123509,Premier," $ 1,772.28 ",1/8/2013,7/1/1989,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+17446892,Premier, $ 539.13 ,3/10/2012,5/28/2010,10,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+13210627,Standard, $ 164.48 ,2/2/2014,12/15/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26166177,Premier, $ 313.21 ,12/21/2013,11/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20416087,Premier, $ 159.87 ,3/21/2014,11/1/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+580760,Premier, $ 225.39 ,5/19/2012,11/1/1990,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23120629,Standard, $ 154.38 ,9/2/2015,2/1/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23783395,Premier, $ 251.50 ,10/6/2013,11/1/1990,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25545362,Standard, $ 159.62 ,7/27/2015,1/15/1959,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16115967,Premier, $ 314.27 ,1/11/2015,12/15/1966,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+54141029,Standard," $ 1,566.00 ",3/10/2015,12/18/2014,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+19754863,Premier, $ 955.55 ,10/31/2011,9/15/1969,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+13158976,Standard, $ 209.31 ,8/5/2014,12/15/1989,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
+17600794,Premier, $ 472.07 ,5/28/2013,9/15/1990,21,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20265779,Standard, $ 415.12 ,9/30/2009,12/1/1990,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4520794,Premier, $ 418.80 ,6/25/2010,12/1/1990,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9613763,Standard," $ 3,442.83 ",10/5/2012,1/18/2012,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+12431564,Standard," $ 1,147.27 ",4/7/2012,6/3/2010,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,Greek
+30728502,Premier, $ 627.54 ,12/8/2011,10/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8604282,Premier, $ 521.71 ,5/22/2011,1/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10146336,Premier, $ 286.57 ,1/28/2013,12/25/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3030329,Standard, $ 315.57 ,11/8/2009,12/1/1990,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5439934,Premier," $ 1,576.33 ",3/1/2015,11/1/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31489358,Standard, $ 145.48 ,8/15/2014,7/20/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31638205,Premier, $ 471.39 ,2/4/2012,3/1/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31106917,Premier, $ 457.67 ,7/26/2013,1/15/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+26723037,Premier, $ 162.63 ,2/21/2014,11/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52596909,Premier," $ 2,036.00 ",2/18/2014,11/1/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+4151735,Premier, $ 51.76 ,6/28/2017,12/1/1990,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,Hindi
+16615993,Standard, $ 183.95 ,7/17/2013,11/1/1990,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+52792209,Premier," $ 2,408.03 ",7/18/2014,3/1/1990,5,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+6030011,Standard, $ 289.20 ,8/5/2010,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12250084,Standard, $ 253.31 ,9/23/2013,11/15/1990,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+32551475,Premier, $ 180.08 ,8/26/2013,11/1/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8045186,Standard, $ 313.07 ,4/24/2014,12/15/1972,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,11-50,English
+12658768,Standard, $ 724.13 ,8/22/2014,10/1/1990,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+5301529,Premier," $ 1,362.40 ",1/23/2011,10/1/1990,3,TRUE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+17081125,Standard, $ 151.79 ,5/29/2016,2/15/1972,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+27477944,Standard, $ 328.43 ,2/4/2014,11/7/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15377178,Premier, $ 265.22 ,6/30/2013,5/15/1973,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9705419,Premier, $ 62.51 ,6/22/2017,1/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7056819,Standard, $ 304.11 ,9/24/2012,12/1/1990,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20446920,Premier, $ 146.55 ,10/28/2015,10/1/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24437515,Standard," $ 2,462.20 ",5/23/2013,12/1/1990,27,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+24383818,Standard, $ 434.57 ,11/17/2011,3/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+11127711,Premier, $ 219.47 ,8/16/2015,3/1/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27946439,Standard, $ 157.45 ,8/11/2015,4/11/2003,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9963483,Standard, $ 151.17 ,7/31/2016,7/15/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11010846,Premier," $ 1,355.73 ",1/5/2010,1/15/1977,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+6912951,Premier," $ 1,466.17 ",5/31/2015,1/15/1980,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6542174,Premier, $ 887.29 ,2/18/2009,1/15/1978,19,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6357234,Premier, $ 185.35 ,7/3/2013,12/1/1990,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27755264,Premier, $ 395.81 ,12/7/2010,1/5/2001,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24214012,Premier, $ 256.75 ,7/3/2011,5/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+12214598,Premier," $ 1,824.50 ",8/10/2014,4/9/2001,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9449017,Premier," $ 2,443.83 ",3/21/2013,10/1/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30395354,Premier," $ 1,079.63 ",3/29/2015,12/1/1992,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+21145306,Premier, $ 410.00 ,12/14/2012,2/15/1970,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8793672,Premier," $ 3,400.80 ",10/31/2012,8/15/1990,2,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,,,,,,N,,,N, ,
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+24079315,Standard, $ 116.50 ,5/14/2016,12/1/1990,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10566927,Premier, $ 187.28 ,7/2/2014,10/15/1990,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+22997101,Premier, $ 470.85 ,2/6/2012,2/1/1972,19,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+108527745,Premier," $ 1,564.00 ",3/12/2015,2/15/1975,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+28082810,Premier, $ 181.24 ,10/16/2014,4/15/1990,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18413220,Premier," $ 2,526.55 ",5/5/2014,12/1/1990,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+108303836,Premier," $ 1,611.33 ",2/1/2015,12/15/1990,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10421488,Standard, $ 178.06 ,1/5/2016,11/1/1990,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4775731,Standard, $ 201.26 ,10/1/2014,12/1/1990,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20641634,Standard, $ 283.62 ,6/2/2014,3/1/1990,19,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21834023,Standard," $ 3,003.94 ",4/20/2013,8/15/1972,3,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,Y,N,N,N,N,N,N,Y, ,
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+9623743,Standard, $ 128.57 ,2/4/2015,1/15/1995,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+22276087,Standard," $ 2,013.70 ",3/24/2015,5/1/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+30665590,Premier, $ 529.97 ,10/3/2012,6/15/1973,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3704102,Standard, $ 211.28 ,7/21/2014,2/15/1967,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12323965,Premier, $ 210.63 ,10/17/2012,10/1/1990,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+7793358,Standard, $ 142.73 ,9/12/2014,12/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17339560,Premier," $ 1,975.00 ",4/9/2014,3/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25216852,Premier, $ 339.33 ,1/16/2012,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21235164,Premier, $ 350.22 ,9/5/2015,11/15/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,Y,N,Y,N,Y,51-100,English
+3996116,Standard, $ 453.89 ,10/17/2009,11/15/1990,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21783739,Standard," $ 1,051.40 ",10/21/2012,11/22/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+52616992,Standard," $ 1,530.90 ",10/17/2013,11/14/2017,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+26660111,Premier, $ 300.40 ,12/25/2013,11/5/2013,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+5885712,Premier, $ 450.04 ,11/13/2009,11/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+922222,Premier," $ 1,420.38 ",7/28/2012,11/1/1990,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+9214738,Standard, $ 232.42 ,6/27/2013,2/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+660762,Standard, $ 544.44 ,6/25/2010,12/1/1990,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3928232,Premier, $ 294.83 ,7/26/2014,3/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23049558,Standard, $ 540.60 ,8/21/2012,7/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25428171,Premier, $ 366.35 ,7/25/2013,12/15/1990,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7340428,Standard, $ 413.25 ,11/15/2013,2/15/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+7789618,Premier," $ 2,425.80 ",7/7/2014,8/1/1990,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17270603,Premier, $ 345.48 ,6/26/2013,10/1/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3756870,Standard," $ 1,250.33 ",11/23/2015,8/1/1990,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+14008760,Premier, $ 807.46 ,6/12/2011,12/1/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+19319893,Premier, $ 249.15 ,3/17/2015,2/15/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15372252,Premier, $ 183.49 ,2/6/2015,3/1/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+21450971,Premier, $ 239.96 ,12/28/2013,3/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29826328,Premier, $ 111.05 ,4/21/2016,1/1/1991,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33105110,Standard, $ 315.88 ,9/28/2013,8/26/1999,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+22847074,Premier, $ 253.53 ,3/26/2013,10/1/1985,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12879200,Premier, $ 286.19 ,9/5/2010,11/1/1990,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28424271,Premier, $ 240.78 ,12/22/2013,7/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32232032,Premier, $ 426.43 ,9/21/2012,11/15/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24979876,Premier," $ 4,512.73 ",11/30/2010,4/15/1990,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15720357,Premier," $ 2,255.07 ",5/18/2012,12/1/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+13256361,Premier, $ 257.24 ,8/26/2013,7/1/1990,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32501987,Premier," $ 3,861.22 ",1/15/2012,12/1/1990,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17539482,Premier, $ 222.43 ,3/16/2016,11/1/1990,15,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+29063160,Standard, $ 210.08 ,10/23/2012,4/15/1990,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19313617,Standard, $ 340.37 ,12/5/2013,2/15/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,Y,N,N,N,N,Y,11-50,English
+25456308,Standard," $ 1,471.95 ",5/8/2012,3/15/1990,16,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27944728,Premier," $ 3,288.33 ",4/29/2011,2/15/1990,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+13981176,Premier," $ 6,245.85 ",12/5/2007,4/15/1990,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+24560776,Standard, $ 192.20 ,4/24/2013,7/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9290994,Standard, $ 474.51 ,5/22/2009,12/30/2017,18,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32751312,Premier, $ 299.68 ,4/20/2010,3/1/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+255302,Standard, $ 221.40 ,6/29/2012,8/15/2013,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18722553,Premier, $ 435.64 ,2/25/2010,7/22/2010,15,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52791070,Standard," $ 2,977.00 ",7/25/2013,8/16/2011,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+32889240,Premier," $ 3,456.27 ",9/26/2012,6/21/2010,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+24500091,Standard, $ 318.57 ,6/13/2012,11/15/1990,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+888080,Standard, $ 949.73 ,5/17/2013,7/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,101-500,Portuguese
+27577693,Premier, $ 223.89 ,7/24/2015,8/1/1997,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+13571663,Standard, $ 175.92 ,4/1/2015,7/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20622242,Premier," $ 3,643.00 ",7/13/2010,7/1/1992,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4105463,Standard, $ 233.28 ,2/14/2014,5/1/1990,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22100625,Premier," $ 1,644.48 ",11/10/2014,1/14/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,500+,English
+19434136,Standard, $ 464.08 ,3/12/2012,11/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21002186,Premier, $ 384.06 ,3/1/2011,11/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11561058,Premier, $ 141.54 ,8/25/2015,3/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10428773,Premier, $ 393.90 ,12/21/2010,5/12/2003,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31546423,Premier, $ 430.91 ,3/12/2012,1/15/1986,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53396085,Premier," $ 7,102.67 ",10/9/2002,3/1/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+21012171,Standard, $ 572.27 ,4/13/2012,12/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+156522752,Standard," $ 1,670.50 ",10/26/2015,9/3/2016,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+52217375,Premier," $ 2,354.17 ",6/2/2013,11/1/1990,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+24327148,Premier, $ 247.23 ,12/5/2015,3/15/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,51-100,English
+25847590,Standard, $ 255.79 ,9/5/2013,8/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15735116,Standard, $ 451.16 ,11/5/2009,3/1/1990,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11483982,Premier, $ 221.07 ,12/7/2013,12/15/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16165334,Standard, $ 182.57 ,7/31/2013,12/9/2008,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8796025,Standard," $ 1,295.73 ",1/25/2015,3/1/1990,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+24090132,Premier, $ 273.71 ,5/27/2014,7/1/1989,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+24116136,Premier, $ 484.94 ,5/19/2011,11/1/1991,26,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21494800,Standard, $ 429.30 ,4/11/2010,3/15/1990,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1129203,Premier, $ 412.37 ,12/16/2011,3/1/1990,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+33045856,Premier, $ 447.72 ,12/10/2011,1/21/2010,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2447985,Premier, $ 126.16 ,3/1/2015,11/1/1990,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53011368,Premier," $ 3,321.67 ",4/2/2011,3/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10692391,Premier, $ 434.83 ,8/4/2011,11/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1365638,Premier, $ 355.20 ,9/19/2014,1/24/2007,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+19087960,Premier, $ 516.03 ,11/29/2012,1/15/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12698359,Standard, $ 227.66 ,3/26/2014,3/15/1987,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,Y,Y,6-10,English
+12509448,Standard, $ 272.17 ,10/7/2015,3/15/1990,8,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+15473768,Premier, $ 141.44 ,2/27/2016,4/15/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+9197667,Premier," $ 2,481.83 ",2/18/2013,2/15/1985,35,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,N, ,
+27072368,Premier, $ 323.57 ,3/1/2014,10/15/1990,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+11985186,Premier, $ 692.73 ,3/2/2003,9/13/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+28717089,Standard, $ 161.40 ,3/5/2014,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20090971,Standard, $ 436.61 ,7/31/2012,10/17/2013,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17664501,Premier," $ 1,907.53 ",5/30/2015,2/15/1990,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+6457833,Standard, $ 280.97 ,6/17/2014,11/27/2001,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29565578,Standard, $ 336.97 ,2/2/2012,3/15/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26491212,Standard, $ 306.00 ,5/30/2014,2/15/1973,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27542853,Standard, $ 374.40 ,7/2/2014,11/1/1990,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+32170507,Standard, $ 422.13 ,12/19/2013,7/15/1990,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24740305,Standard, $ 177.32 ,9/23/2013,9/15/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52446776,Standard," $ 1,668.83 ",12/16/2014,3/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+28603340,Premier," $ 1,070.50 ",4/19/2016,3/15/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9628720,Standard, $ 965.27 ,4/15/2013,2/15/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+9847048,Premier, $ 307.34 ,12/9/2015,1/15/1963,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+16372419,Standard, $ 197.56 ,2/28/2013,3/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13741197,Standard, $ 341.79 ,12/29/2011,2/1/1988,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6746493,Premier, $ 245.33 ,11/19/2013,3/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52594443,Premier," $ 4,497.74 ",3/26/2012,8/1/1990,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+20061393,Premier, $ 169.62 ,5/16/2015,3/15/1990,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4000224,Premier, $ 538.32 ,9/1/2013,2/5/2001,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+13729243,Standard," $ 2,311.00 ",7/8/2013,1/15/1976,3,FALSE,FALSE,FALSE,NOTICE,SPRINT,FALSE,N,N,N,N,N,N,N,N,N, ,
+7289376,Premier, $ 438.67 ,7/20/2012,11/1/1990,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+760494,Premier, $ 218.38 ,6/1/2014,1/15/1979,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17741876,Premier, $ 240.98 ,12/1/2014,2/15/1977,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+13930434,Standard, $ 150.95 ,6/20/2014,3/15/1978,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29261204,Premier, $ 344.70 ,11/1/2014,1/15/1978,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,
+13541250,Premier, $ 308.33 ,5/17/2015,3/1/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7248903,Standard," $ 3,756.67 ",4/11/2010,9/15/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+33429963,Standard," $ 2,913.52 ",9/3/2013,3/15/1990,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26892576,Premier, $ 892.40 ,9/11/2013,6/4/2002,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+5361123,Premier, $ 188.15 ,1/3/2015,3/15/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18908252,Premier, $ 271.79 ,1/30/2011,10/15/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+32908118,Standard, $ 320.90 ,2/6/2015,8/15/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27214811,Premier, $ 372.05 ,11/10/2012,6/28/2011,8,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+32423204,Premier, $ 424.90 ,12/8/2013,10/15/1977,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12826964,Standard, $ 328.65 ,4/1/2012,11/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1445259,Premier, $ 556.43 ,6/17/2012,4/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+1577044,Premier, $ 183.62 ,2/5/2015,3/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+15904417,Premier," $ 2,241.98 ",6/23/2015,5/1/1990,28,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,N, ,
+16702189,Premier, $ 140.16 ,9/5/2015,3/15/1989,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+30676685,Standard, $ 144.80 ,8/22/2014,3/1/1990,26,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32681733,Premier, $ 93.59 ,1/28/2016,11/15/1978,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52531078,Premier," $ 2,725.02 ",12/31/2013,3/15/1988,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+3561655,Standard," $ 3,311.83 ",4/10/2011,2/1/1972,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+29474298,Standard, $ 620.27 ,9/30/2011,3/1/1990,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+53414586,Premier," $ 1,765.40 ",8/27/2015,1/15/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18390923,Premier, $ 894.69 ,8/30/2010,3/15/1978,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+13816873,Premier, $ 173.85 ,4/16/2015,1/15/1979,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+2904411,Premier," $ 3,279.50 ",5/7/2011,7/27/2009,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+22759788,Premier, $ 142.48 ,9/15/2014,2/15/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6421234,Premier, $ 235.05 ,2/10/2012,5/21/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+52603203,Standard," $ 2,166.00 ",11/4/2013,3/15/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+16830979,Standard, $ 390.66 ,11/17/2010,3/9/2007,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+12011362,Standard, $ 196.96 ,12/9/2015,8/15/1991,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2810678,Standard," $ 1,643.17 ",1/6/2015,5/15/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+1597847,Standard, $ 363.93 ,3/16/2013,7/15/1977,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4402344,Premier, $ 221.12 ,5/12/2014,9/15/1978,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33073505,Standard, $ 392.38 ,10/11/2012,1/12/2007,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15613330,Premier, $ 165.10 ,2/20/2015,3/15/1990,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,Y,N,N,N,N,N,Y,1-5,English
+18969286,Premier," $ 1,090.47 ",8/2/2012,1/15/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+9764335,Premier," $ 3,250.00 ",2/3/2013,3/15/1979,31,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26286161,Standard, $ 584.41 ,1/7/2014,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23358270,Premier," $ 2,291.60 ",4/10/2012,3/15/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+21755685,Standard, $ 274.12 ,1/6/2011,12/15/1990,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18483909,Premier, $ 281.47 ,6/14/2014,3/1/1990,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25705173,Premier," $ 2,227.33 ",9/14/2013,4/1/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27102491,Standard, $ 199.84 ,2/5/2013,3/15/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27342717,Premier, $ 221.97 ,5/8/2015,12/1/1990,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+13436536,Premier, $ 152.36 ,6/6/2014,11/1/1990,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+463477,Standard, $ 444.46 ,11/27/2013,8/15/1978,30,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+33025932,Premier, $ 815.83 ,5/21/2006,3/15/1979,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5310764,Standard," $ 2,213.12 ",7/9/2015,11/1/1990,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,Y,N, ,
+8332582,Premier, $ 193.96 ,4/6/2013,3/15/1990,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20723416,Premier, $ 272.76 ,5/7/2013,10/15/1979,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9983077,Standard," $ 1,799.63 ",8/6/2015,4/15/1990,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26934617,Premier, $ 311.94 ,7/30/2012,2/15/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+4618543,Premier, $ 627.56 ,5/21/2006,3/15/1964,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25517913,Standard, $ 281.48 ,10/23/2010,11/15/1979,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5047529,Premier, $ 819.13 ,8/20/2011,3/15/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+5723314,Standard, $ 284.00 ,9/20/2014,12/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+31780799,Premier, $ 396.17 ,4/4/2014,5/15/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+53033637,Premier," $ 1,425.00 ",7/3/2015,11/1/1990,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+32952194,Premier, $ 289.47 ,8/23/2014,3/15/1990,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+16725991,Standard, $ 162.93 ,2/17/2014,3/15/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27678539,Premier, $ 371.92 ,4/10/2008,3/15/1979,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+29120462,Premier, $ 503.84 ,5/12/2012,11/15/1979,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+3117990,Standard," $ 1,961.33 ",4/20/2014,12/17/2012,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,500+,
+10810512,Premier, $ 522.67 ,11/2/2012,1/15/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33518411,Standard, $ 209.44 ,10/6/2015,1/15/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32503821,Standard, $ 429.81 ,9/3/2012,10/15/1990,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+10532237,Premier, $ 225.54 ,4/10/2014,4/1/1975,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+54229546,Standard," $ 1,793.80 ",5/7/2015,5/1/1990,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,N, ,
+29646066,Standard, $ 269.68 ,12/2/2014,11/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29073869,Standard," $ 3,843.00 ",1/30/2010,6/15/1978,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11724498,Premier," $ 1,466.50 ",5/30/2015,3/15/1990,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+24218935,Premier, $ 825.43 ,6/11/2009,12/28/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+52854825,Premier," $ 3,523.22 ",8/15/2012,4/1/1990,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11897083,Standard," $ 2,504.50 ",1/30/2013,12/17/2010,1,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+15750384,Premier, $ 152.05 ,6/9/2014,10/15/1980,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25292889,Premier, $ 380.77 ,5/12/2013,12/15/1962,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15830347,Premier," $ 1,479.50 ",5/20/2015,11/1/1990,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+24448699,Premier, $ 365.08 ,5/23/2011,10/1/1990,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12861242,Standard, $ 261.73 ,11/17/2015,2/15/1990,13,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+20038702,Premier, $ 368.17 ,6/23/2011,4/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4869532,Standard," $ 3,232.83 ",6/14/2011,11/15/1981,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31974302,Premier," $ 3,034.50 ",11/23/2011,6/15/2010,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24836219,Standard, $ 255.85 ,9/5/2013,12/26/2015,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+15541152,Standard," $ 3,910.40 ",12/15/2011,3/15/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26864569,Premier, $ 181.99 ,8/6/2013,5/1/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24045952,Premier, $ 364.29 ,6/27/2008,3/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4393902,Premier, $ 218.40 ,12/28/2013,5/1/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+1049257,Premier, $ 254.46 ,9/15/2013,7/1/2015,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2434281,Premier, $ 399.11 ,9/3/2012,3/1/1990,12,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19437153,Premier," $ 2,555.20 ",7/16/2011,12/1/1990,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,Spanish
+29745767,Premier, $ 286.40 ,9/7/2014,3/15/1990,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10577992,Premier, $ 256.93 ,8/28/2013,12/1/1990,47,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14840059,Premier," $ 3,618.33 ",6/16/2012,9/15/1990,6,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53427792,Premier," $ 1,583.67 ",2/23/2015,9/15/1980,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+12996313,Premier, $ 294.08 ,12/5/2012,4/15/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+5107323,Premier," $ 1,902.67 ",5/14/2013,11/1/1990,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,500+,English
+15513076,Premier, $ 851.20 ,5/11/2011,3/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+19023336,Standard," $ 2,213.73 ",6/29/2012,12/15/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+14916340,Premier," $ 2,681.50 ",9/7/2012,7/1/1990,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30535765,Premier, $ 980.85 ,3/29/2010,6/11/2010,18,TRUE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22867993,Standard, $ 324.93 ,11/26/2014,4/1/1990,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+12289799,Standard, $ 418.87 ,10/23/2015,2/5/2016,14,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+25036236,Standard, $ 494.14 ,5/16/2013,8/15/1981,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12763045,Standard, $ 240.07 ,12/21/2011,1/15/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29101390,Standard, $ 163.19 ,2/15/2014,7/1/1989,24,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,1-5,English
+4716830,Premier, $ 206.67 ,10/21/2015,3/15/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15100516,Premier, $ 324.61 ,4/30/2012,12/15/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+32284954,Standard, $ 629.62 ,5/6/2006,5/1/1990,26,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19224526,Premier, $ 223.81 ,11/15/2013,6/20/2007,15,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+164090941,Premier," $ 3,296.33 ",4/23/2011,7/1/1990,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+29400028,Premier, $ 397.28 ,2/17/2013,4/1/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1365323,Premier, $ 268.20 ,3/8/2011,2/15/2017,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3807836,Premier, $ 146.25 ,8/7/2014,12/15/1990,9,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20642409,Standard, $ 332.46 ,3/5/2012,3/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+16876678,Standard, $ 292.88 ,5/20/2012,3/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+5449236,Standard," $ 3,343.33 ",3/15/2011,7/29/2006,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26437951,Premier, $ 585.40 ,2/19/2012,9/15/1984,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29196725,Premier, $ 160.46 ,12/14/2014,7/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+24860648,Premier, $ 231.12 ,3/1/2014,7/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22924372,Premier, $ 166.50 ,6/7/2015,12/15/1983,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26455922,Premier, $ 325.17 ,3/12/2015,6/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+30399461,Premier," $ 2,500.12 ",5/21/2014,4/1/1990,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11764372,Premier," $ 1,597.17 ",2/12/2015,8/15/1997,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+30377853,Premier, $ 208.57 ,11/7/2012,4/15/1969,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25035731,Standard, $ 175.54 ,4/4/2015,4/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4698245,Premier, $ 762.67 ,2/14/2012,9/18/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+6512778,Premier, $ 625.47 ,9/8/2011,6/15/1984,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21588335,Premier, $ 263.03 ,7/16/2013,1/15/1990,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+696336,Standard, $ 700.13 ,10/10/2014,5/17/2004,2,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14482391,Premier, $ 500.10 ,11/20/2008,7/15/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19587203,Premier, $ 281.59 ,8/22/2013,7/15/1974,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+4151408,Standard, $ 149.59 ,7/4/2014,2/9/2005,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3996020,Premier, $ 599.28 ,2/5/2013,6/15/1985,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+10823186,Standard, $ 181.30 ,2/21/2015,2/15/1990,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23285024,Premier, $ 304.04 ,9/25/2012,12/15/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7699049,Standard, $ 376.05 ,6/6/2013,4/15/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15911187,Standard," $ 3,364.00 ",2/26/2011,12/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+24881684,Standard, $ 170.13 ,5/12/2015,3/15/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20898690,Standard, $ 271.83 ,8/26/2015,12/15/2016,11,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+17028791,Standard, $ 264.13 ,7/8/2013,1/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+33161682,Standard, $ 171.24 ,5/4/2015,7/1/1990,6,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9734614,Premier, $ 443.13 ,2/15/2013,12/15/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+53151236,Standard," $ 2,206.50 ",10/1/2013,7/1/1990,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9151362,Standard, $ 271.98 ,6/6/2014,7/1/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+3747897,Standard, $ 313.83 ,11/26/2009,4/15/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23884581,Premier, $ 333.01 ,2/9/2015,6/1/1990,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29556500,Premier, $ 258.43 ,6/16/2011,12/15/1990,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52588028,Premier," $ 1,332.50 ",5/26/2016,4/15/1986,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+31737774,Premier, $ 364.64 ,4/17/2015,7/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,11-50,English
+17125359,Premier," $ 1,510.67 ",4/24/2015,2/1/1989,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28686474,Standard, $ 226.50 ,4/3/2014,3/1/1990,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26043539,Premier, $ 380.67 ,3/26/2011,3/1/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6164502,Premier, $ 159.66 ,7/26/2015,3/15/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11917378,Standard, $ 150.69 ,6/23/2014,4/14/2008,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30649633,Standard," $ 2,183.67 ",10/20/2013,12/25/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4769211,Premier," $ 1,444.33 ",6/18/2015,4/15/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+108130965,Premier," $ 1,371.72 ",5/1/2016,12/15/2009,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,Y,N, ,
+19795955,Standard, $ 186.97 ,6/16/2013,7/15/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53430759,Premier," $ 3,597.97 ",6/29/2012,6/30/2015,1,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8872814,Premier, $ 249.76 ,10/12/2014,11/1/1990,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+33003864,Premier," $ 3,365.83 ",2/25/2011,4/15/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5261176,Standard, $ 204.70 ,9/7/2014,1/15/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12497733,Premier, $ 271.22 ,5/18/2013,12/15/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30241086,Standard, $ 399.96 ,11/7/2010,2/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33385607,Standard, $ 174.84 ,10/19/2013,7/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31450836,Premier, $ 319.43 ,6/6/2012,6/15/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17194110,Standard, $ 221.54 ,5/9/2014,6/1/1990,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11689474,Premier, $ 128.56 ,2/4/2015,12/15/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6239212,Standard, $ 519.43 ,11/10/2010,3/15/1982,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20378687,Premier," $ 2,214.00 ",6/29/2012,7/1/1989,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+357850,Premier, $ 266.64 ,7/7/2014,7/1/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+25007054,Premier, $ 352.91 ,5/16/2013,4/15/1990,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17751735,Standard, $ 193.15 ,4/14/2013,3/1/1990,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1149354,Premier, $ 340.57 ,11/18/2014,6/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33733961,Standard, $ 407.71 ,9/13/2010,2/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2340198,Premier, $ 518.30 ,11/20/2012,1/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+22021955,Premier, $ 356.10 ,4/28/2013,8/13/2013,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6212502,Premier, $ 246.40 ,11/12/2013,7/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18807283,Standard, $ 169.09 ,5/20/2015,3/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22191981,Premier," $ 1,466.00 ",5/31/2015,6/1/1994,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22466481,Premier, $ 527.65 ,4/22/2011,6/1/1990,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+4222122,Premier," $ 2,118.38 ",2/1/2011,3/20/2013,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+4439768,Standard, $ 284.13 ,7/28/2012,7/1/1989,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24545690,Premier, $ 723.42 ,3/14/2012,3/1/1991,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+23258789,Standard, $ 526.26 ,10/3/2010,8/26/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17590554,Premier," $ 3,937.70 ",1/14/2013,11/1/1990,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+4835631,Premier, $ 445.01 ,6/18/2012,7/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33540234,Standard, $ 186.78 ,1/13/2015,7/1/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23200106,Standard, $ 500.38 ,11/18/2008,7/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2245702,Premier, $ 283.85 ,6/1/2014,12/15/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6133562,Standard, $ 143.27 ,9/7/2014,10/9/2013,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+30862987,Premier," $ 4,494.32 ",12/12/2010,4/15/1990,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+13301989,Premier, $ 675.20 ,6/3/2011,7/1/1990,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20973144,Premier," $ 1,470.00 ",5/28/2015,5/1/1990,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18159173,Standard," $ 7,145.23 ",5/17/2006,1/15/1990,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19231564,Premier, $ 280.59 ,3/12/2013,11/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6698004,Premier, $ 502.01 ,4/15/2013,4/15/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8075435,Premier, $ 597.13 ,4/5/2012,3/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+32141691,Premier, $ 164.79 ,1/29/2014,3/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+15616633,Premier, $ 329.83 ,3/24/2012,4/24/2001,18,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+538234,Standard, $ 135.52 ,11/25/2014,5/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6163142,Premier, $ 275.92 ,7/14/2014,9/11/2007,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16677116,Premier, $ 641.42 ,3/2/2013,1/1/1980,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+10975229,Premier, $ 371.04 ,4/9/2011,11/1/1988,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5010031,Premier," $ 3,008.40 ",1/28/2013,2/1/1990,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,N, ,
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+7009128,Premier, $ 526.29 ,4/29/2011,11/15/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
+18260408,Premier, $ 190.74 ,12/16/2014,8/15/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32378032,Premier," $ 2,147.67 ",11/19/2013,7/24/2007,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25403971,Premier, $ 383.02 ,9/8/2012,4/15/1990,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+15181422,Standard, $ 294.27 ,12/4/2012,3/1/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5865617,Premier, $ 626.17 ,5/31/2006,2/2/2001,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18498857,Standard, $ 258.97 ,8/14/2013,10/15/1989,14,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+12260520,Premier, $ 601.50 ,12/15/2011,3/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3261604,Premier, $ 198.32 ,10/22/2014,3/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16576072,Standard, $ 185.15 ,7/5/2013,3/1/1990,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7355436,Premier, $ 328.82 ,3/31/2012,6/15/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22890395,Premier, $ 306.63 ,9/7/2013,12/15/1990,20,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+27044227,Premier," $ 2,363.83 ",5/26/2013,12/15/1990,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+15402762,Premier, $ 476.69 ,5/6/2009,3/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24853821,Premier, $ 315.68 ,7/3/2012,1/1/1990,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24057413,Premier, $ 771.73 ,1/17/2010,4/28/2010,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+13070340,Premier, $ 93.88 ,1/25/2016,3/15/1990,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32869093,Premier, $ 297.16 ,5/15/2010,7/6/2004,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2284850,Premier," $ 2,534.67 ",1/6/2013,5/15/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9329438,Premier, $ 641.99 ,10/12/2011,3/1/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9233456,Premier," $ 2,402.17 ",4/24/2013,8/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26750115,Premier, $ 650.93 ,5/27/2011,3/15/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28872689,Premier, $ 236.65 ,1/21/2014,4/15/1990,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2079958,Standard, $ 193.70 ,7/10/2014,10/15/1990,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13546938,Premier, $ 172.13 ,4/28/2015,5/1/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1517185,Standard," $ 1,790.00 ",9/6/2013,2/16/2010,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,Spanish
+25819730,Standard," $ 2,525.83 ",1/13/2013,4/15/1990,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+28401573,Standard, $ 321.70 ,2/3/2015,1/15/1990,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5576602,Premier, $ 329.93 ,12/31/2014,5/15/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10961871,Premier," $ 2,335.00 ",6/18/2013,2/1/1992,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,English
+32004724,Standard, $ 126.55 ,2/25/2015,12/1/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18058565,Premier, $ 296.78 ,11/16/2012,12/15/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7891083,Standard," $ 3,085.50 ",10/12/2011,12/28/2015,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1479683,Standard," $ 5,292.17 ",10/31/2006,6/24/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29047402,Standard, $ 240.12 ,1/28/2015,3/19/2015,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7066969,Premier," $ 1,705.33 ",11/16/2014,7/8/2014,6,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+3896724,Premier, $ 573.54 ,7/22/2013,6/15/1989,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+29384695,Premier, $ 181.41 ,2/20/2015,1/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3828499,Premier, $ 713.79 ,7/17/2012,6/1/1990,27,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+15439420,Standard, $ 393.52 ,10/4/2012,5/1/1990,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+292424,Standard," $ 2,472.67 ",2/25/2013,1/15/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31632281,Premier, $ 691.47 ,10/28/2014,3/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12511097,Premier, $ 704.53 ,10/19/2010,9/27/2001,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+10886772,Standard, $ 755.10 ,3/26/2010,4/15/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12873641,Premier, $ 293.83 ,12/7/2012,11/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30100368,Standard, $ 169.45 ,5/17/2015,12/15/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32609918,Premier, $ 314.67 ,7/21/2013,6/15/1990,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+331032,Premier, $ 536.47 ,8/8/2010,11/1/1990,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4528099,Standard, $ 235.26 ,2/24/2015,8/31/2006,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52275333,Standard," $ 2,455.27 ",6/19/2014,8/17/1999,2,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+6641477,Premier," $ 2,245.83 ",8/30/2013,4/15/1990,5,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20127611,Premier, $ 234.99 ,2/11/2012,3/1/1990,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16281507,Premier, $ 239.77 ,12/29/2013,4/15/1990,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5103854,Standard, $ 267.89 ,6/11/2013,4/1/1991,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6007405,Standard, $ 186.67 ,1/31/2016,4/15/1990,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15460395,Standard," $ 4,427.73 ",4/16/2006,11/1/1990,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+13721430,Standard, $ 216.17 ,6/16/2014,6/15/1972,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25666042,Premier, $ 307.00 ,4/4/2015,12/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30384482,Standard," $ 1,380.79 ",4/18/2006,4/15/1971,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+21610158,Premier," $ 3,604.00 ",8/14/2010,4/15/1990,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15123850,Standard, $ 411.89 ,12/4/2012,4/15/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20957980,Premier," $ 3,820.48 ",2/10/2012,12/1/1990,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+30830470,Standard, $ 465.52 ,3/5/2012,12/15/1990,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21921484,Standard," $ 3,144.33 ",8/25/2011,2/15/2010,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,English
+20952443,Premier, $ 275.61 ,3/7/2013,7/1/1989,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28764745,Premier, $ 373.87 ,5/13/2011,12/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26222580,Standard, $ 122.13 ,4/11/2015,9/15/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+2955304,Standard," $ 2,282.83 ",7/31/2013,9/24/2004,5,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+5820412,Premier, $ 267.85 ,12/3/2012,7/1/1984,20,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+11154491,Premier, $ 533.49 ,3/25/2008,2/15/1990,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32502866,Premier, $ 428.57 ,1/2/2015,7/1/1990,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+19803610,Premier," $ 1,324.50 ",9/24/2015,5/12/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27646936,Premier, $ 234.97 ,2/2/2014,11/1/1990,24,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25342737,Standard," $ 2,951.67 ",1/30/2012,4/1/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22173819,Premier, $ 190.75 ,5/9/2013,11/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+27574309,Premier, $ 228.70 ,3/19/2014,4/1/1991,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24662858,Premier," $ 2,609.47 ",5/21/2011,7/1/1989,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+30124804,Standard, $ 384.10 ,3/1/2011,4/15/1990,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18887297,Standard, $ 201.37 ,9/30/2014,12/8/2013,9,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+28150931,Premier, $ 163.92 ,2/7/2014,7/1/1989,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2383871,Standard," $ 1,316.53 ",1/4/2015,11/15/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,Italian
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+2387001,Premier, $ 60.07 ,1/10/2018,6/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7959085,Premier," $ 1,152.07 ",3/29/2012,7/15/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,101-500,English
+53145894,Premier," $ 1,523.82 ",1/26/2016,4/1/1991,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23429060,Premier, $ 418.03 ,1/5/2014,5/15/1981,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3396254,Premier," $ 3,746.60 ",3/27/2012,3/15/1990,1,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+18931962,Premier, $ 345.07 ,12/24/2014,12/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22966059,Premier, $ 271.75 ,5/14/2013,11/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31894106,Standard, $ 278.97 ,11/18/2010,4/1/1991,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19273028,Premier, $ 319.80 ,11/15/2013,11/1/1990,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33415151,Standard, $ 294.30 ,4/4/2014,5/29/2018,7,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10069741,Premier," $ 1,002.39 ",5/18/2014,12/15/1990,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11609523,Premier, $ 288.67 ,1/13/2013,1/15/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3274305,Standard, $ 432.90 ,3/16/2010,3/15/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13945031,Premier, $ 637.33 ,2/16/2015,11/15/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+2816169,Standard," $ 3,438.72 ",10/7/2012,8/8/2008,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+19259108,Standard," $ 2,683.20 ",1/26/2014,1/23/2002,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8659236,Standard, $ 300.85 ,9/4/2012,6/28/2005,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27779884,Premier, $ 504.08 ,8/20/2011,5/1/1990,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2674384,Standard," $ 2,011.33 ",3/10/2014,2/1/1990,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1035912,Premier, $ 325.05 ,10/17/2013,4/1/1991,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33571429,Standard, $ 350.37 ,10/9/2014,12/1/1990,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28011472,Premier, $ 548.05 ,2/5/2010,4/1/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+2765910,Standard, $ 464.88 ,3/8/2012,11/15/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+32738920,Premier," $ 1,147.08 ",5/30/2008,5/20/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+8220460,Standard," $ 2,731.00 ",7/29/2012,4/1/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22135036,Standard, $ 219.02 ,12/23/2013,3/1/1991,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26829838,Premier," $ 2,164.93 ",12/19/2014,4/1/1991,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+25821137,Standard, $ 531.84 ,3/31/2011,5/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33054441,Standard, $ 512.40 ,7/9/2011,11/15/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4093134,Premier, $ 194.08 ,4/5/2013,4/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31836092,Premier, $ 227.45 ,10/17/2013,10/14/2008,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24551216,Standard, $ 367.22 ,2/26/2013,8/17/2003,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32500142,Standard, $ 343.68 ,12/16/2011,4/1/1991,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108412765,Premier," $ 3,174.33 ",8/1/2011,12/1/1990,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4137062,Premier," $ 3,312.17 ",4/10/2011,4/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+613173,Standard, $ 276.00 ,4/14/2013,8/1/1991,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11902567,Premier, $ 390.99 ,10/18/2012,12/1/1991,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+22240673,Premier, $ 525.10 ,1/14/2013,1/4/2001,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5155186,Standard, $ 221.11 ,7/2/2012,5/15/1990,21,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+56487690,Premier," $ 2,635.67 ",10/15/2012,1/15/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+20788469,Standard, $ 149.58 ,10/7/2015,7/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33630285,Premier, $ 123.14 ,4/13/2016,2/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+8755376,Premier, $ 265.64 ,6/27/2013,12/25/1990,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+8783527,Premier, $ 107.28 ,9/10/2015,3/10/1999,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28496529,Premier, $ 375.35 ,5/3/2011,3/1/1991,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16526444,Premier, $ 191.72 ,4/29/2013,11/1/1980,24,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+5634787,Premier, $ 330.27 ,3/21/2012,8/15/1991,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+14843036,Standard," $ 2,372.33 ",5/19/2013,5/15/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+17207931,Standard," $ 4,674.54 ",12/24/2011,8/1/1991,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+28982055,Standard," $ 1,811.83 ",8/21/2014,6/15/1974,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31132043,Standard, $ 427.09 ,4/27/2010,4/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14043358,Premier," $ 1,519.67 ",4/17/2015,4/9/2013,31,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25495036,Premier, $ 390.97 ,10/18/2012,1/15/1991,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29280087,Standard," $ 3,191.59 ",10/26/2011,4/1/1991,42,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+20519863,Premier, $ 127.73 ,2/13/2015,2/15/1991,20,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Russian
+26561227,Standard, $ 188.29 ,1/2/2015,4/1/1991,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4506725,Standard, $ 315.98 ,9/27/2013,10/15/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,Hebrew
+4703801,Standard, $ 235.50 ,4/19/2014,1/15/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,1-5,English
+22086331,Standard, $ 374.02 ,8/20/2010,2/1/1991,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+2239091,Standard," $ 2,338.50 ",6/15/2013,1/15/1991,12,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,Y,N,N, ,Portuguese
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+18299433,Standard, $ 111.41 ,7/30/2015,4/1/1991,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+29326205,Premier, $ 423.01 ,5/26/2010,12/14/1991,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13701340,Premier, $ 184.64 ,10/20/2015,7/1/1980,32,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+6593585,Premier, $ 513.03 ,8/19/2008,4/1/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19098504,Premier, $ 376.64 ,6/3/2013,2/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20468087,Standard, $ 161.43 ,7/14/2015,1/10/2011,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23698422,Premier," $ 2,272.62 ",10/12/2014,4/1/1991,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+30275906,Premier," $ 6,952.83 ",2/9/2003,6/15/1974,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+12661463,Standard, $ 385.67 ,11/17/2012,4/1/1991,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22218695,Standard," $ 2,253.00 ",8/24/2013,3/19/2014,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+29607149,Premier, $ 127.97 ,7/29/2013,2/1/1991,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28241732,Premier, $ 132.54 ,5/23/2013,2/1/1991,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+22799096,Standard, $ 362.46 ,8/3/2011,12/15/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15797468,Premier, $ 238.82 ,1/5/2014,4/1/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15760184,Premier," $ 1,042.00 ",11/9/2012,4/1/1991,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+23766243,Premier, $ 106.57 ,9/17/2015,1/15/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27810334,Standard, $ 258.27 ,6/17/2011,5/15/1980,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14445902,Premier," $ 2,265.83 ",8/14/2013,7/15/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27648837,Standard, $ 712.52 ,4/19/2012,6/1/2015,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,
+52978241,Premier," $ 2,884.67 ",3/25/2012,11/15/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+33604358,Standard, $ 163.07 ,2/16/2014,3/27/2009,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20963432,Standard, $ 472.56 ,7/27/2011,9/11/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14476313,Standard, $ 229.64 ,3/27/2015,10/1/1991,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9619114,Premier, $ 195.29 ,3/23/2013,4/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26453196,Premier, $ 460.75 ,9/24/2013,9/15/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52840706,Premier," $ 1,646.00 ",1/3/2015,1/15/1991,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+14741043,Standard, $ 181.13 ,8/15/2013,7/1/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18174569,Premier, $ 625.06 ,4/7/2009,8/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26760396,Standard, $ 433.07 ,8/18/2012,7/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21340923,Premier, $ 888.93 ,9/18/2013,8/21/2017,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+13008871,Standard, $ 189.71 ,5/19/2013,11/15/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32628979,Premier, $ 337.09 ,12/22/2013,11/15/1990,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12124088,Premier, $ 184.88 ,9/18/2014,11/15/1991,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18911646,Premier, $ 130.40 ,2/21/2016,7/1/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22476529,Standard, $ 189.75 ,5/19/2013,12/1/1980,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+29561894,Premier, $ 457.73 ,4/13/2012,2/1/1986,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2506727,Premier," $ 2,841.50 ",4/29/2012,10/1/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52204744,Premier," $ 3,803.17 ",3/4/2010,10/1/1991,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+32469084,Premier, $ 487.43 ,3/26/2013,1/10/2005,24,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14974940,Standard, $ 182.88 ,2/10/2015,2/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+548844,Premier," $ 1,320.08 ",10/11/2012,9/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+21892376,Standard, $ 230.32 ,3/7/2014,7/15/1974,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7697687,Premier, $ 300.91 ,10/17/2012,2/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24231873,Standard, $ 266.40 ,6/21/2013,8/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+12277321,Standard, $ 545.90 ,7/30/2012,10/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2139412,Premier, $ 273.39 ,5/2/2013,8/1/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30492245,Premier, $ 294.32 ,12/3/2012,11/15/1991,15,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28206932,Premier, $ 215.49 ,6/21/2014,8/1/1990,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1458071,Premier," $ 1,602.67 ",2/8/2015,8/1/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31497990,Standard, $ 420.64 ,5/29/2013,8/1/1990,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+32925992,Premier, $ 180.52 ,8/21/2013,7/15/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5201368,Premier, $ 201.16 ,10/2/2014,8/15/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1959375,Premier, $ 269.43 ,8/19/2014,10/15/1990,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21602261,Standard, $ 243.93 ,9/17/2014,11/15/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+15189385,Standard," $ 1,683.67 ",12/4/2014,5/15/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28897916,Premier, $ 615.98 ,8/12/2006,6/15/1972,7,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10140636,Standard," $ 2,097.67 ",12/30/2013,1/1/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7754786,Premier," $ 1,862.67 ",7/10/2014,7/15/1988,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14083736,Standard, $ 336.78 ,2/3/2012,8/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14584247,Premier," $ 2,973.00 ",1/13/2012,2/1/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14202094,Premier, $ 384.03 ,5/24/2014,10/1/1991,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+52295625,Premier," $ 2,674.50 ",9/13/2012,11/15/1990,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+56410952,Premier," $ 1,714.53 ",3/16/2013,4/1/1991,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+6367294,Premier, $ 396.17 ,4/4/2014,12/1/1984,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+11669366,Premier, $ 405.26 ,9/30/2010,5/13/2009,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+11512797,Standard," $ 1,778.83 ",9/17/2014,8/1/1990,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9406999,Premier, $ 393.52 ,3/8/2013,4/1/1991,28,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+1011640,Premier, $ 326.77 ,1/13/2015,6/15/1977,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+21977697,Standard, $ 520.94 ,1/30/2013,1/19/2006,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8489673,Premier, $ 292.13 ,12/19/2012,2/1/1991,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+1659048,Standard, $ 174.27 ,4/13/2015,2/15/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6020077,Standard, $ 357.36 ,4/22/2013,2/1/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20283890,Standard, $ 356.80 ,9/13/2011,7/15/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16516569,Standard," $ 1,968.50 ",4/14/2014,3/28/2016,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53352159,Standard," $ 3,927.50 ",11/22/2009,4/1/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+33087270,Standard," $ 4,652.27 ",9/4/2010,9/17/2011,3,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
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+5316401,Standard, $ 614.67 ,3/9/2013,7/1/1990,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+24555579,Standard, $ 137.43 ,11/6/2014,6/17/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+769346,Premier, $ 189.89 ,5/17/2013,7/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30061458,Standard, $ 606.21 ,8/7/2012,3/15/1991,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,6-10,
+6691377,Premier, $ 157.58 ,4/27/2016,8/1/1990,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18973717,Premier, $ 859.32 ,10/26/2011,2/1/1991,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+16458210,Standard, $ 200.99 ,1/24/2013,12/27/2010,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10280978,Standard, $ 210.85 ,10/15/2012,11/27/2017,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14868765,Premier," $ 2,796.33 ",6/5/2012,8/1/1990,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,N, ,
+31440919,Premier, $ 359.12 ,8/27/2011,6/15/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23650260,Premier, $ 617.86 ,1/15/2012,8/1/1990,24,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+18748141,Standard, $ 150.65 ,6/23/2014,1/15/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+3092767,Standard, $ 198.94 ,9/12/2015,6/9/2012,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17945126,Premier," $ 3,566.50 ",9/14/2010,7/15/1976,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+33552468,Premier, $ 293.58 ,4/8/2014,12/1/1990,25,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+16896533,Standard, $ 228.38 ,3/21/2014,8/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9812590,Standard, $ 343.12 ,12/20/2011,1/15/1990,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15088591,Standard," $ 2,366.13 ",1/25/2012,1/1/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+10041420,Premier, $ 125.05 ,3/12/2015,3/15/1991,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+11257328,Standard," $ 4,598.10 ",10/8/2010,7/15/1991,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33682627,Standard, $ 325.56 ,4/23/2012,1/13/2013,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23945728,Standard," $ 3,513.00 ",10/27/2010,8/1/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25603540,Standard, $ 193.29 ,8/31/2015,10/9/2015,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,6-10,Spanish
+16745103,Standard, $ 174.12 ,10/26/2013,3/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32545397,Premier, $ 436.38 ,8/8/2013,6/15/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+9908474,Standard, $ 168.03 ,12/27/2013,1/15/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16830340,Premier, $ 439.24 ,3/5/2013,11/15/1991,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+5903332,Premier, $ 334.72 ,6/26/2011,12/25/1982,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+9218636,Premier, $ 189.87 ,12/22/2014,3/1/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21397724,Premier," $ 2,515.93 ",4/10/2013,7/15/1990,16,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y, ,
+3345177,Premier," $ 3,860.17 ",1/16/2010,8/15/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+2196441,Standard, $ 344.40 ,12/10/2011,4/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22494629,Premier," $ 1,901.17 ",6/8/2014,3/1/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13024924,Standard, $ 414.21 ,11/22/2012,2/1/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6018966,Premier," $ 2,173.67 ",10/28/2013,2/15/1991,6,TRUE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,N, ,
+31490137,Premier, $ 263.22 ,1/9/2013,5/15/1978,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+17698689,Standard, $ 312.56 ,4/27/2014,11/15/1991,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+164005925,Premier," $ 2,476.00 ",2/23/2013,12/1/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12860138,Premier, $ 237.39 ,10/26/2014,7/15/1991,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+17827258,Premier, $ 247.80 ,10/3/2011,4/1/1991,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6022893,Standard, $ 186.44 ,6/22/2013,1/15/1990,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28543202,Premier, $ 229.77 ,3/11/2014,8/15/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+547834,Standard, $ 595.17 ,5/12/2013,4/1/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+25424663,Standard, $ 563.20 ,5/20/2012,10/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+6286379,Premier, $ 227.94 ,3/24/2014,1/1/1990,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Russian
+4001516,Premier, $ 265.63 ,12/21/2012,4/1/1991,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+52921830,Standard," $ 3,133.22 ",4/18/2013,11/15/1991,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+11624204,Premier, $ 306.13 ,9/10/2012,4/1/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15745898,Premier, $ 430.41 ,4/11/2011,8/1/1990,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+29650317,Standard, $ 290.13 ,7/26/2010,3/15/1991,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+2967306,Standard, $ 177.05 ,3/24/2015,7/9/2013,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18510888,Standard, $ 170.33 ,1/10/2015,11/15/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27699634,Standard, $ 457.35 ,10/18/2011,12/1/1976,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13031007,Standard, $ 348.08 ,11/14/2011,12/1/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19716693,Premier, $ 498.16 ,3/7/2011,3/15/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18350591,Premier, $ 95.31 ,2/9/2017,8/1/1990,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+13118521,Premier, $ 157.64 ,8/10/2015,9/16/2015,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+6507182,Premier, $ 168.98 ,1/21/2015,2/1/1991,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3126687,Standard, $ 523.03 ,3/10/2014,8/20/2008,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11351170,Standard, $ 295.83 ,11/23/2012,2/1/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32446912,Premier, $ 295.25 ,7/24/2014,8/1/1991,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29793429,Premier, $ 398.95 ,11/15/2010,1/18/2011,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23922802,Premier, $ 677.60 ,11/8/2012,7/15/1991,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+6077673,Standard, $ 294.52 ,6/11/2010,4/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21165392,Premier, $ 372.67 ,5/22/2011,3/15/1991,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1428409,Standard, $ 252.44 ,9/29/2013,6/30/2006,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+31419252,Standard, $ 679.47 ,11/2/2012,7/15/1991,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11488112,Standard," $ 4,628.17 ",4/27/2008,12/15/1990,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+30988652,Premier," $ 1,387.42 ",4/3/2006,7/3/2007,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+12962138,Standard, $ 207.41 ,8/18/2014,7/6/2005,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16996915,Premier, $ 277.22 ,4/5/2013,3/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+2299439,Premier, $ 226.61 ,4/3/2014,11/15/1991,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27657482,Premier, $ 299.22 ,10/29/2012,3/1/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10022223,Premier, $ 161.48 ,3/4/2014,2/1/1990,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21468463,Premier," $ 3,127.00 ",11/8/2012,4/1/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+1760658,Premier, $ 228.29 ,3/22/2014,2/15/1991,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19273833,Premier, $ 238.51 ,1/7/2014,12/15/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30660002,Premier," $ 1,999.40 ",12/18/2014,5/15/1991,33,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+14450845,Premier, $ 344.67 ,4/16/2013,1/1/1991,11,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+32711109,Premier, $ 352.38 ,10/14/2011,2/15/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16264816,Standard," $ 3,489.89 ",3/5/2011,4/1/1991,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+4532344,Premier, $ 583.51 ,5/29/2012,9/1/1991,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21526482,Standard, $ 164.08 ,2/6/2014,3/5/2015,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+2011771,Standard, $ 442.64 ,1/7/2012,4/7/2010,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+52847837,Premier," $ 4,287.67 ",1/31/2009,4/15/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+16445676,Premier, $ 251.80 ,8/23/2011,3/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22825754,Standard," $ 3,856.23 ",1/18/2012,4/10/2018,4,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,N, ,
+10689907,Premier, $ 508.87 ,12/29/2012,3/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13797207,Premier, $ 202.40 ,1/9/2013,6/9/2015,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+49756814,Premier," $ 2,294.93 ",9/28/2014,3/11/2014,5,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+33295195,Standard, $ 251.16 ,10/9/2013,6/15/1991,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Vietnamese
+25618182,Premier, $ 436.29 ,2/20/2010,10/15/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,Italian
+21885996,Premier," $ 2,608.33 ",11/6/2012,3/1/1991,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4467985,Standard, $ 184.27 ,1/31/2015,12/25/1990,16,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+52562293,Standard," $ 2,111.33 ",12/18/2013,3/18/2004,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,N, ,
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+26530324,Standard, $ 635.90 ,7/27/2011,3/1/1991,1,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+11289717,Premier, $ 121.27 ,4/20/2015,2/1/1991,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+11672233,Premier, $ 611.28 ,12/27/2012,7/15/1991,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+31191586,Standard, $ 451.76 ,5/14/2012,6/15/1991,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11724859,Premier, $ 140.76 ,12/9/2015,7/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11669618,Premier, $ 464.57 ,9/6/2008,5/1/1991,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4179621,Premier," $ 2,775.28 ",11/29/2013,2/15/1991,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+2402982,Premier," $ 4,774.33 ",12/29/2007,8/3/2005,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+28431109,Premier, $ 397.35 ,11/26/2010,5/1/1991,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25017811,Standard, $ 115.85 ,6/14/2015,6/16/2016,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10400963,Standard, $ 344.30 ,12/11/2011,3/1/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12455209,Premier, $ 165.52 ,6/14/2015,4/15/1979,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4048441,Premier, $ 289.48 ,8/2/2010,8/1/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29780992,Standard," $ 4,188.50 ",4/22/2009,3/15/1954,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31171627,Premier, $ 362.71 ,3/23/2013,1/13/2011,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+23278744,Premier, $ 263.15 ,1/5/2015,3/20/2012,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3237179,Standard, $ 207.49 ,8/18/2014,7/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+6838626,Premier, $ 397.77 ,3/29/2014,4/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9807634,Premier, $ 281.25 ,6/15/2014,4/17/1998,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53374878,Standard," $ 3,009.00 ",12/14/2011,6/15/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+15970372,Premier, $ 495.62 ,12/22/2008,4/15/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20672305,Standard, $ 175.14 ,4/6/2015,8/1/1990,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33514061,Standard, $ 187.12 ,1/11/2015,2/4/2014,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6623831,Standard, $ 290.72 ,8/16/2014,4/15/1979,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25839783,Standard, $ 284.01 ,2/24/2014,9/15/1978,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+18373650,Standard, $ 325.73 ,4/22/2012,3/1/1991,15,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3464740,Premier, $ 142.53 ,11/26/2015,3/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5599175,Premier, $ 284.96 ,9/15/2014,8/15/1993,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+31971585,Premier, $ 189.81 ,5/18/2013,6/15/1958,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1266329,Standard, $ 173.50 ,10/23/2014,10/15/1960,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,
+30385939,Standard, $ 450.48 ,11/10/2009,4/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24448627,Premier," $ 2,109.00 ",12/20/2013,10/15/1961,1,FALSE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+108098001,Premier," $ 1,531.02 ",10/17/2013,2/23/2006,1,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+1125316,Premier, $ 196.19 ,11/7/2014,7/15/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11977743,Standard, $ 126.25 ,3/22/2016,8/1/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30545194,Premier, $ 541.68 ,1/27/2008,6/1/1991,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26286573,Premier, $ 189.94 ,12/21/2014,10/1/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2288853,Standard, $ 157.03 ,4/19/2014,6/23/2014,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+9480427,Premier," $ 1,994.00 ",3/24/2014,8/1/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5721553,Standard, $ 242.53 ,12/9/2013,6/13/2002,10,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4479713,Standard, $ 166.90 ,6/4/2015,9/15/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3413169,Premier, $ 605.37 ,11/30/2011,7/10/2002,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5025877,Premier, $ 97.24 ,12/22/2015,8/15/1962,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15668983,Premier, $ 166.36 ,6/8/2015,5/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1187171,Premier, $ 540.96 ,2/12/2011,12/9/2013,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27870313,Premier, $ 165.07 ,6/18/2015,6/15/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21610530,Premier, $ 114.32 ,1/11/2016,7/15/1991,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+30292726,Premier," $ 2,044.29 ",4/17/2014,11/1/1964,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+28374581,Premier, $ 600.53 ,3/23/2012,3/15/1987,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28482429,Premier, $ 607.01 ,2/26/2012,9/15/1980,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26934434,Premier," $ 1,671.17 ",12/14/2014,3/1/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25543749,Premier, $ 283.30 ,2/20/2013,3/1/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+18922633,Premier, $ 197.61 ,9/29/2014,8/15/1981,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17485709,Premier, $ 385.23 ,4/20/2013,4/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4070393,Premier," $ 1,365.00 ",8/22/2015,5/15/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5991837,Premier," $ 1,525.83 ",4/12/2015,6/1/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21939287,Premier, $ 169.55 ,12/12/2013,8/1/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+52280054,Standard," $ 4,048.00 ",8/15/2009,8/15/1982,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+20460111,Premier," $ 1,695.50 ",11/24/2014,6/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31031578,Premier, $ 146.30 ,1/5/2014,2/15/1997,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+5822618,Premier, $ 352.67 ,10/12/2011,4/15/1967,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12301640,Premier, $ 261.28 ,1/14/2015,9/15/1983,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+9819556,Premier, $ 209.58 ,8/3/2014,3/1/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6935833,Premier, $ 314.63 ,12/1/2011,6/15/1963,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6578048,Premier, $ 887.95 ,4/3/2006,7/15/1983,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30130025,Premier, $ 417.23 ,11/7/2012,2/11/2010,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16340621,Premier," $ 1,965.00 ",4/17/2014,3/1/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+22517341,Standard, $ 332.88 ,3/2/2012,3/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10545713,Premier," $ 3,160.95 ",3/31/2013,12/1/1991,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+52304754,Premier," $ 1,849.67 ",7/21/2014,5/1/1991,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+23858026,Standard, $ 425.09 ,9/28/2012,3/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+6197782,Premier, $ 654.32 ,8/2/2012,2/1/1991,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+7641679,Premier, $ 596.53 ,1/5/2012,4/21/2004,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22815044,Premier, $ 163.37 ,2/13/2014,7/15/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10544676,Premier, $ 196.39 ,3/12/2013,3/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+6069168,Premier," $ 2,985.67 ",7/20/2013,11/15/1991,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+22425956,Premier," $ 2,260.96 ",10/28/2013,3/1/1991,41,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
+29944529,Premier," $ 2,778.53 ",11/27/2013,8/1/1990,6,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+20714259,Premier," $ 1,006.72 ",5/11/2014,10/1/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+30790613,Premier, $ 193.07 ,11/29/2014,7/15/1991,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17788282,Standard," $ 2,076.33 ",1/16/2014,7/15/1965,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+19375690,Premier, $ 384.60 ,5/22/2014,7/15/1980,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,Portuguese
+1952264,Standard, $ 344.78 ,12/8/2011,10/15/1991,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26059574,Standard," $ 2,585.92 ",3/28/2014,3/1/1991,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+56559710,Premier," $ 3,645.83 ",7/11/2010,4/1/1991,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+31397964,Premier, $ 303.18 ,10/1/2012,9/15/1964,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14326600,Premier, $ 713.83 ,9/11/2010,10/1/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+32914321,Premier, $ 224.59 ,5/27/2012,10/1/1991,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32917830,Standard," $ 1,094.86 ",12/23/2013,6/2/2010,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9313711,Standard, $ 419.47 ,11/3/2011,11/15/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+3294748,Premier, $ 141.79 ,12/1/2015,10/1/1991,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27456773,Premier, $ 402.27 ,10/22/2010,10/15/1991,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12474179,Standard, $ 311.87 ,3/15/2015,6/15/1983,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26885685,Premier, $ 581.36 ,9/7/2013,11/15/1991,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+108519770,Standard," $ 2,858.05 ",10/8/2013,11/15/1983,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+16923519,Standard, $ 321.29 ,11/6/2013,8/15/1991,10,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+157393981,Premier," $ 2,067.50 ",1/23/2014,9/15/1982,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31385049,Premier, $ 141.37 ,9/26/2014,5/15/1982,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+30901028,Premier, $ 614.40 ,2/2/2010,7/15/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11129698,Premier, $ 349.73 ,10/11/2014,10/15/1991,8,TRUE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+29532755,Standard, $ 944.70 ,2/9/2008,7/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32783111,Premier, $ 307.70 ,8/29/2012,10/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,Spanish
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+32969189,Premier, $ 127.92 ,2/11/2015,11/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12605652,Standard, $ 304.10 ,9/24/2012,10/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21928099,Premier, $ 305.14 ,2/3/2014,8/15/1984,4,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7935251,Premier, $ 258.79 ,6/12/2011,3/1/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23246482,Premier, $ 204.30 ,2/12/2014,10/1/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+29614650,Premier, $ 229.58 ,3/12/2014,8/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17550697,Standard, $ 214.51 ,6/28/2014,4/1/1992,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32488797,Premier," $ 1,577.60 ",11/8/2009,6/15/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25695067,Standard, $ 165.72 ,1/20/2014,7/1/1991,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28123142,Standard," $ 2,933.73 ",6/23/2010,12/10/2014,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+27474861,Premier, $ 457.12 ,4/17/2012,12/25/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+10164067,Premier, $ 412.50 ,1/27/2014,11/15/1991,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1747173,Premier, $ 315.60 ,9/24/2014,5/10/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
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+31229884,Premier, $ 224.57 ,4/17/2014,12/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25270145,Premier, $ 221.35 ,5/10/2014,12/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+6043150,Premier," $ 2,584.53 ",6/16/2011,7/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,
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+14090550,Standard, $ 264.48 ,7/5/2013,10/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+22852616,Premier, $ 314.63 ,7/11/2012,3/15/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17958338,Premier, $ 201.56 ,9/29/2014,10/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10747888,Premier, $ 469.73 ,6/7/2013,10/1/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12022709,Standard, $ 147.21 ,7/28/2014,12/15/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,Hebrew
+17187409,Premier, $ 278.12 ,5/2/2014,7/15/1991,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,6-10,English
+23869930,Premier, $ 240.99 ,12/21/2013,11/15/1990,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25980312,Premier, $ 296.72 ,11/16/2012,2/1/1992,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14002494,Premier, $ 270.75 ,11/10/2012,10/1/1991,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7370023,Standard, $ 426.80 ,4/29/2010,11/15/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33152417,Premier, $ 151.70 ,9/21/2015,10/1/1991,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30316579,Premier, $ 306.27 ,9/9/2012,9/15/1991,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18669079,Standard," $ 4,813.67 ",11/27/2007,7/1/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+25453722,Standard, $ 405.49 ,1/6/2013,9/24/2014,13,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21155299,Premier, $ 420.55 ,6/13/2010,3/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+9902364,Standard," $ 3,313.18 ",12/8/2013,9/1/1990,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+26651320,Standard," $ 1,653.00 ",12/29/2014,3/1/1991,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18660865,Premier, $ 712.00 ,9/19/2010,12/25/1991,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33153805,Standard," $ 2,000.13 ",2/3/2013,8/1/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+4245481,Premier, $ 325.92 ,4/21/2012,1/22/2007,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20094475,Standard," $ 1,092.93 ",7/28/2012,7/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+1992971,Standard," $ 2,323.33 ",6/28/2013,2/5/2010,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+13340672,Premier, $ 328.47 ,1/6/2015,7/1/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+11186298,Premier, $ 216.57 ,6/7/2015,8/12/2015,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18369113,Standard, $ 282.91 ,2/23/2013,3/26/2017,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2105751,Standard, $ 323.49 ,5/8/2012,10/1/1991,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+5353535,Premier," $ 2,732.60 ",8/5/2013,7/1/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+52577596,Premier," $ 2,558.67 ",12/17/2012,7/1/1991,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9359449,Premier, $ 468.93 ,7/1/2009,4/15/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7822188,Premier, $ 345.55 ,5/9/2014,12/15/1991,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1069663,Premier, $ 289.02 ,8/1/2015,6/7/2010,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3098083,Premier, $ 175.92 ,4/1/2015,8/1/1990,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2891010,Standard," $ 2,261.98 ",8/29/2012,7/1/1980,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,N, ,
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+31506422,Premier," $ 1,376.25 ",7/11/2012,2/1/1992,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,101-500,English
+6363407,Premier, $ 282.99 ,10/26/2013,9/1/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,1-5,
+28708524,Premier, $ 423.49 ,5/23/2010,10/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8620579,Standard, $ 471.05 ,6/16/2009,2/1/1992,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+20127561,Premier, $ 370.24 ,7/5/2013,3/15/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17243660,Premier, $ 223.82 ,4/28/2015,4/15/2009,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24794149,Standard, $ 130.44 ,1/16/2015,6/15/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6136338,Premier, $ 275.97 ,10/31/2014,7/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4538031,Premier," $ 2,662.17 ",9/23/2012,12/1/1991,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+6063134,Premier, $ 223.43 ,11/18/2013,7/6/2005,16,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28616106,Standard, $ 645.75 ,10/21/2015,2/1/1992,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+13284831,Standard, $ 627.13 ,1/27/2013,7/1/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+8412201,Premier, $ (53.21),2/15/2018,9/1/1991,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29646888,Premier, $ 64.90 ,6/4/2017,7/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+108156399,Premier," $ 2,169.33 ",11/1/2013,12/15/1979,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15578331,Standard," $ 1,174.87 ",2/11/2012,4/7/2006,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+18479455,Premier," $ 2,390.00 ",5/4/2013,9/15/1991,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22344013,Premier, $ 342.85 ,11/23/2013,7/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25123736,Premier, $ 317.92 ,6/17/2012,2/1/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14579193,Premier, $ 288.23 ,1/16/2013,12/1/1991,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31017685,Premier," $ 1,323.50 ",9/25/2015,12/1/1997,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15488496,Premier, $ 368.70 ,6/19/2011,10/15/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18349474,Standard, $ 283.07 ,2/22/2013,4/15/1991,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20217567,Premier, $ 264.27 ,7/7/2013,1/30/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,Y,N,N,N,Y,6-10,English
+21025089,Premier, $ 318.63 ,2/16/2015,12/28/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13481237,Premier, $ 562.10 ,3/20/2010,12/25/1992,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+12098527,Standard, $ 144.47 ,8/26/2014,1/1/1991,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12546416,Standard, $ 480.96 ,12/17/2011,10/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28090483,Premier, $ 449.49 ,11/17/2009,8/15/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+15187796,Standard, $ 368.69 ,6/19/2011,7/15/1986,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16210549,Premier," $ 1,427.60 ",9/12/2014,1/5/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+709218,Premier, $ 249.52 ,3/15/2015,2/1/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5554785,Standard, $ 246.06 ,11/14/2013,3/1/1991,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14093722,Standard, $ 406.74 ,7/23/2012,8/15/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15590210,Premier, $ 228.21 ,3/22/2014,3/15/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52538726,Premier," $ 1,668.33 ",12/16/2014,7/1/1990,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5812860,Premier, $ 441.71 ,7/5/2012,3/15/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9372771,Premier, $ 207.64 ,8/17/2014,8/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2207113,Premier, $ 476.77 ,7/3/2011,12/1/1991,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4185834,Standard, $ 133.40 ,12/17/2014,11/15/1986,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1298100,Standard, $ 495.14 ,5/12/2013,12/1/1991,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26248949,Premier, $ 234.78 ,2/3/2014,8/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,Spanish
+12745769,Standard, $ 258.67 ,8/16/2013,2/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14235960,Standard, $ 186.21 ,10/11/2015,11/4/2003,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,6-10,
+22552796,Premier, $ 435.62 ,2/25/2010,10/15/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27914495,Standard, $ 321.33 ,6/12/2013,2/1/1991,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+5152833,Standard, $ 284.75 ,9/19/2010,8/26/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16789371,Premier, $ 546.04 ,10/20/2013,7/15/1991,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+28187271,Standard," $ 1,371.50 ",5/1/2016,8/13/2016,1,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15535175,Premier," $ 1,991.17 ",3/27/2014,8/1/1991,6,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29110306,Standard, $ 106.09 ,9/22/2015,6/15/1990,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24234997,Standard, $ 173.66 ,4/17/2015,7/14/2004,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23849954,Standard," $ 1,328.67 ",9/20/2015,12/25/1991,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7184950,Premier, $ 245.31 ,11/20/2013,8/15/1991,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5791209,Standard, $ 482.63 ,5/15/2014,2/1/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+20106113,Standard, $ 637.80 ,7/20/2011,2/1/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+4519361,Premier, $ 606.75 ,3/13/2010,10/1/1991,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+6584232,Standard, $ 340.00 ,1/11/2012,1/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20528401,Premier, $ 290.48 ,8/18/2014,10/1/1991,25,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16821561,Premier," $ 3,281.20 ",1/14/2013,1/1/1995,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+17220777,Premier, $ 667.29 ,12/11/2012,9/15/1991,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21142981,Premier," $ 4,719.65 ",7/23/2010,7/15/1991,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3747676,Premier, $ 250.00 ,10/17/2013,3/1/1991,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7989193,Standard, $ 299.92 ,4/17/2010,11/15/1992,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14920969,Standard, $ 212.42 ,9/26/2013,12/25/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+21969544,Premier," $ 1,000.07 ",2/3/2013,3/27/2003,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28133085,Standard, $ 258.19 ,8/19/2013,12/1/1991,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+16628940,Standard, $ 154.55 ,9/1/2015,4/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+16844943,Premier, $ 204.45 ,4/16/2014,6/26/2006,21,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25507700,Standard, $ 322.55 ,5/15/2012,10/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17007498,Premier, $ 255.33 ,7/18/2011,5/15/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+52937607,Premier," $ 2,038.83 ",2/16/2014,10/1/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31810288,Standard, $ 337.22 ,1/31/2012,1/15/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20134604,Standard, $ 329.27 ,1/3/2015,12/15/1972,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3344631,Premier, $ 489.79 ,11/1/2011,4/15/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16236347,Premier, $ 344.43 ,11/14/2013,3/1/1991,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26338561,Premier, $ 332.59 ,3/4/2012,4/1/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23693474,Standard, $ 454.91 ,4/28/2012,4/1/1998,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20413439,Standard, $ 209.86 ,5/28/2015,12/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+20534136,Standard, $ 256.48 ,10/30/2014,5/17/2018,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31056006,Premier, $ 433.41 ,8/16/2012,2/1/1993,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+24310399,Premier, $ 261.31 ,7/28/2013,4/1/1991,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18769121,Premier, $ 151.09 ,6/19/2014,4/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29420635,Premier, $ 318.53 ,6/13/2012,10/1/1991,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31170791,Premier, $ 523.60 ,3/8/2014,12/25/1991,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+16891864,Standard, $ 108.64 ,8/27/2015,2/3/2003,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18072005,Premier, $ 168.67 ,5/23/2015,12/1/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7523716,Premier, $ 291.58 ,5/30/2012,10/1/1991,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15213579,Premier, $ 896.93 ,2/16/2006,6/15/1968,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30054606,Premier," $ 5,179.20 ",8/8/2006,10/15/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y, ,English
+30179707,Standard, $ 411.56 ,8/16/2010,2/1/1992,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26646437,Premier, $ 330.99 ,3/16/2012,8/15/1988,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53392858,Premier," $ 3,365.67 ",2/25/2011,1/1/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24550256,Premier, $ 188.48 ,6/1/2013,4/1/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27213024,Premier," $ 1,176.80 ",2/7/2012,1/1/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+29983335,Standard, $ 458.00 ,7/25/2013,9/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29327372,Premier," $ 3,096.77 ",1/9/2012,4/1/1994,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
+7047079,Premier," $ 1,070.42 ",11/24/2013,5/15/1991,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,101-500,Greek
+27995239,Premier, $ 218.99 ,8/19/2015,11/1/1991,22,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,Y,N,N,N,N,N,Y,Y,Y,11-50,English
+30714898,Premier, $ 186.90 ,1/12/2015,12/15/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9812602,Standard, $ 223.29 ,3/12/2015,1/1/1991,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,6-10,
+28544617,Premier," $ 1,269.80 ",8/1/2011,3/15/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,
+20763177,Premier, $ 290.37 ,8/18/2014,8/1/1991,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9635727,Premier, $ 313.71 ,7/17/2012,8/1/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28482249,Premier, $ 531.77 ,10/17/2003,8/15/1991,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+22975508,Premier, $ 526.27 ,4/29/2011,8/15/1988,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19224897,Standard," $ 3,041.13 ",6/15/2013,3/11/2009,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+7463135,Premier, $ 168.10 ,5/27/2015,6/15/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28789082,Premier," $ 2,358.03 ",8/13/2013,2/1/1991,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+16158122,Premier," $ 2,553.33 ",12/21/2012,8/1/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2372322,Premier, $ 529.81 ,9/14/2010,12/25/1991,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5349147,Standard, $ 175.43 ,4/4/2015,1/1/1991,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+19079431,Premier, $ 694.65 ,3/18/2011,9/10/2002,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+14015350,Standard, $ 244.67 ,11/4/2011,12/15/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24692977,Standard, $ 726.34 ,11/14/2010,6/15/1989,17,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29762984,Standard, $ 276.59 ,10/28/2014,8/4/2001,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11159107,Premier, $ 245.55 ,10/26/2011,1/19/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+501379,Premier, $ 219.12 ,8/18/2015,1/1/1991,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+32859655,Premier, $ 328.86 ,6/7/2013,7/29/2003,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+29657696,Premier, $ 180.27 ,10/24/2014,4/15/1969,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15384807,Premier, $ 144.32 ,11/13/2015,2/1/1991,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1154548,Standard," $ 5,514.82 ",3/9/2009,5/15/1984,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26413214,Standard, $ 515.77 ,11/30/2012,10/15/1963,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+20148936,Standard," $ 2,539.00 ",1/2/2013,4/21/2015,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4590295,Standard, $ 888.77 ,3/30/2006,8/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Chinese
+25504502,Premier, $ 352.56 ,2/5/2011,1/1/1991,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13428953,Standard," $ 2,583.00 ",11/27/2012,4/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+52240880,Standard," $ 2,130.67 ",12/2/2013,10/1/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6776194,Premier, $ 166.19 ,1/15/2014,10/1/1991,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53192262,Premier," $ 1,602.67 ",2/8/2015,2/1/1992,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+14466977,Premier," $ 2,571.83 ",12/6/2012,4/15/1989,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14465830,Standard, $ 635.23 ,7/30/2011,1/15/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9249316,Standard, $ 229.24 ,2/6/2015,12/15/1993,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+8171495,Premier, $ 264.27 ,12/30/2014,7/25/2003,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+21519154,Premier, $ 812.73 ,2/21/2014,6/15/1989,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+32678585,Premier, $ 394.86 ,12/14/2010,12/25/1991,7,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52244847,Premier," $ 1,493.00 ",5/9/2015,6/15/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29291061,Premier," $ 3,506.00 ",11/2/2010,1/1/1991,2,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+7796483,Premier, $ 386.64 ,7/13/2014,12/1/1991,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+11379045,Standard," $ 2,926.33 ",2/20/2012,3/7/2016,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25894859,Premier, $ 263.91 ,9/19/2014,7/12/2011,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28856658,Standard, $ 476.86 ,3/20/2011,3/1/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+20709711,Premier," $ 3,278.17 ",1/16/2013,8/15/1991,3,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+28043604,Standard, $ 286.04 ,2/1/2013,2/19/2018,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22393900,Premier, $ 270.97 ,5/20/2013,5/15/1996,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27366131,Premier, $ 279.52 ,3/19/2013,12/15/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27318124,Premier, $ 608.40 ,4/16/2015,8/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+32635775,Premier, $ 367.24 ,6/30/2011,8/15/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7025374,Premier, $ 440.13 ,7/13/2012,1/1/1991,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30300495,Premier, $ 310.29 ,5/8/2014,3/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32067103,Premier," $ 3,366.13 ",11/22/2012,8/1/1991,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18412157,Premier," $ 2,025.50 ",2/27/2014,3/1/1991,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12560376,Standard, $ 207.90 ,7/24/2015,7/1/1990,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+15800511,Premier, $ 201.75 ,9/28/2014,10/1/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+21598429,Premier, $ 284.09 ,9/26/2010,10/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+14711145,Premier, $ 305.88 ,1/30/2014,5/1/1990,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11685376,Premier, $ 308.67 ,6/28/2011,11/30/2009,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+32013828,Premier, $ 217.07 ,8/12/2012,12/25/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+25657003,Premier," $ 2,970.28 ",7/29/2013,12/15/2001,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16898600,Premier, $ 393.76 ,3/7/2013,9/1/1991,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9752126,Premier, $ 291.27 ,6/8/2015,3/1/1991,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16283175,Premier, $ 167.03 ,6/4/2015,10/15/1991,9,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+13809708,Standard, $ 414.10 ,3/13/2012,6/30/2005,25,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+18578068,Premier, $ 585.60 ,6/29/2010,5/1/1991,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+52848167,Premier," $ 1,022.00 ",5/28/2016,6/1/1991,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29455038,Standard, $ 204.95 ,9/5/2014,8/15/1991,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
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+19036888,Premier, $ 250.17 ,9/8/2011,10/15/1991,40,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+5349158,Premier, $ 280.44 ,3/13/2013,2/1/1992,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+3907133,Standard, $ 108.11 ,9/2/2015,2/1/1992,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+13054628,Premier, $ 725.53 ,7/25/2010,10/15/1991,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+32365047,Standard, $ 405.76 ,1/5/2013,10/15/1991,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+12333575,Premier, $ 503.71 ,8/22/2011,4/1/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,Portuguese
+11873266,Premier, $ 995.20 ,2/13/2013,4/1/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+2384631,Standard, $ 386.48 ,2/12/2011,4/4/2015,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+164000584,Premier," $ 1,206.17 ",12/30/2015,4/1/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+108128448,Premier," $ 2,238.50 ",9/5/2013,2/1/1992,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13335529,Premier, $ 303.54 ,9/28/2012,12/25/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22172548,Premier, $ 539.50 ,8/25/2012,8/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15672654,Premier, $ 284.57 ,3/30/2016,10/15/1991,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+806065,Standard, $ 243.01 ,6/17/2013,11/12/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+32649697,Premier," $ 3,013.18 ",7/2/2013,10/19/2000,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+28579358,Standard, $ 193.37 ,11/27/2014,10/15/1991,10,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22118173,Premier, $ 235.01 ,8/19/2013,10/15/1991,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3480143,Premier," $ 3,304.50 ",4/16/2011,7/15/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+8438110,Premier," $ 3,306.50 ",4/14/2011,12/1/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14786779,Premier, $ 210.24 ,10/2/2015,8/5/2008,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22529979,Premier, $ 210.48 ,10/19/2012,4/7/2017,8,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+1381618,Premier, $ 477.50 ,5/6/2013,9/15/1991,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,11-50,English
+14548720,Premier, $ 157.72 ,4/12/2014,9/2/2005,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23028480,Premier," $ 3,492.00 ",11/14/2010,1/1/1991,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+27318484,Premier, $ 390.05 ,3/26/2013,3/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56606262,Premier," $ 7,279.35 ",2/22/2006,9/15/1991,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+24846914,Standard, $ 126.81 ,2/22/2015,5/15/1978,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13980931,Standard, $ 303.52 ,6/12/2014,10/15/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15236082,Premier," $ 2,964.17 ",1/20/2012,10/15/1991,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7248533,Premier, $ 260.51 ,1/18/2015,2/1/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+52939958,Standard," $ 1,452.67 ",6/11/2015,2/24/2010,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+15214868,Premier, $ 503.84 ,5/12/2012,12/1/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14067475,Premier, $ 471.57 ,5/30/2013,10/15/1991,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16586312,Premier, $ 819.62 ,4/30/2006,10/15/1991,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31139358,Premier, $ 492.16 ,2/6/2014,3/15/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
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+16787421,Premier," $ 1,847.67 ",7/22/2014,4/1/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15845549,Premier," $ 3,118.00 ",9/16/2011,12/3/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21834864,Standard, $ 459.43 ,9/7/2009,5/15/1991,19,FALSE,TRUE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4620274,Premier, $ 755.86 ,5/5/2006,3/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14092639,Standard, $ 641.81 ,2/8/2006,2/1/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20621822,Premier," $ 2,492.75 ",5/26/2014,7/15/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8335807,Premier, $ 155.32 ,5/6/2014,10/15/1991,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5701713,Premier, $ 230.21 ,3/8/2014,12/15/1991,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+15379527,Premier, $ 265.47 ,6/28/2013,1/15/1990,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25591750,Standard, $ 545.97 ,7/30/2012,9/15/1991,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32517982,Premier, $ 403.17 ,1/18/2013,5/1/1991,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28782303,Standard," $ 2,346.67 ",6/9/2013,8/15/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+26235854,Standard, $ 462.40 ,9/20/2011,8/30/2015,14,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21946447,Premier, $ 393.77 ,12/22/2010,4/12/2016,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10532552,Premier, $ 280.15 ,3/15/2013,1/22/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+18803468,Premier, $ 293.85 ,5/12/2012,10/15/1991,18,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9257997,Premier, $ 272.63 ,5/8/2013,4/1/1991,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16376482,Premier," $ 3,445.43 ",10/3/2012,2/22/2005,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+3417670,Premier," $ 2,279.33 ",8/3/2013,3/15/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10604361,Premier, $ 289.79 ,1/5/2013,9/15/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+20650882,Standard, $ 86.55 ,10/31/2016,4/1/1992,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+18543966,Premier, $ 340.96 ,2/14/2013,3/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,Y,N,N,N,N,N,Y,6-10,English
+18753123,Standard, $ 186.59 ,1/14/2015,6/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7483552,Premier, $ 302.72 ,10/1/2013,4/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+15420382,Standard," $ 4,857.67 ",4/27/2010,1/25/2011,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+1270759,Standard, $ 137.85 ,11/1/2014,10/15/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+9356129,Premier, $ 213.45 ,9/18/2012,6/1/1966,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16102194,Premier, $ 439.47 ,1/25/2012,3/1/1991,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14564795,Premier," $ 1,304.40 ",8/9/2012,2/15/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,
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+21612916,Premier, $ 127.05 ,2/20/2015,2/15/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+29564218,Standard, $ 274.19 ,11/9/2014,12/25/1992,13,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+3481174,Standard, $ 355.65 ,9/18/2013,12/9/2003,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27235522,Premier, $ 437.76 ,7/25/2012,8/15/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32236404,Standard, $ 599.00 ,12/26/2011,4/5/2014,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29464419,Premier, $ 286.77 ,9/6/2014,8/15/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3554430,Premier," $ 2,341.62 ",3/14/2011,4/1/1991,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+12190366,Premier, $ 264.91 ,12/27/2014,11/1/1991,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7507513,Premier, $ 403.80 ,3/4/2014,2/15/1992,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+19144008,Premier, $ 336.69 ,8/14/2013,7/16/2007,19,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30513902,Premier, $ 396.35 ,2/22/2013,2/15/1992,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26945767,Standard, $ 260.39 ,5/27/2011,3/15/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52452525,Premier," $ 2,870.18 ",9/30/2013,4/1/1991,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31045581,Premier, $ 450.01 ,11/6/2013,4/1/1991,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+14069657,Premier, $ 190.32 ,12/19/2014,5/30/2007,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+29388054,Premier, $ 269.73 ,5/29/2013,3/15/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12091673,Premier, $ 288.89 ,8/8/2010,11/1/1991,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+23291288,Standard, $ 555.44 ,12/29/2011,4/26/2017,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+8480994,Standard, $ 303.32 ,2/28/2012,4/1/1991,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15156090,Premier, $ 200.76 ,9/5/2014,10/1/1991,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10408531,Premier," $ 3,500.90 ",8/29/2012,11/25/2002,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9257500,Premier, $ 438.03 ,7/23/2012,6/1/1991,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+13977415,Premier, $ 357.20 ,9/10/2011,4/12/1992,10,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+30109316,Premier, $ 461.60 ,3/25/2012,1/24/2008,24,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29936679,Premier, $ 300.37 ,6/28/2014,12/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13039774,Premier," $ 2,188.17 ",10/16/2013,8/15/1993,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+33712608,Premier, $ 351.79 ,5/22/2013,7/1/1991,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30989398,Premier, $ 251.58 ,10/6/2013,4/1/1991,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13512556,Premier, $ 181.89 ,2/17/2015,7/1/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19928964,Premier, $ 374.57 ,8/30/2014,6/1/1992,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2838877,Standard, $ 489.20 ,3/19/2013,4/15/1991,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32023175,Premier, $ 644.27 ,12/2/2010,11/1/1991,27,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N,6-10,
+8889934,Premier, $ 231.47 ,2/27/2014,8/15/1991,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8102897,Premier, $ 312.70 ,7/25/2012,7/15/1991,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18576360,Premier, $ 382.33 ,9/12/2012,6/1/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+53152303,Premier," $ 2,373.37 ",8/9/2014,4/1/1992,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23034906,Standard, $ 282.93 ,1/27/2014,2/1/1992,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18958803,Standard, $ 997.27 ,2/9/2013,9/15/1991,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+21755998,Premier, $ 303.20 ,11/25/2011,8/1/1991,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,
+5640885,Standard, $ 134.38 ,1/23/2016,2/1/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29987990,Premier, $ 287.31 ,1/23/2013,3/15/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26531106,Premier, $ 468.79 ,8/16/2011,10/15/1991,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32670239,Premier, $ 763.77 ,2/19/2010,9/15/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+29151239,Premier, $ 183.60 ,2/5/2015,3/1/1992,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17050207,Standard, $ 166.46 ,6/8/2015,7/25/2005,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2041452,Premier, $ 115.75 ,6/16/2015,11/1/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5782469,Standard, $ 387.82 ,5/3/2010,5/24/2011,15,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6718422,Premier, $ 895.16 ,2/11/2015,9/15/1983,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y, ,
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+5745485,Premier, $ 246.43 ,12/10/2012,2/1/1992,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+7794342,Standard, $ 615.59 ,5/22/2013,10/1/1991,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19940302,Standard, $ 262.80 ,5/2/2011,7/1/1991,13,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30358528,Premier, $ 306.34 ,9/8/2012,8/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52488983,Premier," $ 3,805.97 ",2/19/2012,11/1/1991,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+19006715,Premier, $ 209.83 ,8/1/2014,6/1/1991,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15551711,Premier, $ 299.14 ,6/23/2015,7/12/2006,20,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28458364,Standard, $ 237.62 ,1/14/2014,5/1/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5648627,Premier," $ 5,252.22 ",8/22/2009,6/15/1991,5,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,N, ,
+28306348,Premier, $ 404.00 ,1/14/2013,12/15/1991,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6227621,Standard," $ 2,190.17 ",10/15/2013,8/25/2010,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+8492338,Premier, $ 224.55 ,11/9/2013,6/17/2002,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+4859233,Standard, $ 317.60 ,11/7/2011,11/1/1991,21,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10142759,Standard, $ 158.73 ,4/1/2014,4/1/1992,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13730433,Standard, $ 330.32 ,9/18/2013,10/31/2005,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19670184,Premier, $ 317.55 ,4/1/2014,7/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
+6562170,Standard, $ 327.32 ,7/11/2009,9/1/1991,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,Chinese
+21379568,Premier, $ 337.41 ,6/4/2011,11/1/1991,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2940617,Standard, $ 240.70 ,12/23/2013,9/1/2015,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30387797,Standard," $ 2,212.00 ",8/12/2011,4/23/2003,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+7408302,Standard, $ 417.56 ,2/5/2015,1/15/1992,20,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+9449142,Standard, $ 298.86 ,11/1/2012,2/18/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+52504498,Premier," $ 3,754.62 ",3/22/2012,3/15/1992,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+24619814,Standard, $ 368.23 ,7/28/2014,11/1/1991,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17338850,Standard, $ 371.18 ,6/2/2011,6/2/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28454757,Premier, $ 169.80 ,12/9/2013,8/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8377534,Premier, $ 337.11 ,8/11/2013,7/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+27831875,Premier, $ 88.13 ,5/15/2017,8/1/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+32964550,Premier," $ 2,986.83 ",1/1/2012,11/1/1986,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7659495,Premier, $ 330.23 ,3/21/2012,2/15/1992,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+16625828,Premier, $ 243.77 ,12/1/2013,10/1/1991,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+25968973,Premier, $ 201.23 ,1/21/2013,9/1/1991,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6045302,Premier," $ 3,403.00 ",1/25/2011,2/1/1992,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7800128,Premier, $ 606.16 ,3/16/2010,3/23/2015,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26070204,Premier, $ 406.74 ,9/20/2010,8/1/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+9753502,Premier, $ 318.38 ,6/14/2012,7/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Polish
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+53031655,Premier," $ 2,119.00 ",12/12/2013,10/1/1991,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9890852,Standard, $ 211.31 ,9/27/2015,7/1/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+28146786,Standard, $ 289.37 ,1/8/2013,2/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22688203,Standard, $ 215.39 ,6/22/2014,7/19/2017,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+1206179,Premier, $ 327.33 ,4/11/2012,4/15/1991,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9589170,Premier, $ 296.32 ,11/19/2012,12/15/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5660238,Premier, $ 526.08 ,4/30/2011,2/1/1992,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
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+19451528,Premier," $ 1,191.93 ",1/7/2012,7/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11085898,Premier, $ 478.95 ,4/20/2009,4/1/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17867974,Premier, $ 329.89 ,1/28/2014,3/15/1991,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7005689,Premier," $ 1,521.35 ",6/2/2015,7/1/1991,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+5959825,Premier, $ 679.63 ,1/29/2011,9/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+18347984,Premier, $ 191.47 ,7/27/2015,6/1/1992,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,
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+16261286,Premier, $ 416.69 ,11/10/2012,9/1/1992,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+31191072,Premier," $ 3,584.83 ",8/30/2010,8/1/1992,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18417584,Standard," $ 1,113.67 ",6/15/2012,11/12/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+13807437,Premier, $ 250.93 ,9/1/2011,2/15/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13128827,Premier, $ 426.50 ,4/5/2012,5/1/1992,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19484045,Standard, $ 474.83 ,7/14/2011,10/1/1992,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18564255,Standard, $ 306.52 ,2/9/2010,2/15/1992,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7001102,Premier, $ 458.93 ,7/21/2013,2/15/1992,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+21449699,Standard, $ 368.90 ,7/25/2014,2/1/1991,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23616126,Premier, $ 333.31 ,2/28/2012,12/1/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11824696,Premier, $ 446.13 ,6/12/2012,4/15/1988,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33292756,Premier, $ 544.93 ,1/23/2011,5/1/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52447915,Premier," $ 1,943.80 ",1/25/2015,7/15/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+12598114,Standard, $ 197.86 ,6/7/2014,2/15/1992,18,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3266780,Standard, $ 154.53 ,9/1/2015,10/1/1992,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29301244,Standard, $ 584.37 ,2/24/2012,7/1/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+13552004,Premier, $ 410.06 ,8/27/2010,3/15/1991,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10750455,Premier, $ 550.97 ,7/9/2012,1/1/1991,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+31664006,Premier, $ 267.39 ,6/14/2013,10/1/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9597305,Premier," $ 1,428.33 ",7/1/2015,1/1/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26926935,Standard," $ 1,273.73 ",2/17/2015,11/15/1991,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+20420826,Premier, $ 415.77 ,1/14/2014,4/15/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
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+356828,Premier, $ 326.70 ,4/15/2012,3/1/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16713024,Premier," $ 1,837.83 ",7/30/2014,4/9/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7704542,Premier, $ 465.01 ,3/7/2012,3/1/1991,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+22091217,Premier, $ 225.00 ,3/3/2015,12/15/1991,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+18994888,Standard, $ 159.60 ,7/27/2015,5/1/1992,22,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+18301154,Standard, $ 547.90 ,7/22/2012,7/12/2000,29,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+12781905,Premier," $ 2,667.17 ",9/19/2012,5/19/2004,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+25331166,Premier, $ 352.02 ,10/17/2011,11/15/1991,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7652778,Premier, $ 93.92 ,11/8/2016,5/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
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+26110595,Premier, $ 500.30 ,2/2/2013,10/1/1992,7,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+2809880,Standard, $ 314.81 ,10/4/2013,9/15/1992,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+27459212,Standard, $ 136.87 ,11/11/2014,12/1/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3002674,Premier, $ 463.60 ,11/13/2012,9/1/1992,44,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
+30250912,Premier, $ 276.38 ,4/11/2013,4/1/1991,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12499091,Premier," $ 2,953.50 ",1/29/2012,4/24/2006,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5949597,Premier, $ 132.32 ,2/7/2016,10/1/1992,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22234148,Premier," $ 1,546.00 ",3/26/2015,1/11/2010,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16546460,Standard, $ 546.87 ,7/26/2012,4/12/1999,30,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,Italian
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+30496505,Premier, $ 231.56 ,2/26/2014,7/15/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30442861,Standard," $ 1,199.73 ",5/3/2015,4/15/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+25480887,Premier, $ 375.87 ,4/29/2011,7/15/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14559666,Premier, $ 365.68 ,7/29/2013,4/15/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4244405,Premier, $ 780.40 ,4/29/2014,9/26/2012,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+22841810,Premier, $ 372.53 ,6/24/2013,9/15/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
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+15455033,Premier, $ 414.40 ,7/27/2010,12/1/1992,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9709634,Premier, $ 835.87 ,3/11/2011,12/1/1992,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,Y,N,N,Y,Y,11-50,English
+5750272,Premier, $ 393.67 ,6/15/2014,10/1/1992,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26718252,Premier," $ 3,300.27 ",1/2/2013,12/6/2006,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22253417,Standard, $ 215.37 ,6/22/2014,9/1/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52720486,Premier," $ 1,694.00 ",11/25/2014,2/1/1993,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+4516972,Premier, $ 333.79 ,1/8/2014,11/5/2005,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+28463240,Premier, $ 533.66 ,12/11/2012,9/1/1992,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52746972,Standard," $ 2,044.33 ",2/11/2014,1/1/2000,5,FALSE,TRUE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53423085,Premier," $ 2,955.50 ",1/27/2012,4/15/1992,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+16201569,Premier," $ 3,041.17 ",11/18/2011,5/1/1992,14,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7670553,Standard, $ 120.67 ,4/26/2015,5/1/1993,16,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26025622,Premier, $ 227.89 ,4/23/2012,3/1/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12899436,Standard, $ 177.39 ,3/21/2015,6/1/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28549566,Standard, $ 507.10 ,9/30/2008,4/30/2015,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8129463,Standard, $ 409.47 ,8/31/2010,7/1/1993,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31051740,Premier," $ 2,809.00 ",5/26/2012,12/4/2012,3,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+25182154,Standard, $ 879.83 ,10/2/2014,1/21/2004,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+13793429,Premier, $ 311.89 ,7/30/2012,9/1/1993,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+14568020,Premier," $ 5,076.33 ",4/26/2007,6/15/1992,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32373041,Standard, $ 165.26 ,6/16/2015,5/14/2012,19,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23807947,Premier, $ 219.48 ,4/22/2014,1/12/2011,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
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+29385376,Standard, $ 243.80 ,11/13/2011,10/17/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+19096245,Premier," $ 2,276.67 ",8/5/2013,7/15/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24392224,Premier, $ 280.11 ,2/2/2013,6/15/1992,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28174292,Premier," $ 2,731.83 ",7/28/2012,3/1/1993,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+164148215,Premier," $ 2,112.28 ",1/21/2015,10/15/1992,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+56708909,Premier," $ 3,172.43 ",3/24/2013,11/1/1992,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21565729,Premier, $ 333.28 ,2/28/2012,9/1/1992,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32607340,Premier, $ 471.95 ,2/1/2012,1/1/1992,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31497085,Premier," $ 2,075.45 ",2/13/2015,2/28/2007,1,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3449088,Standard, $ 187.73 ,1/6/2015,2/10/2017,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+44439810,Premier," $ 1,796.83 ",9/2/2014,2/1/1993,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+23269289,Premier, $ 391.73 ,1/5/2011,8/15/1992,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11178946,Premier, $ 263.77 ,7/10/2013,1/1/1992,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
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+31512731,Premier, $ 326.88 ,4/14/2012,9/1/1992,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
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+26827303,Premier, $ 283.07 ,9/25/2014,8/1/1992,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26745126,Standard, $ 986.00 ,3/4/2013,4/1/1993,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+108535071,Premier," $ 2,565.98 ",4/10/2014,2/7/2006,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8746796,Premier, $ 209.32 ,10/31/2012,7/1/1992,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+28679205,Premier, $ 181.45 ,8/12/2013,4/1/1993,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28748573,Premier," $ 2,139.33 ",11/25/2013,5/1/1993,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22120026,Premier, $ 149.48 ,7/5/2014,7/1/1992,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+108287099,Standard," $ 1,878.50 ",6/27/2014,3/31/2016,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53177567,Standard," $ 1,553.00 ",3/21/2015,11/8/2007,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32131414,Premier, $ 328.46 ,4/3/2012,7/1/1992,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33106910,Premier," $ 1,976.00 ",3/6/2010,2/1/1993,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28491289,Premier, $ 426.02 ,2/8/2014,5/1/1993,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1188955,Standard," $ 3,457.35 ",9/25/2012,3/1/1993,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13606659,Premier, $ 179.22 ,3/8/2015,9/1/1992,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20219393,Premier, $ 563.28 ,10/21/2010,11/15/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30729518,Premier," $ 3,897.62 ",12/23/2011,8/15/1992,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9493970,Standard, $ 510.43 ,12/22/2012,7/1/1992,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+4030272,Premier, $ 590.32 ,6/5/2010,8/15/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17211842,Premier, $ 751.07 ,6/28/2014,7/1/1993,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Russian
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+29692755,Standard, $ 286.79 ,8/30/2010,8/15/1991,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+19936700,Premier, $ 573.77 ,4/7/2012,2/1/1993,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+27215243,Premier, $ 235.78 ,2/21/2015,7/1/1993,10,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+56539789,Premier," $ 2,172.73 ",12/14/2014,8/1/1993,5,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+26677728,Premier, $ (161.17),5/4/2018,1/15/1993,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12203863,Premier, $ 433.93 ,4/7/2016,6/1/1993,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+18174348,Premier, $ 421.97 ,12/20/2013,7/15/1990,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Chinese
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+2027472,Standard, $ 132.67 ,12/24/2014,10/1/1994,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+12927362,Premier, $ 466.59 ,2/28/2012,6/1/1994,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26153988,Premier, $ 228.46 ,3/20/2014,6/1/1994,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27688495,Premier, $ 240.97 ,12/21/2013,4/15/1994,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+11932167,Premier, $ 817.10 ,11/15/2005,3/15/1994,55,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+13723418,Premier, $ 373.58 ,1/22/2013,3/15/1990,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32605993,Premier, $ 307.84 ,5/19/2015,9/1/1994,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7870469,Premier, $ 597.57 ,12/31/2011,9/1/1994,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
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+27853885,Standard, $ 324.10 ,1/24/2015,5/1/1991,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+23394743,Premier, $ 195.56 ,11/11/2014,4/15/1993,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53481613,Premier," $ 2,196.67 ",10/9/2013,12/1/1993,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24095215,Premier, $ 387.07 ,4/10/2013,2/1/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Greek
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+4838461,Standard, $ 843.80 ,12/20/2013,4/1/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,Japanese
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+7924385,Premier," $ 2,348.67 ",6/7/2013,10/1/1994,10,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32270530,Premier, $ 436.80 ,2/9/2012,2/1/1995,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2044700,Premier, $ 397.49 ,9/13/2013,2/1/1995,20,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18773255,Premier, $ 557.60 ,11/19/2010,3/15/1993,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15531360,Premier, $ 644.03 ,6/24/2011,3/9/2010,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+29505051,Premier, $ 132.76 ,2/4/2016,12/1/1994,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3553937,Premier, $ 422.25 ,6/1/2010,7/13/2015,2,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20654962,Premier, $ 208.88 ,3/13/2014,3/15/1973,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1520015,Premier, $ 332.86 ,3/2/2012,4/15/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29653454,Premier, $ 414.69 ,11/20/2012,10/1/1994,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+29504122,Premier, $ 324.48 ,5/1/2012,2/6/2013,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33057519,Premier, $ 316.05 ,4/9/2014,10/1/1994,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6056297,Standard, $ 372.93 ,4/7/2012,4/1/1995,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+3774112,Premier, $ 583.02 ,11/25/2009,4/1/1995,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9960637,Standard," $ 1,585.60 ",4/3/2014,8/1/2017,8,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y, ,
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+20496631,Premier, $ 418.36 ,3/10/2014,5/1/1994,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54297402,Premier," $ 1,701.00 ",11/19/2014,8/29/2012,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10341790,Standard, $ 175.32 ,10/14/2013,8/1/1983,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1914639,Standard, $ 155.03 ,5/9/2014,11/28/2015,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3784862,Premier," $ 1,421.87 ",9/18/2014,2/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y, ,English
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+23172103,Premier, $ 322.88 ,3/5/2014,8/15/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23432477,Premier, $ 939.37 ,3/2/2008,2/1/1995,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25801060,Premier, $ 458.95 ,9/11/2009,4/15/1995,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11298416,Standard, $ 376.55 ,4/24/2011,6/9/2010,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+5780673,Premier, $ 330.36 ,3/20/2012,2/12/2008,23,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5334913,Standard, $ 417.81 ,7/2/2010,1/11/2015,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12744514,Standard," $ 2,468.33 ",3/1/2013,7/26/2016,1,TRUE,TRUE,TRUE,PAYMENT PLAN,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18924408,Premier, $ 635.14 ,1/12/2011,12/15/1994,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+9957104,Standard, $ 368.94 ,8/31/2012,2/15/1995,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+6920218,Premier, $ 489.94 ,6/1/2013,12/8/2016,20,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3902772,Premier, $ 280.31 ,11/4/2010,11/11/2004,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52776075,Standard," $ 2,994.17 ",12/26/2011,4/15/1995,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8523799,Standard, $ 544.11 ,1/27/2011,4/8/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+52790725,Premier," $ 1,703.80 ",7/8/2015,12/4/2001,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,N, ,
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+11791198,Premier, $ 255.47 ,11/1/2015,9/24/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+14133374,Standard," $ 2,141.33 ",11/24/2013,2/15/1984,2,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29003867,Premier, $ 199.32 ,2/10/2013,4/1/1995,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+21420159,Premier, $ 268.93 ,12/6/2014,2/1/1995,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32797432,Standard, $ 259.83 ,10/14/2015,7/1/1995,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17571047,Standard," $ 2,816.88 ",11/3/2013,2/1/1993,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+23376414,Standard, $ 194.75 ,3/29/2013,5/1/1995,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15179205,Premier, $ 314.91 ,7/9/2012,2/1/1995,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Chinese
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+6584381,Premier, $ 241.41 ,12/7/2011,7/15/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27563218,Premier, $ 192.37 ,4/22/2013,2/28/2005,17,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+9509575,Premier, $ 364.21 ,12/24/2012,4/15/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18763715,Premier, $ 39.07 ,2/9/2018,3/1/1987,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+23985477,Premier, $ 14.66 ,6/24/2018,2/12/2001,3,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27983645,Standard, $ 185.97 ,9/9/2014,12/15/1994,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17703317,Standard," $ 2,159.83 ",11/9/2013,10/1/1983,1,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+14205582,Premier," $ 3,954.38 ",11/17/2011,10/15/1994,3,TRUE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+2369352,Premier, $ 351.12 ,11/9/2008,2/15/1993,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+19757935,Premier, $ 411.58 ,8/16/2010,5/14/2015,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25373733,Premier, $ 336.02 ,2/9/2012,7/15/1995,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+17056643,Premier, $ 536.07 ,8/10/2010,11/1/1994,17,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27293127,Premier, $ 194.85 ,3/28/2013,1/5/2018,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+12443045,Standard, $ 89.04 ,3/15/2016,6/15/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+7849638,Standard, $ 703.90 ,10/22/2010,5/1/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+10168075,Premier, $ 341.00 ,2/21/2009,3/1/1995,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12645184,Premier, $ 701.03 ,11/3/2010,10/1/1995,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12930899,Premier, $ 363.86 ,10/11/2014,5/15/1995,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26716503,Standard," $ 1,857.50 ",7/14/2014,10/1/1995,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23240875,Premier, $ 342.88 ,12/21/2011,3/15/1995,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6952824,Premier, $ 337.93 ,3/24/2009,6/15/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+31709092,Premier, $ 178.12 ,9/15/2013,8/1/1994,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+22656888,Premier, $ 675.17 ,8/23/2012,1/31/2017,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+14563109,Premier, $ 181.36 ,2/27/2016,4/1/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+10011811,Premier, $ 314.04 ,11/19/2015,12/1/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
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+22520698,Premier, $ 183.64 ,2/5/2015,10/1/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+7533861,Premier, $ 300.32 ,12/3/2014,12/1/1995,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+4949818,Premier, $ 463.70 ,7/2/2013,8/15/1995,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+25564020,Premier, $ 119.75 ,5/7/2016,2/13/2007,13,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
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+33688995,Standard, $ 426.99 ,9/18/2012,12/1/1995,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26438508,Premier, $ 452.23 ,10/29/2009,8/15/1995,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3971839,Standard, $ 579.93 ,6/13/2015,10/15/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+6936865,Premier," $ 4,376.67 ",2/24/2011,10/15/1995,3,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+23093441,Premier, $ 528.02 ,2/22/2014,7/1/1995,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+20937252,Premier, $ 224.57 ,4/17/2014,6/1/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+23925797,Standard, $ 288.85 ,3/22/2012,12/20/2016,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+25734055,Premier, $ 273.77 ,4/30/2013,12/1/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27519870,Premier, $ 405.87 ,9/26/2010,7/1/1995,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+20104013,Premier, $ 327.23 ,2/11/2014,10/15/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14245381,Standard, $ 358.53 ,4/15/2013,12/1/1995,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+10791843,Standard, $ 277.05 ,4/6/2013,10/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31129409,Premier," $ 1,651.35 ",2/20/2015,12/15/1994,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y, ,
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+7650833,Premier, $ 620.08 ,1/3/2010,10/1/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12157465,Premier, $ 342.14 ,4/30/2013,10/1/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+3523766,Premier, $ 224.15 ,4/20/2014,1/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18578154,Standard," $ 3,743.78 ",3/29/2012,12/10/2009,1,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2472309,Standard, $ 325.12 ,4/27/2012,3/1/1995,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2986878,Standard, $ 174.20 ,10/25/2013,1/1/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24343134,Premier, $ 353.36 ,11/21/2014,12/1/1995,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23083017,Standard, $ 431.98 ,1/16/2014,10/1/1995,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+53321391,Standard," $ 3,359.50 ",3/2/2011,10/1/1994,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10498819,Standard," $ 2,267.88 ",6/8/2011,4/11/2009,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+26745395,Premier, $ 299.60 ,10/26/2012,12/15/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15323119,Premier, $ 471.89 ,2/1/2012,1/1/1995,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3978058,Premier, $ 142.21 ,6/19/2016,10/1/1994,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+10648715,Standard, $ 335.45 ,2/13/2012,9/1/1995,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17751910,Standard, $ 211.41 ,7/20/2014,7/5/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15183232,Premier, $ 186.11 ,9/8/2014,12/15/1995,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+2001686,Premier, $ 439.89 ,7/14/2012,10/15/1995,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+24510213,Premier, $ 205.09 ,9/4/2014,10/15/1995,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5788749,Premier, $ 180.71 ,8/20/2013,9/15/1994,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+21922279,Premier, $ 264.99 ,12/26/2014,10/1/1994,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15722630,Premier, $ 340.47 ,11/18/2014,1/15/1995,47,TRUE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+32762091,Premier, $ 259.09 ,8/13/2013,12/25/1995,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32462923,Premier, $ 154.08 ,9/4/2015,4/15/1995,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28564124,Premier, $ 174.44 ,4/11/2015,9/1/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6371116,Premier, $ 209.96 ,10/24/2012,12/15/1995,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+25171487,Standard, $ 945.27 ,8/16/2014,10/15/1995,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+16042061,Premier, $ 349.14 ,11/6/2011,10/15/1995,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52406730,Standard," $ 1,989.00 ",12/25/2014,10/15/1995,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,N, ,
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+14862465,Premier, $ 320.17 ,11/13/2013,2/1/1996,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4757472,Standard, $ 431.68 ,3/25/2010,4/15/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53222025,Standard," $ 2,617.17 ",10/30/2012,12/15/1995,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+18734483,Standard, $ 216.67 ,8/16/2012,7/19/2011,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7975331,Standard, $ 549.09 ,1/2/2011,2/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17611658,Standard, $ 605.46 ,10/19/2008,2/1/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,6-10,
+13297938,Standard, $ 222.07 ,6/22/2012,12/15/1995,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+25579495,Standard, $ 681.79 ,5/8/2011,3/15/2012,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,Y,Y,11-50,
+10670283,Standard, $ 408.22 ,7/15/2012,10/1/1995,24,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18182307,Standard, $ 271.31 ,5/17/2013,2/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2066044,Premier, $ 297.62 ,11/10/2012,8/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28311302,Premier, $ 509.09 ,4/18/2012,10/1/1995,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+1057631,Standard," $ 3,053.09 ",2/12/2012,8/15/1995,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
+5853073,Standard, $ 225.10 ,4/13/2014,2/1/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+730662,Premier, $ 164.50 ,6/22/2015,10/15/1995,48,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+108338168,Premier," $ 1,525.83 ",4/12/2015,2/1/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23994034,Standard, $ 443.44 ,6/26/2012,9/1/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29838305,Standard," $ 4,823.22 ",5/19/2010,8/9/2004,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13878759,Premier, $ 324.20 ,1/24/2015,2/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32524086,Standard, $ 287.20 ,1/23/2013,3/15/2001,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+13794293,Premier, $ 553.01 ,12/13/2010,10/15/1995,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28577664,Premier, $ 262.19 ,5/8/2011,2/1/1996,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16224494,Premier, $ 491.28 ,2/9/2014,12/15/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+22478827,Premier," $ 1,816.73 ",6/5/2011,10/1/1995,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+9751946,Premier," $ 2,129.98 ",11/16/2011,2/1/1996,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
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+8417296,Premier, $ 214.72 ,9/9/2015,3/1/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32633228,Premier," $ 1,060.15 ",7/22/2009,9/1/1995,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+6373908,Premier, $ 361.82 ,10/19/2014,4/1/1996,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+18445467,Standard, $ 456.29 ,7/16/2011,2/1/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+4204670,Standard, $ 970.06 ,5/2/2010,9/1/1982,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1400803,Premier, $ 252.56 ,8/15/2011,2/1/1996,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18673367,Standard, $ 280.95 ,3/9/2013,7/4/2014,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3416991,Standard, $ 523.08 ,1/3/2014,10/7/2013,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+10398596,Premier, $ 225.39 ,4/11/2014,2/1/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+32913627,Premier, $ 740.67 ,5/18/2015,2/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,Portuguese
+31235819,Premier, $ 480.67 ,4/23/2013,10/15/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Italian
+22697364,Premier, $ 365.87 ,7/10/2011,9/15/1996,16,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19472284,Standard, $ 359.65 ,8/29/2013,10/15/1995,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24663834,Premier, $ 685.35 ,3/18/2013,2/1/2008,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+16081352,Standard, $ 775.39 ,5/3/2009,12/15/1995,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+2086040,Standard, $ 233.43 ,2/27/2012,12/15/1995,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+25728635,Premier, $ 443.10 ,1/2/2010,11/15/1995,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30739378,Standard," $ 2,043.50 ",2/12/2014,9/15/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20222340,Premier, $ 498.82 ,11/29/2008,10/15/1995,18,FALSE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23687529,Standard, $ 218.25 ,6/1/2014,4/15/1990,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1775344,Standard, $ 143.28 ,9/7/2014,8/19/2014,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33538208,Standard, $ 258.45 ,6/16/2011,8/15/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+22203944,Premier, $ 180.51 ,3/3/2016,9/1/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+20487285,Standard, $ 672.83 ,2/26/2011,11/15/1995,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+53305733,Standard," $ 4,895.80 ",4/3/2010,6/7/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2322456,Premier, $ 230.36 ,3/29/2012,11/15/1995,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29046747,Standard, $ 446.93 ,12/15/2011,6/14/2010,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5442270,Standard, $ 330.73 ,6/6/2009,2/1/1996,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+9116828,Standard, $ 329.07 ,3/29/2012,2/1/1996,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3313724,Standard," $ 3,174.67 ",7/31/2011,8/9/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+32268312,Standard, $ 130.28 ,1/18/2015,8/27/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30888168,Premier, $ 574.72 ,1/9/2010,2/1/1996,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+8009039,Standard, $ 375.95 ,6/6/2013,4/1/1996,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21999597,Premier," $ 2,921.00 ",2/24/2012,8/1/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+55881840,Standard," $ 1,341.50 ",9/10/2015,2/8/2012,4,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+25596582,Premier, $ 289.75 ,1/5/2013,9/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25120346,Premier, $ 212.76 ,9/25/2012,6/15/1989,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13809372,Standard, $ 94.09 ,1/23/2016,8/1/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+13324970,Standard, $ 249.66 ,10/19/2013,4/15/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+27105298,Premier, $ 404.55 ,2/1/2012,11/1/1985,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9395852,Premier, $ 559.96 ,6/20/2013,5/1/1996,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,Y,N,N,11-50,English
+11777158,Premier, $ 344.09 ,7/4/2013,2/13/2006,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16601616,Premier, $ 260.72 ,8/1/2013,4/15/1996,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21305378,Premier, $ 603.33 ,6/30/2013,2/1/1996,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14662966,Premier, $ 862.96 ,12/16/2010,9/1/1995,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+32772103,Standard, $ 364.53 ,8/4/2013,3/19/2003,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4545693,Standard, $ 201.44 ,1/19/2013,9/12/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25610683,Premier," $ 3,597.67 ",8/19/2010,8/1/1995,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+52861958,Standard," $ 1,922.17 ",5/22/2014,9/1/1995,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+12095420,Premier, $ 644.27 ,6/23/2011,8/17/2005,20,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+31138015,Standard, $ 549.10 ,5/31/2010,12/3/2003,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24494290,Premier," $ 1,284.82 ",1/30/2014,1/15/1995,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+3443572,Standard," $ 2,131.17 ",12/2/2013,6/1/1996,11,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+3074490,Premier, $ 186.97 ,1/12/2015,1/15/1995,24,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25862351,Premier, $ 525.92 ,4/30/2011,6/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Polish
+2689422,Standard, $ 283.54 ,2/19/2013,10/15/1995,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20334412,Standard, $ 335.60 ,12/30/2013,7/8/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+21370697,Premier, $ 489.53 ,3/18/2013,9/15/1995,8,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+26822224,Standard, $ 998.17 ,7/5/2007,9/1/1993,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+31186530,Standard," $ 3,046.67 ",11/13/2011,2/1/1996,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+1068586,Premier," $ 2,653.67 ",9/30/2012,12/25/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+28875790,Premier, $ 603.80 ,4/25/2015,8/1/1996,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+15203336,Standard, $ 199.13 ,2/12/2013,10/1/1995,7,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31250674,Premier, $ 233.01 ,2/16/2014,6/1/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+24785306,Standard, $ 140.71 ,8/31/2015,9/17/2002,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26662613,Standard," $ 5,062.42 ",12/19/2009,8/1/1996,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3800932,Premier," $ 2,568.00 ",12/9/2012,2/1/1996,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+22456700,Standard, $ 407.03 ,9/18/2010,11/15/2013,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11936708,Standard, $ 498.59 ,5/26/2014,6/1/1996,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14220737,Standard," $ 1,239.60 ",10/1/2011,4/15/1996,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29718032,Standard, $ 856.74 ,4/24/2011,4/15/1996,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5297096,Premier, $ 781.10 ,12/10/2009,10/20/2006,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+15676836,Standard, $ 488.85 ,11/6/2011,6/1/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22459935,Standard, $ 384.03 ,11/26/2012,2/1/1996,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6594399,Premier, $ 193.37 ,4/12/2013,5/15/1996,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3954196,Standard, $ 388.80 ,1/26/2011,2/1/1996,17,FALSE,TRUE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13663118,Standard, $ 262.72 ,1/13/2013,6/15/1996,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14194769,Standard," $ 2,420.33 ",4/9/2013,4/15/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20902879,Premier, $ 227.70 ,3/26/2014,4/19/2000,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21346776,Standard, $ 258.61 ,8/16/2013,11/15/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15948792,Premier, $ 609.02 ,2/18/2012,1/15/1995,6,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17404223,Standard, $ 240.57 ,12/24/2013,3/1/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
+1951333,Standard," $ 2,635.17 ",10/15/2012,6/1/1996,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13967596,Standard, $ 295.84 ,5/29/2010,2/15/1996,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52797700,Standard," $ 4,045.83 ",8/17/2009,4/11/2006,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+27674754,Standard, $ 340.69 ,1/6/2012,8/1/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23008141,Standard, $ 342.48 ,12/24/2011,11/15/1995,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52906090,Premier," $ 4,964.83 ",7/26/2007,8/12/2008,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7675406,Premier," $ 1,914.81 ",6/11/2010,2/1/1995,19,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,
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+30943431,Premier," $ 1,283.87 ",7/3/2011,9/1/1995,8,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+8605347,Standard, $ 310.44 ,8/10/2012,11/1/1995,19,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+10616469,Premier, $ 554.61 ,12/5/2010,6/22/2013,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+16264815,Premier, $ 228.64 ,6/30/2015,6/28/2010,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+13835383,Premier, $ 221.16 ,5/12/2014,12/2/2002,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29217091,Standard, $ 869.39 ,7/30/2005,3/1/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20414870,Premier, $ 206.46 ,8/25/2014,4/15/1996,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14855605,Premier, $ 141.35 ,12/5/2015,2/15/1996,15,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21668202,Standard, $ 253.97 ,7/31/2011,3/5/1999,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+23466362,Standard, $ 252.45 ,2/28/2015,6/1/1996,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33864054,Standard," $ 3,573.27 ",7/14/2012,5/21/2007,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+53304671,Standard," $ 4,297.83 ",1/23/2009,4/15/1996,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14354683,Premier," $ 3,271.00 ",5/14/2011,12/15/1995,2,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30378375,Premier," $ 2,499.90 ",5/22/2014,10/15/1977,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+15172378,Premier," $ 2,012.00 ",3/10/2014,2/15/1996,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10553925,Premier, $ 114.30 ,3/26/2016,2/15/1995,21,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Vietnamese
+53043911,Standard," $ 1,688.50 ",11/30/2014,8/5/2013,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20478780,Premier," $ 3,417.70 ",10/20/2012,8/1/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+8055798,Standard, $ 315.05 ,8/20/2011,6/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,
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+29853803,Standard, $ 375.98 ,4/28/2011,2/15/1996,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11391120,Premier, $ 189.73 ,12/23/2014,2/15/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20386147,Standard, $ 632.37 ,8/11/2011,6/1/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+52896968,Standard," $ 1,980.17 ",4/5/2014,8/1/1996,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+15161635,Standard, $ 487.90 ,2/15/2009,1/1/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4789301,Premier, $ 498.31 ,6/6/2012,4/15/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Hebrew
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+6546236,Premier," $ 1,303.87 ",1/17/2015,2/1/1995,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+14770087,Premier, $ 217.73 ,6/5/2014,12/15/1995,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8286043,Premier," $ 5,113.77 ",11/17/2009,12/15/1995,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4658055,Premier," $ 1,657.33 ",12/25/2014,2/1/1995,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23287577,Premier, $ 518.87 ,11/18/2012,3/19/2015,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7355812,Premier, $ 400.09 ,5/21/2014,1/1/1995,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24923425,Premier, $ 211.10 ,2/23/2014,1/28/2004,13,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20853682,Standard, $ 514.85 ,12/5/2010,9/15/1995,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5797632,Premier, $ 610.19 ,2/23/2010,2/15/1995,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7853460,Premier," $ 2,248.33 ",8/28/2013,9/23/2002,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12827207,Standard, $ 314.86 ,7/9/2012,2/15/1995,14,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+29778605,Premier," $ 1,197.82 ",7/14/2013,4/15/1996,15,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3395439,Premier, $ 148.69 ,8/12/2016,3/1/1995,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12975694,Premier, $ 203.09 ,11/8/2015,2/15/1996,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52882275,Standard," $ 2,047.33 ",2/9/2014,10/1/2008,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,Y,N,N,N,N,N,N,N,N, ,
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+847437,Premier," $ 2,052.13 ",12/12/2012,11/15/1995,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+31495089,Standard, $ 564.73 ,5/14/2012,7/1/1996,18,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+23251650,Premier, $ 187.95 ,6/6/2013,2/15/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22100076,Standard," $ 2,447.17 ",3/18/2013,3/1/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18844582,Premier, $ 217.52 ,6/7/2014,5/7/2004,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8706009,Premier," $ 1,742.83 ",10/16/2014,7/16/2007,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9041295,Standard, $ 384.75 ,4/22/2013,10/15/1995,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17960637,Premier, $ 340.84 ,1/5/2012,1/1/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+21490999,Standard, $ 361.26 ,8/12/2011,3/10/2005,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2190432,Standard, $ 703.53 ,10/24/2010,9/15/1995,17,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8834895,Premier, $ 364.40 ,3/14/2013,3/9/2010,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17891382,Standard, $ 243.87 ,11/30/2013,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22441306,Standard, $ 409.71 ,4/8/2012,10/15/1995,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+2124251,Premier, $ 666.42 ,8/16/2005,10/15/1995,11,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+52604236,Premier," $ 1,557.00 ",3/17/2015,9/1/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+806448,Standard," $ 2,018.83 ",3/4/2014,10/15/1995,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52682516,Premier," $ 3,349.20 ",6/10/2012,5/2/2006,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+1547685,Premier, $ 275.49 ,4/17/2013,2/1/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8215011,Standard, $ 356.50 ,9/15/2011,11/1/1995,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18739612,Standard, $ 683.80 ,10/20/2012,2/12/2013,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+12399477,Standard, $ 351.36 ,10/10/2013,11/15/1995,12,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+12095768,Standard, $ 393.69 ,10/3/2012,6/1/1996,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+31670877,Premier, $ 921.17 ,6/9/2010,8/10/1995,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,Spanish
+12474684,Premier, $ 234.78 ,3/19/2013,10/15/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,Russian
+9986761,Premier, $ 571.57 ,4/16/2012,10/15/1995,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,Y,N,N,N,Y,N,Y,51-100,English
+22217034,Premier, $ 375.45 ,5/2/2011,11/15/1990,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24090280,Standard, $ 266.96 ,9/2/2014,1/1/1995,16,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1390211,Premier, $ 164.32 ,3/20/2013,2/15/1996,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,Y,Y,1-5,
+11599204,Premier, $ 208.83 ,10/10/2015,9/1/1996,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26471612,Standard, $ 197.95 ,12/4/2015,4/15/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1396048,Premier, $ 365.71 ,7/11/2011,8/1/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52868953,Standard, $ 671.33 ,3/12/2017,10/1/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+14084474,Standard, $ 800.38 ,1/26/2010,11/26/2001,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53217819,Premier," $ 3,178.72 ",3/20/2013,4/15/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+3926027,Premier, $ 456.72 ,4/19/2012,11/15/1995,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+108360961,Standard," $ 2,329.50 ",6/23/2013,10/15/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25389324,Premier, $ 344.63 ,12/9/2011,2/15/1996,14,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16016274,Standard, $ 353.33 ,10/7/2011,12/1/1995,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19590336,Standard, $ 202.47 ,1/9/2013,2/15/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12678895,Standard, $ 299.05 ,10/30/2012,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Chinese
+17077384,Standard, $ 461.41 ,9/26/2011,7/1/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3741743,Premier, $ 237.97 ,1/11/2012,8/1/1996,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33390572,Standard, $ 168.77 ,1/22/2015,1/31/2011,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9626060,Premier, $ 325.38 ,9/7/2011,6/1/1996,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12997487,Premier, $ 151.88 ,5/3/2017,9/15/1995,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+3367456,Premier, $ 319.22 ,6/8/2012,6/1/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1819785,Premier, $ 324.93 ,4/28/2012,6/1/1996,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+46486188,Premier," $ 3,175.47 ",3/22/2013,2/15/1995,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26731735,Standard, $ 294.19 ,12/4/2012,9/20/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29440770,Standard, $ 192.81 ,4/18/2013,6/1/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+30971646,Premier, $ 795.60 ,2/2/2003,2/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26721999,Premier," $ 4,718.33 ",2/13/2008,11/15/1995,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13244838,Premier, $ 349.71 ,11/2/2011,11/30/2004,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19560301,Premier, $ 187.01 ,6/16/2013,2/18/2003,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
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+11251330,Standard, $ 318.19 ,6/30/2013,6/1/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+32112591,Premier, $ 360.80 ,10/19/2012,9/1/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
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+13046193,Standard, $ 355.81 ,9/20/2011,4/15/1996,25,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
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+28827109,Premier, $ 279.56 ,3/19/2013,4/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+24213758,Premier," $ 2,684.50 ",1/25/2014,10/13/1996,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31276832,Premier, $ 554.34 ,5/2/2010,12/15/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3017134,Premier," $ 1,952.50 ",4/27/2014,10/1/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+15321648,Premier," $ 2,635.67 ",10/15/2012,8/1/1996,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+31839685,Premier, $ 881.57 ,10/24/2008,12/1/1995,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+15075875,Standard, $ 399.88 ,6/3/2012,9/15/1995,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,
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+6929614,Standard, $ 364.76 ,7/18/2011,6/1/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29604816,Premier," $ 3,112.83 ",9/20/2011,8/1/1996,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7946848,Premier, $ 498.50 ,2/9/2013,8/1/1996,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+29204618,Premier, $ 209.39 ,10/30/2012,8/1/1996,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+16188665,Standard, $ 530.37 ,4/8/2011,6/1/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,Portuguese
+4867971,Premier, $ 147.03 ,10/25/2015,12/1/1995,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19758130,Premier," $ 1,531.07 ",2/12/2010,3/19/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
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+23005793,Standard, $ 466.56 ,8/29/2011,12/8/2009,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6041911,Premier, $ 300.06 ,10/23/2012,3/1/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+13682118,Premier," $ 1,169.67 ",1/29/2016,3/1/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+18502888,Premier, $ 245.14 ,11/7/2014,12/1/1995,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+23600739,Premier," $ 4,571.83 ",6/12/2008,2/15/1995,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10059323,Premier, $ 375.95 ,10/18/2012,3/1/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,
+32375670,Standard, $ 254.84 ,9/12/2013,10/20/2017,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10376325,Standard, $ 241.07 ,12/11/2011,6/1/1996,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32590232,Standard, $ 475.66 ,5/14/2009,4/15/1996,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6326699,Standard, $ 376.51 ,4/24/2011,3/1/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25006119,Premier, $ 330.55 ,3/19/2012,1/30/2018,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19356492,Premier," $ 3,680.50 ",6/12/2010,4/15/1996,4,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8751484,Premier," $ 7,696.22 ",6/4/2005,8/1/1996,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8955349,Premier, $ 248.24 ,3/22/2015,4/1/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+52895509,Premier," $ 3,504.33 ",11/3/2010,2/15/1997,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+3184443,Standard, $ 192.00 ,12/7/2014,7/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5160208,Standard, $ 368.17 ,6/23/2011,8/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21810447,Premier," $ 2,790.50 ",6/10/2012,8/15/1996,1,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6758488,Premier," $ 1,958.17 ",4/23/2014,9/15/1996,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+8766794,Premier, $ 345.22 ,12/5/2011,10/15/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1137600,Premier, $ 451.63 ,8/20/2013,11/1/1994,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+108479154,Standard," $ 4,157.40 ",7/12/2011,9/15/2008,2,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+17187621,Premier, $ 267.60 ,9/12/2012,4/15/1997,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+108725411,Standard," $ 11,069.76 ",10/15/2002,4/15/1997,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,N, ,
+23593281,Standard, $ 947.60 ,6/2/2005,4/1/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8340312,Standard, $ 371.63 ,4/13/2008,7/25/2016,7,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24067627,Standard, $ 163.13 ,2/15/2014,4/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18706307,Premier, $ 963.20 ,8/13/2015,5/18/2009,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+9504131,Premier, $ 346.50 ,11/25/2011,6/1/1996,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25166908,Standard, $ 277.96 ,3/31/2013,4/1/1997,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3748697,Standard," $ 1,519.12 ",10/31/2013,12/15/1995,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+24076191,Standard, $ 222.24 ,5/6/2015,2/15/1996,15,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26502809,Standard, $ 142.33 ,9/16/2014,3/1/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33143148,Standard, $ 241.45 ,12/7/2011,4/1/1997,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28487195,Standard, $ 220.05 ,7/13/2012,12/15/1995,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2008986,Standard, $ 676.00 ,6/8/2005,4/16/2015,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28618054,Premier, $ 492.47 ,10/24/2010,12/15/1995,36,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+22765064,Premier," $ 4,388.33 ",11/9/2008,3/1/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28068681,Premier, $ 637.43 ,7/21/2011,4/1/2002,20,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+11496898,Standard, $ 404.23 ,10/8/2010,3/15/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11559980,Premier," $ 1,218.79 ",6/11/2013,8/1/1996,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,Portuguese
+17059392,Premier, $ 140.11 ,10/9/2014,1/1/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+52975935,Standard," $ 3,320.83 ",4/3/2011,2/15/1996,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6143174,Standard," $ 2,872.00 ",4/4/2012,2/15/1996,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20203933,Premier, $ 258.27 ,8/19/2013,3/1/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8929483,Standard," $ 3,247.50 ",6/2/2011,2/1/1995,2,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+23462604,Premier, $ 509.86 ,9/29/2012,1/1/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+52943958,Premier," $ 1,632.67 ",1/14/2015,11/1/1996,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15330956,Premier, $ 524.81 ,3/4/2014,4/1/1997,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23319689,Premier, $ 229.98 ,3/9/2014,2/15/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33647448,Standard, $ 416.24 ,11/12/2012,4/1/1997,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,
+164285239,Premier," $ 2,390.83 ",5/3/2013,4/1/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+17313859,Standard, $ 289.60 ,2/25/2014,3/1/1997,47,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+30818643,Premier, $ 226.74 ,4/2/2014,3/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24056458,Premier, $ 192.65 ,12/2/2014,5/19/2011,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+29460105,Standard," $ 2,669.17 ",9/17/2012,6/1/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28984370,Standard, $ 197.16 ,3/4/2013,7/14/2014,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+20778976,Standard, $ 291.64 ,12/23/2012,12/27/2016,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+15803223,Premier, $ 448.19 ,12/8/2011,8/1/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9163593,Premier, $ 211.44 ,9/21/2016,4/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,51-100,English
+1193063,Premier, $ 450.06 ,11/13/2009,3/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1169251,Premier," $ 1,460.33 ",8/7/2005,5/1/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+30819340,Standard, $ 453.28 ,5/6/2012,8/20/2003,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+164385943,Standard," $ 2,251.83 ",8/25/2013,3/1/1996,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24546450,Premier," $ 4,992.67 ",7/4/2007,2/15/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10432090,Standard," $ 3,247.00 ",6/2/2011,12/2/2014,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29545923,Premier, $ 198.74 ,10/19/2014,2/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14972927,Premier, $ 493.10 ,3/3/2013,8/1/1996,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+2176306,Standard, $ 639.04 ,9/28/2009,6/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27852973,Premier," $ 2,928.17 ",2/18/2012,5/1/1996,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5679912,Standard, $ 516.35 ,6/18/2011,4/7/2010,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+52820235,Premier," $ 3,021.20 ",1/20/2013,2/15/1996,1,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+13159586,Premier, $ 298.93 ,10/31/2012,4/15/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18460481,Premier," $ 2,813.63 ",11/5/2013,4/15/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8452669,Premier, $ 201.50 ,9/29/2014,5/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22640052,Premier, $ 414.76 ,7/24/2010,2/15/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26487193,Premier, $ 326.32 ,2/15/2014,3/1/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9608689,Premier," $ 1,251.40 ",9/7/2011,9/15/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+33157815,Standard, $ 218.59 ,12/26/2013,4/15/1997,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4672867,Premier, $ 138.76 ,10/23/2014,3/3/2009,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2883853,Standard, $ 378.11 ,12/28/2012,6/1/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32995955,Standard," $ 3,476.85 ",9/13/2012,5/1/1996,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16291535,Premier, $ 296.48 ,1/17/2014,6/1/1996,24,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2567754,Standard, $ 609.82 ,2/15/2012,4/15/1997,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4306637,Premier," $ 3,281.42 ",1/14/2013,8/1/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3721238,Standard, $ 343.01 ,11/22/2013,6/9/2003,25,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12641073,Premier," $ 3,583.52 ",4/30/2010,3/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,500+,English
+33277264,Premier, $ 338.69 ,1/20/2012,2/15/1996,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108305476,Standard," $ 3,649.67 ",7/7/2010,2/15/1996,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15313239,Standard," $ 1,362.33 ",1/23/2011,3/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+2056904,Standard, $ 313.39 ,4/22/2014,2/15/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12261967,Premier," $ 2,650.00 ",10/3/2012,12/15/2010,1,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31293887,Standard, $ 300.28 ,3/23/2012,2/15/1996,10,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5327368,Premier, $ 439.45 ,1/28/2010,2/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8672106,Standard," $ 3,744.83 ",4/20/2010,2/12/2003,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+13853025,Standard, $ 388.56 ,4/3/2013,4/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4979462,Premier," $ 2,424.86 ",5/5/2014,6/21/2011,42,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,Y,N,N,N,N,N,N,Y, ,
+32960024,Standard, $ 272.51 ,5/9/2013,3/1/1996,16,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32616906,Premier, $ 205.48 ,12/9/2012,2/15/1997,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53280348,Premier," $ 3,263.87 ",1/25/2013,8/1/1996,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19827595,Standard," $ 2,149.59 ",6/6/2009,10/7/2006,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Portuguese
+17153163,Standard, $ 158.72 ,4/2/2014,2/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5625057,Standard, $ 257.68 ,2/21/2013,2/15/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5283709,Standard, $ 211.78 ,2/18/2014,6/1/1996,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22765322,Standard, $ 918.04 ,6/19/2010,3/1/1996,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+6614132,Standard, $ 362.29 ,8/15/2013,5/1/1996,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32107049,Standard, $ 217.50 ,12/28/2009,12/15/1995,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+16480008,Standard, $ 335.95 ,12/28/2013,4/15/1996,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3448864,Premier, $ 569.33 ,4/25/2012,3/1/1997,20,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24387523,Standard, $ 263.17 ,1/4/2015,4/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30806910,Premier," $ 1,661.17 ",4/2/2011,6/13/2001,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+2918257,Premier, $ 355.11 ,5/4/2013,3/1/1996,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10436262,Standard, $ 349.66 ,11/3/2011,12/15/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14287414,Premier, $ 129.28 ,2/29/2016,8/1/1996,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14807173,Premier, $ 441.75 ,1/12/2010,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+56930547,Standard," $ 3,163.98 ",3/29/2013,6/1/1996,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10828924,Premier, $ 255.32 ,7/18/2011,1/27/2006,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24117997,Premier, $ 354.88 ,9/26/2011,6/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+13879106,Standard, $ 484.00 ,12/1/2011,2/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16943080,Standard, $ 299.31 ,10/29/2012,9/25/2006,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11603374,Premier, $ 249.67 ,2/6/2013,12/15/1995,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+5616255,Premier, $ 285.24 ,2/6/2013,6/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26433641,Standard, $ 368.59 ,6/20/2011,3/9/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+15080320,Premier, $ 209.66 ,8/2/2014,5/1/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11464700,Standard, $ 148.21 ,7/18/2014,7/9/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+5816027,Standard, $ 191.23 ,5/4/2013,3/1/1997,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31916294,Premier," $ 5,308.98 ",7/17/2009,2/15/1996,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+108569522,Premier," $ 2,008.00 ",3/13/2014,4/1/1996,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+30412315,Standard, $ 305.73 ,9/13/2012,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,
+24406768,Premier, $ 307.49 ,8/31/2012,4/1/1997,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9952687,Standard, $ 939.12 ,7/15/2005,4/15/1997,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+5439946,Standard, $ 279.47 ,11/12/2010,2/15/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4778721,Premier," $ 2,938.00 ",2/10/2012,6/1/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24514635,Standard, $ 360.21 ,4/6/2013,6/22/2006,13,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+23839838,Standard, $ 646.32 ,2/15/2013,3/1/1995,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12250874,Premier, $ 913.07 ,7/31/2013,6/1/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+17594031,Premier, $ 645.53 ,9/28/2011,4/1/1997,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8599045,Standard, $ 216.74 ,6/12/2014,12/15/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3310051,Premier, $ 342.50 ,12/24/2011,4/9/2003,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23282122,Standard," $ 1,487.83 ",5/13/2015,4/1/1997,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7663408,Premier, $ 589.65 ,6/8/2010,3/1/1996,16,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14386809,Standard," $ 3,498.73 ",8/30/2012,8/24/2012,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6944581,Premier, $ 671.81 ,6/16/2011,7/7/2009,21,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11805701,Standard," $ 2,913.47 ",7/14/2010,5/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+21844029,Premier," $ 2,383.00 ",5/10/2013,6/16/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+11626799,Standard," $ 2,671.33 ",9/16/2012,4/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+15012711,Standard, $ 236.57 ,1/21/2014,4/1/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10599804,Premier, $ 445.49 ,12/16/2009,2/15/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29747353,Premier, $ 362.19 ,8/16/2013,4/15/1997,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19880733,Premier, $ 526.69 ,4/26/2011,2/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31903075,Premier, $ 507.04 ,4/27/2012,1/6/2003,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20144577,Standard, $ 237.37 ,1/15/2014,9/9/2010,19,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18795028,Premier, $ 491.58 ,1/20/2009,2/15/1997,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+53164351,Standard," $ 3,688.67 ",6/5/2010,4/15/1997,1,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+14208825,Standard, $ 252.91 ,8/25/2014,10/24/2008,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6016651,Premier, $ 598.77 ,4/23/2010,5/1/1996,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2904700,Standard, $ 711.20 ,9/22/2010,2/15/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+2750418,Standard," $ 2,012.17 ",3/10/2014,4/12/1999,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+56696138,Standard," $ 4,214.38 ",6/6/2011,1/1/1995,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+29628945,Premier, $ 262.10 ,7/22/2013,2/15/1996,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+32198061,Standard, $ 367.34 ,2/26/2013,3/29/2018,5,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27053989,Standard, $ 579.90 ,3/13/2012,2/15/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+14049370,Standard, $ 223.81 ,4/23/2014,3/1/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52743829,Premier," $ 3,087.28 ",5/17/2013,9/25/2012,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+18014842,Standard, $ 204.95 ,12/14/2012,4/1/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32360876,Standard, $ 163.31 ,5/30/2016,2/15/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32706877,Premier, $ 696.33 ,10/18/2014,2/15/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+108471200,Standard," $ 2,978.50 ",1/8/2012,4/15/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+33765850,Premier," $ 1,261.87 ",8/17/2011,6/1/1996,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11344267,Premier, $ 292.67 ,12/15/2012,2/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55295988,Standard," $ 3,828.50 ",2/5/2012,2/15/1996,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+25494088,Premier, $ 616.03 ,1/22/2012,1/9/2002,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+10304444,Standard, $ 785.30 ,11/23/2009,1/1/1995,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29666366,Standard, $ 657.03 ,5/2/2011,12/28/2009,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,51-100,English
+29257109,Premier, $ 455.20 ,4/4/2011,5/20/2009,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19314930,Standard, $ 359.16 ,8/27/2011,1/12/2007,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25109082,Standard, $ 390.32 ,1/15/2011,3/16/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+56728541,Premier," $ 2,888.17 ",3/22/2012,2/15/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14437704,Premier, $ 395.19 ,6/30/2012,2/15/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+2387494,Standard, $ 428.63 ,4/16/2010,2/15/1997,6,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32674650,Standard," $ 2,388.67 ",5/5/2013,2/15/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12476797,Standard, $ 300.06 ,10/23/2012,12/27/2015,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32958414,Standard, $ 14.39 ,6/14/2018,5/15/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+29128416,Premier," $ 1,553.44 ",6/11/2011,2/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+53171257,Standard," $ 1,960.17 ",4/21/2014,3/15/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19424747,Standard, $ 252.19 ,10/22/2012,3/7/2014,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+10127990,Premier, $ 225.14 ,4/13/2014,2/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6841269,Premier, $ 289.96 ,1/4/2013,3/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5269583,Standard, $ 296.11 ,5/26/2010,2/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+12180391,Premier, $ 297.47 ,7/13/2014,8/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18995372,Standard," $ 2,206.33 ",10/2/2013,2/15/1996,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23351678,Standard, $ 431.23 ,3/10/2012,5/15/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9437194,Standard," $ 2,802.50 ",5/31/2012,8/15/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+24568143,Premier, $ 368.74 ,6/19/2011,3/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,Y,N,N,N,Y,6-10,English
+2989564,Standard, $ 229.77 ,9/29/2013,4/15/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6419932,Standard, $ 238.03 ,1/11/2012,4/15/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29735505,Standard, $ 469.17 ,2/15/2012,2/15/1997,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19920360,Premier, $ 385.50 ,2/19/2011,8/15/1996,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25379834,Standard, $ 401.14 ,10/30/2010,10/15/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29184487,Premier, $ 349.89 ,11/1/2011,12/16/2010,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31986986,Premier, $ 248.41 ,12/13/2014,11/19/2012,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22281774,Standard, $ 206.73 ,11/26/2012,2/15/1997,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+108270874,Standard," $ 2,140.83 ",11/24/2013,5/15/1997,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11599257,Standard," $ 2,462.00 ",3/6/2013,5/15/1997,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29550389,Premier, $ 805.10 ,9/3/2009,3/1/1997,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7425338,Premier, $ 134.51 ,10/24/2016,12/10/2003,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53059060,Premier," $ 1,968.17 ",4/15/2014,3/15/1997,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24526786,Premier, $ 554.40 ,12/6/2010,3/15/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
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+28840022,Standard, $ 331.17 ,7/2/2013,9/7/2016,36,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+9431359,Premier," $ 4,094.00 ",7/9/2009,3/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15905573,Premier, $ 531.98 ,9/2/2010,4/15/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12838649,Standard, $ 281.54 ,3/5/2013,3/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6722088,Premier, $ 310.35 ,12/31/2009,3/1/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+6775637,Premier, $ 165.24 ,1/25/2014,9/5/2015,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11596894,Premier," $ 1,172.87 ",7/20/2005,4/29/2013,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+11304798,Standard, $ 221.90 ,5/6/2014,3/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10271578,Standard, $ 197.63 ,6/25/2016,2/15/1996,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1759294,Premier, $ 574.05 ,7/5/2012,5/1/1996,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+25660322,Premier, $ 296.51 ,11/18/2012,9/15/2006,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8820691,Premier, $ 558.77 ,11/13/2010,8/15/1996,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+12993063,Standard, $ 362.21 ,8/5/2011,12/20/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29448667,Premier, $ 463.45 ,9/16/2005,6/15/1996,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+7406055,Premier, $ 311.47 ,8/2/2012,6/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+1473480,Premier, $ 418.64 ,10/31/2012,3/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8346328,Premier, $ 197.73 ,10/26/2014,3/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24121555,Premier, $ 537.33 ,11/17/2013,11/24/2000,11,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
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+9383881,Premier," $ 1,447.93 ",8/1/2010,4/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+21858550,Standard," $ 6,009.68 ",5/1/2008,12/29/2015,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6054277,Premier, $ 448.76 ,12/5/2011,12/15/1995,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16793668,Standard, $ 344.55 ,12/9/2011,2/1/1996,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+8642129,Premier," $ 1,648.53 ",6/16/2009,4/15/1997,39,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+22934553,Premier, $ 416.72 ,11/9/2012,10/23/2005,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+18326428,Standard, $ 413.07 ,8/5/2010,3/15/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15932164,Premier, $ 230.99 ,3/2/2014,5/1/1997,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21923547,Standard, $ 260.32 ,5/27/2011,3/1/1996,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+5986794,Premier," $ 2,442.33 ",3/22/2013,3/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30809528,Standard," $ 3,332.00 ",3/25/2011,8/15/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+21171602,Premier, $ 685.17 ,1/7/2011,6/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+3111156,Premier, $ 371.97 ,7/12/2014,4/15/1997,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8632155,Premier, $ 523.95 ,12/26/2011,3/22/2007,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N,51-100,English
+9009251,Premier, $ 326.64 ,2/14/2014,3/15/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+31784320,Premier, $ 757.22 ,7/15/2010,8/21/2006,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15763721,Premier, $ 218.28 ,12/29/2013,6/15/1997,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+28838233,Premier, $ 966.85 ,7/13/2014,5/15/1997,19,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,French
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+2429388,Standard, $ 371.16 ,6/2/2011,3/15/1997,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
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+22101172,Premier, $ 715.21 ,5/19/2004,3/15/1997,20,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+25533493,Premier," $ 4,125.17 ",6/13/2009,11/24/2004,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6421247,Standard, $ 738.53 ,4/30/2012,10/8/2014,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16488548,Standard, $ 124.39 ,9/19/2013,3/15/1997,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12618900,Standard, $ 229.43 ,4/8/2012,4/1/1997,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+19761129,Premier, $ 500.12 ,1/10/2014,1/21/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,51-100,English
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+24972168,Premier, $ 315.88 ,11/21/2011,6/15/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+16753501,Premier," $ 1,953.33 ",4/27/2014,4/15/1997,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+164346441,Premier," $ 3,383.17 ",2/11/2011,3/15/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28462853,Premier, $ 287.49 ,5/12/2014,6/1/2006,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14496855,Premier, $ 507.10 ,3/26/2013,9/15/2014,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28658161,Premier, $ 797.26 ,2/7/2010,5/14/2002,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23468071,Premier, $ 240.78 ,12/22/2013,3/15/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3585530,Standard, $ 601.34 ,6/10/2011,10/15/1995,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,6-10,
+14368617,Premier, $ 601.54 ,8/15/2009,5/15/1997,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18464233,Standard, $ 361.92 ,10/12/2012,2/13/2011,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
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+6029779,Premier, $ 268.29 ,6/8/2013,7/19/2005,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+28446452,Standard," $ 2,358.93 ",2/2/2012,4/15/1996,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+52495017,Premier," $ 3,998.15 ",10/21/2011,4/15/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12878263,Premier, $ 480.71 ,12/31/2010,2/3/2018,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+7671137,Premier, $ 567.60 ,9/29/2010,2/23/2001,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22451818,Premier, $ 351.87 ,10/7/2013,1/21/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6347553,Premier, $ 128.29 ,3/7/2016,4/15/1997,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4282727,Premier," $ 2,473.50 ",2/25/2013,2/15/1996,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2821670,Premier, $ 140.24 ,10/8/2014,3/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11739008,Standard," $ 1,028.02 ",3/9/2003,10/31/2007,9,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+28757050,Standard, $ 454.77 ,4/29/2012,4/15/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5271377,Premier, $ 300.97 ,4/6/2010,5/1/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5867623,Premier, $ 216.87 ,1/9/2014,3/7/2005,20,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14933444,Standard, $ 461.45 ,9/22/2013,4/15/1996,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15920308,Premier, $ 171.05 ,5/6/2015,3/1/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21561751,Standard, $ 350.63 ,8/26/2012,10/15/1995,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N,1-5,
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+19146703,Premier, $ 284.40 ,2/12/2013,3/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8424097,Premier, $ 252.86 ,9/26/2013,4/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+1452640,Standard, $ 324.29 ,2/26/2014,4/1/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
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+30986251,Standard, $ 363.50 ,7/27/2011,5/1/1996,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8739918,Standard, $ 270.57 ,11/12/2012,5/1/1996,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2403918,Premier," $ 1,082.07 ",8/19/2012,7/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+29942066,Standard, $ 383.79 ,3/3/2011,2/15/1996,38,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12775804,Premier, $ 717.79 ,4/26/2010,5/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
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+23406926,Premier, $ 391.30 ,4/24/2014,3/29/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+27825733,Premier, $ 356.27 ,1/7/2011,4/15/1996,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24195844,Standard," $ 3,496.17 ",11/10/2010,4/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53234421,Premier, $ 953.33 ,7/24/2016,3/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28147403,Premier, $ 413.85 ,7/31/2010,5/1/1997,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+55963780,Standard," $ 2,496.17 ",2/6/2013,5/14/2017,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9851481,Premier, $ 309.83 ,6/30/2012,5/1/1997,25,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
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+7414726,Standard, $ 315.57 ,12/8/2013,7/1/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
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+7500654,Premier, $ 946.40 ,6/8/2005,5/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23982511,Premier, $ 323.91 ,10/23/2013,12/3/2003,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26826431,Standard, $ 216.99 ,6/10/2014,2/10/2010,20,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12002374,Premier, $ 465.76 ,3/3/2012,8/1/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3895129,Premier," $ 4,050.37 ",9/18/2011,3/15/1997,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31677509,Premier, $ 502.90 ,1/22/2013,1/30/2009,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27355968,Standard, $ 338.52 ,12/3/2011,7/1/1997,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29450915,Premier, $ 324.51 ,9/14/2011,7/15/1997,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6870715,Standard, $ 121.51 ,4/18/2015,10/15/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21825825,Premier, $ 388.47 ,5/6/2014,2/1/2006,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7327390,Premier, $ 238.80 ,1/5/2014,3/15/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17513549,Standard, $ 873.08 ,12/7/2014,5/15/1997,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+14306815,Standard, $ 657.88 ,10/18/2012,3/1/1996,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+18900428,Premier, $ 489.39 ,11/3/2011,6/17/2003,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+52884036,Premier," $ 3,383.50 ",2/10/2011,11/1/1995,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6774626,Premier, $ 216.34 ,6/15/2014,3/1/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33269970,Standard, $ 316.59 ,6/27/2012,7/15/1997,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4891869,Standard, $ 340.25 ,1/12/2015,5/15/1997,24,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52922434,Standard," $ 1,939.50 ",5/8/2014,3/31/2009,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12521520,Premier, $ 540.87 ,8/20/2012,7/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
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+7104356,Premier, $ 229.68 ,4/5/2012,3/1/1997,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20387443,Premier, $ 226.48 ,4/4/2014,3/15/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3888081,Premier," $ 2,607.17 ",11/7/2012,11/4/2013,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4846404,Standard, $ 396.17 ,6/24/2012,3/15/1997,16,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,6-10,Russian
+25859194,Premier, $ 393.62 ,7/9/2012,5/15/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+6223802,Standard," $ 2,242.50 ",10/31/2014,11/1/1995,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15108168,Premier," $ 2,363.62 ",8/15/2014,1/13/2008,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+23606610,Standard, $ 401.33 ,1/27/2013,8/22/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+30288678,Standard, $ 345.77 ,1/3/2009,3/15/1997,5,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15058098,Standard, $ 780.80 ,4/28/2014,3/15/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
+9964297,Standard, $ 189.24 ,12/26/2014,4/28/2015,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24691705,Standard, $ 262.75 ,5/3/2011,5/15/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19486127,Premier, $ 350.90 ,12/1/2014,5/15/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22208703,Standard, $ 478.55 ,6/24/2011,5/15/1997,6,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13161800,Standard, $ 582.87 ,3/1/2012,7/1/1997,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,11-50,English
+3897484,Premier, $ 521.44 ,5/23/2011,3/19/2007,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+52776830,Premier," $ 1,717.45 ",3/13/2013,11/13/2006,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+16655159,Premier, $ 461.75 ,8/21/2009,3/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6849425,Premier, $ 115.85 ,6/14/2015,3/15/1997,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+30023293,Premier, $ 256.63 ,10/29/2014,3/1/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2673740,Premier," $ 3,001.05 ",7/10/2013,5/15/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21550362,Premier, $ 646.10 ,6/16/2011,3/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6045009,Standard, $ 737.60 ,9/30/2010,5/15/1997,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6604644,Standard, $ 567.47 ,5/3/2012,3/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17907255,Standard," $ 4,407.00 ",2/5/2011,2/13/2014,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,Y,N,N,N,N,N,N, ,
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+3052730,Premier, $ 346.61 ,11/25/2011,3/1/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23575834,Premier, $ 533.03 ,9/21/2012,7/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6626582,Standard, $ 528.16 ,4/19/2011,3/15/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21207337,Premier," $ 1,207.17 ",12/29/2015,4/1/1997,5,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+12162502,Standard," $ 2,319.83 ",7/1/2013,7/1/1997,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+5292715,Premier, $ 951.27 ,1/13/2008,9/30/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6940300,Premier, $ 777.12 ,6/10/2011,5/1/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+23502051,Standard, $ 461.16 ,8/26/2009,7/10/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32794938,Premier," $ 1,278.85 ",3/8/2013,7/1/1997,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+5347397,Premier, $ 329.20 ,3/28/2012,3/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1539066,Premier, $ 509.36 ,3/17/2013,7/1/1997,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26176196,Premier, $ 242.96 ,11/21/2011,3/15/1997,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2285511,Standard, $ 476.61 ,1/8/2012,6/23/2009,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11075613,Standard, $ 640.53 ,2/9/2015,4/1/1997,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13183461,Premier, $ 412.89 ,4/19/2013,7/1/1997,26,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,N,6-10,English
+32699280,Premier, $ 170.76 ,5/8/2015,5/1/1996,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30876534,Standard, $ 451.69 ,1/7/2013,7/1/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16102429,Standard, $ 455.28 ,10/7/2009,3/1/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33780279,Premier, $ 178.44 ,9/12/2013,3/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22149679,Premier, $ 732.27 ,6/28/2010,2/26/2003,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1007672,Standard," $ 1,394.20 ",11/19/2010,7/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21763359,Premier, $ 366.84 ,7/3/2011,3/15/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2076337,Premier, $ 317.13 ,5/8/2012,5/1/1996,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53127100,Standard," $ 1,608.33 ",2/3/2015,7/1/1997,7,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32115607,Standard," $ 2,818.83 ",5/18/2012,7/1/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+4952480,Premier," $ 1,971.67 ",5/20/2012,10/23/2010,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,Y,N, ,
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+29452937,Premier, $ 275.75 ,4/15/2013,11/1/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19776038,Premier," $ 3,339.83 ",3/18/2011,11/1/1995,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,Y,N,N,N,N, ,
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+3796169,Premier, $ 173.92 ,4/15/2015,4/1/1997,30,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+7204671,Premier, $ 257.37 ,6/27/2011,5/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+53477340,Standard," $ 2,384.83 ",5/8/2013,7/1/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2043483,Standard, $ 207.55 ,11/18/2012,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+108697822,Premier," $ 4,584.67 ",10/16/2010,5/15/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2311783,Premier, $ 97.82 ,10/13/2014,2/15/2012,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32559044,Standard, $ 246.53 ,5/20/2013,8/1/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+6207733,Premier," $ 2,654.50 ",9/29/2012,5/15/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8085458,Premier, $ 191.49 ,5/1/2013,11/1/1995,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29104438,Premier, $ 238.15 ,1/9/2012,4/1/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33455054,Standard," $ 4,069.40 ",2/4/2011,5/1/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+13892004,Premier," $ 6,413.38 ",11/23/2002,11/1/1995,3,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+18504152,Standard, $ 548.85 ,6/1/2010,4/1/1997,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25422182,Standard, $ 130.94 ,6/16/2013,10/9/2015,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33185386,Standard, $ 393.24 ,7/11/2012,7/1/1997,60,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+1624650,Premier, $ 410.12 ,11/9/2009,5/15/1997,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+29671577,Premier, $ 281.60 ,3/4/2013,2/15/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1347403,Standard," $ 3,615.08 ",6/18/2012,1/18/2012,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19410320,Standard, $ 287.52 ,1/21/2013,3/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16561044,Standard, $ 388.20 ,4/30/2010,4/22/2017,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21745217,Standard, $ 278.22 ,7/2/2014,5/15/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14912930,Standard, $ 332.90 ,9/3/2013,7/27/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4895509,Standard, $ 340.80 ,1/5/2012,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+8107403,Premier, $ 328.26 ,8/15/2011,5/15/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30891721,Premier, $ 523.13 ,10/31/2012,2/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+22933794,Standard," $ 2,112.67 ",12/17/2013,7/2/2011,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6078097,Premier, $ 541.76 ,2/8/2011,7/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+4357029,Standard, $ 187.56 ,6/10/2013,12/16/2005,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14795069,Premier, $ 316.04 ,7/1/2012,5/15/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13021781,Standard, $ 204.30 ,9/9/2014,7/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20736968,Standard, $ 407.21 ,7/21/2012,6/27/2014,17,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20992412,Standard, $ 677.75 ,5/27/2005,4/1/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13996338,Premier, $ 502.15 ,4/14/2013,6/15/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+33646407,Standard," $ 1,605.83 ",2/5/2015,6/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21949865,Standard, $ 129.49 ,9/4/2015,3/1/1997,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+29852402,Standard, $ 603.79 ,3/28/2010,2/1/1981,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+30665377,Premier, $ 139.76 ,10/13/2014,7/1/1985,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30905732,Premier, $ 240.25 ,12/26/2013,6/15/1997,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15199537,Standard, $ 439.10 ,1/27/2012,4/1/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20955000,Premier, $ 625.53 ,9/8/2011,6/15/1997,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22808829,Premier, $ 222.74 ,4/30/2014,10/24/2001,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4063960,Premier, $ 197.35 ,3/2/2013,3/15/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+156680246,Premier," $ 2,964.87 ",8/2/2013,3/15/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+600423,Premier, $ 437.37 ,10/17/2013,7/10/2007,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+30994297,Standard, $ 470.29 ,6/25/2014,4/1/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+20237452,Premier, $ 210.67 ,7/26/2014,6/15/1997,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14267716,Standard, $ 337.23 ,12/21/2013,6/15/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24794160,Standard, $ 604.90 ,12/1/2011,2/1/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+21263122,Premier," $ 2,222.38 ",7/31/2011,6/15/1997,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,N, ,
+19366198,Premier, $ 214.61 ,6/28/2014,4/19/2010,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13648143,Premier, $ 292.66 ,4/13/2014,4/1/1997,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2281747,Premier, $ 407.41 ,7/20/2012,2/1/1982,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+30416789,Premier, $ 280.49 ,9/4/2015,8/15/1997,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30503669,Standard, $ 262.35 ,5/30/2014,6/15/1997,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+6851060,Standard, $ 232.69 ,3/10/2015,5/21/2003,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20737964,Standard," $ 1,298.40 ",6/3/2011,4/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27552371,Premier, $ 170.08 ,5/13/2015,6/15/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12056001,Standard, $ 200.77 ,1/26/2013,5/15/1997,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25376131,Standard, $ 322.65 ,5/14/2012,3/15/1997,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10865242,Premier," $ 2,637.72 ",4/1/2010,9/9/2004,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+15930314,Standard," $ 1,979.33 ",4/5/2014,6/15/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18827290,Premier, $ 287.12 ,1/24/2013,6/15/1997,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27777675,Premier, $ 358.69 ,8/30/2011,6/15/1997,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33632497,Premier, $ 285.62 ,2/4/2013,2/1/1996,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+52924150,Premier," $ 2,807.33 ",5/27/2012,6/15/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+52989381,Premier," $ 3,669.68 ",5/15/2012,5/1/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13164681,Premier, $ 180.52 ,8/21/2013,2/15/1996,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33751573,Standard, $ 914.97 ,6/10/2008,3/1/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2762378,Premier, $ 723.17 ,8/4/2010,5/1/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4306069,Standard," $ 3,410.67 ",1/19/2011,7/14/2016,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14127981,Standard, $ 414.87 ,5/25/2009,4/2/2013,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,N,1-5,English
+9849594,Standard," $ 2,670.53 ",3/20/2011,4/15/2016,26,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,500+,Greek
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+15302418,Standard, $ 235.39 ,1/30/2014,4/1/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+1033816,Standard, $ 708.07 ,6/23/2017,6/15/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+53195395,Premier, $ 311.83 ,12/31/2017,3/1/1997,1,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22471936,Premier," $ 5,583.50 ",1/25/2009,6/15/1997,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+24128647,Standard," $ 1,518.83 ",11/21/2011,1/29/2018,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,101-500,
+19730189,Premier, $ 209.30 ,1/2/2014,1/24/2018,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+11306628,Standard," $ 2,280.00 ",8/2/2013,3/15/1997,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4154509,Standard, $ 444.76 ,9/20/2011,6/15/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+18307570,Premier, $ 493.77 ,1/20/2008,9/16/2010,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+22615402,Standard, $ 253.33 ,8/7/2011,3/1/1997,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18909985,Standard, $ 204.70 ,9/7/2014,4/5/2013,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5004043,Premier," $ 1,074.84 ",6/6/2009,4/1/1997,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33469974,Standard, $ 746.17 ,5/2/2010,2/3/2000,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13752983,Standard, $ 799.70 ,9/25/2009,1/6/2016,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+3114821,Premier," $ 1,246.27 ",4/29/2013,6/15/1997,10,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11031698,Standard, $ 322.23 ,5/17/2012,3/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20648450,Standard," $ 2,471.00 ",2/27/2013,5/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15451077,Standard," $ 4,106.27 ",8/14/2011,6/10/2002,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+29236534,Standard, $ 348.38 ,11/20/2010,6/15/1997,1,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+4219111,Standard, $ 434.21 ,3/7/2010,4/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22410456,Premier, $ 279.77 ,3/21/2014,4/1/1996,21,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+52850211,Premier," $ 7,712.47 ",5/25/2005,4/1/1997,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+7912947,Premier, $ 598.70 ,12/27/2011,3/1/1997,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2866297,Standard," $ 2,405.17 ",4/22/2013,6/15/1997,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+9817198,Premier, $ 232.15 ,3/11/2012,2/1/1996,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+33990639,Standard, $ 328.27 ,4/4/2012,4/1/1997,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9992154,Standard, $ 215.26 ,6/23/2014,4/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18652890,Premier, $ 230.01 ,4/2/2012,4/1/1997,20,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27137851,Standard, $ 319.73 ,11/15/2013,4/1/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12333380,Premier, $ 248.72 ,10/26/2013,4/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21152832,Premier, $ 339.79 ,1/12/2012,5/1/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29951860,Premier, $ 510.64 ,12/29/2010,4/1/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4428985,Standard, $ 283.83 ,2/17/2013,6/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11964105,Premier, $ 760.84 ,7/6/2009,9/13/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+29072799,Premier," $ 3,726.45 ",4/9/2012,1/14/2002,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+19726965,Premier, $ 433.36 ,8/16/2012,9/8/2014,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23165155,Premier, $ 806.94 ,12/31/2009,8/18/2014,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12694461,Premier," $ 4,420.87 ",1/27/2011,6/15/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27651373,Premier, $ 163.70 ,3/3/2015,4/1/1997,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24064546,Premier, $ 226.63 ,10/24/2013,4/1/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6339324,Premier," $ 5,915.00 ",6/8/2005,4/1/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+786675,Standard," $ 1,096.91 ",4/30/2003,3/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19691424,Premier, $ 336.06 ,1/28/2015,11/1/1995,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5109124,Standard, $ 466.09 ,9/5/2014,8/13/2012,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+52774840,Premier," $ 3,245.33 ",6/4/2011,4/1/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23285062,Standard, $ 485.49 ,11/23/2011,4/1/1997,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27865774,Standard, $ 138.63 ,10/24/2014,4/1/1997,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+903600,Standard, $ 314.44 ,11/19/2009,1/19/2006,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23480045,Standard," $ 1,298.27 ",1/9/2003,6/15/1997,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+30995171,Standard, $ 472.90 ,8/15/2014,6/15/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10965463,Premier," $ 1,881.33 ",6/25/2014,11/1/2014,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+4300817,Standard, $ 132.61 ,12/25/2014,4/1/1997,17,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6232655,Premier, $ 260.19 ,8/5/2013,2/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20728799,Standard, $ 500.37 ,2/1/2013,3/15/1997,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+15385500,Standard, $ 640.58 ,12/14/2012,6/21/2012,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+17312793,Premier, $ 179.96 ,8/27/2013,4/1/1997,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29700936,Premier, $ 393.87 ,12/21/2010,6/15/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53509054,Standard," $ 2,056.17 ",2/1/2014,6/15/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18822649,Standard, $ 205.83 ,8/29/2014,4/1/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+9798021,Premier, $ 428.61 ,4/16/2010,6/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18668315,Standard, $ 293.40 ,4/9/2014,4/1/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34017361,Standard, $ 249.22 ,10/23/2013,3/15/1997,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26279610,Standard, $ 218.37 ,12/28/2013,4/1/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27877951,Premier, $ 359.37 ,8/25/2011,7/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22563808,Standard, $ 469.14 ,1/11/2011,4/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2364105,Standard," $ 1,783.20 ",9/13/2013,3/24/2009,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+14882858,Standard, $ 358.83 ,9/2/2013,6/11/2012,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3244223,Standard, $ 309.75 ,8/15/2012,3/15/1997,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30150728,Standard, $ 125.45 ,3/8/2015,6/15/1997,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+53029054,Standard," $ 7,696.22 ",6/4/2005,7/13/2005,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+10272888,Standard, $ 362.06 ,8/6/2011,7/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2598359,Standard, $ 259.63 ,6/4/2011,4/1/1997,4,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
+33028253,Standard," $ 1,739.07 ",10/28/2013,6/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+28793356,Standard, $ 192.93 ,4/16/2013,4/1/1997,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10528073,Premier, $ 395.70 ,4/6/2014,7/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18076950,Premier, $ 881.42 ,5/25/2005,5/15/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+10290162,Premier, $ 452.23 ,4/22/2011,4/4/2000,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+12342973,Premier," $ 2,102.33 ",12/26/2013,6/15/1997,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25615751,Standard, $ 311.93 ,12/13/2016,4/1/1997,28,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+26090573,Standard," $ 1,923.17 ",5/21/2014,5/15/1997,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+16581040,Standard, $ 271.24 ,5/18/2013,4/1/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+19536508,Premier, $ 553.24 ,1/8/2012,4/1/1997,28,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+6140298,Standard," $ 2,465.45 ",6/12/2014,4/11/2014,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11057714,Premier, $ 557.56 ,10/5/2007,10/13/2011,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8022674,Premier, $ 316.42 ,6/28/2012,3/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7670666,Standard, $ 252.23 ,10/1/2013,11/27/2014,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+29094951,Standard, $ 282.31 ,6/9/2014,7/1/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4194087,Premier," $ 2,744.00 ",7/18/2012,3/15/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+6142884,Premier," $ 2,710.27 ",2/7/2011,4/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+5836194,Standard, $ 185.95 ,6/27/2013,1/16/2006,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+30040448,Standard, $ 621.12 ,1/2/2012,7/1/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,Y,N,N,N,N,N,Y,11-50,English
+10251073,Premier," $ 3,740.17 ",4/24/2010,7/1/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24770276,Standard," $ 5,915.00 ",6/8/2005,7/1/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20357717,Premier, $ 378.42 ,4/11/2011,6/15/1997,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13002318,Standard, $ 587.44 ,6/20/2010,3/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26833706,Premier, $ 396.77 ,2/20/2013,9/22/2015,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26507341,Standard," $ 1,986.83 ",3/30/2014,3/1/1997,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,N, ,English
+1618120,Premier, $ 586.73 ,2/14/2012,6/15/1997,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+32959974,Premier, $ 321.75 ,5/21/2012,7/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8599208,Premier," $ 3,252.38 ",2/1/2013,7/1/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,English
+10955996,Premier, $ 502.53 ,8/28/2011,3/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+29099067,Premier, $ 251.13 ,8/30/2011,7/1/1997,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+5956060,Standard, $ 268.21 ,3/8/2011,7/15/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25662165,Standard, $ 817.28 ,3/31/2007,7/1/1997,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+11975006,Standard," $ 1,440.75 ",3/28/2012,6/5/2015,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,Italian
+16599850,Standard," $ 2,937.00 ",2/11/2012,5/10/2011,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+12404302,Premier, $ 678.02 ,5/25/2005,7/1/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4174755,Premier, $ 484.56 ,12/9/2010,3/15/1997,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+28072284,Standard, $ 488.45 ,11/8/2011,6/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6253097,Standard," $ 1,010.25 ",3/3/2014,6/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+18889253,Premier, $ 351.26 ,10/22/2011,9/24/2004,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17012094,Premier, $ 425.39 ,9/26/2012,7/15/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8739662,Premier, $ 223.37 ,6/9/2012,7/1/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16767093,Premier, $ 396.71 ,2/22/2010,10/18/2008,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1265053,Standard, $ 241.59 ,12/5/2011,9/7/2016,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,1-5,English
+26856098,Premier, $ 408.53 ,9/7/2010,7/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14960625,Standard, $ 332.59 ,3/4/2012,8/29/2014,21,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14920209,Standard, $ 121.04 ,4/22/2015,4/15/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+7548654,Standard," $ 3,980.50 ",10/9/2009,12/20/2011,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+5595587,Premier, $ 356.63 ,9/14/2011,7/15/1997,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25528025,Standard, $ 246.40 ,11/12/2013,7/1/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23038737,Standard, $ 326.48 ,4/17/2012,7/1/1997,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14419234,Standard, $ 312.06 ,7/29/2012,4/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24791005,Premier, $ 284.48 ,2/12/2013,2/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13486334,Standard, $ 752.66 ,3/17/2012,7/15/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5396283,Standard, $ 449.18 ,12/2/2011,6/19/2001,13,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10991952,Standard," $ 1,773.20 ",7/31/2012,7/9/2010,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+5744970,Standard, $ 236.48 ,5/21/2015,7/1/1997,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2480428,Premier, $ 941.15 ,3/16/2012,8/17/2012,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+33454874,Premier, $ 562.67 ,8/19/2012,2/15/1994,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8028458,Premier, $ 711.03 ,9/23/2010,3/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+33390504,Premier, $ 429.76 ,12/15/2011,7/15/1997,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+6445830,Premier, $ 189.33 ,8/14/2014,8/7/2013,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,Y,1-5,English
+13879801,Standard, $ 179.96 ,3/3/2015,5/15/1996,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+8827624,Standard, $ 181.36 ,8/13/2013,3/15/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5191236,Premier, $ 227.44 ,4/28/2012,7/15/1996,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3893545,Standard, $ 260.29 ,5/28/2011,7/13/2004,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32733333,Premier, $ 160.28 ,4/12/2016,6/1/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3087261,Premier, $ 600.13 ,12/21/2011,7/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+13262081,Standard," $ 1,170.72 ",3/25/2013,1/1/1974,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+28696894,Premier, $ 354.88 ,5/20/2015,7/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+8661765,Premier, $ 462.11 ,8/19/2009,2/1/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26937890,Standard, $ 432.02 ,3/23/2010,7/1/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+108290314,Standard," $ 2,788.83 ",6/11/2012,7/17/2017,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
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+14230566,Standard, $ 94.97 ,8/26/2016,3/15/1997,24,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18851012,Standard," $ 1,257.67 ",11/17/2015,3/15/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15204757,Premier," $ 1,718.67 ",11/18/2013,2/1/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+1363069,Standard," $ 2,998.53 ",4/18/2010,3/1/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+8693351,Premier, $ 247.52 ,3/26/2015,3/1/1997,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
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+17924643,Premier, $ 385.17 ,4/20/2013,2/15/1996,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6259752,Premier, $ 740.53 ,5/25/2010,7/15/1997,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18309958,Standard," $ 3,605.33 ",6/24/2012,7/15/1997,4,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+25794967,Standard, $ 194.53 ,3/31/2013,3/15/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+16247954,Premier, $ 473.83 ,5/21/2013,7/1/1997,16,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+30986700,Standard," $ 3,083.33 ",10/14/2011,4/15/1996,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+52917107,Premier," $ 3,293.83 ",4/25/2011,9/12/2012,13,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4918667,Premier, $ 187.11 ,6/15/2013,7/15/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+27783949,Premier, $ 241.28 ,12/8/2011,8/2/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10303521,Premier, $ 343.63 ,1/29/2013,3/15/1996,19,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+33942338,Premier, $ 369.69 ,11/23/2012,2/15/1996,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+52901976,Premier," $ 4,662.83 ",3/30/2008,1/1/1995,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11824549,Standard, $ 230.03 ,4/2/2012,3/25/2013,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20683750,Premier, $ 378.88 ,4/7/2011,5/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17536752,Premier, $ 428.70 ,4/15/2010,5/15/1996,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12569508,Premier, $ 136.11 ,11/19/2014,6/9/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Polish
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+16778932,Standard, $ 342.38 ,12/25/2011,6/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22873970,Premier," $ 4,853.67 ",10/25/2007,7/1/1997,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13418445,Standard, $ 437.47 ,10/17/2013,2/24/2015,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,
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+8369225,Standard, $ 502.40 ,1/24/2013,7/1/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+56915873,Premier," $ 3,654.67 ",7/3/2010,9/24/2004,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+9643596,Standard, $ 255.50 ,9/7/2013,9/7/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22299298,Premier, $ 583.07 ,7/12/2010,3/1/1996,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11414738,Standard, $ 183.22 ,2/8/2015,8/15/1996,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2475412,Standard, $ 195.70 ,11/10/2014,8/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15215387,Premier, $ 444.75 ,12/27/2011,5/15/1996,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4449534,Standard, $ 240.47 ,7/7/2013,9/5/2001,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+1867796,Standard, $ 281.76 ,10/20/2010,3/15/1996,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+164454338,Premier," $ 2,206.17 ",8/19/2011,10/11/2016,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+19177266,Premier, $ 452.10 ,8/18/2013,5/1/1996,23,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+164438532,Premier," $ 3,261.92 ",1/26/2013,12/15/1996,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15740763,Premier, $ 693.40 ,12/4/2010,1/15/1996,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+1057709,Premier, $ 638.87 ,10/24/2011,10/15/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+1059559,Standard," $ 1,441.00 ",6/20/2015,10/15/1995,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14422598,Premier, $ 287.11 ,5/14/2014,11/5/2014,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21840373,Standard, $ 217.28 ,5/8/2014,7/1/1997,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26301919,Standard, $ 276.70 ,4/9/2013,2/1/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+26608273,Premier, $ 148.89 ,7/11/2014,4/1/1996,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+164490435,Premier," $ 2,017.83 ",3/5/2014,11/15/1994,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+15758707,Premier, $ 253.22 ,9/24/2013,4/26/2000,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
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+26866012,Premier," $ 3,252.50 ",5/29/2011,12/15/1996,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9764490,Premier, $ 297.17 ,3/19/2014,5/1/1996,2,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28547651,Standard, $ 670.93 ,4/18/2009,8/15/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9578538,Premier, $ 722.11 ,11/30/2010,1/1/1996,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22906126,Premier, $ 235.81 ,1/27/2014,7/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10142450,Premier, $ 570.29 ,2/3/2010,9/1/1996,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+19570922,Premier, $ 383.55 ,4/28/2013,1/15/1995,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27705314,Premier," $ 2,870.50 ",4/6/2012,5/1/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29176752,Standard, $ 207.97 ,11/3/2013,3/15/1996,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+14273822,Premier, $ 395.71 ,2/25/2013,4/1/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53017752,Premier," $ 2,469.57 ",6/10/2014,3/1/1996,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+33324299,Premier, $ 136.80 ,6/18/2016,12/15/1996,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
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+10073096,Standard, $ 138.90 ,2/19/2013,9/1/1996,8,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+5742118,Standard, $ 340.95 ,1/4/2012,11/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32199940,Standard, $ 243.87 ,11/30/2013,7/1/1997,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26586032,Premier, $ 474.96 ,1/16/2012,3/3/2012,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27944457,Standard," $ 2,873.60 ",4/30/2013,7/18/2005,10,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+22955888,Premier, $ 511.47 ,10/31/2015,1/15/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+20451336,Standard," $ 4,124.17 ",6/14/2009,1/1/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32301487,Premier, $ 585.20 ,6/2/2015,7/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+20544315,Standard, $ 283.09 ,4/13/2015,7/16/2009,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N,6-10,English
+2926007,Standard, $ 419.35 ,6/21/2010,1/15/1996,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2345913,Premier, $ 113.87 ,7/5/2015,11/1/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25581387,Premier," $ 3,448.90 ",8/26/2007,6/23/2017,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+31566258,Standard," $ 1,236.80 ",10/7/2011,10/15/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+7075732,Premier, $ 289.22 ,1/9/2013,11/1/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15950405,Standard," $ 2,446.00 ",3/19/2013,11/1/1996,40,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6472371,Premier, $ 311.39 ,8/3/2012,5/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10612709,Premier, $ 143.19 ,8/12/2015,1/15/1996,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6746781,Standard, $ 922.99 ,2/3/2007,1/1/1996,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23829487,Premier, $ 450.39 ,4/5/2013,11/15/1993,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+24738240,Standard, $ 280.99 ,10/28/2010,4/1/1996,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15075844,Premier," $ 1,480.73 ",12/15/2013,10/1/1992,7,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,Y,N, ,
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+33353368,Standard," $ 3,352.67 ",4/20/2009,7/1/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+15463840,Standard, $ 228.59 ,4/16/2012,1/15/1996,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27322520,Premier, $ 127.96 ,2/11/2015,11/1/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53100698,Premier," $ 2,219.50 ",9/21/2013,7/1/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+1046058,Standard, $ 468.75 ,7/24/2005,7/1/1997,8,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3063479,Standard, $ 284.79 ,7/23/2012,1/15/1996,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33157309,Standard, $ 564.90 ,5/13/2012,4/1/1996,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+5062421,Premier," $ 1,559.83 ",3/15/2015,5/24/2011,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53501164,Standard," $ 2,695.50 ",8/27/2012,3/15/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16289084,Premier, $ 239.53 ,12/26/2011,11/29/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15372176,Premier, $ 595.18 ,7/26/2013,8/15/1996,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26563051,Premier, $ 451.97 ,5/13/2012,4/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27581342,Premier, $ 782.50 ,12/4/2009,7/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+33256061,Premier, $ 385.80 ,5/17/2014,4/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32217317,Standard, $ 436.21 ,8/2/2012,7/1/1997,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1073824,Premier," $ 1,086.80 ",8/9/2012,4/1/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9299478,Standard," $ 1,742.23 ",5/1/2013,6/30/2007,26,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+11517768,Premier, $ 517.67 ,11/23/2012,3/10/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+56924321,Premier," $ 3,034.17 ",11/24/2011,3/15/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3723475,Standard, $ 584.19 ,7/6/2010,1/26/2006,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15764993,Standard, $ 245.96 ,11/15/2013,6/5/2006,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28717575,Standard, $ 438.70 ,2/3/2010,4/15/1996,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5402451,Premier, $ 372.19 ,5/9/2014,7/15/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
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+13382452,Premier, $ 476.67 ,7/24/2013,7/1/1996,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15997744,Premier, $ 347.83 ,7/31/2015,7/1/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+22690585,Premier, $ 850.25 ,8/3/2012,11/1/1996,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+3411345,Premier, $ 233.02 ,6/22/2013,5/1/1986,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N,1-5,
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+4757906,Premier," $ 3,327.35 ",12/16/2012,9/22/2006,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26482314,Premier, $ 443.07 ,9/24/2013,4/15/1996,41,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+22625939,Premier, $ 277.09 ,4/6/2013,3/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+8116084,Premier, $ 380.12 ,12/17/2012,6/15/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21935699,Premier, $ 239.13 ,12/30/2011,8/15/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2842440,Premier, $ 394.00 ,7/7/2012,7/1/1997,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+9659723,Premier, $ 464.21 ,8/4/2009,7/15/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25378000,Standard," $ 4,185.57 ",6/25/2011,8/25/2005,3,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+3099409,Premier, $ 796.71 ,7/21/2011,9/1/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
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+13378273,Standard," $ 1,760.00 ",10/2/2014,1/15/1996,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2642153,Standard," $ 2,172.83 ",10/29/2013,6/16/2015,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+53842648,Standard," $ 5,262.62 ",8/15/2009,8/15/1996,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+21427208,Standard, $ 285.29 ,9/14/2010,5/23/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+6652745,Standard," $ 1,159.00 ",2/6/2016,7/15/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+23461837,Premier," $ 1,927.81 ",7/17/2014,10/31/2003,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+20086863,Premier, $ 195.66 ,11/10/2014,7/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+10116585,Premier," $ 4,586.83 ",10/15/2010,10/1/1996,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32133790,Premier, $ 291.86 ,7/21/2015,2/5/2007,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5318188,Standard," $ 1,009.88 ",12/27/2009,8/1/1996,1,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5505940,Standard, $ 328.10 ,4/5/2012,2/1/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33428881,Premier, $ 499.17 ,4/26/2013,4/1/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14615792,Standard, $ 591.90 ,1/24/2012,6/1/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22594526,Premier, $ 146.88 ,5/23/2016,6/1/1996,4,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+24877058,Standard, $ 319.19 ,10/26/2011,1/15/1996,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+10119498,Standard, $ 942.57 ,12/4/2014,3/18/2015,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y, ,
+54147552,Premier," $ 1,508.00 ",2/5/2016,8/15/1996,7,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+15715967,Premier, $ 310.42 ,8/10/2012,10/3/2001,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24378049,Premier," $ 4,002.67 ",9/21/2009,6/8/2001,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32703219,Premier, $ 596.99 ,4/6/2012,3/13/2002,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+25196944,Premier," $ 3,942.17 ",11/10/2009,11/15/1996,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18269932,Standard, $ 272.15 ,1/26/2011,10/1/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,Y,1-5,English
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+17637105,Standard, $ 195.39 ,3/22/2013,2/15/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+14890308,Premier, $ 880.93 ,10/5/2013,4/1/1997,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+10150015,Premier," $ 3,382.00 ",2/12/2011,10/15/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
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+11350461,Standard, $ 866.53 ,11/3/2013,3/12/2013,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+8693811,Premier, $ 258.05 ,4/1/2014,10/15/1996,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
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+8100291,Premier, $ 410.78 ,8/22/2010,4/1/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9754896,Standard, $ 107.91 ,9/4/2015,7/13/2009,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23333998,Standard, $ 452.29 ,5/11/2012,1/15/1995,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
+15713240,Standard, $ 248.78 ,10/26/2013,9/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7883887,Premier, $ 292.30 ,12/18/2012,1/7/2010,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24501697,Standard, $ 320.29 ,3/18/2014,6/15/1997,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+3542594,Standard, $ 199.14 ,9/11/2015,8/15/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1603872,Premier, $ 343.07 ,4/25/2013,8/15/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,Chinese
+7103328,Standard, $ 171.74 ,12/30/2014,11/1/1992,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+34140087,Premier," $ 3,797.17 ",3/9/2010,2/15/1992,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15327819,Standard, $ 550.93 ,12/23/2010,7/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28906615,Standard, $ 506.65 ,10/4/2008,4/15/1996,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24549737,Standard, $ 132.93 ,2/3/2016,6/15/1997,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19896081,Premier," $ 2,372.24 ",4/16/2015,4/15/1997,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+7203252,Standard, $ 254.64 ,9/14/2014,1/30/2001,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+24111097,Premier, $ 311.15 ,12/23/2009,12/15/1992,3,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19524171,Standard, $ 549.57 ,7/15/2012,8/11/1999,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20418726,Premier, $ 360.44 ,8/18/2011,7/15/2010,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30192113,Standard, $ 417.65 ,11/5/2012,6/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20594367,Standard, $ 359.29 ,3/21/2016,9/29/2009,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+8159608,Premier, $ 421.30 ,12/22/2013,11/15/1988,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32171731,Standard, $ 372.96 ,1/26/2013,5/23/2011,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3152735,Premier," $ 2,615.08 ",1/22/2013,10/15/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,500+,Russian
+33264104,Premier," $ 3,033.83 ",11/24/2011,4/15/1996,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15274053,Standard, $ 403.68 ,1/15/2013,4/10/2009,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
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+108635425,Premier," $ 4,085.03 ",8/27/2011,6/15/1997,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11739335,Premier, $ 386.27 ,4/14/2013,2/15/1986,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29030432,Premier, $ 308.21 ,11/11/2013,12/25/1996,26,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+8896398,Standard, $ 244.61 ,11/25/2013,10/3/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22365440,Standard, $ 216.82 ,6/12/2014,2/1/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6431000,Premier," $ 1,972.00 ",1/6/2015,8/15/1996,10,TRUE,FALSE,TRUE,NOTICE,BILLING,TRUE,Y,Y,N,N,N,N,Y,Y,N, ,
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+1692275,Premier, $ 146.71 ,8/3/2014,12/23/2014,21,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33928829,Premier," $ 1,003.83 ",6/12/2007,9/15/1996,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
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+30515608,Standard, $ 277.09 ,12/7/2010,10/21/2011,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+52921538,Premier," $ 4,625.67 ",4/29/2008,6/13/2006,6,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5947210,Standard, $ 364.94 ,10/31/2010,9/27/2010,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+29954409,Premier, $ 296.11 ,7/20/2014,7/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33103070,Premier, $ 250.40 ,10/14/2013,12/1/1996,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12845880,Standard, $ 471.56 ,6/12/2009,4/15/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53725306,Premier," $ 2,381.67 ",5/11/2013,11/1/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+5130086,Premier," $ 2,020.83 ",3/2/2014,8/29/2006,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22919291,Premier," $ 2,146.50 ",11/20/2013,4/15/1996,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27635228,Standard, $ 227.14 ,4/9/2015,12/15/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Russian
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+16458134,Premier, $ 889.66 ,12/16/2007,7/1/1997,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
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+32545722,Premier," $ 1,319.00 ",3/26/2016,5/1/1997,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,N, ,
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+1659187,Standard, $ 676.83 ,2/10/2011,12/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21162873,Standard, $ 263.01 ,1/5/2015,1/17/2017,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13080491,Standard, $ 807.94 ,12/27/2009,3/1/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7627942,Premier, $ 361.16 ,8/12/2011,11/1/1996,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
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+24262818,Premier, $ 962.13 ,1/2/2016,8/15/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53053339,Standard," $ 2,306.83 ",7/11/2013,1/1/1996,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+18505682,Premier, $ 474.98 ,7/13/2011,5/1/1997,24,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+164441942,Premier," $ 2,292.17 ",7/23/2013,3/1/1997,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32672817,Premier, $ 244.70 ,11/24/2013,3/1/1997,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24811817,Premier, $ 257.17 ,6/29/2011,5/15/1996,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22552877,Premier, $ 355.76 ,9/17/2013,5/1/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23878299,Premier, $ 622.33 ,2/12/2013,6/15/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+1754273,Standard, $ 326.44 ,10/9/2013,6/15/1996,8,FALSE,TRUE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21900208,Standard, $ 996.74 ,7/15/2011,10/1/1996,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,Y,N,N,N,N,Y,Y,Y,51-100,English
+16715614,Premier, $ 378.24 ,2/16/2011,6/1/1996,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17885987,Standard," $ 2,040.33 ",2/14/2014,4/24/2006,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4933607,Standard, $ 307.53 ,5/21/2015,4/13/2009,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5893084,Premier, $ 187.63 ,6/10/2013,10/15/1996,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+2675192,Standard, $ 163.97 ,3/1/2015,3/1/1996,16,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31159674,Premier, $ 566.95 ,2/21/2010,7/15/1989,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22353727,Premier, $ 389.00 ,3/18/2015,6/15/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+7985919,Standard, $ 560.00 ,7/24/2015,12/25/1996,16,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+12804659,Premier, $ 234.45 ,2/16/2012,5/15/1996,18,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20821516,Standard, $ 812.52 ,12/9/2009,3/15/1997,9,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12120944,Standard, $ 239.11 ,12/31/2011,10/1/1996,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14811767,Premier," $ 2,708.42 ",1/9/2010,2/11/2002,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+31507877,Standard, $ 341.64 ,12/30/2011,12/10/2012,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+7997233,Premier, $ 674.47 ,2/20/2011,2/1/1997,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
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+108744913,Premier," $ 4,104.50 ",6/30/2009,12/15/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5256041,Premier," $ 1,381.92 ",3/30/2012,10/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,101-500,English
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+4970505,Premier, $ 170.69 ,11/30/2013,9/15/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4813647,Standard, $ 219.73 ,7/16/2012,10/15/1996,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+15158077,Premier, $ 305.15 ,6/4/2014,10/15/1996,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7911522,Standard, $ 672.82 ,7/1/2005,5/12/2011,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12368284,Premier, $ 318.34 ,6/14/2012,9/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31056349,Standard, $ 226.42 ,4/4/2014,9/15/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+4762295,Premier, $ 318.40 ,6/14/2012,7/15/1996,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34193815,Standard, $ 142.39 ,9/16/2014,9/1/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1693153,Premier, $ 183.66 ,2/4/2015,10/1/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8442801,Standard, $ 555.43 ,4/26/2010,9/10/2002,9,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29390914,Standard," $ 3,589.30 ",7/4/2012,11/17/2016,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+25250078,Premier," $ 2,740.33 ",7/21/2012,5/31/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+3018266,Standard, $ 241.85 ,1/18/2015,9/1/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33054290,Premier, $ 196.76 ,9/24/2015,2/1/1974,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30766162,Premier, $ 325.86 ,8/1/2013,11/1/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18325472,Premier, $ 287.87 ,6/22/2015,7/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17730665,Premier, $ 323.45 ,5/9/2012,12/9/2008,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34056733,Premier, $ 293.92 ,12/6/2012,6/10/1998,14,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5017605,Premier, $ 334.90 ,8/23/2013,7/15/1997,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20261122,Standard, $ 184.69 ,1/28/2015,9/27/2005,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+52994135,Standard," $ 3,086.50 ",10/12/2011,12/25/1996,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+7037815,Premier, $ 435.17 ,1/3/2014,7/15/1996,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31362079,Premier, $ 333.40 ,12/17/2014,10/1/1996,22,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5650613,Standard, $ 413.20 ,6/18/2012,11/1/1997,6,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4893549,Standard, $ 243.60 ,6/12/2013,10/15/1996,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31529132,Premier, $ 231.77 ,2/25/2014,2/1/1998,18,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8510002,Standard, $ 331.39 ,1/20/2014,2/1/1998,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+25065970,Premier, $ 283.64 ,2/18/2013,11/1/1997,21,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33256761,Premier, $ 117.03 ,6/2/2015,1/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3392215,Premier, $ 254.69 ,7/24/2011,7/1/1997,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24471770,Premier, $ 272.70 ,5/7/2013,9/15/1996,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27855520,Standard," $ 2,230.17 ",9/12/2013,12/26/2008,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8510667,Premier, $ 526.60 ,10/17/2012,11/15/1996,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+23728503,Premier, $ 181.63 ,8/10/2013,1/1/1997,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29668557,Premier, $ 299.52 ,10/27/2012,1/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18110141,Premier, $ 521.87 ,5/21/2011,2/1/1988,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33971926,Premier, $ 354.59 ,9/23/2013,11/1/1996,24,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31813991,Standard, $ 195.05 ,3/26/2013,7/15/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7044799,Standard," $ 3,011.17 ",12/12/2011,12/1/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7291679,Premier, $ 271.91 ,11/1/2012,11/1/1996,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29060046,Standard, $ 354.86 ,9/27/2011,5/12/2000,22,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7352168,Premier, $ 248.46 ,10/28/2013,9/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22150398,Standard, $ 271.30 ,8/29/2015,2/1/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20328371,Standard, $ 298.40 ,11/4/2012,2/1/1998,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+53570197,Standard," $ 2,740.00 ",7/21/2012,11/15/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1372310,Premier, $ 722.60 ,8/25/2014,12/3/2013,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25050101,Standard, $ 257.40 ,10/25/2014,10/21/2011,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22485805,Premier, $ 147.75 ,7/23/2014,12/15/1996,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+20733090,Standard, $ 827.30 ,6/4/2009,7/15/2011,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22257084,Standard, $ 732.44 ,4/30/2004,2/1/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+10041664,Standard, $ 482.67 ,12/8/2011,7/15/1997,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23386391,Premier," $ 3,864.47 ",1/13/2012,4/11/2005,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+12258341,Standard, $ 207.84 ,11/15/2012,3/3/2015,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18606214,Premier, $ 733.39 ,6/2/2008,10/15/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7490809,Premier, $ 604.64 ,3/23/2010,11/15/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8442886,Standard, $ 384.19 ,4/25/2013,12/27/2012,13,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6455045,Standard, $ 244.88 ,11/2/2011,4/16/2015,2,FALSE,FALSE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+5456249,Standard, $ 451.50 ,7/29/2008,9/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,Spanish
+27438965,Premier, $ 697.70 ,7/20/2010,10/15/1996,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+8284646,Standard, $ 438.30 ,10/14/2013,11/15/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+28939439,Standard," $ 2,920.88 ",8/29/2013,1/7/2015,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17368961,Premier, $ 879.20 ,11/3/2008,12/1/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7379877,Premier, $ 124.85 ,3/14/2015,9/15/1997,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24044669,Standard," $ 2,714.00 ",8/12/2012,9/4/2015,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4726989,Standard," $ 5,604.52 ",1/12/2009,8/15/2015,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6890842,Premier, $ 913.00 ,7/6/2010,2/1/1996,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+18151857,Premier, $ 335.60 ,12/30/2013,5/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+9074104,Standard, $ 263.63 ,1/2/2015,2/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30583972,Premier, $ 579.52 ,7/30/2010,4/1/1997,19,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
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+3074407,Premier, $ 947.23 ,6/4/2005,6/1/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26964566,Premier," $ 1,641.67 ",1/7/2015,4/1/1997,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
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+22858065,Standard, $ 536.20 ,9/8/2012,7/15/1997,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
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+19841395,Premier," $ 3,744.67 ",4/21/2010,9/15/1989,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24231710,Standard, $ 307.70 ,8/29/2012,10/11/2006,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28356737,Premier," $ 1,235.03 ",5/21/2005,3/15/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56909984,Premier," $ 2,891.20 ",9/17/2013,9/22/2003,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31415335,Standard, $ 108.59 ,8/28/2015,7/15/1997,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,Hindi
+8022938,Premier," $ 1,586.87 ",10/20/2009,11/1/1996,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+34174594,Premier, $ 316.02 ,8/12/2011,5/15/1997,26,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,
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+7485168,Standard, $ 403.52 ,1/16/2013,2/15/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53663813,Premier," $ 3,931.42 ",12/2/2011,12/1/1997,7,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+8683899,Standard, $ 342.16 ,11/26/2013,6/1/1997,23,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16918725,Standard, $ 254.15 ,7/30/2011,4/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,Y,N,N,N,Y,1-5,English
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+11905047,Premier, $ 672.17 ,3/1/2011,7/1/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5918727,Premier, $ 206.23 ,8/27/2014,8/5/2005,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7917603,Premier, $ 190.21 ,12/19/2014,6/24/2004,28,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9619946,Premier, $ 338.25 ,1/24/2012,2/1/1998,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Russian
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+26537142,Premier," $ 2,562.17 ",12/14/2012,2/15/1996,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20328375,Premier," $ 2,221.20 ",6/22/2012,7/15/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+16480265,Premier, $ 279.89 ,11/8/2010,10/15/1997,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4561669,Premier," $ 5,232.72 ",9/3/2009,7/1/1996,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32069237,Premier, $ 535.01 ,8/16/2010,8/3/2006,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4738369,Premier," $ 5,584.15 ",1/24/2009,12/15/1997,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18749353,Premier, $ 170.84 ,5/7/2015,9/15/1996,9,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17199791,Premier," $ 2,628.17 ",10/21/2012,8/1/1997,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6814877,Premier, $ 418.19 ,11/2/2012,11/1/1997,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33860391,Premier, $ 594.76 ,9/21/2009,5/17/1999,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+53257460,Premier," $ 1,342.33 ",9/9/2015,8/1/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9070518,Premier," $ 2,278.50 ",8/3/2013,1/25/2002,3,TRUE,FALSE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+817138,Premier, $ 135.76 ,4/6/2013,2/15/1997,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+12524796,Premier, $ 420.48 ,10/21/2012,12/25/1996,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29613114,Standard," $ 3,583.50 ",8/31/2010,7/1/1995,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
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+14404142,Standard, $ 400.16 ,1/10/2014,7/20/2012,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
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+32210841,Standard, $ 293.50 ,12/9/2012,5/5/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3383657,Premier," $ 5,585.67 ",1/24/2009,12/12/2012,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3086110,Premier, $ 392.72 ,3/12/2013,12/23/2004,20,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5945934,Premier, $ 227.38 ,3/31/2016,5/1/2013,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30457565,Standard," $ 4,353.92 ",3/11/2011,5/1/1996,11,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,Y,N, ,
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+25678220,Premier," $ 5,930.33 ",5/27/2005,12/9/2015,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2841313,Premier," $ 1,828.23 ",7/19/2015,6/1/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7384423,Premier, $ 476.05 ,1/11/2012,9/15/1988,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33132807,Premier, $ 443.56 ,1/2/2012,5/3/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13685179,Standard, $ 187.29 ,6/13/2013,8/1/1997,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18978267,Premier, $ 126.43 ,2/26/2015,8/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11474803,Standard, $ 607.73 ,3/8/2010,1/1/1997,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+52754909,Standard," $ 2,143.50 ",11/22/2013,2/25/2014,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8310458,Premier, $ 201.09 ,10/2/2014,7/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8178687,Standard, $ 321.90 ,5/20/2012,1/27/2000,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3383961,Premier, $ 778.87 ,12/25/2011,3/25/2013,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30131867,Premier, $ 117.47 ,5/24/2016,3/1/1997,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32423572,Premier," $ 3,531.67 ",10/12/2010,11/1/1997,4,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+52686199,Premier, $ 804.00 ,11/23/2016,4/1/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53542619,Standard," $ 3,415.32 ",10/22/2012,8/30/2005,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+24184577,Premier, $ 472.67 ,1/28/2012,11/1/1997,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+54571091,Standard," $ 3,791.02 ",2/28/2012,7/15/1996,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3297963,Premier," $ 3,577.33 ",9/5/2010,2/1/1998,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12154917,Standard, $ 279.76 ,10/11/2014,8/1/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3164853,Premier, $ 794.00 ,10/18/2009,3/30/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+20857061,Standard," $ 3,430.83 ",1/3/2011,8/1/1996,1,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18958930,Premier, $ 257.29 ,6/27/2011,4/23/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5724621,Standard, $ 279.81 ,6/23/2014,5/5/2014,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1383928,Premier, $ 316.34 ,6/29/2012,3/1/1997,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22691512,Premier, $ 188.23 ,1/3/2015,8/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17029415,Premier, $ 402.43 ,1/22/2013,11/1/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+20180184,Standard, $ 258.79 ,6/12/2011,3/15/1997,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+12354684,Premier, $ 302.52 ,2/18/2014,8/1/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28310135,Premier, $ 989.20 ,4/22/2011,8/1/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,51-100,English
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+5929470,Premier, $ 483.87 ,12/2/2011,5/28/2002,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
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+2067404,Premier, $ 432.77 ,11/5/2013,3/15/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+53014444,Premier," $ 3,123.17 ",9/12/2011,11/1/1990,7,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33471975,Standard, $ 718.40 ,8/24/2010,3/11/2002,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3743656,Standard, $ 332.08 ,9/8/2013,12/1/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26052707,Premier, $ 409.77 ,8/29/2010,9/1/1997,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+9906703,Premier, $ 295.24 ,3/30/2014,5/1/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+13901081,Premier, $ 285.47 ,2/5/2013,5/15/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29198264,Premier, $ 696.32 ,1/13/2005,4/27/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10974138,Premier, $ 127.57 ,2/23/2016,8/15/1997,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11380969,Standard, $ 510.86 ,4/17/2014,5/4/2015,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+30402829,Standard," $ 3,183.67 ",7/24/2011,12/15/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8569185,Standard, $ 174.25 ,4/13/2015,5/1/1997,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13218115,Premier," $ 2,103.23 ",3/1/2014,12/15/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+7947443,Premier, $ 259.71 ,8/8/2013,12/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14387106,Standard, $ 504.04 ,3/6/2014,9/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
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+32391152,Premier, $ 618.87 ,10/5/2011,9/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+28450646,Premier, $ 548.30 ,12/20/2013,3/20/2017,21,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+31207483,Standard, $ 115.57 ,6/17/2015,1/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+53250020,Premier," $ 2,749.67 ",7/14/2012,12/25/1997,7,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16013062,Standard, $ 262.67 ,10/3/2015,8/4/2009,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+16339194,Standard, $ 179.50 ,3/6/2015,12/25/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14740642,Premier, $ 306.55 ,9/7/2012,12/25/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29082694,Premier, $ 441.04 ,7/8/2012,12/25/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+30657722,Standard, $ 338.10 ,1/25/2012,12/25/1997,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21419875,Standard, $ 322.15 ,5/18/2012,1/17/2018,22,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+29182695,Premier, $ 172.13 ,11/15/2013,2/6/2015,15,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33596077,Premier, $ 90.27 ,12/5/2016,5/15/2003,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3900092,Premier, $ 283.94 ,2/16/2013,5/5/1998,21,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8612998,Premier, $ 529.04 ,4/14/2011,4/7/2014,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+16563232,Premier," $ 1,709.73 ",11/27/2013,10/15/1997,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+6281628,Premier, $ 94.01 ,1/24/2016,7/1/1997,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8553346,Premier, $ 234.01 ,2/21/2012,3/1/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+24535542,Premier, $ 372.91 ,6/22/2013,2/15/1998,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+4919165,Premier," $ 2,308.67 ",7/10/2013,1/15/1995,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31644514,Premier," $ 2,338.92 ",8/31/2014,3/15/1998,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29516222,Premier," $ 5,030.33 ",6/3/2007,5/4/2006,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30957332,Premier, $ 300.75 ,3/19/2012,12/17/2012,15,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+25787022,Premier, $ 202.11 ,9/25/2014,3/15/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24763050,Premier, $ 681.97 ,1/20/2011,3/15/1998,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
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+29515143,Standard, $ 248.27 ,12/1/2015,6/13/2014,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10884160,Premier, $ 351.87 ,10/18/2011,3/1/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10757086,Premier, $ 953.20 ,1/11/2016,7/1/1993,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+14026386,Standard, $ 486.43 ,11/19/2011,2/1/1998,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+13063332,Premier, $ 437.33 ,10/18/2013,8/1/1997,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23848165,Standard, $ 280.00 ,3/16/2013,3/15/1998,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5211676,Standard, $ 755.17 ,3/26/2010,2/1/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18763102,Premier, $ 398.74 ,5/26/2014,3/15/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24858727,Standard, $ 504.67 ,1/30/2011,7/3/2014,13,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12024095,Premier, $ 94.04 ,11/8/2016,1/1/1998,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18788639,Premier, $ 489.90 ,3/16/2013,1/1/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
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+18024951,Premier, $ 341.63 ,11/29/2013,2/17/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+16666492,Standard, $ 640.93 ,7/7/2011,8/1/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9143293,Standard, $ 429.87 ,9/3/2012,2/15/1998,21,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20134954,Standard," $ 3,418.17 ",1/13/2011,2/15/1998,4,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16107745,Premier, $ 387.96 ,5/9/2015,2/15/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+29058057,Standard, $ 320.19 ,6/1/2012,12/5/2000,15,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+164574207,Premier," $ 1,899.67 ",6/10/2014,7/1/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53532843,Premier," $ 3,273.17 ",5/12/2011,7/15/1997,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3984873,Standard, $ 301.62 ,10/12/2012,10/19/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9479486,Premier," $ 3,120.22 ",4/26/2013,12/3/2010,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,Y,N,N, ,
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+9769466,Standard," $ 1,093.12 ",12/11/2009,2/1/1998,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+53111668,Premier," $ 3,569.80 ",7/17/2012,2/1/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33229793,Premier, $ 327.55 ,10/3/2013,1/1/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26629896,Standard, $ 589.20 ,6/11/2010,11/1/1997,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9044468,Premier, $ 94.48 ,11/4/2016,2/1/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+7823181,Premier, $ 448.17 ,12/8/2011,2/1/1998,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53368757,Standard," $ 1,640.82 ",11/14/2015,3/3/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30345437,Premier," $ 2,302.83 ",7/14/2013,1/1/1997,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27475606,Premier, $ 321.63 ,2/3/2015,6/1/1998,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,
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+10661423,Standard," $ 3,142.50 ",8/27/2011,6/15/1993,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16399548,Premier, $ 462.97 ,5/19/2010,7/20/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,Y,N,Y,N,Y,1-5,English
+25150416,Premier," $ 2,230.80 ",6/12/2012,2/15/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y, ,
+21745341,Premier, $ 314.51 ,12/2/2011,10/19/2009,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29025896,Premier, $ 355.68 ,9/21/2011,2/15/1998,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7253143,Standard, $ 185.73 ,2/5/2016,2/15/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29950635,Standard, $ 681.79 ,5/8/2011,2/15/1998,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21589282,Standard, $ 425.68 ,9/25/2012,7/2/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8185678,Standard, $ 449.27 ,8/30/2013,3/12/2015,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+12796654,Standard, $ 516.67 ,11/27/2012,3/18/2002,38,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23341028,Standard, $ 694.14 ,8/5/2010,3/15/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+27669578,Premier, $ 212.16 ,2/15/2014,3/18/2010,14,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16169319,Premier, $ 339.31 ,1/16/2012,1/20/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22243610,Standard, $ 245.20 ,11/20/2013,6/18/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23626114,Standard," $ 1,527.85 ",2/10/2012,2/15/1998,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11423909,Standard, $ 293.35 ,12/10/2012,2/15/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+9601648,Standard, $ 357.89 ,9/5/2011,10/22/2004,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27287814,Standard, $ 265.63 ,2/12/2014,2/15/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+2633216,Premier, $ 333.18 ,2/29/2012,12/17/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9600504,Premier, $ 189.91 ,8/29/2015,7/1/1998,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+24367022,Standard," $ 2,405.65 ",7/20/2014,8/12/1998,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+6232121,Premier, $ 307.07 ,9/3/2012,5/1/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3190429,Premier," $ 1,135.13 ",5/2/2012,2/15/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+3544927,Standard, $ 713.43 ,9/13/2010,2/15/1998,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+2895718,Standard," $ 2,331.98 ",9/4/2014,1/26/2006,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21606608,Standard, $ 185.94 ,1/19/2015,2/15/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+30272791,Premier, $ 765.35 ,2/6/2012,2/15/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,11-50,English
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+31066624,Premier, $ 290.27 ,7/25/2010,7/15/1997,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+6614071,Standard, $ 271.60 ,5/15/2013,7/20/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26533811,Premier," $ 3,528.00 ",10/15/2010,1/26/2009,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7843217,Standard, $ 204.95 ,9/5/2014,2/15/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24369109,Standard, $ 388.99 ,4/24/2010,7/20/1998,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19937259,Standard, $ 780.56 ,12/20/2011,6/4/1998,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+8462508,Standard, $ 284.02 ,7/29/2012,5/4/2015,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2402904,Premier, $ 944.53 ,5/28/2013,6/22/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+4687047,Premier, $ 409.33 ,12/17/2012,2/15/1998,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+16906854,Premier," $ 3,372.17 ",2/20/2011,6/19/1998,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11311264,Premier, $ 690.03 ,1/10/2009,2/15/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27607806,Standard, $ 740.67 ,5/24/2010,7/2/1998,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24653830,Standard," $ 2,334.00 ",6/19/2013,5/5/2012,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25394038,Premier, $ 313.14 ,7/21/2012,7/20/1998,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20675640,Premier, $ 334.48 ,2/20/2012,7/15/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24938349,Premier, $ 283.65 ,6/2/2014,7/20/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+57226567,Standard," $ 2,628.83 ",10/20/2012,7/2/1998,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53118395,Standard," $ 3,852.12 ",1/21/2012,1/1/1987,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+24368210,Standard, $ 306.10 ,9/10/2012,7/2/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11897315,Standard," $ 2,921.67 ",2/24/2012,7/20/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13417587,Premier, $ 316.40 ,6/28/2012,5/25/2010,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7097571,Premier," $ 2,464.93 ",10/16/2011,6/22/1998,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+24084566,Standard, $ 977.17 ,7/4/2016,1/28/2010,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7200595,Standard, $ 387.37 ,2/5/2011,6/23/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19932378,Standard," $ 1,716.93 ",1/27/2009,6/29/2004,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,Spanish
+24478593,Standard, $ 344.96 ,1/21/2013,7/20/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16946720,Standard, $ 522.69 ,5/17/2011,3/6/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23244055,Standard, $ 397.05 ,11/28/2010,7/20/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13706650,Standard, $ 198.25 ,2/21/2013,5/1/1998,15,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11252655,Premier, $ 499.30 ,2/6/2013,7/20/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9311964,Standard, $ 504.60 ,1/15/2013,9/30/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1031226,Standard, $ 349.60 ,11/24/2008,8/17/2009,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11939437,Premier," $ 3,822.67 ",12/26/2007,5/1/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y, ,
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+20813173,Premier, $ 292.65 ,2/20/2012,3/27/2015,21,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
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+4940736,Standard, $ 605.17 ,11/30/2011,2/15/1998,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+52155790,Premier," $ 3,432.33 ",1/1/2011,10/25/1999,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+50822216,Standard," $ 2,473.50 ",2/25/2013,6/8/1998,8,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,Y,N, ,
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+5454991,Standard, $ 380.27 ,3/28/2011,1/14/2010,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10744484,Standard, $ 682.27 ,2/19/2009,2/15/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33557751,Standard, $ 237.09 ,1/20/2012,2/15/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11240043,Standard," $ 2,638.83 ",1/3/2013,7/5/2016,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+32802779,Premier," $ 3,054.67 ",11/7/2011,6/23/1998,3,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6261792,Standard," $ 4,264.22 ",5/6/2011,8/13/1998,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+4040984,Premier, $ 242.49 ,11/26/2011,2/15/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21528433,Standard, $ 426.61 ,9/20/2012,2/15/1998,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18776588,Standard, $ 101.63 ,11/7/2015,3/4/2002,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12197118,Premier, $ 258.09 ,6/19/2011,7/21/1998,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+2920916,Standard," $ 1,029.56 ",10/26/2009,10/1/1991,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1576974,Premier, $ 419.23 ,10/28/2012,10/2/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8461803,Premier, $ 602.13 ,12/13/2011,7/21/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26444883,Standard," $ 2,397.93 ",4/4/2005,9/15/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+108611721,Premier," $ 2,157.67 ",11/10/2013,2/15/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+26810864,Premier, $ 321.90 ,11/3/2013,6/23/1998,24,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
+22391928,Standard, $ 697.54 ,1/5/2005,6/8/1998,26,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Arabic
+10343619,Standard, $ 567.39 ,9/30/2010,8/13/1998,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28948369,Standard," $ 1,186.47 ",1/18/2012,4/5/2000,21,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26864304,Standard, $ 266.80 ,6/19/2012,7/21/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+11051678,Standard, $ 355.24 ,9/28/2008,8/18/2012,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31389698,Premier, $ 189.68 ,1/16/2016,7/2/1998,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+16120571,Standard, $ 181.10 ,2/23/2015,6/12/2008,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13395148,Premier, $ 251.93 ,8/21/2011,7/1/1989,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+15974553,Standard, $ 317.56 ,6/20/2012,10/1/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19032928,Standard, $ 379.33 ,4/4/2011,2/15/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30530495,Premier, $ 290.11 ,8/20/2014,7/2/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53245953,Premier," $ 4,374.50 ",11/21/2008,8/14/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12288684,Premier, $ 418.98 ,4/21/2009,7/21/1998,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,
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+24335096,Standard, $ 222.05 ,8/3/2015,7/21/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6664008,Standard, $ 252.17 ,8/19/2011,6/15/2006,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+7320731,Standard, $ 175.28 ,4/5/2015,6/24/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28950045,Standard, $ 228.26 ,10/11/2013,8/16/2015,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6716126,Premier, $ 274.25 ,4/26/2013,6/25/1998,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+33396836,Standard," $ 2,299.48 ",9/25/2014,5/6/2011,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23696149,Premier, $ 477.04 ,1/6/2012,8/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+10515425,Standard," $ 2,295.17 ",7/21/2013,8/9/2016,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+22307926,Premier, $ 246.40 ,3/31/2015,6/10/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15219469,Premier, $ 106.50 ,5/27/2016,6/25/1998,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+12205030,Premier," $ 3,379.78 ",11/13/2012,11/3/2011,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4540246,Standard, $ 603.79 ,3/28/2010,10/14/1998,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1679348,Premier, $ 501.92 ,2/15/2011,3/22/2013,23,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3772827,Premier, $ 420.34 ,6/14/2010,6/24/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22371233,Standard, $ 600.53 ,4/14/2010,3/6/2015,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+3126121,Standard, $ 525.03 ,10/23/2012,7/1/1971,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+18878111,Premier, $ 164.88 ,6/19/2015,6/29/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30283713,Premier, $ 294.70 ,5/25/2015,10/20/1998,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+12396656,Premier, $ 274.38 ,3/28/2016,6/30/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+18962520,Standard, $ 706.02 ,2/2/2011,6/20/2012,11,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8689874,Standard, $ 556.30 ,6/17/2012,12/1/1971,15,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+1253723,Premier, $ 557.30 ,9/9/2012,10/22/1998,18,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14413372,Premier, $ 286.21 ,9/8/2014,6/30/1998,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33468475,Premier, $ 374.97 ,6/30/2014,8/28/1998,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+30146796,Standard, $ 393.87 ,4/14/2014,6/30/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21535386,Standard, $ 398.84 ,11/15/2010,6/30/1998,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30947117,Standard, $ 574.91 ,8/23/2010,6/30/1998,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+7043937,Standard, $ 211.09 ,10/12/2012,6/30/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22116047,Standard, $ 37.96 ,12/14/2017,7/6/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2391925,Premier, $ 348.95 ,11/8/2011,6/30/1998,24,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+21766211,Standard, $ 118.30 ,5/18/2016,12/1/1953,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12359742,Premier, $ 524.93 ,5/5/2011,7/7/1998,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,Y,N,N,N,N,N,Y,11-50,English
+28381036,Premier, $ 325.37 ,1/19/2015,6/15/2007,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+20972470,Premier, $ 668.08 ,9/14/2015,5/28/2011,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+26922198,Premier, $ 310.18 ,1/9/2016,7/23/1998,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18986052,Standard, $ 603.71 ,3/28/2010,1/1/1971,16,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+16842059,Standard, $ 632.00 ,4/13/2017,6/30/1998,7,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+3898734,Premier," $ 2,619.50 ",10/28/2012,9/1/1948,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+6380897,Premier, $ 167.71 ,12/31/2013,2/1/1963,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+14773701,Premier," $ 2,512.03 ",5/14/2014,10/22/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7991417,Standard, $ 339.28 ,12/11/2013,9/1/1968,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20965842,Standard, $ 634.05 ,2/16/2009,7/23/1998,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5396053,Premier, $ 121.01 ,11/15/2015,10/1/1975,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,Y,Y,1-5,English
+15523154,Standard, $ 149.85 ,10/5/2015,7/23/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+28883403,Premier, $ 169.43 ,12/13/2013,6/1/1967,16,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16200582,Premier, $ 25.70 ,3/12/2018,12/1/1971,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+57284035,Standard," $ 2,069.17 ",1/22/2014,11/1/1971,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+17840900,Premier, $ 83.63 ,5/9/2016,8/1/1951,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+52839736,Standard, $ 963.32 ,8/12/2015,8/1/1968,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+10501059,Standard, $ 203.30 ,6/2/2016,7/1/1968,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,
+24047939,Premier, $ 217.75 ,3/19/2015,11/23/1995,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+33193420,Standard, $ 192.35 ,1/2/2016,10/1/1955,3,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+32251865,Premier, $ 387.90 ,2/2/2011,9/1/1971,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30437809,Standard, $ 341.94 ,12/28/2011,1/1/1973,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20352654,Standard, $ 189.10 ,9/24/2015,6/30/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+1673940,Standard, $ 437.31 ,2/13/2010,6/30/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+53241615,Premier," $ 4,869.33 ",10/13/2007,7/7/1982,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+53497474,Premier," $ 2,907.20 ",4/7/2013,7/7/1998,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+3776580,Premier, $ 292.50 ,6/3/2015,4/27/2009,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21257667,Standard, $ 843.43 ,3/30/2009,3/1/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+18308205,Premier, $ 995.33 ,6/19/2016,2/1/1971,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+10302145,Standard, $ 195.96 ,11/8/2014,11/12/2008,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23597826,Premier, $ 219.93 ,4/18/2014,8/24/1988,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15046195,Premier, $ 583.09 ,7/12/2010,12/25/1970,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2642176,Standard, $ 108.57 ,7/26/2016,12/14/2001,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17189968,Standard," $ 2,717.00 ",1/5/2014,9/29/2017,3,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+29758427,Standard, $ 213.27 ,6/25/2015,9/1/1966,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34007588,Standard," $ 2,427.20 ",11/24/2011,11/1/1965,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+9708402,Standard, $ 502.13 ,11/19/2015,6/14/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+7542342,Standard, $ 288.23 ,6/20/2015,7/16/2001,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7139504,Premier, $ 166.99 ,6/4/2015,4/2/2014,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53705711,Premier," $ 2,393.67 ",5/1/2013,11/1/1971,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27810128,Premier," $ 2,721.83 ",8/5/2012,1/1/1964,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+1126912,Standard, $ 725.09 ,7/15/2008,6/10/2015,9,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,German
+16151998,Premier, $ 278.29 ,10/19/2014,7/7/1998,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3204747,Standard, $ 394.56 ,8/22/2007,8/31/2006,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14182514,Standard," $ 2,136.68 ",2/3/2014,10/23/1998,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+16729909,Standard, $ 79.39 ,2/21/2017,12/17/2009,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2333580,Standard, $ 114.27 ,7/1/2015,5/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+5206063,Standard, $ 849.33 ,1/14/2015,9/1/1955,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+12313468,Premier, $ 243.41 ,12/3/2013,1/18/1994,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15095069,Premier, $ 164.17 ,2/5/2014,11/1/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2142422,Standard," $ 1,897.17 ",11/18/2011,4/1/1974,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+13671624,Standard, $ 655.70 ,5/7/2011,4/16/1990,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1933672,Premier, $ 136.62 ,10/3/2015,2/20/2006,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+4780214,Premier, $ 317.47 ,6/20/2012,8/31/1998,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2791077,Standard, $ 199.70 ,10/12/2014,3/1/1971,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18375790,Standard, $ 320.63 ,2/8/2015,10/1/1974,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+16708101,Standard," $ 1,387.25 ",6/23/2012,8/1/1974,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+21781946,Premier, $ 858.50 ,10/9/2016,9/1/1971,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22282371,Premier, $ 318.91 ,3/25/2014,10/23/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12626243,Premier, $ 541.94 ,7/9/2010,3/1/1972,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+6737027,Standard," $ 1,154.17 ",2/10/2016,9/1/1972,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+7921336,Premier, $ 169.28 ,5/18/2015,11/2/1998,14,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12182517,Premier," $ 1,504.67 ",4/29/2015,7/1/1972,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+8417950,Standard, $ 264.46 ,7/5/2013,2/1/1971,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+1905256,Standard, $ 206.93 ,3/28/2014,12/29/1991,6,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19459563,Premier, $ 291.47 ,11/1/2013,3/1/1971,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+10201040,Standard, $ 497.17 ,8/1/2017,2/1/1971,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+26814856,Premier," $ 2,287.83 ",7/27/2013,12/25/1980,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11942089,Standard, $ 356.03 ,9/16/2013,9/20/1984,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2556777,Standard, $ 173.01 ,11/6/2013,9/1/1971,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24254930,Premier," $ 1,203.03 ",3/18/2005,2/1/1970,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5522940,Premier," $ 3,134.73 ",4/17/2013,7/23/1998,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+31423617,Premier, $ 739.83 ,1/15/2017,10/23/1998,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7641945,Premier, $ 226.53 ,7/11/2015,11/22/1983,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27127503,Premier," $ 2,197.33 ",10/9/2013,7/1/1972,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21529485,Premier, $ 173.89 ,4/15/2015,7/1/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+15759064,Standard, $ 767.41 ,8/23/2003,2/6/1985,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13930755,Standard, $ 482.80 ,12/7/2011,12/25/1970,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53212930,Premier, $ 720.17 ,1/31/2017,4/21/2010,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+8791729,Premier, $ 289.25 ,8/24/2014,8/31/1991,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25950187,Premier, $ 373.46 ,8/4/2012,12/1/1962,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+17679205,Premier, $ 142.67 ,11/25/2015,3/1/1971,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12834349,Premier, $ 165.00 ,1/27/2014,3/1/1980,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+16326527,Premier, $ 232.33 ,3/6/2018,4/1/1971,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30104917,Standard, $ 363.98 ,7/23/2011,4/1/1971,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11874729,Premier, $ 597.23 ,4/30/2010,7/1/1952,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+52929045,Premier," $ 2,406.67 ",4/20/2013,10/27/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21765450,Standard," $ 2,036.00 ",2/18/2014,1/28/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+53036613,Standard," $ 2,963.67 ",1/20/2012,7/23/1998,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+21056582,Standard," $ 2,416.05 ",12/17/2010,2/1/1978,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+24693465,Standard, $ 138.55 ,12/25/2015,7/23/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28144341,Standard," $ 1,067.67 ",9/17/2012,10/27/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+5699461,Standard," $ 1,676.38 ",4/30/2013,1/1/1970,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
+21488908,Standard, $ 298.67 ,4/30/2010,7/23/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13536323,Standard, $ 140.32 ,12/12/2015,3/1/1974,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14607740,Standard, $ 362.86 ,11/20/2012,7/23/1998,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2964724,Premier, $ 451.47 ,11/3/2009,2/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8269845,Standard, $ 355.42 ,1/14/2011,7/23/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31929306,Premier, $ 662.18 ,12/27/2012,4/5/2006,21,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24249717,Standard, $ 115.55 ,6/18/2015,5/15/2000,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31013573,Premier," $ 3,673.58 ",5/12/2012,2/5/2010,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8080542,Standard, $ 149.05 ,10/10/2015,4/1/1971,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53306817,Premier," $ 1,517.10 ",1/31/2016,7/23/1998,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+18079653,Standard, $ 389.28 ,5/2/2012,2/1/1972,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+8203026,Standard, $ 402.01 ,8/18/2012,4/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33351424,Standard, $ 185.87 ,1/20/2015,10/27/1998,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18299607,Standard, $ 249.95 ,12/5/2014,7/23/1998,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19558060,Standard, $ 195.28 ,11/13/2014,10/13/1992,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1417240,Standard, $ 394.86 ,12/14/2010,7/8/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28882056,Standard, $ 234.86 ,12/30/2013,7/31/2015,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30978437,Standard," $ 1,821.33 ",8/13/2014,9/2/1998,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12933429,Premier, $ 267.34 ,4/10/2015,7/1/1958,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+5862929,Standard, $ 286.67 ,8/31/2010,6/30/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+25421602,Premier, $ 418.03 ,9/8/2009,7/7/1994,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10304035,Standard, $ 401.49 ,10/27/2010,7/7/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25635527,Standard, $ 818.07 ,7/12/2009,7/15/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21449079,Standard, $ 574.61 ,8/24/2010,12/19/2010,24,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28192035,Standard, $ 561.37 ,9/8/2007,4/21/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20818552,Standard," $ 2,087.33 ",11/6/2012,10/29/1997,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+26057233,Premier, $ 152.93 ,5/31/2014,12/31/2009,40,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10468930,Standard, $ 300.13 ,10/23/2012,7/24/1998,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18600768,Premier," $ 5,013.60 ",8/24/2004,4/1/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+11624677,Standard, $ 530.30 ,12/24/2012,5/27/2003,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+5791883,Premier, $ 370.11 ,7/5/2015,12/12/2002,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+34290845,Premier, $ 377.52 ,4/17/2011,7/1/1991,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31411954,Standard, $ 588.02 ,5/11/2012,9/3/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+27255347,Premier, $ 387.47 ,5/13/2012,10/29/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,Japanese
+25805568,Standard, $ 327.70 ,10/2/2013,11/14/2011,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3252957,Premier," $ 3,472.95 ",9/16/2012,9/2/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+31468733,Standard, $ 426.53 ,9/20/2012,7/1/1998,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27024393,Premier," $ 3,457.17 ",12/12/2010,9/3/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21316503,Standard, $ 353.94 ,10/3/2011,7/1/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26120290,Standard, $ 190.74 ,10/27/2015,6/16/2005,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12466161,Standard, $ 794.40 ,2/11/2003,7/1/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+52962935,Premier," $ 2,714.18 ",1/7/2014,6/1/1978,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+4292587,Premier, $ 556.27 ,6/18/2012,3/8/2014,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+19365142,Standard, $ 414.91 ,11/19/2012,4/9/2003,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34180849,Standard, $ 127.15 ,2/19/2015,3/1/1987,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+24751437,Standard," $ 1,648.83 ",1/1/2015,5/22/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18900720,Premier, $ 76.93 ,3/10/2017,1/1/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Arabic
+11449426,Premier," $ 4,364.53 ",4/15/2009,11/4/1987,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+20843902,Standard, $ 204.69 ,9/7/2014,7/1/1979,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11469470,Premier, $ 299.60 ,10/26/2012,10/15/2013,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26532952,Standard, $ 220.65 ,12/10/2013,9/3/1998,13,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1571699,Standard, $ 386.00 ,4/16/2013,1/1/1995,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5018810,Standard, $ 287.57 ,9/1/2014,12/9/2010,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+3693917,Standard," $ 1,463.50 ",6/2/2015,12/11/1984,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+21929239,Premier, $ 428.77 ,11/22/2013,6/1/1967,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4775130,Premier, $ 574.53 ,6/24/2015,7/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+17755511,Standard, $ 230.93 ,6/18/2015,7/1/1967,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+18538028,Standard, $ 673.80 ,12/3/2014,4/1/1970,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+28617990,Standard," $ 1,932.75 ",5/13/2010,12/8/1993,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+5870769,Premier, $ 317.33 ,2/21/2015,3/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22448191,Premier, $ 228.61 ,6/30/2015,7/24/1998,20,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33423943,Premier, $ 185.68 ,1/21/2015,10/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31039329,Standard," $ 1,556.67 ",3/18/2015,10/1/1972,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24197879,Standard, $ 468.90 ,8/23/2013,11/4/1998,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6224565,Standard, $ 250.08 ,10/16/2013,6/1/1980,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4675116,Premier," $ 1,331.52 ",6/24/2012,11/3/1998,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+16179789,Standard, $ 344.41 ,12/26/2014,7/1/1967,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8725653,Premier, $ 381.47 ,3/20/2011,10/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53696304,Premier," $ 1,610.50 ",2/2/2015,6/1/1971,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26738514,Premier, $ 809.27 ,8/17/2009,7/1/1971,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+26681101,Standard, $ 329.79 ,1/28/2014,7/8/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3149418,Premier, $ 225.07 ,3/5/2016,6/22/2015,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16964496,Standard," $ 4,862.87 ",4/24/2010,6/1/1963,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+23630374,Premier, $ 433.09 ,3/15/2010,10/1/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31525737,Standard, $ 255.41 ,2/13/2015,12/1/1992,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29282649,Standard, $ 266.32 ,12/19/2014,7/1/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+3000762,Premier, $ 153.47 ,5/25/2014,7/1/1985,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7631715,Standard, $ 223.36 ,7/27/2015,11/1/1993,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+28554027,Premier, $ 306.88 ,11/18/2013,11/3/1986,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,6-10,
+4576444,Premier, $ 277.05 ,4/6/2013,7/1/1971,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29280866,Standard, $ 629.87 ,11/14/2009,9/1/1993,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4586134,Premier, $ 395.13 ,4/8/2014,6/24/1983,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22340892,Standard, $ 282.43 ,4/7/2014,3/6/2017,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+6693734,Standard, $ 244.43 ,4/10/2015,2/1/1965,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2442128,Premier, $ 144.02 ,5/3/2015,9/1/1975,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,Y,N,N,N,N,Y,6-10,English
+2090754,Premier," $ 1,322.00 ",9/26/2015,8/1/1975,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+7967935,Premier, $ 248.95 ,10/24/2013,12/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32449927,Premier, $ 192.51 ,1/1/2016,12/1/1972,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29373731,Premier, $ 371.78 ,9/7/2010,1/1/1991,7,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+2202689,Premier, $ 264.42 ,7/6/2013,2/1/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5667600,Premier, $ 243.29 ,6/15/2013,8/18/2014,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12728030,Standard, $ 462.21 ,3/22/2012,12/16/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24423655,Standard, $ 219.83 ,5/21/2014,9/4/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28982864,Premier, $ 129.33 ,1/27/2015,8/20/2014,7,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8523599,Standard," $ 3,773.67 ",3/28/2010,1/1/1995,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30740602,Standard," $ 3,870.53 ",1/9/2012,10/2/2006,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+13403610,Standard, $ 251.95 ,3/3/2015,7/24/1998,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19238464,Premier, $ 355.35 ,9/23/2011,1/12/2006,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+33137400,Premier, $ 896.13 ,8/10/2015,4/29/2002,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+18325489,Premier," $ 1,877.33 ",6/28/2014,3/20/2009,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+2808927,Standard, $ 248.44 ,5/5/2013,1/1/1995,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+53127272,Premier," $ 3,046.12 ",6/11/2013,9/5/2008,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+31153914,Standard, $ 144.17 ,11/14/2015,7/8/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15964673,Premier, $ 557.74 ,4/13/2010,7/22/1999,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+23145656,Standard, $ 364.24 ,8/5/2013,9/1/1971,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,German
+17304066,Standard, $ 590.27 ,5/23/2015,7/8/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+6679081,Standard," $ 3,866.67 ",1/11/2010,1/5/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,500+,
+18028127,Standard, $ 495.70 ,5/10/2013,7/8/1998,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+30302625,Premier, $ 705.47 ,8/12/2012,7/18/2012,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+29698801,Standard, $ 163.45 ,3/5/2015,7/8/1998,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1430515,Standard, $ 328.13 ,2/6/2014,10/1/1975,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22569505,Standard, $ 235.58 ,1/28/2014,8/1/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8319020,Premier, $ 304.58 ,8/7/2012,7/1/1971,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33276852,Standard," $ 1,109.59 ",2/16/2009,7/8/1998,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19513072,Premier," $ 1,816.17 ",8/17/2014,7/27/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2240528,Standard, $ 299.47 ,10/27/2012,6/9/2015,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24236087,Standard, $ 639.22 ,10/23/2011,8/1/1971,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23702225,Premier," $ 1,253.09 ",5/18/2014,5/8/2006,8,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+16837457,Premier, $ 170.99 ,11/27/2013,7/24/1998,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15435644,Premier, $ 93.52 ,1/29/2016,7/24/2002,9,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30985463,Standard, $ 758.20 ,3/14/2010,7/8/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7602147,Standard, $ 324.15 ,5/4/2012,8/1/1971,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28370099,Standard, $ 528.10 ,10/11/2012,12/2/2009,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+11051154,Premier, $ 930.00 ,7/12/2014,12/7/2002,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+16283722,Premier, $ 527.27 ,9/29/2015,7/27/1998,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14647107,Premier, $ 126.07 ,3/2/2015,1/1/1973,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19733098,Standard, $ 442.36 ,1/7/2010,1/1/1975,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5756649,Premier, $ 327.62 ,2/21/2012,11/1/1962,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18800105,Standard, $ 627.04 ,11/29/2009,1/27/2012,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+164651404,Standard," $ 1,221.00 ",12/18/2015,9/9/2009,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
+4461308,Premier, $ 164.31 ,2/3/2014,5/12/2004,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53693929,Standard," $ 4,223.27 ",6/1/2011,2/1/1973,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
+53413998,Premier," $ 1,294.65 ",7/21/2014,5/12/1979,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+1116682,Standard, $ 855.19 ,6/24/2009,1/1/1997,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+34084098,Premier," $ 1,237.07 ",3/26/2015,2/13/2002,11,TRUE,TRUE,TRUE,NOTICE,BILLING,TRUE,Y,N,N,N,Y,N,Y,N,Y,500+,English
+27803018,Standard, $ 740.67 ,7/19/2014,7/24/2014,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11601037,Standard, $ 264.76 ,7/3/2013,12/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19884337,Premier, $ 183.92 ,7/18/2013,8/1/1962,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26874286,Standard, $ 321.98 ,5/19/2012,4/8/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11122819,Standard, $ 286.32 ,1/5/2012,7/28/1998,18,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+21079099,Standard, $ 264.66 ,9/15/2014,7/31/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29475582,Standard, $ 153.68 ,8/16/2015,5/12/2006,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Chinese
+20876561,Standard, $ 288.90 ,12/14/2011,1/1/1973,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+29388917,Premier, $ 355.97 ,9/16/2013,1/1/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+34045832,Premier, $ 496.86 ,9/20/2014,9/15/1987,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+5000164,Premier, $ 431.16 ,3/29/2010,7/27/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25235901,Standard, $ 323.97 ,1/25/2015,7/28/1998,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32382247,Standard, $ 970.20 ,4/5/2013,3/2/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+6278081,Premier," $ 1,478.00 ",5/21/2015,1/1/1996,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+28040272,Premier, $ 705.17 ,1/21/2008,7/27/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25675347,Premier, $ 396.00 ,12/31/2014,6/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+6409604,Standard, $ 319.97 ,2/10/2015,7/9/2009,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+34404846,Standard, $ 414.17 ,3/13/2012,1/1/1970,46,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18413746,Standard," $ 2,154.50 ",11/13/2013,7/1/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29007610,Premier, $ 398.72 ,9/6/2012,1/22/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1684350,Premier, $ 280.43 ,10/8/2014,1/1/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+29356244,Premier, $ 771.60 ,10/8/2011,9/8/1998,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+34007892,Standard, $ 356.13 ,1/8/2011,7/1/1993,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20126958,Premier, $ 106.39 ,9/19/2015,7/18/2007,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+16268635,Standard, $ 238.39 ,1/7/2012,7/28/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22024692,Premier, $ 216.45 ,8/19/2012,1/1/1974,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15130832,Premier, $ 248.80 ,11/29/2015,7/28/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5941283,Premier, $ 221.33 ,8/7/2015,7/27/1998,19,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12892738,Standard, $ 775.67 ,1/4/2012,1/1/1962,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+11435316,Standard, $ 211.81 ,10/5/2012,1/1/1972,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19073199,Standard, $ 285.54 ,2/4/2013,6/30/2015,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21974893,Premier, $ 500.61 ,9/7/2011,7/9/1998,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+18171515,Premier, $ 324.90 ,3/13/2015,7/9/1998,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31693856,Standard, $ 325.33 ,1/19/2015,1/31/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32488903,Premier," $ 2,244.33 ",8/31/2013,1/1/1972,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+17188526,Premier, $ 176.19 ,3/30/2015,2/1/1967,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7760286,Premier, $ 210.00 ,7/31/2014,1/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12836937,Standard," $ 2,749.50 ",12/15/2013,12/25/1968,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11712063,Premier," $ 2,969.50 ",1/15/2012,10/1/1972,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+23388740,Premier, $ 203.57 ,12/28/2012,8/1/1966,21,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14594983,Premier, $ 234.64 ,5/30/2015,9/10/1998,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+2218548,Premier," $ 1,626.00 ",1/20/2015,9/14/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+8960129,Premier, $ 546.90 ,7/26/2012,7/28/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17449126,Premier, $ 747.77 ,1/11/2004,7/9/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14802558,Standard," $ 5,424.90 ",5/5/2009,7/31/2007,8,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+16748715,Standard, $ 120.44 ,5/2/2016,3/24/2014,23,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30546590,Premier, $ 274.55 ,4/24/2013,7/9/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25140403,Premier, $ 149.31 ,7/7/2014,7/1/1970,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26700586,Premier, $ 251.21 ,11/28/2014,7/29/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24592426,Standard, $ 397.66 ,1/20/2014,2/1/1972,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,Y,N,N,N,Y,N,Y,11-50,English
+28108531,Premier," $ 3,788.85 ",3/1/2012,4/1/1986,5,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+24532285,Premier, $ 341.56 ,12/31/2011,12/26/1985,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+53367594,Premier," $ 1,848.82 ",7/6/2015,7/9/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9513744,Standard, $ 291.72 ,5/29/2012,7/9/1998,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9867260,Standard, $ 360.40 ,8/29/2014,2/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+18896447,Standard," $ 1,263.25 ",4/2/2013,4/7/2015,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+24547626,Standard," $ 1,100.93 ",7/11/2012,4/1/1976,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+53307443,Premier," $ 3,145.67 ",8/24/2011,7/10/1996,10,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,Y,N,N,N,N,N,N,N,N, ,
+6867395,Standard, $ 465.13 ,6/26/2013,7/29/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20509383,Standard, $ 823.07 ,2/24/2015,4/22/2011,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+21791889,Premier, $ 335.23 ,8/22/2013,3/1/1967,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27271682,Premier, $ 117.73 ,12/13/2015,1/1/1962,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+31671250,Standard," $ 3,696.58 ",1/22/2012,6/1/1967,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,500+,English
+7560154,Standard, $ 111.93 ,7/25/2015,4/1/1982,11,FALSE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+1282754,Standard, $ 531.87 ,2/10/2014,7/15/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+4631408,Standard," $ 1,452.34 ",8/26/2005,2/1/1973,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+18037010,Standard, $ 154.90 ,8/29/2015,4/1/1968,27,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+11406972,Standard, $ 402.32 ,10/21/2010,8/1/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28816428,Standard, $ 272.18 ,4/11/2015,2/1/1972,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+983095,Premier, $ 261.36 ,10/3/2014,3/5/2014,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31288211,Premier, $ 90.59 ,2/28/2016,2/1/1976,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31366773,Standard, $ 664.46 ,12/3/2013,11/1/1980,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+15242053,Standard, $ 413.80 ,1/22/2014,2/1/1968,18,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,English
+8992453,Premier, $ 341.06 ,3/27/2013,2/1/1973,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27303254,Premier, $ 332.93 ,12/19/2014,7/1/1967,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29371727,Premier, $ 676.40 ,2/12/2011,3/1/1968,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+54042683,Premier," $ 1,637.50 ",1/10/2015,2/1/1972,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+27212378,Standard, $ 299.83 ,5/4/2015,11/10/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+50211777,Premier," $ 3,529.50 ",10/14/2010,1/1/1979,10,TRUE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,N, ,
+12865739,Standard, $ 140.89 ,10/1/2014,11/1/1952,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10860496,Standard, $ 117.64 ,5/27/2015,1/31/2015,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12618287,Standard, $ 234.57 ,2/5/2014,7/1/1970,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9695724,Premier, $ 197.49 ,12/7/2015,2/1/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6413946,Premier, $ 522.40 ,6/13/2008,2/15/1996,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18665207,Standard, $ 279.97 ,7/24/2015,2/1/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+9736220,Premier, $ 271.34 ,8/9/2014,2/1/1975,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9704300,Premier, $ 784.42 ,1/22/2013,7/1/1970,19,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+28329012,Standard, $ 415.25 ,11/29/2011,2/1/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+24445586,Standard, $ 169.26 ,5/19/2015,7/1/1970,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22550598,Premier, $ 392.50 ,4/19/2014,7/9/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+28827508,Standard, $ 118.25 ,5/21/2015,8/1/1967,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16500317,Premier, $ 277.20 ,4/5/2013,3/1/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2091695,Premier, $ 350.40 ,10/28/2011,2/1/1968,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25641551,Premier, $ 646.00 ,6/16/2011,7/9/1997,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+32253460,Premier, $ 216.17 ,6/16/2014,8/1/1998,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+6761367,Premier, $ 272.03 ,8/5/2014,1/23/2006,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6720381,Premier, $ 659.53 ,1/4/2013,7/9/1998,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15204271,Standard, $ 291.52 ,12/7/2013,9/10/1997,17,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+6264025,Premier, $ 127.31 ,12/15/2015,10/1/1990,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25057501,Standard, $ 121.16 ,4/21/2015,11/9/1998,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21985778,Premier, $ 523.25 ,5/14/2011,3/1/1973,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23894866,Standard, $ 147.79 ,10/19/2015,6/1/1953,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19662847,Standard, $ 175.05 ,4/7/2015,7/9/1998,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+8535289,Premier," $ 1,420.77 ",2/23/2014,7/9/2009,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+14696834,Premier," $ 3,724.24 ",5/6/2013,1/1/1968,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+30271866,Standard, $ 388.99 ,4/24/2010,1/16/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15822230,Premier," $ 2,834.00 ",10/23/2013,7/13/1998,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+31292929,Premier," $ 1,199.53 ",4/1/2005,11/9/1998,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28154478,Premier, $ 899.25 ,12/11/2010,7/29/1998,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27434198,Premier," $ 2,535.65 ",4/29/2014,7/10/1998,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19662056,Premier," $ 2,445.67 ",3/19/2013,7/9/1998,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+29468488,Standard, $ 111.69 ,7/27/2015,1/1/1977,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+25245125,Premier, $ 358.29 ,9/4/2013,1/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22643408,Standard," $ 1,851.50 ",10/7/2012,5/1/1968,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+2731470,Premier, $ 320.85 ,3/15/2014,7/9/1998,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1796088,Standard," $ 3,214.47 ",2/25/2013,8/14/2014,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+13968922,Premier, $ 227.45 ,2/17/2015,3/1/1973,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+7692898,Standard, $ 117.87 ,5/25/2015,7/9/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18981951,Premier, $ 281.16 ,1/26/2013,1/1/1988,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21244942,Premier, $ 239.32 ,12/28/2011,11/10/1996,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33128495,Standard, $ 445.84 ,6/13/2012,7/9/1998,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53166116,Premier," $ 1,280.50 ",6/28/2016,7/9/1998,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,N, ,
+23810195,Premier, $ 174.51 ,11/27/2015,5/1/1982,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+6163666,Standard, $ 215.43 ,6/22/2014,10/1/1963,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4733906,Standard, $ 196.17 ,3/14/2013,12/5/1985,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13398893,Standard, $ 953.12 ,11/19/2014,7/1/1963,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+11551042,Premier," $ 1,951.00 ",4/29/2014,9/14/1998,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+30309328,Standard, $ 390.95 ,1/11/2011,11/1/1975,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4752937,Premier, $ 250.25 ,9/8/2011,8/1/1963,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+12720533,Standard, $ 581.57 ,3/6/2012,11/10/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6697243,Premier, $ 335.33 ,12/31/2013,9/14/1998,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24028474,Premier," $ 1,500.33 ",5/3/2015,10/1/1991,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25164109,Standard, $ 117.07 ,6/2/2015,5/1/1972,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+29347897,Standard, $ 229.10 ,3/16/2014,8/25/1993,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15451149,Premier, $ 206.67 ,11/27/2012,8/1/1970,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+7545579,Standard, $ 254.67 ,2/17/2015,2/1/1953,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3161686,Standard, $ 371.07 ,7/1/2013,4/23/2015,14,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8164508,Premier," $ 2,925.83 ",2/20/2012,7/10/1997,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+6930345,Standard, $ 165.09 ,6/17/2015,11/24/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30038845,Standard," $ 1,426.27 ",9/13/2014,11/10/1998,21,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,500+,English
+25839298,Premier," $ 3,531.33 ",10/12/2010,7/10/1977,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+8639094,Premier, $ 590.30 ,1/30/2012,1/1/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25669321,Premier, $ 394.94 ,4/17/2015,8/22/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22985102,Premier," $ 1,287.67 ",6/25/2011,4/18/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+19463153,Premier, $ 245.43 ,11/19/2013,5/1/1976,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30152388,Standard, $ 99.41 ,11/30/2015,11/10/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1072184,Standard, $ 410.71 ,2/27/2015,9/14/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
+34310153,Standard, $ 420.97 ,12/24/2013,3/1/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33837937,Premier, $ 549.08 ,4/23/2003,7/1/1968,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26889964,Standard, $ 273.65 ,5/4/2016,8/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32004545,Standard, $ 240.76 ,2/8/2016,9/29/2012,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53473545,Standard," $ 6,686.77 ",3/2/2007,10/1/1968,6,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15072235,Standard, $ 623.58 ,2/8/2013,7/1/1978,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+10142586,Premier, $ 216.37 ,9/1/2015,6/29/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13399308,Standard, $ 327.50 ,1/18/2011,7/1/1972,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+11613050,Standard, $ 386.32 ,4/14/2013,2/1/1968,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30524496,Standard, $ 752.60 ,4/6/2010,1/26/2006,12,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15346651,Premier, $ 344.82 ,1/22/2013,9/17/1991,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23808713,Premier, $ 624.43 ,9/12/2011,3/7/2015,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+28120028,Standard, $ 528.48 ,4/17/2011,4/1/1968,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17018390,Premier, $ 395.79 ,3/24/2012,5/31/2015,23,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+7413709,Premier, $ 323.82 ,3/17/2015,3/17/2006,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+2080887,Premier, $ 475.47 ,5/15/2009,9/17/1998,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2787987,Standard, $ 135.66 ,1/14/2016,3/1/1972,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4525931,Standard, $ 228.77 ,10/7/2013,9/18/2013,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+12467861,Premier, $ 547.80 ,7/22/2012,5/22/1996,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17987152,Standard, $ 323.77 ,8/16/2009,11/1/1972,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+20287894,Premier," $ 1,718.00 ",11/5/2014,7/30/1998,1,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+29897933,Standard, $ 498.97 ,2/7/2013,7/30/1998,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23892585,Standard," $ 2,523.83 ",1/14/2013,1/19/2005,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+19133405,Premier," $ 1,814.33 ",8/19/2014,7/30/1998,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+53282179,Premier," $ 1,542.00 ",3/30/2015,8/1/1976,4,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3415148,Standard, $ 484.40 ,3/12/2009,9/15/1998,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20823938,Premier, $ 321.84 ,3/10/2014,6/1/1972,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29507879,Standard, $ 129.57 ,11/27/2015,5/25/2018,21,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+5193422,Standard, $ 215.31 ,8/30/2012,9/15/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+31887585,Standard, $ 220.48 ,5/16/2015,5/1/1972,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14345883,Premier, $ 460.91 ,3/28/2012,12/1/1987,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+12602009,Premier, $ 92.20 ,1/3/2015,9/1/1970,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+19938016,Standard, $ 120.90 ,4/29/2016,7/1/1976,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29739220,Standard," $ 2,519.67 ",1/18/2013,5/1/1969,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6221330,Standard, $ 156.51 ,8/18/2015,4/16/2013,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29868993,Standard, $ 157.33 ,4/22/2015,9/17/1998,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+26557577,Standard, $ 770.87 ,1/21/2010,7/1/1968,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+164675917,Standard," $ 2,400.67 ",4/25/2013,4/1/1972,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12243998,Standard, $ 686.76 ,3/23/2005,8/22/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22484284,Premier, $ 252.21 ,3/1/2015,9/18/1998,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+19560350,Premier, $ 321.10 ,10/11/2011,9/17/1998,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19470830,Standard, $ 246.69 ,11/10/2013,7/1/1973,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,
+31440055,Premier, $ 266.32 ,12/19/2014,6/15/2006,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21663121,Standard," $ 1,563.17 ",3/12/2015,4/15/2004,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+17042543,Standard, $ 449.43 ,8/29/2013,1/1/1974,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+19366912,Premier, $ 778.23 ,12/22/2009,12/6/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25517739,Standard, $ 312.86 ,7/23/2012,2/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1983646,Standard, $ 523.47 ,10/30/2012,8/14/2010,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6769951,Standard, $ 390.45 ,3/24/2013,9/23/1998,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12309899,Standard, $ 386.36 ,2/13/2011,10/17/2017,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3399092,Premier, $ 612.51 ,6/15/2009,9/22/1998,13,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30485782,Premier, $ 240.61 ,12/23/2013,4/11/2013,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17689582,Standard," $ 1,663.78 ",10/30/2015,9/1/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21849685,Standard," $ 1,343.98 ",5/19/2016,1/1/1998,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+11167573,Standard, $ 200.01 ,2/3/2013,8/1/1972,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28823591,Standard, $ 391.04 ,10/18/2012,6/1/1968,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24541878,Premier, $ 167.44 ,5/8/2016,2/1/1977,24,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+14915621,Standard," $ 1,474.33 ",5/24/2015,4/30/2007,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14831889,Premier, $ 321.87 ,5/20/2012,1/1/1978,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+964732,Standard, $ 190.96 ,1/9/2016,6/1/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+33659241,Standard, $ 281.88 ,3/3/2016,5/11/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+14832122,Standard, $ 113.23 ,6/6/2017,9/1/1970,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+3346812,Standard," $ 3,798.38 ",2/24/2012,3/23/1992,8,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,N, ,
+53589705,Premier," $ 1,431.50 ",2/11/2014,8/1/1968,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,N, ,
+19690955,Standard, $ 240.69 ,1/25/2015,12/15/2016,16,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28412580,Premier, $ 546.80 ,12/21/2007,9/23/1998,14,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14806086,Standard, $ 376.38 ,8/2/2010,7/14/1998,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21513790,Premier," $ 4,102.80 ",8/16/2011,11/19/2013,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+15867763,Standard, $ 557.86 ,4/12/2010,12/29/2014,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10184139,Standard, $ 187.77 ,6/8/2013,9/23/1998,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4198823,Premier, $ 196.72 ,11/3/2014,2/17/2009,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24131978,Premier, $ 328.40 ,3/30/2016,9/24/1998,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,51-100,
+4732507,Standard, $ 986.03 ,8/24/2007,7/15/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+3671802,Premier, $ 239.34 ,11/27/2013,1/1/1972,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,11-50,Portuguese
+32903999,Standard, $ 668.20 ,3/17/2011,12/30/2009,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32308702,Premier," $ 3,365.70 ",11/22/2012,9/17/1998,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+4977285,Standard, $ 208.91 ,8/7/2014,7/31/1998,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27237424,Standard," $ 1,265.73 ",8/9/2011,9/1/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+21249600,Premier," $ 1,818.20 ",7/4/2008,7/1/1980,21,FALSE,FALSE,FALSE,PAYMENT PLAN,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+32491535,Standard, $ 396.03 ,2/23/2013,8/26/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6787025,Premier," $ 1,882.67 ",6/24/2014,9/1/1974,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+57099762,Premier," $ 2,787.67 ",6/12/2012,1/1/1974,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+2345268,Premier, $ 207.56 ,8/17/2014,9/12/2001,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32890464,Standard," $ 1,889.33 ",6/18/2014,7/14/2014,1,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+31745234,Standard, $ 320.18 ,2/19/2016,9/1/1972,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+17141080,Standard, $ 487.47 ,3/26/2013,10/1/1970,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2341712,Standard, $ 98.65 ,1/31/2017,1/1/1974,22,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,Y,N,Y,6-10,English
+22821768,Standard, $ 85.10 ,1/11/2017,1/1/1974,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8529774,Standard, $ 63.77 ,2/23/2016,3/1/1948,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7394538,Standard, $ 343.20 ,9/7/2010,5/1/1967,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,Y,N,N,N,N,N,Y,Y,6-10,English
+17864737,Standard," $ 2,937.60 ",6/19/2010,2/1/1961,41,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+26911661,Premier," $ 2,484.67 ",2/16/2013,5/6/2002,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+32401568,Premier, $ 224.35 ,7/22/2015,7/14/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5346095,Standard," $ 1,744.60 ",9/9/2015,7/14/1998,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+3724642,Standard, $ 335.39 ,2/13/2012,7/1/1964,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+25932199,Premier, $ 470.20 ,6/23/2014,2/15/1991,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+13080168,Standard, $ 189.83 ,12/22/2014,9/23/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+18256110,Standard," $ 1,168.83 ",1/29/2016,10/27/1987,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+24827022,Standard, $ 216.77 ,4/8/2016,5/1/1981,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18997284,Standard, $ 225.17 ,11/13/2015,7/1/1964,19,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+5383247,Standard, $ 158.64 ,12/29/2014,9/1/1972,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+53331841,Premier," $ 1,412.00 ",7/14/2015,12/1/1968,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,N, ,
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+17575578,Premier, $ 350.03 ,10/10/2014,2/1/1956,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+20906044,Standard, $ 148.00 ,10/18/2015,1/1/1974,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7868107,Premier, $ 135.92 ,1/12/2016,8/11/2004,10,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+16711339,Premier, $ 281.41 ,10/3/2014,8/3/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+20977335,Standard, $ 120.96 ,4/23/2015,2/20/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+7152479,Premier, $ 498.43 ,2/9/2013,8/1/1972,15,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+22281458,Premier," $ 1,742.00 ",10/17/2014,5/1/1977,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5260280,Premier, $ 676.42 ,10/19/2010,2/1/1974,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
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+20386024,Standard, $ 469.78 ,8/25/2014,7/14/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19919435,Standard, $ 241.12 ,4/27/2015,11/1/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+13779862,Premier," $ 1,231.44 ",10/8/2013,2/1/1969,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y, ,
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+23281550,Premier, $ 167.22 ,6/2/2015,2/1/1974,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
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+31227854,Standard, $ 349.23 ,10/13/2014,2/1/1976,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25997025,Standard, $ 324.40 ,2/25/2014,9/25/1998,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17269500,Standard, $ 293.07 ,5/31/2015,11/1/1970,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,
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+164694495,Standard," $ 2,369.83 ",5/21/2013,3/1/1970,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4171902,Premier, $ 571.40 ,4/17/2012,7/14/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+33188937,Premier," $ 3,433.95 ",10/10/2012,9/24/1998,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,Y,N,Y,N,N, ,
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+9653570,Premier, $ 59.01 ,7/17/2017,7/6/2001,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+20301833,Standard, $ 120.43 ,12/31/2015,10/1/1988,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,N,1-5,English
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+8466843,Standard, $ 176.40 ,10/3/2013,9/25/1998,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+10344571,Premier," $ 3,043.17 ",11/16/2011,1/1/1996,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33193202,Standard, $ 304.10 ,9/24/2012,7/15/1998,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13255913,Premier, $ 171.45 ,4/8/2015,8/7/1998,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53164463,Premier," $ 1,388.17 ",8/3/2015,12/28/1999,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+57242574,Standard," $ 2,947.75 ",8/12/2013,12/25/1969,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+5772206,Standard, $ 600.80 ,12/18/2011,1/1/1969,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+16825596,Premier, $ 256.86 ,8/29/2013,8/4/1998,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20527632,Premier, $ 285.09 ,2/8/2013,8/6/1998,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27506809,Standard, $ 160.59 ,7/20/2015,1/17/2004,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28191429,Standard," $ 2,569.83 ",12/8/2012,3/1/1974,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+23977903,Premier, $ 684.36 ,10/18/2012,8/8/1998,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N,11-50,English
+167369526,Premier," $ 1,353.00 ",8/31/2015,2/2/2006,1,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,N, ,
+164782256,Standard," $ 2,059.67 ",1/30/2014,2/19/2010,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+20250617,Standard, $ 759.70 ,3/8/2010,5/1/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12835720,Premier, $ 211.03 ,5/1/2016,9/15/1992,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+1341364,Standard, $ 29.41 ,11/15/2017,8/26/2008,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+31724569,Premier," $ 1,444.00 ",6/18/2015,7/8/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26842939,Standard," $ 3,968.33 ",10/19/2009,1/1/1969,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+20208342,Standard," $ 3,250.67 ",5/30/2011,3/1/1974,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+1737696,Standard, $ 721.24 ,12/4/2010,9/28/2017,22,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1037552,Standard, $ 235.49 ,2/6/2012,8/10/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3581326,Standard, $ 288.86 ,1/11/2013,4/3/2015,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2493953,Standard," $ 2,315.73 ",9/15/2014,12/28/2015,10,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+29539953,Premier, $ 355.81 ,9/17/2013,8/10/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19917070,Standard, $ 266.56 ,12/18/2014,4/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27110223,Standard," $ 1,146.67 ",6/27/2015,4/1/1974,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+3385709,Standard, $ 348.96 ,10/22/2013,2/1/1972,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32177107,Standard, $ 389.57 ,5/1/2014,4/1/1965,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30027899,Premier, $ 351.76 ,10/8/2013,9/30/1988,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Hindi
+24980290,Premier, $ 150.87 ,6/12/2015,9/29/1998,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53326211,Premier," $ 2,536.17 ",1/4/2013,12/1/1977,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,Y,N, ,
+12705509,Premier, $ 143.30 ,11/21/2015,6/1/1965,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18591403,Standard, $ 338.00 ,1/21/2015,7/15/1998,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6209511,Premier, $ 303.47 ,4/19/2015,1/1/1974,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21689452,Premier, $ 299.00 ,5/7/2015,1/1/1995,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31088495,Standard, $ 901.55 ,12/4/2010,4/1/1974,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24190571,Standard, $ 478.48 ,4/24/2009,8/10/1998,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12854234,Standard," $ 1,950.33 ",4/29/2014,6/23/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6592457,Standard, $ 253.05 ,9/25/2013,7/15/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14530220,Standard, $ 220.35 ,2/16/2016,4/1/1991,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+13315038,Standard, $ 232.85 ,4/5/2013,4/1/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+53328951,Standard," $ 1,371.17 ",8/17/2015,4/1/1974,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6467253,Standard, $ 259.36 ,1/24/2015,7/15/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19751743,Standard, $ 297.47 ,5/13/2015,9/1/1975,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14218156,Standard, $ 143.71 ,11/18/2015,11/1/1977,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+12979440,Premier," $ 1,788.33 ",9/9/2014,5/9/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12550663,Standard, $ 327.40 ,1/11/2015,5/1/1969,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30246454,Premier, $ 613.70 ,1/31/2012,6/1/1976,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6745148,Premier, $ 186.11 ,1/18/2015,10/1/1977,21,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1986895,Premier, $ 287.86 ,2/1/2014,7/15/1998,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+17219028,Premier, $ 310.10 ,3/23/2015,5/1/1969,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5615264,Standard," $ 1,356.56 ",5/12/2012,11/1/1977,6,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+17014666,Premier, $ 125.79 ,3/25/2016,9/1/1976,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11716702,Standard, $ 566.76 ,8/10/2013,11/1/1977,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+18396681,Standard, $ 110.57 ,7/12/2016,12/23/1992,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+23901567,Standard," $ 2,712.02 ",1/8/2014,7/15/1998,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+20380047,Premier, $ 256.67 ,2/7/2015,5/1/1977,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25011319,Standard, $ 182.30 ,10/12/2015,4/1/1969,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4092478,Standard, $ 296.37 ,5/23/2010,11/16/1983,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4397739,Premier, $ 245.37 ,10/8/2014,11/1/1971,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5222084,Premier," $ 2,388.13 ",1/3/2012,7/15/1998,59,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+16553122,Premier, $ 711.67 ,9/16/2014,2/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+55747021,Standard," $ 2,925.43 ",8/26/2013,5/6/1976,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+32414023,Premier, $ 352.04 ,10/17/2011,5/1/1975,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31125247,Standard, $ 358.36 ,1/27/2013,8/13/2007,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+19512754,Standard," $ 2,617.00 ",10/30/2012,1/5/2007,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3292529,Standard, $ 370.74 ,5/15/2015,5/1/1974,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,Y,N,N,N,Y,Y,Y,11-50,English
+13313791,Standard, $ 436.92 ,4/12/2009,5/1/1974,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14874863,Standard, $ 629.20 ,11/18/2009,6/18/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+19500479,Standard," $ 1,429.07 ",9/10/2014,8/31/2011,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+3852937,Standard, $ (162.67),5/2/2018,9/5/2017,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+30208833,Standard, $ 348.43 ,3/10/2011,4/14/1986,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+57173506,Standard," $ 2,373.50 ",5/18/2013,5/1/1982,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+14598473,Standard, $ 175.81 ,10/9/2013,8/7/2003,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,
+12750366,Premier, $ 104.64 ,10/7/2015,12/25/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+108853713,Premier," $ 2,092.33 ",1/3/2014,12/25/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11837190,Premier," $ 1,361.33 ",11/19/2014,11/1/1965,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+33704261,Standard, $ 327.02 ,10/5/2015,7/1/1969,25,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+21040625,Standard, $ 311.42 ,6/18/2012,6/1/1974,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+13981926,Standard," $ 2,883.00 ",3/26/2012,10/21/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+20350448,Premier," $ 1,121.33 ",3/8/2016,7/16/1998,1,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+16951240,Standard, $ 226.51 ,7/11/2015,12/25/1988,8,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29886810,Standard, $ 783.96 ,4/26/2003,2/1/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14571135,Premier, $ 226.84 ,4/1/2014,12/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7456291,Standard, $ 237.54 ,2/20/2016,9/6/2012,17,TRUE,FALSE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9552276,Standard, $ 392.97 ,12/27/2010,9/1/1978,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54093281,Standard, $ 922.60 ,9/29/2015,1/1/1978,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
+53262515,Premier," $ 3,015.83 ",12/9/2011,7/16/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19845837,Standard, $ 272.67 ,8/23/2015,4/1/1978,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16981297,Standard," $ 1,131.25 ",8/17/2013,7/16/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+31835138,Standard, $ 204.68 ,12/17/2012,3/31/1988,19,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2044882,Premier, $ 126.48 ,3/20/2016,7/16/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+32830778,Standard," $ 3,371.85 ",6/6/2011,6/1/1990,12,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,Y,Y,500+,English
+21808959,Premier, $ 375.36 ,6/9/2013,12/1/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10280032,Premier, $ 371.17 ,7/1/2013,3/11/2003,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16928474,Premier, $ 379.47 ,6/5/2015,8/1/1974,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12451333,Premier, $ 143.27 ,9/7/2014,5/1/1978,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+29954213,Standard, $ 155.14 ,8/28/2015,5/1/1976,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31542993,Premier, $ 130.47 ,1/16/2015,8/1/1969,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28814799,Standard, $ 333.53 ,12/17/2014,11/1/1976,21,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+163760091,Premier," $ 3,160.04 ",2/26/2014,7/1/1974,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+31239125,Standard, $ 376.88 ,6/1/2013,7/28/1986,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7319670,Standard," $ 1,401.44 ",2/25/2012,12/25/1978,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+12410797,Standard, $ 235.89 ,8/18/2014,7/16/1998,4,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+10928414,Standard, $ 580.20 ,3/12/2012,6/1/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8608473,Premier, $ 471.66 ,7/12/2008,7/16/1998,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18091302,Standard, $ 485.09 ,11/25/2011,6/13/1990,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5458069,Standard," $ 1,951.50 ",4/28/2014,7/1/1974,1,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+29886093,Premier, $ 346.10 ,11/28/2011,7/16/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25921637,Standard, $ 215.81 ,6/19/2014,7/16/1998,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14813503,Premier, $ 285.38 ,5/23/2014,7/1/1974,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21449830,Standard, $ 249.62 ,4/26/2013,2/1/1965,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53146106,Premier," $ 1,792.58 ",12/15/2012,6/1/1975,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+53375676,Standard," $ 1,800.33 ",8/30/2014,6/1/1975,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23618135,Standard," $ 1,598.24 ",3/27/2011,3/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+5176847,Standard, $ 560.80 ,9/12/2007,12/1/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+54037414,Premier," $ 2,786.83 ",6/13/2012,6/1/1980,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+3558767,Premier," $ 3,177.83 ",7/29/2011,11/23/2004,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18605547,Standard, $ 143.98 ,11/16/2015,6/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14804067,Standard, $ 637.13 ,2/16/2015,6/1/1995,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+13190636,Premier," $ 2,114.50 ",12/16/2013,6/1/1978,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+4215719,Standard, $ 140.67 ,12/9/2015,3/1/1974,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25713935,Premier, $ 515.40 ,12/2/2012,7/16/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14893221,Premier, $ 192.05 ,1/3/2016,2/28/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16752934,Premier, $ 694.47 ,10/22/2014,1/1/1978,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26564982,Premier, $ 719.64 ,6/29/2012,4/27/1999,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+14364615,Premier, $ 234.17 ,2/7/2014,8/1/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+21560523,Standard, $ 249.07 ,8/17/2014,2/1/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16499507,Standard, $ 97.05 ,10/17/2016,2/1/1977,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,Y,N,N,N,N,N,Y,6-10,English
+15411546,Premier," $ 3,304.34 ",12/13/2013,8/1/1969,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+24485075,Premier, $ 160.72 ,6/12/2016,7/1/1974,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29541047,Standard, $ 152.80 ,9/13/2015,8/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8629209,Standard," $ 2,323.00 ",6/28/2013,6/13/2005,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+23132674,Standard, $ 102.71 ,10/27/2015,4/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3589448,Premier, $ 165.44 ,5/22/2015,4/1/2006,20,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32611858,Standard, $ 221.07 ,6/17/2017,7/1/1974,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+32730808,Standard, $ 208.25 ,11/11/2012,7/1/1974,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26920167,Premier, $ 220.75 ,8/10/2015,1/1/1978,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4489024,Standard, $ 313.16 ,7/21/2012,7/16/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4199227,Standard, $ 380.50 ,3/27/2011,11/20/1986,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3944397,Premier, $ 758.96 ,2/26/2015,12/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+28577170,Standard," $ 1,950.48 ",11/21/2010,5/2/2015,8,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y, ,English
+2731972,Standard, $ 303.40 ,3/12/2010,12/1/1976,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53687454,Standard," $ 3,657.98 ",5/22/2012,9/3/2010,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9778815,Premier, $ 111.96 ,7/2/2016,12/7/2000,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24931709,Premier, $ 169.30 ,5/18/2015,7/16/1998,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9237462,Standard, $ 162.67 ,7/5/2015,7/1/1970,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54075582,Premier," $ 2,006.67 ",3/14/2014,10/1/1969,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+17189594,Standard, $ 88.55 ,3/20/2016,1/1/1977,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20181288,Premier, $ 141.43 ,12/4/2015,5/21/1990,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15305971,Standard, $ 308.19 ,5/19/2014,9/1/1955,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15115164,Premier, $ 232.05 ,6/30/2013,7/10/1990,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2480222,Premier," $ 2,458.08 ",6/17/2014,12/4/1988,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12402298,Standard, $ 387.26 ,6/30/2012,7/1/1978,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33031689,Premier, $ 416.24 ,3/19/2014,8/1/1978,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+13509447,Standard," $ 1,968.40 ",3/7/2013,1/1/1978,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+53905128,Premier," $ 1,180.83 ",1/19/2016,12/25/1978,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+15469336,Standard, $ 797.63 ,7/10/2007,8/4/2009,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+10509937,Standard, $ 126.80 ,2/22/2015,9/1/1969,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25298585,Standard, $ 286.80 ,6/26/2015,9/9/2015,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3419964,Standard, $ 254.19 ,7/17/2014,7/1/1955,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26692629,Premier, $ 158.00 ,3/21/2016,9/1/1979,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+53144987,Premier," $ 1,889.68 ",12/25/2015,8/1/1974,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+1862567,Premier, $ 377.84 ,5/24/2012,8/1/1969,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+26698359,Premier, $ 268.10 ,2/14/2015,1/1/1977,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+1151456,Standard, $ 146.57 ,10/28/2015,8/1/1974,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13211292,Standard, $ 162.67 ,7/5/2015,12/1/1977,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+33842925,Premier, $ 390.88 ,3/22/2013,9/21/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+27188337,Standard, $ 200.69 ,10/5/2014,2/1/1959,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+21098046,Premier, $ 961.65 ,7/21/2014,7/1/1975,13,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+15335466,Standard," $ 1,015.35 ",6/13/2015,11/17/1983,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+21815778,Standard," $ 3,637.20 ",11/26/2011,1/1/1978,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+14709817,Standard," $ 4,236.00 ",3/14/2009,11/1/1976,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+27515075,Premier," $ 2,101.83 ",12/26/2013,1/9/1992,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+31371357,Standard, $ 93.76 ,1/27/2016,8/1/1969,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27065410,Standard, $ 607.13 ,11/22/2011,12/25/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4695026,Premier, $ 170.97 ,5/6/2015,9/1/1969,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+30296238,Standard, $ 782.08 ,1/5/2017,7/17/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53179841,Standard," $ 1,807.50 ",8/24/2014,10/1/1976,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,N, ,
+16176244,Standard, $ 201.54 ,9/29/2014,8/1/1946,15,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26347077,Premier, $ 156.50 ,2/21/2016,10/1/1976,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25724481,Standard, $ 133.56 ,1/29/2016,5/1/1969,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+6145374,Premier, $ 284.99 ,9/17/2010,10/1/1981,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+30323470,Premier, $ 333.03 ,3/1/2012,9/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25435313,Standard, $ 112.42 ,1/27/2016,8/17/1998,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+53320322,Standard, $ 943.83 ,9/4/2015,4/10/2010,6,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+5914853,Standard, $ 555.10 ,6/22/2012,9/1/1974,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15977289,Standard, $ 581.47 ,5/15/2016,8/1/1973,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y, ,English
+31629129,Standard, $ 499.33 ,11/25/2015,7/17/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+28103748,Premier, $ 180.32 ,2/28/2015,6/1/2001,24,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+7307204,Standard, $ 164.72 ,5/22/2016,6/19/1986,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14281418,Premier, $ 197.53 ,9/20/2015,12/1/1976,11,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21289698,Premier, $ 320.40 ,2/8/2015,4/1/1974,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,Y,N,Y,Y,Y,51-100,English
+6580014,Standard, $ 148.09 ,7/19/2014,10/1/1974,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53586727,Standard, $ 852.17 ,10/15/2016,12/1/1976,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+6410433,Premier, $ 579.97 ,7/28/2010,12/1/1969,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5541865,Premier, $ 238.80 ,5/9/2015,1/2/2015,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1514920,Premier, $ 273.58 ,3/22/2013,11/2/2009,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+31140364,Premier, $ 431.50 ,3/26/2010,2/1/1977,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10967509,Standard, $ 355.87 ,9/19/2011,8/1/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9258115,Premier," $ 1,597.87 ",4/20/2012,12/16/2010,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+9388129,Standard, $ 246.50 ,12/24/2014,5/26/2007,24,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+20420386,Standard, $ 200.86 ,10/4/2014,7/17/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30214676,Premier, $ 174.38 ,4/12/2015,10/1/1974,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+29889833,Premier, $ 131.14 ,11/15/2015,7/1/1986,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,Y,N,Y,1-5,English
+25406998,Premier, $ 240.83 ,9/2/2015,5/1/1973,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14133185,Standard, $ 218.93 ,8/19/2015,4/1/1966,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53669140,Standard," $ 2,412.83 ",4/15/2013,4/1/1973,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20746677,Premier, $ 448.07 ,9/4/2013,4/1/1966,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+4120585,Standard, $ 405.81 ,1/4/2013,9/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+17757515,Standard, $ 282.25 ,2/28/2013,1/30/1978,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+13386904,Premier," $ 1,382.27 ",10/28/2014,1/10/1997,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+31550069,Premier, $ 555.57 ,11/30/2010,1/1/1978,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+34137806,Standard, $ 496.29 ,9/29/2011,10/1/1974,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7981063,Premier, $ 578.77 ,3/17/2012,7/20/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+26437477,Standard, $ 271.45 ,6/9/2014,7/1/1975,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+19921755,Premier," $ 1,117.33 ",9/8/2013,9/1/1975,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+21650026,Standard, $ 213.89 ,7/3/2014,2/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7704131,Standard," $ 1,214.53 ",4/18/2015,5/1/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+17785983,Standard, $ 67.60 ,12/29/2015,8/1/1982,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27533192,Standard, $ 222.50 ,5/2/2014,1/1/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22852144,Premier, $ 139.80 ,10/12/2014,7/1/1966,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+11042072,Premier," $ 1,256.33 ",11/19/2015,7/17/1998,2,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+4322418,Premier, $ 646.37 ,8/22/2009,11/1/1975,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+14833752,Standard, $ 138.10 ,12/28/2015,10/1/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1527737,Standard," $ 1,099.40 ",7/14/2012,10/2/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15217003,Premier," $ 1,261.75 ",8/28/2014,8/1/1975,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+1855575,Standard, $ 301.95 ,2/21/2014,12/4/1985,19,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31495391,Premier, $ 265.50 ,5/29/2016,7/16/1998,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15184443,Standard, $ 334.03 ,1/7/2014,2/1/1978,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+25022351,Premier, $ 530.80 ,9/22/2015,9/21/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29524109,Standard, $ 139.50 ,9/10/2015,9/1/1975,25,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24131783,Premier, $ 290.92 ,7/25/2015,9/1/1975,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33845647,Standard, $ 384.33 ,5/23/2014,12/1/1966,30,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+53246193,Standard," $ 2,158.50 ",11/10/2013,11/1/1974,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12511183,Standard, $ 696.60 ,11/21/2010,3/5/2008,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31460828,Premier, $ 885.03 ,11/12/2015,1/6/1987,6,FALSE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
+4239968,Premier," $ 1,805.92 ",8/2/2015,9/16/2014,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15995096,Premier, $ 482.60 ,12/29/2015,12/1/1978,21,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+12059550,Standard, $ 258.72 ,8/15/2013,10/1/1975,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31585041,Standard, $ 143.54 ,11/19/2015,6/1/1973,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+26840389,Standard, $ 468.53 ,6/12/2013,1/1/1978,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5675534,Standard, $ 304.63 ,4/14/2015,5/1/1973,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26713122,Premier, $ 512.34 ,6/10/2008,2/1/1978,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+4424614,Standard, $ 125.37 ,3/9/2015,8/1/1966,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15543108,Premier, $ 663.97 ,4/4/2011,1/16/2008,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+31399752,Standard, $ 225.12 ,5/22/2012,6/1/1973,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26319423,Standard, $ 796.32 ,1/28/2003,3/14/2015,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14274586,Standard, $ 453.25 ,5/6/2012,1/1/1977,20,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16421359,Standard, $ 292.10 ,12/19/2012,6/17/2014,11,FALSE,FALSE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+3621906,Standard, $ 193.01 ,3/11/2014,6/1/1973,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+22053808,Standard, $ 558.36 ,4/10/2010,8/4/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19913606,Premier, $ 311.68 ,5/1/2014,8/11/2005,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+1686692,Standard, $ 150.78 ,4/13/2016,12/6/2002,11,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+1517566,Premier, $ 311.65 ,5/1/2014,12/1/1975,23,FALSE,TRUE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8294476,Premier, $ 387.23 ,5/12/2015,12/1/1966,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5492863,Premier," $ 1,935.60 ",1/30/2015,8/1/1966,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+33207900,Premier, $ 284.42 ,2/12/2013,7/1/1970,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+3464547,Standard, $ 124.69 ,3/16/2015,7/1/2004,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+17539017,Premier," $ 2,323.50 ",6/28/2013,1/22/1997,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+8305432,Premier," $ 1,315.17 ",6/6/2016,10/3/1983,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+21128558,Standard, $ 434.80 ,4/5/2016,4/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11325002,Premier, $ 175.92 ,11/27/2014,12/1/1975,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+108890103,Premier," $ 1,737.50 ",10/20/2014,10/4/2016,2,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+26288963,Premier," $ 1,182.87 ",6/9/2005,12/25/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5622830,Standard, $ 300.78 ,10/18/2012,11/1/1975,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+57108563,Premier," $ 2,098.00 ",12/29/2013,2/25/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+7499336,Standard, $ 160.88 ,3/10/2014,1/18/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13992860,Standard, $ 152.57 ,9/15/2015,6/1/1973,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14707310,Standard, $ 247.73 ,5/11/2013,10/1/1975,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4629100,Standard, $ 87.97 ,3/26/2016,4/1/1979,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+20792955,Standard, $ 122.44 ,4/8/2015,10/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8475780,Standard, $ 253.41 ,8/6/2011,10/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,Y,Y,1-5,English
+18837018,Premier, $ 243.76 ,11/13/2011,12/1/1986,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+11610398,Premier, $ 233.73 ,12/21/2015,10/1/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+4250727,Standard, $ 406.87 ,2/19/2014,12/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17145146,Standard, $ 27.43 ,2/28/2018,10/1/1976,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6494528,Standard, $ 93.63 ,1/28/2016,4/1/1979,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53505186,Standard," $ 1,825.13 ",11/7/2012,9/1/1956,9,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+14759571,Standard, $ 306.50 ,4/6/2015,1/1/1978,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+17742167,Premier, $ 187.70 ,1/6/2015,3/1/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+11511570,Standard, $ 258.29 ,1/29/2015,7/17/1998,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+6162528,Standard, $ 254.61 ,2/17/2015,12/25/1976,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13119106,Standard, $ 204.53 ,12/19/2012,1/1/1978,26,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17919104,Standard, $ 202.93 ,9/19/2014,12/25/1979,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2433277,Premier, $ 235.47 ,5/26/2015,1/1/1978,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14528408,Standard, $ 319.28 ,10/1/2009,5/1/1982,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31989655,Standard, $ 211.47 ,9/26/2015,2/1/1975,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18665682,Premier, $ 182.72 ,2/11/2015,5/2/2007,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,German
+5699046,Standard, $ 403.53 ,3/5/2014,10/1/1976,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18551040,Premier," $ 1,832.17 ",8/4/2014,1/1/1978,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+9025492,Premier, $ 212.15 ,7/15/2014,12/1/1978,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24134394,Premier," $ 2,052.40 ",11/12/2014,2/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+27103033,Premier," $ 1,815.00 ",8/18/2014,11/1/1966,1,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+14154802,Standard, $ 143.09 ,11/22/2015,10/1/1957,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22482822,Standard, $ 204.23 ,5/29/2016,12/25/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25693766,Premier, $ 641.72 ,12/7/2012,2/1/1977,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+13126963,Premier, $ 581.85 ,6/4/2012,7/1/1966,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+32223084,Standard," $ 4,358.85 ",11/13/2010,11/1/1975,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,500+,Hebrew
+13630322,Premier, $ 332.11 ,3/7/2012,1/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28966155,Premier," $ 2,849.67 ",4/23/2012,5/26/2004,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+13865460,Standard, $ 204.53 ,9/8/2014,3/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1764147,Premier, $ 189.49 ,5/22/2013,2/1/1991,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+23122888,Premier, $ 258.51 ,8/17/2013,11/1/1975,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14159206,Standard, $ 172.88 ,4/23/2015,3/1/1977,14,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2951145,Premier, $ 117.18 ,10/27/2016,12/1/1976,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3925274,Standard, $ 244.11 ,4/12/2015,1/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3886371,Standard, $ 879.76 ,8/27/2011,12/25/1956,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+3729319,Premier, $ 386.49 ,11/13/2007,4/1/1982,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+19010320,Premier," $ 1,326.17 ",9/22/2015,3/1/1994,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+6294371,Standard, $ 335.73 ,12/8/2014,3/13/2009,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+33894563,Standard, $ 303.00 ,4/21/2015,1/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26913839,Premier, $ 402.36 ,1/31/2015,2/1/1975,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,Y,11-50,English
+29154010,Standard, $ 507.23 ,8/2/2009,2/1/1978,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+18069362,Standard, $ 685.58 ,3/31/2005,2/1/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22143340,Standard, $ 277.85 ,4/1/2014,4/28/2006,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+17577455,Standard, $ 154.54 ,5/14/2015,7/17/1998,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53179056,Standard," $ 2,028.67 ",2/24/2014,11/1/1975,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+15736008,Standard, $ 494.80 ,10/7/2011,1/1/1979,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6987147,Premier, $ 140.88 ,3/2/2016,1/1/1976,24,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+31295374,Standard, $ 219.22 ,12/1/2014,12/1/1978,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,N,1-5,English
+1499750,Standard, $ 339.73 ,12/8/2013,2/4/1993,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53266414,Standard," $ 1,202.67 ",1/2/2016,11/27/1991,4,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+22322016,Premier," $ 2,205.76 ",7/19/2013,2/1/1985,34,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y, ,
+16399173,Premier, $ 135.01 ,11/30/2014,6/1/1973,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24495587,Standard, $ 325.94 ,4/21/2012,6/1/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32551678,Premier, $ 298.60 ,11/29/2015,1/1/1977,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+29939388,Standard, $ 91.21 ,2/22/2016,1/6/2015,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6558051,Standard, $ 135.03 ,1/19/2016,2/1/1975,24,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31650033,Standard, $ 282.59 ,9/27/2014,9/25/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26587208,Standard, $ 346.99 ,1/9/2013,1/1/1977,26,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+1849749,Standard, $ 477.87 ,1/1/2012,9/24/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30689791,Standard, $ 791.47 ,2/29/2016,12/25/1982,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+31105715,Standard, $ 224.96 ,7/19/2015,2/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2372330,Standard, $ 503.77 ,10/24/2008,12/1/1974,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30771003,Standard, $ 390.93 ,4/26/2014,2/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28501436,Standard, $ 222.03 ,6/23/2012,11/15/2004,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22555533,Standard, $ 240.88 ,12/12/2011,9/30/1975,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10018865,Premier," $ 1,575.80 ",11/12/2009,3/1/1975,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+53265423,Premier," $ 3,414.32 ",10/16/2013,1/30/2001,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,N, ,
+25524309,Standard, $ 805.28 ,6/23/2015,12/11/2017,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+14753933,Standard, $ 131.40 ,3/23/2017,2/1/1978,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+20175362,Standard, $ 425.24 ,5/8/2013,1/1/1977,22,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+11080126,Standard, $ 153.83 ,9/6/2015,1/1/1967,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32342145,Standard, $ 961.87 ,12/1/2007,12/25/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9131519,Premier, $ 181.49 ,2/20/2015,2/1/1977,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6840363,Premier, $ 282.20 ,7/15/2015,1/1/1979,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1480656,Premier, $ 277.06 ,7/8/2014,2/1/1976,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+10881994,Premier, $ 356.73 ,11/12/2012,3/1/1978,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,Y,N,N,N,Y,6-10,English
+4582485,Standard, $ 338.51 ,12/15/2013,2/28/2002,11,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28315111,Premier, $ 125.61 ,3/7/2015,4/1/1976,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12369193,Standard," $ 1,045.11 ",3/11/2014,12/25/1977,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27782909,Standard, $ 103.96 ,10/14/2015,1/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+1431172,Premier," $ 1,157.60 ",6/15/2015,7/1/1977,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+1421471,Standard, $ 247.13 ,12/5/2015,2/1/1977,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,Spanish
+17376771,Premier, $ (0.27),9/11/2018,12/2/1992,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,11-50,English
+31124837,Standard, $ 311.87 ,3/15/2015,2/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,Greek
+10133598,Standard," $ 1,328.67 ",9/20/2015,3/1/1978,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14793676,Premier, $ 329.79 ,1/28/2014,6/1/1973,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15048568,Premier, $ 249.88 ,9/11/2011,2/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,
+8279000,Standard, $ 468.33 ,6/13/2013,7/29/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10793339,Premier, $ 189.90 ,11/1/2015,3/1/1977,27,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23289304,Premier, $ 136.51 ,1/8/2016,12/15/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27076693,Standard, $ 318.61 ,3/27/2014,12/25/1979,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23963690,Premier, $ 362.72 ,6/18/2014,3/1/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
+24779834,Premier, $ 102.41 ,10/30/2015,3/1/1977,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+29526981,Standard, $ 139.55 ,10/15/2014,6/1/1976,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3360693,Standard," $ 2,433.67 ",3/29/2013,2/1/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+14711148,Standard, $ 220.33 ,7/10/2012,3/1/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+6640103,Standard, $ 351.66 ,10/19/2011,3/1/1978,12,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18998385,Standard, $ 363.28 ,8/10/2013,1/1/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8924358,Premier, $ 146.04 ,8/9/2014,1/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
+31501084,Standard," $ 2,565.77 ",4/10/2014,4/1/1977,1,TRUE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+31394144,Standard, $ 261.44 ,1/13/2015,2/1/1979,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+16454324,Premier, $ 157.47 ,8/11/2015,3/1/1978,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+34407888,Premier, $ 148.93 ,7/11/2014,3/1/1976,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11353821,Standard, $ 467.20 ,6/17/2013,2/1/1979,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+2181961,Standard," $ 1,805.50 ",8/26/2014,4/1/1978,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18506786,Standard, $ 214.48 ,9/11/2015,4/1/1978,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22682839,Standard, $ 243.19 ,6/15/2013,2/1/1979,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+109070871,Premier," $ 1,978.50 ",4/6/2014,2/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13548098,Premier," $ 1,300.00 ",10/14/2015,5/1/1976,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+4016437,Standard," $ 2,863.17 ",4/12/2012,12/25/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21833209,Standard, $ 332.05 ,4/9/2013,7/1/1973,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+29154472,Standard, $ 289.92 ,4/13/2013,2/1/1979,59,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,1-5,
+18398583,Standard, $ 559.40 ,7/25/2015,5/1/1978,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+18495323,Standard, $ 385.28 ,3/14/2014,1/1/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+9002777,Premier, $ 311.81 ,4/30/2014,5/1/1970,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+24177895,Premier, $ 414.98 ,6/8/2012,3/1/1977,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+18309809,Premier," $ 2,445.47 ",11/5/2011,7/1/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+11149460,Standard, $ 370.49 ,11/8/2013,1/1/1975,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,6-10,
+11453077,Standard, $ 355.56 ,9/24/2008,2/4/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26490397,Standard, $ 251.09 ,10/9/2013,4/1/1975,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25830082,Standard, $ 175.98 ,11/18/2015,5/2/2013,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30357570,Premier, $ 273.89 ,7/26/2014,4/1/1977,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22507717,Standard, $ 218.08 ,8/23/2015,12/3/1987,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22853695,Standard, $ 114.45 ,6/29/2015,9/1/1977,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24974115,Standard, $ 208.55 ,6/5/2015,3/1/1970,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+6189159,Standard, $ 315.73 ,2/28/2015,4/1/1976,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16538876,Standard, $ 905.01 ,7/27/2010,3/1/1979,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+16248396,Standard, $ 443.76 ,6/24/2012,6/1/1976,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22606058,Standard, $ 282.77 ,7/13/2015,1/1/1993,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+20518511,Premier, $ 303.73 ,4/18/2015,4/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+7574843,Standard," $ 3,834.00 ",2/6/2010,6/1/1976,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+11048662,Standard, $ 393.43 ,11/15/2015,2/1/1976,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+2139893,Standard, $ 337.47 ,12/20/2013,6/15/2005,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11727686,Premier, $ 137.24 ,1/3/2016,4/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19326525,Standard, $ 271.39 ,5/17/2013,7/1/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7882152,Premier, $ 220.61 ,5/16/2014,3/1/1979,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+10068477,Premier, $ 182.04 ,8/6/2013,4/1/1977,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19136353,Standard, $ 283.18 ,2/21/2013,2/1/1979,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24720706,Standard, $ 215.28 ,6/23/2014,3/1/1979,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53381284,Standard," $ 7,228.00 ",3/11/2005,4/1/1976,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+16954347,Premier, $ 199.24 ,10/16/2014,3/1/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+166119146,Premier," $ 1,547.00 ",3/26/2015,12/11/1998,5,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+157379454,Premier," $ 1,864.85 ",6/26/2015,7/1/1977,8,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,Y,N,N,N,N,N,N,Y,N, ,
+29148056,Standard, $ 397.81 ,3/12/2012,4/1/1974,20,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+23334733,Standard, $ 154.08 ,5/19/2014,4/1/1979,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+55022217,Premier," $ 2,605.33 ",11/9/2012,9/10/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+9627768,Standard, $ 283.33 ,2/20/2013,11/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12500401,Standard, $ 577.54 ,7/8/2013,4/1/1978,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+25100351,Standard, $ 344.86 ,5/12/2014,6/1/1977,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+5941396,Standard, $ 124.53 ,4/3/2016,11/20/2008,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29523566,Standard, $ 59.67 ,1/10/2017,3/1/1977,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6722409,Standard, $ 378.87 ,6/14/2014,4/1/1980,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33523200,Premier, $ 181.54 ,2/20/2015,5/1/1977,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24882846,Standard, $ 161.56 ,7/13/2015,3/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15586908,Premier," $ 1,465.67 ",5/31/2015,4/1/1976,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+21645539,Premier, $ 340.02 ,1/11/2012,12/1/1972,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12563631,Standard, $ 239.37 ,1/1/2014,6/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5166989,Premier, $ 495.56 ,1/25/2014,5/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+8464262,Premier, $ 537.45 ,2/26/2008,7/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27493907,Premier, $ 457.27 ,2/19/2016,7/21/1986,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+53286839,Standard," $ 1,320.50 ",9/27/2015,4/1/1977,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25176553,Standard, $ 188.77 ,1/20/2016,8/1/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30817154,Standard, $ 345.81 ,1/2/2009,7/31/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+1428542,Standard, $ 232.02 ,2/23/2014,12/1/1978,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14314114,Standard, $ 379.15 ,8/12/2014,5/15/2014,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+54107408,Standard," $ 2,671.17 ",9/16/2012,10/1/1979,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+53435816,Standard," $ 1,489.00 ",5/12/2015,7/1/1977,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27045234,Standard, $ 202.40 ,9/23/2014,4/1/1978,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+41848219,Premier," $ 4,517.67 ",7/27/2008,2/1/1976,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19785128,Standard, $ 187.33 ,1/9/2015,11/16/1984,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+13087855,Standard, $ 97.23 ,5/3/2017,9/16/2013,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53176666,Standard," $ 1,282.33 ",10/28/2015,6/1/1977,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13137174,Premier, $ 256.15 ,9/3/2013,7/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20525071,Standard, $ 530.93 ,4/5/2011,8/1/1973,28,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22339238,Standard, $ 114.01 ,7/3/2015,8/1/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5837472,Premier, $ 176.82 ,11/20/2014,10/23/1999,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+20512764,Standard, $ 158.10 ,8/7/2015,3/1/1979,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22482719,Premier, $ 264.82 ,11/5/2015,5/1/1977,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25342709,Standard, $ 498.81 ,5/25/2014,4/1/1980,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Portuguese
+31436351,Premier, $ 181.19 ,8/15/2013,9/1/1974,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18555087,Standard, $ 252.93 ,8/25/2014,6/7/2004,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+1222482,Premier, $ 639.08 ,6/18/2008,12/25/1979,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+25474683,Premier, $ 152.77 ,7/22/2016,5/1/1978,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+20962636,Standard, $ 88.91 ,3/16/2016,1/19/2010,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5818466,Standard, $ 980.58 ,7/23/2015,6/1/1978,5,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+54063354,Standard," $ 2,234.80 ",7/10/2014,7/1/1977,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+27143025,Standard, $ 327.47 ,2/9/2014,8/1/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5152755,Standard, $ 181.96 ,8/7/2013,8/1/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+7855466,Premier, $ 219.68 ,7/17/2012,1/1/1978,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20008876,Standard," $ 1,881.83 ",6/24/2014,5/1/1985,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+20551436,Standard, $ 449.31 ,5/27/2012,2/1/1975,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30102686,Premier, $ 167.96 ,5/28/2015,8/1/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5620763,Standard, $ 284.50 ,3/26/2014,1/1/1979,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+11185109,Standard, $ 289.50 ,6/16/2012,2/1/1979,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26341605,Premier, $ 415.72 ,3/21/2014,2/1/1975,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30152176,Premier, $ 584.99 ,7/2/2010,6/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53757124,Standard," $ 1,258.00 ",11/17/2015,5/1/1977,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2883160,Standard," $ 1,519.53 ",2/23/2012,5/7/2012,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6064355,Standard," $ 1,239.17 ",12/3/2015,6/1/1978,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+1076357,Standard, $ 224.68 ,5/26/2012,5/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15079490,Standard, $ 271.60 ,5/15/2013,2/1/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7644808,Standard, $ 243.31 ,4/16/2015,5/1/1978,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13878578,Standard, $ 838.27 ,5/7/2016,6/1/1976,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+12836958,Standard, $ 210.56 ,10/18/2012,6/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53241014,Standard," $ 2,688.17 ",9/2/2012,12/17/1986,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+18288060,Premier, $ 486.43 ,11/19/2011,7/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+31172707,Premier, $ 123.22 ,4/12/2016,6/21/1984,18,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+12193784,Standard, $ 124.34 ,4/4/2016,3/19/1985,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9579169,Standard, $ 178.95 ,9/7/2013,5/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20320269,Standard, $ 87.29 ,4/2/2016,4/1/1973,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17798191,Premier, $ 252.48 ,9/26/2014,3/27/2014,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+17192784,Standard, $ 235.20 ,5/28/2015,4/1/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+53277000,Standard," $ 1,445.00 ",6/17/2015,1/1/1979,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+4582257,Premier, $ 243.57 ,4/15/2015,3/1/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+33161666,Standard, $ 220.91 ,8/9/2015,7/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,Spanish
+16266532,Standard, $ 407.63 ,12/26/2012,5/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8040529,Standard, $ 485.84 ,11/22/2011,2/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32810408,Standard, $ 460.19 ,4/1/2012,5/1/1978,14,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30285079,Standard, $ 207.66 ,8/16/2014,5/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15225637,Premier, $ 329.93 ,12/31/2014,1/12/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9709496,Premier, $ 746.63 ,4/30/2010,2/1/1978,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8662731,Premier, $ 327.52 ,4/9/2012,1/1/1975,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3058589,Standard, $ 506.53 ,1/7/2013,2/11/2015,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+6579756,Standard, $ 396.59 ,9/17/2012,3/1/1975,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10479591,Standard, $ 173.79 ,4/6/2016,7/1/1977,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18710382,Standard, $ 391.87 ,4/22/2014,7/1/1977,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+53869628,Standard," $ 2,697.07 ",1/17/2014,8/8/1988,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+20805444,Premier, $ 346.08 ,12/20/2014,8/1/1973,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+3767169,Premier, $ 528.13 ,10/11/2012,8/1/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,Italian
+29027950,Premier, $ 148.10 ,10/17/2015,7/1/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21769584,Standard, $ 390.24 ,3/25/2013,8/2/1990,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4438609,Premier," $ 2,026.53 ",1/7/2013,8/1/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+2771198,Premier, $ 284.48 ,2/12/2013,7/1/1977,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14893845,Standard, $ 124.67 ,4/2/2016,8/1/1973,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+7721823,Standard," $ 1,404.93 ",10/5/2014,10/9/2015,28,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+57273536,Premier," $ 5,722.17 ",10/30/2008,7/11/1984,5,FALSE,TRUE,FALSE,AUTO RENEW,BILLING,TRUE,Y,N,N,N,N,N,N,Y,N, ,
+25133327,Standard, $ 595.63 ,1/8/2012,9/1/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+12425776,Standard, $ 340.05 ,12/7/2013,8/22/2005,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+54095470,Standard," $ 1,769.95 ",8/24/2015,5/8/1997,3,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+23110755,Standard, $ 287.20 ,8/25/2010,9/1/1973,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10493078,Standard, $ 308.15 ,8/26/2012,9/1/1977,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2003000,Standard, $ 770.07 ,5/20/2014,1/10/2006,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+14917262,Standard, $ 327.81 ,2/8/2014,7/1/1978,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2760454,Premier, $ 125.02 ,10/12/2015,5/1/1975,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+22097826,Premier, $ 118.51 ,5/18/2015,8/1/1975,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3306554,Premier, $ 83.57 ,5/9/2015,7/1/1977,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18546655,Premier, $ 132.10 ,2/9/2016,6/1/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22828611,Premier, $ 139.44 ,6/19/2016,5/1/1975,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16702766,Standard, $ 219.62 ,5/23/2014,9/1/1973,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19589520,Standard, $ 132.29 ,12/28/2014,3/10/1994,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11554192,Premier," $ 2,074.00 ",1/18/2014,12/22/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25772009,Standard, $ 205.81 ,8/30/2014,9/1/1971,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1729045,Premier, $ 189.07 ,1/19/2016,9/1/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+31476798,Standard, $ 437.89 ,2/9/2010,9/1/1977,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27047040,Premier, $ 503.36 ,8/24/2011,8/4/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+19319037,Standard, $ 745.80 ,7/8/2014,2/27/2009,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+53366697,Standard," $ 1,023.63 ",6/3/2015,4/2/2001,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+17008041,Standard, $ 482.63 ,6/30/2013,8/26/2003,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19043979,Standard, $ 168.65 ,2/26/2016,7/20/1998,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21280768,Premier, $ 319.17 ,3/24/2014,6/1/1976,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18108471,Standard, $ 280.32 ,10/9/2014,6/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8003944,Standard, $ 488.19 ,11/10/2011,7/1/1975,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14095010,Premier, $ 196.67 ,3/9/2013,8/1/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+12511157,Premier," $ 2,964.83 ",1/19/2012,9/1/1976,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22569878,Standard, $ 968.80 ,4/8/2013,4/1/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+10639418,Standard, $ 823.67 ,1/30/2014,6/1/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,101-500,
+27477571,Standard, $ 154.51 ,3/4/2016,3/1/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+13863941,Standard, $ 113.70 ,6/20/2016,3/1/1992,23,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30801261,Premier, $ 572.47 ,4/12/2012,10/1/1973,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18360427,Standard, $ 429.02 ,3/23/2012,4/1/1975,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32892227,Premier, $ 98.89 ,12/5/2015,2/1/1977,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53269008,Standard," $ 1,653.83 ",12/28/2014,7/26/1989,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+3909561,Standard, $ 243.43 ,7/8/2015,4/1/1976,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,6-10,English
+33831885,Premier, $ 143.20 ,11/21/2015,10/1/1973,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2898852,Premier, $ 172.18 ,10/21/2011,10/31/1988,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+10921846,Standard, $ 213.07 ,7/9/2014,7/1/1976,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20304393,Premier, $ 131.14 ,2/16/2016,7/19/2010,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+7000743,Premier," $ 1,793.33 ",9/5/2014,4/1/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20638365,Premier," $ 2,435.00 ",3/28/2013,8/1/1977,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7373689,Standard, $ 160.82 ,7/18/2015,8/1/1978,12,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+32530531,Standard, $ 473.13 ,5/24/2013,6/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26504203,Standard, $ 122.35 ,4/9/2015,9/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28826006,Premier, $ 208.40 ,8/11/2014,4/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10125584,Standard, $ 179.56 ,3/6/2015,1/1/1974,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8766957,Premier, $ 169.61 ,12/11/2013,8/1/1977,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23613387,Standard, $ 322.28 ,9/9/2015,12/1/1973,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+29243039,Standard, $ 288.43 ,3/18/2016,2/1/1978,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+23308232,Standard, $ 518.77 ,11/18/2012,12/1/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+21712932,Standard, $ 327.12 ,5/29/2015,7/31/1986,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,6-10,
+22599101,Standard, $ 400.75 ,1/30/2013,1/23/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+1740083,Premier, $ 288.57 ,8/11/2010,6/1/1970,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3247059,Premier," $ 1,010.67 ",6/7/2016,3/27/1991,1,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3671243,Premier," $ 1,907.50 ",8/3/2012,11/20/2008,10,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+22176825,Standard, $ 212.40 ,9/29/2012,4/1/1976,21,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28142963,Premier, $ 225.71 ,1/4/2015,7/1/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,
+53383242,Premier," $ 1,480.83 ",5/19/2015,2/1/1978,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+164784391,Standard," $ 2,967.25 ",7/31/2013,6/1/1976,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26469146,Premier, $ 290.93 ,12/28/2012,5/1/1969,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1375488,Standard, $ 155.92 ,4/30/2014,12/25/1987,10,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19083858,Standard, $ 322.04 ,4/2/2012,3/1/1978,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19014968,Standard, $ 318.32 ,10/11/2009,12/25/1974,19,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+25274978,Standard, $ 101.67 ,11/7/2015,5/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+23639365,Standard, $ 144.15 ,11/14/2015,8/30/2015,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26950457,Premier, $ 101.32 ,11/10/2015,4/1/1975,14,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+52919678,Premier," $ 2,050.33 ",2/6/2014,8/1/1977,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+30437666,Standard, $ 275.29 ,4/16/2014,5/31/1995,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1394411,Standard, $ 179.26 ,3/8/2015,12/1/1973,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12908780,Premier," $ 2,796.17 ",6/5/2012,11/13/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12463239,Standard, $ 108.84 ,8/25/2015,3/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+21099072,Standard, $ 119.16 ,5/12/2015,9/1/1976,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15505708,Premier, $ 298.96 ,7/5/2014,7/1/1976,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9363053,Premier, $ 277.40 ,2/9/2016,7/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+23397294,Premier, $ 321.83 ,2/3/2015,7/1/1978,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18545667,Standard," $ 1,535.17 ",4/4/2015,4/1/1967,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+15034829,Standard, $ 155.42 ,8/3/2015,7/1/1976,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+28595978,Standard," $ 1,149.41 ",4/23/2006,7/1/1976,18,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+20177820,Standard, $ 226.19 ,4/6/2014,9/1/1977,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12716420,Premier," $ 1,257.00 ",11/18/2015,10/10/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+33343108,Standard," $ 1,631.83 ",1/15/2015,8/1/1977,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+3931200,Standard," $ 1,720.67 ",12/25/2010,9/1/1976,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+31737181,Standard, $ 217.12 ,6/10/2014,2/1/1978,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16501137,Premier, $ 147.01 ,6/24/2016,8/23/2002,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9338337,Premier, $ 245.52 ,11/18/2013,8/1/1976,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+48231716,Standard," $ 5,296.00 ",10/28/2006,8/1/1978,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+34087336,Standard," $ 2,039.17 ",7/21/2009,7/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+7159964,Standard, $ 984.87 ,3/6/2013,1/20/2015,26,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+31131024,Standard, $ 286.89 ,7/18/2013,6/4/2012,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+24882227,Premier," $ 1,447.67 ",6/15/2015,10/1/1976,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+1695494,Standard, $ 404.47 ,3/1/2014,6/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26229637,Standard, $ 190.16 ,1/13/2016,9/1/1977,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19655102,Standard," $ 1,677.83 ",12/8/2014,10/1/1976,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25457667,Standard, $ 223.40 ,3/12/2016,11/1/1976,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+26832542,Standard, $ 225.14 ,3/11/2014,11/1/1976,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24627449,Standard, $ 346.87 ,10/23/2014,11/1/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25785024,Premier, $ 608.77 ,3/2/2010,8/1/1976,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16536812,Standard, $ 31.48 ,10/25/2017,12/1/1973,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27530837,Premier, $ 275.79 ,4/15/2013,11/16/2013,28,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+29631089,Premier, $ 862.67 ,11/11/2013,9/1/1977,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+2954897,Premier, $ 193.27 ,10/13/2015,5/1/1979,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53198949,Standard," $ 1,406.83 ",7/18/2015,5/1/1980,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21958103,Standard, $ 122.40 ,4/18/2016,8/1/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15577173,Premier," $ 1,443.87 ",8/26/2014,11/13/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+29743458,Premier," $ 1,299.33 ",1/21/2015,7/1/1978,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+8313916,Standard, $ 235.07 ,5/28/2015,5/1/1977,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29178978,Premier, $ 304.95 ,9/18/2012,5/21/1986,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5818010,Standard, $ 403.74 ,12/25/2013,4/1/1976,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,Y,N,Y,N,Y,11-50,English
+11582633,Standard, $ 230.05 ,2/2/2015,6/1/1978,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+14560994,Standard, $ 361.18 ,2/26/2014,7/1/1977,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+17118760,Standard, $ 315.49 ,7/5/2012,8/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+54154341,Standard, $ 398.00 ,10/22/2017,5/1/1975,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+23536453,Standard, $ 463.50 ,7/2/2013,9/17/2001,12,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+167467209,Standard," $ 1,451.00 ",6/12/2015,5/1/1977,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29414420,Premier, $ 109.07 ,8/23/2015,8/1/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18401645,Premier, $ 283.12 ,9/24/2014,11/1/1976,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21996818,Standard, $ 304.57 ,9/21/2012,8/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32022735,Premier, $ 325.18 ,4/26/2012,4/1/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24485272,Standard, $ 372.45 ,6/24/2013,4/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8651847,Standard, $ 347.34 ,1/7/2013,8/1/1977,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+8532002,Premier, $ 207.11 ,7/21/2014,9/1/1977,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23925116,Premier, $ 523.05 ,1/22/2013,5/22/1988,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25744534,Premier, $ 416.40 ,11/11/2012,9/1/1977,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27369398,Standard, $ 375.94 ,4/28/2015,11/1/1976,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+20149825,Standard, $ 226.63 ,4/2/2014,12/25/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9000635,Premier, $ 268.97 ,6/3/2013,8/20/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+30691644,Standard, $ 531.92 ,9/23/2013,8/1/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,Y,N,Y,N,Y,51-100,English
+12300261,Premier, $ 551.92 ,11/14/2007,6/1/1977,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31382740,Premier, $ 154.93 ,8/29/2015,7/1/1978,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33706665,Premier, $ 241.85 ,12/3/2011,5/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5813202,Premier, $ 495.90 ,2/20/2013,11/1/1976,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25195871,Standard, $ 678.47 ,11/5/2012,6/8/2007,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4457998,Standard, $ 257.77 ,10/23/2015,8/1/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+15182647,Premier, $ 297.86 ,9/28/2011,9/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+4357252,Premier, $ 180.29 ,8/24/2013,10/1/1976,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+29747007,Standard, $ 219.39 ,7/20/2012,10/6/2006,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+30918731,Premier, $ 236.70 ,1/20/2014,9/1/1975,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+16348975,Standard, $ 116.84 ,5/28/2016,1/1/1981,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+17314796,Standard, $ 233.10 ,2/15/2014,6/11/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26951969,Standard, $ 180.96 ,2/29/2016,8/1/1975,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25525272,Premier, $ 332.11 ,3/7/2012,9/1/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17734407,Premier, $ 192.59 ,1/1/2016,8/1/1967,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+26526554,Standard, $ 289.33 ,1/8/2013,12/25/1979,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4475738,Premier, $ 298.03 ,3/15/2014,9/1/1976,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30128335,Premier, $ 200.31 ,1/31/2013,8/1/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+15634279,Premier, $ 401.19 ,5/26/2012,6/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+9885682,Premier," $ 1,158.40 ",6/15/2015,8/1/1978,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+10811368,Premier, $ 217.20 ,8/28/2015,12/1/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+26575588,Standard, $ 241.81 ,12/15/2013,8/1/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6115076,Standard, $ 195.49 ,3/21/2013,9/1/1971,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108908586,Standard," $ 1,044.28 ",5/10/2015,9/1/1988,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+14138571,Standard, $ 302.42 ,10/6/2012,1/1/1984,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+21260915,Standard, $ 129.71 ,1/24/2015,9/1/1975,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2379031,Standard, $ 207.34 ,5/19/2015,9/1/1978,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3893546,Standard, $ 350.56 ,10/14/2013,8/1/1976,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25843575,Standard, $ 284.42 ,2/12/2013,10/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28221316,Premier, $ 413.93 ,1/21/2014,2/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+11093084,Standard, $ 365.63 ,7/29/2013,7/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+16719772,Premier, $ 342.00 ,11/27/2013,12/1/1975,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+18533755,Premier, $ 175.44 ,1/19/2016,10/1/1975,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21894100,Premier," $ 1,001.47 ",11/22/2015,1/1/1984,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+14575214,Standard, $ 727.22 ,6/22/2013,11/1/1977,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,Y,N,N,N,N,Y,N,Y,51-100,English
+24344205,Standard, $ 180.56 ,1/31/2015,4/1/1981,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28622236,Premier, $ 452.19 ,5/12/2012,3/10/2008,26,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+26824951,Premier," $ 2,126.50 ",12/6/2013,4/1/1972,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+53514302,Standard," $ 1,532.00 ",4/7/2015,10/1/1975,4,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+3462750,Standard, $ 334.27 ,2/21/2012,5/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13014447,Premier, $ 474.80 ,5/17/2013,3/1/1981,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+8901810,Premier," $ 1,535.67 ",4/4/2015,8/31/1984,6,FALSE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+28308586,Standard, $ 200.35 ,11/22/2015,7/1/1980,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,
+1960589,Premier, $ 367.54 ,6/28/2011,7/1/1976,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28919454,Standard, $ 183.94 ,2/2/2015,1/1/1984,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3597270,Standard, $ 219.33 ,5/25/2014,5/1/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7711457,Standard, $ 293.47 ,5/30/2015,11/1/1978,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18336391,Standard, $ 316.42 ,6/28/2012,4/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8262406,Premier, $ 106.73 ,9/16/2015,6/1/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+28979982,Premier, $ 628.67 ,8/26/2011,1/10/2002,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20189878,Standard, $ 374.97 ,5/5/2011,1/1/1984,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10846162,Premier, $ 171.30 ,5/4/2015,6/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11501716,Standard, $ 555.31 ,10/21/2007,12/1/1977,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32118287,Standard, $ 543.67 ,10/25/2013,6/1/1979,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+7126082,Standard, $ 343.43 ,11/6/2014,10/22/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31866722,Premier, $ 265.64 ,7/13/2014,9/1/1977,28,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+15137111,Standard," $ 1,157.83 ",7/4/2013,7/1/1980,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+11098256,Standard, $ 305.44 ,6/2/2014,1/1/1984,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+14861037,Premier, $ 186.25 ,1/17/2015,12/8/1984,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1711902,Standard, $ 199.39 ,2/9/2013,1/1/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23674659,Standard, $ 655.67 ,1/9/2015,6/1/1977,10,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+20398678,Standard, $ 650.07 ,5/30/2011,10/1/1977,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5709022,Premier," $ 1,066.50 ",4/22/2016,11/1/1977,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5523705,Standard, $ 978.90 ,6/24/2014,7/5/2017,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+13117239,Standard, $ 257.64 ,8/23/2013,4/1/1977,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5250723,Standard, $ 250.30 ,10/15/2013,12/23/1986,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19136745,Standard, $ 353.75 ,10/4/2011,7/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19080946,Standard, $ 506.53 ,1/7/2013,1/3/1979,12,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14299297,Standard, $ 397.11 ,6/2/2014,9/23/2004,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29902118,Standard, $ 277.25 ,12/5/2010,4/19/1984,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3420965,Standard, $ 677.83 ,2/6/2011,1/1/1984,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+21643913,Standard, $ 960.87 ,7/22/2014,11/11/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21179426,Standard, $ 454.01 ,11/6/2011,2/23/2015,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6910158,Premier," $ 4,741.33 ",1/25/2008,1/27/1984,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+53308762,Premier," $ 2,695.17 ",8/27/2012,6/23/1994,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+30227583,Standard, $ 108.15 ,5/15/2014,5/1/2018,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+30991997,Standard, $ 454.37 ,5/1/2012,10/1/1978,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,French
+32365299,Premier," $ 2,528.72 ",5/3/2014,7/1/1979,3,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31363048,Standard, $ 319.60 ,7/31/2013,5/1/1977,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+19291563,Premier, $ 195.12 ,12/19/2015,4/1/1981,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+6615346,Premier, $ 200.27 ,10/8/2014,4/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31928180,Standard, $ 673.27 ,12/4/2014,1/1/1980,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14157349,Premier," $ 4,207.23 ",6/11/2011,8/1/1976,4,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+20281294,Standard, $ 436.27 ,10/22/2013,8/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9276412,Standard," $ 1,571.50 ",3/5/2015,1/3/2011,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6732632,Standard, $ 135.62 ,1/15/2016,2/1/1980,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+5008937,Premier," $ 1,424.08 ",1/18/2012,2/1/1979,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+28103633,Premier, $ 239.92 ,1/29/2015,6/4/1984,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24704660,Standard, $ 90.35 ,3/2/2016,6/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33671542,Premier, $ 202.03 ,6/7/2016,1/1/1978,14,FALSE,FALSE,FALSE,NOTICE,BILLING,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10517210,Standard, $ 329.09 ,8/9/2011,1/12/1998,18,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22847205,Standard," $ 2,257.17 ",8/21/2013,10/1/1977,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+31312326,Standard, $ 200.11 ,10/9/2014,6/22/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18946297,Standard, $ 221.29 ,12/5/2013,9/1/1977,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24071582,Premier, $ 203.98 ,9/12/2014,8/1/1979,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7197855,Premier, $ 425.79 ,9/24/2012,12/1/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,Y,N,N,N,N,N,Y,11-50,English
+31754620,Premier, $ 132.25 ,2/8/2016,8/1/1979,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5018706,Standard, $ 136.64 ,11/14/2014,5/1/1981,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+27073598,Standard," $ 2,079.23 ",1/15/2012,4/1/1983,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+10062310,Premier, $ 400.60 ,3/17/2014,4/1/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+30165543,Premier, $ 390.51 ,3/24/2013,4/1/1980,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4073352,Premier, $ 170.21 ,4/24/2016,9/1/1979,15,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33877142,Standard, $ 228.37 ,7/2/2015,2/1/1978,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27534969,Standard, $ 208.24 ,3/18/2014,3/1/1978,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+57111320,Premier," $ 5,329.35 ",7/4/2009,7/1/1982,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18518339,Standard, $ 191.41 ,12/11/2014,9/1/1979,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+53317543,Premier," $ 1,945.67 ",5/6/2015,2/20/2014,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+7938216,Standard, $ 176.11 ,3/25/2016,4/1/1980,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11454233,Premier, $ 220.80 ,3/22/2016,10/26/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29709033,Standard, $ 428.00 ,9/13/2012,6/1/1981,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+21255489,Standard, $ 128.25 ,3/7/2016,11/1/1975,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8892019,Premier, $ 224.55 ,5/28/2012,10/1/1977,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27659464,Premier," $ 1,613.50 ",1/30/2015,5/9/2011,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+4532835,Standard, $ 139.71 ,12/16/2015,3/1/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15453841,Premier, $ 973.73 ,12/21/2015,10/1/1977,3,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+13810042,Premier, $ 306.55 ,9/7/2012,7/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22842745,Standard, $ 651.68 ,2/2/2011,10/1/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+26525715,Standard, $ 170.08 ,5/13/2015,4/1/1996,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27087365,Standard, $ 313.49 ,7/19/2012,10/19/2010,21,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31737275,Standard, $ 705.79 ,1/18/2008,9/1/1979,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22516674,Premier, $ 460.72 ,7/24/2014,5/1/2012,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,Y,11-50,English
+13323240,Standard, $ 147.92 ,7/21/2014,5/1/2007,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6938158,Premier," $ 1,487.42 ",2/18/2016,9/1/1979,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+6997036,Standard, $ 176.30 ,3/29/2015,8/1/1979,20,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+23534089,Standard, $ 349.16 ,11/6/2011,6/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6180571,Premier, $ 208.74 ,8/9/2014,8/1/1979,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27393094,Standard," $ 2,075.67 ",1/17/2014,6/1/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+1628737,Premier, $ 174.80 ,4/9/2015,7/1/1979,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+16381238,Premier," $ 2,122.50 ",12/9/2013,12/1/1979,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30510795,Standard, $ 309.99 ,7/11/2013,6/1/1979,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+10195485,Standard, $ 156.29 ,5/1/2015,1/1/1979,26,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15009900,Premier, $ 74.13 ,9/24/2015,11/1/1977,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2184400,Premier, $ 137.21 ,9/28/2015,11/1/1975,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+53662172,Premier," $ 2,869.67 ",4/6/2012,1/1/1980,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5148720,Standard, $ 153.98 ,12/7/2015,1/1/1979,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+27986456,Premier, $ 326.27 ,2/15/2014,11/22/1994,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27671789,Standard, $ 418.43 ,1/3/2014,2/1/1982,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+27230150,Standard, $ 323.73 ,2/28/2014,11/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+7466786,Standard," $ 1,592.24 ",12/23/2012,2/1/1978,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+14417834,Premier, $ 335.84 ,7/24/2015,8/1/1979,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+24691605,Premier, $ 252.95 ,9/26/2013,2/1/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3943683,Standard," $ 2,830.22 ",8/19/2009,1/1/1982,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N, ,
+14131028,Premier," $ 1,704.50 ",11/17/2014,2/1/1969,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3732035,Standard," $ 1,476.88 ",12/20/2013,12/23/2006,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+30265914,Standard, $ 328.04 ,4/6/2012,11/1/1975,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10451786,Premier, $ 212.65 ,7/12/2014,8/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17449543,Premier, $ 184.61 ,9/29/2015,12/25/1982,25,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27468512,Standard, $ 749.55 ,3/12/2008,1/1/1976,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+4958397,Premier," $ 1,538.48 ",7/6/2011,1/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+11122914,Standard, $ 93.75 ,1/27/2016,5/3/2017,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3276492,Standard, $ 295.47 ,11/25/2012,12/27/2006,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18216210,Standard, $ 186.92 ,9/1/2014,11/1/1975,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18978480,Premier, $ 161.79 ,7/11/2015,10/1/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28618461,Premier, $ 280.57 ,3/12/2013,10/1/1977,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,French
+53501464,Standard, $ 647.33 ,3/31/2017,3/1/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+28297861,Standard," $ 1,076.60 ",8/30/2012,11/1/1978,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,
+53268691,Premier," $ 2,619.17 ",10/28/2012,2/1/1970,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+33520302,Standard, $ 170.91 ,11/6/2015,9/1/1979,16,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+29398670,Standard, $ 129.60 ,7/31/2016,1/19/2001,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+29097923,Standard, $ (92.56),9/13/2017,8/1/1979,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1284680,Premier, $ 344.44 ,12/10/2011,5/24/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29340207,Standard, $ 549.39 ,12/2/2007,1/1/1961,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19659100,Premier, $ 495.20 ,8/8/2010,10/1/1978,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+24396657,Standard, $ 129.05 ,1/30/2015,8/7/2013,21,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28005274,Standard, $ 203.47 ,12/30/2012,1/17/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+15245651,Standard, $ 312.15 ,7/29/2012,2/1/1980,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4765488,Standard, $ 223.71 ,7/25/2015,11/1/1977,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53196352,Premier," $ 1,513.33 ",4/22/2015,4/2/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
+31925473,Premier, $ 208.59 ,10/11/2015,12/14/1984,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31861314,Premier," $ 1,541.69 ",11/25/2014,12/25/1976,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+26258307,Premier, $ 704.80 ,10/18/2010,1/1/1979,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+1537081,Standard, $ 438.39 ,12/21/2013,1/1/1982,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+4249825,Premier, $ 405.07 ,1/8/2013,7/23/2009,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+8325888,Standard, $ 329.30 ,3/28/2012,1/1/1981,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+11166389,Standard, $ 452.30 ,10/28/2009,10/1/1971,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25817330,Premier, $ 420.51 ,6/13/2010,7/24/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23750119,Standard," $ 1,650.20 ",6/13/2009,6/8/2004,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+33841750,Premier," $ 1,537.29 ",5/21/2015,1/23/2004,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+18645591,Premier," $ 1,568.83 ",3/8/2015,1/19/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4317334,Standard, $ 256.65 ,8/30/2013,5/1/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15724453,Standard, $ 461.67 ,7/10/2013,7/1/1996,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+8635372,Standard, $ 161.01 ,7/17/2015,6/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,Y,N,N,N,Y,6-10,English
+33781813,Premier," $ 1,330.99 ",12/1/2013,11/1/1977,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+10201997,Standard, $ 362.76 ,8/1/2011,4/1/1980,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26579445,Standard, $ 194.97 ,7/6/2015,12/25/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+28357186,Standard, $ 311.90 ,9/15/2011,5/15/2007,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+13504734,Premier, $ 116.91 ,3/6/2016,5/1/1973,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+7855043,Standard, $ 986.80 ,12/7/2015,8/1/2001,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+18217551,Standard, $ 273.60 ,8/19/2015,5/1/1961,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32232559,Premier, $ 801.16 ,12/24/2002,4/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53338213,Standard," $ 1,931.67 ",5/14/2014,3/1/1980,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+14547520,Standard," $ 1,646.67 ",1/3/2015,2/26/2015,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+52929800,Premier," $ 2,111.67 ",12/8/2011,3/1/1980,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+9314620,Standard," $ 2,702.27 ",7/21/2003,9/24/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,
+1810632,Premier," $ 2,494.00 ",2/8/2013,8/4/2010,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+16892137,Premier, $ 249.13 ,12/9/2014,12/22/2010,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19005812,Premier," $ 1,997.32 ",10/30/2015,3/1/1980,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,N, ,
+53606744,Standard," $ 1,664.00 ",12/20/2014,7/1/1980,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+54943521,Standard," $ 3,285.97 ",1/11/2013,4/1/1980,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+12963483,Premier," $ 1,720.40 ",11/16/2013,1/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y, ,English
+30846601,Standard, $ 237.71 ,1/13/2014,2/1/1991,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6001354,Standard, $ 249.43 ,10/21/2013,10/1/1980,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+1983843,Premier," $ 1,322.53 ",12/29/2014,2/1/1980,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y, ,
+19836891,Premier, $ 256.15 ,9/3/2013,2/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24207786,Standard, $ 261.56 ,7/26/2013,8/1/1976,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9168915,Standard, $ 305.73 ,9/13/2012,12/25/1977,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20071957,Premier, $ 262.13 ,10/5/2015,1/1/1978,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3486878,Standard, $ 207.30 ,8/19/2014,2/1/1997,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+25623096,Standard, $ 195.30 ,11/13/2014,12/25/1981,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+10424866,Standard, $ 201.54 ,5/6/2016,6/17/1994,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,
+109144902,Standard," $ 2,036.88 ",3/9/2015,2/1/1980,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+18789263,Premier, $ 255.12 ,8/4/2013,7/1/1980,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13713475,Premier," $ 1,649.17 ",1/1/2015,2/1/1981,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22215373,Standard, $ 206.55 ,8/24/2014,4/8/1995,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14265187,Premier, $ 349.63 ,10/19/2013,4/1/1982,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+33782467,Standard," $ 1,699.97 ",5/15/2011,8/1/1973,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+19101325,Standard, $ 196.78 ,11/2/2014,12/25/1976,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53495653,Standard," $ 1,833.00 ",4/10/2015,9/12/1995,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+20446822,Standard, $ 377.01 ,4/21/2011,12/1/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+17943701,Premier, $ 288.85 ,8/26/2014,10/1/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+27664195,Standard, $ 178.83 ,9/8/2013,5/1/1990,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14412167,Premier, $ 218.90 ,5/28/2014,10/1/1976,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+25202236,Premier," $ 1,234.66 ",10/23/2008,9/1/1979,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,Y,Y,101-500,English
+6098906,Standard, $ 394.67 ,3/2/2013,8/1/1981,19,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+6494783,Standard, $ 453.04 ,5/8/2012,12/3/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5249425,Premier, $ 351.84 ,10/8/2013,1/1/1976,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1157795,Standard, $ 248.95 ,10/24/2013,3/17/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28012031,Standard, $ 411.09 ,12/8/2012,3/1/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+21501986,Standard, $ 949.66 ,8/11/2007,4/1/1980,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,Y,N,Y,11-50,English
+20510631,Premier, $ 266.82 ,6/18/2013,4/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53366461,Standard," $ 1,575.33 ",3/2/2015,4/1/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13994084,Premier, $ 685.15 ,1/30/2010,9/1/1979,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,
+13867035,Standard, $ 497.02 ,5/4/2013,8/1/1979,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29486392,Standard, $ 214.40 ,5/2/2015,6/1/1994,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,6-10,
+29975234,Premier, $ 97.59 ,12/18/2015,7/1/1981,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+17067018,Standard, $ 313.96 ,7/16/2012,11/1/1979,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5781237,Premier, $ 271.10 ,5/19/2013,2/1/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7732662,Standard, $ 333.77 ,2/25/2012,10/1/1979,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22118187,Premier, $ 508.96 ,7/26/2011,7/19/2000,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25160169,Premier," $ 1,795.50 ",9/3/2014,4/1/1983,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13076692,Standard, $ 248.97 ,10/24/2013,12/25/1982,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+15201039,Premier, $ 247.20 ,12/20/2014,5/1/1982,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
+53408669,Premier," $ 2,916.00 ",2/28/2012,3/1/1983,1,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+11367311,Standard, $ 250.95 ,10/10/2013,11/8/1984,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16291700,Premier, $ 106.28 ,9/20/2015,12/1/1977,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+30852127,Standard, $ 151.48 ,6/15/2014,2/1/1981,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8969420,Premier, $ 250.73 ,4/17/2013,9/1/1979,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9852759,Standard, $ 250.11 ,3/12/2015,5/1/1981,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+9627380,Premier, $ 251.45 ,8/26/2011,3/1/1983,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,1-5,English
+1022476,Premier, $ 921.63 ,5/13/2008,10/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,English
+16540536,Premier, $ 276.67 ,3/22/2015,2/3/1998,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+16980930,Standard," $ 2,919.17 ",2/26/2012,4/13/2013,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,N, ,
+26871890,Premier," $ 1,578.00 ",2/28/2015,12/1/1979,4,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+34234781,Premier, $ 437.87 ,10/15/2013,1/1/1986,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+53381523,Standard," $ 1,972.33 ",4/11/2014,11/1/1978,2,FALSE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18807919,Premier," $ 1,673.33 ",12/12/2014,6/1/1980,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+28084734,Premier, $ 545.04 ,12/20/2009,6/1/1968,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14198882,Standard," $ 3,808.50 ",2/27/2010,6/1/1982,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19336968,Standard, $ 447.20 ,11/17/2013,8/13/2010,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31619865,Premier, $ 325.31 ,2/20/2014,10/18/1991,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6988197,Standard, $ 147.35 ,10/23/2015,3/1/1986,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29605560,Standard, $ 623.63 ,12/16/2009,1/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8271240,Standard, $ 452.82 ,10/24/2009,7/1/1976,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11486644,Standard," $ 1,188.46 ",6/13/2008,4/3/2017,17,TRUE,TRUE,TRUE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16357959,Premier, $ 245.86 ,4/13/2014,7/21/2003,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+8939672,Standard, $ 236.01 ,8/11/2013,4/17/2017,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33104633,Standard, $ 242.13 ,12/12/2013,5/1/1982,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13452716,Standard, $ 357.07 ,9/11/2011,1/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24530818,Standard, $ 185.18 ,1/24/2015,12/25/1980,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19575191,Standard, $ 364.13 ,8/6/2013,10/1/1980,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7345280,Standard, $ 217.71 ,6/5/2014,12/25/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31310027,Premier, $ 267.47 ,12/13/2014,11/1/1978,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29804881,Standard, $ 779.31 ,12/9/2006,6/1/1982,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31397670,Standard, $ 154.36 ,9/2/2015,7/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22485041,Standard," $ 3,578.17 ",9/4/2010,3/1/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28773420,Premier, $ 779.31 ,12/9/2006,3/1/1971,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3099952,Standard, $ 189.96 ,12/21/2014,5/3/2010,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15439478,Standard," $ 2,591.67 ",11/20/2012,3/1/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30642873,Premier, $ 816.20 ,2/14/2014,9/1/1981,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+31240622,Standard, $ 462.64 ,3/19/2012,8/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25297810,Premier, $ 762.00 ,4/13/2015,5/1/1980,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+29065771,Premier, $ 106.49 ,12/16/2016,2/1/1980,10,FALSE,FALSE,FALSE,NOTICE,BILLING,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+57202366,Standard," $ 2,860.43 ",10/6/2013,6/1/1982,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+22390255,Standard, $ 455.79 ,12/19/2012,2/1/1986,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+1647555,Standard, $ 368.17 ,6/23/2011,6/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6302494,Standard, $ 452.29 ,6/1/2013,9/1/1979,53,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,
+17698491,Standard, $ 201.77 ,6/8/2016,6/3/1998,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5357803,Standard, $ 138.55 ,12/25/2015,1/1/1982,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21724151,Premier, $ 335.40 ,10/22/2015,5/4/1998,3,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+8836947,Standard, $ 424.61 ,9/30/2012,12/1/1978,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+2252905,Premier, $ 290.55 ,12/30/2012,1/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28063979,Standard, $ 135.23 ,11/28/2014,11/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6652529,Premier, $ 126.72 ,3/18/2016,10/1/1979,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3997518,Premier, $ 501.80 ,1/27/2013,4/1/1981,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24905930,Standard, $ 569.82 ,7/22/2012,6/19/1991,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+31646426,Premier, $ 743.67 ,5/12/2010,1/1/1986,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+6713005,Standard," $ 1,946.88 ",7/2/2014,5/1/1983,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+9742408,Premier," $ 2,059.80 ",11/7/2014,8/1/1993,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+1643148,Premier, $ 495.37 ,2/22/2013,2/1/1982,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10824211,Standard, $ 283.49 ,2/19/2013,3/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28028806,Standard, $ 259.91 ,7/15/2014,6/1/1982,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,Portuguese
+4127384,Premier, $ 280.80 ,7/21/2015,12/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12507011,Standard," $ 2,150.50 ",11/16/2013,8/1/1976,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+2969175,Standard, $ 277.36 ,10/24/2014,10/1/1979,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31948808,Standard, $ 187.88 ,6/7/2013,8/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30427306,Standard, $ 250.40 ,11/6/2012,11/1/1979,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+32918906,Standard, $ 224.16 ,6/1/2012,8/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12216167,Premier, $ 115.49 ,6/18/2015,4/1/1992,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+1262258,Premier, $ 259.73 ,10/15/2015,1/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11743691,Premier," $ 3,079.33 ",10/18/2011,4/1/1978,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+8036506,Premier, $ 406.23 ,9/23/2010,1/1/1973,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14707196,Premier, $ 351.97 ,8/3/2014,6/29/2009,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+2945865,Premier, $ 395.65 ,2/25/2013,11/2/1988,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11699644,Standard, $ 414.64 ,11/20/2012,7/1/1981,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+31789929,Premier, $ 91.79 ,2/16/2016,2/1/1986,36,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
+33029215,Premier, $ 177.05 ,3/24/2015,7/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10426189,Premier, $ 311.81 ,4/30/2014,8/1/1969,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15439477,Standard," $ 2,271.50 ",8/9/2013,3/1/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6686061,Standard, $ 144.46 ,11/12/2015,2/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+17095331,Premier, $ 353.25 ,8/27/2015,1/1/1979,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22516637,Premier, $ 196.36 ,11/5/2014,11/1/1979,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28167229,Standard, $ 183.58 ,2/5/2015,12/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,Y,Y,6-10,English
+16339637,Premier," $ 3,936.80 ",5/6/2011,10/18/1983,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,Y,N,N,N,N,N,N,N, ,
+5395096,Standard," $ 6,629.17 ",11/1/2003,1/1/1979,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23532088,Premier," $ 2,518.60 ",8/19/2010,9/1/1994,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+11007281,Premier, $ 288.35 ,5/7/2014,11/23/2008,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26250330,Standard," $ 1,119.83 ",3/9/2016,6/16/1995,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+54116644,Premier," $ 2,539.33 ",1/2/2013,6/18/1981,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3546446,Premier, $ 248.83 ,11/29/2015,2/8/1985,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23753652,Premier, $ 439.73 ,7/15/2012,3/16/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+14879580,Premier," $ 2,358.83 ",5/30/2013,9/29/2004,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6707016,Premier, $ 378.61 ,8/20/2012,7/1/1981,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+24389279,Standard, $ 153.75 ,9/7/2015,2/1/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+34161402,Standard, $ 349.57 ,10/12/2014,9/1/1981,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+27103106,Premier, $ 258.87 ,6/11/2011,8/1/1980,19,FALSE,FALSE,FALSE,NOTICE,SPRINT,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+28337968,Premier, $ 770.07 ,5/20/2014,8/1/1980,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29931826,Premier, $ 272.46 ,5/9/2013,7/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19741125,Premier, $ 208.81 ,11/5/2012,10/1/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+24564680,Premier, $ 251.58 ,8/30/2015,1/1/1981,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N,6-10,
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+9076920,Premier, $ (15.87),4/3/2018,8/1/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+31186709,Premier, $ 185.63 ,6/30/2013,8/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8400587,Premier, $ 375.29 ,1/13/2013,8/1/1982,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23779769,Premier, $ 262.13 ,7/22/2013,9/1/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17341330,Premier, $ 299.90 ,9/10/2012,1/1/1986,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24447935,Standard, $ 561.24 ,9/9/2007,1/1/1983,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3999615,Standard, $ 429.47 ,9/5/2012,11/1/1978,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12482291,Standard, $ 81.92 ,5/27/2016,9/1/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+29432856,Standard, $ 342.91 ,11/22/2013,3/1/1983,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+4712028,Standard, $ 817.93 ,2/11/2014,8/1/1982,8,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25294183,Premier, $ 996.63 ,7/11/2007,9/1/1981,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+5941485,Standard, $ 679.40 ,11/21/2014,4/21/2017,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+12494752,Premier, $ 970.66 ,5/13/2007,9/1/1982,48,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,Greek
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+13112161,Premier, $ 161.62 ,3/20/2015,4/6/2013,18,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9982956,Premier, $ 216.60 ,8/17/2012,9/18/2007,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1298810,Standard, $ 249.28 ,10/22/2013,2/1/1980,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15349749,Premier, $ 302.76 ,10/4/2012,2/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19289937,Premier, $ 785.80 ,4/18/2014,2/1/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+34174784,Premier, $ 321.92 ,3/10/2014,8/1/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17883427,Premier, $ 368.00 ,12/25/2013,1/1/1985,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+16926354,Standard, $ 266.36 ,6/22/2013,7/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32717646,Premier, $ 173.79 ,4/6/2016,9/1/1983,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,Y,N,N,N,Y,11-50,
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+27357646,Standard," $ 3,836.00 ",2/5/2010,12/7/2011,8,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+3736673,Standard, $ 300.53 ,10/20/2012,4/19/2006,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+23600097,Premier, $ 480.18 ,8/29/2012,3/1/1983,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
+25315666,Standard, $ 379.12 ,4/6/2011,9/1/1980,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5615232,Standard, $ 596.07 ,5/11/2015,2/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+20944413,Premier, $ 295.65 ,1/26/2012,2/1/1986,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+30678893,Premier, $ 161.10 ,7/16/2015,7/1/1980,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+14102622,Standard, $ 93.82 ,7/4/2016,8/1/1981,17,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+8887769,Premier, $ 345.90 ,6/24/2013,1/1/1982,26,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27692344,Premier, $ 272.80 ,8/22/2015,7/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11672108,Premier, $ 167.01 ,1/7/2014,5/1/1982,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,Chinese
+28022549,Premier, $ 207.09 ,8/20/2014,9/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25160165,Premier, $ 213.94 ,7/2/2014,3/1/1983,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21429025,Premier, $ 212.38 ,7/14/2014,2/1/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+9943416,Standard, $ 303.65 ,6/11/2014,12/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18766564,Premier, $ 270.90 ,5/20/2013,3/1/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14826755,Premier, $ 509.30 ,1/5/2011,1/1/1985,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5387489,Premier, $ 265.35 ,9/11/2014,2/22/2005,14,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8774558,Standard, $ 402.21 ,1/23/2013,4/11/2007,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53451498,Standard," $ 3,054.50 ",11/7/2011,4/1/1986,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+27225265,Standard, $ 280.23 ,7/23/2015,5/1/1986,34,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+1785117,Standard, $ 272.03 ,11/20/2014,2/28/1985,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25039259,Standard, $ 607.71 ,6/16/2013,1/1/1983,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13497796,Premier, $ 573.07 ,9/1/2010,9/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8547227,Premier," $ 2,811.38 ",8/29/2014,4/1/1986,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,N, ,
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+27496292,Premier, $ 739.51 ,9/23/2010,2/1/1988,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34374016,Standard, $ 306.70 ,1/26/2014,7/1/1991,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25413497,Standard, $ 983.07 ,3/10/2013,7/2/2010,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+22806327,Premier, $ 397.41 ,11/26/2010,9/1/1981,15,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27429679,Premier, $ 306.42 ,9/8/2012,7/1/1980,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
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+20841698,Standard, $ 420.48 ,10/21/2012,10/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2045656,Standard, $ 542.88 ,11/5/2012,1/15/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14176586,Standard, $ 454.18 ,5/24/2013,7/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,Y,Y,11-50,English
+28625415,Standard, $ 335.33 ,10/13/2014,2/1/1987,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+22557000,Premier," $ 1,634.97 ",11/17/2015,10/5/2010,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+3316526,Premier," $ 1,597.83 ",2/12/2015,10/1/1981,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3614453,Premier, $ 268.51 ,6/6/2013,9/1/1975,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12714784,Standard, $ 470.29 ,2/9/2012,2/1/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9901297,Standard, $ 408.48 ,12/5/2013,6/22/1998,22,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+157265611,Premier," $ 1,591.50 ",2/17/2015,7/1/1980,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24669455,Premier, $ 350.72 ,10/13/2013,1/1/1985,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14179412,Premier, $ 267.81 ,6/11/2013,7/1/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20304335,Standard, $ 410.95 ,6/30/2012,7/1/1982,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17839130,Standard, $ 174.36 ,10/23/2013,2/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6586704,Premier, $ 389.03 ,5/3/2014,10/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27802204,Premier," $ 2,799.12 ",11/14/2013,11/1/1979,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+41764001,Premier," $ 2,639.00 ",10/12/2012,1/1/1985,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8004012,Standard, $ 586.53 ,2/15/2012,2/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+34155505,Standard, $ 206.99 ,10/19/2015,2/1/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18544098,Premier, $ 997.53 ,2/8/2013,7/21/2006,9,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6387564,Standard," $ 1,817.50 ",8/16/2014,8/18/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+17431389,Premier," $ 2,771.87 ",12/6/2010,10/1/1981,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,500+,English
+15966701,Premier," $ 2,414.32 ",7/14/2014,7/1/1983,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+18861331,Standard, $ 421.54 ,12/12/2011,7/3/2010,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5650306,Premier, $ 463.79 ,3/13/2012,4/1/1980,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+10501897,Standard, $ 360.00 ,8/27/2013,3/1/1988,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+12708327,Premier, $ 194.30 ,2/28/2014,7/1/1986,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+31314917,Premier, $ 233.18 ,1/11/2014,1/1/1985,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+3715052,Premier, $ 446.40 ,3/12/2016,8/1/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27552685,Standard, $ 256.93 ,8/28/2013,6/1/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21476496,Standard, $ 437.89 ,7/24/2012,11/1/1982,35,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2547815,Premier, $ 148.71 ,4/7/2016,7/1/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+8355457,Premier, $ 461.40 ,5/22/2014,8/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+1449752,Standard, $ 525.25 ,5/4/2011,11/13/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25107276,Standard, $ 198.41 ,2/19/2013,4/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8944856,Standard, $ 530.81 ,10/27/2003,1/1/1985,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
+20752289,Standard," $ 2,681.73 ",3/8/2011,9/26/1989,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+16874166,Standard, $ 800.13 ,5/11/2013,2/7/2011,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+25086289,Premier, $ 200.53 ,11/21/2015,8/1/1982,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4792368,Premier, $ 400.42 ,11/4/2010,6/1/1980,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27399665,Standard, $ 331.17 ,1/21/2014,6/1/1978,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30355060,Standard, $ 389.20 ,3/30/2013,9/1/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3319547,Standard, $ 500.40 ,2/1/2013,8/1/1981,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24695167,Premier, $ 466.92 ,9/3/2014,8/1/1986,12,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+22249683,Standard, $ 173.92 ,4/15/2015,9/1/1981,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8933156,Premier, $ 359.04 ,9/1/2013,12/1/1979,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8277876,Premier, $ 179.60 ,7/3/2014,11/1/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+31639656,Standard, $ 211.09 ,4/1/2015,2/1/1983,18,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+6752911,Premier, $ 613.87 ,9/2/2007,12/25/1980,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,Y,1-5,English
+53719330,Standard," $ 2,153.43 ",10/20/2011,10/28/2016,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+34442310,Premier, $ 230.44 ,3/6/2014,3/1/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25458701,Premier, $ 133.20 ,8/3/2015,7/1/1984,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+14813127,Premier, $ 428.67 ,9/9/2012,12/25/1980,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14703219,Standard, $ 613.40 ,4/6/2015,2/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6534454,Standard, $ 120.57 ,4/27/2015,2/24/2007,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20604684,Standard," $ 4,900.50 ",9/17/2007,8/1/1981,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53180528,Premier," $ 2,106.87 ",1/24/2015,7/1/1980,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+28005769,Premier, $ 381.89 ,10/12/2009,7/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+6114359,Standard, $ 83.79 ,5/8/2016,7/1/1981,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33245803,Premier, $ 315.79 ,4/10/2014,2/3/2010,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+8905319,Standard," $ 2,128.00 ",12/5/2013,4/30/1998,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26178640,Standard," $ 2,203.17 ",10/4/2013,12/18/1986,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29714162,Standard, $ 370.48 ,7/4/2013,7/1/1983,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20092364,Standard, $ 218.04 ,6/3/2014,6/6/1988,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16387944,Premier, $ 299.95 ,10/17/2013,7/1/1986,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+6595235,Standard, $ 516.61 ,6/17/2011,1/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16598853,Premier," $ 2,177.00 ",10/26/2013,5/1/1985,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+1289435,Standard, $ 802.47 ,3/14/2014,1/1/1985,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+53557489,Premier," $ 1,308.88 ",7/4/2014,10/22/2005,7,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+6164056,Premier, $ 208.36 ,8/11/2014,9/3/2004,13,TRUE,FALSE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9793237,Premier, $ 599.60 ,12/23/2011,1/1/1980,6,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+8121646,Premier, $ 910.56 ,6/12/2014,9/1/1976,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+26484952,Standard, $ 514.96 ,6/26/2011,7/1/1986,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53416832,Standard," $ 1,487.67 ",5/13/2015,12/1/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27409939,Standard," $ 1,580.13 ",8/21/2013,10/30/1984,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+30354299,Premier, $ 532.54 ,4/8/2012,10/1/1981,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+5299140,Premier, $ 264.18 ,6/20/2014,7/1/1986,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,51-100,
+28022136,Premier, $ 374.38 ,1/18/2013,6/3/2010,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24096748,Standard, $ 275.79 ,12/20/2010,1/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8787093,Standard," $ 1,809.00 ",8/23/2014,5/26/1988,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22414227,Standard, $ 465.57 ,3/4/2012,3/1/1980,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+29403670,Premier, $ 576.56 ,1/3/2016,6/1/1986,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+26696227,Standard," $ 2,383.55 ",8/3/2014,3/20/1991,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+4627790,Standard, $ 288.17 ,3/22/2015,9/1/1981,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+4092634,Premier, $ 469.37 ,6/8/2013,8/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31130730,Standard, $ 186.43 ,10/10/2015,11/1/1983,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+13747673,Premier, $ 140.48 ,12/11/2015,1/1/1984,18,FALSE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26406125,Standard," $ 2,371.17 ",5/20/2013,4/1/1988,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,500+,
+21932935,Standard," $ 2,337.42 ",3/19/2011,10/1/1981,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+21320143,Premier," $ 3,820.79 ",6/18/2010,8/1/1995,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+29227431,Standard, $ 260.08 ,1/20/2015,8/24/2001,23,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+25147295,Standard, $ 246.29 ,4/1/2015,6/16/2011,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27403810,Standard, $ 410.95 ,8/21/2010,6/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2125399,Standard, $ 518.64 ,6/7/2011,6/16/1988,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6536125,Premier, $ 218.07 ,12/19/2009,8/15/2002,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18500158,Standard, $ 580.37 ,5/27/2009,4/1/1984,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4531108,Premier," $ 1,122.20 ",1/8/2009,9/11/2012,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+19136764,Standard, $ 473.17 ,8/6/2013,5/21/2012,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5494968,Standard, $ 276.84 ,4/8/2013,1/26/2016,16,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3419529,Standard," $ 2,006.50 ",3/14/2014,1/1/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+14624574,Premier, $ 400.53 ,1/31/2013,11/1/1983,23,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12504111,Standard," $ 2,863.00 ",4/12/2012,6/1/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+29334786,Premier, $ 696.93 ,11/20/2010,6/27/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+13796874,Premier," $ 1,045.60 ",11/2/2012,7/1/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+11036217,Premier, $ 247.83 ,11/1/2013,1/1/1986,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23175494,Premier, $ 249.45 ,10/21/2013,6/27/1988,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21222148,Premier, $ 368.06 ,6/24/2011,1/1/1984,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13348390,Standard, $ 183.45 ,2/6/2015,8/1/1994,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3790814,Standard, $ 321.30 ,5/24/2012,1/13/2006,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30981974,Standard, $ 197.01 ,6/24/2015,10/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,N,Y,6-10,English
+5846357,Standard, $ 797.84 ,7/9/2007,9/1/1981,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33690913,Standard, $ 245.10 ,9/10/2014,1/1/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+23472187,Standard, $ 580.73 ,3/9/2012,5/31/2011,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26478187,Standard, $ 974.00 ,3/28/2013,3/1/1982,24,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+18458586,Standard, $ 165.70 ,6/13/2015,9/1/1982,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28621068,Premier," $ 1,218.20 ",11/14/2011,6/29/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21955087,Standard, $ 404.62 ,8/11/2013,2/1/1980,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+109247386,Standard," $ 5,524.20 ",5/17/2008,9/1/1982,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+2117165,Standard, $ 436.35 ,3/18/2013,1/1/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+19646939,Premier, $ 750.73 ,9/4/2006,8/5/2016,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2565138,Standard, $ 46.19 ,10/16/2017,12/1/1979,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27945736,Standard," $ 1,736.80 ",10/30/2013,2/1/1988,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+53633530,Premier," $ 3,497.65 ",8/31/2012,11/30/1988,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+9612581,Standard, $ 129.52 ,1/26/2015,6/30/1988,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+24605180,Premier, $ 382.18 ,12/6/2012,1/4/1991,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3596428,Premier, $ 284.57 ,2/21/2014,1/1/1986,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+23878262,Premier, $ 341.28 ,11/13/2011,1/1/1986,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6146501,Standard," $ 1,240.07 ",9/30/2011,2/11/2004,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+18469160,Premier, $ 233.39 ,2/13/2014,8/5/1988,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34022469,Premier," $ 2,663.70 ",2/7/2014,8/8/1996,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+15704188,Premier, $ 458.03 ,4/12/2012,6/29/1988,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+18793437,Standard," $ 2,036.80 ",12/27/2012,7/21/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y, ,
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+4432679,Premier, $ 409.36 ,12/17/2012,8/1/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+25228240,Premier, $ 412.32 ,12/2/2012,12/12/2011,16,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+29336034,Premier," $ 2,356.53 ",2/4/2012,8/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+16678013,Standard, $ 329.39 ,3/27/2012,11/25/2014,14,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+17083089,Premier, $ 131.31 ,2/14/2016,9/1/1982,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+25769413,Premier, $ 109.61 ,8/17/2015,1/10/1990,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10170236,Premier, $ 147.37 ,7/27/2014,1/1/1983,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+33202080,Standard, $ 88.15 ,3/24/2016,2/1/1980,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8434290,Standard, $ 214.28 ,9/10/2012,1/1/1987,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+12065690,Premier, $ 199.45 ,2/9/2013,1/1/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11332175,Premier, $ 233.79 ,2/10/2014,6/1/1982,18,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1784046,Standard," $ 5,397.82 ",5/22/2009,6/1/1984,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+26796603,Standard, $ 177.27 ,9/24/2013,1/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11328313,Standard, $ 273.36 ,11/13/2014,4/23/2015,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+11406155,Premier, $ 325.20 ,2/21/2014,7/12/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34091491,Standard," $ 1,435.50 ",6/25/2015,1/1/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25608487,Premier, $ 219.01 ,5/27/2014,8/1/1963,23,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26069363,Standard, $ 564.27 ,5/16/2012,1/1/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+17802567,Premier, $ 202.65 ,2/25/2016,2/1/1979,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+2860406,Standard, $ 177.60 ,9/20/2013,4/1/1982,20,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+23832387,Standard, $ 301.13 ,2/26/2014,8/23/1981,19,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8775976,Premier," $ 2,765.00 ",7/1/2012,2/22/1988,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
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+16949045,Standard, $ 162.68 ,2/20/2014,1/13/2000,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+15198133,Standard, $ 285.40 ,7/2/2015,3/1/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2217667,Premier, $ 170.02 ,5/13/2015,1/1/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5886935,Standard, $ 273.04 ,5/5/2016,1/1/1988,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+33745597,Premier, $ 242.00 ,12/27/2015,8/1/1984,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+29865810,Standard, $ 226.48 ,4/4/2014,11/24/1987,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+20759586,Premier, $ 421.68 ,10/15/2012,1/8/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+20481103,Standard, $ 390.04 ,1/17/2011,1/1/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9954280,Standard, $ 474.56 ,4/7/2014,4/1/1984,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+3974063,Standard," $ 1,255.50 ",1/3/2014,1/1/1988,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,101-500,English
+26456215,Premier, $ 446.43 ,9/10/2013,1/1/1988,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21899504,Premier, $ 530.87 ,9/22/2015,5/1/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+26135804,Standard, $ 447.67 ,1/17/2009,9/1/1984,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5633228,Standard, $ 160.57 ,7/20/2015,9/16/1978,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11305021,Standard, $ 280.04 ,3/16/2013,8/22/2014,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+3163691,Premier, $ 285.22 ,2/7/2013,8/17/1981,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13215780,Premier, $ 373.62 ,12/9/2014,7/1/1984,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N,6-10,English
+24344079,Premier, $ 265.88 ,5/10/2015,9/26/1988,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26372835,Premier, $ 155.31 ,8/26/2015,2/1/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13012791,Premier, $ 220.33 ,7/10/2012,4/1/1982,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12862651,Standard," $ 1,876.55 ",6/18/2015,7/1/1982,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28068825,Standard, $ 181.24 ,2/22/2015,7/1/1984,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33958820,Standard, $ 352.78 ,10/24/2012,9/15/2016,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+12013491,Standard," $ 2,250.67 ",8/26/2013,1/18/2016,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8596186,Premier," $ 2,369.00 ",5/21/2013,9/12/1988,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12670723,Premier, $ 95.63 ,11/14/2014,1/1/1988,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10317189,Standard, $ 558.08 ,1/21/2003,8/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32307105,Standard, $ 205.65 ,8/6/2015,1/1/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11123064,Premier," $ 1,690.13 ",12/17/2013,8/5/2014,22,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
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+26151397,Standard," $ 3,151.17 ",8/20/2011,1/1/1988,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27502548,Standard, $ 225.60 ,3/3/2016,6/28/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Italian
+54897238,Standard," $ 1,613.00 ",1/30/2015,1/1/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+31482642,Premier, $ 222.00 ,5/6/2014,7/1/1984,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21630933,Premier," $ 4,090.80 ",8/5/2005,8/1/1984,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+9546421,Standard, $ 349.61 ,9/1/2012,12/31/1995,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+21157713,Premier, $ 529.90 ,10/4/2012,7/12/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6628846,Standard, $ 398.57 ,9/6/2012,10/5/1988,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12298713,Premier, $ 222.46 ,5/2/2014,2/6/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7962364,Standard, $ 311.39 ,8/3/2012,1/1/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53387354,Premier," $ 1,457.50 ",6/7/2015,1/1/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+9277090,Standard, $ 241.75 ,1/19/2015,1/11/2016,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,Y,Y,6-10,English
+30643278,Standard, $ 242.65 ,6/20/2013,8/1/1984,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15892097,Standard, $ 163.01 ,7/2/2015,8/1/1984,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14205088,Standard," $ 3,757.17 ",4/10/2010,1/1/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+9788132,Standard, $ 367.50 ,6/28/2011,6/28/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+8199039,Standard," $ 1,393.00 ",7/30/2015,3/1/1984,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4410412,Standard, $ 278.95 ,11/18/2010,12/17/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+53288422,Premier," $ 2,356.67 ",5/31/2013,12/9/1988,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3848347,Premier," $ 1,574.30 ",12/26/2015,1/1/1990,6,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+13584141,Premier," $ 1,978.83 ",4/6/2014,1/1/1990,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+2740821,Standard, $ 254.72 ,9/13/2013,2/8/1990,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+6112818,Standard, $ 260.40 ,8/3/2013,3/2/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+15930600,Standard, $ 182.21 ,8/4/2013,1/1/1996,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+2077127,Standard, $ 468.48 ,2/18/2012,9/1/1984,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13854509,Standard, $ 183.01 ,2/9/2015,2/12/1990,15,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53576427,Standard," $ 3,026.83 ",11/30/2011,12/12/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20400274,Premier," $ 1,757.23 ",1/26/2013,7/22/1991,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+11059425,Standard, $ 358.88 ,9/1/2013,9/16/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31783043,Premier, $ 435.01 ,8/8/2012,2/12/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6763299,Standard, $ 527.96 ,5/4/2008,11/21/2001,22,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19131657,Standard, $ 156.55 ,4/24/2014,12/21/1989,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9856672,Standard, $ 576.50 ,3/27/2012,3/20/2018,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3473352,Standard, $ 92.32 ,2/10/2016,1/1/1990,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+8432371,Premier, $ 541.97 ,8/15/2012,10/31/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30075597,Standard, $ 633.93 ,8/5/2011,1/1/1991,8,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+14223692,Premier, $ 170.95 ,5/6/2015,3/1/1984,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28204182,Standard, $ 876.53 ,3/29/2016,1/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+33618708,Premier, $ 334.00 ,2/23/2012,1/1/1989,15,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31952759,Premier, $ 164.17 ,2/5/2014,10/1/1964,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,Y,N,N,N,Y,1-5,English
+1540529,Standard, $ 396.59 ,2/20/2013,12/1/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53447006,Standard," $ 2,175.67 ",10/27/2013,2/1/1988,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15272852,Standard, $ 454.61 ,10/11/2014,5/1/1982,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+20528322,Standard, $ 247.66 ,11/3/2013,2/20/1989,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25040410,Premier, $ 184.30 ,1/31/2015,10/13/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30621030,Standard, $ 122.74 ,4/16/2016,3/1/1984,18,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25780418,Premier, $ 189.53 ,11/3/2015,12/12/1986,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12901669,Standard, $ 128.11 ,2/9/2015,2/12/2013,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+6331216,Premier, $ 396.86 ,6/3/2014,1/1/1991,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26910823,Standard, $ 295.03 ,11/28/2012,12/19/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21272674,Standard, $ 132.29 ,2/8/2016,3/1/1984,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26158957,Standard, $ 186.82 ,1/13/2015,11/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23176293,Premier, $ 198.88 ,2/14/2013,4/1/1980,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+3889923,Premier, $ 767.40 ,5/25/2014,10/22/1990,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+5736330,Standard, $ 279.87 ,7/24/2015,1/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1258039,Premier, $ 384.33 ,5/23/2014,7/1/1985,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27155793,Premier, $ 160.80 ,3/11/2014,2/13/1975,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,
+26392681,Premier, $ 320.40 ,9/2/2013,1/1/1990,6,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+11843221,Standard, $ 531.75 ,11/17/2014,11/15/1988,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+34243857,Premier, $ 165.30 ,6/16/2015,3/1/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2632178,Premier, $ 333.98 ,2/23/2012,1/1/1990,11,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20366491,Premier, $ 144.10 ,11/15/2015,2/10/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15202308,Premier, $ 258.65 ,8/16/2013,12/12/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15044789,Premier," $ 1,767.33 ",9/26/2014,10/31/1977,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15373331,Premier, $ 261.90 ,7/24/2013,1/1/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33283286,Premier," $ 1,296.73 ",6/6/2011,11/1/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+16582082,Standard, $ 274.73 ,8/14/2015,9/1/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2311895,Standard, $ 387.92 ,2/2/2011,1/1/1985,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+55831538,Standard," $ 3,827.83 ",2/12/2010,9/7/1995,6,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+34389869,Standard, $ 341.43 ,11/14/2014,12/14/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16947443,Premier, $ 318.78 ,4/3/2011,11/9/2005,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+26901284,Standard," $ 1,435.17 ",6/25/2015,1/1/1991,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+109046128,Premier," $ 1,412.17 ",7/14/2015,1/12/2009,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21588338,Standard," $ 2,770.73 ",12/2/2013,12/1/1984,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+4388273,Premier," $ 2,593.67 ",11/18/2012,7/1/1983,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27383362,Premier, $ 483.82 ,5/25/2011,10/5/1993,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18080556,Premier, $ 228.00 ,4/22/2012,4/1/1984,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,Hindi
+8579489,Standard, $ 325.60 ,1/18/2015,1/1/1979,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15409673,Premier, $ 633.60 ,2/23/2015,2/12/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+28191888,Standard, $ 146.42 ,10/29/2015,1/1/1989,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,Y,N,N,N,N,N,Y,6-10,English
+53226495,Standard," $ 1,748.83 ",10/11/2014,9/1/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+26047858,Standard, $ 190.11 ,1/13/2016,5/1/1981,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+18482623,Premier, $ 274.30 ,8/16/2015,1/1/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23167402,Premier, $ 217.92 ,10/13/2014,2/3/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+31372413,Standard, $ 126.11 ,3/23/2016,1/16/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8023205,Standard, $ 582.70 ,3/1/2012,2/6/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7429127,Standard, $ 191.98 ,9/8/2015,9/1/1975,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+29353917,Premier, $ 286.59 ,1/28/2013,10/1/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Polish
+2421516,Standard, $ 386.00 ,5/16/2014,3/20/1989,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27587415,Standard, $ 194.70 ,11/17/2014,1/1/1985,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19478249,Premier, $ 661.40 ,12/28/2014,5/31/1968,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+30516605,Standard," $ 2,294.72 ",9/28/2014,9/1/1980,3,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,Y,N,N,N,N, ,
+53360952,Standard," $ 2,274.50 ",8/7/2013,6/1/1982,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25104194,Premier, $ 424.13 ,4/27/2016,3/13/1989,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+32218664,Standard, $ 267.39 ,12/14/2014,7/1/1982,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3951163,Standard," $ 1,174.40 ",5/29/2015,9/6/2002,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,500+,English
+17262123,Premier, $ 280.63 ,9/4/2015,1/1/1987,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8579667,Standard, $ 549.70 ,7/14/2012,12/1/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+12900917,Premier, $ 115.80 ,6/15/2015,1/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22358303,Standard, $ 126.93 ,3/17/2016,11/1/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14325183,Premier, $ 520.64 ,5/27/2011,9/1/1980,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29116037,Premier," $ 1,059.92 ",12/11/2013,12/24/1992,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+18432838,Standard," $ 1,277.83 ",12/19/2012,10/11/1995,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,
+8218974,Premier," $ 1,852.29 ",4/14/2011,6/1/1982,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y, ,
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+2570475,Standard, $ 140.00 ,10/10/2014,12/19/1992,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+19393952,Standard, $ 264.83 ,9/24/2015,1/1/1981,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10160808,Premier, $ 219.09 ,7/23/2012,7/1/1982,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+10902262,Premier," $ 2,362.00 ",5/27/2013,1/1/1982,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26596896,Standard, $ 214.06 ,7/2/2014,12/1/1980,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,Italian
+10623980,Premier, $ 488.47 ,3/22/2013,1/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+13711887,Premier, $ 177.39 ,9/23/2013,2/22/1990,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Vietnamese
+20068752,Premier," $ 1,487.83 ",5/13/2015,12/1/1980,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15383210,Standard, $ 754.56 ,3/11/2012,2/25/2005,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33102283,Standard, $ 379.86 ,3/28/2013,5/1/1985,36,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,1-5,
+21584975,Standard, $ 312.16 ,4/29/2014,2/23/1990,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+11940215,Standard," $ 1,124.67 ",5/24/2012,11/1/1980,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+1010294,Premier, $ 589.57 ,10/25/2011,10/1/1980,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+21089372,Premier, $ 251.37 ,10/7/2013,8/13/2001,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17276989,Premier, $ 448.90 ,3/19/2008,2/16/1990,24,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+13595957,Premier, $ 252.84 ,9/27/2013,2/21/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+33882111,Standard, $ 331.89 ,1/21/2012,5/27/2004,15,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10057511,Standard," $ 2,611.20 ",5/19/2011,1/1/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+17086621,Premier, $ 499.47 ,2/5/2013,3/26/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17104460,Standard, $ 242.88 ,11/22/2011,12/1/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+27808436,Standard, $ 233.71 ,2/11/2014,2/27/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14191856,Standard, $ 283.64 ,8/23/2015,12/1/1996,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21496045,Premier, $ 215.50 ,6/21/2014,1/1/1981,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+108913020,Standard," $ 1,928.67 ",5/17/2014,12/25/1981,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+5400737,Premier, $ 246.48 ,10/16/2011,5/1/1981,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14496385,Standard, $ 205.12 ,6/27/2016,1/1/1985,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7144733,Standard, $ 220.02 ,5/20/2014,2/22/1990,9,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5992345,Standard, $ 519.49 ,7/4/2008,7/2/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25018567,Premier," $ 1,307.93 ",5/15/2011,3/12/1987,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23959570,Standard, $ 101.64 ,11/7/2015,5/4/2009,10,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13056936,Standard, $ 692.25 ,5/19/2007,1/1/1985,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+16407479,Premier, $ 509.93 ,4/14/2012,1/1/1983,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+28343501,Standard, $ 402.37 ,3/10/2014,12/1/1982,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16286491,Standard, $ 218.30 ,8/7/2013,2/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+10129011,Premier, $ 296.36 ,11/19/2012,12/1/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,Y,6-10,English
+5290597,Standard, $ 204.25 ,9/10/2014,2/1/1985,14,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22665793,Premier, $ 380.03 ,6/9/2014,4/16/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+53670967,Standard," $ 2,622.53 ",3/5/2014,12/13/1994,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+10421812,Standard," $ 1,964.60 ",9/8/2007,1/1/1987,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+24137828,Standard," $ 1,880.60 ",3/9/2015,2/1/1985,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+19059592,Premier, $ 332.70 ,12/20/2014,4/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21075076,Premier, $ 294.25 ,7/12/2015,3/16/1990,13,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24129937,Standard, $ 306.40 ,1/27/2014,1/1/1991,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+4088827,Standard, $ 170.63 ,5/9/2015,2/20/1990,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19969500,Standard, $ 474.83 ,6/10/2014,12/1/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,51-100,English
+32719919,Standard, $ 191.55 ,5/1/2013,9/1/1982,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+29784823,Standard, $ 502.23 ,8/20/2012,4/16/1990,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+29320105,Standard, $ 273.79 ,1/10/2011,4/1/1982,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31632443,Premier, $ 261.33 ,7/28/2013,3/23/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13578203,Premier, $ 346.56 ,11/4/2013,4/6/2013,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27742192,Standard, $ 250.61 ,10/13/2013,1/1/1985,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29868321,Standard, $ 181.68 ,12/16/2015,11/1/1991,11,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22103635,Standard," $ 1,107.73 ",8/5/2015,9/1/1984,1,TRUE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+2839323,Standard," $ 4,062.76 ",11/10/2012,6/1/1984,34,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+15438622,Premier, $ 482.59 ,3/25/2009,3/5/1990,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28493556,Premier, $ 730.34 ,5/26/2012,6/26/1990,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12361250,Premier, $ 328.57 ,4/2/2012,6/30/2006,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24545520,Premier," $ 1,593.00 ",2/16/2015,6/18/2010,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27859160,Premier, $ 740.76 ,11/1/2006,1/1/1987,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+11224105,Premier, $ 268.97 ,6/3/2013,7/3/1987,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29031825,Standard, $ 161.12 ,3/8/2014,12/1/1986,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8126408,Premier, $ 442.21 ,7/2/2012,4/3/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+12556519,Standard, $ 353.31 ,2/25/2013,1/1/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+8296964,Premier, $ 495.61 ,3/21/2011,6/25/1990,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+8812616,Premier, $ 467.95 ,2/21/2012,7/9/1990,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29049664,Standard, $ 157.93 ,4/10/2014,7/17/2008,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34502133,Premier, $ 947.63 ,8/17/2012,9/6/2012,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+164783009,Premier," $ 2,276.83 ",8/5/2013,12/11/1996,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8534699,Standard, $ 425.31 ,9/26/2012,9/1/1982,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,Y,Y,11-50,English
+2694132,Standard," $ 1,997.47 ",2/6/2013,6/18/1990,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+32240508,Standard, $ 272.74 ,5/7/2013,4/2/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1910938,Standard, $ 204.90 ,9/5/2014,3/23/1990,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28374068,Standard, $ 407.89 ,1/13/2015,4/5/1989,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+32761536,Standard, $ 461.57 ,3/25/2012,11/1/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26179463,Standard, $ 8.93 ,7/10/2018,7/10/1970,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+27995978,Premier, $ 586.56 ,4/28/2011,7/17/1990,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,
+53938701,Premier," $ 1,756.33 ",10/5/2014,1/1/1992,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25990649,Premier," $ 1,785.83 ",9/11/2014,3/7/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+22198383,Premier, $ 117.87 ,5/25/2015,12/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16291123,Premier," $ 5,504.13 ",4/10/2003,6/20/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+27294290,Premier," $ 2,326.00 ",6/26/2013,2/7/2007,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6182339,Standard, $ 147.55 ,4/3/2015,4/1/1982,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
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+30353629,Premier, $ 175.63 ,11/20/2015,2/1/1981,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+57341838,Standard," $ 1,216.80 ",6/4/2016,7/1/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+2091007,Standard, $ 194.31 ,4/2/2013,2/1/1983,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31657140,Premier, $ 199.01 ,9/18/2014,7/12/1990,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17116606,Premier, $ 222.99 ,7/29/2015,1/1/1987,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29947267,Premier, $ 592.96 ,2/27/2013,7/30/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+20113383,Premier, $ 196.76 ,11/2/2014,10/6/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11577675,Standard, $ 322.56 ,3/6/2014,1/1/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12231604,Standard, $ 594.35 ,7/10/2011,10/18/1988,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+53289026,Premier," $ 1,128.67 ",3/2/2016,7/27/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13988992,Standard," $ 2,299.83 ",7/17/2013,9/15/2004,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+20738939,Standard, $ 119.70 ,5/8/2016,12/13/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17030264,Premier, $ 649.60 ,1/21/2015,4/1/1982,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+10248479,Premier, $ 311.90 ,1/21/2015,7/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+33757773,Standard, $ 266.80 ,6/19/2013,6/1/1982,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33333518,Premier, $ 153.73 ,7/18/2016,2/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10293668,Premier, $ 490.52 ,7/12/2012,8/1/1982,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+10377037,Premier, $ 112.78 ,6/26/2016,8/9/1966,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11666922,Standard, $ 229.43 ,3/13/2014,7/3/1990,35,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20749704,Standard, $ 315.24 ,7/6/2012,6/10/1986,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24628302,Premier, $ 229.29 ,4/9/2012,5/1/1982,27,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26208437,Premier," $ 2,225.86 ",10/3/2012,2/1/1985,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,N, ,
+16204631,Standard, $ 279.55 ,10/13/2014,1/1/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15289626,Standard, $ 352.80 ,10/11/2011,1/1/1993,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22689993,Premier, $ 220.29 ,12/13/2013,1/1/1987,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+53458227,Premier," $ 2,369.17 ",5/21/2013,7/13/2004,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+33972893,Premier, $ 395.47 ,12/9/2010,2/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24638424,Premier, $ 225.09 ,5/22/2012,1/1/1992,21,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15126263,Standard, $ 154.80 ,8/30/2015,2/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23461436,Premier, $ 143.96 ,11/16/2015,12/1/1980,6,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21321219,Standard, $ 318.82 ,6/11/2012,1/1/1992,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+37410190,Premier," $ 3,431.17 ",1/2/2011,6/6/1996,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29500221,Premier, $ 230.51 ,12/6/2014,1/1/1992,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+24534273,Standard, $ 487.68 ,11/12/2011,1/1/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+32545953,Premier, $ 349.96 ,8/30/2012,2/10/1992,11,TRUE,TRUE,TRUE,AUTO RENEW,BILLING,TRUE,N,N,N,N,N,N,Y,Y,N,1-5,English
+1480956,Standard, $ 574.90 ,4/2/2012,1/1/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31393362,Premier," $ 1,592.17 ",2/17/2015,6/23/1995,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25369547,Premier, $ 244.70 ,11/24/2013,5/1/1980,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+11135155,Standard, $ 281.67 ,2/3/2014,1/1/1993,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+53356445,Premier," $ 1,308.83 ",10/7/2015,5/1/1982,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+57277905,Standard," $ 2,667.00 ",9/18/2013,1/1/1992,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+20640725,Standard, $ 434.69 ,8/9/2012,1/1/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33552411,Premier, $ 801.55 ,6/20/2007,8/22/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5056461,Standard, $ 253.45 ,2/22/2014,3/1/1985,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+25789129,Standard, $ 174.06 ,4/14/2015,3/21/2012,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6405962,Premier, $ 246.29 ,10/18/2011,3/1/1982,21,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10764728,Standard," $ 2,863.33 ",4/11/2012,9/7/1990,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3109483,Premier, $ 569.63 ,9/19/2010,3/1/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15012046,Standard," $ 2,608.67 ",11/6/2012,9/17/1973,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23328906,Standard, $ 906.43 ,7/15/2008,9/21/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+33950463,Premier, $ 230.34 ,3/7/2014,1/1/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8082983,Premier, $ 778.63 ,12/20/2009,5/25/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21211222,Standard, $ 451.78 ,10/30/2013,4/23/1990,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17838424,Standard, $ 317.18 ,6/23/2012,6/3/2016,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53754481,Premier," $ 4,409.60 ",2/3/2011,4/13/1989,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+16380686,Premier," $ 1,052.80 ",6/26/2014,8/24/1990,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+19544879,Standard, $ 154.37 ,5/16/2014,7/23/2012,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+29790398,Standard, $ 110.11 ,8/12/2015,4/13/1989,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1349165,Premier, $ 470.30 ,6/5/2013,1/1/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32595169,Standard, $ 146.08 ,8/9/2014,5/1/1979,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+26164953,Standard," $ 2,977.00 ",7/25/2013,3/1/1987,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,English
+22365270,Premier, $ 200.79 ,1/26/2013,8/29/1990,17,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+4530266,Standard," $ 2,821.17 ",5/16/2012,6/13/2014,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10758513,Premier, $ 420.67 ,10/3/2017,4/1/1982,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+16389066,Premier," $ 3,192.83 ",7/17/2011,4/1/1987,1,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33124237,Premier," $ 3,920.33 ",11/28/2009,3/1/1995,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16148883,Premier, $ 123.14 ,4/13/2016,12/1/1992,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4184727,Standard, $ 744.29 ,10/11/2006,2/1/1982,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18784953,Premier," $ 1,518.17 ",4/18/2015,8/6/1998,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22212284,Standard, $ 368.11 ,6/24/2011,6/1/1982,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16386168,Standard, $ 456.99 ,9/25/2009,5/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5019210,Premier, $ 399.63 ,2/5/2013,9/1/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31420985,Premier, $ 540.06 ,7/19/2010,5/19/2015,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19142359,Premier, $ 207.47 ,11/19/2012,4/13/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+27649573,Standard, $ 268.38 ,6/7/2013,5/19/2015,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33519641,Premier, $ 270.93 ,5/20/2013,7/1/2008,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25033203,Premier, $ 432.17 ,3/5/2012,4/1/1985,16,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15762153,Standard, $ 473.76 ,11/27/2014,5/1/1982,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
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+30169532,Premier, $ 324.61 ,4/30/2012,10/18/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26206620,Premier," $ 1,109.00 ",3/18/2016,1/1/1993,3,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8599049,Premier, $ 843.87 ,12/20/2013,10/17/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,
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+31244328,Standard, $ 294.03 ,5/27/2015,10/18/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+21481279,Standard, $ 699.07 ,2/6/2013,9/3/1992,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+25468180,Standard, $ 677.14 ,5/31/2005,10/1/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21291299,Premier," $ 1,340.27 ",5/1/2013,3/1/1981,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,Portuguese
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+19554363,Premier, $ 357.47 ,9/10/2014,4/14/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+18488283,Premier," $ 2,957.33 ",1/25/2012,5/1/1987,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,English
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+8953642,Standard," $ 1,286.40 ",11/22/2013,1/1/1982,22,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,N,101-500,
+17406961,Premier, $ 241.66 ,10/30/2014,4/14/2006,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20336276,Standard, $ 854.06 ,5/2/2011,12/1/1980,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28032896,Premier, $ 295.36 ,5/23/2013,7/1/1987,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+18094568,Standard, $ 441.84 ,7/4/2012,4/14/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+11373723,Premier, $ 746.17 ,8/27/2010,1/1/1993,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17791783,Standard," $ 1,066.67 ",4/22/2016,5/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+10446665,Premier, $ 441.96 ,11/20/2014,12/17/1998,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6166847,Premier, $ 235.24 ,2/8/2012,5/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+11094556,Premier, $ 293.07 ,5/31/2015,12/16/1989,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30839642,Standard, $ 675.87 ,2/14/2011,6/1/2012,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,Spanish
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+18637478,Standard, $ 165.22 ,6/16/2015,6/2/2005,17,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11914181,Standard, $ 340.65 ,1/23/2011,6/29/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+19810150,Premier, $ 300.10 ,5/3/2015,12/25/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31542197,Standard, $ 316.86 ,6/25/2012,2/1/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53427921,Standard," $ 3,564.50 ",9/15/2010,12/1/1989,16,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25654199,Standard, $ 301.49 ,10/13/2012,3/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24889722,Standard," $ 2,121.33 ",12/10/2013,1/1/1993,2,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31025288,Standard, $ 227.15 ,7/8/2015,12/1/1989,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30033990,Standard, $ 240.65 ,12/23/2013,4/1/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25618104,Standard, $ 433.43 ,2/27/2012,12/1/1981,25,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53337421,Standard," $ 1,928.83 ",5/17/2014,7/1/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11040304,Premier, $ 201.57 ,1/18/2013,3/1/1981,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+32579630,Standard, $ 308.13 ,10/16/2011,6/6/2002,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,N,6-10,English
+13317095,Standard, $ 115.07 ,6/10/2016,1/1/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+13912742,Standard, $ 400.10 ,3/19/2014,1/5/2000,11,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+53294046,Premier," $ 1,373.17 ",8/15/2015,11/27/1995,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+3907672,Standard," $ 1,220.17 ",12/18/2015,8/4/1986,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+7419581,Premier, $ 236.17 ,1/24/2014,10/1/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23267015,Standard, $ 456.48 ,9/28/2009,5/16/1997,6,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9660115,Standard, $ 369.57 ,7/22/2014,4/24/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+29294422,Standard, $ 456.64 ,4/19/2012,5/21/2004,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+15518833,Standard, $ 229.65 ,6/25/2015,3/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+25504008,Standard, $ 198.32 ,10/22/2014,10/19/2009,22,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15207136,Standard, $ 788.16 ,8/27/2007,2/1/1981,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+32592165,Standard, $ 434.64 ,8/10/2012,10/1/1981,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+4059115,Standard," $ 4,736.42 ",11/22/2011,12/1/1980,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
+31304091,Premier, $ 905.73 ,8/15/2013,5/3/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29133221,Standard," $ 1,229.84 ",12/14/2012,11/24/1999,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+30767251,Standard, $ 251.47 ,11/18/2015,12/16/1995,10,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+108863333,Premier," $ 1,476.40 ",12/10/2015,5/1/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+11804807,Premier, $ 507.20 ,1/5/2013,3/1/1981,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7695765,Premier, $ 908.60 ,3/2/2012,3/1/1979,9,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+12224225,Standard, $ 402.10 ,10/23/2010,5/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15234087,Standard, $ 621.41 ,7/4/2006,6/9/1989,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+22922511,Premier, $ 479.97 ,4/26/2013,12/26/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14048994,Standard," $ 2,527.33 ",1/12/2013,4/26/1989,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32996876,Premier, $ 153.00 ,5/30/2014,8/21/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+1864424,Standard, $ 223.56 ,4/24/2014,5/1/1981,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+28218657,Standard," $ 1,549.17 ",3/24/2015,4/28/1989,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+2893907,Standard, $ 197.13 ,9/22/2015,7/10/1989,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+7559419,Premier, $ 611.13 ,6/5/2013,8/2/2006,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11694571,Standard, $ 332.06 ,3/8/2012,2/1/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28273159,Premier, $ 122.42 ,4/18/2016,6/6/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5698301,Standard, $ 120.83 ,12/28/2015,9/8/2017,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,N,1-5,English
+19535694,Standard, $ 720.47 ,8/15/2010,1/25/1982,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+2599034,Premier, $ 250.30 ,11/23/2015,6/29/1989,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16040779,Standard, $ 320.19 ,6/1/2012,9/15/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Italian
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+14644466,Premier, $ 340.73 ,11/17/2014,8/3/1989,23,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33364548,Premier, $ 631.14 ,10/16/2008,1/1/1995,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
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+14856614,Premier, $ 188.25 ,1/2/2015,8/1/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2587618,Premier," $ 2,060.40 ",1/27/2009,9/14/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+11513642,Standard, $ 195.10 ,11/14/2014,12/25/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29326956,Premier, $ 189.20 ,2/15/2011,1/1/1990,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,Portuguese
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+28243829,Premier," $ 1,520.00 ",6/9/2014,9/20/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+21273340,Premier, $ 793.50 ,10/20/2009,5/1/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24608775,Standard, $ 360.40 ,8/25/2013,10/1/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+12347731,Premier, $ 503.95 ,8/30/2014,8/1/1985,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
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+15219159,Standard, $ 483.30 ,4/12/2013,6/22/1989,3,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+20947727,Standard, $ 487.73 ,11/12/2011,7/1/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29233931,Standard, $ 380.19 ,5/15/2013,2/1/1982,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+28163206,Premier," $ 2,239.25 ",11/2/2014,8/15/1994,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31877109,Standard, $ 146.76 ,8/2/2014,1/1/1997,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53684589,Premier," $ 3,073.33 ",10/22/2011,12/28/1995,9,TRUE,FALSE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+14703516,Premier, $ 275.23 ,11/4/2014,2/1/1982,16,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30871067,Premier, $ 321.95 ,2/14/2016,12/1/1981,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+26867824,Standard, $ 239.05 ,2/3/2015,1/1/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25707613,Standard," $ 2,699.00 ",8/24/2012,7/1/1985,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+28947071,Premier, $ 187.41 ,6/12/2013,2/1/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+33928226,Premier, $ 201.40 ,6/10/2016,1/1/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+10872629,Premier," $ 1,707.67 ",11/14/2014,7/1/1987,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8444949,Premier, $ 207.87 ,8/15/2014,2/1/1981,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33678562,Standard, $ 238.13 ,1/10/2012,7/1/1987,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16878982,Premier," $ 1,253.33 ",3/9/2015,2/1/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53401132,Standard," $ 1,913.17 ",5/30/2014,3/1/1985,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+53311140,Premier," $ 2,346.83 ",6/8/2013,3/1/1994,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+17494626,Standard, $ 439.49 ,7/16/2012,9/23/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+18442966,Premier, $ 279.74 ,4/23/2014,9/27/1989,9,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+30880076,Premier, $ 355.73 ,7/30/2011,2/24/2018,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23091956,Premier, $ 440.87 ,10/3/2013,12/24/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24995819,Premier, $ 336.65 ,12/17/2011,8/30/2010,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+22672690,Premier," $ 1,699.00 ",11/21/2014,9/20/1989,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28276034,Premier, $ 483.03 ,5/30/2011,1/1/1997,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12902015,Premier," $ 1,000.13 ",2/3/2013,2/1/1981,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+13721626,Premier, $ 131.37 ,2/14/2016,11/1/1993,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21155348,Standard," $ 1,704.83 ",11/16/2014,11/28/2001,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12432870,Standard, $ 351.49 ,10/9/2013,7/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53340188,Premier," $ 3,364.33 ",2/26/2011,8/2/2015,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+25928176,Premier, $ 347.36 ,12/15/2014,11/1/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,Y,Y,11-50,English
+27606205,Standard, $ 416.17 ,1/12/2014,1/1/1997,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18484841,Standard, $ 370.90 ,6/4/2011,5/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17816967,Premier, $ 211.40 ,10/9/2012,12/19/1997,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+9438698,Premier, $ 409.17 ,2/10/2014,9/1/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+32502068,Premier, $ 427.30 ,11/28/2013,1/1/1990,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+16474579,Standard, $ 375.54 ,7/23/2012,9/1/1985,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
+31812622,Premier, $ 143.64 ,11/18/2015,8/1/1982,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+24279791,Premier, $ 187.07 ,1/11/2015,1/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14221220,Standard, $ 130.11 ,1/20/2015,9/1/1980,15,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+4779939,Standard, $ 223.04 ,7/29/2015,10/1/1987,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7579444,Standard, $ 131.69 ,1/3/2015,4/1/1981,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+33812337,Standard, $ 339.88 ,7/27/2013,10/1/1974,27,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+51847766,Premier," $ 1,842.33 ",7/27/2014,1/1/1991,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25714246,Standard, $ 554.99 ,4/28/2010,3/1/1982,15,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30280810,Premier, $ 944.83 ,6/16/2005,6/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+25177325,Premier," $ 1,579.08 ",8/22/2013,1/1/1997,1,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+10421554,Premier, $ 331.95 ,1/17/2014,9/1/1985,21,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5550201,Premier, $ 6.16 ,7/11/2018,9/1/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22958113,Premier, $ 213.03 ,6/26/2015,9/1/1987,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21465799,Standard, $ 359.84 ,10/27/2014,1/1/1982,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34188685,Standard, $ 232.28 ,6/28/2013,3/1/1982,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+9383680,Premier, $ 300.96 ,2/26/2014,10/1/1985,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+19650730,Standard," $ 1,647.07 ",1/30/2014,1/1/1996,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+25871256,Premier, $ 169.41 ,4/28/2016,1/1/1982,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27388191,Premier, $ 463.70 ,7/2/2013,1/1/1989,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14579957,Standard, $ 652.00 ,5/23/2011,1/1/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+18806250,Premier, $ 280.36 ,11/3/2010,11/1/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10820583,Standard, $ 766.64 ,12/15/2007,6/1/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25629841,Premier, $ 182.97 ,2/9/2015,12/7/2010,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24179267,Premier, $ 194.28 ,4/3/2013,10/2/2009,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19723208,Premier, $ 891.80 ,9/13/2013,10/4/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+30203080,Premier," $ 1,810.40 ",8/16/2013,12/12/2014,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+11195732,Premier, $ 404.16 ,1/13/2013,1/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+24302739,Premier, $ 221.02 ,5/13/2015,10/5/1989,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20496829,Premier, $ 215.47 ,6/21/2014,8/1/1982,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29422161,Premier, $ 668.03 ,12/8/2012,8/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30889751,Premier," $ 2,859.50 ",4/15/2012,3/1/1982,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+53843070,Premier," $ 3,770.67 ",3/30/2010,1/1/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+8063311,Premier," $ 2,582.27 ",6/18/2011,3/25/2015,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+33352980,Premier, $ 788.40 ,4/29/2006,10/17/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+8175211,Premier," $ 5,844.17 ",8/5/2005,9/29/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+20397589,Premier, $ 605.93 ,11/27/2011,10/5/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+2728170,Premier, $ 254.06 ,9/18/2013,1/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30161380,Premier," $ 2,823.83 ",5/14/2012,12/24/1992,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9831031,Premier," $ 2,135.83 ",11/28/2013,7/14/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2619003,Premier, $ 288.64 ,3/3/2014,11/2/1989,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+26408919,Premier, $ 504.03 ,2/3/2011,1/1/1996,17,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25997875,Standard, $ 385.71 ,4/17/2013,4/1/1982,15,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+28109597,Premier, $ 249.58 ,11/13/2012,10/23/1989,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
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+6329000,Premier, $ 399.28 ,2/7/2013,1/1/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+16943787,Premier, $ 214.19 ,9/12/2015,12/1/1983,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27981895,Standard, $ 177.56 ,3/20/2015,11/1/1985,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14025237,Standard, $ 212.53 ,7/12/2014,12/25/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4429374,Premier, $ 484.97 ,5/10/2012,1/1/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,6-10,English
+27117812,Premier, $ 276.33 ,12/15/2010,1/1/1983,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+27013054,Premier, $ 133.31 ,12/18/2014,12/30/2004,20,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30964677,Premier, $ 214.38 ,5/2/2015,6/13/1996,66,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,6-10,
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+2314639,Premier, $ 231.30 ,2/8/2016,1/1/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19211715,Premier," $ 1,442.17 ",6/19/2015,1/1/1990,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+163747119,Standard," $ 2,220.20 ",7/20/2014,2/22/2018,2,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+3200597,Standard, $ 300.40 ,5/1/2015,1/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29782708,Premier, $ 222.02 ,5/5/2014,11/24/1989,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13097010,Premier, $ 281.90 ,3/2/2013,12/1/1981,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+9968523,Standard, $ 219.10 ,3/29/2016,12/27/1990,22,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+20401096,Premier, $ 289.18 ,1/9/2013,7/24/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+53713642,Standard," $ 2,457.17 ",3/10/2013,11/9/1989,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11949459,Standard, $ 340.28 ,7/25/2013,1/1/1988,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18870343,Standard, $ 768.99 ,8/12/2003,5/1/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15573184,Standard, $ 216.80 ,4/8/2016,1/11/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31231270,Premier," $ 1,417.83 ",7/9/2015,7/13/2010,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28213053,Standard, $ 217.53 ,6/1/2015,1/1/1988,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3813867,Premier, $ 879.10 ,2/12/2011,12/27/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+13496799,Premier, $ 530.37 ,12/24/2012,6/20/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8421067,Standard, $ 83.03 ,5/16/2016,1/1/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+26344783,Premier, $ 454.80 ,4/28/2012,2/1/1988,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
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+2173949,Premier, $ 452.95 ,10/25/2013,1/1/1998,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+31425182,Standard, $ 256.53 ,8/31/2013,5/1/1980,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53343227,Standard," $ 2,647.33 ",10/5/2012,2/1/1988,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30197314,Premier, $ 322.76 ,5/14/2012,12/27/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13630120,Premier, $ 218.12 ,10/22/2013,12/27/1974,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,N,6-10,
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+34046220,Premier, $ 537.51 ,11/14/2013,9/1/1982,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+12234364,Standard, $ 684.69 ,7/19/2012,1/1/1988,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+28497970,Standard, $ 281.10 ,6/16/2014,2/1/1988,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4283544,Standard, $ 125.10 ,3/30/2016,12/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1453826,Premier, $ 374.67 ,1/16/2013,2/1/1982,25,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+34192800,Standard, $ 332.82 ,3/2/2012,12/1/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53239470,Premier," $ 2,251.67 ",8/25/2013,2/1/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+11694844,Standard, $ 462.15 ,8/19/2009,6/29/1983,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+17208519,Standard, $ 821.53 ,2/3/2014,12/27/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+24136847,Premier," $ 1,896.50 ",6/12/2014,11/1/1981,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21400541,Premier," $ 2,003.13 ",1/23/2010,1/1/1998,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+7372439,Premier, $ 807.39 ,9/26/2011,11/1/1982,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16036583,Premier, $ 308.00 ,3/31/2015,7/18/2001,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+28125372,Premier, $ 306.31 ,7/22/2015,1/1/1998,10,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,N,11-50,Spanish
+13456948,Standard, $ 587.00 ,2/13/2012,12/1/1981,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+22838261,Premier, $ 275.73 ,4/16/2013,6/30/1983,16,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+33818266,Premier, $ 303.35 ,4/1/2013,9/1/1982,17,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+5045029,Premier, $ 291.64 ,4/1/2013,1/1/1998,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,Y,N,Y,N,N,6-10,English
+29974331,Standard, $ 242.59 ,12/9/2013,6/17/1983,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53837727,Standard," $ 3,034.50 ",11/23/2011,7/13/1983,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4578772,Standard, $ 830.07 ,5/23/2009,6/24/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+25147385,Standard, $ 621.07 ,9/26/2011,7/19/1983,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16950924,Standard, $ 174.19 ,10/25/2013,6/9/2014,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5861363,Premier, $ 548.97 ,7/17/2012,12/27/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18963377,Standard, $ 178.25 ,3/15/2015,12/1/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28257651,Premier, $ 757.70 ,3/16/2010,5/1/1992,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14411675,Standard," $ 1,984.67 ",4/1/2014,2/1/1983,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31775627,Standard, $ 184.39 ,7/13/2013,2/1/1988,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+17172636,Premier, $ 335.92 ,2/9/2012,1/1/1991,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+109256811,Premier," $ 2,621.40 ",10/19/2013,5/1/1992,3,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+21111450,Standard, $ 487.81 ,1/16/2011,1/1/1998,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,Italian
+4275726,Premier, $ 655.60 ,1/9/2015,2/1/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+23039904,Standard, $ 162.01 ,2/27/2014,1/8/2007,12,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27679527,Premier, $ 157.65 ,4/20/2015,12/1/1982,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,Hindi
+20539178,Standard, $ 132.15 ,2/8/2016,12/1/1981,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9868988,Premier, $ 179.55 ,3/7/2016,1/1/1973,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+10271117,Premier," $ 1,783.08 ",11/8/2014,6/24/1983,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+21026631,Premier, $ 312.37 ,4/28/2014,8/12/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+5252414,Standard, $ 236.10 ,2/19/2015,2/1/1988,16,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15696248,Standard, $ 570.27 ,7/20/2012,7/1/1980,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14284383,Standard, $ 330.21 ,1/26/2014,11/1/1982,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17148613,Premier," $ 1,329.60 ",3/31/2011,2/1/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+15808772,Premier, $ 537.53 ,9/2/2012,1/1/1993,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28162260,Premier, $ 392.99 ,3/11/2013,2/1/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23898174,Premier," $ 1,382.50 ",8/7/2015,2/1/1988,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9779191,Standard," $ 3,140.00 ",8/29/2011,1/1/1998,9,FALSE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4851178,Standard, $ 286.72 ,8/30/2010,7/10/2003,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17940443,Premier, $ 354.76 ,5/6/2013,12/7/1993,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24996619,Premier, $ 471.15 ,2/5/2012,12/13/2014,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20245321,Standard, $ 427.35 ,1/5/2015,1/1/1998,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22931194,Standard," $ 3,181.67 ",7/26/2011,1/1/1986,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+12572623,Standard, $ 395.00 ,4/9/2014,11/1/1982,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+31494406,Standard, $ 257.78 ,6/26/2014,6/1/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,Y,N,N,N,N,Y,Y,6-10,English
+33476140,Standard, $ 216.70 ,6/13/2014,1/1/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6093921,Standard," $ 1,838.46 ",10/9/2010,12/1/1981,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+29260587,Premier, $ 168.17 ,5/26/2015,1/1/1996,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3591051,Premier, $ 390.13 ,4/29/2014,1/9/2006,20,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+21629304,Premier, $ 779.42 ,9/16/2011,1/1/1996,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+22465578,Premier, $ 438.43 ,7/21/2012,9/19/1996,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+53376784,Premier," $ 2,239.60 ",7/7/2014,12/1/1981,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,N, ,
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+23448188,Premier, $ 570.93 ,7/1/2007,10/1/1982,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21962282,Premier, $ 211.87 ,2/17/2014,7/27/2001,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,Hindi
+28887039,Premier, $ 241.81 ,12/15/2013,7/18/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31481236,Premier, $ 309.09 ,8/20/2012,2/13/1988,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9015558,Premier, $ 168.93 ,5/21/2015,4/4/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,Italian
+24558842,Standard, $ 447.41 ,1/26/2013,12/1/1982,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+26345515,Standard, $ 470.56 ,8/22/2014,1/1/1998,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+29196431,Standard, $ 197.79 ,12/5/2015,12/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+31668424,Standard, $ 220.93 ,5/13/2014,12/1/1979,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21809832,Premier, $ 187.67 ,6/9/2013,12/1/1970,21,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4470702,Premier, $ 137.73 ,12/30/2015,6/1/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2926061,Premier, $ 336.49 ,8/15/2013,1/1/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13046010,Premier, $ 112.19 ,6/14/2016,9/1/1980,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16351715,Standard, $ 344.40 ,10/21/2011,9/1/1980,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+26863392,Premier, $ 285.75 ,5/21/2014,11/1/1976,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53963181,Standard," $ 2,938.83 ",2/10/2012,7/30/2014,7,TRUE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13705861,Premier," $ 1,783.50 ",9/13/2014,1/1/1996,5,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17597854,Standard, $ 636.60 ,2/17/2015,12/1/1981,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,Spanish
+11134057,Standard, $ 684.94 ,10/11/2013,12/1/1981,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,Y,N,N,N,N,N,N,Y,51-100,English
+19948949,Standard, $ 410.56 ,7/14/2013,8/11/1983,23,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+16136196,Premier, $ 254.42 ,7/16/2014,12/1/1981,20,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4496634,Standard," $ 3,141.60 ",11/22/2009,1/1/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+6156866,Standard, $ 183.33 ,6/1/2014,8/12/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
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+2356412,Standard, $ 313.66 ,7/18/2012,12/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23027248,Premier, $ 312.40 ,3/13/2015,8/3/1983,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32210391,Standard, $ 178.96 ,9/6/2013,12/1/1981,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28908468,Standard," $ 1,974.23 ",5/17/2012,11/23/1988,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+26422954,Premier, $ 570.88 ,9/12/2010,8/1/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9788596,Standard, $ 165.23 ,1/25/2014,12/26/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25448131,Premier, $ 483.68 ,10/16/2010,3/6/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+7414209,Standard, $ 201.79 ,11/15/2015,12/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53477501,Premier," $ 1,222.20 ",5/31/2016,8/16/1983,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+4463265,Premier, $ 296.28 ,3/24/2014,7/31/1986,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28214949,Premier, $ 223.43 ,6/8/2012,12/1/1981,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53454425,Premier," $ 1,004.62 ",6/25/2015,12/1/1981,2,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+5219048,Standard, $ 642.77 ,9/9/2009,12/1/1981,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+16145944,Standard, $ 366.45 ,7/25/2013,8/4/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28340658,Standard, $ 236.91 ,1/19/2014,7/25/2007,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2895021,Standard," $ 1,938.33 ",5/9/2014,8/3/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+6758398,Premier, $ 139.50 ,12/18/2015,11/1/1982,27,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+32446978,Standard, $ 304.67 ,9/20/2012,8/10/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13967684,Premier, $ 402.85 ,1/19/2013,5/9/1995,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23750204,Standard, $ 250.87 ,11/20/2015,12/1/1981,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27602477,Premier, $ 276.90 ,6/19/2015,1/1/1984,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+23160089,Standard, $ 202.08 ,5/25/2015,5/11/1984,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21352294,Standard," $ 2,190.83 ",10/14/2013,1/1/1984,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21559759,Standard, $ 260.66 ,7/11/2014,7/28/1983,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+8916531,Standard, $ 144.40 ,11/13/2015,12/1/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7728459,Premier," $ 2,643.47 ",4/16/2011,12/1/1981,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+21612053,Standard, $ 740.36 ,10/13/2011,12/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,Y,N,N,N,Y,N,Y,51-100,
+12032977,Premier, $ 364.15 ,7/22/2011,12/1/1981,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+25768188,Standard, $ 153.91 ,8/14/2015,4/1/2015,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31198248,Standard, $ 288.62 ,5/5/2014,8/10/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8228907,Standard, $ 356.82 ,4/25/2013,12/1/1981,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26265754,Standard, $ 178.29 ,9/13/2013,5/7/1984,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4558430,Premier, $ 197.87 ,6/24/2016,4/1/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12568955,Premier, $ 134.25 ,12/8/2014,4/9/1986,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17679228,Premier, $ 589.73 ,6/8/2010,8/29/1986,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10545332,Premier, $ 124.09 ,1/9/2016,12/1/1981,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+157414805,Premier," $ 1,894.67 ",6/14/2014,1/1/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2972212,Standard, $ 175.01 ,10/17/2013,6/17/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4061391,Premier, $ 387.09 ,2/8/2011,10/1/1980,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2907229,Premier, $ 434.51 ,8/10/2012,5/21/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+14607072,Standard," $ 1,448.00 ",4/26/2015,5/11/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y, ,English
+3080578,Standard, $ 256.40 ,10/29/2015,12/1/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20011403,Premier," $ 1,360.62 ",12/19/2006,4/8/1997,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18591099,Premier, $ 663.87 ,4/4/2011,1/1/1998,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19688254,Standard, $ 688.53 ,12/24/2010,9/4/2012,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+53542290,Premier," $ 2,399.00 ",4/27/2013,4/1/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20912930,Premier, $ 260.72 ,5/23/2011,1/1/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+30566216,Standard," $ 3,260.18 ",1/28/2013,1/1/1985,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+5087674,Premier, $ 528.87 ,3/25/2010,6/13/2015,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+8695831,Standard," $ 3,376.00 ",5/22/2012,12/1/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+14225270,Premier, $ 742.56 ,1/12/2016,10/1/1995,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+5256892,Standard, $ 474.21 ,9/25/2012,2/1/1988,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4744632,Standard, $ 314.99 ,7/8/2012,11/18/1986,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4088795,Premier, $ 384.08 ,4/25/2013,6/4/1983,24,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28256727,Standard, $ 120.93 ,4/23/2015,1/1/1996,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4678490,Standard, $ 730.11 ,5/16/2004,1/1/1996,23,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32633157,Standard, $ 106.92 ,9/14/2015,8/19/1980,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7763501,Standard, $ 117.89 ,5/25/2015,12/10/2004,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+21956780,Premier, $ 243.57 ,12/20/2015,4/1/1965,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18458371,Premier, $ 350.66 ,4/16/2014,3/1/1983,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+6696426,Standard, $ 355.52 ,7/19/2014,6/4/1984,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+32136716,Standard, $ 332.62 ,12/6/2010,5/29/1984,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+5272931,Premier, $ 227.54 ,3/27/2014,8/30/1996,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18070776,Standard, $ 269.10 ,9/7/2015,9/13/2000,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5583386,Standard, $ 208.72 ,8/9/2014,6/7/1988,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4575648,Standard, $ 446.26 ,11/20/2013,6/4/1984,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10922691,Standard, $ 122.29 ,4/19/2016,6/1/1984,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9011616,Premier, $ 177.94 ,11/11/2014,10/1/1980,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15916592,Premier, $ 159.77 ,3/22/2014,5/24/1998,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24144592,Premier, $ 520.72 ,5/27/2011,3/1/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29957096,Standard, $ 498.93 ,9/16/2011,1/1/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29207308,Standard," $ 1,451.67 ",6/12/2015,5/22/1994,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+2759608,Standard, $ 674.19 ,4/2/2009,1/1/1996,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2613751,Premier, $ 397.78 ,10/12/2009,4/1/1986,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,1-5,English
+19568935,Standard, $ 305.49 ,6/2/2014,3/18/2009,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20478586,Premier," $ 2,779.33 ",6/19/2012,6/20/1994,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+19221058,Premier," $ 3,371.33 ",2/20/2011,6/5/1984,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+5574422,Premier, $ 178.85 ,9/7/2013,1/1/1981,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4225183,Premier, $ 398.77 ,3/25/2014,12/13/1994,27,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+108879127,Premier," $ 2,652.65 ",2/14/2014,1/1/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+53599377,Standard," $ 2,869.83 ",4/6/2012,1/1/1981,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29114516,Premier, $ 333.97 ,1/7/2014,5/18/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,
+13342647,Premier, $ 554.60 ,6/24/2012,8/29/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11005380,Standard, $ 163.43 ,6/29/2015,5/16/1982,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54167074,Standard," $ 4,333.83 ",12/24/2008,1/1/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+8352954,Standard, $ 492.56 ,4/7/2011,8/22/1983,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+17697370,Standard, $ 365.63 ,8/7/2014,4/12/2018,17,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+55076128,Standard," $ 2,536.50 ",1/4/2013,2/8/2001,2,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24105700,Standard, $ 315.45 ,9/30/2013,5/14/2013,14,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N,6-10,English
+55927706,Standard," $ 2,573.00 ",12/5/2012,1/1/1983,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+2055900,Premier," $ 2,770.56 ",9/22/2012,1/1/1996,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+19515337,Standard, $ 407.25 ,12/28/2012,1/1/1996,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+3089244,Premier," $ 1,066.88 ",1/12/2011,7/16/1984,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+5282001,Standard, $ 175.09 ,3/30/2016,12/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16131386,Standard," $ 1,236.20 ",9/27/2014,6/9/2012,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+31686828,Standard, $ 525.12 ,7/26/2012,8/29/1983,30,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+8395937,Premier, $ 295.77 ,10/11/2012,6/8/1984,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28118663,Standard, $ 757.73 ,3/1/2012,6/1/1984,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+13838014,Standard, $ 293.09 ,12/12/2012,1/1/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20672292,Premier, $ 462.70 ,7/6/2013,1/1/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27608124,Premier, $ 134.29 ,1/24/2016,8/24/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25220138,Standard, $ 277.24 ,4/5/2013,10/1/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4196593,Premier," $ 2,585.50 ",11/25/2012,1/1/1973,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8888613,Standard, $ 473.87 ,1/22/2012,2/6/1996,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31811242,Standard, $ 819.43 ,7/6/2009,12/26/2002,24,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3329190,Standard," $ 2,345.00 ",6/10/2013,11/1/1982,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+17070487,Standard, $ 257.08 ,10/26/2014,3/14/2005,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9912619,Premier," $ 1,646.00 ",1/3/2015,10/1/1992,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21524193,Premier, $ 333.73 ,1/8/2014,4/25/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+13046062,Premier, $ 396.40 ,2/21/2013,2/1/1981,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1431030,Standard," $ 3,355.17 ",3/6/2011,2/21/2002,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+16862100,Premier, $ 118.64 ,5/17/2015,12/28/2000,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16356583,Standard," $ 1,658.77 ",5/21/2013,3/30/2018,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+27365202,Premier, $ 276.21 ,12/16/2010,11/1/1982,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+24429432,Standard, $ 462.77 ,7/5/2013,9/1/1983,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26892060,Standard, $ 523.77 ,10/29/2012,10/31/2014,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29183909,Standard, $ 178.45 ,8/15/2015,11/13/2007,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+17990593,Premier," $ 1,280.07 ",7/11/2011,2/26/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+53383730,Standard," $ 4,612.83 ",9/28/2010,11/1/1977,5,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+30329075,Standard, $ 379.71 ,4/1/2011,8/31/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3268036,Premier, $ 375.52 ,5/1/2011,1/9/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15941482,Standard," $ 4,543.50 ",11/11/2010,6/25/2011,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+18108967,Standard, $ 329.52 ,1/30/2014,9/2/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1764777,Standard," $ 2,373.37 ",8/9/2014,11/22/2004,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+18440856,Standard, $ 469.52 ,2/13/2012,1/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+2282140,Premier," $ 1,454.17 ",6/10/2015,11/1/1982,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+17937108,Standard, $ 451.01 ,5/18/2012,2/1/1983,6,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13847928,Standard, $ 419.41 ,6/21/2010,1/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19286576,Standard, $ 320.57 ,2/8/2015,1/1/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20869694,Premier," $ 3,680.08 ",5/8/2012,4/1/2015,5,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27479045,Standard, $ 515.96 ,11/17/2013,12/27/1990,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+9676123,Premier, $ 242.40 ,12/25/2015,6/26/1984,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6774312,Standard, $ 210.63 ,6/25/2014,1/1/1997,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31232571,Premier, $ 482.14 ,7/2/2013,2/1/1981,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17598757,Premier, $ 290.51 ,12/13/2013,9/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16552956,Standard, $ 319.27 ,10/1/2009,6/21/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28057079,Standard," $ 3,157.17 ",8/15/2011,1/1/1997,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+6438318,Premier," $ 3,821.13 ",2/9/2012,4/4/2010,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+31342550,Premier, $ 869.65 ,4/28/2009,9/2/1983,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+32888720,Standard, $ 337.07 ,2/1/2012,3/10/2008,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+26438359,Premier, $ 248.06 ,10/31/2013,12/27/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Polish
+6738307,Standard, $ 300.59 ,10/19/2012,9/2/1983,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7667516,Premier, $ 789.81 ,8/19/2007,1/1/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+7700965,Premier, $ 256.91 ,7/1/2014,9/7/1983,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4870760,Premier, $ 250.33 ,9/7/2011,2/1/1981,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53046527,Premier," $ 2,424.67 ",4/6/2013,8/30/1983,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5616821,Premier, $ 308.69 ,8/22/2012,5/30/1984,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23631227,Premier, $ 590.48 ,6/4/2010,9/1/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33063483,Standard, $ 820.25 ,7/26/2012,1/1/1998,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,N,51-100,English
+8943864,Standard," $ 1,144.33 ",4/13/2012,9/1/2003,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+5291742,Premier, $ 547.35 ,10/18/2012,4/1/2006,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18384002,Premier, $ 650.26 ,2/2/2013,10/30/2001,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+31538489,Standard, $ 387.41 ,2/5/2011,1/1/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29366767,Standard, $ 367.15 ,7/21/2013,9/19/1983,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26812540,Premier, $ 757.81 ,7/13/2010,6/20/2012,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15169393,Standard," $ 2,988.67 ",12/31/2011,6/26/1984,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13709513,Standard, $ 212.29 ,7/14/2014,8/10/2000,9,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10809863,Premier, $ 344.27 ,11/15/2013,12/25/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22444359,Premier," $ 1,583.83 ",11/14/2011,1/1/1980,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+18751910,Premier, $ 172.97 ,4/22/2015,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28679532,Standard, $ 352.73 ,8/28/2015,9/21/1983,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13298926,Standard, $ 83.89 ,5/5/2015,6/26/1984,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,Portuguese
+18080032,Standard, $ 595.60 ,5/9/2010,2/2/2012,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20208048,Premier, $ 633.03 ,4/12/2006,9/12/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28624291,Premier," $ 3,351.17 ",3/9/2011,2/11/2008,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15500584,Premier," $ 2,396.67 ",4/29/2013,1/1/1983,3,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+9848934,Premier, $ 453.73 ,5/4/2012,7/2/1984,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+25672088,Standard, $ 193.18 ,11/28/2014,1/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+27820455,Standard, $ 203.17 ,1/2/2013,1/1/1983,21,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+167663722,Premier," $ 2,909.83 ",9/5/2013,1/1/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6119126,Standard, $ 448.08 ,6/2/2012,10/1/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13335096,Standard, $ 191.39 ,1/7/2016,12/27/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8812039,Premier, $ 154.13 ,9/4/2015,1/11/2001,27,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17235805,Standard, $ 264.48 ,9/16/2014,1/1/1983,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18759151,Standard, $ 515.18 ,2/22/2013,10/1/1994,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32713386,Premier, $ 370.13 ,6/9/2011,1/1/1997,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31206000,Premier, $ 453.53 ,8/12/2013,6/19/2015,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15027414,Standard, $ 384.97 ,2/23/2011,12/15/2005,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3136675,Premier," $ 1,054.14 ",3/25/2009,4/1/1981,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+27230903,Standard," $ 1,159.87 ",6/13/2015,12/27/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+22131312,Standard," $ 1,123.65 ",12/14/2002,12/27/2016,20,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26289424,Premier, $ 447.17 ,6/7/2012,1/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18776236,Standard, $ 533.34 ,11/12/2011,5/13/2015,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+5944860,Premier, $ 867.78 ,6/18/2012,1/1/1997,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+9769402,Standard," $ 4,924.40 ",3/16/2010,10/28/2014,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+53402957,Standard," $ 2,484.17 ",2/16/2013,2/26/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+7416509,Standard, $ 268.63 ,6/5/2013,12/25/1983,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22812730,Premier, $ 256.61 ,8/31/2013,1/1/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6158539,Standard, $ 222.51 ,6/18/2012,9/26/1983,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54168692,Standard," $ 2,430.00 ",4/1/2013,2/1/1983,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+16107780,Standard, $ 592.49 ,6/10/2014,7/2/1982,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+15361795,Premier, $ 249.79 ,3/14/2015,12/27/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,11-50,English
+24146552,Premier," $ 2,431.73 ",11/19/2011,9/6/2000,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53338700,Premier," $ 2,885.00 ",3/25/2012,1/1/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20625842,Premier, $ 312.03 ,5/3/2015,12/27/1990,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29147493,Premier, $ 289.70 ,1/5/2013,8/23/2012,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20601033,Standard, $ 451.60 ,8/20/2013,4/1/1983,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+33740240,Standard, $ 336.08 ,2/8/2012,1/1/1988,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3275113,Standard, $ 170.63 ,12/1/2013,7/1/1984,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53464098,Premier," $ 3,231.50 ",6/15/2011,12/27/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+13608955,Premier, $ 335.25 ,4/30/2013,12/7/2017,13,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33114936,Premier, $ 312.70 ,7/25/2012,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26644527,Premier, $ 845.87 ,12/16/2013,1/1/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,
+28400200,Premier, $ 809.85 ,6/16/2005,12/22/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+11223477,Standard, $ 373.34 ,1/23/2013,1/1/1987,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3473235,Standard, $ 755.86 ,3/7/2012,1/1/1997,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+28191801,Standard, $ 191.07 ,12/13/2014,1/1/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27735937,Premier," $ 3,500.47 ",2/25/2011,12/27/1990,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+23851806,Premier, $ 242.20 ,12/26/2015,12/17/2014,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19106764,Standard," $ 1,761.28 ",8/30/2015,9/18/2017,5,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+5988382,Standard, $ 547.77 ,7/22/2012,6/29/1992,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30426381,Standard, $ 102.17 ,11/2/2015,9/28/1983,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10565337,Premier, $ 626.34 ,4/19/2013,3/8/2010,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18347818,Premier, $ 608.19 ,1/19/2011,1/1/1990,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,Portuguese
+6221745,Premier, $ 607.60 ,3/8/2010,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16097682,Standard," $ 1,358.40 ",1/31/2011,9/9/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+4718048,Premier," $ 1,902.83 ",6/7/2014,1/1/1997,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
+16762177,Standard, $ 508.56 ,7/28/2011,1/18/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27886568,Standard, $ 494.54 ,3/27/2011,1/1/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7210947,Standard, $ 399.43 ,11/11/2010,1/1/1991,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17616402,Premier," $ 2,631.50 ",10/18/2012,12/27/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2083675,Standard, $ 275.89 ,4/14/2013,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3549654,Standard, $ 373.26 ,11/3/2012,6/29/1984,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+12101601,Standard, $ 180.20 ,8/25/2013,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12360881,Premier, $ 583.57 ,8/31/2013,4/10/2009,27,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6522678,Premier, $ 274.93 ,4/21/2013,1/1/1997,21,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26517136,Premier, $ 519.62 ,2/5/2013,12/27/1990,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54213936,Premier," $ 2,871.67 ",4/5/2012,1/1/1989,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,N, ,
+12697488,Premier, $ 264.69 ,7/4/2013,1/1/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2105761,Standard, $ 616.32 ,1/23/2010,1/1/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+5903537,Premier, $ 267.11 ,9/1/2014,1/1/1992,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14595618,Standard, $ 232.61 ,2/19/2014,1/18/2006,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28122683,Premier," $ 1,366.53 ",1/15/2011,1/1/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+27567791,Premier," $ 2,144.83 ",11/21/2013,2/1/1983,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+20383396,Standard," $ 2,648.80 ",3/19/2010,4/6/2015,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+12001209,Standard, $ 163.71 ,5/28/2016,12/27/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32120478,Standard, $ 408.07 ,2/14/2014,12/20/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18797872,Premier, $ 303.35 ,9/30/2012,1/1/1992,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26313148,Premier, $ 133.85 ,12/12/2014,10/11/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32903625,Premier, $ 199.17 ,7/5/2015,6/29/2015,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+54276443,Standard," $ 1,156.17 ",2/9/2016,7/9/1984,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+53539961,Premier," $ 2,707.33 ",8/17/2012,9/21/1983,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30319237,Standard," $ 1,282.00 ",9/16/2012,10/1/1978,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+16935221,Premier, $ 489.04 ,11/5/2011,12/27/1990,12,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29445458,Standard, $ 303.11 ,9/28/2013,1/1/1997,28,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+6302384,Premier, $ 306.28 ,7/26/2012,1/24/2000,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,French
+9840461,Premier, $ 548.60 ,2/1/2010,10/12/1983,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,6-10,English
+53449391,Premier," $ 3,344.50 ",3/14/2011,1/1/1995,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+31326812,Standard, $ 286.77 ,9/6/2014,11/13/2001,21,FALSE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5221143,Standard, $ 716.16 ,1/4/2012,3/26/2015,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+53809335,Premier," $ 1,466.15 ",1/1/2014,1/1/1994,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+30019799,Standard, $ 603.52 ,3/29/2010,1/26/2015,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26322491,Standard, $ 445.50 ,9/14/2013,12/27/1990,16,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30000945,Standard, $ 276.46 ,4/10/2013,12/31/2013,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53397715,Standard," $ 6,748.73 ",1/22/2007,1/1/1993,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19677403,Standard," $ 1,860.83 ",7/11/2014,12/27/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4294853,Standard, $ 337.43 ,1/29/2012,11/20/2014,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30919292,Standard, $ 443.12 ,9/20/2014,1/1/1993,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+16975981,Premier," $ 1,263.50 ",11/13/2015,1/1/1998,1,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53416260,Premier," $ 2,636.17 ",10/14/2012,6/1/1978,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9650303,Premier, $ 357.01 ,11/11/2012,6/1/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+15458963,Standard, $ 208.15 ,8/13/2014,1/1/1993,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22482837,Standard, $ 775.19 ,1/6/2012,12/27/1990,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8561019,Standard, $ 319.83 ,9/25/2009,3/1/1995,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2540572,Standard, $ 943.60 ,8/26/2012,11/3/2016,9,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,101-500,
+2885840,Premier," $ 3,454.97 ",9/27/2012,4/9/2004,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+32411968,Premier, $ 232.59 ,12/22/2014,8/9/1993,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+33843361,Premier, $ 297.56 ,11/10/2012,7/16/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32085741,Premier," $ 1,776.00 ",9/20/2013,3/15/1995,10,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+23843336,Standard, $ 396.85 ,2/19/2013,2/1/1983,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+7606257,Standard," $ 1,240.17 ",12/2/2015,12/27/1990,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+53504341,Premier," $ 2,696.00 ",8/26/2012,7/16/1984,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+22516985,Premier, $ 697.40 ,11/18/2010,2/21/2006,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,Spanish
+15979894,Premier, $ 249.28 ,10/22/2013,1/1/1996,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34131819,Premier, $ 313.30 ,3/10/2015,1/1/1996,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28266406,Standard, $ 962.67 ,4/20/2013,12/27/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26206618,Premier, $ 287.33 ,6/24/2015,11/28/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9888663,Premier," $ 6,321.47 ",10/18/2007,1/31/2005,1,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,N, ,
+24013781,Premier," $ 1,289.53 ",6/21/2011,1/1/1983,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+30285940,Premier, $ 427.09 ,4/2/2012,6/25/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18328145,Standard, $ 145.63 ,8/14/2014,7/12/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18628407,Standard, $ 206.11 ,8/27/2014,2/20/1985,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32982568,Standard, $ 462.59 ,3/20/2012,9/10/1992,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23817458,Standard, $ 261.47 ,7/27/2013,10/18/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7952559,Standard, $ 542.93 ,8/11/2012,2/18/1985,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,11-50,English
+6319634,Premier, $ 913.40 ,3/2/2010,4/5/1973,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+9681147,Premier, $ 219.04 ,5/24/2015,12/27/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13316193,Premier, $ 382.36 ,3/13/2011,12/8/2008,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20748180,Premier, $ 575.41 ,8/20/2010,10/19/1976,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+7985399,Standard, $ 419.36 ,2/12/2012,8/18/2014,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2781292,Premier," $ 1,728.00 ",10/28/2014,10/31/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+13508265,Standard, $ 237.63 ,5/15/2015,2/7/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53430625,Premier," $ 4,197.83 ",4/14/2009,3/3/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+5934639,Premier, $ 261.76 ,6/16/2013,12/18/1997,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+14031031,Standard, $ 809.51 ,9/20/2011,1/5/2005,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15847100,Standard," $ 1,333.45 ",12/12/2012,4/1/1983,24,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+18019018,Standard, $ 101.17 ,7/8/2016,6/20/2001,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+10400853,Premier, $ 549.07 ,1/2/2011,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27262181,Premier, $ 267.35 ,6/15/2013,1/1/1997,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+41954711,Standard," $ 2,391.50 ",5/3/2013,2/18/1985,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+16821976,Premier, $ 328.45 ,11/11/2014,10/26/1985,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+6775322,Standard, $ 156.08 ,4/29/2014,1/1/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25903452,Standard, $ 325.22 ,4/26/2012,1/1/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26269521,Standard," $ 2,421.20 ",11/30/2011,12/27/1990,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+16602797,Standard, $ 392.63 ,9/11/2007,3/1/1983,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26966724,Standard, $ 189.59 ,5/21/2013,2/20/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+33482283,Standard, $ 323.77 ,3/20/2012,6/28/2011,27,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6578577,Standard," $ 4,141.28 ",4/5/2011,2/13/1985,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,Y,N,N,N,Y, ,
+13419959,Standard, $ 558.54 ,7/26/2009,2/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20334602,Standard, $ 288.19 ,8/29/2014,12/13/2013,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16983467,Standard, $ 334.81 ,8/24/2013,12/7/2004,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4980308,Standard, $ 124.51 ,4/3/2016,10/20/1983,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24663546,Premier, $ 475.11 ,7/12/2011,12/27/1990,21,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53246398,Standard," $ 3,871.60 ",6/19/2011,1/1/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+53746102,Standard," $ 1,268.28 ",8/21/2014,1/1/1997,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+6719602,Premier, $ 364.42 ,3/14/2013,1/1/1996,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4451699,Standard," $ 1,148.20 ",4/6/2012,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+28812090,Standard," $ 1,033.73 ",7/22/2007,1/1/1997,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15736597,Premier, $ 478.89 ,7/15/2013,1/1/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10541255,Standard," $ 2,675.67 ",9/12/2012,7/1/2009,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+32482334,Standard, $ 194.21 ,11/21/2014,12/27/1990,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7008886,Standard, $ 316.97 ,6/24/2012,11/14/2014,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+19644320,Standard, $ 491.44 ,10/24/2011,11/1/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29302645,Standard, $ 256.30 ,9/2/2013,10/24/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2025838,Standard, $ 293.90 ,12/6/2012,1/1/1996,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14657355,Premier, $ 413.24 ,8/4/2010,12/27/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24129461,Premier, $ 469.63 ,2/13/2012,3/12/2002,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14085358,Standard, $ 256.32 ,9/2/2013,1/6/1998,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30441125,Premier, $ 382.33 ,6/12/2012,11/3/1983,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,Y,N,Y,6-10,Portuguese
+14381085,Standard," $ 2,868.33 ",4/7/2012,12/27/1990,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+16201912,Premier, $ 407.43 ,2/17/2014,1/1/1997,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+18643600,Standard, $ 865.84 ,8/11/2010,11/1/1981,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+15838416,Standard," $ 1,616.00 ",1/28/2015,3/1/1983,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+8231465,Standard, $ 250.93 ,11/20/2015,1/9/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24700919,Premier, $ 346.37 ,3/26/2011,1/1/1975,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29052027,Premier, $ 112.17 ,7/22/2015,12/17/1997,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20172647,Premier," $ 1,260.35 ",8/30/2014,11/20/2007,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+5005613,Premier, $ 386.93 ,2/9/2011,12/12/1995,16,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33151514,Standard, $ 410.89 ,11/3/2009,1/1/1997,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22249782,Premier, $ 259.55 ,6/4/2011,10/8/2004,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13342351,Standard," $ 1,181.03 ",6/16/2005,2/7/2011,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20574621,Standard, $ 445.43 ,9/14/2013,10/27/1983,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18380985,Standard," $ 1,551.67 ",9/23/2013,1/1/1997,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+26418392,Standard, $ 512.46 ,4/12/2014,1/1/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12274087,Premier, $ 498.59 ,11/16/2012,11/2/1983,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+28182609,Standard, $ 407.98 ,4/18/2012,1/1/1998,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+21947661,Standard, $ 202.25 ,9/24/2014,10/31/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33803287,Standard, $ 166.78 ,5/10/2013,10/24/1985,30,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,1-5,
+9156042,Premier, $ 925.86 ,9/15/2014,10/13/1989,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+1906591,Premier, $ 465.80 ,6/23/2013,1/1/1997,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27952759,Standard, $ 196.65 ,11/3/2014,1/1/1996,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2854305,Standard, $ 197.72 ,9/19/2015,1/4/2007,11,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53794031,Standard," $ 2,112.67 ",12/17/2013,1/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+31486578,Premier, $ 224.08 ,4/21/2014,1/1/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+13102767,Standard," $ 3,236.67 ",6/11/2011,1/1/1997,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14517698,Premier, $ 230.72 ,6/20/2015,7/24/1984,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+13607808,Premier," $ 2,086.33 ",1/8/2014,2/22/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+30526122,Premier," $ 5,783.33 ",9/24/2005,2/3/2012,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+16629850,Standard, $ 215.20 ,9/8/2016,1/1/1997,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+5470564,Premier," $ 1,759.17 ",10/3/2014,1/1/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25123368,Premier, $ 245.50 ,11/18/2013,11/1/1981,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16068153,Standard, $ 180.30 ,2/28/2015,1/1/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3934141,Standard, $ 571.73 ,4/15/2012,3/5/2015,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+53240219,Standard," $ 2,508.83 ",1/27/2013,8/28/2003,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+31237853,Standard, $ 970.60 ,4/4/2013,5/4/2009,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+27397311,Premier, $ 287.76 ,9/1/2014,12/28/1999,11,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14265549,Standard, $ 446.93 ,9/8/2013,6/18/1997,25,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20873905,Premier, $ 320.77 ,3/16/2014,1/1/1979,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53813283,Premier," $ 1,778.47 ",1/1/2013,11/8/1983,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+2657821,Standard," $ 1,127.14 ",12/23/2008,1/20/2000,24,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+53308866,Standard," $ 2,688.83 ",9/1/2012,4/23/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7510784,Premier," $ 1,543.62 ",10/2/2013,10/31/2014,3,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+10419076,Standard, $ 216.07 ,8/23/2012,12/25/1983,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12788965,Premier," $ 2,043.83 ",2/12/2014,2/25/1985,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26003474,Premier, $ 309.64 ,8/16/2012,12/27/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34077717,Standard," $ 2,954.50 ",1/28/2012,2/1/1983,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2162967,Standard," $ 1,793.20 ",9/3/2013,2/12/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+28280672,Standard, $ 352.03 ,10/7/2013,11/6/2008,23,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19146900,Standard, $ 761.04 ,6/30/2010,11/1/1981,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29636107,Standard, $ 325.17 ,10/13/2015,12/27/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+29195494,Standard, $ 524.70 ,10/25/2012,3/29/2013,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,11-50,English
+21686936,Standard, $ 378.47 ,6/16/2014,1/1/1983,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+4323793,Premier, $ 574.03 ,4/6/2012,7/31/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21000192,Premier, $ 187.48 ,8/28/2014,12/27/1990,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8760732,Standard, $ 140.73 ,1/23/2013,12/1/1981,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24954932,Standard, $ 385.59 ,11/17/2012,7/26/1984,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
+4059299,Premier," $ 1,086.60 ",8/10/2012,8/8/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29468843,Standard, $ 380.30 ,6/8/2014,12/27/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4541577,Standard, $ 121.59 ,10/30/2013,7/25/1979,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24474758,Standard, $ 403.89 ,5/19/2007,11/1/1981,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15771080,Premier, $ 591.17 ,1/27/2012,7/26/1984,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+15199158,Premier, $ 257.09 ,8/27/2013,3/13/2015,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34087859,Standard, $ 127.58 ,8/4/2013,1/1/1983,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26357020,Premier, $ 280.19 ,3/15/2013,2/15/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1125593,Premier, $ 469.13 ,8/27/2014,12/25/1983,22,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6915001,Standard, $ 462.06 ,11/20/2012,7/30/1984,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+8841514,Standard, $ 230.88 ,6/19/2015,1/1/1996,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25149128,Premier, $ 190.88 ,1/9/2016,11/16/1983,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9113602,Standard," $ 3,940.00 ",11/12/2009,5/5/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19387133,Premier, $ 698.53 ,3/29/2011,5/31/2000,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,N,N,51-100,
+22424059,Standard," $ 3,272.13 ",7/12/2009,4/20/2010,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+28108751,Standard," $ 1,208.60 ",3/8/2014,12/27/1990,12,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,101-500,English
+33751878,Standard," $ 1,294.00 ",6/12/2011,5/14/2007,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+15624034,Standard, $ 208.42 ,8/11/2014,11/1/1982,13,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+54277874,Standard," $ 1,929.20 ",5/16/2015,2/26/1985,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+23933430,Standard, $ 96.05 ,1/3/2016,8/15/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2650566,Standard," $ 1,411.50 ",7/14/2015,2/1/1972,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+15027269,Premier, $ 223.87 ,7/25/2015,3/1/1979,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34286972,Premier, $ 125.03 ,7/12/2014,11/15/1965,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+53454466,Standard," $ 3,431.00 ",1/3/2011,8/6/1984,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28062864,Premier, $ 266.63 ,6/20/2013,1/28/1985,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22496007,Premier, $ 225.35 ,4/12/2014,2/25/1998,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13167857,Standard, $ 316.24 ,4/8/2014,8/17/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13135659,Standard, $ 190.39 ,10/29/2015,12/27/1990,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53823799,Premier," $ 3,998.80 ",10/20/2011,12/27/1990,7,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14937595,Standard," $ 2,049.01 ",1/7/2015,12/25/1983,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,500+,English
+9396125,Standard, $ 393.99 ,4/4/2012,1/1/1983,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16103038,Premier, $ 355.68 ,9/18/2013,8/8/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+18271719,Premier, $ 416.84 ,5/29/2012,12/1/1981,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21899483,Standard, $ 141.03 ,9/30/2014,12/1/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8735902,Standard, $ 149.99 ,6/30/2014,8/7/1984,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+22435892,Premier, $ 225.81 ,5/15/2012,1/1/1983,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16068874,Standard," $ 2,487.00 ",2/14/2013,12/25/1983,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+16531840,Premier, $ 190.41 ,5/12/2013,12/27/1996,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+16561261,Standard, $ 310.73 ,3/20/2015,12/1/1981,27,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30843742,Standard," $ 1,072.76 ",1/27/2014,7/30/1984,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14713012,Premier, $ 273.07 ,8/21/2015,12/27/1990,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+3835671,Premier, $ 288.16 ,7/9/2013,7/27/1984,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+22217501,Premier, $ 449.20 ,3/7/2016,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26072569,Standard, $ 301.92 ,3/28/2010,11/1/1982,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+53815013,Standard," $ 3,270.00 ",5/14/2011,1/1/1997,5,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+32689488,Standard, $ 701.13 ,10/8/2014,11/29/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+19925619,Standard," $ 2,563.67 ",12/13/2012,7/21/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26457607,Standard, $ 361.27 ,8/25/2014,12/21/2000,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26023295,Standard, $ 87.65 ,3/29/2016,12/1/1981,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+13132426,Standard, $ 380.61 ,5/13/2013,3/22/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8629639,Premier," $ 2,798.00 ",6/4/2012,3/1/1993,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+32688628,Premier, $ 603.23 ,3/31/2010,12/27/1990,22,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+33984434,Standard," $ 1,462.07 ",3/5/2016,6/20/2015,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+24478614,Premier, $ 455.63 ,8/12/2014,8/3/2007,22,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,51-100,Spanish
+16289402,Standard, $ 368.98 ,3/30/2014,8/7/1984,4,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N,6-10,English
+28852465,Standard," $ 2,119.00 ",12/12/2013,8/8/1984,7,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,Y,N, ,
+3212174,Premier, $ 197.47 ,9/29/2014,1/1/1982,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+26708536,Standard, $ 532.20 ,9/24/2012,1/1/1996,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24904578,Premier," $ 1,550.13 ",5/10/2014,2/1/1981,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y, ,
+4359494,Premier, $ 698.24 ,3/5/2012,12/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+31315713,Premier, $ 190.49 ,8/4/2014,12/27/1990,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54215973,Standard," $ 2,898.50 ",3/14/2012,8/29/1984,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+54025508,Standard," $ 1,643.13 ",6/8/2013,8/6/1984,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+13870589,Standard," $ 2,928.53 ",6/28/2010,12/27/1997,6,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+33147435,Standard, $ 436.75 ,2/9/2012,12/1/1981,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14210116,Standard, $ 192.61 ,1/1/2016,11/18/2008,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2912048,Standard," $ 1,455.07 ",1/14/2014,11/25/2002,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+9284078,Premier," $ 2,639.67 ",10/12/2012,12/25/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+33860503,Premier, $ 383.07 ,5/1/2013,2/23/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24774739,Standard, $ 251.73 ,10/5/2013,1/1/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14424417,Standard, $ 239.12 ,1/3/2014,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,Y,N,N,N,N,N,Y,6-10,English
+22295869,Premier," $ 1,009.53 ",5/19/2007,2/26/1985,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4846744,Standard, $ 426.90 ,4/28/2010,8/24/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32287919,Standard," $ 5,905.17 ",6/16/2005,12/1/1982,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+34132121,Premier, $ 320.77 ,7/4/2011,1/1/1997,8,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+16157731,Standard," $ 3,902.17 ",12/20/2011,1/1/1997,1,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+53263929,Standard," $ 2,787.17 ",6/13/2012,4/18/2008,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+29342816,Premier, $ 302.15 ,6/11/2015,12/27/1990,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+8491605,Premier," $ 1,640.17 ",11/14/2015,10/15/2010,1,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21550019,Premier, $ 237.37 ,2/12/2015,11/21/1979,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26866012,Standard, $ 196.34 ,11/5/2014,2/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+11908969,Standard, $ 257.64 ,8/23/2013,1/1/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+32659776,Standard, $ 214.07 ,9/12/2012,1/1/1997,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11665118,Standard, $ 458.53 ,4/9/2012,12/27/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24677876,Standard, $ 244.76 ,11/23/2013,12/27/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+25502590,Standard, $ 263.24 ,6/6/2013,8/31/1984,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9859154,Standard," $ 2,230.67 ",9/12/2013,12/27/1990,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+18611946,Premier, $ 346.38 ,2/24/2013,12/1/1981,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+31102892,Standard, $ 373.43 ,7/6/2014,1/1/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17853904,Standard, $ 154.71 ,4/9/2016,12/27/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+13983309,Premier, $ 512.56 ,7/8/2011,1/1/1997,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17020436,Premier, $ 256.88 ,8/29/2013,8/29/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11836071,Premier, $ 251.93 ,8/27/2013,11/19/2009,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+2000707,Premier, $ 403.31 ,10/14/2010,11/25/1983,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+9385538,Standard, $ 503.77 ,1/19/2013,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21033039,Standard, $ 131.98 ,11/8/2015,12/20/2014,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,German
+14577063,Standard, $ 213.65 ,6/23/2015,12/27/1990,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10608615,Standard," $ 1,258.33 ",11/17/2015,1/1/1997,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12772964,Standard," $ 2,382.60 ",3/31/2014,8/14/1983,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N, ,
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+3547075,Premier, $ 369.63 ,7/8/2013,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20489176,Standard, $ 190.73 ,5/9/2013,4/9/2010,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53492364,Standard," $ 2,604.67 ",11/9/2012,9/4/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28706838,Premier, $ 251.37 ,8/31/2013,11/2/2007,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13764845,Premier, $ 344.48 ,12/10/2011,2/27/1985,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,Y,N,N,N,Y,N,Y,6-10,English
+6443446,Standard, $ 198.43 ,2/19/2013,11/6/1986,13,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26850787,Premier, $ 683.07 ,1/15/2011,8/21/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,Portuguese
+2298816,Premier, $ 232.83 ,6/9/2015,12/27/1990,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33304505,Premier, $ 600.03 ,8/23/2009,12/18/2003,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23780915,Premier," $ 1,441.83 ",6/20/2015,8/18/1986,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6639910,Standard, $ 252.53 ,2/28/2015,8/21/1986,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13906435,Premier, $ 429.07 ,11/20/2013,12/27/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26764474,Standard, $ 288.59 ,8/11/2010,12/1/1981,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15594149,Premier, $ 282.63 ,7/13/2015,1/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13341561,Premier," $ 3,221.18 ",2/21/2013,3/15/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2095055,Premier, $ 324.00 ,8/12/2013,3/1/1985,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,Hindi
+4752199,Premier, $ 87.49 ,3/31/2016,12/19/2005,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+4701413,Standard, $ 425.17 ,12/6/2013,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+31598969,Standard, $ 236.55 ,1/21/2014,9/29/1993,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+3207425,Premier, $ 831.83 ,5/16/2009,12/27/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+53418428,Premier," $ 1,626.95 ",11/23/2015,2/27/1985,5,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31846248,Standard, $ 828.73 ,1/20/2014,9/26/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12641784,Standard, $ 209.81 ,8/1/2014,2/1/1981,8,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33726571,Standard, $ 537.03 ,1/25/2014,2/27/1985,15,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+30020085,Premier," $ 3,492.50 ",11/13/2010,2/27/1985,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29444253,Standard, $ 212.39 ,9/29/2012,12/27/1990,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+1678331,Standard, $ 474.76 ,8/9/2014,8/21/1986,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5742760,Premier, $ 259.98 ,2/3/2013,9/11/1984,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,Italian
+19234377,Premier, $ 563.51 ,11/2/2013,9/17/1984,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+6331067,Standard, $ 413.15 ,11/28/2012,9/19/1984,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+26019300,Standard, $ 411.25 ,1/4/2015,9/11/1984,49,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+53421705,Standard," $ 1,498.20 ",11/25/2015,12/27/1990,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
+8037517,Premier," $ 2,249.40 ",6/30/2014,4/2/1983,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N, ,
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+14874002,Premier, $ 216.94 ,1/8/2014,9/4/1981,20,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+109099410,Premier, $ 871.03 ,11/28/2015,4/4/1979,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+12223520,Standard, $ 879.80 ,11/1/2008,12/1/1981,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+21886711,Premier, $ 413.58 ,8/2/2010,4/4/1981,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28107949,Premier, $ 270.99 ,4/8/2014,11/2/2015,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+22423254,Premier, $ 280.13 ,3/15/2013,2/8/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14018283,Premier, $ 539.52 ,2/20/2011,9/7/1984,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30899200,Premier, $ 537.60 ,9/2/2012,12/27/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18295763,Premier," $ 1,224.07 ",11/2/2011,1/6/1986,16,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+32496962,Premier, $ 230.41 ,3/22/2015,7/11/2002,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+19858490,Standard, $ 312.27 ,7/28/2012,2/27/1985,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2604363,Standard," $ 2,340.17 ",6/14/2013,8/29/1981,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+17684330,Premier, $ 292.87 ,6/1/2015,12/27/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+21663694,Premier, $ 212.66 ,2/11/2014,8/15/1985,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11168148,Standard, $ 437.60 ,8/3/2013,4/20/1976,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+13522092,Standard, $ 286.57 ,1/28/2013,12/27/1990,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+164922476,Premier," $ 4,380.67 ",11/16/2008,4/20/1983,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+4602101,Standard, $ 466.80 ,6/19/2013,8/26/1986,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+7945805,Standard, $ 154.39 ,5/16/2014,9/18/2006,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18272922,Premier, $ 204.79 ,12/16/2012,2/28/1985,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19858175,Premier, $ 462.80 ,2/10/2013,9/21/1984,1,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+16687529,Standard," $ 2,333.20 ",2/28/2012,8/15/1985,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53714997,Premier," $ 2,158.33 ",11/10/2013,8/14/1985,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+34147413,Standard, $ 420.73 ,12/25/2013,2/28/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32507726,Premier, $ 264.23 ,9/17/2014,9/10/1984,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29049832,Premier, $ 354.66 ,7/23/2014,9/19/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+12111822,Standard, $ 329.83 ,4/22/2013,8/14/1985,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,Y,N,Y,6-10,English
+14844210,Standard, $ 400.25 ,11/12/2013,12/27/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+14113183,Standard, $ 249.00 ,9/20/2011,11/30/1983,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+29371558,Premier, $ 586.14 ,11/7/2009,4/11/1983,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17918921,Standard, $ 248.70 ,10/26/2013,9/8/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23500337,Standard," $ 1,402.79 ",7/30/2003,12/22/2005,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+24958656,Premier, $ 449.32 ,10/28/2014,9/2/1986,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,
+22077256,Standard," $ 1,224.17 ",12/15/2015,10/14/2010,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,N, ,
+26879435,Premier, $ 336.13 ,10/10/2014,4/15/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+15376532,Premier, $ 275.53 ,12/23/2010,9/22/1970,21,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+19249114,Premier," $ 1,877.60 ",3/4/2008,2/27/1985,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+28523427,Premier," $ 1,526.67 ",4/11/2015,12/27/1990,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+3911086,Premier, $ 519.41 ,2/5/2013,12/1/2008,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4461146,Standard, $ 395.47 ,2/26/2013,10/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23002422,Standard, $ 234.15 ,2/19/2012,4/19/1997,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32095959,Premier," $ 2,678.00 ",9/10/2012,2/15/2015,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,Y,N, ,
+1756662,Standard," $ 1,360.00 ",2/27/2016,8/20/1998,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+14270984,Premier, $ 450.19 ,12/6/2012,11/10/1997,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,N,51-100,English
+27174075,Standard, $ 369.98 ,6/10/2011,5/7/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33583068,Premier, $ 261.97 ,1/11/2015,6/10/1986,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19265301,Standard," $ 2,637.50 ",10/13/2012,8/4/2005,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18764438,Premier, $ 168.21 ,5/26/2015,4/12/1983,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22819472,Standard, $ 129.43 ,2/28/2016,11/15/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27629879,Premier, $ 274.95 ,12/29/2010,10/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+27212548,Standard, $ 378.42 ,4/11/2011,5/20/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33785270,Premier," $ 2,068.00 ",1/23/2014,10/15/1986,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+33763818,Standard, $ 997.80 ,2/8/2013,9/21/1984,25,FALSE,FALSE,FALSE,NOTICE,BILLING,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+9252147,Standard," $ 2,268.50 ",8/12/2013,3/5/1985,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31532129,Standard, $ 341.64 ,12/30/2011,9/25/1990,35,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16013375,Standard, $ 331.28 ,3/13/2012,10/6/1986,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17723870,Standard, $ 224.00 ,4/21/2014,11/21/2007,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18430654,Standard, $ 322.32 ,5/17/2012,7/28/2010,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31732565,Standard, $ 432.40 ,3/20/2010,9/29/1986,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13152548,Premier, $ 413.95 ,11/24/2012,6/1/1975,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+22394569,Standard, $ 277.97 ,8/1/2015,9/26/2003,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,51-100,English
+3343331,Premier, $ 524.75 ,5/6/2011,12/27/1990,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+10919029,Standard, $ 108.24 ,8/31/2015,9/25/1984,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31919710,Premier, $ 89.44 ,3/11/2016,8/2/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53907788,Standard," $ 2,467.00 ",3/2/2013,9/29/1993,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18422975,Premier," $ 1,004.17 ",6/26/2011,4/14/1983,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+30609373,Standard," $ 3,714.75 ",4/16/2012,4/1/1976,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22263840,Premier," $ 1,445.02 ",11/16/2013,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,500+,English
+53285144,Standard," $ 3,093.33 ",10/6/2011,4/1/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+21475811,Standard, $ 257.17 ,2/4/2015,1/1/1997,9,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+9207302,Standard, $ 106.36 ,5/28/2016,5/31/1983,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31707503,Premier, $ 191.67 ,11/11/2014,9/28/1984,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17290949,Standard, $ 358.48 ,9/4/2013,1/1/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+21780705,Premier, $ 455.17 ,8/6/2013,9/24/1986,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+29317405,Premier, $ 266.11 ,6/23/2013,3/6/1985,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17530942,Standard," $ 3,375.33 ",2/17/2011,1/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32180312,Premier," $ 3,868.40 ",6/21/2011,9/9/1985,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+27496895,Premier, $ 609.02 ,9/11/2012,10/19/2009,13,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+25917631,Standard, $ 267.63 ,9/13/2015,10/13/2005,22,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+57384870,Standard," $ 3,375.67 ",2/17/2011,4/12/2017,2,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+53698338,Standard," $ 2,189.00 ",10/16/2013,1/1/1997,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24057006,Standard, $ 101.64 ,11/7/2015,4/8/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+5374956,Standard, $ 432.36 ,8/29/2014,6/26/1989,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,N,11-50,
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+20312343,Standard, $ 342.56 ,2/5/2009,3/5/1985,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+3045993,Premier, $ 929.00 ,1/7/2010,1/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
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+22115044,Standard," $ 3,701.97 ",4/24/2012,9/28/2005,3,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+3184536,Premier, $ 245.94 ,12/14/2012,5/17/1975,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,Y,N,Y,N,N,N,N,Y,1-5,English
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+164824591,Premier," $ 1,493.68 ",11/30/2013,5/26/1983,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+109157742,Standard," $ 3,393.00 ",2/3/2011,3/6/1985,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26310984,Premier," $ 3,289.00 ",4/29/2011,10/9/1984,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34412795,Standard, $ 122.30 ,4/19/2016,1/1/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6718529,Premier, $ 354.52 ,5/7/2013,12/25/1976,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20511986,Standard," $ 1,418.67 ",9/21/2014,9/30/1985,50,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+14307166,Premier, $ 139.07 ,12/21/2015,5/31/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4939635,Premier, $ 133.19 ,5/14/2013,3/6/1985,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
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+8307908,Standard, $ 496.80 ,9/27/2011,5/3/1983,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32952426,Standard, $ 267.01 ,12/16/2014,9/12/2008,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2453308,Standard, $ 190.89 ,8/1/2014,2/11/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33938905,Premier, $ 271.39 ,5/17/2013,12/27/1977,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33781110,Premier, $ 320.17 ,6/1/2012,9/24/1979,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7833069,Standard, $ 513.57 ,7/3/2011,8/30/1985,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+22272580,Standard, $ 966.91 ,1/5/2010,11/4/2014,13,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+27566305,Standard, $ 534.95 ,12/21/2011,12/19/1984,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+7732345,Standard," $ 3,188.33 ",3/30/2007,8/24/2005,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+16332214,Premier," $ 2,771.82 ",12/1/2013,12/8/2004,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10498547,Premier, $ 206.59 ,8/24/2014,3/7/1985,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+54242164,Premier," $ 2,398.00 ",4/28/2013,1/1/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+19835382,Premier, $ 264.63 ,9/25/2015,12/27/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28383520,Standard," $ 2,956.50 ",1/26/2012,8/19/2013,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55906781,Standard," $ 6,020.04 ",1/17/2010,1/1/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+21824102,Premier, $ 154.46 ,9/2/2015,9/10/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+20524386,Premier, $ 709.70 ,9/28/2010,9/16/1985,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4669651,Standard, $ 359.72 ,4/9/2013,6/3/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24013725,Standard, $ 494.77 ,2/24/2013,12/27/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22375227,Standard, $ 571.49 ,1/14/2015,3/21/2016,7,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+32938247,Standard, $ 223.44 ,6/8/2012,1/1/1998,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19152895,Standard, $ 146.35 ,8/6/2014,11/30/1977,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3550363,Standard, $ 599.50 ,9/12/2006,10/4/2005,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24083958,Standard, $ 340.13 ,12/6/2013,10/24/1985,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22369994,Standard, $ 244.88 ,11/23/2013,12/5/1987,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23256084,Standard," $ 3,119.50 ",9/15/2011,6/1/1980,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+15022744,Standard, $ 244.05 ,4/12/2015,12/30/1984,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1343735,Standard, $ 503.81 ,10/24/2012,1/5/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+12428710,Premier," $ 1,673.47 ",5/4/2013,9/24/1985,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,N, ,
+3328163,Premier, $ 262.41 ,5/6/2011,2/22/2008,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17282976,Premier, $ 286.25 ,1/30/2013,12/16/1983,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23066452,Standard, $ 633.97 ,8/4/2011,3/28/2011,22,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+26673427,Standard, $ 696.08 ,12/10/2008,3/8/1985,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+32867686,Standard, $ 865.93 ,11/5/2013,5/7/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,Portuguese
+26890160,Standard, $ 228.08 ,4/4/2015,11/24/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5707094,Standard," $ 3,577.38 ",7/12/2012,1/1/1984,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17595999,Premier, $ 345.50 ,10/13/2011,10/20/1986,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+2121208,Premier, $ 202.67 ,6/15/2015,10/21/1985,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2044397,Premier, $ 299.39 ,7/3/2014,10/30/1985,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21352163,Standard, $ 541.18 ,6/23/2011,11/29/1990,8,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,N,11-50,
+9932017,Premier, $ 262.15 ,7/22/2013,10/18/1984,42,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+13400481,Standard, $ 105.49 ,6/4/2016,6/22/2009,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7936769,Premier, $ 160.51 ,7/20/2015,12/19/1984,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14927502,Premier, $ 188.53 ,5/31/2013,12/1/1973,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20561076,Premier," $ 2,239.03 ",1/16/2009,1/17/1984,13,TRUE,TRUE,TRUE,AUTO RENEW,BILLING,TRUE,Y,N,N,N,Y,N,Y,N,Y,101-500,English
+24463064,Standard, $ 313.35 ,7/20/2012,6/1/1983,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28775544,Premier, $ 257.64 ,9/24/2014,11/4/2000,16,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34188738,Standard, $ 332.07 ,2/13/2015,10/20/1986,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9009156,Standard, $ 261.32 ,5/17/2011,1/10/1984,17,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53843723,Standard," $ 1,866.00 ",7/7/2014,10/2/1985,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5966646,Standard, $ 238.96 ,5/8/2015,7/21/1994,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20631138,Standard, $ 264.03 ,12/31/2014,1/9/1984,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+28545342,Premier, $ 325.14 ,4/26/2012,12/10/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19161985,Standard, $ 305.64 ,2/1/2014,10/23/1989,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26755345,Standard, $ 236.18 ,3/8/2013,12/31/1984,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+10260636,Standard, $ 237.54 ,1/14/2014,12/27/1990,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21845312,Standard, $ 451.20 ,8/22/2013,1/1/1984,14,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30659171,Standard, $ 607.52 ,8/9/2011,12/27/1984,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+16718054,Standard, $ 673.93 ,12/3/2014,12/2/1985,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23243120,Premier, $ 213.04 ,9/23/2012,12/27/1990,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12160754,Standard, $ 160.35 ,3/16/2014,11/15/1979,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,Hindi
+19939983,Standard, $ 140.67 ,12/9/2015,3/8/1985,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31865756,Premier, $ 311.19 ,12/28/2011,1/24/1984,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9387144,Premier, $ 235.75 ,2/3/2012,11/15/1975,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+3501193,Standard, $ 163.35 ,6/30/2015,7/11/2002,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1242288,Premier, $ 632.16 ,8/25/2014,5/9/2011,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+30471494,Premier, $ 563.89 ,10/18/2010,12/27/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+49318790,Standard," $ 1,664.67 ",12/19/2014,1/24/1984,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13295199,Standard, $ 49.00 ,8/3/2018,1/12/1984,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8900759,Premier, $ 172.55 ,4/25/2015,3/8/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31263486,Premier, $ 368.93 ,7/12/2013,3/8/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21447788,Premier," $ 3,229.50 ",6/17/2011,1/9/1984,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3543642,Standard, $ 276.47 ,2/27/2015,12/2/1985,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N,51-100,
+29290274,Standard, $ 859.20 ,11/18/2013,1/1/1998,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+55905306,Standard," $ 1,150.33 ",2/13/2016,12/28/1984,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4529545,Premier, $ 146.76 ,10/27/2015,3/28/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6049746,Standard," $ 3,133.33 ",9/3/2011,4/19/2013,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+14373209,Premier, $ 427.55 ,9/15/2012,12/27/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+25627169,Standard, $ 589.18 ,10/26/2011,10/27/1986,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+20574397,Premier, $ 169.92 ,5/14/2015,9/4/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26106533,Standard, $ 282.15 ,2/1/2014,1/7/1984,17,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+27681461,Standard, $ 374.85 ,1/15/2013,2/6/1984,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2202092,Premier, $ 181.47 ,8/12/2013,10/17/1984,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3878664,Premier, $ 306.97 ,4/4/2015,1/1/1998,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28208100,Standard, $ 620.57 ,7/21/2008,10/7/2004,11,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+8914386,Premier, $ 224.41 ,11/10/2013,12/28/1986,24,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32792370,Standard, $ 770.19 ,11/27/2007,6/1/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,Italian
+3963023,Premier, $ 274.23 ,8/17/2015,3/8/1985,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+11054889,Standard, $ 218.00 ,8/3/2012,10/18/2010,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27312475,Standard, $ 423.65 ,10/5/2012,3/8/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29124904,Standard, $ 153.54 ,9/8/2015,12/5/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,Spanish
+8059152,Standard, $ 256.32 ,2/8/2015,12/13/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32116061,Premier, $ 179.92 ,3/3/2015,11/26/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4948720,Standard, $ 396.45 ,6/23/2012,12/2/1985,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18404606,Standard, $ 368.78 ,6/6/2010,10/27/1986,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,
+15129424,Standard, $ 107.31 ,9/10/2015,1/17/1985,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25395118,Standard, $ 132.95 ,12/21/2014,3/18/2015,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14290017,Standard," $ 4,960.28 ",7/27/2011,1/11/1984,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,Y,N,N,N,N,N,N,N, ,
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+34256890,Standard, $ 125.19 ,3/11/2015,10/2/1990,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32737182,Premier, $ 463.28 ,9/24/2015,3/4/1996,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N,101-500,English
+21843316,Premier," $ 2,822.67 ",5/15/2012,12/7/1985,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+26123665,Standard, $ 346.44 ,6/21/2013,6/1/1978,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27758650,Premier, $ 740.41 ,11/3/2006,11/12/1985,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26999978,Premier, $ 430.77 ,8/29/2012,12/15/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+16565329,Standard, $ 266.29 ,12/19/2014,1/13/2015,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28537092,Premier, $ 331.00 ,2/17/2015,1/1/1998,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Spanish
+10959729,Premier, $ 919.19 ,9/26/2014,12/27/1990,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29099558,Standard, $ 737.88 ,5/2/2012,12/20/1986,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18098789,Standard, $ 777.85 ,6/9/2003,11/8/1985,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29758282,Premier, $ 773.00 ,5/14/2010,4/28/2015,14,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+163935759,Premier," $ 2,076.83 ",1/16/2014,10/21/2011,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6936991,Standard, $ 395.67 ,8/11/2007,12/27/1990,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20443870,Standard," $ 1,919.50 ",5/24/2014,1/1/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13955115,Premier, $ 332.53 ,9/5/2013,8/21/2009,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33443008,Premier, $ 415.60 ,11/15/2012,4/16/2004,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19199458,Premier, $ 165.72 ,1/20/2014,10/30/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2542652,Premier, $ 216.67 ,8/30/2015,10/30/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+1861031,Premier," $ 1,979.83 ",4/5/2014,2/3/1984,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11066570,Premier, $ 329.41 ,1/30/2014,9/23/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53677782,Standard," $ 6,210.53 ",12/27/2007,12/27/1990,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+11032185,Premier, $ 136.72 ,1/7/2016,1/19/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10717197,Standard, $ 485.22 ,3/6/2009,7/21/2017,11,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16649781,Premier, $ 248.11 ,10/30/2013,5/24/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10781330,Standard, $ 153.30 ,4/6/2015,3/2/2015,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+5091534,Standard, $ 404.87 ,2/28/2014,11/13/2005,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31779661,Standard, $ 665.08 ,6/26/2012,12/29/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+23462097,Standard," $ 2,776.93 ",12/1/2010,10/31/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+55955339,Standard," $ 3,930.60 ",5/10/2011,10/31/1986,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N, ,
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+6570233,Premier, $ 474.83 ,7/31/2013,12/27/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25582698,Premier," $ 1,829.33 ",11/2/2012,3/28/2007,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
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+18266256,Standard, $ 214.63 ,9/6/2012,12/31/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9725714,Standard, $ 345.90 ,11/30/2011,1/12/2015,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20000729,Premier, $ 765.67 ,5/29/2014,1/1/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+5924243,Premier," $ 2,397.11 ",5/12/2008,10/26/1984,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+34190060,Standard, $ 251.56 ,10/6/2013,11/13/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+3582320,Standard, $ 365.70 ,7/11/2011,10/22/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2020889,Standard, $ 501.40 ,1/28/2013,6/9/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27073575,Standard, $ 174.84 ,4/9/2015,8/21/2003,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18127140,Standard, $ 170.34 ,5/11/2015,1/1/1998,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21573204,Standard, $ 372.59 ,5/22/2011,1/28/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3038439,Standard, $ 145.12 ,8/19/2014,1/21/1986,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11728399,Standard, $ 126.53 ,3/20/2016,1/23/2015,22,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53083458,Premier," $ 3,682.67 ",6/10/2010,11/6/1986,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+30325564,Premier," $ 1,228.00 ",10/25/2011,9/19/2003,28,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+8899333,Premier, $ 509.95 ,7/21/2011,2/9/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25911752,Premier, $ 285.68 ,5/22/2014,5/7/2005,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15129659,Standard, $ 434.82 ,2/20/2012,11/6/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12003227,Standard, $ 261.63 ,10/1/2014,11/5/1986,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1204500,Standard," $ 1,263.67 ",11/13/2015,3/14/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21719702,Premier, $ 305.97 ,4/9/2015,11/6/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+109244791,Premier," $ 4,244.67 ",3/7/2009,2/27/1984,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10537831,Standard, $ 211.89 ,11/22/2014,5/17/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
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+3691865,Premier, $ 78.83 ,8/5/2017,10/28/1986,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25633979,Premier," $ 1,602.83 ",2/8/2015,11/29/1984,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+109297215,Standard," $ 2,947.00 ",3/11/2013,11/7/1986,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+8635250,Premier, $ 319.01 ,3/25/2014,11/1/1982,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7685536,Premier, $ 278.19 ,3/29/2013,11/26/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+4748128,Premier, $ 208.72 ,8/9/2014,11/27/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22583820,Premier, $ 656.52 ,7/25/2012,2/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
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+12219840,Premier, $ 162.15 ,7/8/2015,11/3/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+7835942,Premier, $ 332.67 ,1/14/2014,10/1/1979,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+14895123,Premier, $ 717.30 ,7/6/2012,11/20/1986,44,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,
+22865829,Premier," $ 1,138.00 ",4/26/2012,11/13/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
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+20614325,Premier, $ 249.53 ,11/26/2015,8/22/1990,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+109007761,Premier," $ 2,113.15 ",1/20/2015,2/8/1985,7,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9045089,Standard, $ 156.13 ,4/28/2014,12/5/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53598865,Premier," $ 3,148.83 ",8/22/2011,2/27/1984,4,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29300070,Standard, $ 288.61 ,1/13/2013,6/23/1996,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+57303041,Standard," $ 3,410.77 ",10/25/2012,11/20/1986,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12911851,Premier," $ 1,057.27 ",10/9/2012,2/17/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,Y,101-500,English
+11551736,Premier, $ 144.89 ,8/21/2014,6/1/1975,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2367540,Standard, $ 377.43 ,4/18/2011,1/1/1998,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10406913,Premier, $ 538.61 ,2/18/2008,2/11/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11214286,Standard, $ 197.81 ,10/26/2014,10/29/2001,20,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3182560,Premier, $ 535.37 ,9/12/2011,6/1/1977,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,6-10,
+30659514,Standard, $ 630.57 ,10/8/2010,3/1/1975,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+10012952,Premier, $ 255.92 ,7/29/2013,2/18/2000,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15147082,Standard, $ 571.40 ,4/17/2012,2/18/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21213343,Standard, $ 289.67 ,7/30/2015,6/1/1994,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,Y,N,N,N,N,N,Y,11-50,English
+3764920,Premier, $ 370.81 ,2/6/2013,6/29/2006,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1705716,Premier, $ 273.77 ,7/26/2014,2/16/1988,20,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16132972,Standard, $ 519.53 ,11/15/2012,6/23/1987,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+33394842,Premier, $ 305.39 ,9/15/2012,12/1/1986,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27081699,Standard, $ 226.87 ,5/4/2012,11/21/1986,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+28661343,Premier, $ 229.20 ,3/15/2014,1/1/1998,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5800869,Premier, $ 347.15 ,11/1/2013,8/20/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31974214,Premier, $ 264.53 ,7/5/2013,3/14/2011,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26902317,Premier," $ 1,070.25 ",1/31/2014,3/3/1987,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23979909,Premier, $ 356.62 ,11/13/2012,6/22/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23454452,Standard, $ 382.51 ,5/4/2013,2/22/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24575588,Standard," $ 1,939.47 ",4/6/2013,2/10/1992,25,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+6190214,Standard, $ 301.26 ,10/15/2012,12/1/1986,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5552070,Premier, $ 169.41 ,5/17/2015,10/1/1979,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+5557548,Standard, $ 284.24 ,9/25/2010,3/12/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+18547499,Premier," $ 3,375.67 ",2/17/2011,8/4/1983,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33973695,Standard, $ 524.48 ,5/8/2011,2/13/1995,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9283911,Standard," $ 1,413.80 ",10/10/2010,2/13/1986,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13326629,Standard, $ 277.75 ,4/1/2013,12/29/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5526106,Premier, $ 267.21 ,7/4/2014,8/29/2005,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+8062188,Premier, $ 466.31 ,9/5/2014,12/6/1986,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28269220,Standard," $ 1,551.33 ",3/22/2015,3/13/1982,2,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53933782,Standard," $ 2,274.17 ",8/7/2013,3/2/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6384559,Standard, $ 427.47 ,11/27/2013,3/8/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,
+21774899,Standard, $ 461.57 ,3/25/2012,4/10/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8595087,Premier, $ 484.54 ,6/23/2013,2/10/1998,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+31341494,Premier, $ 194.90 ,11/16/2014,6/29/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+55912521,Standard," $ 2,026.00 ",2/26/2014,3/14/1988,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+14276582,Premier, $ 100.43 ,11/19/2015,3/10/1988,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21610650,Premier," $ 6,622.80 ",4/28/2006,1/1/1998,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,N, ,
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+27018146,Standard," $ 1,462.00 ",6/3/2015,8/29/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2115942,Standard, $ 215.60 ,6/12/2015,1/6/1987,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13520487,Standard, $ 267.50 ,9/13/2015,6/27/2012,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10543267,Standard, $ 373.54 ,5/16/2011,1/1/1998,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18508126,Standard, $ 248.29 ,10/29/2013,3/19/1984,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13993068,Premier, $ 292.88 ,4/12/2014,3/16/1984,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33535275,Standard, $ 234.07 ,1/28/2016,3/14/1988,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5978366,Standard, $ 929.78 ,8/31/2004,1/1/1998,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26253195,Standard, $ 284.06 ,2/15/2013,4/8/1985,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+12124590,Premier, $ 485.29 ,7/7/2014,10/20/2002,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+32395978,Premier, $ 718.10 ,8/25/2010,1/8/1982,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+27402285,Standard," $ 2,053.50 ",2/4/2014,2/25/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7455660,Premier," $ 2,464.80 ",10/16/2011,12/10/1986,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+12410038,Premier, $ 694.24 ,3/18/2012,6/1/1977,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+26281000,Premier, $ 227.76 ,7/5/2015,11/22/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+53589251,Standard," $ 1,689.33 ",11/29/2014,1/29/2011,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+27510712,Premier, $ 502.17 ,11/5/2008,2/18/1985,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32059383,Premier, $ 472.29 ,2/19/2011,1/16/1987,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+21253089,Standard, $ 206.86 ,8/22/2014,11/9/2015,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31616966,Standard, $ 320.15 ,6/1/2012,2/10/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21069853,Premier, $ 169.32 ,12/14/2013,2/26/1986,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6770174,Standard," $ 2,335.17 ",6/18/2013,11/1/2005,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,English
+32557434,Standard, $ 442.91 ,6/28/2012,1/9/1987,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+2675146,Standard, $ 198.21 ,1/26/2014,12/15/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+12901959,Standard," $ 1,067.00 ",9/19/2012,1/19/1985,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+5793063,Standard, $ 176.55 ,10/1/2013,7/7/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+31020067,Standard, $ 448.00 ,6/2/2012,3/15/1988,6,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4313667,Premier, $ 530.33 ,10/2/2012,7/20/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8054226,Standard, $ 435.10 ,10/27/2013,3/2/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+23639582,Standard, $ 100.61 ,9/2/2014,10/30/2002,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,N,Y,1-5,English
+31159558,Premier, $ 162.13 ,11/29/2014,2/26/1973,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,Y,Y,Y,1-5,English
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+22029309,Premier, $ 159.18 ,11/3/2015,3/29/1984,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+24772612,Premier, $ 186.39 ,6/22/2013,2/24/1986,16,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+21962953,Premier, $ 376.16 ,1/8/2013,3/13/1986,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31437375,Premier, $ 494.25 ,3/29/2011,3/15/1988,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+53557970,Standard," $ 1,964.50 ",4/18/2014,8/12/2016,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9333778,Premier, $ 827.17 ,2/8/2007,7/6/1987,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+53784640,Premier," $ 2,371.17 ",5/20/2013,3/14/1984,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24597941,Standard, $ 352.85 ,12/5/2012,1/22/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+17338790,Standard, $ 233.85 ,2/10/2014,2/18/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+29088903,Standard, $ 253.75 ,8/20/2014,10/23/2000,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,
+6375802,Premier, $ 445.07 ,12/19/2009,3/6/1986,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31216750,Premier, $ 247.41 ,3/26/2015,2/2/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+24964380,Standard, $ 972.35 ,10/21/2014,12/31/2003,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y, ,English
+15265489,Standard, $ 444.69 ,12/22/2009,3/21/1980,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21934880,Standard," $ 1,085.85 ",1/6/2014,3/22/1984,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+5712357,Standard, $ 735.73 ,6/14/2010,7/29/2005,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13770557,Standard, $ 270.82 ,5/21/2013,3/16/1988,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7343047,Standard, $ 375.64 ,5/1/2011,11/15/2012,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+34148215,Standard, $ 640.80 ,9/19/2009,6/6/2012,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8364008,Standard, $ 605.60 ,7/23/2009,1/1/1998,21,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22792692,Premier, $ 236.61 ,1/21/2014,3/28/2009,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24975424,Standard, $ 342.21 ,12/26/2011,7/28/2010,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53461411,Premier," $ 1,820.22 ",7/24/2015,7/26/2010,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+1670683,Standard, $ 518.38 ,3/23/2010,3/5/1986,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+21523407,Standard, $ 309.45 ,1/9/2010,4/4/1984,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+28762850,Standard, $ 267.03 ,3/20/2011,12/6/2000,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3186931,Premier, $ 450.59 ,6/26/2011,4/7/2010,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30918332,Standard, $ 242.35 ,4/21/2015,12/12/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+31103361,Standard, $ 557.49 ,9/10/2014,3/20/1986,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,51-100,Spanish
+19622244,Standard, $ 170.78 ,5/8/2015,10/31/1983,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12506835,Premier, $ 341.71 ,1/6/2015,11/19/1984,26,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+18299122,Premier, $ 336.24 ,8/16/2013,3/17/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53501228,Premier," $ 3,414.00 ",1/16/2011,3/26/1986,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,Y,N,N,Y,N, ,
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+25566441,Premier, $ (211.59),1/2/2017,5/9/2009,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28059180,Standard, $ 377.42 ,4/25/2015,3/17/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+6396916,Premier, $ 563.49 ,10/20/2010,12/25/1981,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9689050,Standard, $ 281.18 ,3/7/2013,12/6/1985,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21791793,Standard," $ 1,785.33 ",8/15/2015,2/27/2006,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21150335,Premier, $ 347.89 ,12/12/2008,3/3/1981,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+7183060,Standard," $ 2,047.67 ",2/8/2014,3/13/1985,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5807619,Standard, $ 410.27 ,12/12/2012,3/5/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33091196,Premier, $ 307.04 ,5/25/2014,3/19/1986,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18544163,Premier, $ 246.55 ,11/11/2013,1/1/1998,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28160561,Standard, $ 694.60 ,6/16/2012,3/13/1986,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+30625925,Premier," $ 3,165.50 ",2/24/2014,12/11/1984,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,Y,Y,N, ,
+1747710,Standard," $ 1,306.00 ",10/9/2015,12/18/1985,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6561120,Premier," $ 1,807.17 ",11/28/2012,4/4/2016,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+30479174,Premier, $ 90.80 ,2/26/2016,4/4/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13111877,Standard, $ 265.71 ,6/26/2013,4/9/1984,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+4383763,Standard," $ 4,617.83 ",5/5/2008,11/1/1977,8,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+22414257,Standard, $ 231.53 ,2/7/2016,8/5/2013,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+16027516,Standard, $ 78.39 ,7/24/2015,4/9/2015,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13184660,Premier," $ 2,594.00 ",11/18/2012,2/6/1989,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+21468173,Premier, $ 290.29 ,1/1/2013,7/10/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27871709,Premier, $ 169.46 ,11/30/2011,12/1/1997,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+8500929,Standard, $ 455.47 ,8/4/2013,4/10/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23286825,Premier, $ 425.67 ,2/9/2014,7/12/2001,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25140150,Standard, $ 182.86 ,2/10/2015,1/27/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8497654,Standard, $ 434.65 ,3/4/2010,3/17/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20573180,Premier, $ 671.22 ,9/1/2012,4/6/1984,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+53778163,Standard," $ 3,369.80 ",5/27/2012,11/15/2012,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+18821888,Premier," $ 1,972.40 ",3/3/2013,1/31/1976,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+2288627,Standard, $ 283.05 ,6/5/2014,11/30/2015,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6602863,Premier, $ 615.84 ,7/5/2011,3/14/1985,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+53348493,Premier," $ 2,992.33 ",12/28/2011,4/9/1984,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+54208225,Premier, $ 832.30 ,1/13/2016,8/5/1985,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+29617539,Premier," $ 2,313.00 ",7/6/2013,7/17/1987,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28718673,Standard, $ 222.55 ,6/17/2012,3/18/1988,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15508443,Premier," $ 1,641.45 ",2/16/2012,2/7/1989,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+16698264,Standard, $ 128.05 ,2/10/2015,3/13/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25965650,Premier, $ 377.68 ,4/16/2011,6/10/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22895159,Standard, $ 533.04 ,3/25/2011,2/10/1989,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+14916941,Premier, $ 328.75 ,2/3/2014,3/13/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10385868,Premier," $ 2,338.80 ",2/22/2012,2/14/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y, ,English
+57306870,Standard," $ 2,240.70 ",7/10/2011,6/24/1994,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+26431695,Standard, $ 391.20 ,3/20/2013,1/10/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54057338,Standard," $ 5,312.33 ",10/15/2006,4/30/2010,4,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31555356,Standard, $ 231.07 ,3/22/2012,1/16/1985,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+32936560,Standard," $ 1,726.00 ",10/30/2014,4/7/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21243034,Premier, $ 363.36 ,6/16/2014,12/19/1985,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+6840438,Standard, $ 606.77 ,11/24/2011,1/31/1989,16,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,
+32174773,Standard, $ 730.60 ,10/28/2010,12/30/1980,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,Y,N,N,N,Y,N,Y,11-50,English
+16141914,Standard, $ 194.72 ,11/17/2014,4/13/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2269565,Standard," $ 2,753.00 ",7/11/2012,1/29/1996,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+29770399,Premier, $ 315.92 ,7/2/2012,4/12/1984,25,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53468739,Standard," $ 1,565.00 ",3/11/2015,3/31/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+27372407,Premier, $ 169.81 ,1/14/2015,9/21/2005,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+15118811,Standard, $ 274.08 ,4/27/2013,1/18/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26749216,Premier," $ 2,329.50 ",6/23/2013,8/22/1994,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+25144158,Standard, $ 539.40 ,9/4/2015,1/10/1985,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+22057916,Standard, $ 190.19 ,12/20/2014,5/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32068022,Premier, $ 527.63 ,10/13/2012,4/27/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14191991,Premier, $ 205.64 ,8/31/2014,9/25/1986,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+9424190,Standard, $ 349.40 ,10/13/2014,4/25/2008,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15319788,Premier, $ 464.77 ,6/27/2013,1/8/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30984276,Premier, $ 157.22 ,8/13/2015,4/6/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27547195,Standard, $ 173.03 ,11/6/2013,1/15/1985,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20061274,Premier, $ 141.19 ,6/9/2016,7/23/1984,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18711348,Standard, $ 276.61 ,4/9/2013,9/9/1992,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20507989,Standard, $ 539.13 ,11/11/2013,1/1/1993,11,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+22820343,Premier," $ 1,999.40 ",12/18/2014,3/18/1988,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+11433533,Premier, $ 448.07 ,9/4/2013,4/23/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+9811305,Premier, $ 246.56 ,3/30/2015,1/10/1985,12,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,Italian
+23799281,Standard, $ 153.07 ,5/29/2014,1/21/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7029062,Standard, $ 528.13 ,10/11/2012,3/22/1984,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4896696,Premier, $ 395.41 ,12/10/2010,3/25/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53403564,Standard," $ 1,655.55 ",11/5/2015,12/2/2016,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+20051903,Standard, $ 69.26 ,12/5/2015,4/3/1987,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+11531097,Premier, $ 182.02 ,10/10/2014,5/10/1985,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6138087,Standard, $ 357.16 ,5/13/2015,9/1/1974,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+15505613,Standard, $ 355.90 ,9/19/2011,12/4/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4834448,Premier, $ 188.97 ,8/16/2014,2/1/1979,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18089068,Standard, $ 185.01 ,1/26/2015,11/23/1990,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+109298589,Premier," $ 3,623.08 ",2/3/2007,11/29/1990,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+5965266,Standard, $ 336.70 ,12/4/2014,8/1/1986,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+31182983,Standard, $ 404.80 ,10/4/2010,1/8/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+8327760,Standard, $ 225.33 ,4/12/2014,4/23/1987,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24249141,Premier," $ 1,646.05 ",6/5/2013,12/26/1997,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+23696517,Standard, $ 307.09 ,9/3/2012,1/30/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29673563,Premier, $ 434.90 ,10/28/2013,4/23/1987,24,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+24408757,Standard, $ 207.17 ,11/22/2012,4/21/1986,20,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28717814,Standard, $ 359.88 ,5/3/2015,11/15/1985,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+10371070,Premier," $ 1,093.40 ",3/13/2015,2/7/1985,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+29549592,Standard," $ 1,987.67 ",3/30/2014,7/15/1987,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22731470,Standard, $ 710.37 ,9/28/2008,7/10/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+15568469,Premier," $ 1,174.78 ",4/4/2010,2/13/1989,7,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+31147453,Standard, $ 165.80 ,1/19/2014,7/15/2015,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+30409977,Premier, $ 358.37 ,9/6/2014,6/28/2008,25,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22868692,Premier, $ 326.43 ,1/15/2015,1/20/1972,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+22720123,Standard, $ 260.83 ,5/22/2011,4/10/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5003089,Standard, $ 155.60 ,5/6/2015,5/7/1986,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+22087523,Premier, $ 191.77 ,12/8/2014,3/11/2008,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14853577,Premier, $ 389.48 ,10/26/2012,1/28/1985,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21031013,Premier, $ 397.68 ,7/21/2007,5/2/1986,27,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,
+18375170,Standard, $ 374.83 ,6/12/2013,1/29/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+33196216,Standard, $ 140.87 ,10/1/2014,3/5/2012,27,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,
+29397742,Premier, $ 415.27 ,1/16/2014,5/5/1987,8,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+12889187,Premier, $ 446.51 ,6/10/2012,6/22/1984,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+5265201,Premier, $ 255.09 ,9/10/2013,5/14/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9849824,Standard, $ 292.50 ,6/3/2015,3/8/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12574334,Premier, $ 248.90 ,10/25/2013,3/27/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10607238,Standard, $ 257.12 ,8/27/2013,5/9/1978,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28996934,Standard," $ 1,215.59 ",1/29/2016,5/6/1986,2,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+20346351,Premier, $ 312.10 ,3/14/2015,2/27/1989,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+16570657,Standard, $ 261.21 ,5/18/2011,1/1/1975,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33018294,Standard, $ 202.30 ,9/24/2014,3/13/1985,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15987916,Premier, $ 726.83 ,7/20/2010,4/27/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26637175,Premier, $ 69.80 ,9/28/2016,5/12/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+4850542,Premier, $ 291.05 ,12/27/2012,3/22/1994,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24075889,Premier, $ 307.24 ,9/2/2012,2/23/1976,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+13452137,Standard, $ 126.21 ,2/28/2015,4/15/1986,33,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+4479596,Premier, $ 332.50 ,9/6/2013,12/8/1989,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14783338,Premier, $ 240.86 ,7/4/2013,3/1/1989,13,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+53815009,Premier," $ 3,781.48 ",3/5/2012,4/30/1986,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+6127295,Premier, $ 382.32 ,5/4/2013,4/13/1987,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26363628,Standard, $ 208.11 ,8/13/2014,7/10/2002,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33147877,Premier, $ 447.62 ,12/1/2009,1/5/2004,23,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,Portuguese
+2041470,Standard, $ 225.25 ,7/17/2015,12/11/1987,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27959898,Standard, $ 320.65 ,5/29/2012,12/8/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1348717,Premier, $ 261.64 ,7/26/2013,9/1/1981,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29819389,Premier, $ 235.38 ,11/7/2014,5/18/1987,23,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+32407069,Premier, $ 239.03 ,1/4/2014,4/30/1986,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9211778,Premier, $ 487.77 ,3/25/2013,3/13/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12127552,Standard, $ 355.92 ,9/17/2013,7/10/1977,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16062876,Premier, $ 397.35 ,11/26/2010,1/1/1980,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+31200520,Premier, $ 240.13 ,12/27/2013,2/27/1983,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17838574,Premier, $ 118.75 ,12/4/2015,3/15/1989,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+18768614,Premier, $ 827.68 ,12/19/2010,3/13/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+15000155,Standard, $ 268.47 ,9/9/2015,2/4/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+20287782,Standard, $ 131.75 ,1/3/2015,3/18/1988,19,FALSE,FALSE,FALSE,NOTICE,,FALSE,Y,N,N,N,N,N,N,N,Y,1-5,English
+22377733,Premier, $ 486.40 ,3/31/2013,2/1/1988,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6644409,Standard, $ 187.69 ,6/9/2013,1/1/1987,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9278073,Premier, $ 444.01 ,12/31/2011,4/4/1984,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53324922,Standard," $ 3,256.00 ",5/26/2011,5/15/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+17675315,Premier, $ 146.02 ,11/1/2015,12/20/1986,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25432623,Premier, $ 356.29 ,7/26/2011,8/17/2012,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14358098,Standard," $ 3,094.83 ",10/5/2011,3/31/2014,8,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+8178234,Standard, $ 481.55 ,12/14/2011,5/21/1987,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16117040,Standard, $ 795.23 ,7/22/2007,5/14/2004,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27542699,Standard, $ 159.96 ,7/24/2015,12/15/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+2563202,Standard, $ 194.04 ,11/22/2014,3/8/2011,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7764879,Standard," $ 1,342.17 ",9/9/2015,11/30/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+15799183,Premier, $ 245.67 ,10/24/2011,4/12/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3400589,Standard, $ 268.90 ,6/4/2013,5/19/1979,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53420013,Premier," $ 1,581.23 ",12/21/2015,7/15/2013,9,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
+30050342,Premier," $ 1,681.55 ",10/19/2015,11/1/1989,1,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+17098553,Standard, $ 287.10 ,1/24/2013,2/7/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+33196823,Standard, $ 348.75 ,3/7/2011,2/1/1982,23,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+34090237,Premier, $ 291.98 ,12/20/2012,12/18/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30019964,Premier, $ 385.52 ,12/24/2010,6/12/2012,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+31748010,Standard, $ 369.28 ,6/15/2011,3/23/1988,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53426371,Premier," $ 2,380.95 ",8/5/2014,6/30/2006,5,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+8499288,Standard," $ 2,872.50 ",4/4/2012,3/22/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+53540617,Premier," $ 2,435.33 ",7/1/2014,3/23/1988,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+8420951,Standard, $ 94.24 ,1/22/2016,3/22/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25349714,Premier, $ 869.36 ,7/7/2006,12/13/1989,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26470504,Standard, $ 469.35 ,8/21/2013,2/7/1984,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15214437,Standard, $ 570.86 ,7/2/2007,4/3/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+164929866,Premier," $ 2,053.00 ",2/4/2014,5/23/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+23614380,Standard," $ 1,118.16 ",8/30/2010,6/12/2014,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+18548250,Premier, $ 480.45 ,12/19/2011,5/21/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16995850,Standard, $ 234.70 ,2/4/2014,1/15/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8558941,Standard," $ 1,539.83 ",3/31/2015,12/17/2015,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+19865807,Premier, $ 195.89 ,11/9/2014,12/22/2003,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,Y,N,N,N,Y,6-10,English
+54020139,Premier," $ 1,116.38 ",2/14/2015,12/27/1986,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+17808399,Premier, $ 538.08 ,2/22/2008,5/15/1982,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30428573,Standard, $ 157.24 ,4/17/2014,1/10/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14754657,Premier, $ 429.65 ,8/30/2008,5/3/2011,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+14683138,Standard, $ 542.08 ,1/24/2008,3/13/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19580676,Standard," $ 1,565.74 ",4/19/2013,3/27/2009,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+30898494,Standard, $ 264.32 ,4/17/2011,5/24/2006,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30524970,Standard, $ 813.32 ,2/6/2011,5/30/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+18682697,Premier, $ 261.25 ,8/6/2012,3/22/1992,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+31184456,Standard, $ 368.90 ,1/22/2014,4/10/1984,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+11540651,Standard, $ 166.44 ,1/13/2014,7/24/1986,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53709546,Standard," $ 1,372.00 ",8/16/2015,4/12/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28262432,Standard," $ 1,133.60 ",10/23/2013,3/25/1988,23,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26120367,Standard, $ 128.45 ,2/5/2015,9/1/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22257844,Standard, $ 284.17 ,9/25/2010,5/27/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+30082916,Standard, $ 217.46 ,6/2/2015,6/5/1986,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28342637,Premier, $ 445.47 ,9/14/2013,3/23/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+7895710,Premier, $ 145.37 ,7/26/2015,1/23/1990,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8689235,Premier," $ 1,508.80 ",6/21/2014,3/15/1985,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+13834761,Standard, $ 415.18 ,7/21/2010,8/1/1982,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+15940426,Premier, $ 622.69 ,6/5/2011,3/13/1978,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,Y,Y,11-50,English
+8071996,Standard, $ 374.19 ,3/17/2011,5/13/2016,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2580274,Premier, $ 323.87 ,9/19/2011,1/18/1990,16,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7885205,Standard, $ 247.70 ,11/2/2013,1/22/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6457423,Standard, $ 170.16 ,12/5/2013,1/10/1990,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53504524,Standard," $ 3,071.17 ",10/24/2011,5/30/1986,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31142649,Standard, $ 659.13 ,1/2/2015,8/7/1992,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+11392671,Premier, $ 237.21 ,8/10/2014,12/18/2008,7,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+109224025,Premier," $ 1,079.52 ",3/29/2015,3/15/1985,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+28162770,Standard," $ 3,332.00 ",3/25/2011,3/24/1988,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+53350075,Standard," $ 6,773.33 ",7/6/2003,12/12/2011,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21395823,Premier, $ 508.10 ,1/1/2013,5/29/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+20280579,Premier, $ 238.13 ,1/10/2014,4/7/2011,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+54064140,Standard," $ 1,640.33 ",1/8/2015,4/5/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+22160069,Standard, $ 237.83 ,1/12/2014,1/16/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14220889,Premier, $ 377.77 ,6/19/2014,12/26/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+4581691,Premier, $ 229.92 ,3/10/2014,3/15/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+11977855,Standard, $ 445.24 ,12/18/2009,7/1/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14691315,Premier, $ 267.73 ,6/12/2013,6/9/1985,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30665644,Standard, $ 188.69 ,12/30/2014,4/26/2011,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14697823,Standard, $ 218.64 ,5/5/2016,7/27/1987,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+30930969,Standard, $ 363.71 ,8/8/2013,6/5/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30434071,Standard, $ 339.16 ,1/17/2012,1/5/1990,14,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28755057,Premier, $ 326.96 ,10/6/2013,5/28/1986,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53488041,Standard," $ 1,673.50 ",12/12/2014,2/11/1992,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+6278841,Premier," $ 2,043.50 ",2/12/2014,5/29/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+15783710,Premier, $ 317.62 ,11/27/2013,5/26/1986,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4008718,Standard, $ 270.55 ,5/23/2013,4/11/1989,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6826941,Premier, $ 987.60 ,12/6/2015,3/18/1985,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y, ,
+6013474,Standard, $ 209.45 ,8/4/2014,6/12/1987,1,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9388081,Premier, $ 223.88 ,11/14/2013,2/1/1982,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25289522,Premier, $ 434.88 ,8/8/2012,2/1/1990,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18077462,Standard, $ 507.84 ,1/13/2011,10/5/1987,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9793694,Premier," $ 2,907.87 ",7/20/2010,10/27/2004,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+2499648,Premier, $ 447.92 ,6/3/2012,7/27/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,
+3568502,Premier, $ 545.39 ,12/18/2009,7/19/2009,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31755395,Standard, $ 549.12 ,5/1/2016,1/30/2013,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,French
+11003096,Standard," $ 3,200.50 ",7/10/2011,2/8/2013,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+11239119,Premier," $ 1,769.17 ",9/25/2014,6/8/1977,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2205519,Standard, $ 556.37 ,9/13/2012,10/27/2013,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+3450166,Premier, $ 193.01 ,12/21/2010,3/23/1988,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+38216575,Premier," $ 2,425.85 ",12/5/2010,1/10/1997,11,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+24156214,Premier," $ 1,391.43 ",2/6/2003,4/1/1992,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8784307,Standard, $ 329.90 ,9/20/2013,4/2/2012,17,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18259306,Standard, $ 708.57 ,10/3/2010,4/14/2014,22,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32736821,Premier, $ 339.49 ,11/26/2011,9/15/2014,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28123377,Standard, $ 380.43 ,5/14/2013,12/22/2014,18,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10813014,Standard, $ 282.69 ,2/25/2013,12/19/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+3782188,Standard, $ 241.07 ,12/20/2013,2/1/1990,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8104657,Premier," $ 1,206.50 ",12/29/2015,6/16/1987,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+22881910,Standard, $ 284.29 ,2/13/2013,7/31/1987,20,FALSE,FALSE,FALSE,NOTICE,BILLING,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2112738,Premier, $ 168.50 ,5/24/2015,7/24/1998,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11323716,Premier, $ 292.75 ,8/6/2014,6/17/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25473612,Standard, $ 179.70 ,10/5/2015,6/11/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+8177771,Premier," $ 1,358.82 ",5/7/2014,3/15/1985,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
+57437738,Premier," $ 3,084.17 ",10/14/2011,6/30/1986,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+10558803,Premier," $ 3,472.67 ",11/29/2010,8/10/1987,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23336846,Standard, $ 218.50 ,5/31/2014,7/8/1986,20,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31750717,Standard, $ 291.04 ,8/15/2014,2/26/2014,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29733145,Premier, $ 144.95 ,11/9/2015,7/27/1972,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18470839,Standard, $ 190.59 ,12/17/2014,1/11/1991,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5524180,Standard, $ 190.86 ,12/15/2014,10/1/1982,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+10940574,Premier, $ 395.82 ,9/22/2012,6/3/1987,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28679001,Standard, $ 315.10 ,7/7/2012,3/29/1988,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4922171,Standard, $ 167.61 ,1/1/2014,3/18/1985,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+1213480,Premier, $ 161.33 ,3/6/2014,7/10/1986,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,Italian
+6822307,Premier, $ 302.65 ,10/5/2012,2/7/1991,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4111451,Premier, $ 978.21 ,3/3/2012,2/1/1990,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,101-500,English
+15511161,Standard, $ 282.88 ,9/26/2014,8/1/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
+17663658,Standard, $ 523.23 ,10/31/2012,3/29/1988,25,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+10714421,Standard, $ 114.81 ,6/25/2015,8/7/1987,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,1-5,English
+20072903,Premier, $ 372.29 ,6/25/2013,7/9/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27830765,Premier, $ 533.47 ,3/23/2011,6/12/1986,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32614682,Standard, $ 452.91 ,5/8/2012,8/6/1987,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+14196864,Standard, $ 334.24 ,8/27/2013,5/5/2003,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22344823,Premier, $ 158.19 ,8/6/2015,4/6/1988,60,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+14328402,Premier, $ 284.31 ,1/2/2013,8/11/1987,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28165532,Standard, $ 293.53 ,5/29/2015,8/7/1987,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24520976,Standard, $ 311.43 ,3/17/2015,5/2/2017,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+23712143,Premier, $ 376.23 ,6/25/2014,1/7/1969,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,
+1491056,Standard, $ 205.37 ,12/10/2012,4/4/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+15164322,Standard, $ 667.28 ,6/18/2012,4/4/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+12326457,Premier, $ 193.92 ,8/5/2015,8/11/1987,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18796399,Standard, $ 800.47 ,3/19/2014,3/31/1988,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,
+21566210,Premier," $ 1,639.40 ",6/12/2013,6/16/1976,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+27868485,Premier," $ 2,906.00 ",3/7/2012,6/19/1986,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+24041267,Premier, $ 451.41 ,11/4/2009,3/20/1985,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3971678,Premier, $ 345.40 ,1/6/2009,6/29/1991,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13516436,Premier, $ 393.52 ,12/23/2010,3/29/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16195769,Standard, $ 189.92 ,12/21/2014,8/29/2006,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+4571589,Premier, $ 197.15 ,3/4/2013,3/3/2010,27,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13319725,Standard, $ 274.23 ,4/26/2013,7/15/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17480247,Premier, $ 420.50 ,6/13/2010,4/13/1989,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18345266,Standard, $ 238.56 ,2/15/2013,8/17/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+31375841,Premier, $ 683.13 ,11/14/2014,1/14/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+31558244,Standard, $ 249.33 ,9/17/2011,2/7/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9102315,Standard, $ 238.61 ,2/5/2015,1/14/1991,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28632006,Standard, $ 356.08 ,9/16/2013,3/19/1985,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1931306,Standard," $ 4,417.18 ",1/30/2011,6/27/1990,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19487081,Standard, $ 167.60 ,1/6/2016,6/15/1987,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30352229,Premier, $ 291.92 ,1/9/2014,4/15/1997,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10622490,Premier, $ 335.71 ,2/11/2012,4/1/1977,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29156771,Standard, $ 186.70 ,8/9/2016,6/28/1991,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9631623,Standard, $ 222.32 ,8/1/2015,2/9/1990,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+52863063,Premier," $ 2,124.50 ",12/8/2013,1/14/2016,4,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+4064402,Standard, $ 388.81 ,10/20/2007,1/15/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24213741,Premier, $ 901.67 ,8/28/2014,1/15/1991,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+26173437,Premier, $ 655.07 ,5/10/2011,6/1/2009,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27735767,Standard," $ 1,245.44 ",11/17/2012,3/20/1985,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+17093981,Standard, $ 131.14 ,2/16/2016,1/16/1991,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53458012,Premier," $ 3,816.67 ",2/21/2010,7/22/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15721595,Premier, $ 208.88 ,8/8/2014,4/14/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18348721,Standard, $ 246.46 ,12/10/2012,4/14/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+26595910,Standard, $ 257.30 ,8/26/2013,1/16/1991,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10639942,Premier, $ 141.09 ,12/6/2015,7/5/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+25691958,Standard, $ 387.90 ,11/4/2012,7/22/1986,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18746584,Standard, $ 557.43 ,11/8/2014,7/15/1981,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N,51-100,English
+9999114,Premier, $ 390.33 ,4/28/2014,1/17/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6189073,Standard," $ 2,168.02 ",10/3/2011,4/25/1988,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+18779416,Standard, $ 152.72 ,7/23/2016,7/11/1986,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20040071,Standard, $ 496.67 ,9/27/2011,7/24/2014,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20583406,Premier, $ 121.92 ,4/13/2015,4/1/1977,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26382512,Premier, $ 363.26 ,7/28/2011,3/13/2003,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+17050035,Standard, $ 602.47 ,4/28/2015,7/28/1986,28,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+33729855,Premier, $ 492.50 ,3/6/2013,6/25/1991,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20874779,Standard, $ 353.43 ,10/7/2011,4/14/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+166273561,Premier," $ 2,028.80 ",11/28/2014,12/18/1996,2,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,N, ,
+7733494,Premier," $ 1,249.00 ",11/25/2015,7/3/1991,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+2522345,Standard, $ 208.44 ,8/11/2014,8/27/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+13145954,Standard, $ 640.34 ,11/17/2005,2/20/2018,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3950696,Premier, $ 388.84 ,1/26/2011,4/17/1973,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+167720544,Premier," $ 3,448.17 ",12/19/2010,12/1/1993,4,FALSE,FALSE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
+26273451,Standard, $ 399.43 ,3/22/2014,7/15/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17280658,Standard, $ 646.08 ,11/26/2012,2/13/1990,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+27627211,Standard, $ 394.37 ,3/4/2013,3/25/1985,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19681947,Premier, $ 199.77 ,6/7/2015,7/31/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+5779727,Standard, $ 383.18 ,3/8/2011,1/17/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6549553,Standard, $ 603.03 ,7/1/2013,3/25/1985,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22094300,Premier, $ 293.15 ,8/4/2014,4/3/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26380296,Standard, $ 892.74 ,4/9/2008,5/4/1988,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+1846074,Standard, $ 315.60 ,7/4/2012,4/21/1988,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7753652,Standard," $ 2,538.17 ",1/3/2013,3/25/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+9315833,Premier, $ 831.39 ,7/13/2011,3/26/1985,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17055727,Premier, $ 192.03 ,4/26/2013,7/5/1991,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,1-5,English
+53510815,Standard," $ 3,102.45 ",5/7/2013,1/18/2007,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8696431,Premier, $ 100.72 ,11/16/2015,7/31/1986,45,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,
+21622033,Premier, $ 178.59 ,3/13/2015,7/1/1991,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5630345,Standard, $ 539.04 ,2/22/2011,12/1/1982,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27697477,Standard, $ 245.18 ,11/20/2013,8/8/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12905319,Standard, $ 463.03 ,8/12/2009,4/27/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19650022,Standard, $ 420.47 ,9/5/2015,4/18/1989,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N,11-50,English
+19726347,Standard, $ 273.42 ,7/28/2014,3/23/2015,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3495575,Premier, $ 175.19 ,10/15/2013,3/25/1985,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+2299587,Premier, $ 562.99 ,10/23/2010,7/21/1986,11,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+28092966,Premier, $ 178.35 ,9/13/2013,1/17/1991,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28713031,Premier, $ 348.23 ,11/13/2011,11/17/2012,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+108883608,Standard," $ 9,354.58 ",7/25/2002,7/1/1991,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17732322,Standard," $ 2,456.00 ",3/11/2013,4/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,English
+2943709,Standard, $ 204.69 ,4/15/2014,3/16/2018,9,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28343777,Premier, $ 288.21 ,1/16/2013,7/10/1991,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6175406,Standard, $ 608.50 ,11/17/2011,3/21/1985,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19445200,Standard, $ 496.99 ,12/12/2008,7/11/1991,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30036738,Premier, $ 366.72 ,7/3/2011,2/5/2009,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+19139279,Standard, $ 708.07 ,9/24/2014,4/16/2014,20,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+15365539,Standard," $ 2,980.33 ",1/7/2012,3/8/2011,3,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+13423945,Standard, $ 401.92 ,10/24/2010,2/15/1990,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31306116,Standard, $ 209.34 ,7/17/2015,10/1/2015,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2522530,Standard, $ 388.25 ,5/8/2012,7/30/1986,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+13674840,Standard, $ 226.73 ,2/27/2016,8/22/1986,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+30786009,Premier, $ 56.03 ,2/16/2017,2/13/1990,1,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+31261878,Standard, $ 369.03 ,2/16/2013,9/1/1979,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6759921,Premier, $ 232.95 ,2/16/2014,7/30/1970,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2436253,Premier, $ 301.79 ,10/11/2012,6/27/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1649341,Standard, $ 466.11 ,3/2/2012,8/4/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+3270664,Standard, $ 218.97 ,3/30/2016,10/5/1993,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1332831,Premier, $ 367.47 ,7/20/2013,8/3/2001,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8425489,Premier, $ 229.85 ,3/10/2014,6/1/1966,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28127432,Premier, $ 613.70 ,7/14/2011,7/15/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+32134413,Premier," $ 2,237.83 ",9/6/2013,5/23/1988,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+164893051,Premier," $ 2,208.05 ",11/21/2014,4/22/1988,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+27518904,Standard, $ 334.65 ,2/18/2012,12/14/1987,24,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4275566,Premier, $ 125.97 ,3/3/2015,7/18/1996,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9314676,Premier," $ 1,424.62 ",2/19/2014,2/20/1990,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+26343042,Premier," $ 2,448.17 ",3/17/2013,5/23/1988,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4117226,Standard, $ 256.17 ,10/29/2015,2/19/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23461645,Standard, $ 370.90 ,8/20/2012,9/1/1987,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+32056568,Standard, $ 402.98 ,1/29/2015,11/1/1980,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+31765748,Standard, $ 314.11 ,4/19/2014,2/14/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17024192,Standard, $ 172.44 ,4/26/2015,1/17/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+55941871,Premier," $ 2,102.67 ",12/25/2013,5/31/1988,1,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
+15241727,Standard, $ 204.70 ,2/9/2014,8/8/1986,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+11313339,Standard, $ 281.22 ,3/1/2015,7/18/1991,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+10186168,Standard, $ 417.66 ,7/3/2010,9/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7683834,Premier, $ 367.17 ,7/21/2013,2/7/1985,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18823851,Premier," $ 3,422.90 ",10/17/2012,12/5/2011,2,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+14323018,Premier, $ 223.07 ,2/16/2015,7/5/2002,12,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13409720,Premier, $ 311.00 ,11/29/2015,1/11/2005,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+19722777,Premier, $ 316.42 ,8/18/2013,4/29/1966,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+7686800,Standard," $ 4,102.50 ",7/2/2009,3/1/1990,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+6918684,Premier, $ 190.51 ,5/11/2013,1/17/1992,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24961320,Premier," $ 1,974.70 ",4/17/2015,8/19/2005,10,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+25301986,Standard, $ 343.57 ,7/7/2013,1/1/1990,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31946719,Standard, $ 497.89 ,9/21/2011,7/13/1993,18,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19975101,Premier, $ 564.41 ,8/12/2012,5/17/1988,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+3838642,Premier, $ 242.00 ,4/23/2015,3/2/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14346837,Premier," $ 1,860.17 ",7/12/2014,10/19/2005,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+34108747,Premier, $ 514.46 ,8/9/2008,5/12/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13029419,Standard, $ 290.81 ,7/19/2010,4/13/1989,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28162890,Standard, $ 347.43 ,6/15/2013,6/1/2017,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+57273503,Premier," $ 1,888.17 ",6/19/2014,6/15/1993,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+3637839,Premier," $ 2,808.00 ",5/27/2012,5/24/1980,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+27872059,Premier," $ 3,075.33 ",10/21/2011,2/15/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+31079822,Premier, $ 99.03 ,12/4/2015,10/25/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+27063818,Standard, $ 320.22 ,8/6/2014,2/27/1990,9,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N,51-100,English
+31559632,Standard, $ 122.56 ,4/7/2015,5/16/1980,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+20961767,Standard, $ 550.61 ,12/25/2010,2/7/1981,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+12239002,Standard, $ 333.83 ,2/24/2012,2/21/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31412247,Premier," $ 1,130.63 ",1/9/2006,1/21/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+24636067,Standard, $ 112.17 ,7/22/2015,1/17/1992,10,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21736183,Standard," $ 3,560.67 ",9/18/2010,11/11/1992,5,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,Y,N,N, ,
+11572525,Standard, $ 91.77 ,2/16/2016,2/21/1990,14,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+8941446,Premier, $ 170.22 ,11/19/2011,1/11/2005,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11482462,Standard, $ 605.83 ,11/28/2011,7/22/1991,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20780488,Standard, $ 704.98 ,12/29/2013,9/11/1987,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+34219390,Standard, $ 530.24 ,4/8/2011,7/21/1986,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+8902251,Premier, $ 261.41 ,7/27/2013,2/28/1990,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+25143079,Premier, $ 252.36 ,9/30/2013,10/4/1997,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25289927,Premier, $ 239.63 ,8/18/2015,5/7/2006,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+15531507,Premier, $ 680.51 ,10/7/2015,6/7/1988,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23437770,Standard, $ 313.70 ,7/17/2012,6/21/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28244384,Standard, $ 239.49 ,5/6/2015,1/25/1996,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+4976306,Premier, $ 353.79 ,7/11/2015,6/7/1995,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+20201261,Premier, $ 319.57 ,2/12/2015,6/25/1984,27,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5229193,Standard, $ 348.69 ,10/24/2013,2/20/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12258166,Premier," $ 3,640.83 ",7/15/2010,9/16/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13852425,Premier," $ 2,148.33 ",11/18/2013,9/25/1987,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4084467,Premier," $ 2,779.18 ",11/27/2013,5/6/1996,1,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+10436498,Standard," $ 3,002.00 ",12/20/2011,4/16/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+6875087,Premier," $ 3,180.17 ",7/27/2011,9/21/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+33858728,Standard, $ 130.67 ,2/19/2016,6/7/1988,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+53493147,Premier," $ 2,749.83 ",7/13/2012,1/21/1992,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5666360,Standard, $ 663.87 ,4/4/2011,12/29/2010,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,Y,Y,51-100,English
+24957299,Standard, $ 273.70 ,4/30/2013,7/22/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25776132,Premier, $ 302.10 ,10/9/2012,3/8/2011,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11781175,Standard," $ 1,225.60 ",4/7/2015,6/9/1988,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+28413098,Premier, $ 240.65 ,12/23/2013,6/17/1988,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29283384,Standard, $ 155.31 ,6/24/2012,6/20/1988,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+14553714,Standard, $ 493.63 ,10/13/2011,5/11/1981,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16637677,Standard, $ 219.28 ,12/21/2013,1/24/1992,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+30630582,Premier, $ 157.56 ,8/10/2015,9/28/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3683359,Standard, $ 197.38 ,9/20/2015,7/18/1998,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27732074,Standard, $ 209.52 ,10/6/2015,3/26/1990,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10744593,Standard, $ 154.12 ,5/19/2014,1/18/1991,8,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4939786,Premier, $ 322.05 ,3/9/2014,7/25/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15573978,Premier," $ 1,991.83 ",3/26/2014,4/21/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12249788,Premier, $ 199.92 ,2/4/2013,4/2/1990,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7887110,Standard," $ 1,679.47 ",4/14/2009,1/23/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+17087622,Premier," $ 2,856.33 ",4/17/2012,1/23/1992,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+24044127,Standard, $ 389.12 ,1/24/2011,1/22/1992,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+53567904,Premier," $ 2,172.80 ",9/27/2011,4/4/1990,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+13464512,Standard, $ 328.95 ,6/24/2009,9/14/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11060641,Standard, $ 416.32 ,11/11/2012,10/1/2009,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23204664,Standard, $ 419.60 ,12/29/2013,10/4/2012,16,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20646314,Standard, $ 310.88 ,5/5/2014,1/21/1991,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12163633,Standard, $ 740.08 ,4/29/2008,1/18/1991,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31370133,Premier, $ 184.19 ,2/1/2015,9/21/1987,17,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+30955389,Standard," $ 1,826.80 ",3/2/2010,8/27/2008,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+9530978,Standard, $ 542.80 ,8/12/2012,7/18/1986,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18601375,Premier, $ 528.74 ,1/19/2012,1/28/1992,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+30855865,Premier, $ 154.48 ,5/15/2014,1/30/1992,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9173393,Standard, $ 578.08 ,8/6/2010,4/5/1990,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18007594,Standard, $ 381.18 ,3/22/2011,9/29/1987,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4394590,Premier, $ 640.51 ,3/5/2013,11/23/2009,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33769259,Standard," $ 2,229.83 ",9/12/2013,4/11/1990,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10405616,Standard," $ 1,092.61 ",12/27/2013,10/28/2008,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,Hindi
+23859704,Premier, $ 574.25 ,2/15/2016,4/24/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+53943919,Standard," $ 2,940.33 ",2/8/2012,3/28/1985,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6381359,Standard, $ 393.79 ,7/8/2012,11/13/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+24085519,Premier, $ 112.24 ,7/21/2015,1/31/1992,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+23731292,Premier, $ 264.15 ,7/8/2013,6/27/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1902962,Premier, $ 215.30 ,6/14/2015,1/22/1992,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28098471,Premier, $ 370.49 ,2/8/2013,1/28/1992,8,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+157561655,Standard," $ 2,306.17 ",7/12/2013,11/3/2017,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+33844574,Premier," $ 1,839.67 ",7/29/2014,7/29/1991,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31097133,Standard, $ 304.19 ,12/4/2013,1/28/1992,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+3286687,Premier, $ 118.74 ,5/15/2016,5/1/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33163938,Premier," $ 1,200.25 ",7/10/2013,1/23/1992,26,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+31572345,Standard, $ 847.16 ,10/14/2010,10/22/2001,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+30929481,Standard, $ 174.56 ,11/5/2015,1/29/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+24230849,Premier, $ 504.63 ,1/15/2013,4/18/2018,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24326246,Standard, $ 524.07 ,2/17/2010,9/29/1987,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4883454,Premier, $ 465.37 ,7/27/2009,8/1/1998,22,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28045485,Standard, $ 494.40 ,10/9/2011,8/8/1991,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12179987,Standard, $ 193.39 ,11/27/2014,8/21/2012,45,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+57490306,Premier," $ 3,766.32 ",3/15/2012,6/9/2009,1,TRUE,FALSE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+54085706,Premier," $ 2,760.33 ",7/5/2012,7/29/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+21428378,Standard, $ 336.53 ,2/5/2012,7/19/2000,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5947458,Premier," $ 2,142.12 ",11/2/2011,6/27/1988,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+18524594,Premier, $ 314.04 ,7/15/2012,1/24/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+52088832,Standard," $ 2,154.50 ",11/13/2013,3/23/2001,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+31586413,Standard, $ 144.53 ,11/12/2015,1/31/1992,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30806185,Premier, $ 665.37 ,3/29/2011,1/30/1992,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+25548644,Premier, $ 168.64 ,12/10/2015,12/19/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9314606,Premier," $ 3,237.83 ",6/10/2011,1/27/1997,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+20748936,Premier, $ 348.35 ,10/25/2013,6/1/1982,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3590583,Premier, $ 879.90 ,8/27/2011,1/28/1992,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+4826745,Standard, $ 400.19 ,2/2/2013,1/22/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9805106,Premier, $ 224.59 ,4/23/2015,3/28/1985,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+13391568,Standard, $ 332.88 ,3/2/2012,1/24/1992,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14734694,Standard, $ 184.09 ,9/9/2015,5/6/1985,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+24500066,Premier, $ 201.87 ,9/27/2014,2/12/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19382369,Premier," $ 2,991.17 ",12/29/2011,3/29/1985,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+10322802,Standard, $ 766.93 ,2/6/2010,5/8/1989,19,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33795970,Standard, $ 272.42 ,5/9/2013,4/25/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10890079,Standard, $ 708.97 ,10/1/2010,2/19/2001,16,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Arabic
+24108312,Standard, $ 284.96 ,9/15/2014,1/27/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1553755,Standard, $ 270.37 ,11/13/2012,6/29/2004,16,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20068864,Standard, $ 932.53 ,9/5/2014,1/31/1992,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+12767432,Standard, $ 364.70 ,7/18/2011,2/3/1992,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28540972,Premier," $ 2,320.33 ",6/30/2013,1/22/1991,8,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+19363599,Premier, $ 163.79 ,2/9/2014,5/6/2004,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10911379,Standard," $ 2,527.67 ",1/11/2013,4/1/1985,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31957393,Premier," $ 3,524.95 ",8/14/2012,8/8/1991,1,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,N, ,
+5295435,Standard, $ 449.97 ,11/6/2013,4/8/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14333113,Standard, $ 227.19 ,4/9/2015,9/10/2002,19,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8544807,Premier," $ 3,318.67 ",4/5/2011,5/26/1981,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14737146,Premier, $ 446.27 ,12/10/2009,1/2/2008,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32701118,Standard, $ 395.83 ,4/6/2014,7/6/1995,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+53454293,Standard," $ 1,318.50 ",9/29/2015,2/23/2010,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12291302,Premier," $ 1,399.33 ",7/24/2015,2/1/1992,2,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+34217613,Standard, $ 487.86 ,9/21/2010,5/1/1990,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14892578,Standard, $ 281.73 ,10/1/2014,5/22/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+57362279,Standard," $ 2,854.60 ",5/13/2013,11/30/2009,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+22677484,Premier, $ 372.56 ,6/23/2013,8/5/1991,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25754910,Premier, $ 321.36 ,3/13/2014,5/11/1989,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14809127,Premier," $ 2,563.00 ",12/13/2012,1/25/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+8049565,Premier," $ 3,285.92 ",1/9/2011,6/7/1993,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,500+,English
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+19895058,Standard, $ 311.94 ,7/30/2012,4/7/2000,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14425109,Standard," $ 3,935.00 ",11/16/2009,7/18/1988,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16418672,Standard, $ 846.44 ,10/16/2010,12/8/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+23665757,Premier, $ 243.07 ,4/17/2015,4/1/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7641479,Premier," $ 1,442.28 ",1/27/2009,7/7/1988,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,Y,N,N,N,N,Y,N,Y,101-500,English
+29022417,Premier, $ 275.52 ,11/2/2014,5/18/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6114466,Standard," $ 4,388.15 ",2/17/2011,3/10/2006,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+17646119,Standard, $ 380.04 ,3/30/2011,1/25/1991,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2775696,Premier, $ 586.67 ,2/14/2012,2/10/1992,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+10541917,Premier, $ 235.30 ,1/23/2016,7/18/2001,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1781266,Standard, $ 398.30 ,11/19/2010,7/28/1988,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23130294,Premier, $ 273.37 ,3/25/2014,1/1/1984,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,Y,N,N,N,N,N,Y,Y,6-10,English
+32295555,Standard, $ 277.31 ,4/4/2013,8/8/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22161947,Standard, $ 179.62 ,12/27/2015,5/17/1989,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30442255,Standard," $ 1,472.13 ",7/28/2014,5/22/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+23735921,Standard, $ 559.15 ,11/11/2010,9/17/2008,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8435646,Standard, $ 166.00 ,1/17/2014,5/18/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20270579,Standard, $ 452.45 ,11/14/2011,8/9/2011,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53541627,Standard," $ 1,327.17 ",9/22/2015,5/21/1990,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18644726,Standard, $ 153.35 ,9/10/2015,2/17/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33445090,Premier, $ 177.48 ,9/22/2013,1/28/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6763433,Standard, $ 448.61 ,11/24/2009,5/24/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15779080,Standard, $ 348.64 ,12/10/2014,5/11/2004,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4082251,Standard, $ 205.17 ,12/12/2012,4/27/1995,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26919859,Standard, $ 282.93 ,2/23/2013,7/11/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13307408,Premier, $ 797.67 ,10/3/2009,7/28/1988,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,English
+109136481,Premier," $ 1,918.67 ",5/25/2014,10/7/1987,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8692396,Premier, $ 202.67 ,6/5/2016,2/7/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15193066,Standard, $ 299.60 ,9/13/2013,7/25/1988,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+18520127,Premier," $ 1,499.73 ",6/30/2014,9/1/1975,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+4631048,Premier," $ 1,007.36 ",12/29/2013,7/21/1988,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+26685944,Standard, $ 275.90 ,8/10/2015,2/24/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+53420440,Standard," $ 1,096.20 ",3/10/2015,7/28/1988,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
+1715689,Premier, $ 307.43 ,4/3/2015,8/1/1976,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31675020,Standard, $ 292.73 ,7/18/2015,5/24/1990,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32205377,Premier, $ 622.13 ,9/22/2011,5/15/1984,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27421774,Standard," $ 3,577.60 ",7/12/2012,10/8/1979,6,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
+22536891,Standard, $ 309.43 ,1/11/2012,2/10/1992,19,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17336240,Standard, $ 241.47 ,12/6/2011,2/1/1992,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3842013,Premier, $ 474.10 ,5/20/2013,2/4/2013,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+14234727,Standard, $ 416.33 ,1/12/2014,2/18/1995,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1979910,Standard, $ 218.15 ,6/2/2014,2/28/1992,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+25644942,Premier, $ 606.75 ,4/4/2013,2/26/1992,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+13366682,Standard, $ 120.53 ,5/2/2016,1/29/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20772006,Premier," $ 1,608.27 ",3/11/2014,5/23/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+3653206,Premier, $ 119.73 ,5/7/2016,1/30/1991,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1250146,Premier, $ 236.53 ,1/21/2014,6/20/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30224578,Premier, $ 256.90 ,1/31/2014,6/8/1982,10,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,Spanish
+32298413,Premier, $ 476.74 ,5/6/2009,5/22/1988,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10234459,Standard, $ 548.51 ,4/29/2003,1/30/1991,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17958195,Premier," $ 2,476.93 ",5/11/2013,4/7/2010,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
+13139494,Standard," $ 3,085.33 ",10/13/2011,8/17/2012,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15573329,Premier, $ 473.76 ,1/22/2012,4/2/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+3481168,Premier," $ 2,291.25 ",9/30/2014,10/2/1998,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+13866297,Premier," $ 1,927.00 ",2/5/2015,10/19/1999,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N, ,
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+12535030,Standard," $ 2,544.71 ",3/19/2013,2/14/1992,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+5923655,Premier, $ 222.15 ,5/5/2014,9/25/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25244391,Premier," $ 2,341.53 ",7/28/2005,2/19/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+26922375,Standard," $ 5,117.23 ",11/15/2009,6/20/1989,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+6086728,Premier, $ 494.00 ,1/2/2009,2/28/1996,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26154460,Premier, $ 245.91 ,10/10/2013,12/11/1999,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12243018,Standard, $ 375.30 ,5/3/2011,7/23/2016,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3917664,Standard, $ 247.74 ,10/22/2015,10/9/1987,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,Y,N,Y,11-50,English
+5862436,Premier, $ 984.93 ,12/9/2015,12/21/2000,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+8794467,Premier, $ 272.28 ,8/4/2014,5/20/1985,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+31629583,Premier, $ 298.69 ,11/2/2012,6/1/1979,14,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3643345,Standard, $ 286.65 ,1/27/2013,6/21/1976,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16735791,Premier, $ 484.59 ,11/28/2011,4/7/2016,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+10594114,Standard, $ 81.99 ,5/26/2016,10/8/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5322920,Standard," $ 2,564.13 ",7/6/2011,1/28/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+53464207,Standard," $ 1,899.50 ",6/10/2014,2/14/2016,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25353649,Premier, $ 336.21 ,2/7/2012,6/11/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34229618,Standard, $ 818.88 ,10/23/2008,7/2/1990,3,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N,6-10,English
+19136923,Standard," $ 2,403.17 ",4/23/2013,6/30/1989,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+32926351,Standard, $ 124.77 ,3/15/2015,8/29/2015,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
+10343022,Standard, $ 196.21 ,11/6/2014,10/9/1990,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24781428,Standard," $ 2,798.33 ",6/4/2012,2/28/1989,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+34361669,Premier, $ 494.37 ,2/26/2013,8/26/1991,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+20417038,Standard, $ 353.49 ,10/6/2011,10/9/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+21883271,Premier, $ 205.36 ,12/10/2012,8/27/1991,20,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7025371,Standard, $ 486.27 ,3/31/2013,6/12/1990,45,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N,11-50,English
+10322840,Premier, $ 382.61 ,3/12/2011,1/31/1991,36,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+10579290,Premier," $ 6,947.42 ",9/19/2006,6/29/1989,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+2005868,Standard," $ 1,474.07 ",6/8/2010,6/22/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+29487203,Standard," $ 2,966.17 ",1/18/2012,10/15/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+22361139,Premier, $ 335.05 ,6/23/2011,5/25/2006,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31361196,Standard, $ 352.83 ,9/29/2014,6/13/1989,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+24713826,Standard, $ 198.76 ,10/19/2014,6/14/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22200068,Standard," $ 1,480.00 ",5/19/2015,1/31/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19158613,Standard, $ 212.55 ,7/12/2014,8/26/1991,19,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28967760,Premier, $ 159.29 ,3/27/2014,7/12/1990,21,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6280087,Premier, $ 692.35 ,12/30/2008,10/9/1987,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+53540732,Standard," $ 3,776.07 ",3/9/2012,10/9/1987,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+5107710,Standard, $ 931.33 ,6/24/2013,9/14/2011,25,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+22510823,Premier," $ 3,364.83 ",2/26/2011,7/9/1990,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+13462116,Standard, $ 233.45 ,2/13/2014,10/14/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13060612,Standard," $ 1,192.33 ",1/6/2012,6/27/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+20300332,Standard, $ 148.28 ,7/17/2014,9/6/1991,21,TRUE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4387427,Premier, $ 163.77 ,6/27/2015,6/28/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12480654,Standard, $ 216.21 ,6/16/2014,9/3/1991,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+44596026,Premier," $ 3,738.17 ",4/26/2010,7/7/1988,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15011022,Standard, $ 105.39 ,9/30/2015,2/25/1992,21,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+26883840,Standard, $ 270.27 ,9/2/2015,10/17/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+10038025,Premier, $ (15.07),5/28/2018,7/23/1987,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10139259,Premier, $ 286.53 ,1/28/2013,6/26/1983,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53126034,Premier," $ 2,026.33 ",2/26/2014,6/27/1990,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27587462,Standard, $ 98.39 ,12/10/2015,6/27/1988,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29855592,Premier, $ 233.47 ,2/26/2012,3/2/1992,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+21005457,Standard, $ 476.47 ,5/10/2013,6/22/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,Spanish
+22919513,Standard, $ 389.43 ,5/2/2014,8/30/1991,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24735057,Standard, $ 152.48 ,9/16/2015,7/17/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5891556,Standard, $ 181.24 ,10/16/2014,9/6/1989,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
+11301508,Standard, $ 192.58 ,12/27/2010,3/1/1971,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18464081,Standard, $ 449.12 ,8/26/2011,6/1/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+26115621,Premier, $ 179.22 ,3/8/2015,8/29/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8305244,Premier, $ 541.86 ,3/12/2010,11/6/2008,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N,6-10,
+8358200,Standard, $ 436.90 ,11/4/2011,6/28/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+29138123,Standard, $ 522.76 ,10/25/2013,7/28/2009,19,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+6643262,Premier, $ 585.35 ,8/26/2013,8/1/1988,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6879165,Premier," $ 3,227.50 ",6/18/2011,8/13/1988,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11844664,Standard, $ 641.27 ,7/6/2011,8/31/2006,10,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15760495,Standard, $ 187.25 ,8/21/2015,8/19/1988,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21713097,Standard, $ (13.52),6/30/2018,3/6/1992,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23112210,Premier, $ 229.01 ,3/25/2016,7/6/1978,20,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+33876632,Premier, $ 420.72 ,10/20/2012,8/19/1986,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18551188,Premier," $ 2,872.50 ",4/4/2012,8/11/1983,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30390378,Premier, $ 164.80 ,1/29/2014,3/10/1992,14,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+53558023,Premier," $ 4,062.20 ",2/9/2011,10/16/1987,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,N, ,
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+6619970,Premier, $ 491.12 ,6/3/2015,3/12/1990,10,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+9482729,Standard, $ 264.88 ,12/27/2014,10/15/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17519627,Standard," $ 2,690.83 ",8/31/2012,7/1/1982,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27205473,Premier, $ 258.98 ,10/16/2014,3/3/1992,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6822528,Standard," $ 2,418.33 ",4/11/2013,7/13/1988,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+13984648,Premier, $ 284.02 ,2/15/2013,8/27/1986,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+14419986,Premier," $ 3,493.17 ",11/13/2010,7/31/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2241349,Premier," $ 1,930.33 ",5/16/2014,7/30/1990,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29707783,Premier, $ 334.54 ,9/13/2015,7/19/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,51-100,English
+25724389,Premier, $ 199.47 ,5/26/2014,9/3/1991,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25267414,Standard," $ 2,665.00 ",9/21/2012,8/19/1972,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6890645,Premier, $ 225.75 ,4/9/2014,1/10/2008,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3941787,Standard, $ 366.19 ,7/7/2011,7/11/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33891678,Standard, $ 413.41 ,8/3/2010,3/13/1982,18,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+15749298,Standard, $ 308.68 ,1/15/2014,5/9/2016,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+24302892,Standard, $ 178.67 ,3/12/2015,1/26/2017,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
+15333205,Premier, $ 208.78 ,8/8/2014,3/12/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25336377,Standard, $ 228.27 ,7/2/2015,8/30/1994,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16590863,Premier, $ 211.56 ,7/19/2014,7/25/1990,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9295214,Premier, $ 286.82 ,5/15/2014,7/10/1985,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+21111973,Premier, $ 768.19 ,8/17/2003,9/13/1991,27,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
+10090956,Premier," $ 1,052.22 ",4/30/2015,8/19/1988,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+26100240,Premier," $ 3,325.00 ",3/30/2011,6/1/2010,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+10586368,Premier, $ 94.72 ,1/17/2016,9/16/1970,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2059460,Standard, $ 463.60 ,9/13/2013,11/2/2006,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27945922,Standard, $ 399.37 ,3/22/2014,10/15/1993,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
+23926289,Premier, $ 837.13 ,1/2/2014,3/17/1992,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+19162380,Standard, $ 413.05 ,3/31/2014,9/12/1991,21,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+20555529,Standard, $ 473.62 ,8/5/2013,7/13/1989,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10490356,Premier, $ 230.78 ,8/14/2015,2/1/1991,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+23897378,Standard, $ 246.13 ,12/26/2014,8/17/1988,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19906906,Premier, $ 559.73 ,7/19/2009,12/18/1988,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25613309,Standard, $ 893.49 ,3/6/2006,8/30/1984,17,FALSE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+57337255,Premier," $ 1,408.17 ",7/17/2015,5/19/1997,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+33137554,Standard, $ 249.01 ,12/10/2014,9/25/1991,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31667493,Premier, $ 682.77 ,2/17/2009,10/20/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5298517,Premier, $ 438.05 ,7/23/2012,9/19/1985,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21785741,Premier," $ 1,008.60 ",1/16/2013,9/26/2012,24,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29622574,Standard, $ 364.67 ,3/12/2013,8/21/1990,20,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33243227,Standard, $ 346.70 ,11/24/2011,9/26/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30775618,Standard, $ 211.85 ,7/17/2014,2/7/1991,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33256219,Standard, $ 250.59 ,3/10/2015,3/16/2015,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+31928223,Standard, $ 347.43 ,11/19/2011,2/4/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3435482,Standard, $ 238.63 ,1/6/2014,8/24/1988,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+19375818,Standard, $ 366.47 ,6/5/2008,9/23/1991,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11207882,Standard," $ 1,127.67 ",3/3/2016,8/7/1990,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+7952720,Premier, $ 406.22 ,1/22/2012,4/1/1975,25,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+25992362,Standard, $ 310.99 ,5/5/2014,9/1/1981,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21698345,Standard, $ 544.80 ,1/24/2011,1/11/2010,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9261452,Premier, $ 195.31 ,11/13/2014,8/29/1988,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10663483,Standard," $ 2,427.75 ",7/6/2014,2/5/1999,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21131154,Standard," $ 1,275.56 ",3/13/2013,10/4/2005,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+20663449,Premier, $ 197.00 ,3/6/2013,9/14/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13718110,Premier, $ 196.25 ,11/6/2014,9/19/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+26159166,Standard, $ 611.00 ,11/6/2011,2/11/1991,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+30133349,Standard, $ 180.99 ,2/23/2015,3/21/1996,16,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,Polish
+16052371,Standard, $ 251.53 ,8/25/2011,8/25/1988,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27758605,Premier, $ 195.56 ,11/11/2014,2/11/1991,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31746124,Premier, $ 592.29 ,5/26/2010,5/11/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31474559,Premier, $ 211.95 ,10/4/2012,4/4/1985,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23261447,Premier, $ 362.02 ,3/27/2013,6/21/2010,11,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25471077,Premier, $ 507.65 ,8/2/2011,9/21/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2760545,Standard," $ 2,683.67 ",9/6/2012,10/3/1991,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+32977681,Premier, $ 362.24 ,7/18/2008,12/29/2010,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7988042,Premier, $ 68.46 ,12/16/2015,9/30/1991,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,Y,Y,1-5,English
+16103938,Premier," $ 1,667.17 ",12/17/2014,9/19/2006,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8045913,Premier, $ 174.19 ,4/13/2015,6/25/1986,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18878795,Standard," $ 2,779.57 ",9/18/2006,9/30/1986,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,Y,N,N,N,N,N,N,N,Y,101-500,English
+12514254,Standard, $ 581.89 ,7/18/2010,8/22/1983,23,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,Y,N,N,Y,Y,11-50,English
+10762217,Standard," $ 1,838.00 ",7/30/2014,10/22/1987,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
+33994337,Premier, $ 457.53 ,10/7/2013,10/3/1991,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34215874,Premier, $ 209.50 ,8/3/2014,3/1/1977,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31175809,Standard, $ 81.32 ,6/2/2016,8/22/1988,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33440062,Standard," $ 2,653.67 ",9/30/2012,9/13/1990,1,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15182776,Standard, $ 439.20 ,1/30/2010,7/20/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2769142,Premier," $ 3,407.04 ",10/20/2013,9/28/1984,4,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,Y,N,N,N,N,Y,Y,N, ,
+16583802,Premier, $ 193.47 ,4/7/2016,3/14/2008,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+9338450,Premier, $ 311.89 ,4/30/2014,1/27/2010,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12874358,Premier," $ 4,481.53 ",12/20/2010,9/9/1992,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+27898267,Premier, $ 456.96 ,6/6/2014,9/22/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+15794345,Standard, $ 532.59 ,3/27/2011,3/30/2013,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33870372,Premier, $ 464.63 ,6/28/2013,10/23/1987,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8483905,Premier, $ 273.80 ,3/20/2013,8/1/2015,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+17863989,Standard, $ 287.98 ,1/18/2013,9/19/1981,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11735132,Standard, $ 593.84 ,5/18/2010,10/9/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25317328,Standard," $ 1,047.20 ",10/29/2012,8/24/1990,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13064765,Standard, $ 320.77 ,3/16/2014,10/23/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3726699,Premier, $ 234.21 ,6/2/2015,10/23/1987,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25992316,Standard, $ 194.02 ,11/22/2014,9/5/1990,24,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+34198170,Standard," $ 2,882.17 ",3/27/2012,10/8/1991,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+53453030,Standard," $ 2,569.67 ",12/8/2012,10/21/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+6145573,Standard, $ 156.83 ,4/21/2014,9/22/2011,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8718748,Standard, $ 661.92 ,6/3/2009,4/1/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12256556,Premier," $ 2,140.84 ",1/3/2011,2/14/1991,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+5594290,Standard, $ 168.84 ,12/19/2013,9/23/2014,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+11212140,Premier, $ 549.33 ,4/21/2003,10/23/1987,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17874587,Premier, $ 277.64 ,4/2/2013,10/23/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53417297,Standard," $ 3,507.17 ",11/1/2010,10/18/2012,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+16183073,Premier, $ 206.56 ,11/28/2012,10/23/1987,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29502959,Standard, $ 219.20 ,8/17/2015,9/29/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32839582,Standard, $ 201.12 ,11/18/2015,9/30/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+5984747,Standard, $ 213.40 ,9/19/2012,10/13/1985,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53472923,Standard," $ 3,739.02 ",4/1/2012,8/1/1973,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12915134,Standard, $ 621.39 ,4/5/2006,1/11/2002,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+30566268,Premier, $ 277.96 ,11/28/2010,6/24/1986,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29526234,Standard, $ 235.05 ,2/10/2012,2/20/1991,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+9679464,Premier, $ 235.57 ,5/26/2015,8/29/1990,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31002855,Premier, $ 304.59 ,6/6/2014,10/23/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6554445,Premier, $ 340.69 ,1/6/2012,10/26/1972,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,Y,N,N,N,Y,6-10,English
+12309637,Standard, $ 172.86 ,4/23/2015,9/23/1982,7,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9436517,Premier, $ 328.74 ,9/26/2013,3/18/1996,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31350001,Premier, $ 72.31 ,10/21/2015,8/22/1990,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21034910,Standard, $ 264.36 ,7/6/2013,9/25/1990,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26781222,Premier, $ 441.07 ,10/2/2013,9/8/1989,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+21881947,Premier, $ 530.31 ,1/11/2012,2/19/1991,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21437045,Standard, $ 163.33 ,2/13/2014,10/25/1988,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21871133,Premier, $ 893.43 ,9/6/2008,2/27/1991,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12078782,Standard, $ 232.36 ,3/9/2012,9/1/1990,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33989056,Premier, $ 468.16 ,3/15/2011,10/17/2016,30,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12768489,Standard, $ 309.65 ,5/11/2014,10/18/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+8168949,Standard," $ 1,144.16 ",8/31/2002,1/18/2017,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8291569,Premier, $ 236.42 ,1/22/2014,3/18/1991,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32643306,Standard," $ 3,588.50 ",8/27/2010,6/20/2017,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+7070279,Standard, $ 760.70 ,3/3/2010,3/4/1991,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13735553,Standard," $ 1,057.83 ",4/29/2016,12/14/2016,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+18309207,Premier, $ 629.24 ,4/9/2013,4/24/2012,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+29729354,Premier, $ 428.40 ,9/11/2012,10/29/1978,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+53329202,Standard," $ 2,912.50 ",3/2/2012,8/4/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+18470254,Premier, $ 277.87 ,2/26/2014,10/31/1994,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2041561,Premier, $ 182.72 ,2/11/2015,3/15/2010,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14185862,Premier, $ 237.71 ,10/24/2014,6/19/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,Y,Y,Y,6-10,English
+30112275,Standard, $ 486.43 ,11/19/2011,10/15/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3872892,Standard, $ 251.62 ,10/1/2014,4/5/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+27428136,Standard," $ 1,929.60 ",4/16/2013,10/28/1987,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,500+,English
+14533684,Premier, $ 402.88 ,1/19/2013,3/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11178878,Premier, $ 493.94 ,1/3/2009,3/4/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+7413695,Standard, $ 362.16 ,8/16/2013,11/15/2005,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+21637932,Standard, $ 425.65 ,9/25/2012,6/23/2010,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14892899,Premier, $ 554.72 ,12/4/2010,4/8/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12293790,Standard," $ 2,066.83 ",1/24/2014,3/29/1985,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+53617968,Standard," $ 3,091.83 ",10/7/2011,3/9/2001,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+1307747,Standard, $ 638.00 ,2/14/2015,4/30/2004,18,TRUE,TRUE,TRUE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+13705696,Premier, $ 353.30 ,10/8/2011,11/2/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10756989,Premier, $ 486.70 ,2/24/2009,4/8/1985,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15375321,Standard, $ 200.29 ,1/31/2013,8/8/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+31631472,Standard, $ 205.17 ,12/12/2012,11/6/2006,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19057870,Premier, $ 236.42 ,1/22/2014,11/2/1987,11,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26283818,Standard, $ 206.46 ,8/25/2014,11/18/1994,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1328103,Standard, $ 612.70 ,10/30/2011,8/4/1989,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22003589,Standard, $ 258.19 ,8/19/2013,8/4/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16319291,Premier, $ 112.85 ,2/12/2017,10/22/1990,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20669637,Premier, $ 484.88 ,11/27/2011,11/2/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+5837036,Premier, $ 251.83 ,10/4/2013,3/24/1992,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+9608024,Standard, $ 195.73 ,12/16/2015,4/8/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,Italian
+27549787,Premier, $ 371.51 ,9/9/2010,4/1/1985,25,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34207492,Premier, $ 595.77 ,1/8/2012,3/29/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7677692,Standard," $ 4,086.17 ",7/15/2009,9/29/2017,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+6220983,Premier, $ 248.05 ,9/30/2011,10/18/1990,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17852586,Standard, $ 373.67 ,7/5/2014,9/4/2008,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+23338868,Standard, $ 256.98 ,7/1/2014,4/8/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,German
+22645408,Standard, $ 247.09 ,10/10/2011,3/11/1991,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+6530887,Premier, $ 377.24 ,4/19/2011,11/17/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32303575,Premier, $ 343.25 ,3/25/2016,10/17/1990,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,
+16528411,Premier, $ 373.89 ,6/17/2013,10/9/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+1516119,Standard, $ 386.13 ,2/14/2011,2/1/1984,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24017946,Standard, $ 716.51 ,8/28/2008,10/30/1990,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12440598,Standard," $ 2,231.07 ",6/11/2012,10/17/1995,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
+30294775,Premier, $ 213.96 ,9/13/2012,9/23/2013,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+10942508,Premier, $ 159.48 ,3/25/2014,3/14/2006,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21342998,Premier," $ 1,028.60 ",12/6/2012,3/11/1991,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+16418433,Premier," $ 2,297.67 ",7/19/2013,3/23/1992,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9705424,Premier," $ 2,593.67 ",11/18/2012,12/19/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+53914083,Standard, $ 687.17 ,7/1/2016,3/11/1991,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+27877668,Premier, $ 884.58 ,10/17/2012,10/18/1991,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+33132418,Standard, $ 687.41 ,1/24/2009,11/1/1965,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7390615,Standard," $ 1,314.67 ",10/2/2015,11/1/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+17918161,Standard, $ 274.66 ,10/11/2012,8/30/2013,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+16817289,Standard, $ 214.99 ,3/9/2015,12/1/1976,16,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16291613,Standard, $ 302.61 ,10/5/2012,12/10/2014,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24120028,Premier, $ 448.96 ,12/4/2011,8/31/2001,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+8810492,Standard, $ 443.07 ,9/24/2013,7/20/2009,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+9033892,Premier, $ 269.77 ,5/28/2013,9/16/1992,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9392936,Premier, $ 159.22 ,7/29/2015,4/9/1997,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8949343,Standard," $ 1,105.53 ",7/2/2012,4/17/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6377219,Premier, $ 377.94 ,12/29/2012,12/21/1988,19,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54349527,Premier," $ 3,264.95 ",1/25/2013,3/30/1992,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,Y,N,N, ,
+9317420,Premier, $ 210.09 ,10/23/2012,11/2/1973,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12410630,Standard, $ 833.87 ,1/9/2014,10/31/1986,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+20330095,Premier, $ 817.88 ,1/21/2011,6/30/1986,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+28782559,Standard, $ 428.38 ,4/18/2010,4/1/1992,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+17670627,Standard, $ 495.95 ,10/1/2011,6/4/2017,20,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+14157024,Premier, $ 264.11 ,4/19/2011,4/16/1999,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27852068,Premier," $ 1,053.50 ",4/29/2015,4/8/1985,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
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+2698324,Premier, $ 397.82 ,9/10/2012,12/22/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12669798,Standard, $ 878.07 ,10/11/2013,8/14/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+21417891,Premier, $ 940.94 ,8/23/2014,9/29/2005,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12199806,Premier, $ 388.61 ,1/28/2011,11/2/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8895732,Premier, $ 413.73 ,8/1/2010,8/17/1989,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+161481660,Standard," $ 3,528.00 ",10/15/2010,4/3/1989,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+28223894,Standard, $ 257.79 ,8/22/2013,11/13/1991,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5127689,Premier, $ 806.13 ,6/9/2016,2/12/1991,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+10485779,Premier," $ 2,245.25 ",7/5/2011,11/30/2005,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+10272605,Standard, $ 122.64 ,4/6/2015,2/15/2008,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31755052,Premier," $ 1,485.50 ",5/15/2015,12/5/1988,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7113001,Premier, $ 352.00 ,4/10/2014,4/9/1992,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+22053619,Premier, $ 190.78 ,12/15/2014,4/6/1992,16,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16458184,Premier," $ 1,069.60 ",9/13/2012,4/20/1992,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+16329783,Premier," $ 2,353.50 ",6/3/2013,8/18/1989,29,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+54026221,Premier," $ 2,238.17 ",9/5/2013,3/26/1992,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+21767438,Premier," $ 2,278.47 ",11/15/2008,4/9/1992,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+21381831,Premier, $ 557.67 ,7/29/2015,9/26/1989,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+10614340,Standard," $ 1,442.83 ",6/19/2015,6/3/2005,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2163322,Premier," $ 3,663.23 ",10/20/2010,8/29/1985,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+53502593,Standard," $ 1,549.50 ",3/23/2015,8/8/2017,5,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32949855,Standard, $ 685.95 ,1/31/2009,4/11/1985,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+57387281,Premier," $ 1,680.83 ",12/6/2014,12/6/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14509536,Premier, $ 326.60 ,11/19/2015,3/31/1992,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+28486970,Standard, $ 846.56 ,10/16/2010,2/1/1973,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+32184985,Standard, $ 194.23 ,4/3/2013,9/11/1991,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1544148,Standard, $ 327.85 ,4/7/2012,12/10/2015,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+7991222,Standard, $ 272.39 ,1/24/2011,4/8/1985,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15015619,Standard, $ 603.89 ,3/27/2010,12/19/1989,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+4022116,Standard, $ 309.04 ,12/5/2015,6/9/2010,5,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+12505777,Premier," $ 2,973.10 ",7/27/2013,12/8/1999,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+49952269,Standard," $ 2,173.67 ",10/28/2013,12/22/1988,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+3678199,Premier, $ 189.65 ,8/7/2015,9/14/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+10292371,Premier, $ 78.79 ,6/28/2016,11/16/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26065619,Standard," $ 2,515.33 ",1/21/2013,1/24/1985,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+17939528,Premier, $ 221.37 ,6/29/2012,4/1/1981,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16035769,Standard, $ 461.87 ,7/9/2013,9/14/1989,17,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17584343,Premier, $ 189.14 ,12/27/2014,4/15/1992,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+21358277,Standard, $ 459.93 ,7/17/2013,4/18/2005,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14212150,Standard," $ 1,999.20 ",2/4/2013,11/21/1990,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+26725624,Standard, $ 284.13 ,9/19/2014,9/27/1993,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33940403,Premier, $ 676.28 ,5/30/2011,12/30/1989,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,
+4892644,Standard, $ 377.50 ,4/17/2011,1/11/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25647966,Premier, $ 216.56 ,12/23/2015,3/30/1992,19,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18479500,Standard, $ 569.87 ,9/17/2010,4/10/1989,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53494743,Premier," $ 1,297.17 ",10/16/2015,4/16/1979,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+33946648,Standard, $ 208.40 ,10/12/2015,8/21/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+20257323,Premier," $ 2,207.17 ",10/1/2013,12/30/1964,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+2009223,Standard, $ 446.99 ,11/17/2013,8/31/1989,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16899807,Premier, $ 331.39 ,3/13/2012,9/8/1989,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33316281,Premier, $ 198.82 ,10/19/2014,4/20/1992,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15119190,Standard," $ 1,793.83 ",9/4/2014,3/5/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15568261,Standard, $ 302.99 ,10/2/2012,11/27/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28248741,Standard, $ 204.34 ,9/9/2014,4/24/1992,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,Y,N,N,Y,N,Y,6-10,English
+4834273,Premier, $ 273.68 ,11/12/2014,4/10/1992,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53387857,Standard, $ 872.67 ,9/28/2016,3/27/1991,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13827190,Standard, $ 349.70 ,11/2/2011,7/19/2006,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32340709,Premier," $ 2,737.00 ",7/24/2012,11/12/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25375430,Premier, $ 262.32 ,1/16/2013,8/12/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4041650,Standard, $ 439.92 ,1/25/2010,1/31/2005,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24085532,Premier, $ 217.33 ,8/10/2012,9/23/1989,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+41387257,Standard," $ 1,556.17 ",3/18/2015,11/27/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,Y,N,N,N,N,N,N, ,
+10554306,Premier, $ 913.21 ,10/5/2014,2/25/2002,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+22698788,Premier, $ 461.28 ,11/23/2012,11/27/1987,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23308061,Premier, $ 235.92 ,1/26/2014,3/28/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22712099,Standard, $ 268.87 ,9/7/2015,1/10/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+9839381,Standard, $ 413.01 ,11/28/2012,12/22/1989,20,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3979717,Premier, $ 321.18 ,4/8/2012,8/30/1989,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12437568,Standard, $ 141.48 ,9/25/2014,11/16/1987,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22334546,Standard, $ 434.06 ,3/8/2010,11/16/1987,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8967418,Premier, $ 239.58 ,12/31/2013,6/18/1996,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20760320,Premier, $ 216.65 ,5/12/2014,1/4/2011,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+17518842,Standard, $ 465.30 ,6/25/2013,3/21/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,
+17934010,Standard," $ 2,351.83 ",6/4/2013,1/4/1985,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9658607,Premier, $ 281.13 ,7/19/2015,12/3/1987,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6913520,Premier, $ 162.06 ,7/9/2015,4/24/1992,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17943321,Premier, $ 260.00 ,10/10/2014,6/30/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5063110,Premier, $ 604.48 ,8/22/2011,9/23/1989,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+13046555,Premier, $ 199.81 ,10/12/2014,12/1/1987,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28291721,Premier, $ 436.83 ,7/29/2012,12/1/1987,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27416299,Premier, $ 436.29 ,8/1/2012,11/8/1988,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32916919,Standard, $ 389.09 ,3/31/2013,9/18/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+14490331,Premier, $ 313.89 ,4/20/2014,3/28/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7284139,Standard, $ 101.57 ,11/8/2015,3/15/1991,23,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30089671,Premier, $ 270.85 ,7/15/2015,3/22/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,Portuguese
+6490417,Premier, $ 211.84 ,9/24/2015,12/25/1979,2,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16208947,Standard, $ 435.33 ,2/27/2010,12/9/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6672917,Premier, $ 96.47 ,12/30/2015,11/30/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17267202,Premier, $ 98.58 ,10/2/2014,5/26/2000,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3118455,Standard, $ 530.00 ,10/3/2012,1/12/1994,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+53387211,Standard," $ 3,556.17 ",9/22/2010,4/1/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+26254877,Premier, $ 691.13 ,10/28/2014,11/7/2003,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+7520276,Premier, $ 363.49 ,8/9/2013,4/29/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12022348,Standard," $ 1,108.50 ",3/19/2016,9/21/1989,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53530303,Standard," $ 2,883.67 ",3/26/2012,1/1/1983,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7838250,Premier," $ 3,806.00 ",3/1/2010,9/18/1989,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18763056,Premier, $ 298.93 ,7/5/2014,6/19/1992,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18467270,Premier, $ 190.71 ,5/9/2013,3/4/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26079564,Standard," $ 2,389.50 ",5/4/2013,4/1/1994,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+6275596,Premier, $ 420.44 ,10/9/2014,9/19/1989,26,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+19014479,Premier, $ 815.97 ,2/1/2016,6/18/1992,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+34029185,Premier, $ 231.49 ,2/27/2014,4/16/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+5827070,Standard," $ 2,468.33 ",3/1/2013,2/1/1983,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+28481600,Premier, $ 321.40 ,2/4/2015,3/14/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14710141,Premier, $ 320.21 ,3/18/2014,4/3/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22016167,Premier, $ 418.45 ,11/1/2012,11/27/1992,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19216529,Standard," $ 2,978.50 ",1/8/2012,2/19/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+53420945,Standard, $ 834.87 ,1/10/2016,3/14/2014,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+17066819,Premier, $ 204.65 ,9/7/2014,12/3/1973,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21342422,Standard, $ (10.55),6/29/2018,12/19/1988,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30206175,Standard, $ 259.18 ,8/12/2013,10/7/1987,23,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2130675,Premier, $ 443.83 ,9/21/2013,8/8/1988,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12558878,Standard, $ 191.48 ,3/30/2016,12/18/2014,12,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+18725590,Premier, $ 112.09 ,7/23/2015,4/2/1991,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32107173,Standard, $ 583.20 ,2/28/2012,3/7/2002,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9680007,Standard, $ 659.93 ,4/20/2011,10/7/1992,30,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2096427,Premier, $ 528.73 ,10/8/2012,5/1/1992,17,TRUE,FALSE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+13356639,Standard, $ 420.97 ,12/24/2013,12/19/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+26119838,Standard," $ 1,066.99 ",8/6/2002,8/29/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+4372983,Standard, $ 213.62 ,7/5/2014,12/21/2017,23,FALSE,TRUE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8505127,Premier, $ 321.41 ,11/6/2013,12/18/1991,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11126143,Standard, $ 248.77 ,9/23/2011,5/2/2017,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,Y,1-5,English
+25352529,Premier, $ 446.16 ,6/12/2012,6/22/1992,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53869145,Standard," $ 1,378.42 ",4/14/2014,9/8/2009,8,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+32730707,Standard, $ 591.57 ,5/29/2010,1/1/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+54275703,Premier," $ 2,703.83 ",8/20/2012,12/14/1991,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+18927875,Premier," $ 3,863.38 ",1/14/2012,11/14/1991,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+32523036,Premier, $ 293.92 ,4/6/2014,11/14/1991,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+18918945,Premier," $ 2,718.95 ",1/4/2014,6/5/1995,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,Y,N,N,N,N, ,
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+22751536,Premier, $ 378.67 ,4/9/2011,9/27/1989,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25101862,Premier, $ 473.87 ,5/21/2013,11/18/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+20876005,Standard," $ 2,839.50 ",5/1/2012,4/18/2017,2,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+31526585,Standard, $ 341.98 ,12/28/2011,12/24/1991,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28073296,Premier, $ 481.50 ,5/19/2014,10/14/2012,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+13963686,Standard, $ 335.77 ,12/8/2014,12/15/1987,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+25613297,Premier, $ 682.27 ,11/16/2014,11/18/1991,22,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+30352059,Standard, $ 751.10 ,3/22/2012,6/22/1992,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19090419,Standard, $ 219.58 ,5/23/2014,5/12/1992,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+11805957,Premier, $ 318.39 ,11/22/2013,1/17/2008,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5560672,Premier, $ 203.79 ,12/26/2012,12/2/1991,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,
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+53422079,Premier," $ 8,522.54 ",6/13/2006,11/30/1992,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+7917847,Premier," $ 2,448.53 ",11/2/2011,9/28/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+109308751,Premier," $ 2,455.83 ",10/31/2010,4/8/1988,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+16797265,Premier," $ 1,352.10 ",11/3/2013,12/7/1992,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
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+13342446,Standard, $ 310.93 ,8/6/2012,4/26/1985,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3805685,Standard, $ 483.52 ,3/18/2009,12/3/1978,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+29613577,Standard, $ 418.04 ,7/1/2010,10/3/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8999746,Standard, $ 429.61 ,10/26/2011,8/6/2010,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+49416001,Standard," $ 3,972.50 ",10/16/2009,6/22/1992,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17063760,Premier, $ 692.64 ,9/19/2014,5/16/1985,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,N,51-100,
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+20343193,Standard, $ 293.16 ,6/25/2010,1/8/1987,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+57470512,Standard," $ 2,601.67 ",11/12/2012,11/22/2013,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+17379816,Standard, $ 687.83 ,12/27/2010,10/5/1989,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7634238,Standard, $ 371.57 ,7/14/2014,1/15/1988,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22609626,Premier, $ 460.88 ,3/28/2012,3/31/2010,15,TRUE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+1323336,Premier," $ 1,471.82 ",8/15/2013,6/10/2014,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+23584661,Standard, $ 336.53 ,12/25/2013,4/30/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13489402,Premier," $ 2,847.67 ",4/24/2012,4/29/1991,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+9783640,Standard, $ 245.51 ,10/26/2011,4/12/1991,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5916936,Premier, $ 959.90 ,12/9/2007,4/25/1991,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+11195828,Premier, $ 736.93 ,5/5/2012,1/27/2012,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21717615,Standard, $ 674.00 ,8/26/2012,12/23/2017,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+53636928,Premier," $ 7,150.83 ",8/31/2002,5/10/1991,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+8264912,Standard, $ 290.98 ,2/17/2014,6/19/2017,15,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2912315,Standard, $ 270.82 ,5/21/2013,12/30/1993,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7307380,Standard, $ 535.45 ,3/11/2008,5/7/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23337499,Standard, $ 308.91 ,1/15/2010,1/20/1988,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2269903,Standard, $ 262.11 ,7/22/2013,9/23/2015,11,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+57288164,Premier," $ 2,804.17 ",5/30/2012,1/5/2010,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3904692,Premier," $ 4,196.92 ",8/31/2012,5/17/1991,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+23152036,Standard," $ 1,621.73 ",2/25/2014,12/14/1992,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+9665303,Premier," $ 2,383.00 ",5/10/2013,10/18/1994,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27456407,Premier, $ 567.77 ,5/1/2012,2/27/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12900240,Premier, $ 174.57 ,4/10/2015,5/17/2018,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3171371,Premier, $ 194.03 ,10/9/2015,12/16/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3386954,Premier, $ 301.35 ,2/24/2014,10/6/1989,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14146450,Premier, $ 120.55 ,4/27/2015,5/27/1986,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26961037,Standard, $ 179.35 ,3/7/2015,5/31/1985,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+16753591,Standard," $ 1,999.50 ",3/20/2014,4/29/1991,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+4771793,Standard, $ 190.35 ,5/13/2013,6/24/1992,23,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+54002433,Premier," $ 1,055.17 ",5/1/2016,3/4/2015,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9047396,Standard," $ 2,690.17 ",8/31/2012,5/29/1985,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22407257,Standard," $ 2,837.87 ",9/29/2010,5/16/1991,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+31009019,Premier, $ 223.24 ,6/10/2012,1/5/2002,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+16118285,Standard, $ 530.69 ,4/14/2008,3/27/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+14037999,Premier," $ 1,331.03 ",10/30/2015,3/25/2014,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+10345041,Premier, $ 311.46 ,12/26/2011,6/24/1992,21,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2437317,Premier, $ 316.85 ,4/5/2014,6/1/2006,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+18112002,Premier," $ 2,077.40 ",2/12/2015,5/23/1989,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53650210,Premier," $ 1,485.00 ",5/15/2015,6/1/1992,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+31606036,Standard, $ 319.94 ,6/3/2012,11/16/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32395973,Standard, $ 427.01 ,4/27/2010,6/8/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53464012,Premier," $ 2,886.00 ",9/20/2013,10/20/1992,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9790001,Standard, $ 224.72 ,4/16/2014,3/1/1988,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+26857055,Premier, $ 353.56 ,10/6/2011,6/22/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+11850084,Standard, $ 418.47 ,5/9/2016,6/25/1992,21,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
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+50627466,Standard," $ 2,912.33 ",3/2/2012,2/1/1996,1,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2435148,Standard, $ 287.36 ,1/6/2016,10/19/1989,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,Portuguese
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+13606932,Standard, $ 95.36 ,1/10/2016,1/31/2015,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1502365,Standard," $ 2,754.44 ",9/27/2014,3/9/2015,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,N, ,
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+12299243,Premier, $ 186.97 ,1/12/2015,10/25/1989,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8441381,Standard, $ 145.64 ,11/4/2015,12/9/1982,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25897978,Standard, $ 428.32 ,4/18/2010,4/5/1991,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+24141805,Standard, $ 533.90 ,9/17/2012,10/20/1975,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1729678,Premier, $ 336.96 ,12/23/2013,9/22/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6966651,Premier, $ 335.42 ,3/6/2011,2/20/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+7239716,Premier," $ 1,934.33 ",5/12/2014,12/23/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4724627,Standard, $ 301.00 ,4/29/2015,10/17/1989,27,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,11-50,
+13570460,Standard," $ 1,068.47 ",9/16/2012,3/15/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,
+53473583,Standard," $ 4,365.18 ",3/3/2011,10/20/1989,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+32756719,Premier, $ 360.21 ,8/19/2011,4/21/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31006787,Standard, $ 519.97 ,11/13/2012,5/29/1990,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13542646,Premier, $ 246.85 ,10/12/2011,5/31/1991,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1971947,Premier, $ 376.36 ,4/25/2011,4/10/2010,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14873657,Standard," $ 3,221.17 ",6/23/2011,9/26/2009,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+30607117,Premier," $ 4,363.33 ",11/30/2008,7/28/2015,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53427246,Standard," $ 2,218.88 ",11/15/2014,6/20/2012,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9949568,Premier, $ 389.45 ,1/22/2011,4/16/1993,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+20596791,Standard, $ 132.64 ,12/25/2014,4/7/1993,19,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+33915520,Standard, $ 512.30 ,12/15/2012,4/26/2015,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25380782,Premier, $ 561.40 ,5/28/2012,5/20/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17956886,Premier, $ 431.20 ,3/28/2010,7/6/1994,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17321042,Standard, $ 360.33 ,8/29/2014,4/7/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6746501,Standard, $ 226.82 ,4/1/2014,10/19/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7188467,Premier, $ 325.98 ,4/20/2012,4/22/1993,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14092855,Standard, $ 207.71 ,11/16/2012,6/8/1992,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6052985,Standard, $ 286.42 ,1/29/2013,10/11/1989,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+34447939,Premier, $ 516.16 ,6/19/2011,6/8/1992,23,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+15031482,Premier, $ 374.21 ,5/11/2011,4/26/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17411317,Premier, $ 159.83 ,3/21/2014,9/29/2003,15,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10401057,Premier, $ 111.41 ,7/30/2015,6/2/1992,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10423596,Standard, $ 331.39 ,3/13/2012,4/21/1993,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26889030,Standard, $ 145.48 ,11/5/2013,6/17/1985,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+29196155,Standard, $ 161.73 ,3/2/2014,3/23/2018,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20909801,Standard, $ 463.02 ,9/17/2011,5/31/1991,17,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,Italian
+32307034,Standard," $ 1,030.73 ",12/2/2012,4/13/1993,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15894938,Standard, $ 254.75 ,2/17/2015,2/18/1999,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+56034799,Premier," $ 3,333.67 ",3/23/2011,4/26/1990,4,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21763418,Standard, $ 242.52 ,11/26/2011,4/7/1993,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+1551989,Premier, $ 499.27 ,2/6/2013,2/11/1985,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28590287,Premier, $ 351.69 ,11/28/2014,8/9/2004,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29881271,Premier, $ 698.50 ,11/13/2010,4/15/1993,11,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+10724449,Premier, $ 150.17 ,10/2/2015,4/19/1993,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20898408,Standard, $ 450.14 ,8/20/2011,11/13/1988,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+2857651,Standard, $ 690.24 ,8/21/2010,4/30/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,Y,N,Y,11-50,English
+6031147,Standard, $ 210.92 ,10/14/2012,1/4/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+4826205,Premier, $ 484.71 ,6/22/2013,12/2/2003,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7807117,Premier," $ 1,307.47 ",5/15/2011,6/9/1992,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+5944704,Premier, $ 453.02 ,11/11/2011,1/4/1993,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7175455,Standard, $ 327.87 ,2/7/2014,8/17/2012,21,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26150858,Premier, $ 356.59 ,9/14/2011,4/26/1993,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29398607,Standard, $ 330.72 ,1/24/2014,1/4/1993,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4420048,Premier, $ 505.49 ,8/13/2011,5/3/1993,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33333661,Premier, $ 761.67 ,2/27/2010,7/8/2005,13,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+163319172,Standard," $ 2,451.00 ",3/15/2013,2/19/2011,2,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6059576,Premier, $ 561.43 ,5/27/2012,12/23/1992,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+22980446,Premier, $ 112.90 ,6/25/2016,1/6/1993,19,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19629032,Premier, $ 143.90 ,12/8/2012,10/25/1990,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+23308939,Premier, $ 416.84 ,5/29/2012,1/25/1994,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11844082,Premier, $ 495.01 ,5/12/2013,6/26/1992,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Japanese
+24863622,Standard, $ 711.33 ,9/22/2010,6/26/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+54133856,Premier," $ 1,361.15 ",5/4/2014,7/23/1993,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+30788392,Premier, $ 218.48 ,7/29/2012,7/20/2009,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+6481994,Standard, $ 550.77 ,12/24/2010,1/4/2002,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+16021623,Standard, $ 621.75 ,12/30/2011,6/25/1985,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+30158591,Premier, $ 391.47 ,4/23/2014,1/8/1993,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+53768610,Premier," $ 6,326.67 ",7/6/2004,5/5/1989,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28706893,Standard, $ 404.98 ,1/29/2012,10/21/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+29563552,Standard, $ 574.43 ,7/4/2012,1/28/2015,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31653210,Standard, $ 495.68 ,10/2/2011,1/21/2000,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+8987344,Standard, $ 207.03 ,7/29/2015,6/4/1991,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+5052905,Standard," $ 1,018.42 ",4/22/2014,5/24/2002,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+5236511,Standard," $ 2,128.33 ",12/4/2013,5/11/1993,10,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+9168487,Premier," $ 1,305.73 ",1/15/2015,7/1/1992,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y, ,
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+7329581,Premier, $ 369.67 ,5/3/2008,7/1/1981,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+25353251,Premier," $ 1,455.00 ",6/9/2015,3/29/2012,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
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+5788480,Standard, $ 160.38 ,7/21/2015,7/22/2014,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11888893,Standard, $ 507.43 ,1/4/2013,10/29/2009,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+50481240,Premier," $ 1,684.00 ",12/3/2014,6/29/1992,6,FALSE,TRUE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+10068005,Premier, $ 710.82 ,4/24/2012,7/3/1985,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+3543659,Standard," $ 1,665.44 ",12/2/2010,5/4/2007,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+8350670,Premier, $ 388.80 ,4/1/2013,6/30/1992,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+16381589,Standard, $ 197.83 ,2/25/2013,7/9/1985,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19266872,Standard, $ 516.16 ,6/19/2011,6/4/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,Portuguese
+2448437,Premier," $ 3,918.27 ",9/19/2007,6/20/1997,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,
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+4684654,Standard, $ 96.80 ,12/27/2015,9/10/2015,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53823536,Premier," $ 2,562.00 ",12/14/2012,6/4/1991,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+6862990,Premier," $ 1,338.31 ",10/25/2015,7/18/1985,2,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y, ,
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+13927035,Premier, $ 336.30 ,2/6/2012,7/11/1972,19,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22186802,Premier, $ 257.24 ,8/26/2013,6/15/1992,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+54302971,Premier," $ 1,158.62 ",12/27/2014,11/1/1976,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24243044,Premier, $ 167.27 ,2/3/2015,1/9/1992,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+24556505,Premier, $ 272.63 ,8/23/2015,1/9/1992,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+4852332,Premier, $ 600.56 ,2/1/2013,9/27/1993,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
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+10574777,Premier, $ 314.35 ,4/17/2014,6/15/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53978137,Premier," $ 4,162.17 ",7/9/2011,12/17/2001,12,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54234219,Premier," $ 2,094.67 ",1/1/2014,7/18/1985,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33177326,Standard, $ 488.13 ,3/24/2013,7/1/1993,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+11768286,Premier, $ 353.28 ,9/30/2013,5/28/1993,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+53518647,Standard," $ 5,113.33 ",11/17/2009,7/8/1992,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+18950226,Standard," $ 3,409.47 ",10/26/2012,1/6/1992,5,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32396227,Premier, $ 411.68 ,12/5/2012,1/10/1992,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+26275710,Premier, $ 423.20 ,10/7/2012,10/1/2003,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15955657,Premier, $ 835.60 ,1/6/2014,6/5/1985,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+23186009,Premier, $ 227.56 ,3/27/2014,6/16/1992,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+24120782,Premier, $ 328.54 ,8/13/2011,1/6/1994,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3084872,Premier, $ 742.86 ,4/16/2012,3/23/2015,2,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26669249,Standard, $ 353.07 ,9/28/2014,9/6/2006,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6987656,Standard, $ 119.84 ,2/12/2016,3/1/1992,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2244680,Standard, $ 488.29 ,11/9/2011,9/6/1995,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12798499,Standard," $ 4,054.27 ",9/15/2011,2/27/1992,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24619924,Premier, $ 605.45 ,3/5/2014,8/5/1980,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,51-100,
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+10463639,Standard, $ 373.66 ,5/15/2011,8/2/1994,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+33514489,Premier, $ 213.81 ,9/15/2012,8/15/1973,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
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+23767941,Premier, $ 443.34 ,11/16/2014,1/25/1993,26,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+18495825,Standard," $ 3,790.67 ",3/14/2010,3/24/1982,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9480291,Standard, $ 303.20 ,10/1/2012,6/3/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+2399141,Premier, $ 511.50 ,12/18/2012,6/4/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+24333553,Standard, $ 344.15 ,12/12/2011,8/1/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2205292,Standard, $ 118.00 ,6/8/2018,7/21/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+9327810,Premier, $ 219.37 ,12/20/2013,11/17/2008,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+28366774,Standard, $ 274.50 ,4/24/2013,5/18/1967,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31473998,Premier, $ 657.57 ,4/30/2011,6/4/1993,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+15044920,Premier," $ 2,611.67 ",11/4/2012,7/3/2003,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9358152,Premier, $ 536.54 ,11/20/2013,8/5/1992,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+33568061,Premier, $ 155.98 ,4/1/2016,10/4/2006,34,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+15984732,Premier, $ 416.91 ,11/8/2012,8/25/1992,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8259667,Standard, $ 330.83 ,1/23/2014,8/25/1992,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+29624960,Standard, $ 823.77 ,8/6/2011,8/8/2013,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+9494847,Premier," $ 1,274.47 ",7/16/2009,8/17/1992,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+30357713,Premier, $ 168.07 ,12/27/2013,8/28/2012,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+19081547,Premier," $ 2,147.25 ",1/26/2014,11/6/2009,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+4550081,Premier, $ 202.84 ,9/20/2014,3/25/2016,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+27073430,Standard, $ 306.52 ,2/9/2010,8/19/1992,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+33370514,Premier, $ 200.89 ,1/25/2013,8/26/1994,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23769112,Premier, $ 897.36 ,7/4/2014,8/21/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
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+25263911,Premier, $ 818.33 ,7/10/2009,6/9/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+34157345,Premier, $ 506.79 ,9/29/2010,4/16/1994,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+22649290,Premier, $ 603.80 ,4/25/2015,8/22/1994,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+15824319,Premier, $ 549.63 ,7/15/2012,1/31/2011,9,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,N,11-50,
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+34313574,Premier, $ 188.46 ,12/4/2014,2/8/1993,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+19280341,Standard, $ 107.40 ,9/9/2015,9/10/1972,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+7774267,Standard, $ 207.36 ,4/23/2015,1/19/1994,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9269011,Premier, $ 498.77 ,9/16/2011,11/1/1984,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7807916,Premier," $ 1,241.93 ",5/5/2013,8/31/1994,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+19396336,Premier, $ 637.65 ,10/6/2009,10/12/1993,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14263765,Standard, $ 526.48 ,4/28/2011,10/6/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+109324437,Standard," $ 1,986.00 ",3/31/2014,1/20/1994,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5124471,Standard, $ 639.47 ,7/13/2011,1/19/1991,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+21973633,Premier, $ 740.40 ,5/26/2010,6/18/2008,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27804801,Premier, $ 134.02 ,1/26/2016,9/6/1994,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13151340,Premier," $ 1,333.28 ",12/13/2012,5/8/2014,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+13861382,Premier, $ 317.27 ,2/21/2015,1/20/1994,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+30542755,Premier, $ 581.07 ,3/8/2012,2/10/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+54056911,Premier," $ 2,894.17 ",3/17/2012,2/1/1993,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13619370,Standard," $ 1,068.67 ",9/14/2015,2/8/1993,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,500+,
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+1795212,Standard, $ 176.77 ,8/15/2011,6/10/1993,20,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20443792,Premier, $ 413.84 ,11/24/2012,9/1/1994,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+8406236,Standard," $ 3,013.03 ",1/17/2009,12/14/2006,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
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+28564472,Premier, $ 421.94 ,8/9/2013,9/16/2005,54,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+33300195,Standard, $ 412.69 ,11/30/2012,10/19/2010,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8571231,Standard, $ 260.06 ,8/6/2013,2/5/1993,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29605196,Standard," $ 2,480.33 ",2/19/2013,2/10/1993,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2065374,Premier, $ 757.54 ,7/14/2010,1/20/1995,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+7876496,Standard, $ 365.50 ,7/12/2011,8/17/1992,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
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+3024986,Standard, $ 430.36 ,3/15/2012,1/22/1994,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16984226,Standard, $ 186.50 ,1/15/2015,1/18/1995,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28772197,Premier, $ 534.48 ,3/18/2011,2/10/1993,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30430498,Premier, $ 310.19 ,5/9/2014,1/20/1995,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24054013,Standard, $ 365.97 ,7/27/2013,10/14/1993,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+1964269,Standard, $ 278.05 ,5/5/2015,10/13/1993,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+23043343,Premier, $ 287.90 ,6/22/2015,9/12/1983,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+49541392,Premier," $ 1,781.50 ",12/28/2012,10/29/2002,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+18436609,Premier, $ 173.39 ,4/19/2015,4/18/1994,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+12588955,Standard, $ 259.03 ,8/13/2013,9/18/1986,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12016538,Premier, $ 585.77 ,2/18/2012,1/22/1994,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,Y,N,Y,51-100,English
+28023325,Premier, $ 254.30 ,9/16/2013,5/23/1996,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+20170692,Premier, $ 360.72 ,8/23/2013,9/16/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+19079114,Standard, $ 285.49 ,2/5/2013,2/12/1993,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29445976,Premier, $ 213.23 ,9/17/2015,1/19/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17014303,Premier," $ 4,391.62 ",2/15/2011,10/12/1993,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9949110,Standard, $ 209.51 ,10/29/2012,10/18/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15235237,Standard, $ 485.47 ,11/24/2011,6/8/2010,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15571933,Premier, $ 142.84 ,11/24/2015,9/29/2004,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+15404006,Standard, $ 212.02 ,7/16/2014,2/1/2012,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6328940,Standard, $ 296.56 ,7/17/2014,1/19/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+29282003,Premier, $ 468.07 ,5/9/2011,12/19/1994,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+12269396,Standard, $ 246.99 ,11/8/2013,2/17/1993,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+14333891,Standard, $ 430.50 ,4/2/2010,8/29/2014,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33281409,Standard, $ 238.34 ,1/8/2014,9/23/1993,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8022985,Premier, $ 344.35 ,11/15/2013,1/18/1995,12,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20638784,Premier, $ 286.22 ,5/19/2014,1/21/1995,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24777182,Standard, $ 293.01 ,12/13/2012,2/18/1993,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14854293,Standard, $ 587.04 ,6/22/2010,6/10/1993,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26045821,Premier, $ 425.73 ,3/5/2010,10/14/1993,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+31085655,Standard, $ 455.47 ,8/4/2013,1/20/1995,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3293762,Premier," $ 1,438.73 ",8/20/2010,2/11/2015,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,
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+25607442,Premier, $ 434.91 ,3/2/2010,6/17/1982,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+54396620,Premier," $ 4,403.00 ",6/21/2010,6/15/1993,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,Y,N,N, ,
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+54308872,Standard," $ 2,355.33 ",6/1/2013,6/17/1993,8,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+7199827,Standard, $ 847.33 ,12/13/2013,10/20/1992,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+9049647,Standard, $ 474.71 ,7/15/2011,1/26/1994,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8168930,Standard, $ 398.32 ,5/28/2014,5/7/2010,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2946801,Standard, $ 591.27 ,4/28/2012,10/14/1994,17,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9261525,Standard, $ 322.84 ,8/25/2009,6/29/1999,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7337733,Premier, $ 222.13 ,5/5/2014,12/12/2001,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+29831726,Premier, $ 285.81 ,2/2/2013,10/20/1994,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14028587,Standard, $ 283.79 ,2/17/2013,10/23/1992,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+24740884,Premier, $ 422.64 ,10/10/2012,1/28/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Arabic
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+27733220,Standard, $ 131.28 ,1/8/2015,5/25/1994,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+22247208,Premier, $ 225.53 ,3/3/2016,4/1/2011,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16090793,Premier," $ 2,168.62 ",12/16/2014,7/24/1995,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+25861664,Standard, $ 130.20 ,9/25/2016,1/29/1994,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29088952,Standard," $ 1,784.33 ",9/12/2014,7/25/1995,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22278385,Standard," $ 1,157.57 ",9/20/2005,6/29/1993,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+109023557,Premier," $ 1,566.83 ",3/9/2015,1/1/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13716041,Premier, $ 269.73 ,5/29/2013,12/24/2013,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4487080,Premier, $ 442.53 ,1/6/2010,12/27/1994,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+33353625,Standard, $ 107.35 ,8/4/2016,6/6/1995,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14798178,Premier, $ 451.51 ,11/20/2011,6/2/1994,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+18969255,Premier, $ 513.21 ,2/4/2014,6/7/1994,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+33904156,Premier, $ 116.69 ,3/8/2016,10/16/1995,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+34455078,Standard, $ 241.44 ,4/26/2015,2/18/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+53934714,Premier," $ 3,395.33 ",2/1/2011,3/22/2012,7,TRUE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25498480,Standard, $ 365.44 ,6/7/2014,1/19/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,Y,Y,11-50,English
+15700927,Premier, $ 69.13 ,12/3/2017,2/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+55275777,Premier," $ 2,974.50 ",1/11/2012,1/14/1995,4,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34710480,Premier, $ 548.96 ,1/3/2011,10/30/1995,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12170377,Premier, $ 301.48 ,2/24/2014,6/8/1995,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7213342,Premier, $ 169.09 ,5/20/2015,10/24/1992,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24928257,Standard, $ 211.92 ,9/24/2015,2/1/1994,16,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53771083,Standard," $ 1,406.33 ",7/19/2015,3/11/2016,7,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9971811,Standard, $ 475.57 ,1/13/2012,1/1/1996,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17101807,Standard, $ 264.59 ,7/4/2013,6/9/1994,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32596299,Standard, $ 287.32 ,8/8/2015,10/27/1995,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12047640,Premier, $ 224.04 ,4/21/2014,1/20/1996,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1747563,Standard," $ 2,957.50 ",1/25/2012,11/1/1978,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5732360,Standard, $ 507.44 ,8/3/2011,1/29/1995,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22333001,Standard, $ 178.50 ,3/13/2015,6/9/1995,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+55198800,Standard," $ 2,973.00 ",1/13/2012,4/10/2006,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+28003945,Standard, $ 309.27 ,1/11/2010,9/7/1995,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+12393245,Premier, $ 616.42 ,3/3/2013,6/9/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+15456571,Standard, $ 378.67 ,2/1/2008,8/11/2006,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28027307,Standard, $ 578.30 ,3/19/2012,1/20/1996,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+16541278,Standard, $ 966.00 ,4/14/2013,12/21/2009,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,Italian
+3945692,Premier, $ 210.15 ,10/22/2012,2/5/1994,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53667063,Standard," $ 3,280.67 ",5/6/2011,10/19/2005,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,Y,N,N,Y,N, ,
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+12415687,Standard, $ 507.47 ,1/15/2011,7/31/2007,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21292817,Standard, $ 330.93 ,1/23/2014,1/20/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18115029,Premier," $ 1,159.73 ",3/13/2012,10/7/2006,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+30808626,Standard, $ 233.07 ,2/15/2014,9/7/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53679132,Standard," $ 2,349.43 ",3/5/2011,1/20/1996,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+32947917,Premier," $ 2,272.83 ",8/8/2013,1/20/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31802128,Premier, $ 736.80 ,5/16/2008,6/9/1995,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+4411636,Standard, $ 369.95 ,7/7/2013,2/25/2015,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27279269,Premier, $ 779.03 ,12/18/2009,6/9/1995,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29747133,Premier," $ 3,849.30 ",1/22/2012,1/20/1996,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+6451509,Standard, $ 207.97 ,10/14/2015,11/6/2013,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53733962,Standard," $ 3,017.83 ",12/7/2011,1/20/1996,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+7583230,Standard, $ 589.73 ,2/2/2012,1/20/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+53873543,Premier," $ 1,255.00 ",11/20/2015,6/9/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+1267942,Standard, $ 282.99 ,2/23/2013,2/3/1971,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11476111,Premier, $ 243.87 ,11/30/2013,1/20/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22455127,Premier, $ 271.57 ,11/22/2014,5/12/1997,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14597853,Standard, $ 205.97 ,10/24/2015,6/9/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4245030,Standard, $ 282.36 ,8/11/2012,2/27/1996,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26900815,Standard, $ 139.60 ,10/14/2014,7/29/1994,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53529882,Premier," $ 2,283.88 ",10/5/2014,6/10/1994,1,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,Y,N,N,N,N, ,
+164998216,Premier," $ 2,446.17 ",3/19/2013,6/21/2005,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34524852,Standard," $ 5,244.20 ",2/28/2011,9/8/1995,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+7833752,Standard," $ 1,466.97 ",12/31/2013,2/1/1994,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+4687486,Premier, $ 242.69 ,11/24/2011,11/1/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8572310,Premier," $ 2,979.67 ",1/7/2012,9/7/1995,3,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
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+34245898,Premier," $ 1,569.00 ",3/7/2015,1/20/1996,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+2027915,Premier, $ 459.51 ,10/6/2011,10/30/1995,13,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+21042014,Standard, $ 221.66 ,5/8/2014,1/20/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26294422,Standard, $ 277.69 ,2/27/2014,2/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+22360738,Premier, $ 438.30 ,10/14/2013,6/12/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+3572289,Premier, $ 297.32 ,5/14/2010,6/10/1994,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21627789,Premier," $ 2,339.07 ",8/2/2005,6/10/1994,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9994619,Standard, $ 302.81 ,8/20/2012,6/10/1994,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17962473,Standard, $ 357.68 ,9/8/2013,1/22/1996,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+25007864,Premier, $ 790.83 ,8/10/2011,2/1/1994,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,N,51-100,
+31376134,Standard, $ 162.36 ,7/7/2015,6/10/1994,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34486477,Premier, $ 329.60 ,3/26/2012,6/10/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8012254,Premier, $ 421.37 ,6/7/2010,11/3/1993,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4634224,Standard, $ 357.33 ,9/9/2011,6/12/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28740101,Standard, $ 438.80 ,7/19/2012,9/13/1995,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16556767,Premier," $ 1,244.87 ",9/21/2011,2/27/1996,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+16771952,Standard, $ 10.40 ,7/12/2018,6/10/1994,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21179025,Premier, $ 158.93 ,8/1/2015,6/3/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21065632,Premier, $ 170.91 ,5/7/2015,6/10/1994,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17465643,Premier," $ 1,436.17 ",6/24/2015,3/31/1994,4,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+16941586,Standard, $ 562.77 ,10/24/2010,11/3/1993,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+22236822,Premier, $ 521.92 ,5/21/2011,9/12/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4393316,Premier," $ 3,162.60 ",10/15/2012,8/19/2015,2,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+20809470,Standard, $ 269.68 ,5/29/2013,6/10/1994,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13772448,Standard," $ 2,885.65 ",6/23/2012,6/22/2004,27,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y, ,
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+29237560,Standard, $ 282.90 ,2/23/2013,2/6/1994,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Polish
+14099956,Standard, $ 360.23 ,8/29/2014,10/31/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+19109029,Premier, $ 979.90 ,9/18/2007,6/13/1994,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4554601,Premier," $ 2,590.27 ",6/10/2011,9/13/1996,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+19953851,Standard, $ 349.02 ,3/22/2013,4/14/2016,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+34371261,Premier, $ 310.99 ,8/6/2012,6/13/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18880873,Standard, $ 421.20 ,10/17/2012,11/7/1995,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8569915,Premier, $ 351.43 ,4/12/2014,6/15/1995,17,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4895724,Standard," $ 1,804.40 ",8/3/2015,9/13/1995,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+6652396,Standard, $ 745.17 ,5/6/2010,8/9/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4164617,Standard," $ 1,014.73 ",1/4/2013,10/5/2005,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27482878,Premier, $ 275.30 ,4/19/2013,6/13/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10502628,Premier, $ 118.12 ,5/2/2016,2/6/1995,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24753282,Premier," $ 1,213.65 ",8/13/2005,2/5/1994,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+9015110,Standard, $ 466.81 ,5/16/2011,1/23/1984,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+23227537,Standard, $ 438.73 ,10/12/2013,11/6/1995,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26151218,Standard, $ 480.68 ,6/12/2011,3/14/2011,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2348137,Premier, $ 310.84 ,8/7/2012,6/14/1995,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22236329,Premier, $ 271.47 ,5/16/2013,1/23/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9601082,Standard, $ 733.53 ,6/23/2010,5/2/2015,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+15783525,Standard, $ 365.09 ,10/29/2010,6/10/1994,18,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3511259,Premier, $ 248.53 ,9/25/2011,3/17/2015,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31965704,Premier, $ 629.53 ,3/4/2015,1/23/1996,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+11795255,Standard, $ 538.80 ,8/26/2011,6/15/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N,6-10,English
+26333980,Premier," $ 1,925.67 ",5/19/2014,1/22/1996,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15496103,Standard, $ 354.21 ,2/20/2013,11/7/1995,5,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+10824974,Standard, $ 236.30 ,11/1/2014,6/13/1994,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Japanese
+27260075,Premier," $ 3,313.17 ",4/9/2011,1/25/2002,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+15787748,Standard," $ 1,375.60 ",12/27/2010,1/23/1996,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,Spanish
+14063166,Standard, $ 499.94 ,2/26/2011,9/15/1995,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24723780,Standard, $ 269.50 ,5/30/2013,1/23/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5121497,Premier," $ 2,242.67 ",9/2/2013,11/8/1995,1,TRUE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+30307829,Standard, $ 279.66 ,9/7/2015,2/8/1995,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17179279,Standard, $ 417.50 ,1/7/2014,9/13/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2112628,Standard, $ 278.46 ,3/27/2013,1/10/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23916844,Standard, $ 298.51 ,11/3/2012,10/23/1995,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,French
+29939588,Premier," $ 1,327.93 ",4/4/2011,9/15/1995,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+31717688,Premier, $ 214.55 ,5/28/2014,9/15/1995,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22019852,Premier, $ 401.60 ,2/18/2012,6/10/1994,11,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4643279,Standard, $ 177.09 ,9/26/2013,6/15/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17265681,Standard, $ 411.41 ,12/7/2012,9/14/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33942761,Premier, $ 708.34 ,1/4/2008,11/1/1995,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9936163,Premier, $ 665.83 ,8/20/2005,9/15/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+57579237,Standard," $ 4,122.67 ",6/15/2009,12/22/2016,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27258074,Standard, $ 418.56 ,10/31/2012,9/14/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10780057,Standard, $ 811.73 ,2/23/2014,1/23/1996,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+16265383,Premier, $ 899.97 ,2/1/2006,7/19/2006,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35924932,Premier," $ 3,795.00 ",3/10/2010,9/18/1995,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+21952104,Standard, $ 849.53 ,12/8/2013,9/4/2014,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+32073593,Standard, $ 719.87 ,8/31/2014,1/23/1996,22,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
+167748452,Premier," $ 4,462.03 ",1/1/2011,9/15/1995,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+19290967,Premier, $ 592.90 ,1/25/2007,6/14/1995,12,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28054528,Standard, $ 318.50 ,10/31/2011,6/15/1995,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26387999,Standard, $ 423.41 ,10/6/2012,2/7/2012,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+20056386,Standard," $ 2,243.50 ",9/1/2013,9/15/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12488626,Standard, $ 410.88 ,8/21/2010,9/18/1995,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+34480059,Premier, $ 419.34 ,5/15/2012,2/5/1994,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30620838,Standard, $ 763.20 ,7/27/2011,1/23/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,51-100,
+6316393,Standard, $ 229.62 ,3/12/2014,6/15/2004,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7685188,Standard, $ 561.53 ,8/23/2012,9/14/1995,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3750333,Standard, $ 230.17 ,3/8/2014,1/23/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2384379,Premier, $ 343.68 ,12/16/2011,10/12/2006,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17499905,Standard, $ 340.50 ,2/17/2013,1/23/1996,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23434071,Premier, $ 541.56 ,8/21/2013,2/13/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+30939335,Premier," $ 3,693.17 ",6/2/2010,2/10/1995,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+11064658,Premier," $ 3,036.33 ",11/22/2011,6/16/1991,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,N, ,
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+23688579,Premier, $ 393.07 ,3/10/2013,1/23/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+31734374,Standard, $ 354.11 ,10/2/2011,9/18/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53681021,Premier," $ 2,892.24 ",7/17/2014,9/15/1995,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,Y,N, ,
+2712623,Premier, $ 293.09 ,8/4/2014,6/20/1995,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27532971,Standard, $ 200.63 ,10/6/2014,9/19/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+10699120,Standard, $ 440.81 ,8/22/2011,6/16/1995,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+54393015,Standard," $ 3,880.50 ",12/30/2009,6/16/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3143297,Standard, $ 276.49 ,7/11/2014,7/29/2014,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15997718,Standard," $ 1,579.67 ",2/27/2015,7/28/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+8129062,Premier, $ 300.60 ,12/24/2013,6/16/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+18326821,Standard," $ 3,877.25 ",1/5/2012,1/23/1996,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+29395566,Premier, $ 275.89 ,4/14/2013,1/23/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53193104,Premier," $ 1,195.50 ",1/7/2016,9/15/1995,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+30155665,Standard, $ 396.72 ,11/30/2010,1/23/1996,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26000592,Standard, $ 541.77 ,11/9/2012,11/14/1995,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3252191,Premier," $ 3,008.17 ",12/15/2011,6/22/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+15640081,Premier, $ 579.73 ,7/29/2010,1/23/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+8673207,Standard, $ 143.27 ,9/7/2014,11/16/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3343509,Standard, $ 335.62 ,2/11/2012,11/13/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,
+30611337,Premier, $ 392.04 ,1/3/2011,11/13/1995,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8150871,Standard, $ 506.17 ,2/27/2014,6/14/1994,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+1599227,Standard, $ 332.91 ,1/12/2014,11/20/1995,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25158071,Standard, $ 325.76 ,8/2/2013,9/14/1995,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,6-10,
+6394587,Standard, $ 636.21 ,10/13/2009,9/19/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26812526,Standard, $ 197.50 ,10/28/2014,11/17/1995,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+109283140,Standard," $ 2,640.52 ",2/22/2014,12/27/2017,4,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+26167746,Standard, $ 386.27 ,5/15/2014,6/21/1995,28,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,11-50,English
+1434856,Standard, $ 235.72 ,2/3/2012,11/21/1996,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8628186,Standard, $ 427.22 ,4/26/2010,11/20/1995,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14707760,Premier, $ 234.83 ,2/12/2012,6/20/1995,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2055133,Premier," $ 1,631.67 ",1/15/2015,2/1/1994,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+33705088,Standard, $ 232.55 ,2/19/2014,6/20/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+3004206,Standard, $ 263.96 ,7/9/2013,6/14/1994,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25691461,Premier, $ 638.83 ,8/31/2010,11/1/1995,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+32998244,Standard," $ 3,932.17 ",11/18/2009,6/22/1995,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33493446,Standard, $ 497.47 ,2/13/2013,6/20/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,11-50,
+53559623,Premier," $ 1,251.00 ",11/23/2015,5/9/2005,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+9875010,Standard, $ 219.53 ,7/18/2012,1/28/2004,13,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27464635,Premier, $ 163.10 ,7/2/2015,11/4/1987,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10120130,Standard, $ 352.61 ,10/13/2011,2/9/1994,20,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+53673552,Premier," $ 1,188.50 ",1/13/2016,11/17/1995,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+24393001,Standard, $ 443.01 ,6/28/2012,12/4/2015,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+6148258,Premier, $ 143.10 ,11/22/2015,11/20/1995,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20353761,Standard, $ 513.10 ,12/11/2012,6/16/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2310729,Standard, $ 250.91 ,9/1/2011,11/18/1986,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7249975,Premier," $ 1,894.40 ",1/30/2008,2/13/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+17155861,Premier, $ 357.11 ,8/15/2015,11/21/1995,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,English
+4862313,Premier, $ 415.66 ,1/16/2012,8/6/2012,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24861170,Premier, $ 824.47 ,1/28/2014,6/23/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+22550125,Standard," $ 2,643.55 ",3/26/2010,6/20/1995,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+4492517,Premier, $ 981.40 ,3/13/2013,6/26/1995,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+3661884,Premier, $ 323.60 ,3/1/2014,6/20/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9186077,Standard, $ 579.76 ,4/13/2013,9/19/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+10050923,Standard, $ 467.25 ,2/25/2012,11/21/1990,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17320592,Standard, $ 183.05 ,7/26/2013,6/27/1995,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23037340,Premier, $ 309.31 ,8/18/2012,8/9/2013,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+31696784,Standard, $ 115.33 ,6/8/2016,2/9/1994,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+10206684,Premier, $ 361.68 ,8/18/2013,1/16/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+28931280,Premier, $ 260.33 ,5/27/2011,5/1/1980,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17055896,Standard," $ 2,748.63 ",12/16/2013,6/26/1995,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+20293184,Standard, $ 726.97 ,9/7/2013,12/2/2002,33,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+20611813,Standard," $ 3,304.60 ",12/31/2012,1/23/1996,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17158171,Premier, $ 268.01 ,3/10/2011,7/17/2002,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+31595948,Standard, $ 329.17 ,7/23/2014,6/14/1993,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+6312976,Premier, $ 761.70 ,2/27/2010,1/23/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15523950,Premier, $ 457.12 ,9/24/2009,2/9/1994,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+2997989,Standard," $ 2,687.47 ",3/2/2011,6/20/1995,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+9587113,Standard, $ 468.07 ,6/14/2013,11/20/1995,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,11-50,
+27706282,Premier," $ 1,423.33 ",9/20/2010,6/21/1995,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+13210511,Standard, $ 419.37 ,12/30/2013,12/12/2006,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29540638,Premier, $ 468.38 ,5/7/2011,9/19/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+12646806,Standard, $ 298.36 ,11/4/2012,6/20/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3239422,Standard, $ 626.51 ,12/2/2009,6/20/1996,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24036979,Premier, $ 343.47 ,12/17/2011,6/15/1994,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34064973,Standard," $ 3,362.45 ",11/24/2012,7/18/2006,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+17713292,Standard, $ 296.38 ,11/19/2012,1/3/2011,17,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53550309,Standard," $ 2,649.20 ",9/30/2013,6/26/1995,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
+18009971,Premier," $ 2,888.17 ",3/22/2012,6/26/1995,3,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,N, ,
+14392773,Standard, $ 225.59 ,11/1/2013,11/27/1995,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14713795,Premier, $ 227.81 ,4/6/2015,11/27/1995,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12294199,Standard, $ 330.08 ,1/27/2014,6/14/1994,15,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+53679247,Standard," $ 2,677.50 ",9/11/2012,12/7/1985,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+22648869,Standard," $ 2,330.40 ",3/2/2012,5/4/2004,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+6062249,Standard, $ 317.31 ,8/13/2013,6/20/1995,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6372901,Premier, $ 353.98 ,10/3/2011,6/15/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+22655075,Standard, $ 285.35 ,2/6/2013,7/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14896735,Premier," $ 2,277.17 ",8/5/2013,6/15/1994,5,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+2534323,Standard, $ 367.25 ,7/21/2013,9/19/1995,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31852411,Premier, $ 186.75 ,11/18/2015,3/4/1996,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22432150,Premier, $ 410.03 ,12/14/2012,6/15/1995,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13280111,Premier, $ 958.42 ,2/7/2010,11/28/1997,25,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N,51-100,Portuguese
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+53599048,Standard," $ 6,107.18 ",3/1/2008,3/6/1991,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8614404,Premier, $ 56.75 ,7/25/2017,6/16/1994,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+29070188,Premier, $ 245.90 ,9/5/2014,3/1/1995,23,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,Y,Y,N,N,Y,N,Y,N,Y,6-10,English
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+3666154,Premier, $ 800.73 ,3/18/2014,1/25/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+22286449,Premier, $ 306.19 ,7/26/2012,6/15/1994,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6920053,Standard, $ 623.46 ,4/16/2009,8/3/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+2862284,Premier, $ 449.87 ,5/6/2011,2/23/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+26521167,Premier, $ 954.73 ,5/7/2013,2/21/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Korean
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+33915233,Premier, $ 683.70 ,4/30/2011,6/17/1994,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+7731887,Standard, $ 339.31 ,12/11/2013,6/1/2004,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20899318,Standard, $ 854.36 ,8/18/2015,1/19/2017,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,
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+6212407,Standard, $ 412.02 ,8/13/2010,8/1/2017,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30179363,Premier," $ 4,032.50 ",8/28/2009,9/22/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10461401,Standard, $ 226.47 ,2/28/2016,2/4/2011,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,
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+20793103,Premier, $ 105.55 ,9/28/2015,1/29/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+29391267,Premier," $ 1,921.67 ",5/23/2014,3/15/1994,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
+13093618,Standard, $ 287.52 ,9/2/2014,1/20/2000,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19513080,Standard, $ 372.64 ,6/23/2013,3/31/1998,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17181081,Standard, $ 439.20 ,10/10/2013,10/2/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12964879,Premier, $ 449.50 ,8/29/2013,4/3/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+2549371,Premier, $ 308.29 ,8/25/2012,12/6/1995,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6853780,Standard, $ 470.99 ,2/6/2012,3/15/1994,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7869130,Premier, $ 334.72 ,1/3/2014,7/17/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26185867,Standard," $ 1,663.67 ",12/20/2014,4/18/1996,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31345243,Premier, $ 138.33 ,6/8/2016,4/4/1995,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20871547,Premier, $ 531.83 ,9/26/2012,7/26/2007,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+53739088,Standard," $ 2,443.00 ",3/22/2013,8/22/2005,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+18370369,Standard, $ 546.93 ,7/26/2012,9/28/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17126327,Premier, $ 156.50 ,8/18/2015,3/9/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4483577,Standard, $ 304.95 ,9/18/2012,3/31/1987,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+10069974,Premier, $ 582.40 ,9/4/2013,3/5/2010,25,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+25185400,Standard, $ 174.27 ,4/13/2015,10/1/1995,17,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6196356,Standard, $ 819.00 ,8/21/2011,4/17/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+23332728,Premier, $ 428.67 ,11/22/2013,12/6/1996,24,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4890209,Standard," $ 1,281.60 ",7/7/2011,12/7/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27637003,Premier, $ 569.44 ,9/20/2010,7/1/1995,14,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10741923,Premier," $ 1,654.57 ",5/26/2013,1/22/2010,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+14495513,Premier, $ 433.33 ,1/10/2014,4/17/1996,22,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4878483,Standard, $ 445.43 ,12/16/2009,4/22/1996,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23855798,Standard, $ 342.76 ,12/22/2011,4/22/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+12807314,Premier, $ 562.30 ,5/24/2012,9/28/1995,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+11152803,Standard, $ 400.68 ,1/22/2010,7/25/2002,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54024728,Premier," $ 1,773.22 ",1/7/2013,10/1/1995,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+20457650,Premier, $ 422.91 ,10/9/2012,1/29/1996,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29443664,Premier," $ 1,312.40 ",1/8/2015,3/21/1988,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+31689472,Premier, $ 368.19 ,6/23/2011,1/29/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23539528,Standard," $ 3,469.27 ",9/18/2012,7/14/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+31221154,Premier, $ 447.63 ,6/4/2012,10/3/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23991077,Standard, $ 372.00 ,5/27/2011,4/22/1996,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11960137,Premier, $ 333.28 ,1/11/2014,1/29/1996,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3721082,Premier, $ 466.17 ,8/31/2011,4/5/1995,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14340944,Standard, $ 304.60 ,2/18/2012,4/10/1995,28,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14685987,Premier, $ 362.66 ,11/10/2013,7/25/2005,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+34133380,Premier, $ 405.60 ,9/28/2010,4/22/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6253090,Premier, $ 351.47 ,12/14/2012,4/5/1995,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+17424671,Premier, $ 317.33 ,6/21/2012,4/11/2007,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31786361,Standard," $ 2,444.67 ",11/6/2011,4/22/1996,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+12092136,Standard," $ 1,377.78 ",4/27/2016,5/1/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26609256,Premier, $ 126.70 ,3/19/2016,1/29/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11753153,Premier, $ 466.19 ,7/21/2009,4/3/2006,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26816107,Standard, $ 365.73 ,8/7/2014,12/9/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8998425,Standard, $ 285.52 ,2/4/2013,7/19/1995,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,Y,N,N,N,N,N,Y,6-10,English
+53488869,Premier," $ 2,692.00 ",9/1/2013,4/6/1984,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,Y,Y,N, ,
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+16610435,Premier, $ 567.37 ,5/3/2012,2/5/2007,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+31948362,Standard, $ 265.71 ,4/2/2011,5/16/2011,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+32272268,Standard, $ 256.97 ,7/1/2011,3/5/2018,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5651534,Premier, $ 497.70 ,2/12/2013,9/17/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5477118,Premier, $ 384.53 ,4/23/2013,4/12/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+109118121,Standard," $ 2,413.83 ",12/19/2010,4/18/1995,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
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+17433539,Premier, $ 260.28 ,7/13/2014,4/11/1995,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8863414,Standard, $ 453.83 ,8/18/2014,12/8/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,51-100,English
+19611829,Premier, $ 361.39 ,8/11/2011,12/11/1996,26,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28205470,Standard, $ 398.42 ,11/18/2010,7/19/1995,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15578491,Standard, $ 215.37 ,8/30/2012,4/7/1995,19,FALSE,FALSE,FALSE,NOTICE,SPRINT,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+14908433,Premier, $ 305.89 ,9/11/2012,1/29/1996,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9366729,Premier, $ 757.08 ,8/17/2011,9/24/2003,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+3228811,Standard, $ 309.44 ,1/10/2010,5/1/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2384710,Premier, $ 465.80 ,6/23/2013,5/13/1996,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+32620375,Standard, $ 724.00 ,3/16/2012,4/1/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+2478077,Standard, $ 197.67 ,4/8/2014,1/30/1996,15,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+21823765,Premier, $ 394.82 ,10/17/2010,1/29/1996,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+11223713,Premier, $ 357.79 ,9/7/2013,3/21/1971,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28094048,Standard, $ 947.13 ,5/22/2013,10/4/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,101-500,English
+17184830,Premier, $ 322.99 ,5/12/2012,7/18/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+23145371,Premier, $ 358.87 ,9/4/2014,9/13/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+31638122,Standard, $ 329.64 ,3/25/2012,4/18/2006,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+27063193,Standard, $ 425.14 ,5/11/2010,3/21/1989,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22117765,Premier, $ 404.73 ,8/3/2012,9/17/2010,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+16453234,Premier, $ 148.88 ,6/28/2015,12/1/1995,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+12763383,Premier, $ 310.72 ,8/8/2012,5/10/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18593513,Premier, $ 446.69 ,12/7/2009,6/27/1991,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+33354883,Premier," $ 2,090.33 ",1/5/2014,10/3/1995,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+109054811,Standard," $ 2,834.67 ",5/5/2012,11/17/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+12014300,Premier, $ 163.71 ,5/28/2016,4/12/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4107801,Standard, $ 785.50 ,8/27/2011,4/1/1995,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+41568065,Standard," $ 4,184.70 ",6/25/2011,5/1/1996,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,Y,N,N, ,
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+3020344,Standard, $ 894.31 ,12/26/2010,1/30/1996,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6708718,Premier, $ 568.60 ,4/28/2012,10/1/1995,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+27763997,Standard, $ 375.41 ,6/9/2013,5/9/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+20733549,Standard," $ 3,117.17 ",9/17/2011,1/29/1996,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+12092716,Standard, $ 606.43 ,11/25/2011,1/29/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22451579,Standard, $ 737.01 ,5/15/2008,12/16/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3780830,Standard, $ 134.67 ,1/21/2016,5/7/1996,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28353838,Standard, $ 440.51 ,7/11/2012,3/10/2016,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24579912,Standard, $ 411.28 ,12/7/2012,1/30/1996,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53628979,Standard," $ 2,641.80 ",10/5/2013,6/30/1994,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,Y,N, ,
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+15377073,Standard, $ 209.97 ,10/4/2015,1/14/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22128295,Premier, $ 313.11 ,6/6/2012,1/30/1996,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+32476639,Premier, $ 488.08 ,11/10/2011,10/5/1975,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+10811910,Premier, $ 326.02 ,4/20/2012,1/31/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4912573,Premier, $ 341.01 ,1/4/2012,6/17/1996,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6653033,Standard, $ 240.86 ,7/4/2013,12/11/1995,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+1253144,Standard," $ 3,300.44 ",8/1/2011,12/8/1995,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
+23142024,Standard, $ 494.53 ,2/25/2013,6/17/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10711618,Premier, $ 518.00 ,10/18/2015,3/2/2015,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+26197659,Standard, $ 357.79 ,9/7/2013,1/31/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31094732,Standard, $ 193.44 ,10/29/2014,6/8/2016,18,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+10941719,Premier, $ 264.21 ,7/7/2013,5/14/1996,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33047372,Premier, $ 236.20 ,1/29/2012,1/11/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,Portuguese
+53502781,Premier," $ 3,693.83 ",6/1/2010,1/14/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+30530881,Premier, $ 189.14 ,12/27/2014,9/8/2004,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+6549263,Standard, $ 303.33 ,6/13/2014,6/30/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15846648,Premier, $ 515.12 ,12/4/2010,10/1/1995,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+2563888,Premier, $ 354.38 ,9/30/2011,1/30/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4517251,Standard, $ 389.58 ,1/21/2011,4/20/2010,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,Y,N,N,N,N,Y,6-10,English
+4779657,Premier, $ 246.58 ,5/20/2013,12/9/2014,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13160085,Standard, $ 599.49 ,4/19/2010,1/31/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+28158867,Standard, $ 319.09 ,12/18/2012,9/17/1996,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,English
+2746939,Standard," $ 2,921.67 ",2/24/2012,9/17/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+10099755,Premier, $ 338.65 ,1/21/2012,10/4/1995,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30391345,Premier, $ 606.47 ,11/25/2011,12/12/1996,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+23973187,Standard, $ 332.44 ,3/5/2012,12/12/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19594025,Premier, $ 938.83 ,7/17/2005,1/14/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6226916,Premier," $ 1,501.87 ",4/12/2010,12/11/1995,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+8401820,Standard, $ 260.19 ,8/5/2013,5/21/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23507341,Premier, $ 262.23 ,7/21/2013,5/30/2013,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+28710137,Standard, $ 539.71 ,3/24/2010,1/14/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2344278,Premier, $ 307.77 ,4/1/2015,9/17/1996,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27518879,Standard, $ 501.83 ,1/26/2013,1/15/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+30833865,Standard, $ 245.97 ,4/2/2015,12/1/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31864720,Standard, $ 671.70 ,6/17/2011,2/9/2007,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+16849414,Premier," $ 1,748.33 ",10/12/2014,10/1/1995,8,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4524860,Standard, $ 990.53 ,2/22/2013,6/17/1996,10,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6441133,Premier, $ 251.89 ,3/3/2015,5/20/1996,34,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20450749,Premier, $ 274.65 ,4/23/2013,1/14/1997,22,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+1654209,Premier," $ 1,651.00 ",12/30/2014,6/28/2001,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22997495,Standard, $ 516.84 ,1/21/2014,1/15/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+17044664,Premier, $ 404.55 ,2/1/2012,6/17/1996,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+3584520,Standard, $ 374.86 ,5/6/2011,1/14/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6134948,Standard, $ 360.04 ,4/7/2013,1/14/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2651475,Standard, $ 450.62 ,11/24/2011,2/1/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+8427247,Standard," $ 2,143.27 ",1/1/2015,10/11/1995,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53523893,Standard," $ 2,617.55 ",3/8/2014,2/1/1996,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4427011,Premier, $ 340.53 ,1/7/2012,1/15/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+11243524,Premier, $ 629.97 ,8/21/2011,1/15/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
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+9275332,Premier, $ 258.13 ,6/19/2011,5/29/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+23763937,Standard, $ 434.51 ,8/10/2012,12/18/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16340659,Standard, $ 807.73 ,9/25/2011,6/18/1996,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+11283897,Standard, $ 398.65 ,3/7/2012,12/15/1995,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+12982550,Standard, $ 280.96 ,10/5/2014,2/20/2015,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+109141011,Standard," $ 1,545.70 ",1/13/2016,6/4/1996,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28188281,Standard," $ 2,472.83 ",2/25/2013,1/28/2016,5,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12866648,Standard, $ 450.78 ,11/8/2009,3/21/1997,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53681054,Standard," $ 2,180.00 ",10/23/2013,2/3/1996,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15678609,Standard, $ 242.93 ,11/1/2013,1/15/1997,27,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29700326,Standard," $ 1,082.50 ",11/4/2013,12/22/1999,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+26855573,Standard," $ 2,852.67 ",4/20/2012,6/3/1996,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26691299,Premier," $ 3,127.15 ",4/21/2013,1/16/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2455889,Standard, $ 505.37 ,1/12/2013,5/31/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+26413405,Standard, $ 297.17 ,7/14/2014,1/15/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+30984521,Premier, $ 188.00 ,6/6/2013,1/31/2000,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7046425,Premier, $ 261.75 ,7/25/2013,2/1/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26284573,Premier, $ 689.47 ,12/20/2010,12/13/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12226544,Standard, $ 511.87 ,12/16/2012,5/12/1992,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27425253,Standard, $ 392.35 ,2/12/2014,6/6/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+22142780,Standard," $ 1,110.50 ",9/20/2013,3/27/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N,101-500,English
+26352776,Standard, $ 436.40 ,8/1/2012,2/2/1996,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32992375,Premier, $ 777.92 ,12/28/2011,5/30/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13359288,Premier," $ 2,744.00 ",1/3/2011,12/18/1995,28,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+31494561,Premier, $ 292.13 ,8/9/2014,9/19/1996,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17592156,Standard, $ 378.26 ,7/7/2012,12/18/1995,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23479052,Premier," $ 1,442.08 ",3/25/2012,2/28/1996,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+20804964,Premier, $ 331.80 ,5/20/2013,7/6/1994,21,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+28659173,Premier," $ 1,199.80 ",12/22/2011,6/5/1996,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+24589676,Standard, $ 318.88 ,6/10/2012,9/18/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16579074,Standard, $ 274.72 ,3/17/2014,10/12/1995,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+24333615,Premier, $ 235.56 ,8/14/2013,12/18/1995,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+21704932,Standard, $ 665.23 ,3/29/2011,6/5/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,11-50,
+30976369,Standard, $ 144.20 ,8/28/2014,2/2/1996,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17699401,Premier, $ 188.51 ,1/1/2015,9/18/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18679800,Premier, $ 417.31 ,11/6/2012,2/3/1996,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+54047237,Standard, $ 950.80 ,5/10/2016,6/4/1992,7,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
+26556084,Premier, $ 291.60 ,5/30/2012,4/2/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+14874931,Premier, $ 294.34 ,12/3/2012,7/11/1993,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+30381066,Premier, $ 444.46 ,12/23/2009,4/2/1997,23,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+26584131,Standard," $ 1,498.80 ",4/19/2010,2/2/1996,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+3668763,Premier," $ 1,528.50 ",4/10/2015,7/6/1994,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13802149,Premier, $ 342.73 ,11/9/2014,2/3/1996,11,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4894029,Premier, $ 482.85 ,12/7/2011,3/27/1997,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+14383716,Standard, $ 151.26 ,9/25/2015,3/28/1986,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+23443030,Standard, $ 755.80 ,7/21/2010,2/1/1996,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20312452,Standard, $ 349.73 ,11/23/2008,4/23/1990,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29942109,Standard, $ 451.71 ,11/1/2009,4/2/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53484746,Standard," $ 3,840.67 ",2/1/2010,12/31/2014,4,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+2916416,Standard, $ 169.52 ,11/29/2011,2/3/1996,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30017449,Standard, $ 218.60 ,7/28/2012,12/18/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+9066659,Standard, $ 365.41 ,7/30/2013,1/16/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+2669950,Standard, $ 283.42 ,6/3/2014,7/6/1994,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13300243,Premier, $ 294.55 ,6/11/2010,1/16/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18406476,Standard, $ 543.97 ,8/7/2012,4/2/1974,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,Y,Y,51-100,English
+33926853,Standard, $ 317.83 ,6/18/2012,6/5/1996,17,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33753937,Standard, $ 295.64 ,11/24/2012,11/30/2016,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15701088,Premier, $ 425.06 ,11/22/2011,4/9/1997,2,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+4170557,Standard, $ 737.37 ,6/7/2010,1/16/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8085456,Standard, $ 606.22 ,3/1/2012,8/29/2015,27,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8789469,Premier, $ 420.60 ,12/25/2013,7/16/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+1839227,Standard," $ 2,323.80 ",5/11/2014,9/26/2008,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+3586571,Premier, $ 329.35 ,3/27/2012,1/16/1982,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+17081092,Premier, $ 592.21 ,4/25/2012,6/7/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+109070522,Standard," $ 1,225.00 ",12/14/2015,12/19/1996,1,FALSE,FALSE,FALSE,NOTICE,IT,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34074208,Premier, $ 392.04 ,11/7/2010,12/18/1996,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31247638,Premier, $ 454.24 ,5/1/2012,1/17/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+22044314,Premier, $ 211.00 ,5/1/2016,6/5/1996,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+10868790,Premier, $ 210.07 ,5/5/2016,3/12/2009,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+54185130,Premier," $ 3,666.17 ",6/24/2010,1/1/1998,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8668353,Standard, $ 601.79 ,4/7/2010,12/19/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24571884,Premier," $ 1,290.73 ",3/24/2004,4/7/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+53745586,Premier," $ 3,024.32 ",5/9/2014,9/20/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+32112811,Premier," $ 2,211.73 ",11/19/2014,7/6/2005,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11875545,Premier, $ 407.39 ,12/27/2012,9/20/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+26307538,Premier, $ 269.84 ,12/1/2014,10/18/2000,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32972486,Premier, $ 500.48 ,4/21/2013,5/2/2014,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14672322,Premier," $ 1,699.37 ",4/3/2013,9/20/1996,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+27401310,Premier, $ 241.08 ,1/23/2015,9/20/1996,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14142743,Standard, $ 256.02 ,9/4/2013,6/30/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+16655143,Premier, $ 164.99 ,6/18/2015,6/19/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+22647008,Premier, $ 637.53 ,7/21/2011,6/7/1996,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2022809,Premier, $ 166.87 ,1/8/2014,4/24/1995,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5975966,Premier, $ 700.70 ,11/4/2010,6/20/1996,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26904634,Premier, $ 793.92 ,2/14/2003,6/30/1997,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+2506836,Standard, $ 545.23 ,1/22/2011,9/20/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20386387,Standard, $ 262.44 ,7/20/2013,6/20/1996,23,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+30015289,Premier, $ 302.42 ,10/6/2012,9/20/1996,18,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7447219,Premier, $ 279.34 ,6/26/2014,9/1/1999,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+9848118,Standard, $ 334.60 ,5/4/2013,12/29/1996,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+18085169,Standard, $ 574.47 ,4/4/2012,9/7/2004,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,Spanish
+15347691,Premier, $ 223.15 ,11/20/2013,12/1/1978,15,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15559633,Premier, $ 313.29 ,12/21/2013,12/29/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34576263,Standard, $ 615.40 ,10/19/2011,6/11/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16993386,Standard, $ 666.20 ,6/22/2012,1/1/1996,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+26950230,Premier," $ 1,823.64 ",11/1/2010,2/3/1996,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
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+13037085,Standard, $ 395.57 ,5/12/2012,4/23/2018,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,51-100,
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+21842854,Premier, $ 629.57 ,8/22/2011,6/20/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11146703,Standard, $ 200.10 ,10/10/2014,1/8/2003,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,
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+23574269,Premier, $ 493.53 ,3/1/2013,9/20/1996,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+28036008,Premier," $ 1,461.33 ",6/4/2015,2/3/1996,11,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+14872818,Premier, $ 415.86 ,3/20/2014,2/5/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6523061,Standard, $ 206.67 ,8/23/2014,9/26/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25872040,Premier, $ 159.57 ,6/18/2016,6/12/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27092401,Standard, $ 910.63 ,6/27/2008,12/6/2013,14,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16422536,Standard, $ 225.16 ,4/13/2014,2/5/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18776789,Standard, $ 507.60 ,8/2/2011,5/9/1997,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+9144427,Standard," $ 2,258.50 ",8/20/2013,6/12/1996,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,Y,N, ,
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+21065653,Premier, $ 633.87 ,8/5/2011,5/14/1997,2,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30183035,Standard, $ 169.28 ,12/14/2013,6/24/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+53483738,Standard," $ 1,637.17 ",1/11/2015,9/25/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2612872,Standard, $ 217.40 ,8/9/2012,2/8/2018,14,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+14431535,Standard, $ 300.32 ,6/28/2014,6/21/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2353600,Standard, $ 396.29 ,9/19/2012,5/1/1997,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+34761514,Standard," $ 2,453.32 ",6/20/2014,9/25/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+12348120,Standard, $ 229.36 ,1/17/2011,4/15/1997,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+15658713,Premier," $ 2,666.53 ",3/24/2011,5/5/1997,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,Y,Y,500+,English
+18094381,Premier, $ 238.76 ,1/3/2012,9/26/1996,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,N,Y,Y,6-10,
+27572169,Standard, $ 487.27 ,3/27/2013,2/6/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20150270,Premier, $ 338.82 ,1/19/2012,3/25/1996,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12552419,Standard," $ 1,185.17 ",5/30/2005,2/7/1996,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26078457,Premier, $ 445.52 ,4/17/2008,5/13/1997,19,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
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+6925894,Standard, $ 307.14 ,10/12/2013,6/14/2016,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+27248406,Standard," $ 1,074.33 ",9/4/2012,9/25/1996,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+17563648,Premier," $ 2,837.17 ",5/3/2012,9/30/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11161327,Standard, $ 397.56 ,11/24/2010,1/5/1996,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10812631,Standard, $ 187.64 ,1/7/2015,6/21/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14504429,Standard, $ 149.10 ,10/10/2015,6/12/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+54042865,Standard," $ 2,943.50 ",2/6/2012,10/2/1996,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+29699714,Premier, $ 231.01 ,6/18/2015,5/16/1981,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16381510,Premier, $ 301.07 ,10/16/2012,6/12/1996,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+33588315,Standard, $ 336.80 ,12/24/2013,9/27/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29273461,Premier, $ 465.47 ,3/5/2012,7/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+6854191,Premier," $ 2,061.20 ",12/2/2012,6/13/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y, ,English
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+32450566,Premier, $ 213.62 ,7/5/2014,1/18/1997,16,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32470223,Standard, $ 442.33 ,9/27/2013,6/30/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18736835,Standard, $ 608.88 ,3/2/2010,6/13/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33571858,Standard, $ 446.33 ,9/11/2011,7/1/1997,37,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N,6-10,
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+9687888,Premier, $ 393.57 ,3/8/2013,2/7/1996,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
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+11793874,Standard," $ 1,843.83 ",7/25/2014,9/27/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15840875,Premier, $ 388.23 ,1/30/2011,5/27/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+5733157,Standard, $ 450.00 ,11/28/2011,6/15/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6693405,Premier, $ 414.02 ,6/13/2012,7/1/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+29431240,Standard, $ 230.30 ,3/7/2014,6/25/1996,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26635925,Standard, $ 486.77 ,3/29/2013,1/4/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+34503860,Standard, $ 533.07 ,9/17/2015,6/26/1996,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+12324965,Standard, $ 955.20 ,6/18/2010,10/1/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
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+13985568,Standard," $ 5,079.32 ",12/9/2009,3/9/2010,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21742374,Standard, $ 369.03 ,7/24/2014,11/13/2017,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+3458116,Premier, $ 419.68 ,10/25/2012,7/1/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27489535,Standard, $ 315.35 ,8/25/2013,5/20/1997,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,Y,Y,51-100,English
+10140662,Premier, $ 654.56 ,8/1/2012,12/5/2014,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,51-100,English
+22817934,Premier, $ 494.30 ,6/25/2012,5/22/1997,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+33008291,Premier, $ 204.12 ,12/23/2012,10/7/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31923757,Premier, $ 534.17 ,9/16/2012,10/28/2008,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26407290,Premier, $ 449.76 ,10/27/2014,2/7/1996,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21447910,Standard, $ 426.79 ,11/12/2011,9/4/2016,32,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+19505654,Standard, $ 457.26 ,7/10/2011,1/18/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+29174525,Standard, $ 287.20 ,1/23/2013,1/5/1996,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21899104,Standard, $ 521.86 ,10/28/2010,4/3/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25541173,Standard, $ 566.37 ,10/5/2010,9/8/2003,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+27740948,Standard, $ 368.52 ,4/4/2015,1/12/2006,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+21771436,Premier, $ 289.16 ,1/9/2013,11/2/2005,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5101004,Standard, $ 297.33 ,5/14/2015,7/1/1997,18,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29133252,Standard," $ 2,551.83 ",12/23/2012,6/17/2006,1,TRUE,FALSE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+7611273,Standard, $ 558.37 ,11/15/2010,7/1/1998,24,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10107237,Standard, $ 158.68 ,2/21/2015,6/27/1996,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+15048821,Standard, $ 563.70 ,11/23/2011,9/6/2012,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+53655674,Premier," $ 3,807.92 ",2/18/2012,5/27/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+27832703,Standard, $ 658.17 ,10/17/2012,1/20/1997,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,51-100,English
+5086677,Premier, $ 126.46 ,8/20/2013,1/10/1996,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+57423036,Standard," $ 2,829.45 ",10/26/2013,6/26/1996,7,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25252457,Premier," $ 1,185.08 ",6/23/2008,1/9/1996,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+28609950,Standard, $ 349.94 ,11/1/2011,4/12/2017,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10577107,Standard, $ 239.29 ,10/14/2014,7/8/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+19216624,Standard, $ 369.68 ,5/30/2010,1/20/1997,35,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,6-10,
+8901652,Premier," $ 2,291.50 ",7/24/2013,11/17/1988,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27717345,Standard, $ 348.85 ,12/9/2014,10/1/1996,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+15064028,Premier, $ 153.20 ,9/11/2015,6/27/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29683366,Standard, $ 81.52 ,12/10/2016,1/20/1997,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22370717,Premier," $ 2,397.67 ",4/28/2013,1/9/1996,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18217627,Premier, $ 300.09 ,3/3/2014,6/26/1996,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12228126,Premier, $ 181.43 ,8/12/2013,1/22/2010,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14987797,Standard, $ 472.80 ,5/25/2013,10/4/1996,9,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,N,11-50,English
+6467895,Standard, $ 330.25 ,3/21/2012,7/1/1997,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11831845,Premier, $ 240.88 ,12/21/2013,6/26/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14904674,Standard, $ 290.30 ,1/1/2013,1/20/1997,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53714126,Standard," $ 5,727.37 ",10/26/2008,7/1/1997,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4236991,Standard, $ 413.55 ,11/26/2012,7/8/2015,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4769991,Standard, $ 494.35 ,5/15/2013,6/27/1996,16,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
+19220684,Standard, $ 333.10 ,2/29/2012,6/13/1996,15,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10337241,Premier, $ 404.32 ,5/5/2014,2/20/2015,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33264512,Premier, $ 242.88 ,11/22/2011,12/5/2014,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+27415169,Standard, $ 341.87 ,11/28/2013,2/12/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11990145,Premier, $ 383.79 ,3/3/2011,10/7/1996,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+109425277,Premier," $ 2,848.67 ",4/23/2012,2/19/1995,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4329897,Standard, $ 610.73 ,6/25/2009,7/2/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20083322,Premier, $ 298.45 ,7/8/2014,2/14/1996,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+14721526,Standard, $ 877.41 ,2/18/2011,5/14/2018,17,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32926988,Premier," $ 2,941.73 ",6/15/2010,1/21/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+18474394,Standard, $ 749.45 ,7/12/2013,6/13/2014,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+34273609,Standard, $ 228.65 ,3/19/2014,1/20/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+26497417,Premier," $ 3,022.50 ",6/26/2013,6/17/2005,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18487532,Premier," $ 2,602.50 ",11/11/2012,6/27/1996,2,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18760606,Premier, $ 305.99 ,3/31/2016,2/14/1996,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+24039880,Standard, $ 299.05 ,10/30/2012,2/18/2015,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21324189,Standard, $ 788.70 ,11/9/2009,5/29/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,Italian
+32669378,Standard, $ 364.63 ,8/11/2014,6/13/1996,19,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+54028880,Standard," $ 4,642.73 ",9/10/2010,6/13/1996,7,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+40254549,Premier," $ 2,124.85 ",11/22/2011,12/14/2012,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
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+15453003,Premier," $ 2,898.33 ",3/14/2012,12/31/2003,8,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26472132,Standard," $ 4,462.15 ",5/28/2004,1/22/1997,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+16908548,Standard, $ 537.86 ,6/1/2012,9/17/2004,16,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
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+27261298,Standard, $ 226.65 ,4/2/2014,1/21/1997,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30343957,Premier," $ 1,181.70 ",6/13/2005,5/8/2001,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25876495,Premier," $ 2,164.83 ",11/5/2013,6/27/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19199498,Standard, $ 439.77 ,10/8/2013,2/21/1996,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6054305,Premier, $ 397.92 ,2/14/2013,1/11/1996,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17263697,Standard, $ 154.99 ,5/11/2015,6/21/2004,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14389846,Premier, $ 490.01 ,6/1/2013,3/28/2003,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28216502,Premier, $ 242.55 ,11/25/2011,3/13/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20645042,Standard, $ 651.25 ,9/5/2011,5/21/2010,9,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8319764,Premier, $ 187.16 ,1/10/2015,7/2/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9826088,Premier," $ 2,035.67 ",2/18/2014,1/11/1996,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54123510,Premier," $ 3,008.33 ",12/15/2011,7/3/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8152461,Premier," $ 1,526.33 ",4/11/2015,1/21/1997,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+32402001,Standard," $ 2,220.33 ",9/20/2013,3/8/2017,8,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27564564,Standard, $ 510.13 ,7/20/2011,7/1/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8581764,Standard, $ 616.45 ,1/22/2010,6/4/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+4318952,Premier, $ 155.92 ,8/22/2015,7/3/1997,11,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2552637,Standard," $ 1,320.08 ",7/13/2012,8/13/2008,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+24130765,Standard, $ 530.92 ,1/11/2013,7/6/2013,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,Y,N,N,N,N,N,Y,N,51-100,English
+11403179,Standard, $ 497.41 ,11/21/2012,1/22/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,Portuguese
+29201036,Premier, $ 321.37 ,5/23/2012,7/10/1997,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31510261,Standard, $ 375.67 ,6/27/2014,7/2/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+51155629,Premier," $ 1,480.50 ",5/19/2015,6/3/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6507405,Standard, $ 656.63 ,10/22/2012,10/15/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+25308895,Premier, $ 227.24 ,4/30/2012,6/9/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9061631,Standard, $ 282.72 ,2/24/2013,7/3/1997,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32030277,Standard," $ 2,281.39 ",10/30/2010,4/28/2015,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+109576142,Premier," $ 3,562.40 ",1/16/2012,1/22/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+9112615,Premier, $ 783.93 ,4/21/2014,6/1/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+8874758,Standard, $ 460.47 ,6/24/2009,8/12/2014,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23440675,Premier, $ 214.57 ,6/28/2014,10/15/1995,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7887394,Standard, $ 529.23 ,10/6/2012,9/13/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29331690,Standard," $ 2,701.50 ",8/22/2012,2/21/1994,4,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12739952,Premier, $ 392.83 ,4/18/2014,6/4/1997,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+23282228,Premier, $ 402.13 ,1/23/2013,6/5/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18561743,Premier, $ 135.79 ,4/6/2013,7/8/1996,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+53565581,Standard," $ 2,236.00 ",9/7/2013,1/12/1996,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,N, ,
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+12702196,Premier, $ 232.80 ,3/4/2012,1/22/1997,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+16262369,Premier, $ 255.01 ,2/15/2015,6/6/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31516686,Premier, $ 451.98 ,1/5/2013,5/7/2002,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+2542910,Standard, $ 834.47 ,5/5/2009,7/10/1997,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+17643728,Premier, $ 375.73 ,8/4/2016,1/22/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+4510659,Premier, $ 446.48 ,7/20/2011,1/14/2016,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32559637,Standard, $ 954.92 ,6/1/2014,6/27/1996,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+9497518,Standard, $ 409.37 ,2/9/2014,6/4/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18570831,Standard, $ 345.28 ,8/7/2015,7/2/1996,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+24403080,Premier, $ 376.96 ,6/1/2013,7/3/1997,9,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26716830,Premier, $ 569.31 ,9/20/2010,6/4/1997,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14772314,Premier, $ 116.98 ,12/20/2015,1/1/1997,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+2738702,Premier, $ 256.20 ,7/9/2011,6/9/1997,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34304299,Standard, $ 687.44 ,1/20/2010,5/11/1983,24,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+165187741,Standard," $ 3,950.05 ",11/20/2011,3/23/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+19702178,Standard, $ 259.58 ,8/9/2013,7/3/1996,13,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28067274,Standard, $ 304.67 ,9/20/2012,1/23/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1470403,Standard, $ 250.48 ,9/5/2011,10/16/1996,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+109335318,Premier," $ 2,306.83 ",7/11/2013,7/1/1997,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+18507747,Standard, $ 198.49 ,2/18/2013,6/5/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+161604034,Premier," $ 1,825.50 ",8/9/2014,7/2/1996,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19938904,Premier, $ 192.45 ,1/1/2016,1/16/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4607034,Standard, $ 461.37 ,7/11/2013,1/24/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,
+15385944,Premier, $ 557.40 ,6/13/2012,8/17/2000,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+53690113,Standard," $ 2,558.17 ",12/17/2012,1/17/1996,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20320495,Premier, $ 444.93 ,6/18/2012,6/6/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26115357,Standard, $ 108.80 ,8/26/2015,6/9/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10252287,Premier, $ 333.22 ,2/8/2015,8/10/2008,26,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
+30307986,Premier, $ 374.44 ,5/9/2011,1/24/1986,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32259936,Standard, $ 294.30 ,4/4/2014,6/14/1996,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6963909,Standard," $ 2,929.67 ",2/17/2012,6/4/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+33317867,Standard, $ 553.55 ,5/6/2010,1/24/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19712129,Standard, $ 322.34 ,5/17/2012,7/9/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30548044,Standard, $ 281.60 ,3/4/2013,1/6/2009,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+2108360,Standard, $ 353.63 ,1/28/2011,1/24/1997,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+14855916,Standard, $ 183.13 ,10/1/2014,1/23/1997,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3609255,Standard, $ 445.89 ,12/21/2011,6/14/1996,24,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21990251,Standard, $ 154.32 ,9/3/2015,1/24/1997,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28241956,Standard, $ 679.13 ,1/31/2011,1/23/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27800618,Standard, $ 515.49 ,6/23/2011,6/9/1997,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+167760228,Premier," $ 2,126.33 ",12/6/2013,1/18/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2691238,Premier," $ 2,550.17 ",4/20/2014,1/23/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+53691146,Standard," $ 2,287.83 ",7/27/2013,1/24/1997,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+19641713,Premier," $ 2,972.83 ",1/13/2012,2/22/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+9616303,Standard, $ 558.23 ,6/10/2012,12/21/2016,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+2946187,Standard, $ 374.07 ,7/4/2014,6/10/1997,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25791839,Standard, $ 214.40 ,6/29/2014,6/2/2007,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+11893184,Premier, $ 613.52 ,3/9/2013,1/25/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+6268655,Premier, $ 323.56 ,5/8/2012,6/10/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+11393733,Premier, $ 385.70 ,5/17/2014,3/10/1998,10,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+14509861,Standard, $ 497.40 ,2/14/2013,1/18/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+25894464,Premier, $ 403.84 ,1/14/2013,1/25/1997,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24587684,Premier, $ 875.47 ,11/18/2008,6/9/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+54001954,Premier," $ 2,379.50 ",5/13/2013,1/17/1996,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+11111813,Standard, $ 402.69 ,10/19/2010,7/15/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1933194,Standard, $ 182.97 ,7/27/2013,1/25/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+22563480,Standard, $ 864.87 ,11/7/2013,6/20/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+54518636,Standard," $ 2,748.50 ",7/14/2012,1/25/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
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+32613086,Standard, $ 281.98 ,4/10/2014,7/8/1996,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+6570833,Standard," $ 1,942.13 ",4/3/2013,6/10/1997,47,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+30160240,Standard, $ 380.45 ,5/14/2013,6/14/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29923901,Standard," $ 1,292.33 ",6/15/2011,6/18/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+9604414,Premier, $ 546.43 ,7/28/2012,1/5/2007,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21465984,Standard, $ 641.92 ,10/12/2011,10/9/2001,18,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26774732,Standard, $ 271.54 ,5/16/2013,11/23/2015,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+35682001,Premier," $ 2,157.00 ",11/11/2013,6/11/1997,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+25666822,Standard, $ 604.04 ,8/1/2009,10/5/1989,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11179817,Standard, $ 857.13 ,11/23/2013,8/2/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+2582246,Standard, $ 455.35 ,8/10/2014,5/4/2013,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,
+33770211,Standard, $ 512.32 ,12/19/2010,1/27/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54055008,Premier," $ 1,715.35 ",3/16/2013,2/21/1995,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+5326206,Standard, $ 312.73 ,3/12/2015,6/11/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
+53257053,Premier," $ 2,576.00 ",12/3/2012,6/10/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1610800,Standard, $ 125.27 ,10/22/2016,9/15/2005,13,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4165957,Standard, $ 308.55 ,8/23/2012,6/14/1996,23,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53517644,Standard," $ 2,734.90 ",12/9/2009,2/24/2006,3,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+2593227,Premier, $ 475.23 ,5/15/2013,1/27/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26775252,Standard, $ 323.91 ,10/23/2013,6/11/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32191751,Standard, $ 305.64 ,9/13/2012,2/28/2014,12,TRUE,TRUE,TRUE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+21178057,Premier, $ 634.03 ,10/24/2009,1/25/1997,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19374465,Premier, $ 432.76 ,3/17/2010,1/28/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+53279656,Standard," $ 2,080.17 ",1/13/2014,6/13/1997,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10916627,Standard, $ 320.99 ,5/26/2012,1/27/1997,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+19159979,Premier, $ 335.73 ,12/8/2014,3/5/2013,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+17531693,Standard, $ 797.54 ,2/6/2010,6/14/1996,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+2727211,Standard, $ 394.25 ,4/20/2015,7/1/1997,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+54203506,Premier," $ 2,690.33 ",8/31/2012,1/27/1997,1,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4601841,Standard, $ 305.11 ,2/23/2010,2/20/2012,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+22377056,Standard, $ 155.73 ,6/18/2012,6/14/1996,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+53686931,Standard, $ 818.17 ,11/11/2016,8/20/2012,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+23760277,Standard," $ 3,443.61 ",4/11/2011,8/15/2015,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y, ,English
+53875851,Standard," $ 3,650.62 ",5/27/2012,6/14/1996,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2408160,Premier, $ 334.56 ,1/4/2014,7/16/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25327295,Premier, $ 348.80 ,3/7/2011,8/5/2002,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34445018,Standard, $ 362.10 ,8/6/2011,9/7/2007,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18434882,Premier, $ 443.50 ,12/30/2009,6/17/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
+34052584,Standard," $ 4,283.17 ",2/4/2009,2/14/2005,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3930455,Standard, $ 373.23 ,8/6/2012,6/16/1997,15,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20390746,Standard, $ 183.31 ,7/24/2013,11/18/2009,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10326755,Premier, $ 246.23 ,10/19/2011,2/26/1996,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17719786,Standard, $ 446.53 ,9/10/2013,7/15/1997,4,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,Y,N,N,N,N,N,N,N,N,11-50,English
+20355894,Premier, $ 429.84 ,9/3/2012,9/19/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+22925755,Premier," $ 2,705.33 ",8/19/2012,1/27/1997,3,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+1817245,Premier, $ 586.37 ,2/15/2012,7/11/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14135360,Premier, $ 190.63 ,12/16/2014,5/20/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26677078,Standard, $ 404.33 ,3/2/2014,6/12/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12602857,Standard, $ 617.92 ,6/26/2011,1/28/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+26300786,Premier," $ 2,623.80 ",10/18/2013,1/28/1997,9,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+57717258,Standard," $ 2,452.67 ",6/20/2014,1/27/2011,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2821973,Standard, $ 401.46 ,8/21/2012,7/1/1997,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29658780,Premier, $ 593.04 ,4/21/2012,7/15/1997,25,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7538446,Premier, $ 263.26 ,7/14/2013,6/12/1997,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22088559,Standard, $ 600.45 ,4/14/2010,7/1/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20464081,Premier, $ 443.07 ,6/28/2012,1/15/1998,25,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30676642,Standard," $ 2,432.50 ",3/30/2013,1/28/1997,7,FALSE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+17495389,Premier, $ 556.13 ,4/22/2010,6/12/1997,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30235188,Premier, $ 465.20 ,3/6/2012,2/23/1996,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27472932,Standard, $ 398.00 ,11/21/2010,6/14/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28659125,Premier, $ 273.01 ,1/18/2011,1/27/1997,27,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25629261,Standard, $ 288.48 ,8/28/2014,6/16/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18689644,Standard," $ 3,026.62 ",6/24/2013,7/16/1997,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3037456,Premier," $ 3,408.25 ",5/9/2011,6/16/1997,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+21367000,Standard, $ 392.20 ,10/11/2012,6/12/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25504905,Premier, $ 413.18 ,8/5/2010,6/13/1997,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26356601,Standard, $ 244.86 ,11/23/2013,6/10/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23191254,Standard," $ 3,677.00 ",6/15/2010,6/16/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+34238416,Standard, $ 298.80 ,3/10/2014,12/26/2011,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21052616,Standard, $ 625.57 ,12/6/2009,5/31/2013,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7932503,Premier, $ 420.72 ,6/11/2010,1/28/1997,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+109438177,Standard," $ 1,938.50 ",5/9/2014,3/25/2014,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+24045578,Standard, $ 308.97 ,1/14/2010,7/21/1997,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8217835,Premier, $ 648.42 ,11/18/2012,1/28/1997,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+22984628,Standard, $ 866.94 ,5/9/2009,11/24/2014,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10197778,Standard, $ 180.13 ,8/29/2014,7/18/1997,7,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,1-5,
+32983257,Standard, $ 188.38 ,1/2/2015,2/26/2009,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4256717,Standard," $ 2,064.17 ",1/26/2014,7/16/1997,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+57786016,Premier," $ 1,634.50 ",1/13/2015,6/16/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30346270,Premier," $ 2,794.57 ",11/17/2013,7/17/1989,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26721033,Standard, $ 510.39 ,12/30/2010,1/22/2015,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2863619,Premier, $ 362.77 ,8/13/2013,1/29/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22750308,Premier, $ 496.70 ,5/6/2013,11/22/2013,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+10857430,Standard, $ 384.37 ,4/24/2013,1/15/1998,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2551101,Premier," $ 3,085.12 ",5/18/2013,1/17/1998,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+16714165,Premier, $ 308.34 ,8/25/2012,1/29/1997,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22764176,Premier, $ 258.27 ,1/29/2015,3/6/2013,26,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+9003769,Standard, $ 400.00 ,2/3/2013,1/28/1997,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4699120,Premier, $ 370.99 ,6/3/2011,6/30/1994,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12487584,Standard, $ 249.55 ,3/15/2015,7/1/1997,17,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+4421351,Standard, $ 416.56 ,11/10/2012,1/18/1996,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32356006,Standard, $ 410.20 ,6/27/2010,7/25/1997,16,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+1852332,Standard, $ 306.75 ,5/26/2014,11/26/2011,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18101991,Premier, $ 797.10 ,1/22/2003,5/5/2003,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+30715697,Standard, $ 417.66 ,7/3/2010,1/28/1997,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7679150,Premier," $ 1,960.00 ",6/2/2012,7/28/2014,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+4526229,Premier, $ 406.70 ,9/20/2010,1/29/1997,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+1670631,Standard, $ 352.43 ,9/30/2014,7/22/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+13062103,Premier, $ 66.11 ,11/5/2016,8/1/2011,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16363301,Premier, $ 453.86 ,11/7/2011,1/17/1998,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+1502385,Standard, $ 641.99 ,10/12/2011,2/6/2007,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19328094,Standard, $ 302.04 ,10/9/2012,6/16/1997,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28060465,Standard," $ 2,715.05 ",1/6/2014,8/2/2012,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30541965,Standard, $ 531.99 ,12/18/2012,7/30/1997,26,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
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+109580065,Standard," $ 2,012.00 ",3/10/2014,10/23/1996,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22399923,Standard, $ 340.03 ,12/7/2013,7/28/1997,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+2594458,Standard," $ 2,509.00 ",1/27/2013,7/18/1996,13,TRUE,TRUE,TRUE,NOTICE,SPRINT,TRUE,Y,N,N,N,N,N,N,Y,N, ,
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+33438230,Premier, $ 217.36 ,5/10/2016,1/29/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28342992,Standard, $ 496.72 ,9/27/2011,1/17/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12070743,Premier," $ 1,359.50 ",8/26/2015,5/30/2006,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4560165,Premier, $ 596.51 ,5/4/2010,7/30/1997,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23858738,Standard, $ 209.43 ,5/31/2015,7/28/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+33165880,Standard, $ 287.71 ,1/20/2013,1/29/2007,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15899894,Standard, $ 284.35 ,9/24/2010,1/1/1998,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10223281,Standard, $ 400.82 ,5/18/2014,1/18/1996,20,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21825309,Premier, $ 355.03 ,9/25/2011,11/18/2008,15,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29390247,Standard," $ 2,242.83 ",9/2/2013,1/30/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+25664177,Standard, $ 237.66 ,1/13/2014,7/23/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+25570032,Standard, $ 401.25 ,1/28/2013,6/2/2015,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,Y,Y,11-50,English
+7944244,Premier, $ 466.19 ,3/1/2012,6/17/1997,13,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13097658,Premier, $ 388.50 ,1/28/2011,1/30/1997,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13157241,Standard, $ 427.90 ,9/13/2013,7/31/1997,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+21490250,Standard, $ 775.10 ,1/6/2012,3/8/2012,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1485680,Premier, $ 435.57 ,10/25/2013,1/29/1997,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32340163,Standard, $ 401.44 ,1/27/2013,7/28/1997,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14593251,Premier, $ 480.93 ,6/10/2011,7/22/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15802862,Premier, $ 670.83 ,4/19/2009,1/18/1996,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Portuguese
+13853297,Standard, $ 419.36 ,10/20/2013,4/27/1992,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+20184418,Standard," $ 1,546.80 ",5/13/2014,4/19/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
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+22672101,Premier, $ 315.47 ,7/5/2012,10/30/1996,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27284710,Premier," $ 1,704.33 ",11/17/2014,3/6/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20566856,Standard, $ 281.20 ,10/26/2010,10/30/1996,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16922717,Standard, $ 288.40 ,1/15/2013,1/30/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+8575929,Premier, $ 366.90 ,7/2/2011,7/18/1996,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10647718,Standard, $ 284.59 ,2/11/2013,7/31/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24667294,Standard, $ 296.37 ,5/18/2015,6/8/2010,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10052485,Premier, $ 430.13 ,4/15/2016,7/30/1997,20,FALSE,FALSE,FALSE,PAYMENT PLAN,,TRUE,N,N,N,N,Y,N,N,N,Y,101-500,English
+14797611,Standard, $ 98.40 ,12/10/2015,11/4/1996,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2511783,Premier, $ 559.87 ,6/3/2012,8/1/1985,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,
+15669397,Standard, $ 329.89 ,2/22/2015,10/23/1996,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20053727,Standard, $ 233.05 ,2/15/2014,3/27/2012,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15369086,Premier, $ 468.03 ,6/14/2013,10/30/1989,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8052822,Standard, $ 257.97 ,6/20/2011,10/24/1996,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34591530,Premier, $ 469.13 ,6/9/2013,7/26/2005,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18565047,Standard, $ 328.02 ,4/6/2012,1/18/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34354066,Premier, $ 216.48 ,6/14/2014,1/17/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+18069849,Standard, $ 361.28 ,8/7/2010,3/14/2012,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+30766507,Standard, $ 91.31 ,2/21/2016,11/1/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25146806,Standard, $ 472.19 ,1/30/2012,10/29/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12311016,Standard, $ 437.97 ,7/24/2012,11/1/1977,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26674491,Standard, $ 150.53 ,6/5/2016,1/12/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19609668,Premier, $ 300.10 ,9/9/2012,11/3/2004,13,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+1678573,Standard," $ 3,718.87 ",4/14/2012,10/22/1996,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+26179648,Standard, $ 633.73 ,10/26/2009,3/16/2009,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+27194252,Premier, $ 224.95 ,4/14/2014,7/31/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20062371,Premier, $ 396.72 ,2/20/2013,9/25/2002,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+18635458,Standard, $ 450.67 ,11/24/2011,11/1/1996,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+18665252,Premier, $ 495.97 ,10/1/2011,8/7/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12731525,Standard," $ 3,882.50 ",12/29/2009,10/28/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+29790663,Standard, $ 143.09 ,11/22/2015,8/7/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11875216,Standard, $ 794.20 ,10/17/2009,9/24/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22763583,Standard, $ 202.92 ,1/4/2013,11/1/1996,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15835397,Standard, $ 752.37 ,8/3/2010,2/16/2016,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+28667172,Standard, $ 413.75 ,6/15/2012,8/4/1997,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+12570795,Premier, $ 831.60 ,1/14/2014,2/6/2007,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+22769530,Premier, $ 378.99 ,4/7/2011,8/5/1997,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+11924933,Premier, $ 204.47 ,2/11/2014,10/31/1996,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+7115923,Standard, $ 590.08 ,6/6/2010,9/23/1997,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+3318613,Standard, $ 277.87 ,3/31/2013,2/5/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22305673,Standard, $ 291.87 ,6/5/2015,7/22/1996,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7765429,Premier, $ 368.75 ,7/13/2013,8/17/1984,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+22821509,Standard, $ 702.00 ,10/30/2010,8/19/2015,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11838505,Standard, $ 296.61 ,7/3/2015,9/24/1997,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+20801342,Premier, $ 246.82 ,11/9/2013,7/16/2003,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+20581830,Standard," $ 3,136.17 ",9/1/2011,1/19/1998,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4823164,Premier, $ 684.45 ,9/15/2010,8/8/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+12373209,Premier, $ 442.99 ,6/28/2012,2/5/1997,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26685146,Premier, $ 171.79 ,4/5/2015,9/24/1997,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+109316619,Premier," $ 1,993.98 ",4/5/2015,7/11/2000,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27690371,Premier," $ 1,069.36 ",4/28/2011,11/19/1996,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,51-100,
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+10734485,Premier, $ 251.96 ,10/3/2013,2/5/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28156928,Standard, $ 585.79 ,7/3/2009,2/5/1997,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+4890012,Standard, $ 619.30 ,10/3/2011,1/20/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29427990,Premier, $ 437.56 ,12/25/2013,1/17/1998,18,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+18425803,Standard, $ 416.46 ,7/12/2010,6/18/1997,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+54228835,Standard," $ 2,967.00 ",1/18/2012,1/22/1998,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16061518,Standard, $ 355.15 ,9/21/2013,2/27/2015,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+18177729,Standard, $ 345.73 ,10/28/2014,2/4/1997,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,English
+7837626,Standard, $ 305.62 ,9/13/2012,1/22/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7570487,Standard, $ 580.35 ,7/26/2010,1/21/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+28663210,Premier, $ 282.05 ,9/30/2014,6/23/1997,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+31683445,Standard, $ 239.20 ,1/2/2014,6/20/1997,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24427625,Standard, $ 481.89 ,12/12/2011,1/21/1998,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12522346,Premier, $ 427.57 ,9/15/2012,12/11/2003,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14236324,Standard, $ 276.24 ,12/15/2010,2/1/1998,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+14045482,Standard," $ 1,194.76 ",11/30/2013,1/23/1998,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,Y,Y,500+,English
+32478657,Standard," $ 3,073.87 ",1/31/2010,1/21/1998,41,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+16955454,Premier, $ 236.72 ,1/24/2012,1/23/1998,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26661974,Standard, $ 812.91 ,4/22/2007,1/23/1998,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24043915,Premier, $ 165.44 ,1/23/2014,6/20/1997,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+22919402,Standard, $ 481.73 ,12/13/2011,9/26/2012,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19430281,Standard, $ 312.69 ,4/26/2014,6/19/1997,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19972095,Premier," $ 4,900.78 ",3/31/2010,4/2/2014,9,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19380524,Premier, $ 624.87 ,9/11/2011,6/25/2008,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6756626,Premier, $ 384.72 ,2/24/2011,2/6/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26327019,Premier, $ 278.42 ,3/27/2013,2/19/2015,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9086779,Standard, $ 787.71 ,11/27/2011,5/6/2017,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+2556902,Premier, $ 507.47 ,8/3/2011,1/22/1998,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32843119,Standard," $ 1,129.73 ",5/13/2012,1/22/1998,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+55236511,Premier," $ 3,536.33 ",10/8/2010,2/12/2017,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+29984798,Premier, $ 237.43 ,1/15/2014,10/1/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17492021,Standard, $ 293.28 ,5/17/2012,12/23/1997,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30092880,Premier, $ 209.73 ,8/1/2014,12/13/1996,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4413091,Premier, $ 489.00 ,3/20/2013,8/22/1996,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,Spanish
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+20522913,Premier, $ 595.47 ,1/9/2012,9/4/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+8319923,Standard, $ 177.33 ,3/22/2015,6/24/1997,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53919510,Standard," $ 1,975.83 ",4/8/2014,9/9/2004,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10667638,Premier," $ 2,977.50 ",1/9/2012,4/1/2005,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+1583873,Premier, $ 246.44 ,11/11/2013,2/1/1997,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9840532,Premier, $ 769.95 ,5/19/2015,8/18/1997,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+9212618,Premier, $ 322.80 ,9/27/2011,12/30/1997,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9327578,Premier, $ 309.60 ,10/22/2015,9/11/1996,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+26838548,Standard," $ 1,212.58 ",4/5/2013,6/25/1997,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+33941569,Standard, $ 148.30 ,7/3/2015,10/4/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+2402614,Premier, $ 757.19 ,7/15/2010,12/27/2002,24,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Spanish
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+26840308,Premier, $ 267.70 ,6/12/2013,2/27/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6468673,Premier, $ 622.33 ,9/21/2011,3/3/1997,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+28139980,Premier, $ 203.81 ,12/26/2012,10/14/1997,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
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+23682388,Standard, $ 822.57 ,6/23/2009,6/25/1997,22,FALSE,FALSE,FALSE,NOTICE,SPRINT,FALSE,Y,N,N,N,N,N,Y,N,Y,51-100,English
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+16716535,Standard, $ 256.71 ,3/1/2013,9/5/2017,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18639893,Premier," $ 1,423.67 ",7/5/2015,2/27/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27743590,Standard," $ 1,647.17 ",1/2/2015,6/27/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31799237,Premier, $ 109.13 ,7/7/2016,3/7/1997,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+13122119,Premier, $ 356.17 ,2/9/2013,10/1/1997,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+31929375,Standard, $ 316.51 ,12/3/2013,10/17/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7269065,Premier, $ 553.05 ,11/6/2007,7/22/2002,24,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3805924,Standard, $ 286.58 ,1/5/2014,11/13/1998,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+17780516,Premier, $ 695.98 ,9/11/2012,4/16/1998,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4850652,Premier," $ 2,155.33 ",11/12/2013,7/16/1998,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4065122,Standard, $ 342.38 ,12/25/2011,9/16/1996,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+16356948,Standard, $ 267.22 ,6/16/2013,11/7/1995,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17727066,Standard, $ 207.33 ,11/20/2012,9/17/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+3183569,Premier, $ 279.60 ,9/2/2012,7/16/1998,24,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29237559,Standard, $ 721.95 ,4/8/2010,9/17/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+7908247,Premier, $ 249.01 ,9/17/2014,4/21/1998,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+7877122,Standard, $ 430.02 ,4/6/2010,11/13/1997,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31581321,Premier, $ 690.03 ,4/12/2014,1/1/1997,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+10098507,Premier," $ 4,381.50 ",11/15/2008,3/20/1997,9,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+18763680,Standard, $ 819.24 ,11/13/2009,1/1/1998,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4039644,Standard," $ 1,142.13 ",7/1/2015,6/16/1998,3,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+18821924,Premier, $ 287.12 ,1/24/2013,11/14/1997,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
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+18249443,Standard, $ 934.36 ,12/16/2014,6/16/1998,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y, ,
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+54490347,Premier," $ 1,026.50 ",5/25/2016,9/17/2014,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,Y,N,N, ,
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+31862647,Premier," $ 1,508.22 ",2/5/2016,8/14/2012,10,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26751151,Standard, $ 441.16 ,1/16/2010,12/23/2009,23,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18038423,Standard, $ 278.91 ,3/24/2013,7/17/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29623220,Premier, $ 738.67 ,6/2/2010,11/24/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7849258,Standard, $ 470.84 ,8/16/2013,4/11/1995,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+4994875,Premier," $ 5,959.17 ",5/3/2005,11/28/1997,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+17155140,Standard, $ 415.62 ,7/18/2010,5/2/2017,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+16412569,Standard, $ 443.80 ,5/29/2010,1/14/2005,46,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,1-5,
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+19177903,Standard, $ 178.67 ,7/11/2014,9/19/1997,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,1-5,
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+12805612,Standard," $ 3,621.80 ",6/14/2012,7/18/2002,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+17287868,Standard, $ 292.61 ,4/13/2015,11/26/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,
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+25454041,Premier," $ 3,475.98 ",9/14/2012,6/17/1998,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12019949,Standard," $ 5,313.33 ",10/22/2003,11/28/1998,21,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+30832974,Premier, $ 429.90 ,1/24/2014,1/1/1998,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2988286,Premier, $ 565.31 ,10/11/2010,2/6/2009,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8367619,Standard, $ 571.20 ,9/11/2010,8/25/2016,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26425631,Standard, $ 560.93 ,5/29/2012,2/7/2017,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Portuguese
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+11160761,Premier, $ 212.55 ,7/12/2014,9/19/1997,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18026926,Premier, $ 607.70 ,11/20/2011,1/29/1998,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+27594255,Premier, $ 861.21 ,12/26/2014,7/21/1998,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+22106343,Standard," $ 3,572.40 ",9/7/2008,7/24/1998,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+12859057,Standard, $ 502.27 ,1/25/2013,6/18/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25996177,Standard, $ 450.51 ,5/20/2012,6/21/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3817621,Standard, $ 388.88 ,1/26/2011,12/5/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30910509,Premier, $ 349.81 ,6/2/2013,1/28/1998,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+26763211,Premier, $ 291.54 ,12/23/2012,6/18/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29018150,Standard, $ 304.34 ,9/23/2012,10/22/2004,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18024671,Standard, $ 319.33 ,3/23/2014,10/16/2000,21,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26421159,Premier," $ 3,871.40 ",1/9/2012,7/24/1998,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26625311,Standard, $ 485.26 ,6/20/2013,7/29/1998,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+17460386,Standard, $ 492.60 ,3/5/2013,5/3/2007,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33966020,Standard, $ 515.52 ,8/1/2008,4/27/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+26691015,Premier," $ 1,297.40 ",6/5/2011,7/24/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27928082,Premier, $ 431.73 ,8/25/2012,1/9/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12311110,Standard," $ 1,452.27 ",7/23/2010,6/18/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+9455902,Standard, $ 216.32 ,3/4/2016,6/18/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+157503603,Premier," $ 3,420.67 ",1/11/2011,1/22/2010,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4372304,Premier, $ 396.48 ,12/2/2010,1/6/1985,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11343200,Standard," $ 3,310.17 ",4/11/2011,6/12/2008,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+17543369,Standard, $ 224.19 ,4/26/2015,12/2/1997,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13584439,Standard, $ 603.55 ,3/11/2012,10/21/2014,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15128654,Premier," $ 2,410.50 ",4/17/2013,12/28/1998,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+34198016,Premier, $ 356.95 ,9/11/2011,12/10/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6279070,Standard, $ 791.54 ,8/7/2011,7/23/2001,32,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+28864033,Standard, $ 175.36 ,1/20/2016,1/9/1997,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4162769,Premier," $ 1,314.13 ",6/28/2014,5/18/1998,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+25986778,Premier, $ 188.00 ,1/4/2015,6/19/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18431589,Standard, $ 180.99 ,2/23/2015,6/22/1998,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
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+3896395,Standard, $ 398.36 ,11/19/2010,6/22/1998,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+32176810,Standard, $ 606.58 ,4/4/2013,6/22/1998,33,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+9425966,Standard, $ 584.27 ,2/24/2012,1/10/2007,5,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+8866842,Premier, $ 595.77 ,1/8/2012,9/14/2004,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+25041139,Premier, $ 125.28 ,3/29/2016,1/9/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12890845,Premier, $ 968.86 ,3/21/2015,2/4/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
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+9102425,Premier, $ 622.50 ,9/20/2011,12/9/1998,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29845669,Standard, $ 190.88 ,12/15/2014,6/1/1998,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
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+5418006,Premier, $ 333.00 ,9/3/2013,2/4/1998,23,TRUE,FALSE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+1604948,Standard, $ 215.07 ,9/2/2012,8/11/2016,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
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+5850576,Standard, $ 184.82 ,1/27/2015,6/3/1998,27,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+7156612,Standard, $ 118.64 ,5/17/2015,9/8/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28145222,Premier, $ 334.37 ,1/5/2014,7/11/1996,14,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+17398577,Premier, $ 355.58 ,9/21/2011,6/23/1998,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29411125,Standard, $ 702.65 ,8/21/2012,6/24/1998,22,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27523598,Standard, $ 222.88 ,4/29/2014,6/23/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+57559670,Premier," $ 2,659.33 ",9/26/2012,7/17/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+12520441,Premier, $ 405.40 ,2/25/2014,2/4/1998,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16276626,Standard, $ 445.86 ,12/21/2011,6/4/1998,23,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17307156,Standard, $ 232.59 ,2/19/2014,6/24/1998,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24231701,Premier, $ 555.70 ,6/20/2012,6/24/1998,11,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
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+29222011,Standard, $ 466.97 ,6/18/2013,6/23/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18196518,Premier, $ 245.51 ,12/29/2014,12/9/1998,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,Y,N,N,N,N,N,Y,6-10,English
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+12475894,Standard, $ 536.91 ,12/2/2009,6/4/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+20583668,Standard, $ 307.27 ,9/4/2013,6/5/1998,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Spanish
+31277387,Premier, $ 229.97 ,4/2/2012,6/5/2010,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+53867787,Standard," $ 1,960.33 ",4/21/2014,6/24/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8047566,Premier," $ 1,193.92 ",7/20/2013,9/17/1998,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+4086692,Standard, $ 375.44 ,3/5/2008,7/19/2015,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+27373564,Standard, $ 275.01 ,11/5/2014,2/1/1998,20,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12856964,Standard, $ 173.61 ,12/15/2014,12/28/2010,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+5118954,Standard, $ 396.80 ,2/19/2013,8/11/2011,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+2231699,Standard, $ 601.12 ,4/11/2010,2/5/1998,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17459745,Standard, $ 142.27 ,11/28/2015,6/23/1998,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+15256331,Premier, $ 187.37 ,1/9/2015,12/24/1997,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+6254042,Premier, $ 329.11 ,2/10/2012,12/30/1998,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+24260378,Standard, $ 665.30 ,3/29/2011,9/17/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+2778329,Standard, $ 313.10 ,3/10/2015,9/14/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+23852391,Premier, $ 153.50 ,9/8/2015,6/25/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15342901,Standard," $ 2,339.50 ",6/14/2013,5/1/2015,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54140467,Premier," $ 2,945.00 ",2/5/2012,12/9/1998,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+12205974,Premier, $ 580.20 ,3/12/2012,3/9/2004,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27433321,Standard, $ 190.98 ,11/16/2014,2/5/1998,23,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+6686378,Standard, $ 139.53 ,10/15/2014,6/8/1998,9,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23561491,Premier, $ 212.33 ,9/30/2012,12/6/2012,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19517180,Standard, $ 490.35 ,10/30/2011,6/25/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16385956,Standard, $ 984.00 ,3/8/2013,6/8/1998,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+8338036,Premier, $ 434.17 ,3/7/2010,2/6/1998,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5294441,Standard, $ 438.80 ,2/2/2010,1/9/1998,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14665361,Standard," $ 2,584.18 ",3/29/2014,1/8/2015,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+31615297,Standard, $ 429.47 ,9/5/2012,10/22/2012,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+31965734,Standard, $ 416.40 ,5/31/2012,7/18/2012,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9130500,Standard, $ 422.85 ,10/5/2013,9/27/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,11-50,English
+7570331,Standard, $ 481.37 ,10/30/2010,2/5/1998,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+4601264,Premier, $ 193.45 ,4/11/2013,2/9/1998,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31282223,Standard, $ 529.77 ,10/4/2012,10/1/1998,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8809715,Standard, $ 335.51 ,4/18/2009,2/10/1998,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8400718,Premier, $ 300.17 ,10/22/2012,2/7/1998,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32578786,Standard, $ 330.74 ,4/16/2013,7/8/2010,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
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+13460742,Premier, $ 255.59 ,11/4/2014,2/1/1998,8,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+54063280,Standard," $ 3,053.50 ",11/8/2011,2/7/1998,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29129452,Premier, $ 439.12 ,1/31/2010,9/29/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+25330085,Standard, $ 955.55 ,4/22/2005,6/9/1998,25,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28366639,Standard, $ 691.93 ,12/10/2010,7/19/2015,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+11858884,Premier," $ 3,488.00 ",11/17/2010,2/7/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32453072,Standard, $ 225.89 ,10/30/2013,10/1/1998,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29771105,Standard," $ 2,090.33 ",1/5/2014,1/10/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31537226,Standard, $ 355.80 ,5/17/2015,6/25/1998,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+2166904,Standard, $ 636.13 ,7/27/2011,2/10/1998,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,11-50,English
+22115351,Premier, $ 265.43 ,6/28/2013,9/30/1998,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17830721,Premier," $ 1,552.02 ",9/23/2013,10/20/2016,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+23191507,Standard, $ 707.42 ,8/6/2012,1/10/1998,27,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17145834,Premier, $ 152.42 ,9/16/2015,6/9/1998,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26817899,Premier, $ 107.13 ,9/12/2015,1/31/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+53743391,Premier," $ 2,165.83 ",11/4/2013,10/10/2012,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+7969488,Premier, $ 297.55 ,4/25/2016,12/31/1998,24,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+28027620,Premier, $ 578.10 ,5/11/2007,1/14/1999,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+166548131,Premier," $ 3,113.33 ",9/20/2011,7/28/2012,8,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18223509,Standard, $ 282.47 ,10/13/2010,6/9/1998,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15433031,Standard, $ 556.14 ,11/26/2013,10/16/1998,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+33710278,Standard, $ 598.83 ,3/30/2012,2/7/2014,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3015014,Premier, $ 283.79 ,2/17/2013,6/9/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27790734,Premier, $ 496.77 ,2/16/2013,6/10/1998,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7951818,Premier, $ 287.07 ,9/4/2014,3/30/2010,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24769054,Premier, $ 451.12 ,8/14/2011,6/9/1998,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+2348673,Standard," $ 6,476.60 ",7/12/2007,6/11/1998,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+14895680,Standard, $ 739.40 ,7/22/2014,1/10/1998,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+28537144,Standard," $ 1,158.53 ",3/15/2012,1/8/2016,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+10688161,Standard, $ 473.49 ,1/24/2012,1/12/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24703856,Standard, $ 203.35 ,9/16/2014,11/18/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+25728169,Standard, $ 581.92 ,7/18/2010,7/1/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33007508,Standard, $ 433.16 ,2/29/2012,11/12/2014,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53857426,Premier," $ 2,514.83 ",1/22/2013,1/20/2015,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23403809,Premier, $ 447.94 ,12/9/2011,7/11/2010,23,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+2990347,Premier," $ 1,787.83 ",9/9/2014,11/19/1998,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24648226,Premier, $ 263.57 ,1/2/2015,1/22/1999,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6215215,Premier, $ 104.73 ,10/6/2015,1/28/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+57646872,Standard," $ 1,123.33 ",3/6/2016,6/3/2017,4,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+157556459,Premier," $ 2,571.50 ",12/6/2012,12/4/1998,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27110404,Premier, $ 542.63 ,8/12/2012,1/29/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+12059014,Premier, $ 290.91 ,7/18/2010,1/6/1999,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+23665526,Premier, $ 576.40 ,8/15/2010,1/6/1999,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+54107425,Premier," $ 3,168.67 ",8/5/2011,1/1/1999,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+7760610,Premier, $ 174.35 ,10/24/2013,1/23/1999,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+27420841,Standard, $ 222.77 ,7/30/2015,7/2/1998,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+19928165,Premier, $ 828.01 ,7/23/2011,7/7/1998,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+4831081,Premier, $ 380.49 ,12/15/2012,5/15/1984,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24610454,Premier, $ 533.00 ,9/21/2012,1/23/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+4420956,Premier, $ 599.34 ,7/13/2013,2/2/1999,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N,11-50,
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+28213127,Premier, $ 481.10 ,7/6/2013,1/25/1999,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28591921,Standard, $ 574.48 ,8/25/2010,1/21/1999,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+18380545,Standard, $ 852.58 ,10/31/2005,11/17/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+28103775,Premier, $ 382.59 ,5/3/2013,2/3/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+33890632,Premier, $ 576.46 ,7/12/2013,1/26/1999,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
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+53987138,Standard," $ 1,410.33 ",7/15/2015,1/22/1999,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4969644,Premier, $ 357.60 ,9/9/2014,2/3/1999,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+11156280,Standard, $ 450.59 ,11/9/2009,5/5/1999,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
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+19419797,Standard, $ 235.62 ,1/28/2014,6/7/2013,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+8742941,Premier, $ 443.17 ,11/17/2014,5/5/1999,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+54004917,Standard," $ 2,652.33 ",10/1/2012,2/5/1999,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29790090,Standard, $ 850.98 ,5/12/2011,8/2/2012,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19112725,Premier, $ 653.77 ,5/15/2011,7/1/1999,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+12571633,Standard, $ 369.94 ,2/11/2013,9/18/2008,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+32829138,Premier, $ 196.88 ,11/2/2014,6/28/1999,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28323203,Premier, $ 739.66 ,4/27/2012,7/6/1999,19,FALSE,FALSE,FALSE,AUTO RENEW,BILLING,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+3289196,Premier, $ 306.79 ,7/22/2012,7/6/1999,18,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+28730885,Standard, $ 787.49 ,3/18/2010,6/12/2012,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8941384,Standard, $ 642.40 ,8/13/2008,4/6/2007,2,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+18543642,Standard, $ 314.82 ,11/24/2014,11/14/2012,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+28829038,Standard, $ 257.01 ,2/5/2015,10/15/1999,21,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13502621,Standard, $ 194.19 ,4/4/2013,8/6/1999,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3228592,Standard, $ 396.05 ,2/23/2013,8/24/1999,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+19126032,Standard, $ 743.10 ,5/15/2010,2/9/1999,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22909443,Standard, $ 214.83 ,9/9/2015,1/28/1999,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26779650,Premier, $ 382.53 ,5/30/2014,1/28/1999,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+9328767,Premier, $ 309.09 ,8/20/2012,7/21/1999,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21084270,Standard, $ 555.24 ,7/6/2013,9/16/1999,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+15948550,Premier, $ 381.19 ,8/4/2014,9/16/1999,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,11-50,English
+16965603,Premier," $ 2,365.48 ",4/20/2015,9/1/1987,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,500+,
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+31283462,Standard, $ 291.00 ,7/17/2010,7/21/1999,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28923229,Premier, $ 269.85 ,5/28/2013,1/28/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16980417,Premier, $ 542.69 ,2/4/2011,7/6/1999,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+25516548,Premier, $ 477.88 ,6/27/2011,8/25/1999,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29116382,Premier," $ 4,278.50 ",2/7/2009,2/1/1995,1,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19109192,Premier, $ 247.17 ,10/9/2011,8/25/1999,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+24393731,Premier," $ 2,409.00 ",4/19/2013,2/9/1999,2,TRUE,TRUE,TRUE,NOTICE,BILLING,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
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+23254637,Standard, $ 381.13 ,6/5/2014,10/18/1999,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15901567,Premier, $ 152.38 ,9/17/2015,9/20/1999,16,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26299638,Premier," $ 2,674.00 ",9/13/2012,9/20/1999,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28273567,Premier," $ 3,427.02 ",10/14/2012,2/9/1999,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53736475,Standard," $ 3,709.12 ",4/20/2012,2/9/1999,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+8111338,Standard, $ 394.33 ,4/12/2014,2/9/1999,18,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4287969,Premier, $ 739.05 ,3/13/2004,2/9/1988,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3348900,Premier, $ 236.12 ,1/30/2012,3/24/2006,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+33395413,Premier," $ 2,494.83 ",2/7/2013,8/26/1999,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25201880,Premier, $ 149.91 ,6/8/2016,8/10/1999,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2368881,Standard, $ 495.23 ,10/5/2011,7/22/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21851084,Standard, $ 519.30 ,11/16/2012,6/1/2004,24,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+25724889,Standard, $ 945.90 ,2/4/2008,4/24/2015,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Italian
+9988767,Standard, $ 387.53 ,5/10/2014,1/21/2011,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21191605,Standard," $ 1,639.33 ",1/9/2015,3/28/2012,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4107830,Standard," $ 4,072.47 ",9/4/2011,8/26/1999,3,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+4513648,Standard, $ 537.31 ,2/27/2008,2/9/1999,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
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+30175663,Standard," $ 1,833.67 ",8/3/2014,9/21/1999,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+26917775,Premier, $ 721.12 ,12/18/2011,5/20/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+18428050,Premier, $ 431.68 ,3/25/2010,12/11/1999,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34038203,Standard," $ 6,060.67 ",2/9/2005,4/10/2017,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17002024,Standard, $ 239.44 ,12/27/2011,8/27/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21091077,Premier, $ 120.19 ,5/4/2016,12/10/1999,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26376803,Premier, $ 317.77 ,2/19/2015,7/7/1999,29,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25148606,Standard, $ 200.53 ,10/6/2014,8/10/1999,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+7807546,Premier, $ 323.10 ,1/28/2015,7/23/1999,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+19947228,Standard," $ 2,855.67 ",10/9/2013,12/17/2009,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5371627,Premier, $ 384.65 ,2/25/2011,8/2/1990,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+4887319,Standard, $ 251.35 ,10/7/2013,9/22/1999,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15050112,Standard, $ 330.11 ,1/27/2014,8/4/2003,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+159485048,Premier," $ 3,071.83 ",10/24/2011,7/23/1999,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+20511573,Standard, $ 229.50 ,3/13/2014,7/7/1999,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23192767,Premier, $ 372.72 ,3/28/2011,8/12/1999,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30099129,Premier, $ 312.00 ,7/30/2012,2/8/2000,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
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+33557714,Premier, $ 284.72 ,2/10/2013,11/9/1990,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31412227,Premier," $ 1,348.43 ",5/19/2014,2/17/2011,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+7929127,Premier, $ 553.74 ,1/3/2010,12/22/1999,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,6-10,
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+8830357,Standard," $ 1,019.20 ",12/26/2012,11/8/1999,16,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,101-500,
+27456094,Standard, $ 610.35 ,2/22/2010,11/6/1999,27,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+55608193,Premier," $ 4,148.95 ",7/18/2011,6/19/2015,11,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+18680428,Premier, $ 540.60 ,8/21/2012,11/30/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+33798296,Standard, $ 358.05 ,12/24/2010,12/8/2011,26,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54136891,Standard," $ 1,886.08 ",6/12/2015,12/22/1999,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+8618150,Standard, $ 793.63 ,7/30/2007,12/22/1996,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+7630465,Standard, $ 231.32 ,3/19/2012,6/7/2005,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+15899710,Standard, $ 339.30 ,1/16/2012,1/17/2012,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32525929,Premier, $ 196.80 ,11/2/2014,2/3/2000,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14338291,Premier, $ 292.64 ,7/1/2010,2/3/2000,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8839659,Standard," $ 4,107.78 ",8/13/2011,3/5/2010,4,TRUE,FALSE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25629606,Standard, $ 389.12 ,1/24/2011,2/3/2000,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+16436860,Standard, $ 519.60 ,6/2/2011,5/17/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23429518,Standard, $ 886.80 ,9/23/2013,12/23/1999,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+34512887,Premier, $ 649.97 ,8/3/2009,9/15/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+19283087,Premier, $ 125.24 ,3/29/2016,11/30/1999,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19199171,Standard, $ 689.73 ,4/7/2011,5/30/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15817858,Standard, $ 445.54 ,12/16/2009,5/11/2011,28,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11749446,Standard, $ 545.67 ,7/31/2012,11/30/1999,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+25676499,Premier, $ 281.52 ,10/22/2010,12/23/1999,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+19780185,Standard, $ 582.78 ,6/1/2012,2/9/2000,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+13762028,Standard," $ 1,190.73 ",1/9/2012,5/6/2009,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Japanese
+25108529,Premier, $ 330.82 ,5/26/2013,1/13/2000,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3591699,Standard, $ 423.50 ,4/22/2012,11/30/1999,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+164382605,Premier," $ 2,566.83 ",12/10/2012,11/14/2005,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5519471,Premier, $ 588.79 ,10/24/2009,11/15/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+57834281,Standard," $ 2,489.33 ",2/12/2013,11/30/1999,7,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+109404476,Standard," $ 2,014.83 ",3/30/2012,2/9/2000,1,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+19901996,Premier," $ 1,213.67 ",11/24/2011,11/10/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+11279914,Premier, $ 318.24 ,9/23/2015,1/13/2000,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
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+29062884,Standard, $ 539.81 ,7/21/2010,1/21/2000,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+6140638,Standard, $ 214.69 ,6/27/2014,1/20/2000,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+7868498,Premier, $ 302.17 ,3/25/2010,12/30/2002,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54387972,Standard," $ 2,243.33 ",9/1/2013,1/21/2000,3,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+7857246,Standard, $ 237.28 ,8/1/2013,1/21/2000,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21610669,Standard, $ 282.13 ,4/17/2015,1/29/2012,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+9106618,Standard, $ 242.08 ,12/13/2013,2/18/2013,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2843128,Premier, $ 466.00 ,3/2/2012,11/15/1999,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+53858605,Premier," $ 1,313.00 ",6/7/2016,11/15/1999,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+20938611,Premier," $ 1,902.27 ",5/14/2013,1/27/2000,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+53962938,Premier," $ 2,308.00 ",7/10/2013,1/21/2000,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+18609550,Standard, $ 717.95 ,7/4/2012,12/24/1999,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+9792336,Premier, $ 145.32 ,8/17/2014,8/9/2015,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+29437611,Premier, $ 192.43 ,4/22/2013,1/20/2000,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+2275185,Premier," $ 2,192.50 ",10/13/2013,2/4/2000,6,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28599000,Standard," $ 1,789.11 ",7/15/2011,3/14/2016,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+27462304,Standard, $ 829.13 ,1/19/2014,12/23/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+2770308,Standard, $ 259.71 ,1/22/2015,1/27/2000,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54740136,Standard," $ 2,510.83 ",1/25/2013,1/14/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+14831350,Standard, $ 813.83 ,5/26/2011,9/28/2007,18,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+6923682,Standard," $ 1,635.05 ",8/6/2004,5/13/2011,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17784018,Standard, $ 346.25 ,11/27/2011,1/21/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30139274,Premier, $ 192.12 ,5/18/2016,4/21/2003,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+26400008,Premier, $ 337.33 ,12/21/2013,12/18/2015,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
+20286218,Standard, $ 171.85 ,3/12/2013,12/3/1999,21,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+7987212,Standard, $ 273.73 ,12/6/2017,2/4/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+8620084,Standard, $ 151.67 ,6/13/2014,1/21/2000,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+21674989,Premier, $ 281.27 ,10/25/2010,1/14/2000,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+20384232,Standard, $ 179.24 ,3/8/2015,1/14/2000,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9738130,Standard, $ 464.17 ,6/30/2013,1/14/2000,2,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+22733067,Standard, $ 498.08 ,9/20/2011,2/4/2000,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+15204205,Premier, $ 440.78 ,1/19/2010,1/22/2000,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23290464,Standard, $ 153.15 ,7/21/2016,1/28/2000,23,FALSE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+53910944,Standard," $ 2,549.17 ",12/25/2012,5/30/2017,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10311377,Standard, $ 504.03 ,2/3/2011,4/4/2011,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26586623,Standard," $ 3,127.67 ",9/8/2011,1/28/2000,8,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+7995122,Standard, $ 630.51 ,11/11/2009,1/9/2018,16,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33965925,Standard, $ 383.58 ,3/5/2011,11/16/1993,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+8464653,Standard, $ 250.04 ,10/17/2013,1/14/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10567279,Standard, $ 935.83 ,8/11/2008,1/14/2000,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+31517055,Standard, $ 292.08 ,12/19/2012,5/11/2011,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31900351,Premier, $ 229.96 ,5/27/2014,1/28/2000,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,1-5,English
+24403418,Standard, $ 341.47 ,2/16/2009,2/9/2000,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28570087,Premier, $ 513.88 ,1/30/2014,2/5/2000,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+4538113,Premier, $ 290.12 ,7/26/2010,5/6/2015,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+35009059,Standard," $ 1,890.33 ",3/22/2010,1/14/2000,14,FALSE,FALSE,FALSE,NOTICE,,FALSE,Y,N,N,N,N,N,Y,N,N,101-500,
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+30085249,Premier, $ 431.71 ,12/3/2011,2/10/2000,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+13208872,Standard, $ 260.64 ,10/7/2014,7/18/2016,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34719706,Standard, $ 332.10 ,3/8/2012,2/21/2000,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6542103,Standard, $ 393.31 ,3/21/2010,2/10/2000,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23418601,Premier, $ 111.71 ,7/27/2015,2/21/2000,9,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24460539,Standard, $ 496.19 ,12/18/2008,2/10/2000,11,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+25359835,Premier, $ 653.57 ,6/24/2010,1/1/2000,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+31130640,Standard, $ 323.37 ,1/27/2015,3/11/2017,14,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26258976,Standard, $ 411.36 ,2/25/2015,11/19/2014,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8081010,Standard, $ 981.75 ,7/22/2015,2/22/1998,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+25921802,Premier, $ 973.75 ,12/18/2009,2/21/2000,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,Spanish
+3239557,Standard, $ 145.28 ,8/17/2014,3/12/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11479920,Premier, $ 398.69 ,9/6/2012,3/14/2011,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+32467266,Standard, $ 527.03 ,10/15/2012,2/21/1999,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+54377009,Standard," $ 2,494.22 ",9/16/2010,2/16/2006,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+29611187,Standard, $ 319.00 ,2/14/2015,2/21/2000,16,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+13820525,Standard," $ 4,875.47 ",1/12/2005,8/31/2010,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y, ,
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+16879322,Premier, $ 461.63 ,3/25/2012,2/10/2000,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12516414,Standard, $ 282.10 ,3/1/2013,2/12/2018,15,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29611913,Standard, $ 196.11 ,11/7/2014,2/21/1996,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5407179,Standard, $ 420.19 ,10/23/2012,8/14/2013,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+27205283,Standard, $ 590.96 ,4/30/2012,2/10/2000,11,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+21095617,Standard, $ 195.39 ,11/12/2014,2/10/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+15411643,Premier, $ 480.16 ,6/15/2011,6/3/2004,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54787688,Premier," $ 1,975.50 ",4/9/2014,2/15/1993,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3700121,Standard, $ 403.43 ,3/5/2014,10/3/2014,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2121580,Premier," $ 1,949.17 ",4/30/2014,1/24/2000,12,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20581779,Standard, $ 447.31 ,6/6/2012,2/7/2000,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+18482928,Premier, $ 285.07 ,2/8/2013,2/11/2000,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9126856,Premier, $ 380.86 ,3/24/2011,3/28/2000,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+4989249,Premier, $ 503.63 ,1/19/2013,2/1/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+54111751,Premier," $ 5,761.38 ",10/5/2008,2/1/2000,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+19664714,Standard, $ 327.18 ,4/12/2012,6/14/2000,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27189437,Standard," $ 1,992.83 ",3/25/2014,2/18/2000,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13447403,Standard, $ 212.88 ,9/24/2012,7/6/2000,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26622896,Premier, $ 453.39 ,5/6/2012,3/25/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17090947,Standard, $ 523.41 ,5/13/2011,6/27/2000,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,
+24728326,Premier, $ 692.53 ,12/8/2010,6/27/2000,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+1141623,Premier, $ 237.58 ,1/14/2014,3/17/2008,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,Y,N,N,N,Y,N,Y,6-10,English
+23961954,Standard, $ 296.51 ,7/18/2014,3/10/2000,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+8499593,Standard, $ 326.31 ,10/10/2013,4/28/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8449134,Premier," $ 1,475.00 ",6/6/2010,9/24/2015,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3358728,Standard, $ 161.54 ,7/13/2015,7/15/2014,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12443111,Standard, $ 254.80 ,8/14/2014,9/11/2012,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18304561,Standard," $ 2,614.30 ",3/10/2014,2/20/2012,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+31679648,Standard, $ 385.12 ,8/27/2012,6/27/2000,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+19777640,Standard, $ 217.36 ,8/27/2015,5/1/2006,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18646735,Premier," $ 3,020.12 ",6/28/2013,3/10/2000,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+17272036,Premier, $ 612.77 ,10/30/2011,10/15/1987,8,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+19292899,Standard, $ 428.72 ,9/9/2012,2/18/2000,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+109375274,Standard," $ 2,485.60 ",5/31/2014,8/2/2016,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+25478375,Premier, $ 497.30 ,2/14/2013,4/13/2000,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+33396065,Premier, $ 368.04 ,6/24/2011,6/7/1989,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12436301,Standard, $ 444.93 ,9/16/2013,12/20/2013,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+9860853,Premier, $ 245.17 ,10/30/2011,6/27/2000,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3783375,Standard, $ 662.67 ,4/9/2011,2/18/1977,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+13336504,Standard, $ 234.55 ,2/5/2014,3/10/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14619413,Standard," $ 2,297.75 ",9/26/2014,6/6/2012,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+9645786,Standard, $ 740.09 ,4/25/2012,2/18/2000,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2596784,Standard," $ 1,864.81 ",8/13/2002,4/13/2000,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15122478,Standard, $ 152.40 ,6/5/2014,7/6/2000,25,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+53885077,Premier," $ 1,899.83 ",6/10/2014,10/26/2017,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3583410,Premier," $ 1,335.07 ",12/16/2014,7/25/2001,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,500+,English
+34676107,Standard, $ 347.09 ,11/21/2011,6/27/2000,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10757137,Standard, $ 173.29 ,11/3/2013,7/6/2000,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+54570579,Standard," $ 4,152.33 ",5/22/2009,6/27/2000,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+3365174,Standard, $ 975.60 ,3/25/2013,4/1/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+17109157,Standard, $ 154.67 ,5/13/2014,6/27/2000,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+13676564,Premier," $ 1,463.53 ",6/30/2010,3/15/1986,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+16885343,Standard, $ 472.08 ,1/31/2012,5/1/2008,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12676683,Standard, $ 300.05 ,10/17/2013,6/27/2000,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+4488097,Standard, $ 227.67 ,4/26/2012,2/18/2000,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28875463,Premier," $ 2,614.50 ",11/1/2012,6/8/2000,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30981794,Premier, $ 135.83 ,11/22/2014,6/27/2000,38,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16362700,Premier, $ 747.34 ,2/14/2009,6/27/2000,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+31977649,Premier, $ 865.71 ,3/27/2011,6/27/2000,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+35063585,Premier, $ 359.07 ,4/12/2013,2/8/2012,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25654308,Premier, $ 364.55 ,7/19/2011,6/15/1998,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11027997,Standard, $ 346.37 ,11/5/2013,6/27/2000,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5560523,Premier, $ 284.72 ,2/10/2013,6/27/2000,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+53722555,Premier," $ 2,703.17 ",8/21/2012,7/6/2000,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15886569,Premier, $ 652.23 ,5/22/2011,9/16/2015,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12388013,Premier, $ 298.45 ,7/8/2014,6/27/2000,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+11925476,Standard, $ 377.90 ,4/14/2011,6/8/2000,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11584003,Premier," $ 1,734.58 ",12/2/2010,2/4/2005,11,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+5830247,Premier, $ 422.29 ,5/31/2010,6/27/2000,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20316055,Standard," $ 3,067.57 ",5/29/2013,7/5/2011,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5860043,Premier, $ 369.00 ,7/24/2014,6/27/2000,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25339769,Standard, $ 195.78 ,6/24/2014,4/13/2000,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+17854310,Premier, $ 275.64 ,5/16/2014,7/7/2000,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+54024507,Standard," $ 1,718.82 ",9/26/2015,5/2/2000,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2511206,Premier," $ 3,099.67 ",10/1/2011,7/7/2000,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7811807,Standard, $ 353.68 ,9/28/2013,7/6/2000,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+6237477,Standard," $ 2,512.80 ",1/2/2014,9/5/2002,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
+35129818,Premier, $ 272.76 ,10/26/2012,7/6/2000,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Portuguese
+30409063,Standard, $ 232.68 ,3/5/2012,7/7/2000,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+5602171,Standard, $ 254.50 ,11/10/2014,6/14/2000,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2859469,Standard, $ 232.74 ,2/18/2014,4/13/2000,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+12193435,Standard, $ 908.39 ,12/27/2004,6/8/2000,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+12906036,Premier," $ 6,099.67 ",1/8/2005,8/7/2013,13,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26069206,Standard, $ 489.90 ,3/16/2013,3/13/2000,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15646326,Premier, $ 583.47 ,5/29/2012,5/2/2000,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+25686997,Standard, $ 411.34 ,6/19/2010,7/7/2000,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+27197711,Standard, $ 213.63 ,9/15/2015,7/6/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7159471,Standard, $ 555.95 ,9/16/2011,1/26/2016,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+28041275,Standard, $ 632.47 ,8/11/2011,3/31/1984,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20815583,Premier," $ 1,230.07 ",10/21/2011,7/7/2000,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+23351026,Standard, $ 741.21 ,9/16/2010,12/27/2017,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7420130,Premier, $ 344.51 ,11/14/2013,8/15/2001,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+17372110,Premier, $ 259.73 ,6/2/2011,7/14/2005,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+8879506,Standard, $ 357.47 ,9/8/2011,2/13/2006,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7149888,Standard, $ 259.28 ,6/7/2011,6/19/2000,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9924185,Standard, $ 538.64 ,2/24/2011,2/18/2000,23,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+26576986,Premier, $ 616.35 ,1/23/2010,8/29/2007,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9598530,Premier, $ 382.32 ,12/5/2012,9/8/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31384001,Standard, $ 220.83 ,7/5/2012,6/8/2000,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+54634949,Standard," $ 3,096.17 ",5/11/2013,8/9/2012,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+29405681,Standard, $ 212.69 ,7/11/2014,7/7/2000,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7954459,Standard, $ 202.39 ,1/10/2013,3/14/2000,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25129167,Premier, $ 437.96 ,2/8/2010,5/4/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+34786880,Premier, $ 135.72 ,11/23/2014,6/27/2000,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+11319679,Premier, $ 549.53 ,7/15/2012,5/4/2000,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6656134,Standard, $ 346.09 ,3/28/2011,7/22/2017,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20831405,Standard, $ 249.09 ,10/23/2013,7/7/2000,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10898159,Standard, $ 473.39 ,5/30/2009,7/7/2000,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10863569,Premier, $ 362.06 ,8/6/2011,6/15/1999,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
+29262030,Standard," $ 1,286.67 ",6/27/2011,7/7/2000,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+10067156,Premier, $ 390.57 ,1/14/2011,3/13/2000,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,
+6109131,Standard, $ 497.63 ,2/13/2013,1/1/1997,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+23756553,Standard," $ 1,653.67 ",12/28/2014,5/3/2000,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+14863735,Premier, $ 408.08 ,12/24/2012,5/4/2000,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Spanish
+23308899,Standard," $ 2,394.67 ",4/30/2013,5/3/2000,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19712390,Standard, $ 651.21 ,9/5/2011,6/27/2000,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+33964625,Premier, $ 309.66 ,8/15/2012,7/7/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18752097,Premier, $ 309.98 ,8/13/2012,6/27/2000,19,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+11037651,Standard," $ 4,275.67 ",2/10/2009,3/9/2004,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31085305,Premier, $ 436.80 ,2/16/2010,7/7/2000,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+2410798,Premier, $ 449.16 ,9/15/2009,5/4/2000,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+30282192,Standard, $ 656.63 ,1/13/2013,4/14/2000,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+19119979,Standard, $ 296.48 ,11/18/2012,7/6/2005,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9327250,Premier, $ 185.19 ,11/27/2015,4/14/2004,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31920789,Standard," $ 1,004.90 ",6/24/2011,6/27/2000,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+6984730,Standard, $ 393.84 ,3/7/2013,3/1/1995,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+1744071,Standard, $ 746.30 ,8/27/2010,10/21/2010,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28576302,Standard, $ 186.25 ,6/24/2013,3/4/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15524873,Standard," $ 1,024.43 ",5/5/2004,6/9/2000,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+25805166,Standard, $ 408.99 ,12/19/2012,7/7/2000,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2957913,Standard, $ 962.31 ,10/13/2011,3/5/2005,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,11-50,Thai
+31000277,Premier, $ 693.94 ,9/18/2012,2/18/2000,18,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,English
+26047006,Premier, $ 656.07 ,5/6/2011,5/8/2000,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+54585352,Premier," $ 3,984.50 ",10/6/2009,6/27/2000,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+33211620,Standard, $ 735.43 ,6/15/2010,6/9/2000,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26357945,Standard, $ 134.40 ,1/23/2016,6/27/2000,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+27575380,Premier, $ 194.90 ,11/16/2014,7/7/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+53914587,Premier," $ 4,402.83 ",10/29/2008,6/28/1977,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9602339,Premier, $ 228.77 ,2/19/2016,5/8/2000,12,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+19176025,Premier, $ 693.50 ,12/4/2010,3/7/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+3934258,Premier, $ 260.21 ,5/29/2011,7/20/2000,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+29947809,Premier, $ 258.84 ,8/15/2013,11/13/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+54753199,Premier," $ 3,339.67 ",3/18/2011,6/14/2000,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,Y,N, ,
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+25181082,Premier, $ 253.18 ,9/24/2013,10/20/2009,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+34757349,Premier, $ 782.77 ,12/3/2009,7/14/2000,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+21417892,Standard, $ 751.83 ,12/15/2011,10/28/2002,17,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+14211159,Standard," $ 1,981.60 ",2/22/2013,6/12/2000,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,500+,English
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+9429763,Premier, $ 654.85 ,7/9/2009,7/17/2000,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30755523,Standard, $ 258.00 ,8/21/2013,6/28/2000,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+7864239,Premier, $ 313.04 ,12/13/2011,2/18/2000,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+24390041,Premier," $ 2,913.67 ",3/1/2012,5/14/2003,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16592744,Premier," $ 3,388.67 ",2/6/2011,7/7/2000,1,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+53930970,Standard," $ 2,504.33 ",1/30/2013,7/8/2000,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+9344268,Premier, $ 481.89 ,12/12/2011,5/10/2000,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+54247035,Standard," $ 3,542.72 ",8/3/2012,1/26/2006,5,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33261936,Standard, $ 409.94 ,8/28/2010,5/15/2000,16,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17750012,Standard, $ 309.98 ,2/16/2013,5/11/1982,7,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,English
+6044516,Premier," $ 1,894.60 ",2/27/2015,7/8/2000,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+18811641,Premier, $ 281.96 ,10/18/2010,7/17/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+20498831,Premier," $ 2,975.36 ",10/1/2011,6/28/2005,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,500+,English
+27243403,Premier, $ 631.90 ,11/20/2011,5/12/2000,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6824458,Premier," $ 2,263.52 ",10/17/2014,7/8/2000,1,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+11309237,Premier, $ 628.55 ,4/12/2013,7/8/2000,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+13674656,Standard, $ 274.63 ,4/23/2013,8/29/2016,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13120388,Premier, $ 309.02 ,5/15/2015,8/2/2000,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25520141,Standard, $ 480.21 ,12/20/2011,7/17/2000,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34554123,Standard, $ 599.00 ,12/26/2011,7/7/2000,11,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20245021,Premier," $ 1,401.33 ",12/27/2002,8/28/2000,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17942998,Premier, $ 793.65 ,11/9/2011,12/23/2017,19,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+13459672,Premier, $ 86.57 ,4/9/2016,6/15/2000,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+26547794,Premier, $ 386.08 ,4/15/2013,6/29/2000,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+4619293,Premier, $ 365.34 ,3/9/2013,6/13/2000,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12931611,Premier, $ 934.00 ,6/18/2013,7/18/2006,7,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+8793041,Standard, $ 997.53 ,10/26/2011,5/13/2015,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+54028013,Premier," $ 1,926.83 ",5/18/2014,5/10/2012,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23274747,Premier, $ 263.96 ,7/9/2013,4/17/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Russian
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+7048679,Premier," $ 1,701.83 ",11/19/2014,8/26/1998,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,English
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+13767605,Standard, $ 568.74 ,1/21/2012,3/18/1979,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,
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+17811677,Premier, $ 308.70 ,4/6/2014,8/7/2000,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,N,1-5,
+4038722,Standard, $ 182.68 ,7/30/2013,6/26/2014,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+19420595,Premier, $ 537.45 ,2/26/2008,6/15/2000,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+109738099,Standard," $ 1,390.67 ",8/1/2015,7/11/2000,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26228609,Premier," $ 2,166.27 ",8/17/2012,6/15/2000,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+17691535,Standard," $ 3,358.83 ",3/3/2011,8/28/2011,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4936051,Standard, $ 670.32 ,4/21/2009,6/15/2000,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28946802,Standard, $ 501.56 ,4/17/2013,4/8/2008,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+16159712,Premier, $ 626.11 ,12/13/2011,8/8/2000,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32336400,Standard, $ 269.31 ,8/20/2014,6/29/2000,9,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32555669,Standard, $ 580.11 ,6/11/2012,10/11/2000,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12088418,Standard, $ 191.26 ,12/12/2014,3/4/2015,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+20793798,Premier," $ 3,469.17 ",12/2/2010,7/13/2000,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12739618,Standard," $ 1,477.83 ",5/21/2015,10/14/2003,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34641378,Standard, $ 600.37 ,12/20/2011,9/3/2013,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+10935330,Premier, $ 550.53 ,7/11/2012,10/2/2000,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+12527619,Premier, $ 304.68 ,1/27/2016,6/24/2014,14,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+5325610,Premier, $ 145.66 ,11/4/2015,8/21/2000,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+158311899,Premier, $ 779.22 ,3/15/2016,12/18/2015,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
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+25905252,Premier, $ 478.80 ,5/1/2013,3/8/2005,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+9037242,Standard, $ 555.12 ,12/2/2010,10/19/2000,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9551702,Standard, $ 117.89 ,5/25/2015,8/1/1999,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+56531104,Premier," $ 3,278.17 ",5/8/2011,4/4/2011,7,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+19702791,Premier, $ 275.43 ,4/18/2013,7/31/2000,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+18538310,Premier," $ 2,312.83 ",7/6/2013,12/2/2013,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16041910,Standard, $ 293.77 ,12/7/2012,10/20/2000,6,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14728315,Standard," $ 3,618.77 ",6/16/2012,10/20/2000,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29675350,Standard," $ 1,709.83 ",11/12/2014,1/13/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10554427,Standard, $ 497.00 ,2/15/2013,11/30/2000,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+24876444,Premier, $ 241.35 ,12/18/2013,6/21/2000,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6629620,Premier, $ 222.03 ,8/3/2015,1/2/2017,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17979352,Premier, $ 490.21 ,4/20/2011,1/4/2001,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
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+20482795,Standard, $ 299.67 ,4/20/2010,12/12/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22995301,Standard," $ 2,195.83 ",10/10/2013,6/24/2004,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54006408,Premier," $ 3,073.20 ",12/15/2012,6/22/2000,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,N, ,
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+33199200,Premier, $ 251.69 ,8/24/2011,2/1/2001,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+17733124,Premier, $ 142.18 ,1/2/2013,2/19/2001,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+53809099,Standard," $ 3,219.83 ",6/24/2011,2/1/2001,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32903560,Premier, $ 344.32 ,12/11/2011,6/19/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+13749046,Premier," $ 1,249.80 ",9/11/2011,1/24/2001,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+3883663,Premier, $ 200.36 ,10/8/2014,10/27/2000,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14053860,Premier, $ 983.28 ,12/1/2004,12/14/2000,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+58247789,Premier," $ 5,336.07 ",6/30/2009,2/1/2001,6,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,FALSE,Y,N,N,N,N,N,N,N,N, ,
+6317605,Premier, $ 182.59 ,7/31/2013,12/13/2000,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16195262,Premier, $ 313.23 ,4/23/2014,2/12/2013,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+34915304,Standard, $ 587.51 ,8/10/2011,6/6/2005,7,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+30880238,Standard, $ 300.27 ,6/29/2014,1/24/2001,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10941406,Premier," $ 4,020.03 ",10/7/2011,1/17/2001,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+17758935,Premier, $ 338.97 ,8/1/2013,6/23/2000,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23645473,Standard, $ 308.57 ,8/23/2012,1/24/2001,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+54053044,Standard," $ 3,664.17 ",6/26/2010,6/2/2010,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6165563,Premier, $ 423.52 ,10/6/2012,2/28/2017,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32646713,Standard, $ 647.76 ,1/16/2014,9/24/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,Y,N,N,N,Y,N,Y,51-100,Hebrew
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+22763955,Standard," $ 2,501.33 ",2/2/2013,10/5/2004,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30585980,Premier, $ 324.91 ,4/28/2012,1/17/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+16031526,Premier, $ 363.95 ,8/7/2013,1/17/2001,24,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34593874,Standard," $ 2,978.27 ",2/27/2009,4/22/2016,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+13605773,Premier," $ 1,751.12 ",9/8/2011,10/23/2015,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+11589235,Standard," $ 3,101.00 ",9/30/2011,1/5/2001,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9535920,Standard, $ 347.54 ,11/18/2011,12/14/2000,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20739078,Premier," $ 4,556.28 ",11/3/2010,9/21/2016,8,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28577682,Standard, $ 614.27 ,10/24/2011,1/4/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3674919,Premier," $ 1,530.73 ",2/12/2010,1/25/2001,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+34990929,Premier, $ 403.89 ,8/8/2012,1/8/2001,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14384626,Premier, $ 218.72 ,5/29/2014,12/14/2000,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+22925294,Standard, $ 457.42 ,8/6/2014,2/23/2001,10,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+7501038,Premier, $ 259.69 ,2/5/2013,1/18/2001,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19755466,Standard, $ 634.45 ,10/22/2009,1/25/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24619845,Premier, $ 546.10 ,7/29/2012,12/14/2000,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9709677,Standard," $ 1,361.67 ",1/24/2011,10/1/2015,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+23290046,Standard, $ 350.04 ,10/31/2011,1/25/2001,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+25282977,Standard, $ 966.33 ,4/13/2013,2/15/2010,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+9609954,Standard, $ 236.77 ,2/23/2016,2/23/2001,13,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+22894301,Standard," $ 3,504.83 ",11/3/2010,1/25/2001,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11016298,Premier, $ 354.23 ,10/1/2011,1/8/2001,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17150720,Premier, $ 413.18 ,8/5/2010,2/29/2012,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23931799,Premier," $ 2,167.10 ",12/17/2014,1/25/2001,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+7035976,Premier, $ 238.66 ,2/5/2015,4/15/2004,12,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23509861,Premier, $ 293.58 ,12/30/2013,12/14/2000,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28068466,Standard," $ 4,237.78 ",5/23/2011,2/22/2001,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9450100,Standard, $ 463.75 ,4/10/2011,6/4/2016,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+24585040,Standard, $ 595.78 ,4/11/2012,7/17/2014,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32373911,Standard, $ 496.30 ,2/18/2013,2/13/2013,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+4597779,Standard, $ 507.17 ,1/5/2013,12/28/2005,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+24123381,Premier, $ 519.65 ,11/9/2010,8/27/2005,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+20223890,Standard, $ 622.75 ,12/26/2011,9/5/2013,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28305771,Premier, $ 331.39 ,3/13/2012,2/23/2001,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+28294145,Standard, $ 537.41 ,3/3/2011,1/25/2001,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+28087288,Premier, $ 423.66 ,5/21/2010,1/25/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+20775557,Standard," $ 3,517.15 ",8/19/2012,9/2/2004,3,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7508234,Standard, $ 97.51 ,12/19/2015,2/1/2001,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10193336,Premier, $ 361.01 ,8/22/2013,8/31/2010,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+109498090,Premier," $ 3,172.67 ",8/2/2011,3/12/2001,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7717473,Standard, $ 289.70 ,1/5/2013,1/18/2001,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9325390,Standard, $ 315.49 ,4/12/2014,3/13/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32569031,Premier, $ 218.41 ,7/29/2012,1/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16412452,Premier, $ 428.05 ,9/12/2012,1/25/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+32386068,Standard," $ 2,622.67 ",4/19/2010,2/23/2001,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+25788776,Standard," $ 1,676.00 ",1/1/2014,1/25/2001,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+32728061,Standard, $ 805.20 ,3/9/2014,11/3/2000,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15824361,Premier," $ 2,832.27 ",8/4/2012,12/15/2000,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+34818701,Standard, $ 240.84 ,12/13/2011,2/26/2001,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32206865,Standard, $ 356.27 ,9/16/2011,2/1/2001,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7484005,Standard," $ 2,878.93 ",8/18/2010,12/18/2000,51,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+32226691,Standard, $ 455.96 ,10/2/2009,2/1/2001,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26468009,Premier, $ 245.53 ,11/13/2008,3/21/2010,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54108427,Standard," $ 2,493.75 ",9/17/2010,1/25/2001,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+14358414,Premier, $ 329.13 ,1/4/2015,1/18/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+33506557,Standard," $ 2,803.00 ",5/31/2012,2/2/2001,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54436056,Standard," $ 3,210.00 ",7/3/2011,1/25/2001,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+15823484,Standard," $ 4,288.05 ",4/21/2011,12/21/2016,7,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+23230579,Premier, $ 348.02 ,11/15/2011,1/25/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7982720,Standard, $ 273.05 ,5/5/2013,1/8/2001,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6124834,Standard, $ 579.53 ,3/14/2012,1/18/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+6751549,Premier, $ 126.27 ,2/28/2015,3/1/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Thai
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+9442204,Standard, $ 813.00 ,5/29/2011,4/25/2001,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+24329021,Premier, $ 239.83 ,12/29/2013,4/5/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+2438933,Premier, $ 375.28 ,5/3/2011,5/2/2001,18,TRUE,TRUE,TRUE,NOTICE,BILLING,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
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+28948268,Premier, $ 778.83 ,12/25/2011,4/10/2001,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7796751,Standard, $ 680.88 ,8/4/2012,10/27/2004,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+5719488,Standard, $ 75.81 ,7/28/2016,7/2/2004,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+6790156,Standard," $ 3,190.83 ",7/18/2011,3/9/2007,9,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21609812,Standard, $ 380.96 ,12/12/2012,5/4/2001,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23967787,Standard, $ 394.02 ,12/20/2010,5/26/2009,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
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+31787671,Premier," $ 3,746.50 ",4/19/2010,5/4/2001,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8886164,Standard, $ 507.83 ,3/23/2013,6/27/1995,15,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18017598,Premier, $ 309.20 ,5/14/2014,6/22/2001,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33504080,Premier, $ 449.11 ,12/3/2011,2/13/2001,30,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8114659,Standard," $ 3,424.63 ",10/16/2012,2/1/1993,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,500+,
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+17228762,Standard, $ 251.16 ,10/9/2013,7/21/2014,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27490216,Standard, $ 196.93 ,11/1/2014,5/8/2001,15,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2909100,Standard, $ 275.79 ,4/15/2013,5/15/2000,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+2918013,Premier, $ 298.61 ,11/3/2012,1/23/2004,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34491733,Standard," $ 2,377.50 ",5/14/2013,3/23/2001,11,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+23925113,Standard," $ 1,619.20 ",2/28/2014,4/7/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+15419656,Premier, $ 633.33 ,10/4/2008,8/11/2005,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+22916451,Standard, $ 408.25 ,9/9/2010,8/15/2013,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10414063,Premier," $ 2,051.67 ",2/5/2014,2/13/2001,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2267240,Premier, $ 221.61 ,6/27/2012,2/14/2001,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20933822,Premier," $ 1,047.55 ",5/6/2015,2/13/2001,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+32606066,Premier, $ 270.32 ,2/14/2011,5/23/1979,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+165435640,Premier," $ 3,407.17 ",1/22/2011,3/22/2001,2,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+4221514,Standard, $ 307.89 ,5/20/2014,6/14/2001,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+22150868,Standard, $ 244.79 ,11/9/2014,2/14/2001,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2998174,Premier, $ 561.68 ,10/29/2010,3/23/2001,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+29621213,Standard, $ 79.65 ,6/19/2016,2/14/2001,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21292012,Standard, $ 293.37 ,12/10/2012,8/22/2013,16,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+19039175,Standard, $ 548.67 ,7/19/2012,6/14/2001,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15006979,Premier, $ 300.86 ,10/17/2012,7/11/2001,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54387685,Premier," $ 3,426.00 ",1/7/2011,2/13/2001,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21785398,Premier, $ 285.12 ,2/7/2013,4/11/2001,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+25368263,Premier, $ 448.19 ,12/8/2011,7/11/2001,17,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20039025,Premier, $ 332.10 ,3/8/2012,5/31/2001,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10803742,Standard, $ 695.10 ,11/27/2010,6/14/2001,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+17745110,Premier, $ 225.00 ,3/5/2016,8/29/2014,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32358352,Premier, $ 351.60 ,10/9/2013,1/14/2010,22,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+54781356,Premier," $ 1,692.95 ",4/11/2013,5/31/2001,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
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+2225426,Premier, $ 355.61 ,9/24/2008,5/9/2001,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33543300,Standard, $ 447.54 ,12/1/2009,3/26/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15613633,Premier, $ 723.19 ,6/17/2012,7/11/2001,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+19113616,Standard, $ 801.00 ,3/17/2014,3/26/2001,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+6854053,Standard, $ 220.82 ,5/14/2014,6/22/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+16547591,Standard, $ 143.83 ,9/1/2014,3/31/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+28661725,Premier, $ 147.12 ,7/29/2014,5/9/2001,12,TRUE,TRUE,TRUE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25500124,Premier," $ 1,389.17 ",8/2/2015,6/22/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4263827,Standard, $ 277.67 ,8/2/2015,6/21/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,Spanish
+32027203,Premier," $ 1,083.68 ",5/9/2009,4/12/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
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+8469678,Premier," $ 2,040.27 ",12/24/2012,3/26/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+35272210,Premier," $ 1,917.47 ",4/28/2013,6/11/2002,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+26785293,Premier," $ 2,748.50 ",7/14/2012,4/12/2001,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10313006,Standard, $ 854.63 ,2/12/2009,6/6/2014,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+32381768,Standard, $ 326.08 ,2/16/2014,6/1/2001,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+33017616,Standard," $ 2,233.60 ",3/12/2013,10/9/2014,10,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,English
+18914497,Premier, $ 525.53 ,10/21/2012,12/1/1992,20,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+33691224,Premier, $ 649.50 ,11/9/2010,4/11/2001,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+29732043,Standard," $ 1,260.80 ",8/19/2011,5/10/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21906256,Premier, $ 369.30 ,6/15/2011,6/14/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+30129822,Standard, $ 288.55 ,1/14/2013,7/30/2001,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23618455,Standard," $ 2,230.00 ",9/12/2013,6/14/2001,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,500+,English
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+11103813,Premier," $ 1,938.17 ",5/9/2014,6/22/2001,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6021462,Standard, $ 258.23 ,8/19/2013,6/1/2001,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30611754,Premier, $ 443.47 ,11/16/2014,1/19/2008,13,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+13762149,Standard," $ 1,155.93 ",3/21/2012,7/30/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9483793,Standard," $ 3,413.00 ",1/17/2011,6/25/2001,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2379488,Standard, $ 880.36 ,2/8/2011,6/14/2001,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,Y,N,N,N,Y,51-100,English
+28995629,Standard, $ 163.65 ,1/19/2017,6/14/2001,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,N,6-10,
+8525885,Standard," $ 1,342.13 ",2/6/2010,3/12/2018,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,101-500,Spanish
+12637006,Standard, $ 282.76 ,2/24/2013,11/9/1980,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2842916,Standard," $ 1,538.25 ",10/9/2013,5/27/2015,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+32189126,Standard, $ 513.75 ,8/14/2008,5/16/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+20269257,Standard, $ 632.90 ,8/9/2011,9/2/2005,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+54204051,Premier," $ 3,563.95 ",7/20/2012,7/6/2015,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+2555688,Premier, $ 176.91 ,3/21/2016,6/1/2001,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+54271181,Standard," $ 3,766.50 ",4/3/2010,2/28/1997,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34581310,Premier, $ 257.17 ,6/29/2011,6/14/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+7265748,Standard, $ 380.00 ,7/26/2016,3/26/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+8061314,Premier, $ 205.47 ,9/1/2014,6/1/1994,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7682677,Standard, $ 350.57 ,10/8/2014,3/26/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
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+54201470,Premier," $ 1,965.00 ",4/17/2014,6/9/1997,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15725117,Premier, $ 540.57 ,8/18/2011,5/14/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,6-10,
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+6639632,Premier, $ 238.80 ,1/5/2014,6/14/2001,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+26880622,Premier," $ 2,780.00 ",6/19/2012,2/20/2007,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+24358714,Standard, $ 381.03 ,6/5/2014,4/18/2001,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+17580084,Premier, $ 658.83 ,4/25/2011,5/15/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3969275,Premier," $ 2,956.67 ",1/26/2012,4/18/2001,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+14148204,Standard, $ 308.46 ,8/24/2012,12/30/2013,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21992042,Premier, $ 299.81 ,10/25/2012,5/15/2001,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+55722798,Premier," $ 1,448.88 ",1/21/2014,5/15/2001,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+8596214,Standard, $ 492.66 ,6/14/2014,6/5/2001,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6279938,Premier, $ 345.42 ,4/2/2011,1/27/2003,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+16684861,Standard, $ 286.84 ,3/28/2015,4/18/2001,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+26830507,Premier, $ 127.76 ,2/13/2015,4/17/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15070957,Premier, $ 426.02 ,2/22/2009,6/15/2001,3,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+54296993,Standard," $ 5,267.82 ",8/12/2009,7/31/2001,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+8332151,Standard, $ 461.87 ,3/23/2012,11/26/2010,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9442738,Standard," $ 2,973.75 ",7/27/2013,7/11/2008,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29049411,Premier, $ 392.45 ,3/14/2013,5/15/2001,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+7720088,Premier, $ 351.30 ,10/22/2011,5/12/2004,12,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12656076,Standard, $ 388.08 ,1/31/2011,5/15/2001,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19632197,Premier, $ 385.37 ,5/18/2014,7/12/2001,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2648504,Premier, $ 760.51 ,3/22/2007,3/26/2001,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13803050,Premier, $ 293.38 ,2/14/2012,6/5/2001,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+19335401,Premier, $ 346.87 ,3/22/2011,6/7/2012,13,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+30943455,Standard, $ 291.45 ,12/24/2012,5/22/2006,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20042425,Premier, $ 862.60 ,11/11/2013,10/10/2014,4,FALSE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+22021288,Premier, $ 334.83 ,8/24/2013,10/2/2007,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5962607,Premier, $ 272.55 ,5/8/2013,6/5/2001,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+7387586,Premier, $ 376.50 ,6/24/2014,7/12/2001,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30360811,Standard, $ 380.00 ,3/30/2011,4/19/2001,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+34888908,Premier," $ 2,815.37 ",11/4/2013,5/15/2001,4,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+13850259,Standard, $ 116.46 ,5/31/2016,5/30/2015,13,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+10646454,Standard, $ 766.76 ,6/7/2010,4/19/2001,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6365623,Standard, $ 230.64 ,9/22/2013,5/15/2001,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12509830,Premier, $ 243.23 ,10/21/2014,4/18/2001,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23753413,Premier, $ 459.03 ,7/21/2013,7/12/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30456704,Premier, $ 877.93 ,2/6/2008,6/15/2001,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+31698638,Standard, $ 418.83 ,10/30/2012,7/1/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6051741,Standard, $ 249.56 ,10/20/2013,6/4/2013,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2657725,Standard, $ 828.92 ,1/17/2016,1/29/2013,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+4839045,Premier, $ 219.73 ,10/2/2014,6/6/2001,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,1-5,Chinese
+3038660,Premier, $ 333.75 ,7/3/2011,8/15/1996,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1948298,Premier," $ 2,249.60 ",5/23/2012,6/6/2001,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+54215774,Premier," $ 1,773.22 ",1/7/2013,7/12/2001,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+19726194,Standard, $ 494.03 ,2/27/2013,10/5/2016,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25408894,Premier, $ 202.51 ,9/22/2014,6/13/2012,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25368188,Premier, $ 227.23 ,7/7/2015,4/19/2001,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Hindi
+19751546,Premier, $ 584.40 ,2/23/2012,3/22/1996,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19493909,Standard, $ 448.23 ,11/26/2009,6/6/2001,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18930489,Premier, $ 911.70 ,6/23/2008,7/12/2001,17,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,Y,Y,51-100,English
+5013086,Standard, $ 243.05 ,11/20/2011,8/31/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+13082790,Standard, $ 227.65 ,4/26/2012,1/16/2013,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23213864,Premier, $ 233.21 ,2/29/2012,9/24/2014,8,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30353335,Standard, $ 213.62 ,6/23/2015,8/5/2016,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12352787,Premier, $ 853.50 ,2/16/2009,4/19/2001,20,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11550434,Premier," $ 2,391.83 ",5/3/2013,6/15/1999,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+20378018,Standard, $ 158.86 ,10/21/2013,6/12/2017,17,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+1976857,Premier, $ 409.43 ,8/31/2010,6/6/2001,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15249545,Standard," $ 1,632.00 ",1/15/2015,6/15/1994,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+7733878,Standard, $ 423.41 ,10/6/2012,6/15/2001,19,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+14895892,Premier, $ 260.59 ,8/2/2013,6/6/1999,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22595006,Premier, $ 274.00 ,4/28/2013,7/4/2015,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10350627,Standard, $ 343.10 ,9/7/2010,11/21/2005,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+19804849,Standard, $ 485.98 ,5/14/2011,6/24/2004,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19867016,Premier, $ 395.59 ,3/25/2012,2/1/2010,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+34369727,Premier, $ 190.42 ,12/18/2014,8/27/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+34986313,Premier, $ 486.64 ,11/18/2011,7/9/2001,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+4862808,Standard, $ 209.44 ,3/8/2014,5/21/2015,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3003365,Premier, $ 689.47 ,12/20/2010,7/24/2014,2,TRUE,FALSE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+7530230,Premier," $ 1,606.03 ",7/21/2013,10/31/2011,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,Y,N,N,N,N,N,Y,N,N, ,
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+28090683,Premier, $ 389.96 ,1/18/2011,8/28/2001,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+2693492,Standard, $ 912.46 ,11/11/2008,10/3/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+35173766,Standard, $ 233.21 ,2/29/2012,7/19/2001,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26506449,Standard, $ 615.43 ,5/30/2009,10/19/2001,16,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25937808,Premier," $ 2,712.34 ",5/5/2009,7/20/2001,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,Y,N,N,101-500,English
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+11835121,Premier, $ 415.22 ,7/21/2010,9/25/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26524628,Premier," $ 1,881.84 ",11/28/2009,9/18/2001,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+3868895,Standard, $ 287.83 ,1/19/2013,9/24/2001,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
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+9177119,Standard, $ 118.19 ,5/22/2015,8/10/2001,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+32321717,Premier, $ 537.63 ,9/2/2012,7/23/2001,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+24234419,Premier, $ 748.35 ,8/19/2010,9/18/2001,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+4885492,Premier, $ 333.73 ,2/25/2012,1/26/2010,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8632892,Premier," $ 2,876.83 ",3/31/2012,9/13/2001,6,FALSE,FALSE,TRUE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+17676040,Standard, $ 221.59 ,12/2/2013,9/19/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,Italian
+31307482,Standard, $ 159.04 ,3/29/2014,9/25/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+23959630,Standard, $ 199.95 ,2/4/2013,9/19/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8834496,Standard," $ 2,782.33 ",6/17/2012,9/19/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22751122,Standard, $ 456.72 ,4/19/2012,9/19/2001,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+27421061,Premier," $ 2,956.50 ",1/26/2012,10/4/2001,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+18740671,Premier, $ 681.55 ,2/23/2009,10/4/2001,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8180811,Standard, $ 700.51 ,2/23/2011,10/18/2006,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32024228,Premier, $ 428.04 ,11/10/2014,8/17/2012,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
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+28419164,Standard, $ 303.54 ,9/26/2013,9/26/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,
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+21547235,Standard, $ 265.28 ,6/29/2013,9/19/2001,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17083375,Premier, $ 497.94 ,9/9/2013,2/24/2004,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,Y,N,6-10,English
+16507472,Standard, $ 288.19 ,8/15/2010,8/16/2001,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13775330,Premier, $ 548.67 ,6/2/2010,12/10/2001,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+8329959,Premier, $ 365.04 ,3/10/2013,9/26/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5443835,Standard, $ 253.94 ,9/19/2013,12/10/2001,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25918816,Premier, $ 285.67 ,7/1/2015,7/21/1999,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+34715157,Standard, $ 530.45 ,4/7/2011,9/4/2001,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+31538594,Premier, $ 549.12 ,5/1/2016,9/4/2001,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+29024625,Premier, $ 350.14 ,3/15/2013,9/4/2001,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,Italian
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+25514547,Premier, $ 588.72 ,6/13/2010,11/16/2001,28,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+25356366,Standard," $ 2,584.62 ",3/29/2014,10/11/2001,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10332382,Standard, $ 617.07 ,10/13/2011,10/21/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
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+31095328,Premier," $ 3,954.17 ",11/17/2011,3/30/2011,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6322197,Premier, $ 136.82 ,1/6/2016,8/24/2009,17,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10815857,Standard, $ 587.69 ,8/18/2013,11/16/2001,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+8828373,Standard, $ 199.53 ,2/8/2013,10/12/2001,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5531961,Premier, $ 432.80 ,8/19/2012,10/30/2001,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+29531924,Premier, $ 297.52 ,11/10/2012,9/26/2001,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7386134,Premier, $ 354.44 ,9/30/2011,9/21/2001,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4707793,Premier, $ 137.85 ,9/23/2015,10/30/2001,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+28924770,Standard, $ 290.28 ,6/10/2012,9/27/2001,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+27980568,Premier, $ 272.11 ,1/27/2011,9/7/2001,9,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6570777,Premier, $ 795.17 ,3/19/2013,1/31/2015,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+33224074,Premier, $ 245.04 ,4/7/2015,1/3/2002,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
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+3090240,Standard, $ 714.16 ,1/10/2012,9/21/2001,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,51-100,
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+19293925,Standard, $ 290.19 ,8/19/2014,12/15/1992,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
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+4123785,Premier," $ 1,736.00 ",10/22/2014,1/16/2002,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20761914,Premier, $ 348.21 ,11/13/2011,12/14/2001,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
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+4843648,Standard, $ 255.84 ,7/12/2011,10/18/2001,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18365582,Standard, $ 189.87 ,12/22/2014,10/17/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7302785,Premier," $ 2,278.67 ",8/3/2013,10/18/2001,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17397026,Premier, $ 514.32 ,4/6/2014,2/6/2002,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+2474809,Premier, $ 484.30 ,4/8/2013,1/16/2002,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+31243163,Standard, $ 296.16 ,5/26/2010,1/5/2002,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+54266462,Standard," $ 3,478.58 ",9/12/2012,10/25/2017,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+24581059,Standard, $ 246.69 ,5/19/2013,1/24/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+22303607,Premier," $ 2,420.93 ",11/30/2011,1/17/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
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+19733800,Standard, $ 447.23 ,6/6/2012,1/7/2002,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28495971,Premier, $ 354.51 ,9/29/2011,1/24/2002,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+17047912,Standard, $ 382.82 ,3/13/2013,1/24/2002,17,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,1-5,English
+30811621,Standard, $ 270.67 ,5/22/2013,1/17/2002,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+30200838,Standard, $ 930.80 ,6/25/2013,1/24/2002,6,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+25391286,Standard, $ 363.35 ,7/28/2011,1/25/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15413250,Premier, $ 154.95 ,5/10/2014,1/17/2002,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+16998406,Standard," $ 2,595.88 ",3/22/2014,9/28/2001,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14836864,Premier," $ 2,883.00 ",3/26/2012,1/12/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27556211,Premier," $ 4,301.27 ",4/13/2011,1/17/2002,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15765707,Premier, $ 668.92 ,8/8/2008,7/26/2007,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2593813,Premier, $ 261.63 ,1/21/2013,2/8/2010,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11052712,Premier, $ 652.74 ,8/30/2011,7/5/2012,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+23287120,Premier, $ 928.98 ,9/10/2014,2/23/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+2049806,Premier, $ 574.67 ,7/18/2013,10/1/2001,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+33749395,Premier," $ 2,037.50 ",2/17/2014,9/9/2010,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35191686,Standard, $ 804.57 ,9/5/2009,1/25/2002,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+19425443,Premier," $ 2,029.83 ",2/23/2014,1/10/1998,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25576790,Standard, $ 285.32 ,2/10/2015,1/18/2002,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16452603,Standard, $ 289.28 ,8/24/2014,1/28/2002,2,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+5556773,Standard, $ 256.78 ,8/29/2013,1/28/2002,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18374517,Premier, $ 285.41 ,2/5/2013,10/1/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+168452237,Premier," $ 2,065.50 ",1/25/2014,3/1/2006,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28129515,Premier, $ 394.62 ,7/3/2012,10/1/2001,10,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,N,6-10,English
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+22955660,Standard, $ 310.75 ,5/6/2014,1/18/2002,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13494711,Standard," $ 2,654.17 ",9/30/2012,1/10/2002,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7411512,Premier, $ 667.01 ,5/8/2009,1/28/2002,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30833783,Premier," $ 2,175.50 ",10/27/2013,4/7/2005,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33830273,Standard, $ 229.13 ,4/11/2012,10/1/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20371578,Standard," $ 3,350.53 ",12/2/2012,7/23/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15538759,Premier, $ 308.68 ,1/15/2014,1/18/2002,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18637997,Standard, $ 380.32 ,3/28/2011,8/11/2006,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6802994,Standard, $ 476.65 ,9/14/2012,10/2/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,Y,Y,N,N,N,N,N,Y,Y,6-10,English
+9228740,Standard, $ 698.33 ,7/27/2015,1/11/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+23621426,Standard, $ 255.81 ,2/11/2015,10/2/2001,24,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21966207,Standard, $ 323.23 ,11/21/2012,1/28/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+11137995,Standard, $ 390.29 ,3/25/2013,1/28/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+58270365,Standard," $ 3,596.40 ",12/24/2011,2/8/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+12291746,Premier, $ 304.27 ,6/8/2014,11/27/2001,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,
+34976972,Premier, $ 170.61 ,5/9/2015,1/18/2002,19,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7226274,Standard, $ 398.15 ,5/29/2014,11/15/2014,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+29508588,Premier, $ 347.39 ,3/18/2011,10/14/2006,25,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13518546,Premier," $ 1,161.07 ",3/10/2012,2/14/2012,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
+10258152,Standard, $ 420.37 ,10/22/2012,6/8/2016,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+20768825,Premier," $ 2,891.83 ",3/19/2012,7/7/2009,3,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8434351,Standard, $ 971.71 ,4/27/2010,9/8/2004,16,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,Spanish
+9488246,Standard, $ 349.31 ,10/20/2013,4/14/2012,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+21629394,Premier, $ 324.96 ,2/22/2014,1/30/2002,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+33672083,Premier," $ 2,762.17 ",7/3/2012,8/13/2009,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7737018,Premier, $ 266.78 ,6/19/2013,12/24/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
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+2326551,Premier, $ 132.67 ,2/5/2016,1/14/2002,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+23229278,Standard, $ 179.22 ,3/8/2015,1/31/2002,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8004611,Premier," $ 2,785.33 ",6/14/2012,2/11/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10431102,Standard, $ 414.47 ,10/6/2009,10/17/2014,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+10177594,Standard, $ 212.29 ,9/30/2012,11/9/2001,12,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+21747827,Standard, $ 234.55 ,2/15/2012,1/31/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30231651,Standard, $ 502.13 ,3/13/2014,12/27/2001,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+14074485,Standard, $ 404.23 ,2/2/2012,1/31/2002,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,Y,Y,6-10,English
+25056992,Standard, $ 255.19 ,7/19/2011,2/12/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3888264,Standard," $ 2,426.02 ",7/7/2014,7/7/2003,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2630817,Premier," $ 1,393.93 ",11/19/2010,1/15/2002,21,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10935081,Premier," $ 3,023.33 ",12/2/2011,2/3/2006,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31850833,Standard, $ 406.00 ,6/13/2015,2/13/2002,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+7583638,Premier," $ 1,553.47 ",5/6/2014,3/4/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+21248690,Premier, $ 187.43 ,6/12/2013,8/12/1968,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+29178139,Premier, $ 667.59 ,12/10/2012,7/3/2010,3,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11430070,Standard, $ 291.86 ,2/12/2014,1/15/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+20869284,Premier, $ 712.62 ,7/21/2012,2/13/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+26832328,Premier, $ 717.83 ,8/26/2010,1/15/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15948611,Standard," $ 2,123.17 ",12/9/2013,1/15/2002,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54401879,Premier, $ 969.00 ,7/11/2016,1/26/2008,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54264459,Standard," $ 2,014.83 ",3/7/2014,3/20/2017,9,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33776626,Premier," $ 2,209.73 ",7/3/2012,1/12/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
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+54357969,Premier," $ 1,992.33 ",3/26/2014,1/15/2002,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6448508,Premier, $ 187.16 ,1/10/2015,2/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5517106,Standard, $ 407.23 ,12/28/2012,1/12/2007,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+21712438,Premier, $ 189.13 ,11/5/2015,1/15/2002,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28559947,Standard," $ 5,160.35 ",10/18/2009,12/31/1994,4,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+54178870,Standard," $ 4,318.17 ",4/2/2011,8/3/2015,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34933437,Standard, $ 762.28 ,2/15/2012,2/28/2017,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10477005,Standard," $ 3,003.83 ",12/18/2011,1/11/1999,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13853571,Premier, $ 527.43 ,9/27/2010,11/14/2001,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+8586816,Standard, $ 336.02 ,2/9/2012,1/22/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31963571,Standard," $ 3,156.67 ",8/15/2011,4/7/2013,11,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26992142,Premier," $ 1,462.28 ",3/5/2016,11/14/2001,1,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+32022289,Premier, $ 486.51 ,9/29/2010,11/15/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9676605,Standard, $ 172.23 ,11/14/2013,11/14/2001,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14960809,Premier, $ 386.38 ,3/27/2015,3/5/2002,5,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,N,51-100,English
+31290926,Premier, $ 225.87 ,4/8/2014,1/15/2002,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Spanish
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+17696724,Standard, $ 658.38 ,5/13/2008,11/29/2001,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+30812648,Standard, $ 165.49 ,6/15/2015,1/31/2002,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+53523185,Standard," $ 3,238.67 ",6/9/2011,8/17/2016,3,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+28750408,Standard, $ 499.60 ,11/9/2010,5/3/2005,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18296476,Premier, $ 210.07 ,10/23/2012,1/31/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34481611,Premier, $ 126.00 ,3/3/2015,1/31/2002,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15668305,Standard, $ 863.94 ,10/12/2011,6/29/2015,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+19063617,Standard," $ 3,677.00 ",6/15/2010,11/14/2001,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+14362242,Premier," $ 1,568.67 ",8/31/2011,1/16/2002,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,101-500,Spanish
+26465860,Premier, $ 385.79 ,4/17/2013,3/26/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30244942,Premier, $ 510.22 ,12/31/2010,12/30/2015,12,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8852191,Premier, $ 235.37 ,12/26/2013,1/31/2002,28,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5388489,Premier, $ 591.49 ,5/30/2010,12/30/2008,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+32592616,Premier, $ 550.40 ,7/22/2013,5/1/1989,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+21917603,Standard, $ 413.35 ,10/14/2009,1/31/2002,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15669571,Premier, $ 333.64 ,8/30/2013,3/1/1996,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29547440,Premier, $ 545.07 ,1/22/2011,11/30/2001,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13261388,Standard," $ 3,052.62 ",6/7/2013,1/31/1996,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+7858287,Premier, $ 304.59 ,9/21/2012,3/5/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25705431,Standard," $ 2,020.11 ",8/11/2010,11/30/2001,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+30898640,Standard, $ 362.57 ,8/20/2014,12/1/1986,2,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16176869,Premier, $ 562.29 ,10/26/2010,5/3/2018,20,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10801788,Standard, $ 269.58 ,5/30/2013,11/14/2001,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27744017,Standard, $ 436.26 ,12/18/2009,7/20/2010,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+19716725,Premier," $ 2,481.67 ",10/14/2004,1/16/2002,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,Y,Y,101-500,English
+16197228,Premier, $ 652.98 ,8/29/2011,10/31/2015,20,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18291706,Premier, $ 378.30 ,4/11/2011,11/30/2001,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15462907,Standard, $ 167.84 ,12/29/2013,11/30/2001,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+11428300,Standard, $ 283.45 ,2/19/2013,2/1/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8570773,Premier, $ 236.99 ,1/18/2014,6/14/2006,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11308409,Premier," $ 2,547.33 ",7/24/2011,11/30/2001,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+23145410,Standard, $ 448.82 ,7/6/2011,6/21/2004,4,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10908977,Standard, $ 341.65 ,7/29/2014,1/30/2015,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+25942490,Standard, $ 726.99 ,7/5/2008,11/30/2001,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19760034,Premier, $ 763.29 ,11/8/2011,3/5/2002,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+16843681,Standard, $ 471.10 ,6/15/2009,11/30/2001,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+29523355,Standard, $ 594.53 ,4/16/2012,9/3/2015,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13736092,Standard, $ 318.66 ,10/30/2011,1/10/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+3742710,Premier, $ 280.80 ,7/21/2015,2/1/2002,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32442528,Standard, $ 296.18 ,3/25/2014,3/1/2000,19,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28057198,Premier, $ 537.85 ,11/27/2009,4/1/1995,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+7347817,Premier, $ 585.41 ,6/30/2010,2/14/2002,17,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7329148,Standard, $ 435.27 ,10/26/2013,7/21/2005,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+54827399,Standard," $ 2,483.83 ",2/16/2013,1/22/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16839654,Standard, $ 581.80 ,3/5/2012,3/25/2013,13,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+16993823,Standard," $ 2,482.00 ",2/18/2013,10/20/2010,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11225711,Premier," $ 1,310.83 ",1/17/2013,3/27/2002,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+16190255,Premier, $ 409.09 ,12/18/2012,3/24/2015,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54619692,Standard," $ 2,263.45 ",6/13/2011,5/31/2007,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+32996314,Premier, $ 218.77 ,5/26/2015,4/10/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23075270,Standard, $ 298.50 ,11/3/2012,7/25/2012,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20058098,Premier," $ 2,886.83 ",3/23/2012,1/22/2002,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33465527,Standard, $ 409.81 ,12/15/2012,6/17/2013,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,Spanish
+28407726,Premier, $ 575.96 ,1/3/2010,2/4/2015,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17209640,Premier, $ 724.42 ,3/14/2012,2/1/2002,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,51-100,
+4620784,Premier, $ 230.04 ,4/1/2012,1/22/2002,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+19595811,Standard, $ 603.12 ,3/31/2010,1/22/2002,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21967542,Premier, $ 579.92 ,4/8/2011,1/22/2002,24,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+26914596,Premier, $ 300.67 ,10/19/2012,4/7/2010,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8673724,Standard, $ 491.31 ,10/25/2011,3/27/2002,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26605578,Premier," $ 2,121.50 ",12/10/2013,3/27/2002,12,TRUE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+17227480,Premier, $ 363.63 ,3/18/2013,4/12/2002,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21055630,Premier, $ 309.15 ,5/14/2014,4/10/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+17111429,Premier, $ 311.12 ,8/5/2012,3/28/2002,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26744220,Standard, $ 381.60 ,5/8/2013,4/3/2018,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14806448,Premier, $ 659.46 ,12/31/2010,4/11/2002,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+6976380,Standard, $ 208.12 ,6/7/2015,12/22/2014,28,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+28497536,Premier," $ 3,384.67 ",2/9/2011,1/23/2002,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7379088,Premier, $ 263.64 ,7/11/2013,12/3/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30395774,Standard," $ 3,331.67 ",3/25/2011,3/9/2016,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11124299,Premier, $ 492.68 ,11/21/2004,1/23/2002,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+58158570,Standard," $ 3,602.83 ",8/15/2010,3/29/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24235293,Standard, $ 349.85 ,11/1/2011,4/12/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22178121,Standard," $ 4,263.13 ",5/7/2011,9/7/2001,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25976938,Standard, $ 279.47 ,3/20/2013,1/2/2002,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8018045,Premier, $ 282.88 ,6/6/2014,2/5/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+23204834,Standard, $ 605.09 ,3/21/2010,2/14/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+16488354,Premier, $ 228.03 ,2/22/2016,1/23/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+33718678,Standard," $ 3,064.53 ",5/31/2013,5/23/2014,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+12065825,Premier, $ 207.67 ,11/1/2016,4/8/2015,13,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+54289168,Standard," $ 2,827.83 ",5/11/2012,10/24/2014,5,FALSE,TRUE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28463489,Premier, $ 364.77 ,8/11/2014,4/11/2002,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17106267,Premier, $ 510.35 ,7/19/2011,1/23/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20629074,Premier, $ 142.27 ,9/17/2014,1/2/2002,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+27146227,Standard, $ 212.88 ,7/10/2014,2/12/2010,17,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8987814,Premier, $ 372.77 ,6/22/2013,3/7/2002,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Arabic
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+4063184,Standard," $ 3,397.12 ",11/2/2012,2/11/2015,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29374205,Premier, $ 558.60 ,6/8/2012,11/22/2011,17,FALSE,FALSE,FALSE,NOTICE,N/A,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+3367918,Premier," $ 2,287.73 ",4/14/2012,1/23/2002,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+165851134,Standard," $ 2,067.50 ",1/23/2014,4/15/2002,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+17704117,Premier, $ 740.10 ,5/27/2010,12/3/2001,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+32029458,Premier, $ 613.23 ,6/11/2009,12/3/1997,18,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22264913,Premier, $ 308.65 ,1/18/2010,3/7/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+19718368,Premier, $ 801.06 ,10/16/2011,8/26/2014,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7930017,Standard, $ 530.95 ,12/22/2012,1/11/2009,15,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8994303,Premier, $ 409.33 ,11/15/2009,2/5/2002,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5848008,Standard, $ 800.80 ,10/17/2011,6/15/2002,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N,11-50,English
+33297114,Standard, $ 661.27 ,5/27/2013,5/3/2012,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+26753975,Premier, $ 402.75 ,8/14/2012,1/23/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17537898,Standard, $ 272.11 ,11/20/2014,6/17/2011,16,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+26578540,Standard, $ 375.15 ,8/11/2010,4/15/2002,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6001173,Standard," $ 3,454.53 ",9/27/2012,9/17/2015,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25634618,Standard, $ 226.72 ,5/5/2012,4/1/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32843779,Standard, $ 180.17 ,3/1/2015,1/2/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5270195,Standard, $ 712.08 ,4/24/2012,12/10/2010,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,Y,N,N,N,N,51-100,English
+26104330,Standard, $ 463.96 ,9/12/2011,1/23/2002,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+26741265,Standard," $ 3,431.13 ",10/12/2012,3/9/2009,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
+15579255,Premier, $ 710.93 ,9/18/2014,4/16/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+28725093,Standard," $ 1,623.40 ",8/7/2009,12/2/2014,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+19154760,Standard, $ 982.93 ,3/10/2013,3/29/2002,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+54644868,Premier," $ 3,501.33 ",11/6/2010,2/5/2002,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+12881327,Premier," $ 4,435.60 ",4/28/2012,4/16/2002,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+28971613,Standard, $ 292.86 ,12/14/2012,12/4/2001,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25126848,Standard, $ 378.89 ,1/30/2008,4/4/2008,10,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28372030,Premier, $ 314.23 ,7/14/2012,3/7/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22302065,Premier, $ 287.39 ,1/22/2013,1/24/2002,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12634425,Standard, $ 214.55 ,11/20/2013,1/24/2002,10,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
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+27754048,Premier," $ 1,748.50 ",10/11/2014,1/24/2002,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23238491,Standard, $ 296.43 ,5/23/2010,2/5/2002,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5638184,Premier, $ 650.54 ,1/24/2008,4/1/2002,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+4291729,Standard, $ 294.86 ,5/4/2012,7/21/2011,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+9722069,Standard," $ 1,076.40 ",8/31/2012,3/3/2009,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+4527828,Standard, $ 598.43 ,12/28/2011,8/15/1984,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32151169,Standard, $ 716.08 ,7/10/2012,9/22/2010,1,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10902138,Premier, $ 718.72 ,12/26/2011,2/5/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+13999477,Standard," $ 3,262.00 ",5/21/2011,11/28/2005,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+9795939,Standard, $ 211.12 ,9/28/2015,1/24/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6084976,Standard, $ 698.45 ,9/3/2012,9/20/2010,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+4180060,Standard, $ 699.01 ,11/25/2008,4/17/2002,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7018391,Premier," $ 2,079.67 ",1/13/2014,8/4/2007,4,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32484827,Standard, $ 277.85 ,3/31/2013,5/8/2002,19,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6482205,Premier, $ 420.05 ,10/23/2012,1/25/2008,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+19939783,Premier," $ 1,198.67 ",12/24/2011,8/15/1989,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+18206519,Premier," $ 4,236.70 ",5/23/2011,6/3/2002,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10072934,Premier, $ 680.96 ,5/11/2011,4/18/2002,15,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16745913,Standard, $ 175.39 ,4/5/2015,4/18/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15412324,Standard," $ 3,386.67 ",2/8/2011,9/27/2012,6,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+12097258,Standard, $ 374.37 ,7/2/2014,2/14/2002,17,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
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+54776041,Standard," $ 1,646.00 ",1/3/2015,5/14/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+35269895,Premier, $ 406.63 ,1/19/2012,11/18/2011,8,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+23234644,Standard, $ 292.59 ,7/1/2010,5/13/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+27617684,Premier, $ 200.32 ,10/8/2014,12/10/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29127391,Standard, $ 428.11 ,3/28/2012,5/19/2001,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+54708075,Standard," $ 3,058.00 ",11/4/2011,6/7/2002,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+2623559,Premier, $ 448.44 ,11/25/2009,6/18/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14688637,Standard," $ 1,031.67 ",5/21/2016,6/10/2009,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+32473659,Premier, $ 341.23 ,12/1/2013,4/24/2002,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18853432,Premier," $ 2,450.07 ",6/22/2014,4/15/1994,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+12096866,Premier, $ 525.70 ,10/21/2012,1/13/2010,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+22113952,Standard, $ 438.48 ,1/30/2012,4/3/2002,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30554981,Standard, $ 475.03 ,7/13/2011,6/18/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31395161,Premier, $ 436.37 ,12/28/2012,2/15/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,6-10,
+33947773,Standard, $ 199.37 ,2/9/2013,6/18/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17646004,Standard, $ 661.91 ,9/16/2008,11/12/2013,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6921141,Standard, $ 362.30 ,8/4/2011,6/7/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15588708,Premier," $ 2,365.33 ",5/24/2013,6/13/2015,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+54444970,Premier," $ 3,225.00 ",6/20/2011,2/11/2014,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31270622,Standard, $ 518.40 ,11/20/2012,11/2/2010,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+26748856,Premier," $ 3,915.17 ",12/2/2009,4/3/2002,6,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9186257,Premier," $ 1,677.60 ",4/18/2009,4/3/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12850122,Standard, $ 354.73 ,9/21/2014,3/24/2017,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32129164,Standard, $ 127.90 ,2/20/2016,2/21/2003,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31452600,Standard, $ 177.55 ,9/21/2013,11/17/2003,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+35082551,Standard, $ 114.80 ,6/12/2016,6/18/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6765975,Premier, $ 304.99 ,8/4/2012,2/15/2002,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+34525323,Standard, $ 470.20 ,6/5/2013,2/15/2002,7,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+25807433,Standard, $ 512.05 ,2/20/2012,3/17/2012,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+6370022,Premier, $ 466.64 ,2/28/2012,4/4/2002,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4428397,Premier," $ 2,053.99 ",6/23/2010,4/25/2002,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+33317656,Standard, $ 493.58 ,5/18/2013,6/19/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25254890,Standard, $ 604.67 ,12/2/2011,9/29/2006,17,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+18199725,Standard, $ 307.29 ,1/28/2012,12/7/2001,19,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5430998,Premier, $ 486.94 ,5/8/2011,5/15/1999,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+19020682,Standard, $ 321.19 ,11/7/2013,6/26/2002,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30794942,Standard, $ 609.17 ,11/14/2011,5/27/2009,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+5874157,Premier, $ 694.65 ,3/18/2011,5/15/2002,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3027406,Premier, $ 742.13 ,5/18/2010,4/3/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+32623357,Premier," $ 2,024.97 ",3/17/2015,8/12/2010,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+33622538,Standard, $ 379.33 ,4/4/2011,5/14/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22242569,Standard," $ 1,358.67 ",8/27/2015,7/1/1996,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+25619943,Standard, $ 305.71 ,9/13/2012,6/18/2002,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55003966,Premier," $ 1,876.50 ",6/29/2014,11/15/2001,6,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,N, ,
+4172064,Standard, $ 350.44 ,10/28/2011,6/26/2002,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+29621235,Premier, $ 481.45 ,6/8/2011,4/3/2002,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27572586,Standard, $ 519.70 ,5/17/2010,3/13/2002,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21933580,Standard, $ 550.06 ,10/8/2012,2/11/2015,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35280086,Standard, $ 293.89 ,7/31/2014,6/19/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24785915,Standard, $ 126.72 ,2/23/2015,4/4/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+6961549,Standard, $ 382.32 ,5/4/2013,6/20/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30620160,Premier, $ 928.88 ,6/26/2007,5/15/2002,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+2779810,Standard, $ 382.52 ,12/4/2012,4/4/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3468644,Standard, $ 338.75 ,3/16/2009,8/27/2014,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,German
+28014953,Premier, $ 149.74 ,6/9/2016,3/13/2002,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14543210,Standard, $ 733.90 ,6/21/2010,6/19/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,Spanish
+24498868,Standard," $ 3,287.48 ",1/10/2013,3/31/2003,1,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
+4495252,Standard, $ 316.56 ,4/22/2011,4/4/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+7177337,Standard, $ 662.59 ,5/31/2009,6/26/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16846607,Premier, $ 870.26 ,3/12/2011,7/3/2014,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18614864,Standard, $ 751.37 ,4/11/2010,2/16/2016,23,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+33391876,Premier, $ 397.30 ,3/15/2012,6/19/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+9298452,Premier, $ 248.68 ,5/3/2013,6/19/2002,25,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16030421,Premier," $ 2,884.92 ",9/21/2013,6/19/2002,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
+11245467,Premier, $ 322.09 ,3/24/2015,6/10/2002,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22116916,Standard, $ 487.20 ,11/15/2011,6/26/2002,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+6070364,Premier," $ 1,961.05 ",6/1/2012,6/10/1954,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+20344938,Standard, $ 479.63 ,12/23/2011,6/27/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25192279,Standard," $ 2,240.67 ",9/3/2013,4/4/2002,4,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+11103063,Premier, $ 323.18 ,5/11/2012,6/19/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25103627,Standard, $ 909.57 ,7/2/2008,6/19/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+31887682,Standard, $ 410.44 ,8/24/2010,7/31/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21128558,Standard, $ 299.68 ,7/2/2014,6/20/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+22706722,Standard," $ 3,511.00 ",10/29/2010,4/8/2017,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+25245990,Premier, $ 438.84 ,5/26/2013,3/14/2002,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+2828291,Premier, $ 753.68 ,3/7/2015,2/18/2002,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,Y,N,Y,N,Y,101-500,Chinese
+31064982,Standard, $ 567.31 ,10/1/2010,11/24/2012,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54416062,Premier," $ 2,596.33 ",11/16/2012,6/26/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+30483689,Standard, $ 472.57 ,5/26/2013,6/6/2010,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+23720262,Standard, $ 314.18 ,12/16/2013,7/1/2015,19,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11939789,Standard, $ 752.93 ,8/1/2010,6/10/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6871043,Standard, $ 402.17 ,10/22/2010,7/15/2000,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15944598,Standard, $ 298.59 ,11/3/2012,6/10/2002,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+28134681,Standard, $ 639.65 ,1/16/2009,9/4/2015,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+26544302,Standard, $ 181.16 ,8/15/2013,3/1/1998,10,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2928047,Standard, $ 556.72 ,4/19/2010,8/23/2016,21,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5302637,Standard," $ 1,855.33 ",7/16/2014,6/26/2002,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
+13252530,Standard, $ 497.13 ,2/15/2013,5/17/2002,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7214529,Premier, $ 443.36 ,6/26/2012,6/26/2002,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+19010816,Standard, $ 810.64 ,9/16/2011,5/29/2001,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+24232275,Standard, $ 248.53 ,10/27/2013,4/4/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29973762,Premier, $ 261.85 ,7/24/2013,1/12/2007,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33646592,Standard, $ 336.21 ,6/3/2013,4/4/2002,6,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+16529501,Standard," $ 2,532.67 ",1/7/2013,2/18/2002,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6217765,Standard, $ 297.98 ,11/7/2012,3/14/2002,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+22109039,Standard, $ 228.63 ,3/19/2014,6/26/2002,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+19644811,Standard, $ 470.96 ,2/6/2012,5/18/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6488639,Premier, $ 456.06 ,10/1/2009,4/9/2003,10,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20861559,Premier," $ 3,206.67 ",7/5/2011,6/11/2002,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+33692603,Standard, $ 486.16 ,11/20/2011,8/16/2010,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12984807,Premier, $ 504.72 ,8/17/2011,3/14/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30251640,Standard, $ 318.22 ,11/2/2011,4/5/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
+4988816,Standard, $ 194.19 ,11/21/2014,4/5/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17715298,Premier, $ 408.24 ,12/23/2012,10/9/2014,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17506453,Standard, $ 659.19 ,9/27/2010,2/18/2002,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+8374255,Premier," $ 3,198.00 ",3/8/2013,8/24/2014,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5396831,Standard, $ 239.33 ,12/28/2011,5/20/2002,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+27845284,Standard, $ 559.95 ,11/7/2010,4/5/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26213686,Standard, $ 293.68 ,12/8/2012,1/23/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29411765,Premier, $ 298.39 ,12/2/2013,6/20/2002,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+30589883,Standard, $ 241.85 ,12/14/2013,4/7/2017,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+58349264,Standard," $ 3,716.50 ",5/14/2010,6/11/2002,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7140503,Premier," $ 4,771.17 ",1/1/2008,4/5/2002,2,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+12223392,Premier, $ 461.15 ,3/27/2012,6/20/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4928556,Standard, $ 620.50 ,9/29/2011,6/20/2002,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+34170164,Standard," $ 3,397.33 ",1/30/2011,4/5/2002,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20463448,Premier, $ 507.23 ,8/4/2011,6/20/2002,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25899289,Standard," $ 2,266.53 ",5/6/2012,5/25/2005,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+2851955,Premier, $ 594.68 ,9/21/2009,5/20/2002,7,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+8093115,Premier, $ 474.46 ,7/16/2011,4/25/2011,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+14219348,Standard, $ 294.34 ,12/3/2012,4/8/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9506245,Standard," $ 3,222.27 ",2/20/2013,4/5/2002,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+41865047,Standard," $ 1,815.00 ",8/18/2014,4/5/2002,7,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,N, ,
+13726972,Standard, $ 347.22 ,11/20/2011,5/15/1971,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23871905,Standard, $ 276.50 ,9/26/2012,8/25/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26195723,Premier," $ 1,741.67 ",10/17/2014,4/5/2002,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N,500+,English
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+10520572,Premier," $ 1,082.25 ",3/26/2011,2/21/2002,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+2818481,Standard, $ 757.77 ,3/2/2009,5/1/2002,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20087733,Premier, $ 80.04 ,6/15/2016,5/23/1996,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+9442678,Standard, $ 598.83 ,12/26/2011,9/1/2015,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+21301092,Premier, $ 252.03 ,8/20/2011,11/22/2004,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
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+6808545,Premier, $ 185.13 ,7/5/2013,7/1/1988,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Persian
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+25779211,Premier, $ 292.60 ,7/1/2010,7/20/2006,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+19445421,Standard, $ 363.58 ,3/18/2013,11/18/2009,3,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Russian
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+5171054,Premier, $ 524.87 ,10/24/2012,2/5/2007,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+21414784,Premier, $ 266.61 ,6/20/2013,11/17/2015,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23155425,Premier, $ 284.48 ,3/27/2014,9/28/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,N,6-10,English
+20836797,Premier, $ 238.01 ,2/8/2015,4/19/2011,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14189182,Premier, $ 607.12 ,3/11/2010,6/24/2002,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+4426373,Premier," $ 3,094.33 ",10/5/2011,5/30/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+30165445,Standard, $ 361.21 ,1/11/2013,6/24/2002,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+32347937,Standard, $ 425.95 ,9/23/2012,5/27/2017,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+8806147,Standard, $ 479.42 ,6/19/2011,7/25/2002,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,English
+7639129,Standard, $ 360.86 ,1/13/2013,12/21/2013,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,Hindi
+30451369,Standard, $ 296.76 ,11/16/2012,6/27/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+32360590,Premier, $ 557.65 ,9/8/2012,6/24/2002,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+17154438,Standard," $ 1,848.00 ",7/9/2013,6/24/2002,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+31948618,Standard, $ 342.51 ,12/24/2011,7/11/2002,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9703905,Premier, $ 968.73 ,4/8/2013,6/24/2002,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+18623449,Premier," $ 3,117.33 ",9/16/2011,5/30/2002,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+11439231,Standard, $ 356.93 ,9/11/2010,3/15/2014,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+12495355,Premier, $ 217.96 ,8/3/2012,7/25/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+32927596,Standard, $ 998.24 ,9/16/2004,7/11/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+35314539,Premier, $ 440.98 ,1/17/2012,3/26/2002,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14177032,Standard, $ 495.12 ,10/5/2011,6/27/2002,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32596517,Standard, $ 416.64 ,11/10/2012,6/27/2002,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12155340,Standard," $ 3,344.00 ",3/15/2011,6/14/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13350848,Premier, $ 543.89 ,1/28/2011,6/24/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30089546,Standard, $ 482.67 ,12/8/2011,2/16/2012,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17467773,Standard, $ 298.72 ,7/6/2014,6/24/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4279411,Premier," $ 2,420.67 ",11/30/2011,6/24/2002,27,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+17990573,Standard, $ 208.78 ,8/8/2014,10/4/2002,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+9603734,Standard, $ 368.19 ,9/24/2014,3/26/2002,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25371918,Premier, $ 523.50 ,1/2/2014,5/6/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+58357269,Standard," $ 3,164.80 ",10/14/2012,7/25/2002,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,N, ,
+5083060,Standard, $ 256.90 ,8/29/2013,5/6/2002,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17158507,Standard, $ 204.90 ,4/13/2014,6/24/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6719331,Standard, $ 484.50 ,4/7/2013,7/1/2005,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2893768,Premier, $ 261.68 ,10/1/2014,1/3/2006,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Arabic
+31964858,Standard, $ 508.17 ,2/21/2014,7/25/2002,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+29259552,Premier, $ 456.08 ,4/22/2012,5/1/1971,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8573959,Premier, $ 338.04 ,1/25/2012,7/25/2002,14,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+164757455,Standard," $ 2,437.17 ",3/26/2013,5/6/2002,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6373930,Standard," $ 1,158.67 ",9/16/2004,3/14/2011,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+21171286,Standard," $ 2,063.48 ",2/2/2012,10/22/2009,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N, ,
+15050343,Standard, $ 224.93 ,4/15/2014,6/27/2002,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+30571673,Premier, $ 302.32 ,10/7/2012,7/11/2002,22,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28124459,Premier, $ 428.20 ,2/5/2013,6/14/2002,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N,6-10,
+34567174,Standard, $ 368.14 ,2/21/2013,6/14/2002,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15377115,Standard, $ 516.23 ,4/5/2010,6/28/2002,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,Y,Y,Y,6-10,English
+31290512,Premier," $ 2,094.17 ",12/28/2011,6/28/2002,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+26667522,Standard, $ 378.06 ,4/13/2011,6/24/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15753419,Standard," $ 1,168.20 ",2/25/2012,10/6/2004,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+7875849,Premier," $ 3,174.00 ",8/1/2011,11/14/2002,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7482179,Standard, $ 173.67 ,10/31/2013,7/12/2002,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17596991,Standard, $ 280.35 ,11/3/2010,6/24/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6850428,Standard, $ 603.40 ,12/8/2011,6/14/2002,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,
+15384688,Standard, $ 465.89 ,3/3/2012,3/1/2012,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31883562,Premier, $ 362.34 ,8/4/2011,12/9/2015,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Spanish
+10328486,Standard, $ 870.73 ,12/8/2008,5/7/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+34068388,Premier, $ 701.03 ,8/2/2003,7/26/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5007648,Standard, $ 464.43 ,3/10/2012,8/15/2003,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+27454220,Standard," $ 1,462.16 ",11/14/2011,9/23/2010,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+27753284,Standard," $ 1,282.93 ",3/2/2013,7/26/2002,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9487024,Standard, $ 287.77 ,6/29/2012,11/1/2017,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+20384458,Standard, $ 447.14 ,7/16/2011,7/26/2002,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13204615,Standard, $ 300.36 ,10/21/2012,7/11/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21560058,Premier, $ 298.13 ,11/6/2012,8/27/2008,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3185544,Premier, $ 899.00 ,9/1/2014,7/26/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+28841130,Premier, $ 581.71 ,9/6/2013,7/27/2002,17,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6027552,Standard, $ 765.27 ,2/24/2007,6/14/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+26981682,Standard," $ 3,898.48 ",12/22/2011,6/11/2016,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+27764336,Standard, $ 175.28 ,4/5/2015,6/17/2010,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18042001,Premier," $ 1,210.08 ",5/8/2010,12/29/2010,39,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
+20057849,Standard, $ 120.43 ,4/29/2015,7/31/1994,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30447116,Standard," $ 1,347.67 ",11/20/2012,1/29/2008,20,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+16218263,Standard, $ 401.47 ,1/26/2013,6/14/2002,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21911688,Premier, $ 520.68 ,5/30/2012,3/12/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,Arabic
+24246832,Standard, $ 269.55 ,2/22/2011,1/18/2010,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+3493337,Standard, $ 429.22 ,3/21/2012,6/28/2002,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11775360,Standard," $ 3,355.60 ",4/17/2009,9/7/2005,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
+9576491,Standard, $ 757.67 ,7/13/2010,1/7/2009,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24079135,Standard, $ 257.31 ,6/27/2011,5/1/2013,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+2677372,Standard, $ 394.77 ,4/10/2014,6/24/2002,24,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+23576812,Standard, $ 589.39 ,6/10/2010,7/2/2017,7,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+30035920,Premier, $ 453.49 ,5/5/2012,9/1/1973,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17371184,Standard, $ 513.86 ,2/27/2013,6/14/2002,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+12389412,Premier, $ 166.53 ,1/12/2012,3/15/1994,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+23831686,Standard, $ 433.37 ,11/3/2013,3/23/2017,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4401911,Standard, $ 355.66 ,9/21/2011,5/11/2013,24,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15447778,Standard, $ 231.16 ,3/1/2014,4/1/1997,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4798848,Standard," $ 4,744.57 ",7/7/2010,6/23/2014,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+54341130,Premier," $ 3,385.17 ",2/9/2011,6/24/2002,5,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+8904898,Premier, $ 243.28 ,11/18/2011,3/27/2013,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5499928,Standard," $ 1,247.37 ",9/18/2004,6/25/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32468281,Premier, $ 432.88 ,3/16/2010,5/1/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34024189,Standard, $ 275.22 ,4/19/2013,6/14/2002,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20495270,Premier," $ 3,407.73 ",10/27/2012,5/30/2002,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+13303112,Premier, $ 444.20 ,2/10/2013,7/29/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+31761981,Premier," $ 1,356.33 ",2/4/2011,4/21/2006,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14294870,Standard, $ 624.29 ,2/5/2013,12/23/2012,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+29758070,Standard, $ 195.70 ,11/10/2014,7/12/2002,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+54718171,Premier," $ 3,648.45 ",5/28/2012,6/25/2002,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+34645730,Premier, $ 737.53 ,5/3/2012,7/31/1997,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+14138368,Standard, $ 374.71 ,8/15/2010,8/20/2014,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31449342,Premier, $ 272.11 ,8/5/2014,7/12/2002,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54302050,Standard," $ 3,646.83 ",7/10/2010,5/31/2002,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7605677,Premier, $ 700.08 ,7/24/2015,6/28/2002,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+22556459,Standard, $ 457.15 ,10/19/2011,6/14/2002,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7860060,Standard, $ 190.10 ,7/26/2016,12/21/2012,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+25629078,Premier, $ 250.43 ,4/19/2013,6/28/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34754940,Standard, $ 372.23 ,5/25/2011,2/26/2002,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16530835,Standard, $ 526.22 ,10/4/2010,6/25/2002,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25147713,Standard, $ 736.32 ,4/2/2004,6/25/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+158115275,Premier," $ 2,314.00 ",7/5/2013,5/15/2014,1,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+15121197,Standard," $ 3,495.70 ",9/1/2012,11/1/2005,10,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,English
+10874910,Standard, $ 452.56 ,5/10/2012,6/17/2002,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16190580,Premier, $ 444.80 ,6/19/2012,6/25/2002,12,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+22645641,Standard, $ 495.96 ,3/30/2014,9/16/2016,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+25786123,Premier," $ 3,987.53 ",10/27/2011,5/2/2008,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+33797391,Standard, $ 307.80 ,5/22/2013,2/27/2002,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+17194386,Premier, $ 351.12 ,2/16/2011,2/27/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13672447,Premier, $ 336.50 ,2/5/2012,5/31/2002,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11506283,Standard, $ 473.23 ,8/6/2013,6/25/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+30588701,Standard, $ 398.08 ,2/13/2013,5/30/2017,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2299236,Standard," $ 1,847.95 ",7/6/2015,6/25/2002,5,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+29707399,Standard, $ 325.18 ,4/26/2012,5/31/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30312280,Standard, $ 304.65 ,9/20/2012,6/1/2002,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14505406,Premier, $ 415.20 ,7/21/2010,6/17/2002,22,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10391375,Standard, $ 324.90 ,4/28/2012,6/25/2002,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8433061,Standard, $ 107.51 ,9/8/2015,2/22/2017,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20263368,Standard, $ 381.97 ,5/6/2013,7/15/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+3175085,Premier, $ 324.69 ,9/13/2011,6/13/1994,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3541336,Standard, $ 271.94 ,11/1/2012,1/10/2006,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3816489,Premier," $ 1,961.67 ",4/20/2014,5/17/2013,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34043222,Standard," $ 1,481.53 ",5/24/2010,6/16/2002,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+54855953,Standard," $ 3,732.50 ",5/1/2010,7/15/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+14942393,Standard, $ 359.34 ,4/11/2013,8/10/2017,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25803333,Standard, $ 244.50 ,6/5/2013,9/6/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+33296156,Standard, $ 290.64 ,2/19/2014,8/16/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+20689866,Standard, $ 324.53 ,5/1/2012,7/29/2002,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22797167,Premier," $ 2,962.92 ",8/3/2013,9/6/1976,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+17777080,Premier, $ 245.71 ,11/17/2013,8/16/2002,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+33153344,Standard, $ 569.45 ,8/10/2014,9/30/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,51-100,English
+28941848,Standard, $ 405.33 ,1/7/2013,10/9/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+9900086,Premier, $ 215.89 ,6/18/2014,1/25/2007,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18991611,Standard, $ 381.25 ,5/10/2013,7/29/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+10904532,Standard, $ 197.15 ,9/22/2015,2/2/2005,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+15694110,Standard, $ 344.23 ,12/12/2011,6/17/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19961944,Premier, $ 384.55 ,2/26/2011,12/10/2015,12,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+29085196,Standard, $ 692.48 ,12/29/2008,7/15/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13379568,Standard, $ 548.77 ,7/18/2012,8/16/2002,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+21667583,Premier," $ 1,412.33 ",10/13/2010,8/16/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+30641462,Premier, $ 140.99 ,1/20/2013,9/6/2002,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+3732123,Standard, $ 368.88 ,6/18/2011,10/9/2002,18,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5088033,Premier, $ 277.50 ,4/3/2013,8/31/1970,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,Y,Y,6-10,English
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+9612376,Premier, $ 407.05 ,9/17/2010,10/9/2002,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9113295,Premier, $ 212.21 ,10/1/2012,12/1/2004,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+20194629,Premier, $ 579.04 ,8/2/2010,10/9/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+54646411,Standard," $ 2,828.67 ",5/10/2012,10/9/2002,9,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18140910,Premier, $ 273.76 ,5/27/2014,3/19/2015,7,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+6418181,Standard, $ 247.63 ,10/4/2011,3/2/2015,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18016523,Premier, $ 500.80 ,1/31/2013,10/10/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+21614847,Premier," $ 3,917.83 ",11/30/2009,9/10/2002,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+2913092,Premier, $ 264.88 ,12/27/2014,10/10/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32700084,Premier, $ 272.13 ,11/20/2014,6/25/2002,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+28341932,Premier, $ 198.81 ,2/15/2013,7/16/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5253656,Premier, $ 257.08 ,11/23/2013,1/19/2002,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,N,6-10,English
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+28364912,Standard, $ 390.64 ,3/23/2013,7/10/2012,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+10940652,Premier, $ 217.90 ,5/30/2015,7/16/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34133202,Standard, $ 332.23 ,9/7/2013,6/26/2008,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25834726,Premier, $ 279.63 ,7/25/2015,9/10/2002,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+11589818,Premier, $ 677.30 ,7/10/2010,8/1/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,Y,N,N,N,N,6-10,
+18392051,Premier, $ 308.58 ,1/14/2016,7/15/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+4419368,Standard, $ 690.60 ,12/15/2010,11/18/2015,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7119859,Standard," $ 1,525.47 ",2/23/2010,9/1/1991,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9517289,Premier, $ 217.53 ,5/9/2016,7/31/2002,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15691119,Premier, $ 840.47 ,4/11/2009,10/10/2002,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
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+20738847,Standard, $ 268.12 ,3/9/2011,7/31/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+5340819,Standard, $ 259.84 ,1/21/2015,7/1/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+35271355,Premier, $ 187.87 ,6/7/2013,7/16/2013,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
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+27967948,Standard, $ 335.09 ,1/1/2014,7/16/1994,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+31310584,Standard, $ 593.92 ,5/17/2010,10/10/2002,14,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10751154,Standard, $ 308.55 ,8/23/2012,12/1/1989,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13772502,Premier, $ 756.45 ,2/5/2008,2/4/2011,8,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+21085988,Premier, $ 107.95 ,9/3/2015,5/17/2012,24,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+8788632,Standard, $ 884.26 ,11/20/2014,9/29/2014,15,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29423406,Premier, $ 244.27 ,4/11/2015,6/23/2014,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+3725972,Premier, $ 195.76 ,6/5/2012,10/22/2002,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,1-5,
+12845381,Standard, $ 642.20 ,11/24/2013,4/18/2016,15,FALSE,FALSE,FALSE,NOTICE,SPRINT,FALSE,N,Y,N,N,N,N,N,N,N,51-100,Arabic
+9558824,Standard," $ 2,880.00 ",3/29/2012,10/23/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8390192,Premier, $ 461.72 ,9/19/2014,10/13/1995,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+15665927,Standard, $ 187.60 ,6/10/2013,7/17/2002,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
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+26035810,Standard," $ 3,806.33 ",3/1/2010,7/1/2002,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,English
+14577577,Standard," $ 2,630.17 ",10/19/2012,4/7/2008,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3580573,Standard, $ 233.17 ,9/2/2013,1/15/2016,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10391448,Standard, $ 249.69 ,4/25/2013,7/17/2002,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17412064,Standard," $ 1,895.00 ",6/13/2014,7/21/2003,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33397563,Premier," $ 1,058.27 ",10/7/2012,3/10/2009,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+29188789,Premier, $ 257.27 ,10/25/2015,8/21/2002,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
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+10378815,Standard, $ 395.79 ,2/25/2013,10/2/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15603821,Standard, $ 511.85 ,8/27/2008,1/31/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+18105811,Standard, $ 489.72 ,4/23/2011,10/23/2002,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Polish
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+18527832,Standard, $ 323.17 ,10/20/2015,2/17/2016,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+6827316,Standard, $ 284.32 ,2/13/2013,7/3/2017,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+3251978,Premier, $ 345.40 ,10/29/2014,3/16/2004,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+27228415,Premier," $ 3,198.83 ",7/12/2011,4/29/2005,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20830561,Standard, $ 934.83 ,8/21/2010,10/3/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+54015648,Standard," $ 2,761.17 ",7/4/2012,7/28/2016,8,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22632902,Standard," $ 2,127.18 ",11/20/2011,10/23/2002,1,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+29492996,Premier, $ 324.67 ,4/30/2012,10/2/2002,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20775267,Premier, $ 296.04 ,11/21/2012,1/28/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6101582,Standard, $ 271.30 ,5/17/2013,2/5/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2625203,Standard, $ 471.04 ,6/22/2014,10/2/2002,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+5946210,Standard," $ 1,648.05 ",8/5/2011,4/17/2010,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+5363246,Standard," $ 2,923.27 ",8/28/2013,10/23/2002,37,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32299096,Standard, $ 335.54 ,2/12/2012,8/5/2002,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27063170,Standard, $ 392.13 ,3/15/2013,9/11/2002,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14241343,Standard, $ 309.43 ,1/10/2010,4/7/2017,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11121949,Premier, $ 201.55 ,11/16/2015,10/3/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+16978784,Standard, $ 207.85 ,5/18/2010,10/3/2002,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18372383,Standard, $ 826.87 ,1/23/2014,1/1/1993,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27851771,Premier," $ 1,118.60 ",6/5/2012,10/11/2002,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+54413222,Premier," $ 1,951.83 ",4/28/2014,10/24/1999,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14510914,Standard, $ 425.92 ,5/5/2010,8/5/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+11107682,Standard," $ 1,769.67 ",10/6/2010,6/18/2009,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+15305273,Standard," $ 2,017.95 ",5/7/2014,12/30/2017,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+3443616,Premier," $ 1,237.73 ",10/5/2011,10/23/2002,26,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26045312,Premier," $ 1,459.80 ",7/8/2010,7/15/2005,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26259275,Premier," $ 2,776.00 ",6/22/2012,10/11/2002,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25851308,Standard, $ 646.29 ,8/22/2009,10/11/2002,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
+21394110,Standard, $ 160.68 ,3/13/2014,7/2/2002,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+55941176,Standard," $ 1,568.35 ",9/4/2013,3/15/2018,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+21634201,Standard, $ 166.16 ,5/15/2016,7/15/1995,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26882207,Standard, $ 175.28 ,10/14/2013,10/11/2002,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7002518,Premier," $ 1,566.17 ",3/10/2015,8/21/1999,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+21662040,Premier, $ 90.05 ,3/5/2016,7/18/2002,9,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16071602,Premier, $ 322.15 ,5/18/2012,8/22/2002,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+11120173,Standard, $ 515.79 ,6/21/2011,7/2/2002,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29982475,Standard," $ 1,881.00 ",6/25/2014,7/26/2011,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+21802943,Premier, $ 740.73 ,5/24/2010,7/19/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+10831316,Premier, $ 359.84 ,8/28/2013,7/18/2002,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
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+17664674,Premier, $ 109.91 ,8/14/2015,8/8/2002,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+18776180,Standard, $ 249.74 ,4/25/2013,10/4/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14948731,Standard, $ 329.97 ,12/31/2014,10/29/2002,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,Spanish
+4456710,Standard, $ 511.98 ,4/14/2014,11/14/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+6746707,Premier, $ 391.76 ,7/20/2012,1/1/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18052286,Premier, $ 448.76 ,10/30/2014,8/9/1995,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8175180,Standard, $ 227.77 ,4/25/2012,9/13/2002,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+4942271,Standard, $ 582.95 ,5/31/2012,8/25/2002,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15495947,Standard, $ 488.82 ,4/28/2011,7/5/2002,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16309801,Premier," $ 1,169.67 ",1/29/2016,10/16/2002,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+6988335,Standard," $ 6,150.95 ",2/2/2008,1/31/2015,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+27065717,Premier, $ 403.29 ,1/30/2015,8/26/2002,16,TRUE,TRUE,TRUE,NOTICE,BILLING,TRUE,Y,N,N,N,N,N,N,N,N,51-100,English
+9487047,Standard, $ 559.10 ,6/6/2012,11/27/2009,28,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+2940036,Standard, $ 320.32 ,5/31/2012,8/8/2002,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+30530322,Standard," $ 2,757.52 ",12/10/2013,9/23/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+35483695,Standard, $ 363.95 ,3/16/2013,10/16/2002,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8811178,Standard, $ 291.18 ,6/2/2012,10/29/2002,22,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3503966,Premier," $ 1,269.24 ",11/3/2006,6/20/2015,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+28126500,Standard," $ 2,462.53 ",10/18/2011,7/19/2012,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+31854442,Standard, $ 421.77 ,5/1/2012,11/15/1986,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+9465951,Premier, $ 804.10 ,4/23/2009,10/16/2002,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,Y,N,Y,11-50,Spanish
+13105543,Premier," $ 4,330.50 ",12/27/2008,6/18/2009,3,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21469804,Premier," $ 2,352.78 ",8/22/2014,11/14/2005,3,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+58226948,Premier," $ 4,117.80 ",1/2/2011,10/4/2002,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+34071039,Premier, $ 329.43 ,3/27/2012,9/16/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21853454,Standard, $ 218.71 ,7/26/2012,7/5/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21339155,Premier," $ 3,100.83 ",9/30/2011,10/16/2002,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+3805711,Standard," $ 1,369.13 ",1/9/2011,10/30/2002,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+7419954,Standard, $ 752.16 ,7/5/2013,12/15/2009,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+7216826,Premier, $ 199.60 ,2/7/2013,8/26/2002,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15648313,Standard, $ 267.43 ,6/14/2013,10/4/2002,22,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30115420,Standard, $ 385.92 ,2/16/2011,9/16/2002,24,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29136080,Standard," $ 2,712.67 ",8/13/2012,7/7/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20755534,Standard, $ 396.87 ,5/27/2013,1/18/2007,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+26736889,Standard," $ 1,061.27 ",10/1/2012,9/25/2015,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+4316520,Standard, $ 709.47 ,10/3/2008,10/29/2002,14,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24921341,Standard, $ 897.52 ,10/30/2014,10/29/2002,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,French
+9122872,Premier," $ 3,016.33 ",12/8/2011,1/20/2006,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
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+21565758,Standard, $ 402.47 ,3/9/2014,7/31/2017,9,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,11-50,
+31224370,Standard, $ 310.57 ,8/9/2012,8/13/2012,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4026627,Standard, $ 358.51 ,8/31/2011,8/12/2002,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54452018,Premier," $ 1,950.17 ",4/29/2014,10/11/2002,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+20571761,Standard, $ 196.25 ,11/3/2010,10/16/2002,24,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22243308,Standard, $ 485.47 ,4/4/2013,10/29/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+8308256,Standard, $ 302.08 ,10/9/2012,3/16/2003,20,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10495279,Premier," $ 5,567.25 ",2/4/2009,8/1/1997,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+4536650,Standard, $ 229.05 ,4/12/2012,2/1/2001,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13273274,Standard, $ 317.71 ,6/19/2012,10/4/2002,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25052540,Standard," $ 1,710.37 ",4/29/2011,10/2/2014,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15810205,Premier, $ 499.60 ,2/27/2011,7/12/2006,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+7635571,Standard," $ 1,685.48 ",4/19/2013,3/1/2017,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N, ,
+13972819,Standard, $ 391.08 ,3/4/2012,10/17/2002,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+27757109,Standard, $ 360.53 ,4/4/2013,8/9/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+17732141,Standard," $ 4,897.53 ",4/2/2010,6/20/2008,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5950643,Premier," $ 5,279.73 ",8/4/2009,3/9/2009,1,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+7277715,Standard, $ 498.70 ,2/8/2013,5/19/2008,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+15182475,Standard, $ 314.33 ,3/5/2015,10/4/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
+6892183,Standard, $ 489.41 ,11/3/2011,1/23/2013,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32090310,Standard," $ 2,611.00 ",11/4/2012,10/16/2002,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15302076,Standard, $ 427.02 ,4/3/2012,10/16/2002,15,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11890949,Standard, $ 466.01 ,9/6/2014,4/18/2016,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+34158878,Standard," $ 2,196.17 ",10/10/2013,8/1/2006,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+8729002,Standard," $ 3,260.50 ",5/22/2011,7/23/2002,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+35256084,Premier, $ 242.48 ,4/20/2015,10/30/2002,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+19282841,Premier," $ 1,819.83 ",1/2/2003,7/8/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+29218533,Standard, $ 481.59 ,11/19/2012,8/12/2002,14,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+10041173,Standard," $ 1,281.91 ",11/8/2009,12/23/2014,12,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+10921416,Standard, $ 301.33 ,2/24/2014,7/23/2003,2,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28884055,Premier, $ 358.40 ,4/4/2012,2/12/2010,23,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+16201250,Premier, $ 198.67 ,2/17/2013,5/1/1998,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31138518,Standard, $ 495.11 ,3/24/2011,7/8/2002,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+20426520,Standard, $ 192.50 ,12/3/2014,10/4/2002,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28250754,Standard, $ 306.38 ,9/8/2012,4/1/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+19984800,Standard," $ 5,688.80 ",11/20/2008,6/17/2015,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+4421181,Premier," $ 3,754.62 ",3/22/2012,8/9/2002,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+29529175,Premier," $ 2,429.96 ",3/21/2008,10/17/2002,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+16411082,Standard," $ 1,049.79 ",3/4/2014,6/3/2011,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+35011113,Premier, $ 252.00 ,10/3/2013,10/5/1976,21,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28257623,Standard, $ 736.53 ,6/10/2010,7/23/2002,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Vietnamese
+19138969,Premier, $ 437.48 ,10/31/2011,8/12/2002,15,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+11213536,Standard, $ 273.53 ,1/12/2011,12/15/2008,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34080407,Standard, $ 365.56 ,3/7/2013,10/4/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27492569,Premier, $ 903.17 ,8/7/2010,7/8/2002,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+26035718,Premier, $ 140.95 ,12/7/2015,9/1/1977,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+35334399,Standard, $ 397.31 ,11/26/2010,8/12/2002,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12806418,Standard, $ 438.48 ,7/21/2012,2/27/2014,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+7573796,Standard, $ 169.52 ,12/12/2013,8/19/2011,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+31109322,Standard, $ 700.37 ,11/5/2010,7/8/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+2375042,Standard," $ 3,237.00 ",6/10/2011,8/12/2002,3,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+20459435,Standard, $ 406.13 ,9/24/2010,8/12/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+29541966,Standard, $ 346.53 ,3/25/2011,9/17/2002,15,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+15899338,Standard, $ 535.71 ,3/11/2011,10/4/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5615773,Standard," $ 2,688.50 ",9/2/2012,1/20/2006,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
+14587551,Premier, $ 488.13 ,2/13/2009,9/23/2010,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17340708,Standard, $ 294.17 ,4/5/2014,4/2/2009,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16002882,Standard, $ 232.03 ,3/12/2012,10/4/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19822064,Premier," $ 2,976.83 ",1/9/2012,8/12/2002,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19616578,Standard, $ 326.95 ,10/2/2014,8/12/2002,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,6-10,
+24538805,Premier, $ 640.13 ,12/15/2012,10/7/2002,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+7113216,Premier, $ 403.84 ,12/25/2013,8/28/2002,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+5587707,Premier, $ 380.14 ,11/14/2011,2/19/2007,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,1-5,English
+27669532,Premier," $ 3,155.17 ",8/16/2011,8/28/2002,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30589864,Standard, $ 487.54 ,5/5/2011,1/28/2006,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+7412928,Standard," $ 1,364.33 ",8/22/2015,10/5/2002,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+11049223,Standard, $ 354.29 ,10/1/2011,3/11/2010,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22159872,Standard," $ 2,902.47 ",9/10/2013,10/17/2003,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+109929354,Standard," $ 2,509.83 ",1/26/2013,8/13/2002,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+34168288,Premier, $ 616.94 ,5/18/2013,10/7/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33240959,Standard," $ 1,440.02 ",2/1/2014,7/24/2009,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+34788272,Standard," $ 2,377.33 ",5/14/2013,11/1/2002,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
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+4538580,Premier, $ 245.81 ,11/16/2013,6/2/2007,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+2826379,Premier, $ 260.59 ,8/2/2013,12/4/2002,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+2806568,Premier, $ 304.44 ,9/22/2012,10/21/2002,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+4268735,Premier, $ 489.63 ,11/2/2011,10/7/2002,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+25665747,Premier," $ 2,560.57 ",4/13/2014,3/27/2015,9,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34691289,Premier," $ 2,236.33 ",9/7/2013,10/22/2002,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20408195,Standard, $ 587.25 ,5/7/2016,3/1/2016,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+28879333,Standard," $ 1,751.04 ",8/11/2014,12/6/2002,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,500+,Portuguese
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+24389246,Premier, $ 574.24 ,8/26/2010,10/8/2002,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+9616943,Premier, $ 251.26 ,10/8/2013,10/7/2002,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9202050,Premier, $ 244.72 ,11/24/2013,11/15/1996,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+24831986,Standard, $ 466.47 ,6/20/2013,10/7/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+34589728,Premier, $ 391.16 ,1/9/2011,3/1/1993,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3667969,Premier, $ 444.80 ,6/19/2012,10/8/2002,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
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+20147263,Premier, $ 299.03 ,12/29/2011,12/20/2006,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,6-10,
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+21227337,Premier, $ 376.53 ,1/6/2013,1/10/2003,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21691721,Premier," $ 2,011.67 ",3/10/2014,1/4/2003,13,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26210345,Premier," $ 1,942.33 ",5/6/2014,11/23/2002,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9450610,Standard, $ 252.19 ,10/1/2013,1/30/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+35182404,Premier, $ 175.13 ,10/16/2013,1/22/2009,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+55059296,Premier," $ 2,415.17 ",4/13/2013,3/10/2003,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+109881295,Premier," $ 3,612.27 ",6/20/2012,2/14/2003,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+32229759,Premier, $ 527.45 ,6/3/2010,1/23/2003,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+20913305,Standard," $ 2,414.53 ",7/14/2014,10/3/2014,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+13326602,Premier, $ 454.93 ,11/1/2011,1/22/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33914900,Standard, $ 247.92 ,10/1/2011,2/13/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+23807659,Standard, $ 288.07 ,8/16/2010,2/2/2005,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+30370037,Premier," $ 1,330.58 ",6/9/2014,3/11/2003,8,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,500+,Spanish
+54533678,Standard," $ 2,495.83 ",2/6/2013,1/30/2003,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+31023484,Premier," $ 2,719.33 ",8/7/2012,12/14/1996,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19697818,Premier," $ 2,194.67 ",10/11/2013,1/7/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+13073965,Standard, $ 520.55 ,6/26/2008,1/31/2003,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+20059592,Standard, $ 369.55 ,9/24/2010,12/1/2011,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6790256,Premier, $ 469.83 ,1/7/2011,2/25/2014,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Portuguese
+19745089,Standard, $ 205.65 ,12/7/2012,6/1/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25583288,Standard, $ 382.99 ,5/1/2013,3/11/2003,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26945452,Standard, $ 519.98 ,11/7/2010,1/11/2007,11,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10642907,Standard," $ 3,683.33 ",6/10/2010,3/15/2012,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+28707691,Standard," $ 2,136.67 ",11/28/2013,1/31/2003,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29179554,Standard, $ 439.83 ,10/7/2013,3/11/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13974522,Premier," $ 1,527.58 ",11/6/2011,5/1/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+22555573,Premier, $ 276.51 ,4/10/2013,11/25/1996,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54525778,Standard," $ 3,088.00 ",10/10/2011,8/24/2004,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33415166,Standard," $ 1,223.73 ",11/3/2011,1/13/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+11161937,Premier," $ 3,079.83 ",10/17/2011,11/30/1988,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+22958634,Premier, $ 186.56 ,6/21/2013,11/25/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29546568,Standard, $ 375.15 ,6/10/2013,10/20/2012,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8968305,Standard, $ 604.73 ,12/2/2011,2/14/2003,31,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9651176,Standard, $ 377.07 ,6/21/2014,2/14/2003,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Polish
+25480310,Premier, $ 407.00 ,2/19/2014,3/12/2003,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+34426319,Standard, $ 231.18 ,3/18/2015,12/11/2002,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27211081,Premier," $ 4,375.58 ",2/25/2011,12/11/2002,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21221243,Standard, $ 421.35 ,6/7/2010,1/7/2003,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+8302246,Standard, $ 388.78 ,1/26/2011,3/13/2009,22,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4465833,Standard, $ 834.95 ,7/1/2011,8/18/2014,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9783709,Standard," $ 1,507.13 ",4/2/2010,3/21/2018,5,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+9993956,Standard, $ 492.39 ,4/8/2011,12/15/2016,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14627880,Standard, $ 240.02 ,1/28/2015,9/30/2016,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+2140917,Standard," $ 1,002.69 ",8/24/2004,8/6/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20113018,Premier," $ 1,848.00 ",10/7/2013,1/12/1993,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,Y,Y,N,N,N,N,N,N,N, ,
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+6523684,Premier, $ 228.99 ,3/16/2014,1/13/1988,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9804443,Standard," $ 3,402.67 ",1/26/2011,8/15/2015,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20004868,Premier, $ 624.87 ,9/11/2011,3/12/2003,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+27468090,Standard," $ 1,088.12 ",12/20/2006,12/11/2002,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12888389,Standard, $ 334.27 ,2/21/2012,1/7/2003,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20004089,Standard, $ 335.52 ,2/12/2012,12/21/2016,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6439036,Standard, $ 103.29 ,6/21/2016,1/13/2003,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+11319742,Premier, $ 621.50 ,9/24/2011,1/13/2003,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26291781,Standard," $ 2,450.07 ",6/22/2014,2/1/1996,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+6450700,Premier," $ 1,646.17 ",1/3/2015,6/15/1999,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14914887,Premier," $ 3,368.00 ",2/23/2011,1/1/1996,7,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+4793868,Standard, $ 143.48 ,9/5/2014,1/7/2003,21,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
+4114630,Standard, $ 299.68 ,7/2/2014,11/18/2003,14,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+35282908,Premier, $ 416.30 ,7/13/2010,2/18/2000,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+8235696,Standard, $ 732.40 ,6/27/2010,1/14/2003,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N,11-50,English
+11008871,Premier, $ 161.49 ,7/13/2015,7/16/2012,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10389261,Standard, $ 363.16 ,7/29/2011,1/14/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+25475021,Standard, $ 280.76 ,3/10/2013,7/2/2011,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+29175525,Standard, $ 223.39 ,4/26/2014,1/30/2006,27,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12953051,Standard," $ 1,474.07 ",6/8/2010,1/14/2003,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+8763847,Standard, $ 453.18 ,10/22/2009,3/14/2003,15,FALSE,FALSE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+9673284,Premier, $ 299.38 ,3/30/2012,1/31/2003,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3564636,Premier, $ 593.87 ,1/16/2012,3/13/2003,15,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+12884712,Standard," $ 1,828.50 ",8/7/2014,9/25/2012,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31761671,Standard, $ 790.50 ,11/1/2009,9/20/1997,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+29576517,Standard, $ 497.50 ,11/21/2010,11/26/2002,9,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+31470261,Standard," $ 3,492.67 ",9/3/2012,4/24/2012,1,TRUE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+23901094,Standard, $ 831.87 ,1/13/2014,4/1/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3444629,Standard, $ 397.39 ,2/16/2013,1/7/2015,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+2511780,Standard," $ 1,441.42 ",1/30/2014,11/26/2002,10,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+16589714,Standard, $ 428.60 ,3/25/2012,4/5/2015,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29301388,Premier, $ 655.20 ,3/16/2008,2/18/2003,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20938526,Standard," $ 4,222.67 ",3/25/2009,10/8/2016,8,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,Y,N,N, ,
+7234956,Standard, $ 309.98 ,10/31/2013,10/26/2013,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,Y,N,6-10,
+11635642,Standard, $ 409.33 ,12/17/2012,5/17/2007,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+12740252,Premier," $ 1,570.60 ",11/23/2009,1/23/2003,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,101-500,English
+54433284,Standard," $ 2,407.17 ",7/19/2014,11/26/2002,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+8805489,Standard, $ 427.26 ,4/26/2010,2/3/2003,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4394584,Premier," $ 3,796.50 ",3/9/2010,11/26/2002,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+26128878,Standard," $ 2,366.67 ",5/23/2013,10/28/2015,5,FALSE,TRUE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,N, ,
+28372291,Standard, $ 661.60 ,6/5/2009,3/2/2011,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+20533111,Standard, $ 358.06 ,9/4/2011,2/3/2003,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19350495,Standard, $ 302.15 ,3/8/2012,2/26/2015,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23286639,Standard, $ 928.50 ,9/10/2010,8/9/2013,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30272568,Premier, $ 224.19 ,4/26/2015,2/19/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6019567,Standard, $ 615.33 ,10/20/2011,1/14/2003,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+22129062,Premier," $ 2,785.00 ",6/15/2012,11/26/2002,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19726910,Standard, $ 284.84 ,2/9/2013,2/3/2003,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16111900,Standard, $ 836.79 ,5/3/2013,12/26/2017,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+10379377,Standard, $ 326.76 ,7/27/2013,11/27/2002,9,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+31728603,Standard," $ 1,337.60 ",3/15/2011,2/3/2003,21,FALSE,TRUE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,Y,Y,Y,101-500,English
+9184036,Standard, $ 266.81 ,3/22/2011,2/21/1981,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31052681,Premier, $ 255.52 ,7/16/2011,2/18/2003,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16039569,Standard, $ 873.36 ,8/14/2014,1/14/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,101-500,English
+31067989,Standard, $ 530.73 ,9/30/2012,3/14/2003,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30552584,Standard, $ 676.03 ,3/13/2010,1/23/2003,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+14450015,Premier, $ 469.56 ,8/25/2014,12/12/2002,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24925935,Standard, $ 459.23 ,7/20/2013,10/7/2012,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+4132523,Standard, $ 572.50 ,1/22/2010,2/3/2003,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+33942588,Standard, $ 886.38 ,1/20/2011,6/7/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,Japanese
+10511112,Standard, $ 358.00 ,9/6/2013,1/17/2013,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+10715062,Standard, $ 166.11 ,2/12/2015,2/18/2003,18,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+24421672,Standard, $ 282.29 ,2/28/2013,4/15/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12632855,Premier," $ 5,212.78 ",9/15/2009,12/12/2002,2,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,English
+13814462,Standard," $ 1,444.33 ",6/18/2015,11/27/2002,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+20792258,Premier, $ 334.40 ,2/20/2012,2/21/2003,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+10371299,Premier," $ 3,018.50 ",12/6/2011,11/27/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+25610752,Standard, $ 373.12 ,9/4/2014,2/3/2003,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12847177,Standard," $ 2,938.50 ",2/10/2012,9/8/2008,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+33968929,Premier, $ 211.94 ,7/17/2014,11/27/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20954973,Premier, $ 262.88 ,6/8/2013,7/9/2014,10,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23704444,Premier, $ 279.75 ,3/18/2013,8/1/1992,5,TRUE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27912563,Standard, $ 505.53 ,5/4/2014,11/16/2015,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20470650,Standard," $ 3,402.83 ",1/26/2011,8/8/2017,21,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3481473,Standard, $ 348.93 ,3/22/2013,6/22/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+26837751,Standard, $ 916.27 ,6/4/2008,1/23/2003,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+17836555,Standard," $ 2,309.33 ",3/23/2012,12/7/2004,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+20365488,Standard, $ 262.53 ,7/19/2013,11/2/2012,15,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+12400385,Premier, $ 250.04 ,10/17/2013,12/12/2002,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+54448754,Standard," $ 1,636.83 ",6/15/2013,1/14/2003,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
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+22576364,Standard, $ 224.17 ,6/1/2012,3/14/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+33166463,Standard," $ 2,481.44 ",5/7/2013,11/27/2002,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+19279588,Premier, $ 527.20 ,10/15/2012,1/15/2003,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+18904887,Premier, $ 287.33 ,1/22/2013,12/12/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21909310,Standard, $ 465.26 ,9/7/2013,10/23/2017,5,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7279967,Premier," $ 1,249.72 ",9/19/2009,9/5/2013,16,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,Y,N,N,N,N,N,Y,Y,51-100,English
+18169958,Premier, $ 195.07 ,3/26/2013,11/27/2002,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+32201479,Standard, $ 660.35 ,9/24/2008,9/2/2010,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+13568144,Standard, $ 339.83 ,11/21/2014,1/8/2003,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+16873135,Premier, $ 552.31 ,5/13/2010,1/23/2003,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10772828,Standard," $ 2,433.33 ",3/30/2013,2/15/2002,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+54392190,Premier," $ 3,457.78 ",9/25/2012,1/23/2003,5,FALSE,FALSE,FALSE,AUTO RENEW,BILLING,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+16227479,Standard, $ 355.23 ,9/20/2013,1/8/2003,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+167254588,Premier," $ 2,517.67 ",1/20/2013,12/12/2017,1,TRUE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2814250,Premier, $ 361.87 ,8/23/2014,1/8/2003,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+29624778,Premier, $ 273.30 ,5/3/2013,1/8/2003,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25809900,Standard, $ 224.84 ,4/15/2014,1/25/2017,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+35014751,Standard, $ 678.57 ,2/3/2011,12/27/2005,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,Chinese
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+16227858,Standard," $ 1,586.43 ",8/13/2013,7/23/2015,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5743455,Standard, $ 419.34 ,5/15/2012,7/27/2012,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23066673,Premier, $ 525.20 ,5/24/2008,11/29/2002,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Greek
+25810676,Premier, $ 329.08 ,6/23/2009,1/8/2003,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24703733,Standard, $ 381.16 ,3/22/2011,11/29/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+26899082,Premier, $ 490.78 ,11/15/2008,9/25/2014,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33844341,Premier, $ 407.65 ,12/26/2012,4/1/2003,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30843077,Standard, $ 441.08 ,2/24/2013,3/8/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+13731628,Standard, $ 615.29 ,1/15/2009,4/1/2003,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+54604695,Standard," $ 3,875.00 ",1/4/2010,1/8/2009,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22324500,Premier, $ 480.66 ,11/23/2012,1/15/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+28364496,Standard, $ 435.81 ,8/4/2012,12/13/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+11168483,Premier, $ 478.42 ,6/24/2011,11/29/2002,22,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3344791,Premier, $ 507.07 ,10/1/2008,1/23/2003,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Polish
+13542446,Standard," $ 3,255.33 ",5/26/2011,1/15/2003,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+14278566,Standard," $ 1,929.50 ",1/17/2010,4/1/2003,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,Spanish
+29745773,Standard," $ 1,289.77 ",3/28/2004,1/23/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+16829641,Standard, $ 152.25 ,6/7/2014,3/15/2017,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+26745205,Premier," $ 2,261.67 ",8/17/2013,12/7/2005,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26562143,Premier, $ 619.64 ,3/21/2011,1/15/2003,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+4017188,Premier, $ 213.38 ,5/8/2015,6/12/2008,21,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+19327895,Premier, $ 635.51 ,1/10/2011,3/15/2001,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,Hindi
+8025189,Standard, $ 624.42 ,11/5/2010,2/3/2003,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,Spanish
+21316817,Premier, $ 836.85 ,9/4/2009,10/3/2008,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34999348,Standard, $ 321.79 ,5/20/2012,3/17/1999,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14709472,Standard, $ 314.61 ,11/18/2009,2/4/2003,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23046587,Premier, $ 451.58 ,10/21/2014,2/3/2003,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+17973480,Standard, $ 445.04 ,6/17/2012,2/5/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54327393,Standard," $ 6,274.00 ",8/18/2004,1/15/1989,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9559709,Premier, $ 592.63 ,4/23/2012,3/27/2007,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34525605,Standard," $ 3,197.83 ",7/12/2011,12/13/2002,1,TRUE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34692298,Standard, $ 435.87 ,8/3/2012,2/1/2011,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34821184,Standard, $ 373.50 ,5/16/2011,1/15/2003,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19849587,Standard, $ 507.47 ,8/3/2011,12/13/2005,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18220762,Standard," $ 2,417.31 ",6/27/2013,1/15/2003,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+33142382,Standard, $ 685.07 ,3/19/2013,4/1/2003,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,101-500,Spanish
+19032547,Standard, $ 226.32 ,4/5/2014,1/9/1994,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5221179,Standard, $ 113.39 ,6/22/2016,2/24/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13930493,Premier, $ 282.08 ,3/1/2013,2/25/2003,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23518401,Premier, $ 240.48 ,12/24/2013,1/15/1970,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18813160,Standard, $ 408.37 ,12/22/2012,2/4/2003,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27417243,Premier, $ 202.31 ,1/10/2013,3/10/1999,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12211300,Standard," $ 2,578.00 ",6/22/2011,2/25/2003,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+6549917,Standard, $ 202.88 ,1/5/2013,1/23/2003,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24679659,Premier, $ 166.91 ,6/4/2015,2/9/2009,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12055924,Standard," $ 1,771.28 ",8/10/2011,1/23/2003,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,500+,Spanish
+26562028,Premier, $ 439.10 ,1/27/2012,2/19/1996,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+23628673,Standard, $ 227.51 ,4/27/2012,1/23/2003,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+19379069,Standard, $ 589.85 ,8/11/2013,2/24/2003,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3114894,Premier, $ 187.35 ,6/13/2013,4/24/2006,8,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11180535,Standard, $ 447.23 ,1/27/2013,1/24/2003,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+23941463,Standard, $ 318.36 ,11/23/2013,1/15/2003,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22625768,Premier, $ 509.40 ,1/4/2011,1/16/2003,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27638420,Premier, $ 409.93 ,2/7/2014,5/22/2006,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23652277,Premier," $ 1,586.80 ",4/2/2014,1/16/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,English
+29691970,Standard, $ 359.07 ,8/27/2011,1/15/2003,16,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15660929,Premier," $ 3,116.97 ",4/28/2013,1/24/2003,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+17406143,Standard, $ 137.92 ,11/1/2014,12/13/2002,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,German
+16412267,Standard," $ 3,782.40 ",8/19/2011,12/13/2002,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+6637768,Standard, $ 223.26 ,4/27/2014,11/8/2012,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7771247,Premier," $ 2,929.83 ",2/17/2012,5/9/2016,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,Spanish
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+14829366,Standard, $ 324.57 ,5/1/2012,12/1/2002,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5085941,Premier, $ 314.14 ,9/1/2013,6/27/2011,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+9749708,Premier, $ 765.74 ,9/6/2006,6/7/2014,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+25113977,Premier, $ 300.53 ,10/20/2012,5/12/2003,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,Italian
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+8633575,Premier, $ 344.31 ,12/27/2014,1/24/2003,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8212240,Standard, $ 652.88 ,7/20/2009,4/3/2003,27,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+16542162,Standard, $ 589.40 ,2/3/2012,4/4/2003,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+31162744,Premier, $ 518.67 ,11/19/2012,3/12/2017,19,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3442343,Standard, $ 293.67 ,3/1/2016,4/4/2003,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11322926,Premier, $ 358.00 ,9/4/2011,4/4/2003,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+18109759,Standard, $ 249.09 ,10/23/2013,2/26/2003,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8955810,Premier, $ 266.63 ,6/20/2013,2/10/1981,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5514070,Standard, $ 560.61 ,3/28/2010,3/24/2003,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27285515,Premier, $ 720.03 ,6/27/2012,1/27/2003,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+8043724,Premier, $ 373.29 ,1/24/2013,4/20/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+28850423,Standard, $ 782.77 ,12/3/2009,5/15/2003,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+9972351,Standard, $ 707.85 ,8/5/2012,3/4/2016,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+28294660,Standard, $ 219.84 ,5/20/2015,4/7/2003,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+54459903,Standard," $ 2,972.83 ",1/13/2012,4/1/2015,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19545881,Premier, $ 456.50 ,7/31/2013,5/15/2003,27,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,Y,N,Y,51-100,English
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+22841298,Premier, $ 836.33 ,2/3/2015,12/18/2002,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+23757110,Standard, $ 302.99 ,6/15/2014,5/16/2003,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+19561661,Premier, $ 170.15 ,4/1/2013,5/6/2005,48,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N,1-5,
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+19938185,Standard, $ 398.07 ,6/13/2012,4/7/2003,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+15451830,Standard," $ 2,910.27 ",9/5/2013,5/19/2003,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6423958,Premier, $ 365.50 ,8/8/2014,4/7/2003,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+11499397,Standard, $ 224.67 ,5/26/2012,5/16/2003,15,TRUE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54569496,Premier," $ 2,794.83 ",6/7/2012,5/19/2003,12,TRUE,FALSE,TRUE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+27291521,Standard, $ 150.83 ,6/13/2015,5/20/2003,15,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+17442414,Standard, $ 796.70 ,10/7/2009,7/13/2010,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,11-50,
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+5711334,Standard," $ 2,102.67 ",12/25/2013,3/17/2015,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21351561,Premier," $ 3,159.65 ",4/1/2013,6/22/2010,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32025585,Premier, $ 350.36 ,5/30/2013,9/30/2004,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22990820,Premier, $ 333.89 ,8/29/2013,2/28/2003,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+55118823,Premier," $ 1,562.33 ",3/13/2015,3/6/2009,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24822585,Premier, $ 493.65 ,10/13/2011,8/29/2015,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+31418970,Standard, $ 277.71 ,4/1/2013,5/27/2003,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+58350526,Standard," $ 4,467.67 ",12/29/2010,6/9/2005,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25558710,Standard," $ 2,254.00 ",8/23/2013,7/2/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20234018,Standard, $ 319.81 ,6/4/2012,7/2/2003,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5429691,Standard, $ 492.98 ,4/5/2011,10/5/2015,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,German
+25834886,Standard, $ 383.25 ,4/30/2013,5/27/2003,11,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34456440,Premier," $ 3,462.33 ",9/22/2012,2/5/2010,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+13021810,Premier, $ 248.04 ,10/31/2013,3/25/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19277574,Premier, $ 407.68 ,12/26/2012,11/4/2004,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12779609,Standard, $ 508.56 ,1/9/2011,6/3/2003,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20381442,Standard, $ 331.64 ,3/11/2012,7/2/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31103322,Standard, $ 394.72 ,12/15/2010,4/28/2003,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17841029,Premier," $ 3,213.38 ",2/26/2013,4/9/2013,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+18297428,Premier," $ 2,580.17 ",11/29/2012,6/25/2003,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+44499735,Standard," $ 2,906.17 ",3/7/2012,5/1/2014,5,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54641015,Premier," $ 3,082.17 ",10/15/2011,5/29/2003,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9087661,Standard, $ 421.49 ,10/16/2012,5/29/2003,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25803597,Standard, $ 673.30 ,6/10/2011,5/28/2003,25,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7253141,Premier," $ 4,951.48 ",2/27/2010,5/29/2003,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33183089,Standard, $ 225.87 ,4/8/2014,5/24/2016,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17726014,Premier, $ 157.87 ,4/18/2015,3/25/2008,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,1-5,English
+31254365,Standard, $ 714.20 ,12/31/2010,6/3/2003,20,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+23911177,Premier, $ 522.16 ,10/27/2013,6/25/2003,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,11-50,English
+3481799,Premier, $ 470.23 ,8/8/2011,5/5/2015,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31539480,Standard," $ 1,631.17 ",5/21/2011,4/28/2003,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+8630602,Standard, $ 349.93 ,3/16/2013,6/16/2016,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,Portuguese
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+3084500,Premier," $ 2,600.00 ",11/13/2012,7/3/2003,1,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24504826,Premier, $ 386.21 ,11/14/2012,3/4/2003,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7231068,Standard, $ 513.90 ,2/27/2013,7/5/2003,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54563151,Standard," $ 2,286.50 ",7/28/2013,5/29/2003,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17001182,Standard," $ 3,911.27 ",12/14/2011,5/29/2003,2,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+50757372,Premier," $ 1,488.83 ",5/12/2015,4/9/2003,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34557983,Premier, $ 360.41 ,12/5/2010,6/4/2003,8,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+54707855,Standard," $ 5,021.50 ",6/10/2007,5/16/2008,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13420383,Standard," $ 1,200.33 ",12/21/2011,12/28/2010,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6956986,Standard, $ 705.88 ,5/14/2012,1/2/2003,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+14328812,Standard, $ 222.70 ,1/22/2015,7/21/2008,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,Y,Y,6-10,English
+21318553,Premier, $ 259.82 ,7/1/2013,7/3/2003,19,TRUE,FALSE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34868278,Premier, $ 474.03 ,1/21/2012,7/15/1987,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12397012,Standard, $ 145.48 ,8/15/2014,4/9/2003,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+4520272,Standard," $ 1,024.67 ",7/5/2009,4/29/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+34632384,Premier, $ 288.99 ,1/11/2013,3/4/2003,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+3466638,Premier," $ 1,063.01 ",10/20/2003,2/14/2011,25,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35009448,Premier, $ 303.50 ,8/15/2012,6/12/2003,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,11-50,Spanish
+16195822,Premier," $ 1,094.57 ",3/12/2015,2/19/2009,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+12562396,Standard, $ 272.27 ,5/10/2013,5/30/2003,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7750403,Premier, $ 385.37 ,5/18/2014,4/10/2003,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+19414523,Premier, $ 254.63 ,5/31/2016,3/4/2003,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+58364750,Premier," $ 1,498.50 ",5/4/2015,4/10/2003,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3501354,Standard, $ 405.07 ,10/2/2010,4/10/2003,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
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+158599213,Standard," $ 3,533.14 ",8/15/2013,6/25/2003,6,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,Y,N,N,N,N,N,N,N, ,
+35327219,Standard, $ 662.00 ,3/19/2017,4/10/2003,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5704104,Premier, $ 555.69 ,12/23/2009,4/10/2003,32,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+7930177,Standard, $ 662.56 ,5/31/2009,3/4/2003,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Vietnamese
+165103082,Standard," $ 3,510.43 ",8/23/2012,6/25/2003,2,FALSE,TRUE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26292381,Standard," $ 1,119.07 ",6/4/2012,6/25/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+34474237,Standard, $ 349.24 ,6/5/2013,6/1/2003,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+6393166,Premier, $ 294.51 ,12/2/2012,10/28/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28378773,Premier," $ 1,404.08 ",3/15/2014,6/1/2003,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+29639503,Premier, $ 551.22 ,5/19/2010,6/13/2003,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+34455453,Standard," $ 3,429.83 ",1/3/2011,4/30/2003,57,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15322579,Standard, $ 257.31 ,2/3/2015,4/30/2003,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24575964,Standard, $ 417.79 ,2/21/2012,6/26/2003,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,6-10,English
+13039176,Premier, $ 297.47 ,11/11/2012,2/15/1996,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18191577,Standard," $ 1,571.27 ",12/28/2015,6/13/2003,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+13363014,Premier, $ 660.27 ,6/12/2009,4/10/2003,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+28502221,Premier, $ 503.04 ,3/10/2014,4/30/2003,7,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+21611614,Standard, $ 326.90 ,4/14/2012,2/2/2012,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27576983,Premier, $ 406.56 ,3/9/2012,11/25/2003,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,
+26336440,Standard, $ 290.95 ,12/10/2013,5/1/2003,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+20779269,Standard, $ 427.64 ,4/23/2010,6/26/2003,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10540654,Standard, $ 757.42 ,3/2/2012,5/30/2003,12,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+9937822,Standard," $ 3,086.33 ",10/12/2011,6/26/2003,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13245492,Premier, $ 211.72 ,10/6/2012,3/5/2003,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28503877,Premier, $ 166.08 ,5/15/2016,6/26/2003,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+24411490,Premier, $ 349.79 ,11/2/2011,6/8/2015,10,FALSE,TRUE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+166025458,Standard," $ 2,559.50 ",12/16/2012,11/15/2015,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2305370,Standard, $ 498.70 ,2/8/2013,9/29/2004,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16865137,Premier, $ 520.69 ,1/31/2013,10/30/2004,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+11739728,Standard, $ 344.31 ,4/11/2011,4/30/2003,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3753005,Premier, $ 531.36 ,5/11/2010,12/9/2013,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+55357922,Premier," $ 6,300.33 ",7/28/2004,8/3/2006,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+8252393,Premier, $ 580.43 ,3/11/2012,7/24/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+32894118,Standard, $ 328.76 ,4/1/2012,7/24/2003,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9394706,Premier, $ 456.07 ,10/13/2013,3/15/1993,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6853484,Premier, $ 453.94 ,11/6/2011,6/30/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32970809,Standard," $ 1,562.00 ",4/27/2014,7/15/2003,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
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+5857815,Standard, $ 684.61 ,7/19/2012,7/16/2003,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
+9717226,Standard," $ 2,744.08 ",12/19/2013,10/13/2013,3,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22343890,Standard," $ 2,885.67 ",3/24/2012,9/8/2009,1,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5009587,Premier," $ 1,120.58 ",2/9/2015,6/30/2015,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+13998612,Premier," $ 3,068.87 ",5/28/2013,12/17/2004,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+2292064,Premier, $ 291.89 ,12/21/2012,7/1/2003,13,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+35234775,Premier, $ 276.54 ,7/11/2014,11/24/2014,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+35616784,Premier, $ 126.29 ,3/22/2016,6/20/2003,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+109921435,Premier," $ 4,331.50 ",12/26/2008,4/1/2003,1,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26604728,Premier, $ 193.32 ,10/13/2015,8/26/2003,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+35439476,Premier, $ 228.32 ,4/19/2012,6/15/2009,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
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+13008626,Premier, $ 670.67 ,3/7/2011,7/1/2003,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,Spanish
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+15916872,Premier," $ 5,633.16 ",8/8/2010,8/26/2003,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,N,500+,Russian
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+54461897,Standard," $ 3,464.00 ",3/23/2012,11/1/1992,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+17384493,Standard, $ 368.16 ,2/21/2013,7/22/2008,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7526005,Premier, $ 137.64 ,11/3/2014,9/17/2003,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+32347921,Standard, $ 518.38 ,7/12/2008,7/6/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17662278,Standard, $ 291.33 ,12/25/2012,3/19/2015,19,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10520180,Premier, $ 693.79 ,12/22/2008,11/16/2005,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,English
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+6238315,Standard, $ 239.73 ,12/30/2013,10/9/2003,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+23927205,Premier, $ 531.20 ,10/15/2006,4/17/2009,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
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+16919284,Standard, $ 168.80 ,12/19/2013,10/12/2010,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+10200230,Standard, $ 216.29 ,8/20/2012,7/2/2003,9,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+7612180,Standard," $ 2,886.00 ",9/20/2013,10/9/2003,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+28557688,Standard, $ 203.47 ,9/15/2014,7/2/2003,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6866257,Premier, $ 852.14 ,7/6/2009,6/10/2003,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9816816,Standard," $ 3,904.67 ",12/11/2009,9/22/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27741672,Standard," $ 1,221.05 ",3/2/2008,10/16/2003,9,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33366756,Standard, $ 619.27 ,10/4/2011,7/28/2003,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+27840151,Standard, $ 709.89 ,7/29/2012,6/5/2009,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+54617252,Standard," $ 4,691.70 ",12/15/2011,3/2/2013,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+18417655,Standard, $ 170.65 ,5/9/2015,10/16/2003,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13943170,Standard, $ 535.13 ,9/12/2012,12/13/2004,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9976109,Premier, $ 780.83 ,7/31/2009,11/22/2005,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
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+29396768,Premier, $ 306.50 ,9/7/2012,9/18/2003,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+54884600,Premier," $ 3,416.50 ",1/14/2011,10/17/2003,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16636298,Premier, $ 279.24 ,4/26/2014,11/2/2010,11,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,N,6-10,English
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+29662627,Standard, $ 237.33 ,1/16/2014,11/7/2003,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
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+26494478,Standard, $ 221.93 ,6/23/2012,10/27/2003,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
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+54975773,Premier," $ 3,183.33 ",7/24/2011,10/28/2003,4,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6830564,Standard, $ 441.21 ,1/15/2012,6/15/2015,22,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+15068356,Standard, $ 698.67 ,11/12/2010,11/29/2012,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+6029574,Premier, $ 537.04 ,9/6/2013,1/13/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,Y,N,Y,51-100,English
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+30146240,Premier," $ 2,404.00 ",4/23/2013,4/6/2004,1,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7450580,Premier, $ 524.29 ,6/21/2010,12/20/2010,11,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+55169950,Premier," $ 2,005.67 ",3/15/2014,10/28/2003,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5911302,Premier, $ 293.60 ,12/8/2012,1/14/2016,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18429347,Standard, $ 465.55 ,3/4/2012,10/28/2003,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+31966808,Standard, $ 242.32 ,4/21/2015,3/4/2016,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+2979021,Premier, $ 624.55 ,12/19/2011,6/29/2001,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2359444,Standard, $ 516.51 ,11/26/2010,12/13/2011,25,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16524847,Standard, $ 464.53 ,9/9/2013,10/28/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7778009,Standard, $ 368.66 ,9/2/2012,9/18/2013,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,Y,N,N,N,N,Y,N,Y,6-10,English
+2643458,Standard," $ 2,630.00 ",10/20/2012,5/17/2016,4,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16485994,Premier," $ 3,406.67 ",1/22/2011,11/4/2009,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33907889,Standard," $ 2,857.18 ",10/8/2013,10/28/2003,9,TRUE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+54621427,Premier," $ 3,245.02 ",2/6/2013,10/20/2003,8,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27840814,Premier," $ 1,872.33 ",7/2/2014,12/31/2002,3,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32965152,Premier, $ 169.57 ,4/27/2016,8/4/2003,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23490646,Premier," $ 2,762.07 ",12/7/2013,12/17/2003,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2415291,Premier," $ 2,858.67 ",4/15/2012,11/15/2004,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8282798,Premier," $ 1,488.76 ",4/12/2012,8/19/2011,4,TRUE,TRUE,TRUE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21538771,Standard, $ 204.06 ,8/12/2014,12/17/2003,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+28465232,Standard," $ 3,119.67 ",9/14/2011,8/11/2005,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27010842,Standard, $ 461.26 ,9/27/2011,8/4/2003,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3215704,Standard, $ 365.31 ,7/31/2013,6/24/2003,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27704098,Premier, $ 836.40 ,4/27/2009,12/26/1987,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+23543918,Premier, $ 207.31 ,11/20/2012,12/18/2003,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+15570015,Premier," $ 2,862.53 ",9/4/2010,12/2/1993,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+31828420,Standard, $ 710.20 ,9/19/2014,5/13/2014,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+31324320,Standard, $ 549.64 ,12/16/2013,7/22/2016,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+18162938,Standard," $ 1,140.60 ",4/21/2012,1/5/2004,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+23284833,Standard, $ 371.68 ,5/29/2011,11/14/2003,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18378028,Standard, $ 301.12 ,10/16/2012,4/29/2010,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+35546823,Standard," $ 3,441.67 ",12/25/2010,1/5/2004,1,TRUE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22146170,Standard, $ 174.03 ,12/12/2014,10/30/2003,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+5068147,Standard, $ 181.17 ,8/15/2013,12/17/2012,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29924635,Premier," $ 2,611.20 ",5/19/2011,12/2/2003,10,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+27484265,Standard, $ 438.19 ,7/23/2012,8/4/2003,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+58590774,Premier," $ 2,791.17 ",6/10/2012,2/5/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+38857669,Standard," $ 2,760.50 ",7/5/2012,1/9/2016,8,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27048516,Standard, $ 292.29 ,5/25/2012,4/19/2018,13,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
+12229789,Standard," $ 2,945.80 ",8/14/2013,10/17/2010,1,TRUE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+34132818,Standard, $ 464.14 ,2/10/2011,10/20/2003,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
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+10271263,Standard, $ 527.67 ,10/13/2012,6/24/2003,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+158365033,Standard," $ 2,550.67 ",12/24/2012,7/15/2015,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14320596,Standard," $ 3,406.00 ",10/28/2012,8/30/2015,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15594119,Standard, $ 410.42 ,8/24/2010,11/18/2003,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+166076243,Standard," $ 1,798.77 ",12/8/2012,11/18/2003,6,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+4781445,Standard, $ 348.13 ,11/14/2011,10/30/2003,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33253987,Standard," $ 1,336.33 ",9/15/2012,10/20/2003,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+15096209,Standard, $ 439.44 ,7/16/2012,4/1/2014,16,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+54603980,Standard," $ 2,257.67 ",8/20/2013,8/24/2009,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24446570,Standard, $ 310.27 ,8/11/2012,10/31/2003,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13093545,Premier," $ 2,436.17 ",3/27/2013,1/22/1978,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+14385263,Standard, $ 799.60 ,9/25/2009,4/21/2017,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25441103,Premier," $ 4,911.18 ",3/24/2010,2/27/2014,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9674945,Standard, $ 334.45 ,3/14/2011,12/29/2003,5,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
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+33552636,Premier, $ 776.16 ,6/25/2012,7/13/2006,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,101-500,English
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+31197461,Standard, $ 336.25 ,2/28/2011,2/1/1989,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,1-5,Spanish
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+33091217,Premier," $ 3,365.27 ",11/22/2012,10/21/2003,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28024462,Standard, $ 210.77 ,6/24/2014,11/27/2010,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
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+27882116,Premier, $ 622.22 ,5/1/2013,8/17/2015,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+9929139,Premier, $ 295.53 ,5/21/2015,7/6/2007,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31738508,Standard, $ 755.95 ,11/1/2007,3/1/2004,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,N,1-5,
+25992122,Standard, $ 619.50 ,10/3/2011,2/11/2004,12,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25565268,Standard, $ 333.07 ,1/12/2014,10/9/2013,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+55122313,Standard," $ 2,791.67 ",6/9/2012,1/27/2004,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+20659902,Standard, $ 291.56 ,5/30/2012,2/11/2004,5,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26130417,Standard, $ 315.94 ,12/6/2013,3/1/2004,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+11952799,Standard, $ 426.72 ,4/4/2012,1/27/2004,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27685373,Premier," $ 1,848.58 ",10/11/2012,2/11/2004,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+17558536,Standard, $ 288.42 ,1/15/2013,2/13/2004,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+35071629,Standard, $ 431.55 ,3/9/2012,3/2/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27215953,Premier, $ 340.18 ,7/25/2013,3/2/2004,19,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13049680,Premier, $ 720.03 ,8/17/2010,3/1/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6028593,Standard, $ 361.55 ,1/9/2013,6/1/2012,2,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N,6-10,
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+7439513,Standard, $ 194.23 ,5/9/2016,3/2/2004,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+21370859,Standard, $ 187.24 ,1/10/2015,3/18/2004,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+13097676,Premier," $ 1,713.20 ",11/24/2013,11/2/2009,9,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+9918995,Premier, $ 353.84 ,9/27/2013,2/12/2004,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15828140,Standard, $ 372.40 ,5/8/2010,12/12/1996,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,1-5,
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+27763501,Premier," $ 2,394.50 ",4/30/2013,4/20/2011,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+19983728,Premier, $ 247.66 ,1/11/2016,2/14/2004,21,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+54773905,Premier," $ 2,683.83 ",9/5/2012,2/1/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+33994091,Premier, $ 181.16 ,12/19/2015,8/9/2010,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4675296,Standard," $ 2,810.83 ",5/24/2012,12/8/2017,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+56188588,Standard," $ 2,562.50 ",12/14/2012,2/17/2017,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17680478,Premier, $ 633.09 ,10/29/2009,10/24/2003,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Italian
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+4841448,Standard, $ 572.07 ,1/24/2010,3/5/2004,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+4675943,Premier, $ 416.40 ,7/12/2010,1/19/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5961562,Premier, $ 334.17 ,1/4/2012,1/28/2004,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,
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+28702940,Standard, $ 237.64 ,2/20/2016,4/22/2016,11,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18792093,Premier, $ 788.70 ,11/9/2009,12/1/1991,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16598519,Premier, $ 358.16 ,4/17/2013,3/6/2004,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+13292470,Standard," $ 3,015.83 ",12/9/2011,12/6/2005,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
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+5249077,Standard," $ 2,975.48 ",7/26/2013,6/2/2018,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+16654861,Standard, $ 451.55 ,5/15/2012,4/7/2004,9,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14346979,Standard," $ 2,558.17 ",12/17/2012,1/28/2004,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14137118,Standard, $ 655.84 ,1/15/2011,4/21/2004,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+5500176,Standard, $ 396.69 ,6/21/2012,3/22/2018,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+32359992,Standard, $ 275.79 ,12/20/2010,4/16/2005,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15758793,Premier, $ 451.56 ,11/19/2011,4/7/2004,24,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25394941,Standard, $ 161.47 ,3/26/2012,1/17/2009,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32987091,Premier, $ 394.84 ,12/14/2010,4/7/2004,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9780738,Standard, $ 650.83 ,5/27/2011,5/16/2014,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+34141277,Standard," $ 1,689.00 ",11/29/2014,6/22/2016,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7961298,Premier, $ 349.72 ,12/5/2014,1/20/2004,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31428149,Standard, $ 426.53 ,5/1/2010,5/12/2004,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17548154,Premier, $ 287.91 ,8/18/2010,1/1/1980,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29192038,Standard, $ 572.57 ,4/12/2012,4/7/2004,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22594094,Standard, $ 791.80 ,10/27/2009,5/10/2010,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9444171,Premier," $ 1,935.04 ",8/29/2009,3/29/2004,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+158623845,Standard," $ 3,023.83 ",12/2/2011,6/11/2012,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55164330,Standard," $ 2,296.33 ",7/20/2013,4/20/2004,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+19843213,Standard, $ 321.50 ,5/23/2012,1/26/2006,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27671567,Standard, $ 545.58 ,12/30/2007,1/28/2004,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8823880,Premier, $ 221.75 ,5/7/2014,1/20/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23604869,Standard, $ 211.26 ,7/22/2014,4/20/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4979431,Standard," $ 1,031.20 ",12/1/2012,2/28/1979,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3512127,Standard, $ 327.34 ,6/16/2013,4/21/2004,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+29480936,Premier," $ 1,058.94 ",7/26/2009,3/29/2004,25,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26487133,Standard, $ 186.65 ,1/14/2015,3/27/2004,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+8703217,Premier, $ 465.35 ,9/4/2011,3/30/2004,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12107682,Premier, $ 435.83 ,10/24/2013,4/1/1970,14,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+32673964,Standard, $ 225.18 ,4/13/2014,4/7/2004,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+15256767,Premier," $ 1,145.87 ",4/10/2012,3/29/2004,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+6279612,Premier," $ 3,172.83 ",8/2/2011,6/13/2014,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
+55254734,Standard," $ 2,037.17 ",2/17/2014,4/20/2004,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+19126465,Standard, $ 488.29 ,11/9/2011,1/13/2004,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16478288,Standard, $ 389.22 ,1/23/2011,5/23/2006,18,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24875746,Standard, $ 209.13 ,4/29/2010,4/10/2008,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,Korean
+32682440,Premier, $ 467.83 ,8/31/2014,4/7/2004,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+15597008,Standard, $ 581.07 ,3/8/2012,9/10/2007,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+29008094,Standard, $ 370.25 ,6/8/2011,3/30/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+29509149,Premier, $ 580.37 ,3/11/2012,9/8/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,
+30483278,Premier," $ 2,240.17 ",9/4/2013,4/7/2004,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+34530350,Standard, $ 283.94 ,2/16/2013,12/8/2007,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25732617,Standard, $ 129.01 ,1/31/2015,7/16/2013,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21926795,Premier, $ 423.02 ,1/22/2012,3/29/2004,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N,6-10,English
+11345692,Standard," $ 1,787.93 ",12/28/2010,4/26/2004,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12650484,Standard, $ 291.60 ,12/23/2012,4/8/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7820448,Standard, $ 617.55 ,1/16/2010,4/7/2004,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17619599,Standard, $ 269.10 ,1/21/2014,1/29/2004,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+29832588,Premier, $ 768.52 ,1/27/2012,1/14/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+17395427,Premier, $ 400.51 ,1/31/2013,9/29/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14333248,Standard, $ 405.72 ,7/29/2012,7/30/2008,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12500761,Premier, $ 422.44 ,4/28/2012,10/25/2016,18,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21903953,Premier, $ 796.74 ,2/9/2010,1/14/2004,25,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+35778007,Standard," $ 2,038.00 ",2/16/2014,3/29/2004,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,500+,English
+14150207,Premier, $ 506.64 ,8/7/2011,1/24/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+26220173,Standard, $ 400.36 ,11/4/2010,6/7/2004,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17086672,Standard, $ 285.87 ,2/2/2013,4/8/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+35177251,Standard, $ 507.89 ,8/1/2011,1/20/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24040313,Standard, $ 289.07 ,12/12/2011,2/15/2008,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,Y,1-5,English
+34252644,Standard," $ 3,306.42 ",12/12/2013,7/15/2014,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,Y,N,N,N,N,N,N,N, ,
+23376277,Standard," $ 3,356.50 ",3/5/2011,10/2/2017,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,N,N, ,
+24137831,Standard, $ 172.72 ,11/9/2013,4/8/2004,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16092577,Standard, $ 607.30 ,11/22/2011,5/16/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+17785736,Standard, $ 338.63 ,2/8/2011,12/28/2017,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,6-10,
+7724941,Standard, $ 279.40 ,11/13/2010,4/8/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7651887,Standard, $ 565.67 ,5/10/2012,4/8/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+10372198,Standard, $ 291.31 ,12/25/2012,4/8/2004,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+5502228,Standard," $ 2,861.67 ",4/13/2012,1/20/2004,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8900701,Standard, $ 163.29 ,2/14/2014,3/29/2004,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10627552,Premier, $ 747.23 ,7/17/2013,6/7/2004,2,TRUE,FALSE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+20208615,Standard," $ 8,254.78 ",6/17/2004,11/1/2002,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+10863425,Premier, $ 667.20 ,5/7/2009,1/29/2004,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,Y,N,Y,N,Y,11-50,English
+14236481,Premier," $ 2,509.33 ",1/26/2013,4/22/2004,12,TRUE,TRUE,TRUE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,Y,N,N,500+,
+15303384,Standard, $ 323.96 ,10/23/2013,1/14/2004,18,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23939801,Premier, $ 359.31 ,8/30/2013,4/8/2004,31,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+11596135,Premier, $ 299.07 ,10/30/2012,4/8/2004,24,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33870426,Standard, $ 607.05 ,2/26/2012,6/7/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+17545360,Premier, $ 382.32 ,3/14/2011,4/9/2004,12,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13281521,Premier, $ 262.08 ,1/18/2013,4/8/2004,24,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20812233,Standard, $ 694.59 ,12/18/2008,11/21/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7540361,Premier," $ 2,353.75 ",2/28/2011,2/18/2006,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+17188695,Standard, $ 702.30 ,8/22/2012,1/20/2004,43,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+23270682,Standard," $ 1,134.82 ",1/24/2015,5/3/2017,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+27766265,Premier," $ 1,373.20 ",1/1/2011,4/8/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+30397257,Standard," $ 2,882.97 ",9/22/2013,5/14/2004,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+18801957,Premier, $ 263.60 ,7/11/2013,1/29/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28789113,Standard, $ 316.41 ,12/3/2013,1/14/2004,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+11238516,Premier," $ 2,030.17 ",2/23/2014,4/22/2013,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14767025,Standard," $ 2,154.33 ",11/13/2013,5/4/2016,9,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26347592,Standard, $ 814.53 ,12/1/2009,4/22/2004,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,Polish
+110049744,Standard," $ 4,378.83 ",2/23/2011,6/7/2004,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+29304786,Standard, $ 458.24 ,10/13/2011,4/9/2004,19,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13073064,Premier, $ 649.20 ,6/3/2011,4/22/2004,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8205558,Standard," $ 3,022.41 ",3/7/2012,3/31/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+23389797,Premier, $ 238.78 ,1/5/2014,1/29/2004,18,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8475984,Premier, $ 232.28 ,9/9/2013,4/9/2004,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20786159,Standard," $ 1,054.53 ",12/3/2003,1/20/2004,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13905581,Standard, $ 343.18 ,7/9/2013,4/9/2004,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12919384,Premier, $ 567.50 ,8/10/2013,4/7/2008,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+55034557,Standard," $ 4,002.33 ",9/22/2009,2/18/2016,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+12072286,Premier, $ 298.53 ,11/3/2012,4/8/2004,8,FALSE,FALSE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,Y,Y,6-10,Spanish
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+21510597,Standard, $ 254.08 ,9/18/2013,4/9/2004,22,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8804104,Premier," $ 2,006.67 ",8/18/2002,1/29/2004,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+35501726,Standard," $ 2,717.17 ",8/9/2012,4/9/2004,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
+28983062,Standard, $ 227.59 ,10/16/2013,9/22/2017,17,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+166088941,Standard," $ 2,758.50 ",7/6/2012,1/14/2004,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+4598668,Premier, $ 455.10 ,10/8/2009,4/12/2004,13,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21506911,Premier," $ 1,385.20 ",12/7/2010,1/20/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+7493872,Standard, $ 417.09 ,11/8/2012,4/9/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+12049891,Premier, $ 197.85 ,2/25/2013,1/1/1996,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
+17758109,Standard, $ 496.13 ,12/18/2008,4/9/2004,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15832791,Standard, $ 146.41 ,8/6/2014,11/9/2010,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31858389,Premier, $ 825.60 ,1/26/2014,4/22/2004,25,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+6488520,Standard, $ 483.92 ,5/25/2011,11/28/2016,24,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+33466279,Premier, $ 455.41 ,10/6/2009,5/2/2014,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9852945,Premier," $ 3,426.00 ",1/7/2011,4/28/2004,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30649617,Premier, $ 215.06 ,5/24/2014,11/2/2009,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,Y,Y,11-50,English
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+21382354,Premier, $ 227.13 ,5/1/2012,5/9/2015,18,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+32291387,Standard," $ 2,387.47 ",1/19/2011,4/30/2018,3,TRUE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+28079323,Premier, $ 392.65 ,10/9/2012,6/11/2004,16,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27493553,Standard, $ 474.69 ,1/18/2012,11/12/1999,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+15377179,Standard, $ 105.72 ,9/26/2015,6/19/2004,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+18839993,Standard, $ (0.37),9/11/2018,5/10/2016,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12463720,Standard, $ 349.10 ,11/7/2011,8/1/1976,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32650997,Premier," $ 1,886.60 ",2/15/2008,7/1/1962,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14069002,Standard, $ 320.25 ,10/18/2011,4/29/2004,8,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14684226,Standard, $ 256.64 ,3/1/2013,10/12/2013,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27099377,Standard, $ 154.45 ,5/15/2014,1/21/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+8783245,Standard, $ 101.54 ,9/15/2016,5/13/2010,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6613318,Premier, $ 464.21 ,3/11/2012,5/21/2004,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+19309487,Standard, $ 916.32 ,6/2/2014,4/1/2000,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+32654929,Standard, $ 194.06 ,11/22/2014,8/1/1994,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30360612,Standard, $ 525.72 ,10/6/2010,5/24/2004,5,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23570091,Standard, $ 495.25 ,10/4/2011,8/1/1962,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14366220,Standard," $ 3,360.28 ",11/26/2012,4/15/2004,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28418447,Standard, $ 622.22 ,5/1/2013,1/17/2013,5,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+13058676,Premier," $ 1,415.33 ",7/11/2015,4/10/2017,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+7096340,Premier," $ 3,269.33 ",5/15/2011,8/1/1988,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5006033,Premier," $ 1,517.60 ",11/12/2015,4/1/2000,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+8285097,Standard, $ 422.07 ,1/22/2015,8/22/2008,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+27279200,Standard," $ 1,857.00 ",5/16/2010,4/30/2004,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+24310796,Standard, $ 179.70 ,3/5/2015,5/24/2004,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19743170,Standard, $ 547.95 ,12/21/2013,1/21/2004,23,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7251863,Standard," $ 1,567.11 ",12/10/2011,11/14/2012,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+17999536,Standard, $ 167.37 ,6/1/2015,4/12/2013,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8881102,Standard," $ 3,506.67 ",11/2/2010,12/1/1999,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6135570,Standard, $ 199.63 ,2/7/2013,6/14/2004,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27713951,Standard, $ 911.68 ,1/18/2015,9/1/1989,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y, ,
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+34710772,Standard, $ 765.76 ,6/14/2009,6/13/2004,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+18381607,Standard, $ 805.03 ,9/3/2009,8/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26924440,Standard, $ 259.79 ,1/22/2015,6/19/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15250558,Standard, $ 195.92 ,6/23/2014,6/13/2004,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7097034,Standard, $ 281.83 ,3/3/2013,9/1/1983,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5317182,Standard, $ 560.65 ,11/11/2013,6/13/2004,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+29551374,Standard," $ 2,220.67 ",6/22/2012,6/1/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+21898237,Standard, $ 636.27 ,2/18/2015,5/23/2004,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+8724519,Standard, $ 182.27 ,2/14/2015,8/1/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+12663075,Premier, $ 590.96 ,6/2/2010,9/1/1960,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,
+20077185,Premier, $ 546.30 ,7/28/2012,4/1/2000,12,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+23413828,Standard, $ 419.20 ,12/31/2013,8/1/1991,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13282837,Standard, $ 806.65 ,7/21/2008,4/15/2005,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+28555488,Standard, $ 354.91 ,9/26/2011,9/1/1990,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33948215,Standard, $ 460.59 ,8/30/2009,6/13/2004,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+16829453,Premier, $ 417.13 ,1/8/2014,1/21/2004,9,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+20074254,Standard," $ 3,477.67 ",11/25/2010,4/1/2000,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+54948710,Standard," $ 2,903.00 ",3/10/2012,8/1/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54675205,Standard," $ 2,952.50 ",1/29/2012,1/21/1999,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+29426367,Standard, $ 634.30 ,8/3/2011,5/1/2000,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+33960787,Standard, $ 901.02 ,12/26/2008,8/2/2007,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+35608722,Standard, $ 319.85 ,6/3/2012,6/14/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32162240,Standard, $ 816.71 ,2/28/2012,7/7/2014,14,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,Y,101-500,English
+7083213,Standard, $ 480.17 ,4/25/2013,3/1/2000,14,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+23046514,Standard, $ 612.25 ,3/17/2013,1/1/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,
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+22695515,Standard," $ 1,247.91 ",4/26/2013,5/3/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+30670824,Standard, $ 676.13 ,11/13/2012,8/1/2000,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+2407134,Premier," $ 1,358.84 ",4/4/2013,8/1/2000,12,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
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+7361536,Premier, $ 753.91 ,3/13/2012,10/1/1991,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19206828,Standard, $ 282.03 ,9/30/2014,10/17/2005,12,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12413854,Premier, $ 570.66 ,2/1/2010,11/1/2000,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25868907,Premier, $ 437.70 ,10/16/2013,9/1/1969,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+12250113,Premier," $ 1,344.80 ",6/1/2012,10/1/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+24813527,Standard," $ 2,515.33 ",1/21/2013,10/1/1996,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10250236,Standard," $ 2,149.40 ",9/7/2014,6/14/2004,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N, ,
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+11949881,Premier, $ 319.34 ,8/1/2013,3/1/2010,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+25096362,Premier," $ 3,126.07 ",4/22/2013,10/1/2000,10,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,English
+23980833,Premier," $ 1,098.45 ",11/9/2006,6/1/2000,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+58514066,Premier," $ 1,560.65 ",1/3/2016,6/19/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34976662,Premier, $ 822.83 ,2/10/2012,4/1/2001,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,101-500,Italian
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+32053697,Standard," $ 3,514.77 ",8/20/2012,4/3/2006,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+20351198,Standard, $ 595.65 ,9/16/2009,5/4/2004,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+35663200,Premier," $ 1,341.47 ",3/7/2011,5/25/2004,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+14878631,Standard, $ 510.83 ,2/12/2014,6/19/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+24130713,Premier, $ 200.07 ,2/2/2013,5/4/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+2532670,Premier," $ 2,561.07 ",6/30/2010,4/1/2001,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+11876444,Standard, $ 443.81 ,6/24/2012,5/26/2004,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+17943746,Standard," $ 1,804.13 ",8/23/2013,5/1/2001,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
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+22726214,Premier," $ 2,604.53 ",5/26/2011,4/1/2001,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+6966833,Premier, $ 361.35 ,3/31/2013,4/1/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+18844045,Premier, $ 558.96 ,11/12/2010,4/1/2001,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+24764432,Premier," $ 2,709.17 ",8/16/2012,5/18/2015,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14138397,Premier, $ 421.05 ,5/5/2012,2/1/2001,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34663767,Standard," $ 3,459.50 ",12/10/2010,4/8/2016,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+34192855,Standard, $ 353.72 ,1/27/2011,8/22/2014,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+11124731,Premier, $ 694.55 ,9/16/2012,2/1/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,Japanese
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+35295629,Standard, $ 319.07 ,6/9/2012,5/4/2004,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22447817,Premier, $ 349.12 ,11/7/2011,10/28/2008,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+25634009,Standard, $ 712.30 ,9/18/2010,12/1/1987,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+20851985,Standard," $ 3,227.33 ",6/18/2011,3/21/2017,4,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+21075353,Premier, $ 354.23 ,10/1/2011,6/21/2000,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30306670,Premier, $ 302.13 ,4/24/2015,5/26/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
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+31668724,Premier, $ 439.14 ,1/30/2010,5/5/2004,10,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9772308,Premier," $ 4,228.00 ",3/21/2009,6/14/1995,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5026112,Premier, $ 203.47 ,12/30/2012,5/28/2004,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
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+110212680,Standard," $ 3,880.33 ",12/31/2009,6/15/2004,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30697680,Standard, $ 355.58 ,9/21/2011,5/6/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8850294,Standard, $ 332.01 ,5/19/2013,1/13/2016,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10725265,Premier," $ 1,708.25 ",1/14/2011,5/27/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,
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+17055984,Premier, $ 227.59 ,4/27/2012,6/30/2004,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11502042,Standard, $ 250.56 ,3/10/2015,6/15/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5057975,Standard," $ 1,526.96 ",1/1/2005,11/1/1989,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,Y,N,N,N,N,N,N,51-100,English
+11046042,Standard, $ 420.20 ,12/27/2013,6/30/2004,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+20522418,Standard, $ 380.64 ,12/14/2012,6/30/2004,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3830947,Standard, $ 443.85 ,12/28/2009,1/1/2001,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20845641,Standard, $ (278.80),7/29/2015,12/1/1987,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13325458,Premier, $ 623.13 ,9/18/2011,7/1/2004,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+16352336,Standard," $ 3,202.00 ",7/9/2011,5/1/1938,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31510990,Premier, $ 179.87 ,3/4/2015,5/8/2004,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
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+110196908,Premier," $ 2,793.27 ",11/18/2013,5/28/2004,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22000048,Premier, $ 144.60 ,8/24/2014,2/1/1986,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12600357,Premier, $ 455.14 ,10/8/2009,12/1/1994,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28871584,Standard," $ 3,703.70 ",4/23/2012,9/13/2013,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8074100,Premier, $ 239.52 ,12/26/2011,6/1/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+55167007,Premier," $ 3,007.83 ",12/15/2011,10/4/2014,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13855322,Standard, $ 657.49 ,8/12/2011,2/15/2011,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+13212619,Standard, $ 331.50 ,3/12/2012,6/15/2004,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+25008024,Standard, $ 451.81 ,11/18/2011,5/1/2018,3,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28457059,Premier, $ 872.43 ,6/7/2004,12/1/1995,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+6413333,Premier," $ 2,652.87 ",2/14/2014,5/6/2004,10,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+54898340,Standard," $ 2,736.00 ",7/25/2012,7/1/2004,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28458642,Standard, $ 550.33 ,7/12/2012,3/1/2002,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30899797,Standard," $ 2,723.00 ",8/4/2012,11/1/2001,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+28273866,Standard, $ 652.50 ,5/21/2011,12/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12901653,Standard," $ 5,839.00 ",8/9/2005,12/1/1995,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+8498030,Premier," $ 2,069.83 ",1/21/2014,12/1/1995,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32153639,Standard," $ 1,547.67 ",3/25/2015,1/1/1995,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2467950,Premier," $ 2,875.00 ",4/2/2012,4/30/2007,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+55496456,Premier," $ 1,992.03 ",4/7/2015,7/1/2004,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+23853000,Standard, $ 249.67 ,9/14/2011,6/15/2004,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25873257,Premier, $ 497.73 ,2/12/2013,2/1/2001,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+24816400,Standard, $ 304.08 ,9/24/2012,3/1/2002,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33778491,Premier, $ 420.72 ,6/11/2010,12/1/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22347142,Standard, $ 209.85 ,8/1/2014,7/14/2004,24,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12178595,Standard, $ 268.64 ,8/24/2014,6/15/2004,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13768571,Standard," $ 2,126.13 ",11/21/2011,1/1/1995,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,N, ,
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+27933254,Premier, $ 858.55 ,6/11/2009,5/28/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5348190,Standard, $ 412.55 ,8/9/2010,6/21/2007,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+54814655,Standard," $ 2,367.50 ",5/23/2013,7/15/2004,10,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28995315,Standard, $ 527.15 ,4/24/2011,6/16/2004,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+24488031,Premier," $ 1,527.10 ",12/28/2012,11/28/2005,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,N,101-500,
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+8659791,Standard, $ 627.73 ,11/25/2009,6/16/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19855538,Standard, $ 325.28 ,4/25/2012,6/22/2004,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11291730,Premier, $ 168.62 ,12/12/2011,1/12/2011,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,Italian
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+54820640,Premier," $ 3,717.17 ",5/13/2010,4/1/1997,10,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+33281508,Premier," $ 1,724.40 ",11/12/2013,11/10/2004,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+3051594,Premier, $ 454.08 ,5/2/2012,5/29/2004,15,TRUE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+9248299,Standard, $ 834.16 ,11/27/2010,7/15/2004,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+10971816,Premier," $ 2,935.17 ",2/13/2012,1/1/1987,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30276421,Standard," $ 1,308.33 ",5/14/2011,1/1/1986,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+16516674,Standard, $ 267.83 ,9/12/2015,1/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18203683,Premier, $ 416.50 ,1/11/2012,6/16/2004,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
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+20736949,Standard, $ 647.83 ,2/10/2013,6/16/2004,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+26754582,Standard, $ 431.83 ,11/9/2013,1/1/1991,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+30693190,Premier," $ 2,072.92 ",5/27/2009,2/25/2014,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+26659726,Premier, $ 354.64 ,5/7/2013,7/15/2004,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+35037112,Premier, $ 517.62 ,11/20/2010,6/15/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+54581310,Premier," $ 2,461.00 ",3/7/2013,5/1/2002,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28404532,Standard," $ 2,480.83 ",2/19/2013,6/16/2004,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+12756046,Standard, $ 360.59 ,8/24/2013,1/1/1995,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+158463454,Standard," $ 3,848.83 ",1/25/2010,6/16/2004,1,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+2857336,Standard, $ 233.06 ,3/9/2016,7/15/2004,17,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5635995,Standard, $ 465.39 ,3/5/2012,7/5/2004,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+55060824,Premier," $ 2,772.00 ",6/25/2012,6/17/2004,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+13882295,Standard, $ 417.81 ,5/23/2012,12/26/2009,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23121212,Standard, $ 310.11 ,8/12/2012,6/16/2004,14,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22771672,Premier, $ 431.17 ,6/29/2013,7/15/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+22718849,Standard, $ 180.40 ,2/28/2015,2/1/1978,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+6964437,Standard," $ 2,485.00 ",2/15/2013,5/31/2004,1,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+11689660,Standard, $ 186.36 ,6/13/2016,7/16/2004,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+15134044,Premier, $ 786.88 ,10/28/2006,6/16/2004,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
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+30184727,Standard, $ 311.73 ,9/16/2011,6/17/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+54813764,Premier," $ 3,678.33 ",6/14/2010,1/1/1989,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28585312,Standard, $ 450.43 ,5/21/2012,7/16/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+26808767,Standard, $ 224.08 ,6/1/2012,6/22/2004,11,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5010453,Standard," $ 7,525.05 ",9/20/2005,7/26/2007,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21943018,Standard, $ 419.52 ,6/20/2010,6/22/2004,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14639119,Premier, $ 934.73 ,12/15/2014,2/1/1996,9,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y, ,
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+25104625,Standard, $ 573.33 ,4/9/2012,1/1/1961,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+13086730,Standard, $ 399.53 ,3/21/2014,12/3/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,51-100,Italian
+55463147,Premier," $ 1,824.00 ",8/11/2014,1/1/2001,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+13289326,Premier, $ 337.85 ,1/26/2012,8/18/2006,6,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17628418,Premier, $ 394.40 ,6/27/2016,7/26/2014,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+21094187,Premier, $ 107.98 ,4/11/2016,7/8/2004,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+8738388,Standard, $ 564.16 ,10/31/2013,7/9/2004,23,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+3396035,Premier, $ 546.00 ,10/24/2012,7/27/2004,16,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30311513,Premier, $ 330.67 ,1/24/2014,3/5/2010,12,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+27725231,Premier, $ 536.21 ,3/9/2011,2/1/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8831427,Premier, $ 895.38 ,9/1/2010,11/12/2009,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+19943056,Standard, $ 123.35 ,3/30/2015,4/1/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22727062,Premier, $ 413.39 ,8/3/2010,8/12/1994,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17805935,Premier," $ 2,640.30 ",11/26/2014,6/24/2004,36,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
+14757444,Premier, $ 662.40 ,6/1/2009,3/1/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34028810,Standard, $ 419.87 ,12/28/2013,4/15/2005,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+14482778,Standard, $ 683.38 ,5/2/2011,6/25/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22105683,Premier," $ 3,031.33 ",11/26/2011,1/1/2004,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+18158414,Premier, $ 530.87 ,9/30/2012,4/1/2004,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+16220468,Premier, $ 479.27 ,4/29/2013,2/1/2004,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2722746,Standard, $ 238.11 ,7/25/2013,9/15/2004,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+33549559,Standard," $ 1,789.73 ",8/31/2008,9/14/2004,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+9742033,Standard," $ 2,968.83 ",1/16/2012,1/11/2011,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4737900,Standard, $ 651.37 ,5/25/2011,1/1/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+10237689,Standard, $ 504.93 ,10/16/2008,7/9/2004,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2431592,Premier, $ 415.63 ,1/14/2014,11/20/2015,18,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+31222837,Standard, $ 417.58 ,5/25/2012,9/24/2004,14,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19408131,Premier, $ 973.83 ,4/20/2010,9/1/2000,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,Y,N,11-50,English
+21779336,Premier, $ 578.76 ,6/17/2012,11/15/2002,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27071828,Standard, $ 254.78 ,9/13/2013,7/23/2015,4,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54988391,Premier," $ 2,587.17 ",11/24/2012,4/3/2009,3,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24033451,Standard, $ 467.31 ,1/22/2011,9/6/2016,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+18712630,Standard, $ 177.28 ,3/22/2015,8/15/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17969152,Standard, $ 518.72 ,6/6/2011,7/9/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+33214526,Premier, $ 469.01 ,2/16/2012,9/17/2004,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16780523,Standard," $ 6,369.17 ",6/1/2004,8/15/2004,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9818065,Standard, $ 664.87 ,7/14/2011,11/26/2012,14,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32828848,Standard," $ 1,137.46 ",6/30/2008,8/9/2011,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+33995299,Standard," $ 3,025.32 ",6/25/2013,10/15/2000,5,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6868932,Premier, $ 348.50 ,11/11/2011,8/15/2004,26,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,Y,N,Y,N,Y,6-10,
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+21563113,Premier, $ 347.63 ,6/14/2013,8/16/2004,21,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+16271512,Premier, $ 251.12 ,8/30/2011,9/17/2004,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+7776588,Premier, $ 297.30 ,11/12/2012,9/27/2004,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+6143938,Premier, $ 604.91 ,7/27/2009,10/29/2009,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9074671,Premier, $ 214.09 ,9/12/2012,1/29/2013,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3573630,Premier, $ 438.19 ,2/6/2010,3/9/2010,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5650731,Standard, $ 618.10 ,10/8/2011,9/17/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21980319,Premier, $ 383.79 ,3/3/2011,7/9/2004,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17426480,Standard," $ 3,887.00 ",12/30/2011,11/24/2014,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26565715,Standard, $ 336.34 ,2/6/2012,9/27/2004,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32973452,Standard, $ 380.09 ,8/8/2014,1/27/2012,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15616529,Premier, $ 305.43 ,9/15/2012,9/3/2004,22,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23585068,Standard, $ 363.16 ,7/29/2011,7/9/2004,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9454761,Standard, $ 442.08 ,7/3/2012,1/14/2015,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8656350,Standard," $ 3,319.17 ",4/4/2011,8/30/2013,6,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5021233,Premier, $ 238.06 ,1/11/2014,11/1/1996,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+17803342,Premier," $ 2,847.33 ",4/25/2012,9/7/2004,4,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13645275,Premier, $ 354.34 ,5/8/2013,2/24/2007,20,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+27777911,Standard, $ 535.90 ,3/8/2008,9/27/2004,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25305899,Premier, $ 416.61 ,7/11/2010,9/20/2004,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+54662199,Premier," $ 2,576.17 ",12/3/2012,8/21/2008,7,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5381565,Premier, $ 780.27 ,9/13/2008,9/20/2004,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N,51-100,Spanish
+4979190,Standard, $ 739.65 ,9/22/2010,1/7/2015,26,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+58687481,Standard," $ 2,599.33 ",11/14/2012,8/11/2009,6,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21253641,Standard, $ 271.20 ,5/18/2013,9/27/2004,22,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+17222834,Standard, $ 214.48 ,6/29/2014,3/16/2010,8,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23442422,Premier," $ 1,275.20 ",2/15/2015,3/2/1993,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
+13330412,Standard, $ 391.56 ,10/15/2012,7/29/2004,19,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34282015,Standard, $ 430.61 ,3/14/2012,1/13/2009,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Arabic
+23436915,Standard, $ 336.12 ,8/17/2013,7/12/2000,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28712378,Premier, $ 287.41 ,9/2/2014,5/7/2014,22,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11846376,Standard, $ 568.64 ,7/26/2012,10/2/2008,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28577128,Standard, $ 719.57 ,8/19/2010,9/28/2004,5,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+8712819,Standard, $ 200.15 ,2/1/2013,9/20/2004,21,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17397164,Premier, $ 489.08 ,6/5/2013,9/20/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34415434,Premier," $ 2,661.10 ",2/9/2014,7/12/2004,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,Y,N, ,
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+21523667,Standard, $ 436.70 ,2/9/2012,10/6/2004,16,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30178332,Premier, $ 255.99 ,7/11/2011,9/20/2002,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+12723459,Standard, $ 368.40 ,6/21/2011,12/17/2008,20,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6567395,Standard, $ 239.02 ,9/10/2015,5/16/2012,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
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+33089913,Premier, $ 696.43 ,11/22/2010,9/28/2004,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+8401944,Premier, $ 303.33 ,9/30/2012,8/3/2012,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+29822109,Premier," $ 1,116.27 ",2/14/2015,2/16/2012,9,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+14402411,Standard, $ 271.30 ,5/17/2013,7/14/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+14499484,Premier, $ 169.08 ,12/17/2013,8/18/2004,10,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+10439382,Premier," $ 1,107.77 ",12/3/2013,9/9/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+54647671,Standard," $ 2,678.55 ",2/13/2010,9/19/2017,10,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N, ,
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+27375778,Standard, $ 577.04 ,8/12/2010,9/29/2004,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+17619702,Standard, $ 254.57 ,3/18/2013,12/29/2016,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15055095,Standard, $ 359.86 ,1/18/2013,9/21/2004,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
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+13454787,Standard, $ 343.22 ,12/19/2011,7/30/2004,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+16235146,Standard," $ 2,303.60 ",9/22/2014,7/14/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14809611,Premier, $ 796.87 ,3/26/2014,9/21/2004,8,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+31131510,Premier," $ 1,187.60 ",1/16/2012,9/11/2004,21,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Portuguese
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+23715049,Premier, $ 544.30 ,10/30/2012,6/28/2001,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32915719,Standard," $ 1,677.08 ",4/29/2013,1/2/2007,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+28916582,Standard, $ 374.91 ,5/6/2011,3/15/2012,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+3532685,Standard, $ 439.66 ,3/21/2009,9/8/2016,19,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25736217,Standard, $ 556.90 ,6/15/2012,9/29/2004,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+16152628,Standard," $ 4,453.58 ",1/7/2011,1/19/2010,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+12271048,Premier, $ 122.00 ,4/21/2016,7/14/2004,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13868310,Standard," $ 1,447.72 ",1/23/2014,6/28/2004,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+22279819,Standard, $ 473.55 ,8/13/2014,9/10/2004,19,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+6425331,Premier, $ 393.60 ,3/8/2013,9/21/2004,22,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33471713,Premier, $ 214.48 ,9/11/2015,6/28/2004,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Portuguese
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+13118510,Premier, $ 155.01 ,5/11/2016,6/15/1985,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+33533987,Standard, $ 310.58 ,5/9/2015,9/21/2004,22,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+44735066,Premier," $ 4,103.33 ",7/1/2009,9/30/2004,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4045514,Premier, $ 365.26 ,7/14/2011,11/13/2004,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6767994,Standard, $ 747.67 ,4/26/2010,9/30/2004,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23186217,Premier, $ 154.29 ,5/15/2016,10/23/2004,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55229139,Premier," $ 3,081.00 ",10/16/2011,2/24/2010,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54378716,Standard," $ 3,993.50 ",9/29/2009,2/19/2018,1,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+25425098,Standard, $ 500.83 ,9/5/2010,9/30/2004,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7980721,Premier, $ 349.10 ,10/14/2014,12/2/2004,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+27946794,Premier, $ 903.50 ,7/27/2008,3/18/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+9000138,Standard, $ 356.91 ,9/12/2011,3/21/2012,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17683890,Premier, $ 424.49 ,7/19/2009,12/2/2004,24,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28234320,Standard, $ 98.20 ,12/12/2015,10/7/2004,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32727323,Standard," $ 1,223.33 ",11/4/2011,10/7/2004,52,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,
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+2691711,Standard, $ 339.09 ,7/31/2013,11/14/2017,17,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32945696,Premier," $ 1,548.00 ",1/8/2010,12/19/2002,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
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+33155015,Premier, $ 602.80 ,6/3/2011,12/17/2004,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+18104213,Standard, $ 648.63 ,6/5/2011,11/25/2008,1,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,Y,N,N,11-50,
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+18399055,Standard, $ 805.87 ,8/30/2009,1/3/2005,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+25604344,Premier, $ 423.19 ,7/29/2009,10/7/2004,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+8949396,Premier, $ 820.34 ,8/16/2011,8/11/2016,19,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+31528189,Standard, $ 318.99 ,6/10/2012,3/7/2014,26,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5251047,Standard," $ 2,556.50 ",12/19/2012,12/5/2014,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30053707,Standard, $ 117.65 ,5/27/2015,5/28/2009,13,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31275066,Standard, $ 400.10 ,3/19/2014,12/3/2004,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+22654043,Premier," $ 2,189.63 ",12/3/2014,7/9/2008,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+14275905,Premier, $ 323.21 ,9/24/2011,9/22/2004,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21129135,Standard, $ 443.17 ,9/24/2013,12/20/2016,10,FALSE,FALSE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,Y,Y,51-100,English
+24237539,Premier, $ 187.97 ,1/24/2016,10/9/2004,45,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32127825,Standard, $ 455.77 ,10/27/2011,3/13/2018,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+166296092,Standard," $ 2,510.17 ",1/26/2013,8/15/2012,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6997119,Premier, $ 336.51 ,12/25/2013,9/23/2004,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7572772,Premier, $ 648.11 ,8/13/2009,9/22/2004,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+13276857,Standard, $ 367.68 ,6/27/2011,10/28/2004,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13212771,Premier," $ 2,956.33 ",3/25/2009,10/4/1991,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+9780427,Premier, $ 327.31 ,4/11/2012,9/23/2004,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31912048,Standard, $ 222.49 ,5/5/2015,10/11/2004,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16147698,Standard, $ 183.31 ,2/7/2015,11/17/2004,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31324047,Premier," $ 4,520.97 ",11/25/2010,4/27/2007,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+10812273,Premier, $ 389.12 ,1/24/2011,2/23/2007,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24286427,Premier, $ 500.61 ,9/7/2011,4/21/2009,15,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+16888773,Standard," $ 2,337.33 ",6/16/2013,11/17/2004,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+20343793,Standard, $ 412.27 ,2/22/2015,3/23/2015,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+17923317,Standard, $ 425.54 ,5/8/2010,9/23/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31670458,Standard, $ 374.09 ,3/8/2014,10/12/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+21806487,Premier, $ 747.20 ,3/8/2011,10/30/2004,4,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,N,6-10,English
+18423750,Standard, $ 346.38 ,11/26/2011,10/4/2004,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+28563993,Standard, $ 114.86 ,6/11/2016,10/29/2004,18,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+17825133,Standard, $ 410.57 ,8/23/2010,8/16/2007,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11516546,Premier, $ 126.57 ,3/19/2016,10/12/2000,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34486287,Standard, $ 264.37 ,4/16/2011,9/24/2004,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Greek
+25479470,Standard, $ 455.74 ,10/27/2011,9/22/2011,22,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,Spanish
+26997240,Standard," $ 2,941.17 ",2/8/2012,12/20/2004,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30240850,Standard, $ 270.67 ,6/14/2014,12/14/2007,27,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+16552162,Standard," $ 2,874.67 ",6/28/2009,10/30/2004,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+53432843,Premier," $ 1,534.17 ",4/5/2015,10/12/2004,10,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33110448,Premier, $ 241.52 ,4/25/2015,12/14/2007,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,
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+35454017,Premier," $ 2,163.93 ",10/8/2011,12/8/2004,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+3184128,Premier, $ 527.23 ,4/24/2011,12/7/2004,10,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+31106737,Premier, $ 172.32 ,4/27/2015,11/1/1988,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6784596,Standard, $ 656.21 ,7/3/2009,1/16/2005,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3615029,Standard, $ 195.81 ,8/17/2015,11/22/2004,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,6-10,Hindi
+33450906,Standard, $ 312.24 ,4/28/2014,11/24/2004,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+14620519,Standard, $ 559.83 ,6/3/2012,12/8/2004,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+21917473,Standard, $ 354.69 ,9/23/2013,11/3/2004,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9515890,Standard, $ 599.53 ,12/23/2011,11/26/2004,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+23539943,Standard, $ 328.48 ,7/17/2013,6/18/2015,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+25786468,Standard, $ 443.20 ,9/24/2013,12/12/2001,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29540236,Standard, $ 343.67 ,4/16/2011,1/17/2005,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34090676,Premier, $ 541.18 ,11/12/2012,11/23/2004,17,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33881703,Standard, $ 147.83 ,6/20/2016,6/11/2010,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25860383,Standard," $ 1,434.50 ",6/26/2015,1/17/2005,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+7309308,Standard," $ 3,486.17 ",9/7/2012,11/23/2004,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+12070843,Standard," $ 2,014.20 ",12/8/2014,11/3/2004,7,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+32014255,Standard, $ 360.14 ,8/5/2015,11/23/2004,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10005260,Premier, $ 573.98 ,10/8/2011,11/24/2004,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+4530674,Standard," $ 1,606.17 ",2/5/2015,11/24/2004,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14836797,Premier, $ 182.83 ,7/29/2013,7/1/1979,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+15262821,Standard, $ 291.45 ,2/15/2014,12/22/2004,7,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+54769701,Premier," $ 4,451.20 ",1/8/2011,11/26/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22273267,Premier, $ 287.15 ,9/4/2014,2/4/2015,20,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33403221,Standard, $ 160.31 ,3/7/2016,12/23/2004,13,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+28966720,Standard, $ 679.07 ,2/1/2011,12/9/2004,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+58693733,Standard," $ 4,293.25 ",4/18/2011,2/10/2012,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+26663612,Premier, $ 130.19 ,1/19/2015,12/19/2012,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+6313954,Premier," $ 2,326.27 ",3/6/2012,1/17/2005,2,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y, ,English
+35596527,Standard, $ 473.55 ,8/13/2014,7/21/2000,10,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+21993167,Premier," $ 2,631.50 ",10/18/2012,11/30/2004,9,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3112096,Standard, $ 656.55 ,8/15/2011,11/8/2004,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+23937906,Premier, $ 403.05 ,10/16/2010,1/10/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8344606,Standard," $ 2,306.17 ",7/12/2013,10/15/2004,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,500+,
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+11422512,Premier," $ 2,575.67 ",12/3/2012,11/8/2004,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+110461469,Standard," $ 2,145.87 ",12/31/2014,1/10/2005,2,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17467156,Standard, $ 887.41 ,7/29/2012,11/8/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+55324509,Standard," $ 4,919.63 ",3/19/2010,11/9/2004,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5657000,Premier, $ 672.53 ,6/13/2011,3/8/2010,18,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27181199,Premier, $ 159.57 ,3/24/2014,11/9/2004,7,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33918306,Premier," $ 3,137.17 ",8/31/2011,11/9/2004,3,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+2769110,Standard, $ 274.42 ,4/25/2013,3/16/2015,16,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
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+18207500,Premier, $ 142.20 ,9/18/2014,12/15/2006,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22175270,Premier, $ 346.50 ,11/25/2011,5/24/2010,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+55260200,Premier," $ 7,107.00 ",10/6/2002,11/23/2009,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+27293620,Standard, $ 315.77 ,7/3/2012,12/27/2004,7,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+18248423,Premier, $ 161.89 ,2/28/2014,1/25/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29156848,Premier, $ 468.97 ,6/10/2013,1/25/2005,35,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+33538622,Premier, $ 86.81 ,3/23/2015,12/28/2004,16,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+33202863,Premier, $ 208.92 ,7/19/2015,5/4/2006,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21354763,Premier, $ 744.20 ,5/10/2010,10/17/2008,11,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+13648887,Standard, $ 835.64 ,6/29/2011,12/29/2004,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+158568892,Premier," $ 4,230.83 ",3/18/2009,1/28/2013,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+25376121,Premier, $ 441.07 ,6/27/2011,1/29/2014,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,Y,Y,N,N,N,N,Y,N,Y,6-10,English
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+35367496,Standard, $ 438.55 ,2/4/2010,3/2/2016,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23012944,Premier, $ 576.46 ,12/31/2009,1/11/2005,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30975830,Premier, $ 232.29 ,2/21/2014,1/18/2005,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+2602022,Premier, $ 166.09 ,2/13/2015,1/18/2005,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+9139260,Premier," $ 3,705.87 ",9/16/2010,4/12/2006,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+32648979,Premier, $ 201.80 ,1/16/2013,2/7/2005,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7221656,Premier," $ 1,550.50 ",9/24/2013,3/26/2018,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+17889520,Premier, $ 534.95 ,1/31/2014,2/7/2005,19,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+6731765,Premier, $ 182.39 ,8/2/2013,8/8/2015,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,Y,N,Y,N,Y,1-5,English
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+33627374,Standard," $ 2,093.33 ",1/2/2014,3/1/1997,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3601954,Standard, $ 305.79 ,9/12/2012,1/27/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+166262186,Standard," $ 1,933.33 ",5/13/2014,1/18/2005,2,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14674930,Premier, $ 318.40 ,6/14/2012,3/19/2012,18,FALSE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13137852,Standard, $ 443.89 ,6/23/2012,1/12/1995,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23875747,Standard, $ 500.99 ,9/5/2011,1/18/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30538328,Premier, $ 661.03 ,4/16/2011,1/18/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+32205534,Premier, $ 701.71 ,7/28/2003,2/28/2005,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8606310,Standard, $ 802.15 ,12/17/2002,1/18/2005,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6080842,Premier, $ 376.23 ,6/25/2014,11/1/2010,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13299612,Standard," $ 1,081.69 ",5/15/2009,4/19/2015,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+54807487,Standard," $ 4,409.17 ",10/23/2008,1/18/2005,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
+29875136,Premier, $ 289.43 ,1/7/2013,10/19/2004,20,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+2521986,Standard, $ 423.76 ,10/4/2012,2/8/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5205439,Premier," $ 1,451.83 ",3/9/2012,5/8/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,101-500,
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+54418291,Standard," $ 1,970.17 ",4/13/2014,1/11/2005,8,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22468953,Standard," $ 4,886.92 ",4/9/2010,1/27/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+10147165,Standard, $ 354.54 ,7/9/2015,1/27/2005,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,Y,N,51-100,
+3246225,Premier, $ 540.71 ,11/25/2011,1/19/2005,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26884167,Premier," $ 3,547.33 ",9/29/2010,11/30/2002,9,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5350604,Premier, $ 325.22 ,11/23/2015,10/19/2004,7,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+5029729,Premier, $ 493.44 ,10/14/2011,2/8/2005,13,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6801410,Premier," $ 1,336.30 ",6/2/2014,8/15/2006,2,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+22849263,Premier," $ 2,962.00 ",1/22/2012,5/11/2014,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+54685477,Premier," $ 3,489.50 ",11/16/2010,8/1/1998,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+28548940,Standard, $ 613.93 ,4/4/2015,1/19/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,Y,Y,101-500,English
+10611395,Standard, $ 317.31 ,6/22/2012,1/19/2005,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26769907,Premier, $ 260.88 ,11/6/2012,1/12/2005,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
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+18338671,Standard, $ 363.07 ,7/30/2011,2/10/2009,24,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27493519,Standard, $ 111.23 ,8/1/2015,7/14/2015,13,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13884597,Standard, $ 184.80 ,1/27/2015,1/12/2005,11,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12386070,Standard, $ 695.59 ,3/15/2011,3/2/2005,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3046418,Premier, $ 459.31 ,10/8/2011,1/12/2005,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+17530539,Standard," $ 3,935.57 ",8/18/2011,8/18/2014,12,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,500+,English
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+10203843,Premier, $ 178.34 ,3/14/2015,7/1/1990,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19618493,Standard," $ 1,103.71 ",10/19/2008,1/22/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+23745616,Standard, $ 489.50 ,3/18/2013,8/30/2016,8,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+29267398,Premier," $ 7,096.83 ",10/14/2002,2/7/2011,17,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22221549,Standard, $ 347.46 ,9/29/2011,7/30/2016,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+9280232,Standard, $ 275.81 ,12/20/2010,11/19/2014,20,FALSE,TRUE,FALSE,NOTICE,,TRUE,Y,N,N,N,N,N,N,Y,Y,1-5,English
+4540415,Standard, $ 229.70 ,9/30/2013,12/11/2017,9,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8571736,Premier, $ 271.35 ,5/17/2013,1/27/2005,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25466686,Standard, $ 186.21 ,9/7/2014,1/28/2005,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23295625,Premier," $ 1,344.98 ",11/24/2012,1/27/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+13048265,Standard," $ 3,034.37 ",2/27/2012,12/31/2004,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+6911807,Premier, $ 637.83 ,7/20/2011,2/12/2010,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+46805034,Standard," $ 6,697.33 ",9/6/2003,3/11/2017,4,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+20959105,Standard, $ 311.96 ,7/30/2012,1/6/2010,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15936978,Standard, $ 194.80 ,3/28/2013,1/27/2005,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+55153859,Premier," $ 4,656.60 ",9/1/2010,9/28/2014,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9212054,Standard," $ 2,824.17 ",5/14/2012,6/8/2015,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19248952,Premier, $ 194.03 ,7/10/2016,12/31/2004,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+8999822,Standard, $ 370.55 ,6/6/2011,1/27/2005,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+35943682,Standard, $ 235.61 ,8/14/2013,1/28/2005,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28558020,Standard," $ 3,468.57 ",3/22/2011,1/28/2005,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,500+,English
+110356494,Standard," $ 3,295.07 ",1/6/2013,6/24/2010,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+33067856,Standard, $ 655.25 ,3/6/2014,12/31/2004,6,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
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+24330715,Premier, $ 491.57 ,5/26/2013,9/27/2006,29,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3418665,Standard, $ 436.53 ,7/31/2012,1/27/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+13426069,Premier," $ 1,211.86 ",3/31/2008,1/20/2005,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14381888,Premier, $ 371.15 ,7/1/2013,3/5/2008,25,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+22616047,Standard, $ 227.64 ,3/26/2014,1/29/2005,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55394764,Premier," $ 5,187.87 ",10/1/2009,1/20/2005,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+19080542,Standard, $ 332.88 ,1/13/2014,10/20/2004,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
+35339944,Standard, $ 297.14 ,11/13/2012,1/12/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6497865,Standard, $ 774.73 ,5/10/2014,10/20/2004,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Portuguese
+31810152,Standard," $ 2,578.00 ",12/1/2012,11/15/2006,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+8956518,Premier, $ 714.53 ,9/8/2010,10/20/2004,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+24036119,Standard, $ 234.65 ,2/14/2012,4/4/2005,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+21988966,Standard," $ 3,680.50 ",6/12/2010,1/31/2005,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+19714069,Standard, $ 420.87 ,12/24/2013,1/20/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32995423,Standard, $ 473.55 ,1/24/2012,9/30/2013,18,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7801874,Standard, $ 395.68 ,12/8/2010,1/12/2006,11,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18746668,Premier," $ 4,137.17 ",6/3/2009,11/8/2007,1,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,Y,N,N,N,N, ,
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+26753863,Premier," $ 3,738.67 ",4/26/2010,1/20/2005,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10185125,Standard," $ 2,547.17 ",12/26/2012,1/20/2005,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27037354,Standard, $ 681.10 ,5/11/2011,1/20/2005,16,TRUE,TRUE,TRUE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+33321421,Standard, $ 454.23 ,8/9/2013,1/20/2005,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,Vietnamese
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+12552202,Standard," $ 3,996.33 ",9/27/2009,7/19/2007,12,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+9031310,Premier," $ 1,328.07 ",4/3/2011,2/9/2005,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+54490800,Premier," $ 3,365.67 ",2/25/2011,1/20/2005,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34206119,Standard, $ 431.03 ,3/30/2010,4/5/2005,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23877509,Premier, $ 550.43 ,7/11/2012,4/5/2005,4,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+21293833,Standard, $ 448.61 ,12/13/2012,12/17/1993,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+10606139,Premier," $ 3,352.92 ",11/30/2012,6/24/2016,7,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+10333728,Premier, $ 340.21 ,2/19/2013,6/4/2015,18,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,Y,Y,6-10,English
+4831854,Premier, $ 174.41 ,10/23/2013,1/31/2005,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+30255990,Premier, $ 615.46 ,5/23/2013,3/17/2005,25,FALSE,TRUE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+14828585,Standard, $ 171.30 ,5/4/2015,1/20/2005,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8218714,Premier," $ 1,626.73 ",7/31/2009,3/4/2005,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10593439,Standard," $ 1,061.17 ",4/26/2016,4/5/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+12516489,Standard," $ 1,232.00 ",3/31/2015,1/20/2005,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,500+,English
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+21625245,Standard, $ 289.70 ,6/14/2015,1/30/2018,14,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,Spanish
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+20314753,Premier," $ 2,563.20 ",4/30/2004,5/9/2018,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+18337103,Premier, $ 517.10 ,11/25/2012,2/11/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+16161636,Standard, $ 588.64 ,8/15/2013,1/8/2010,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+10200131,Standard," $ 1,784.50 ",9/12/2014,1/21/2005,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20975914,Premier," $ 6,408.00 ",4/30/2004,12/15/1994,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22098565,Standard, $ 295.43 ,6/2/2010,4/6/2005,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+32322629,Standard, $ 474.66 ,7/15/2011,1/13/2005,20,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4718658,Standard, $ 378.08 ,5/26/2013,12/16/2004,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+13193818,Premier, $ 352.10 ,10/16/2011,5/12/2017,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7106520,Standard, $ 227.92 ,4/23/2012,1/21/2005,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+10673704,Premier, $ 234.13 ,2/20/2012,1/21/2005,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32408133,Standard, $ 470.40 ,1/23/2016,3/7/2005,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+31485700,Standard, $ 454.53 ,8/8/2013,11/28/2016,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2719485,Premier," $ 4,607.40 ",2/2/2010,12/16/2004,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N, ,
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+18326758,Standard, $ 666.58 ,4/25/2010,4/6/2005,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+21453132,Premier," $ 2,807.67 ",5/27/2012,11/15/1985,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+31398506,Standard," $ 4,065.10 ",9/8/2011,1/21/2005,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17166182,Premier, $ 251.35 ,4/12/2013,4/6/2010,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29218155,Standard, $ 382.83 ,5/2/2013,12/16/2004,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15827932,Premier, $ 128.52 ,2/5/2015,1/13/2005,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+26541753,Standard, $ 706.16 ,2/1/2011,3/7/2005,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,11-50,
+15580197,Premier, $ 396.27 ,12/4/2010,2/2/1997,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,Y,N,Y,N,Y,6-10,English
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+26004106,Premier, $ 351.87 ,10/18/2011,2/2/2005,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+19779415,Standard, $ 224.40 ,4/18/2014,7/7/2010,22,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10310903,Premier, $ 245.34 ,5/29/2013,1/21/2005,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15920306,Premier, $ 253.66 ,9/21/2013,3/22/2005,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+11706447,Standard, $ 307.26 ,9/2/2012,3/7/2005,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+3247721,Premier," $ 2,337.00 ",6/16/2013,3/7/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20820103,Premier, $ 373.24 ,5/18/2011,4/6/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+5182161,Standard, $ 388.80 ,1/26/2011,7/3/2017,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+4521626,Premier, $ 290.25 ,7/25/2010,1/8/2018,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+20158409,Premier, $ 526.08 ,4/30/2011,2/2/2005,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,
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+12240805,Standard, $ 539.30 ,8/26/2012,11/20/2016,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+21476138,Premier," $ 3,305.90 ",12/30/2012,1/13/2005,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55268869,Standard," $ 3,340.50 ",3/18/2011,3/3/2016,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6236427,Premier, $ 205.84 ,10/25/2015,2/14/2005,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+24103076,Premier," $ 2,731.73 ",12/27/2013,4/22/2005,5,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35126935,Premier," $ 4,768.18 ",6/23/2010,4/22/2005,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35721374,Premier, $ 248.91 ,3/18/2015,4/14/2010,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13003765,Standard," $ 3,212.17 ",7/1/2011,3/22/2005,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13573056,Premier, $ 387.43 ,2/5/2011,1/13/2005,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28269232,Standard," $ 3,196.33 ",7/14/2011,2/17/2012,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35229011,Standard, $ 444.93 ,9/16/2013,2/16/2005,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28661770,Premier, $ 239.10 ,11/14/2014,1/20/2010,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+31027348,Standard, $ 597.10 ,1/2/2012,4/21/2005,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
+32841995,Standard, $ 255.28 ,9/9/2013,2/16/2005,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20352280,Standard, $ 224.23 ,5/31/2012,4/3/2007,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+54855564,Standard," $ 2,011.50 ",3/10/2014,12/29/2014,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+31028506,Premier, $ 350.62 ,3/12/2013,9/30/2005,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
+31275332,Standard, $ 223.10 ,10/7/2009,4/7/2005,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+7830500,Standard, $ 826.75 ,4/14/2011,8/4/2008,4,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,N,N,51-100,English
+24889317,Standard," $ 3,347.47 ",4/26/2009,1/13/2005,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+54773343,Standard," $ 2,173.83 ",10/28/2013,1/13/2005,4,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27268186,Standard, $ 414.27 ,7/28/2010,1/12/2015,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8035195,Premier, $ 265.14 ,6/30/2013,8/31/1982,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5862515,Premier," $ 1,171.88 ",3/9/2008,3/9/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+4661915,Standard, $ 254.16 ,3/21/2013,2/3/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7238601,Standard, $ 183.54 ,2/5/2015,5/10/2005,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14469471,Standard, $ 356.89 ,4/24/2013,6/27/2015,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9057914,Standard, $ 712.05 ,7/23/2012,4/25/2005,14,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+15802417,Premier, $ 570.00 ,4/22/2012,4/9/2007,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9111298,Standard," $ 3,282.07 ",1/14/2013,10/4/2011,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28598113,Premier, $ 332.13 ,9/8/2013,2/17/2005,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15495256,Standard, $ 392.61 ,12/30/2010,6/20/1983,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18185850,Standard, $ 374.59 ,5/8/2011,5/15/2012,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15933836,Premier, $ 516.35 ,6/18/2011,4/26/2005,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+4064497,Standard, $ 503.64 ,10/25/2008,1/13/2005,23,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54768133,Premier," $ 3,088.37 ",5/16/2013,2/16/2005,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+2828090,Standard," $ 1,193.00 ",1/5/2012,2/17/2005,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,101-500,English
+34647976,Standard," $ 3,422.83 ",1/9/2011,7/14/2010,7,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+9116676,Standard, $ 648.53 ,6/6/2011,5/15/2017,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+6403662,Premier, $ 704.60 ,1/24/2008,3/15/2011,21,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34548684,Standard, $ 316.44 ,5/13/2012,2/17/2005,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21474428,Premier, $ 367.47 ,6/28/2011,3/8/2011,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+110539476,Standard," $ 3,508.50 ",10/31/2010,1/13/2005,3,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+166305334,Standard," $ 3,392.35 ",11/5/2012,2/4/2005,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+32977710,Standard, $ 295.28 ,6/4/2010,3/10/2005,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+26919758,Premier," $ 1,088.40 ",8/6/2012,5/10/2005,22,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+33263263,Standard, $ 158.33 ,4/6/2014,2/17/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17289985,Standard, $ 585.77 ,2/18/2012,4/7/2005,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+6202153,Standard, $ 468.86 ,7/2/2009,2/25/2009,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+32442711,Premier, $ 310.09 ,5/11/2015,6/14/2005,15,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+23862875,Premier, $ 348.19 ,10/26/2013,2/18/2005,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26646889,Premier, $ 259.63 ,10/15/2015,10/2/2012,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+9489413,Standard, $ 473.63 ,3/2/2013,9/19/2013,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
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+4981534,Standard," $ 2,897.00 ",3/15/2012,5/1/1986,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32487990,Premier, $ 193.85 ,10/26/2014,4/9/2005,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,11-50,English
+16433763,Standard," $ 1,819.00 ",8/15/2014,3/25/2005,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+23702161,Standard, $ 271.92 ,5/13/2013,1/12/2016,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+4047653,Premier, $ 159.10 ,7/30/2015,5/11/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+56385477,Premier," $ 4,573.18 ",10/23/2010,4/11/2005,1,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17734428,Premier, $ 190.65 ,12/16/2014,4/10/2005,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27637166,Premier, $ 609.03 ,11/15/2011,6/1/1973,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30315112,Standard, $ 545.52 ,2/19/2010,2/15/1995,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+29537352,Standard, $ 629.51 ,11/30/2011,11/9/2009,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35210378,Standard, $ 392.73 ,4/24/2015,11/26/2013,10,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+4203473,Standard, $ 388.24 ,8/9/2012,9/1/1999,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N,6-10,English
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+27271735,Premier," $ 3,858.00 ",1/18/2010,6/24/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+24434624,Standard, $ 137.77 ,11/2/2014,8/15/2016,13,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+2957085,Premier, $ 131.01 ,2/17/2016,6/28/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+18008319,Premier, $ 512.08 ,11/30/2013,6/9/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+33049785,Standard, $ 419.62 ,2/11/2012,8/3/2005,27,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+25029582,Premier, $ 320.30 ,5/31/2012,6/30/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+58816057,Standard," $ 1,048.33 ",5/7/2016,6/17/2005,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+28967312,Standard, $ 220.59 ,5/16/2014,5/15/1992,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55423295,Premier," $ 2,968.00 ",1/17/2012,9/7/2010,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30969156,Standard, $ 521.40 ,11/7/2012,8/3/2005,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30345536,Premier, $ 215.62 ,3/7/2016,6/20/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+4518455,Standard, $ 638.75 ,9/30/2009,7/1/2005,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+54677479,Standard," $ 1,519.00 ",4/17/2015,12/1/2010,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11128795,Standard," $ 1,293.00 ",10/20/2015,8/14/2003,12,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+6219652,Premier, $ 227.21 ,4/1/2016,7/12/2008,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3761927,Standard, $ 830.39 ,9/2/2008,12/5/2013,20,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+23383954,Premier, $ 358.50 ,8/10/2015,6/1/1998,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+14882187,Standard, $ 347.83 ,11/16/2011,6/10/2005,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20919442,Standard, $ 807.30 ,9/27/2011,5/1/2002,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31375728,Premier, $ 325.26 ,9/8/2011,9/12/2013,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+3961187,Premier, $ 399.79 ,11/9/2010,6/9/2005,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21356496,Standard, $ 291.14 ,4/20/2015,8/5/2015,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,Y,Y,11-50,English
+17308250,Premier, $ 492.24 ,10/20/2011,5/27/2005,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+110429280,Standard," $ 3,298.17 ",4/21/2011,1/15/2016,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+23592226,Standard, $ 436.00 ,10/23/2013,7/12/2005,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+8883642,Standard, $ 430.37 ,9/1/2012,7/1/2005,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19713234,Premier, $ 668.25 ,8/12/2008,7/13/2005,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+9673673,Standard, $ 270.77 ,8/31/2015,7/20/2005,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Chinese
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+28933122,Premier, $ 825.62 ,9/23/2008,8/15/1994,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+28740770,Standard, $ 656.19 ,1/13/2011,6/10/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+14178726,Standard, $ 134.75 ,4/21/2013,8/30/2016,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+30177834,Standard," $ 4,106.00 ",6/29/2009,8/15/2014,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15596680,Premier," $ 2,599.07 ",6/1/2011,6/10/2005,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+35890080,Standard, $ 603.90 ,11/7/2006,7/13/2005,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,Y,N,N,N,N,Y,6-10,English
+4564740,Standard, $ 369.87 ,6/11/2011,7/20/2005,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+35969928,Standard, $ 159.40 ,3/26/2014,7/13/2015,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11818256,Standard, $ 363.63 ,6/2/2011,9/26/2017,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+33857121,Premier, $ 402.21 ,2/3/2015,6/10/2005,8,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+26731415,Standard, $ 609.29 ,1/14/2011,6/17/2005,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+26535423,Standard," $ 1,409.75 ",5/17/2012,7/11/2008,3,TRUE,FALSE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+28089620,Premier, $ 717.50 ,8/27/2010,8/13/2016,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21425032,Standard, $ 729.67 ,6/5/2015,4/19/2005,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+21567915,Premier, $ 216.28 ,8/20/2012,7/20/2005,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+5662688,Premier," $ 1,082.58 ",11/4/2013,6/17/2005,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+55206795,Standard," $ 3,568.33 ",9/12/2010,5/27/2005,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35762854,Standard, $ 275.07 ,4/20/2013,4/16/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21757638,Premier, $ 179.71 ,3/5/2015,4/18/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31724628,Standard," $ 3,918.85 ",12/10/2011,7/21/2005,1,FALSE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+35019895,Standard, $ 289.05 ,1/10/2013,4/19/2005,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,German
+2574800,Premier, $ 628.24 ,2/11/2011,7/21/2005,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+25260469,Standard," $ 1,651.77 ",5/29/2013,2/11/2015,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+6243581,Premier, $ 264.01 ,9/18/2014,4/20/2005,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6430566,Standard, $ 183.58 ,8/1/2014,12/7/2017,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+6319927,Standard, $ 178.04 ,9/16/2013,4/19/2005,4,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14664947,Standard, $ 428.33 ,11/9/2014,6/18/2005,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+18581296,Standard, $ 745.53 ,7/9/2014,4/19/2005,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+28145948,Standard, $ 493.20 ,5/20/2013,10/17/2006,27,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Spanish
+34438007,Premier, $ 392.15 ,10/12/2012,8/19/2005,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15822802,Premier, $ 724.29 ,11/22/2010,6/18/2005,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32679904,Standard, $ 237.00 ,1/21/2012,7/21/2005,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34380994,Standard, $ 471.18 ,6/15/2009,2/15/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+13060214,Standard," $ 3,580.67 ",9/2/2010,5/4/2012,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+7157385,Premier," $ 1,001.69 ",1/22/2010,5/31/2005,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+29598527,Standard, $ 659.50 ,4/22/2011,3/5/2015,13,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13994122,Premier, $ 542.69 ,1/3/2010,7/13/2005,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
+6142404,Standard," $ 2,607.00 ",11/7/2012,12/9/2014,1,TRUE,FALSE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6017335,Premier, $ 264.38 ,8/12/2015,6/18/2005,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
+23786201,Premier, $ 120.18 ,4/17/2016,11/3/2010,24,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4447298,Premier, $ 647.26 ,9/21/2011,7/1/1994,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10031112,Standard," $ 1,806.50 ",8/25/2014,5/31/2007,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27353651,Standard," $ 2,801.93 ",8/28/2012,5/1/2004,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+20011630,Standard, $ 670.33 ,7/31/2008,3/7/2013,13,TRUE,TRUE,TRUE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+166347896,Standard," $ 2,180.75 ",12/9/2014,6/10/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+27693096,Standard, $ 369.87 ,7/7/2013,12/24/2015,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+6081877,Standard, $ 541.42 ,11/4/2013,8/8/2005,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+3948630,Standard," $ 4,384.03 ",2/20/2011,9/8/2005,8,TRUE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+54774030,Standard," $ 2,784.00 ",6/15/2012,12/14/2015,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18469787,Premier, $ 189.47 ,5/22/2013,9/15/2000,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12634233,Standard, $ 125.24 ,3/29/2016,12/9/2010,19,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21351906,Premier, $ 461.80 ,7/9/2013,6/15/1997,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+54868961,Standard," $ 4,381.43 ",2/21/2011,9/12/2011,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15365092,Standard," $ 4,798.95 ",6/3/2010,11/29/2015,2,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+27814624,Standard, $ 269.67 ,2/21/2011,8/22/2005,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+110255418,Premier," $ 2,239.00 ",9/5/2013,6/20/2005,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7728143,Standard, $ 388.53 ,4/3/2013,7/14/2005,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+31680095,Standard, $ 364.08 ,7/22/2011,9/8/2000,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23606645,Standard, $ 292.36 ,7/3/2010,1/11/2007,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28545042,Standard," $ 1,122.08 ",9/1/2013,7/22/2005,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,Spanish
+26794665,Standard, $ 162.71 ,2/20/2014,6/10/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+21673709,Standard, $ 315.22 ,12/10/2013,8/22/2005,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54836110,Premier," $ 1,341.67 ",9/10/2015,5/1/1990,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12174832,Standard, $ 586.93 ,2/13/2012,7/1/1999,5,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5865812,Standard, $ 923.07 ,5/8/2008,11/8/2017,6,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,N,11-50,English
+31650117,Premier, $ 295.37 ,1/28/2012,9/12/2015,22,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,1-5,
+6032416,Premier, $ 222.59 ,6/17/2012,6/11/2005,18,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,French
+16897308,Standard," $ 2,686.33 ",9/3/2012,11/1/1988,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N, ,
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+33463154,Standard, $ 240.45 ,2/9/2016,8/22/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16386607,Standard, $ 152.74 ,5/29/2015,7/18/2009,12,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23611483,Standard, $ 794.66 ,2/18/2010,10/31/1996,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35775983,Standard, $ 797.55 ,10/27/2011,6/10/2005,14,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+11731011,Premier, $ 385.49 ,4/18/2013,9/9/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+8079415,Standard, $ 267.68 ,6/12/2013,7/14/2005,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+2862459,Premier," $ 6,219.33 ",10/2/2004,10/23/2009,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+15374894,Standard," $ 3,613.33 ",8/6/2010,3/1/2002,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35770837,Premier," $ 1,264.33 ",8/12/2011,8/23/2005,21,FALSE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+55135408,Standard," $ 3,750.67 ",4/16/2010,9/12/2005,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17867489,Standard, $ 228.32 ,4/19/2012,7/23/2005,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+55110922,Standard," $ 4,941.52 ",3/5/2010,12/5/2017,13,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+110248709,Premier," $ 1,764.53 ",8/28/2015,12/12/2002,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4424314,Standard, $ 475.12 ,1/15/2012,9/12/2005,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32527785,Standard, $ 984.07 ,3/8/2013,8/24/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+8876134,Premier, $ 478.67 ,12/28/2011,10/12/2005,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+20432849,Standard, $ 904.79 ,8/1/2010,11/3/2017,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+19396697,Premier, $ 226.34 ,4/4/2014,7/5/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+110455430,Standard," $ 2,135.50 ",11/29/2013,7/26/2005,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16288836,Standard, $ 164.86 ,2/22/2015,9/5/2006,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+10334289,Standard, $ 479.31 ,12/25/2011,6/20/2005,26,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24583627,Standard, $ 800.70 ,9/21/2009,9/16/2014,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+55215924,Premier," $ 1,136.83 ",2/24/2016,8/20/1999,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21149270,Standard, $ 642.11 ,9/13/2009,1/27/2010,21,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32371247,Premier," $ 3,497.17 ",11/9/2010,7/5/2003,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27828057,Standard, $ 334.21 ,1/6/2014,6/20/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21989392,Premier," $ 3,694.17 ",6/1/2010,3/22/2010,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33347066,Standard, $ 255.50 ,9/7/2013,7/25/2005,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24220821,Premier," $ 2,952.91 ",5/1/2012,11/1/2002,1,TRUE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+18121209,Premier, $ 349.12 ,6/6/2013,7/27/2005,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15709349,Premier, $ 325.57 ,10/14/2013,7/27/2005,12,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+35706011,Standard, $ 882.87 ,1/31/2011,9/22/2005,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+22136743,Standard, $ 629.07 ,8/24/2011,9/21/2013,11,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+13030097,Standard, $ 674.99 ,3/28/2009,9/22/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+34446887,Standard, $ 485.90 ,5/14/2011,8/24/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+58698103,Premier," $ 2,228.50 ",9/13/2013,5/12/2015,9,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+35521598,Standard," $ 1,191.20 ",1/9/2012,9/22/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+26525857,Standard, $ 868.54 ,5/3/2009,7/28/2005,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Japanese
+9564929,Premier, $ 588.43 ,2/7/2012,9/22/2005,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28614024,Premier, $ 133.35 ,1/31/2016,9/22/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7064780,Premier," $ 1,039.60 ",11/14/2012,9/22/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+27828890,Standard," $ 3,800.17 ",3/6/2010,10/1/1996,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+6078570,Standard, $ 308.21 ,1/22/2010,6/26/2008,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27406594,Premier, $ 453.92 ,10/17/2009,7/28/2005,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+16785942,Standard," $ 1,243.87 ",9/23/2011,9/22/2005,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+12761490,Premier," $ 2,728.83 ",12/16/2009,4/1/2011,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+19338196,Premier, $ 263.84 ,1/1/2015,9/22/2005,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+31716890,Standard, $ 744.57 ,5/8/2010,12/23/2014,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+54962247,Premier," $ 2,487.83 ",2/13/2013,7/16/2005,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7695872,Standard," $ 4,755.23 ",6/12/2008,9/22/2005,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+34694665,Premier, $ 786.33 ,4/16/2014,12/28/2007,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21385854,Standard, $ 513.39 ,7/4/2011,9/14/2005,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+55712951,Standard," $ 5,141.50 ",4/23/2011,9/22/2005,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,Y,N,Y,N,N, ,
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+9245986,Standard," $ 1,062.06 ",7/16/2009,9/13/2005,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+30876925,Premier," $ 1,604.17 ",2/7/2015,1/1/2002,1,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+23673301,Standard, $ 343.20 ,4/20/2011,9/15/2009,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+10536010,Standard, $ 466.34 ,7/20/2009,9/22/2005,17,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6919139,Premier, $ 423.23 ,10/7/2012,9/21/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32123792,Premier, $ 564.77 ,10/14/2010,9/22/2005,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+15491161,Standard," $ 1,742.33 ",10/17/2014,8/10/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24834813,Premier," $ 1,517.13 ",3/12/2010,6/20/2005,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Chinese
+11924577,Standard, $ 514.89 ,4/7/2004,6/14/2005,18,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+7554662,Standard, $ 643.68 ,9/5/2009,6/14/2005,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+54487288,Standard," $ 2,790.02 ",11/20/2013,9/22/2005,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+16040770,Standard, $ 365.84 ,7/28/2013,9/22/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28473361,Premier," $ 1,686.18 ",4/19/2013,6/8/2011,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+5790953,Premier, $ 418.53 ,10/31/2012,9/15/2005,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13457152,Standard," $ 1,156.50 ",7/6/2013,9/22/2005,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,Spanish
+11340759,Standard, $ 344.45 ,4/10/2011,9/30/2005,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+17657119,Premier, $ 476.88 ,1/6/2012,11/21/2001,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14957713,Premier, $ 585.47 ,2/19/2012,4/30/2005,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+32680245,Standard," $ 3,991.33 ",10/1/2009,9/22/2005,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28071386,Standard, $ 339.01 ,1/18/2012,2/26/2015,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31686441,Standard, $ 400.82 ,11/1/2010,6/5/2012,17,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26799188,Premier, $ 585.15 ,7/1/2010,9/15/2005,14,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+29632733,Premier, $ 215.89 ,8/24/2012,10/1/1995,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+7515655,Premier, $ 239.09 ,1/3/2014,9/26/2005,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13431761,Standard, $ 256.25 ,9/2/2013,10/13/2005,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27524609,Premier," $ 1,660.10 ",11/2/2015,10/27/2005,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+33748796,Premier," $ 2,459.17 ",6/16/2014,4/23/2009,1,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14551479,Standard, $ 434.21 ,8/12/2012,8/30/2005,6,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+16282730,Premier, $ 354.16 ,9/26/2013,10/13/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11308011,Premier, $ 534.67 ,9/14/2015,10/1/1996,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+35756726,Premier, $ 662.79 ,10/2/2012,10/29/2005,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+4585288,Standard, $ 135.18 ,1/18/2016,3/20/2007,18,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+17266930,Premier, $ 475.81 ,1/12/2012,3/19/2012,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5274728,Standard, $ 135.96 ,1/12/2016,10/14/2005,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+110773370,Standard," $ 6,937.50 ",2/22/2003,10/14/2005,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15457522,Premier, $ 305.43 ,9/15/2012,3/15/2006,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+33103680,Standard, $ 323.60 ,3/1/2014,8/17/2005,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14128296,Standard, $ 180.32 ,8/23/2013,9/28/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+27447072,Premier, $ 212.30 ,6/13/2014,9/28/2005,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7691528,Premier, $ 587.40 ,2/11/2012,11/1/1995,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+17278195,Premier," $ 7,017.50 ",12/18/2002,11/16/2005,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32202432,Standard, $ 341.46 ,3/25/2013,11/29/2005,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+16363598,Premier, $ 677.17 ,3/17/2009,11/23/2005,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8249011,Standard, $ 356.93 ,9/12/2014,10/17/2006,19,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31151557,Premier, $ 321.04 ,11/8/2013,12/4/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20975372,Standard," $ 3,888.30 ",12/29/2011,12/4/2005,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+29249124,Standard, $ 687.13 ,12/30/2010,11/23/2005,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+18696952,Premier, $ 386.11 ,11/14/2012,12/3/2005,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+9219921,Standard, $ 402.80 ,10/18/2010,10/7/2005,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15960050,Premier, $ 279.52 ,9/8/2015,10/7/2005,12,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+25833396,Premier, $ 816.05 ,8/30/2011,10/7/2005,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3350446,Premier," $ 2,524.32 ",8/12/2010,11/1/2002,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N, ,English
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+24766616,Standard," $ 1,141.93 ",1/15/2015,6/27/2016,7,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+26642800,Premier, $ 781.73 ,4/9/2010,10/7/2005,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+23728249,Premier," $ 1,524.83 ",4/13/2015,12/30/2005,2,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32935114,Premier, $ 844.45 ,8/5/2009,1/19/2006,19,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5726746,Premier, $ 317.70 ,6/19/2012,12/1/2002,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32268427,Standard, $ 503.24 ,10/28/2008,5/1/1992,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+34690286,Premier," $ 1,780.33 ",9/19/2008,1/27/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+20569029,Premier, $ 434.17 ,3/7/2010,11/28/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+15772732,Premier," $ 1,587.67 ",2/20/2015,1/7/2015,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+9833215,Premier," $ 2,221.67 ",9/19/2013,2/22/1992,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31314492,Premier, $ 388.43 ,8/8/2012,11/7/2005,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,N,Y,N,6-10,
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+8526732,Standard," $ 5,270.42 ",8/10/2009,1/19/2006,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32173122,Standard, $ 394.80 ,3/2/2013,11/3/2014,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6079312,Standard, $ 294.78 ,11/30/2012,11/28/2016,23,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29383571,Premier, $ 336.51 ,12/25/2013,1/19/2006,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
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+14213588,Standard, $ 322.34 ,5/17/2012,11/28/2005,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20705493,Premier, $ 289.39 ,1/8/2013,1/20/2006,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3080163,Premier," $ 5,335.20 ",6/30/2009,12/31/2005,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+15135245,Standard," $ 1,707.85 ",12/21/2003,3/5/2016,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+24572723,Standard," $ 4,584.02 ",10/17/2010,1/27/2006,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35812888,Standard," $ 1,013.00 ",8/12/2009,1/20/2006,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,N,51-100,
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+5564779,Standard," $ 2,370.53 ",1/21/2012,12/19/2005,33,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+34965219,Premier, $ 505.09 ,8/15/2011,1/21/2006,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Portuguese
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+17382956,Premier," $ 4,395.95 ",2/12/2011,1/28/2006,5,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20862578,Standard, $ 380.93 ,3/24/2011,12/20/2005,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+11224677,Standard," $ 1,234.00 ",3/29/2015,2/8/2006,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+27708493,Premier, $ 559.07 ,11/12/2010,1/23/2006,17,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+19170082,Premier, $ 427.04 ,9/18/2012,1/30/2006,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,11-50,English
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+17401912,Premier, $ 261.79 ,8/4/2014,1/23/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+12469998,Standard, $ 261.33 ,1/14/2015,1/23/2006,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+35556967,Premier, $ 210.40 ,7/28/2014,1/31/2006,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,Portuguese
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+32651788,Standard," $ 1,964.04 ",3/25/2010,7/8/2009,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+6483328,Standard," $ 2,795.17 ",6/6/2012,7/21/2015,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+9619968,Standard, $ 298.11 ,3/14/2014,1/31/2006,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16971217,Premier, $ 485.12 ,3/7/2009,2/1/2006,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19629606,Standard," $ 1,809.38 ",7/31/2015,1/16/2006,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15974338,Standard, $ 407.73 ,7/18/2012,3/27/2016,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+28505608,Standard, $ 819.22 ,4/21/2005,12/22/2007,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+3020151,Premier, $ 522.42 ,1/5/2014,1/24/2006,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+6513538,Standard, $ 215.19 ,9/1/2012,1/4/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+8494234,Premier, $ 403.99 ,8/8/2012,9/10/2010,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31048687,Standard, $ 321.83 ,8/24/2013,2/1/2006,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+23178194,Standard, $ 161.08 ,3/24/2015,2/1/2006,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+30453128,Premier," $ 2,688.67 ",9/1/2012,3/10/2011,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+15931109,Premier, $ 266.02 ,6/24/2013,2/16/2009,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27256636,Premier, $ 324.84 ,4/29/2012,2/21/2006,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22336230,Standard, $ 439.28 ,1/30/2010,12/21/2005,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21503969,Premier," $ 2,332.40 ",2/29/2012,12/7/2005,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,
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+27040013,Premier, $ 447.75 ,11/14/2013,1/22/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6936688,Standard, $ 466.05 ,3/2/2012,1/24/2006,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+5818711,Standard," $ 1,637.00 ",1/11/2015,2/21/2006,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N,500+,
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+23472974,Standard, $ 209.96 ,7/31/2014,10/1/2001,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+32293655,Premier, $ 971.23 ,4/28/2010,12/15/2000,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+2935242,Standard, $ 423.45 ,4/22/2012,9/14/2014,25,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
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+15717289,Premier, $ 520.12 ,6/2/2012,12/8/2005,2,TRUE,FALSE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+33175961,Premier, $ 253.69 ,8/3/2011,2/10/2006,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,German
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+12880280,Premier, $ 447.97 ,12/16/2012,1/25/2006,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,N,51-100,
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+14451354,Standard, $ 438.53 ,12/1/2014,10/22/2014,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+35520937,Standard, $ 281.87 ,3/3/2013,12/8/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24751438,Premier, $ 481.17 ,10/31/2010,1/1/1996,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
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+14250173,Premier, $ 794.43 ,10/16/2009,12/9/2005,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+31272226,Standard," $ 3,280.85 ",8/13/2010,2/2/2006,3,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+4889247,Standard, $ 843.73 ,12/20/2013,1/26/2006,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+32791945,Premier," $ 5,222.32 ",9/9/2009,2/13/2006,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+32348705,Standard, $ 239.00 ,1/1/2012,1/26/2006,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11275945,Premier, $ 315.52 ,9/30/2013,2/1/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+33428994,Premier, $ 641.83 ,7/3/2011,2/20/2012,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+26406223,Premier, $ 319.20 ,6/8/2012,1/26/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31892567,Standard, $ 555.19 ,11/29/2013,5/22/2006,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+36055750,Standard, $ 765.18 ,2/6/2012,7/9/2015,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+32855954,Standard, $ 126.47 ,2/26/2015,6/9/2006,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+21652887,Premier, $ 321.32 ,7/21/2013,5/31/2005,27,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+8453710,Premier, $ 495.24 ,9/20/2012,6/8/2006,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+33086402,Premier," $ 3,362.00 ",2/28/2011,6/19/2006,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8585840,Premier, $ 298.48 ,11/4/2012,5/4/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+28798393,Premier," $ 3,742.83 ",4/22/2010,3/13/2006,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+18988545,Premier, $ 515.02 ,12/4/2010,12/6/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25244742,Premier, $ 329.11 ,9/24/2013,5/7/2006,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23195332,Premier, $ 498.83 ,9/16/2011,9/30/2003,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+27890097,Premier, $ 505.07 ,1/28/2011,6/9/2006,7,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21915957,Premier, $ 546.75 ,1/14/2011,6/19/2006,15,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+26710395,Standard, $ 639.87 ,1/15/2009,6/29/2006,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20688119,Standard, $ 535.67 ,4/17/2010,4/1/2006,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+32757121,Standard, $ 234.45 ,3/3/2016,11/27/2017,22,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25110734,Premier, $ 639.50 ,6/15/2008,3/31/2006,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+15030208,Premier, $ 601.87 ,4/29/2015,6/1/1992,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15669115,Premier, $ 921.40 ,7/14/2013,11/9/2015,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+34519685,Premier, $ 312.15 ,7/29/2012,6/29/2006,7,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14128746,Standard, $ 451.97 ,5/13/2012,6/29/2006,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+40055078,Standard," $ 3,861.22 ",1/15/2012,6/20/2006,1,TRUE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24984095,Standard, $ 315.33 ,7/6/2012,6/10/2006,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29142193,Premier, $ 864.34 ,9/25/2012,4/2/2006,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+33902695,Standard, $ 301.45 ,10/13/2012,6/29/2006,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12629851,Premier, $ 692.73 ,12/7/2010,7/15/2002,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+4929339,Premier, $ 392.27 ,3/15/2013,5/24/2006,19,FALSE,FALSE,FALSE,NOTICE,BILLING,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+9941058,Premier, $ 559.44 ,11/10/2010,6/29/2006,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7559230,Standard, $ 367.90 ,6/25/2011,6/12/2006,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9640602,Premier, $ 501.81 ,10/28/2010,6/12/2006,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,Spanish
+3292619,Premier," $ 1,032.62 ",5/23/2015,4/10/2015,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+54843342,Premier," $ 4,098.67 ",7/5/2009,2/14/2008,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25037689,Standard, $ 639.62 ,1/17/2009,6/12/2006,26,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+36030047,Standard," $ 2,577.80 ",11/18/2013,12/21/2016,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,Y,N,N,N,N,N,N,N, ,
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+9263618,Standard," $ 4,636.17 ",4/20/2008,5/8/2006,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30081868,Premier, $ 273.03 ,1/17/2011,6/12/2006,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3604121,Premier, $ 747.46 ,4/2/2012,6/20/2006,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+29172758,Standard," $ 4,286.32 ",4/22/2011,6/20/2006,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6672023,Standard, $ 459.06 ,10/19/2008,5/9/2006,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12668565,Standard, $ 332.08 ,3/8/2012,4/3/2006,7,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21231321,Standard, $ 171.50 ,5/2/2015,6/12/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32922053,Standard," $ 3,378.50 ",2/15/2011,6/12/2006,4,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+22409255,Premier, $ 334.85 ,2/2/2015,4/3/2006,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30418221,Standard," $ 1,869.83 ",7/4/2014,6/13/2006,5,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,FALSE,Y,N,N,N,N,N,N,N,N, ,
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+5192298,Standard, $ 231.28 ,2/28/2014,6/21/2006,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
+55023508,Standard," $ 3,616.83 ",8/3/2010,6/29/2006,6,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+5549133,Standard, $ 148.70 ,6/29/2015,5/17/2013,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+23385690,Standard," $ 2,661.83 ",9/23/2012,6/13/2006,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
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+9705667,Premier, $ 168.46 ,5/24/2015,8/1/1987,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6066856,Standard, $ 235.35 ,2/7/2012,7/21/2006,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+16064877,Premier, $ 446.50 ,12/9/2009,8/23/2006,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30889062,Standard, $ 344.55 ,12/9/2011,10/2/2009,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+34026716,Premier," $ 2,943.33 ",2/6/2012,9/20/2006,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+27232236,Standard, $ 405.73 ,1/5/2013,4/14/2014,23,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28649002,Standard, $ 335.48 ,6/7/2013,8/3/2006,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+10954974,Standard, $ 856.20 ,11/24/2013,9/6/2006,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+11739433,Premier," $ 1,004.73 ",5/14/2014,9/28/2006,16,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+110848435,Premier," $ 1,977.52 ",4/16/2015,7/19/2014,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+6148928,Standard, $ 296.21 ,1/18/2014,1/1/2004,8,TRUE,TRUE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,N,6-10,Chinese
+29927341,Standard, $ 318.75 ,3/26/2014,9/7/2006,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10184062,Standard," $ 5,429.67 ",5/2/2009,7/11/2009,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+34672879,Premier," $ 1,137.67 ",6/30/2008,7/20/2006,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+33251387,Standard, $ 265.29 ,4/7/2011,9/28/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25882621,Standard, $ 141.17 ,9/28/2014,9/7/2006,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Italian
+18976337,Premier, $ 456.42 ,9/29/2009,9/28/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27741076,Premier, $ 160.13 ,7/23/2015,9/21/2012,4,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+166534965,Standard," $ 3,505.23 ",8/26/2012,10/14/2016,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+28002895,Premier, $ 587.51 ,8/19/2013,9/20/2006,10,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+5470266,Standard, $ 227.31 ,3/29/2014,9/7/2006,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+18160834,Standard, $ 328.52 ,6/28/2009,9/21/2006,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+23379420,Premier, $ 475.92 ,1/11/2012,3/14/2009,17,TRUE,FALSE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+27145192,Standard, $ 393.05 ,12/27/2010,9/7/2016,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+15637683,Premier, $ 563.41 ,3/13/2010,7/5/2006,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6139472,Standard, $ 373.55 ,11/1/2012,9/8/2009,6,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+14385608,Standard, $ 200.93 ,6/12/2016,7/21/2006,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28664404,Standard, $ 194.00 ,4/5/2013,10/10/2006,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+20555611,Standard, $ 341.55 ,2/15/2009,8/4/2006,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25865073,Standard, $ 694.63 ,11/29/2010,8/15/1995,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
+4314582,Premier, $ 436.91 ,2/15/2010,9/28/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34197007,Standard," $ 1,504.97 ",3/17/2012,9/29/2006,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+30080911,Premier, $ 372.25 ,9/8/2014,9/29/2006,6,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+28293877,Standard, $ 355.81 ,9/17/2013,8/4/2006,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+16640153,Standard," $ 3,625.70 ",6/11/2012,8/5/2006,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23196267,Standard," $ 1,396.81 ",9/4/2012,2/23/2016,10,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+16257237,Standard, $ 465.91 ,9/18/2015,7/2/2012,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+18482254,Premier, $ 911.49 ,11/15/2008,9/30/2006,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32222235,Standard, $ 306.15 ,9/10/2012,11/9/2013,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23399259,Standard, $ 367.57 ,9/26/2014,9/20/2006,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4370079,Standard, $ 358.91 ,8/28/2011,8/24/2006,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6498081,Standard, $ 327.01 ,4/13/2012,9/30/2006,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21723350,Premier," $ 1,168.67 ",2/24/2012,5/14/2015,15,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+8331658,Standard, $ 341.18 ,1/3/2012,7/26/1995,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+29151037,Standard, $ 280.78 ,8/23/2012,7/22/2006,22,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9228922,Standard, $ 272.07 ,1/27/2011,8/7/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17507003,Standard," $ 4,228.47 ",5/29/2011,10/11/2006,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+29387611,Standard, $ 271.77 ,11/2/2012,8/7/2006,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3952808,Standard," $ 3,272.08 ",1/10/2004,1/21/2017,1,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+18372286,Standard, $ 496.83 ,3/30/2014,10/6/2017,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+24977674,Premier," $ 1,922.83 ",5/22/2014,7/2/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+35612609,Premier, $ 773.43 ,1/10/2010,9/8/1994,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,51-100,English
+9398363,Standard," $ 3,912.35 ",12/14/2011,4/25/2015,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N, ,English
+12524700,Standard, $ 218.08 ,8/2/2012,9/21/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+7429230,Premier, $ 809.67 ,2/8/2016,8/2/2013,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+8833316,Premier," $ 1,299.67 ",10/14/2015,8/7/2006,4,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4637054,Standard, $ 982.43 ,11/15/2003,7/22/2006,2,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30506829,Standard," $ 5,784.35 ",9/20/2008,8/1/2001,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15735515,Standard," $ 1,792.33 ",9/6/2014,8/15/2008,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+25619807,Premier, $ 424.62 ,1/14/2015,9/8/2006,23,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,11-50,
+29382316,Standard, $ 289.67 ,12/18/2013,8/1/1998,9,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,Chinese
+16286328,Standard," $ 1,649.67 ",12/31/2014,4/29/2015,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17369934,Standard, $ 201.90 ,9/27/2014,9/21/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12683099,Standard, $ 738.66 ,1/27/2010,8/7/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+28694696,Standard," $ 2,351.00 ",6/5/2013,7/1/2000,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+27539934,Standard," $ 3,591.25 ",7/3/2012,9/14/2015,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+13007126,Premier, $ 151.31 ,9/24/2015,7/16/2012,17,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18447439,Premier, $ 274.53 ,11/7/2014,2/5/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,English
+16845832,Premier, $ 537.27 ,3/18/2012,10/1/2001,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+13349488,Standard, $ 484.17 ,3/14/2009,8/8/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19751487,Standard, $ 345.52 ,12/14/2010,10/11/2006,7,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+29914867,Standard, $ 432.64 ,1/13/2014,7/6/2006,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22659551,Standard," $ 2,234.27 ",11/5/2014,11/23/2016,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+15363864,Premier, $ 995.92 ,3/26/2014,6/19/2008,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,Y,N,101-500,Spanish
+10438117,Standard," $ 1,856.00 ",6/30/2013,9/9/2006,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
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+5975221,Standard, $ 532.93 ,3/29/2008,8/7/2006,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+8193714,Standard," $ 3,724.50 ",4/10/2012,11/2/2016,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+21863756,Standard, $ 414.70 ,7/25/2010,8/8/2006,22,TRUE,FALSE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22414751,Premier," $ 2,289.17 ",7/26/2013,7/24/2006,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4384493,Premier," $ 2,365.67 ",5/24/2013,4/28/2001,3,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24368283,Standard, $ 162.64 ,6/2/2016,3/6/2012,14,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12213384,Standard," $ 1,436.33 ",6/24/2015,8/24/2006,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24926374,Standard, $ 605.37 ,6/24/2013,3/8/2008,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+2998271,Standard," $ 2,113.83 ",12/16/2013,3/7/2013,5,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18986347,Premier, $ 533.43 ,2/5/2014,10/1/2004,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+23433568,Standard, $ 658.63 ,10/11/2005,7/6/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15909673,Standard, $ 481.34 ,11/20/2012,9/21/2006,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+54939245,Premier," $ 1,527.17 ",4/11/2015,9/1/1994,2,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7908812,Premier, $ 328.82 ,3/31/2012,9/21/2006,7,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13123680,Standard, $ 349.92 ,12/23/2012,6/5/1998,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,Y,N,N,N,N,N,N,Y,6-10,English
+24548329,Standard," $ 4,927.00 ",3/14/2010,8/9/2006,8,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+28699665,Standard, $ 417.78 ,5/23/2012,7/24/2006,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31141103,Standard," $ 3,506.17 ",11/2/2010,7/6/2006,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+10175552,Standard, $ 963.78 ,2/26/2004,9/26/2014,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26465196,Standard, $ 347.43 ,11/19/2011,7/6/2006,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+12475830,Standard, $ 737.83 ,1/30/2012,7/24/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N,51-100,English
+19443356,Standard, $ 763.64 ,6/6/2013,9/14/2017,14,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,N,51-100,English
+29104538,Standard, $ 303.16 ,2/29/2012,11/18/2015,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+30689760,Standard, $ 153.07 ,9/12/2015,10/2/2006,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17353197,Standard, $ 391.97 ,4/21/2014,10/11/2006,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+7981006,Standard," $ 2,171.00 ",10/30/2013,8/9/2006,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+24895403,Standard, $ 243.79 ,11/13/2011,9/12/2006,21,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+31548244,Premier, $ 298.29 ,11/5/2012,9/22/2006,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13161837,Premier, $ 538.81 ,3/30/2010,12/1/2013,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+5516867,Premier, $ 382.53 ,5/30/2014,9/22/2006,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+15830203,Premier, $ 857.45 ,6/15/2009,12/21/2007,16,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30841350,Premier, $ 515.94 ,2/19/2013,1/10/2013,5,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30477023,Premier, $ 555.77 ,6/20/2012,9/25/2006,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
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+55571092,Premier," $ 4,736.33 ",7/13/2010,10/2/2006,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12930198,Premier, $ 310.99 ,8/6/2012,2/28/1996,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10066883,Premier, $ 240.10 ,12/27/2013,9/25/2006,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12124465,Premier, $ 527.63 ,1/4/2013,10/2/2006,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+30275324,Standard, $ 225.63 ,4/18/2015,10/1/2000,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9104698,Standard, $ 206.92 ,11/24/2012,9/25/2006,17,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10394074,Standard, $ 536.14 ,4/14/2010,3/15/2001,14,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+9700460,Standard, $ 375.95 ,4/8/2010,8/11/2006,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+26553068,Premier, $ 232.93 ,6/8/2015,10/3/2006,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+55476123,Standard," $ 2,186.00 ",10/18/2013,10/3/2006,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30471399,Premier, $ 434.00 ,10/31/2013,10/13/2006,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N,11-50,English
+12951827,Standard, $ 228.73 ,10/7/2013,4/22/2018,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34075488,Standard, $ 731.10 ,7/3/2010,9/25/2006,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Polish
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+23108000,Standard, $ 274.27 ,4/26/2013,9/25/2006,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+25733030,Premier, $ 142.36 ,7/20/2016,12/22/2010,26,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32505356,Standard, $ 314.27 ,12/4/2011,10/3/2006,8,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+34890825,Standard, $ 196.88 ,3/7/2013,9/19/2007,22,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Russian
+4036201,Standard, $ 170.93 ,2/13/2016,8/28/2006,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7233013,Premier," $ 1,990.73 ",4/7/2015,11/13/2006,8,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20181385,Standard, $ 824.63 ,6/15/2009,12/27/2006,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+35668615,Standard, $ 516.07 ,11/29/2012,1/24/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33524395,Standard, $ 929.60 ,4/11/2008,1/18/2007,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,
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+10703025,Standard," $ 1,908.50 ",6/2/2014,2/13/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29561040,Premier, $ 268.33 ,6/27/2014,2/15/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+34715852,Standard, $ 366.88 ,6/22/2010,8/6/2016,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+23583959,Standard, $ 513.74 ,11/2/2009,3/1/2006,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+13635271,Standard, $ 521.50 ,11/7/2012,1/9/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,
+20317394,Premier," $ 1,591.27 ",10/11/2009,2/16/2008,7,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+33902257,Standard, $ 434.08 ,2/24/2012,2/2/2007,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19388724,Premier," $ 1,991.87 ",2/11/2013,1/10/2007,3,FALSE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y, ,English
+7178786,Standard, $ 878.71 ,2/14/2011,1/10/2007,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+29231569,Standard, $ 538.29 ,11/14/2013,2/27/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+25539847,Standard, $ 293.92 ,7/31/2014,2/27/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7406611,Standard, $ 516.50 ,11/27/2012,2/27/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20553593,Standard, $ 187.92 ,1/5/2015,2/28/2007,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7232058,Standard, $ 428.56 ,11/1/2011,1/28/2016,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+35691767,Standard, $ 512.42 ,9/18/2012,1/9/2007,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+4466356,Standard, $ 402.11 ,1/23/2013,1/9/2007,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+11700300,Standard," $ 1,272.59 ",12/2/2009,8/13/2009,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+34120551,Premier, $ 397.47 ,11/25/2010,6/2/2015,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22453666,Standard, $ 340.67 ,1/6/2012,11/10/2011,21,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3986886,Premier, $ 219.06 ,5/3/2016,6/13/2014,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25760797,Standard, $ 641.56 ,9/14/2012,3/1/1996,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+22338801,Premier, $ 384.32 ,4/24/2013,7/1/1994,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9558906,Premier," $ 4,377.67 ",11/18/2008,12/5/2006,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27306617,Standard, $ 337.85 ,1/26/2012,12/4/2013,16,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9377453,Premier, $ 266.59 ,6/20/2013,12/8/2010,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16183447,Standard, $ 376.40 ,6/4/2013,3/12/2013,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10358222,Standard, $ 81.88 ,5/27/2016,7/15/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32023937,Premier, $ 926.03 ,9/17/2010,5/4/2007,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4072285,Premier, $ 250.87 ,9/1/2011,7/29/2008,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10719481,Standard, $ 415.68 ,6/4/2012,1/10/2007,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20381087,Premier, $ 839.11 ,8/27/2009,1/1/2007,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+35137537,Standard, $ 228.86 ,3/17/2014,1/10/2007,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+24149203,Standard, $ 237.48 ,1/16/2012,2/2/2007,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18427554,Premier, $ 251.37 ,10/7/2013,1/11/2007,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+35165097,Premier," $ 1,317.59 ",1/6/2013,8/3/2015,7,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+29255458,Standard, $ 344.69 ,6/30/2013,1/24/2007,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+21456785,Standard, $ 357.99 ,7/14/2011,12/6/2017,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,11-50,Spanish
+29560394,Standard, $ 226.59 ,5/7/2012,1/10/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+15088433,Standard," $ 3,580.83 ",9/2/2010,4/26/2015,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+19362928,Premier, $ 342.25 ,12/26/2011,2/28/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21745996,Premier, $ 405.73 ,9/27/2010,2/15/2007,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14947894,Premier," $ 1,740.67 ",12/9/2008,1/10/2007,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3663239,Standard," $ 2,240.77 ",11/1/2014,2/4/2007,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13191942,Premier, $ 304.88 ,9/19/2012,1/10/2007,26,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30951940,Premier, $ 154.00 ,9/5/2015,1/10/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14747991,Standard, $ 399.90 ,11/8/2010,1/10/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27221008,Premier, $ 365.66 ,7/11/2011,11/10/2003,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+10515207,Premier, $ 612.33 ,12/14/2015,2/5/2007,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+34330791,Standard, $ 241.75 ,12/4/2011,1/25/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7065203,Standard, $ 394.83 ,9/27/2012,2/4/2007,22,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32152071,Premier, $ 407.89 ,9/11/2010,1/19/2007,19,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30903979,Standard, $ 517.16 ,7/20/2008,1/25/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15691528,Standard, $ 341.92 ,11/27/2013,1/19/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+16636829,Premier," $ 1,751.47 ",10/15/2013,12/1/2003,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,Portuguese
+10928478,Standard, $ 670.78 ,7/29/2008,4/24/2010,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+23239171,Standard, $ 757.50 ,3/17/2010,1/25/2007,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+25949842,Standard, $ 858.00 ,1/29/2009,1/25/2007,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18875386,Premier, $ 782.08 ,3/11/2015,2/5/2007,37,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,101-500,
+28837286,Premier," $ 6,517.83 ",1/31/2004,1/25/2007,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25452871,Standard, $ 449.17 ,5/27/2012,1/25/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+34578043,Premier," $ 2,970.67 ",1/15/2012,1/25/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+3138385,Standard, $ 535.12 ,1/31/2014,11/19/2017,17,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+13810073,Standard, $ 813.37 ,7/31/2009,1/19/2007,23,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+55563192,Standard," $ 1,634.67 ",1/13/2015,2/15/2007,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+28019535,Premier, $ 946.01 ,7/17/2010,1/25/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4089629,Premier, $ 326.33 ,1/15/2015,9/21/2004,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+23469500,Premier, $ 592.83 ,1/20/2012,2/7/2012,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+6208536,Standard," $ 2,610.67 ",11/4/2012,3/1/2004,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+18399177,Premier, $ 651.28 ,9/5/2011,12/11/2011,2,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
+55068194,Standard," $ 3,763.83 ",4/5/2010,9/23/2011,9,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+26868361,Standard, $ 396.67 ,12/1/2010,1/11/2007,16,FALSE,FALSE,FALSE,NOTICE,SPRINT,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
+28700946,Standard," $ 1,368.33 ",1/11/2011,1/19/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+10194745,Standard," $ 3,901.00 ",12/14/2009,2/5/2007,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+55850436,Premier," $ 3,183.60 ",10/1/2012,1/2/2007,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,Y,N,N, ,
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+32804927,Standard, $ 562.92 ,12/3/2002,6/28/2010,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26370037,Standard," $ 1,234.33 ",10/12/2011,1/25/2007,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Portuguese
+23353783,Premier, $ 284.93 ,12/29/2012,8/3/2015,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+11586996,Standard, $ 584.93 ,2/21/2012,12/5/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25165126,Premier, $ 412.14 ,6/24/2012,2/6/2007,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15167880,Standard, $ 285.49 ,2/5/2013,1/11/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Vietnamese
+55247624,Premier," $ 3,945.33 ",11/7/2009,2/6/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13888082,Standard," $ 1,037.66 ",3/23/2014,7/23/2015,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3890378,Standard, $ 342.04 ,7/15/2013,5/21/2007,11,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13406574,Standard, $ 286.89 ,11/11/2009,1/11/2007,10,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+55117822,Premier," $ 5,637.32 ",8/6/2010,12/31/1988,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,Y,N, ,
+22813533,Standard, $ 528.70 ,12/31/2012,8/8/2008,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27161092,Standard," $ 2,031.73 ",1/2/2013,4/2/1994,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+22137839,Standard, $ 195.45 ,11/12/2014,2/16/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22244693,Standard, $ 633.33 ,8/23/2014,3/21/2015,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
+27402203,Standard," $ 3,945.28 ",11/23/2011,2/16/2007,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,500+,Portuguese
+9161229,Standard, $ 654.05 ,7/14/2009,1/11/2007,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+30617785,Premier, $ 289.36 ,8/3/2010,2/16/2007,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+6414362,Standard, $ 346.59 ,11/25/2011,1/12/2015,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30885766,Standard, $ 241.97 ,6/25/2013,5/8/2012,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34213464,Standard, $ 846.04 ,5/27/2011,11/4/2014,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Chinese
+16585203,Premier," $ 4,214.82 ",6/6/2011,1/2/2007,4,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+15563564,Standard, $ 968.91 ,1/28/2004,7/10/2016,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55485303,Standard," $ 2,594.67 ",11/17/2012,12/5/2006,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+21601188,Standard, $ 473.72 ,8/4/2013,2/6/2007,24,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+33189321,Standard," $ 6,515.50 ",2/2/2004,1/26/2007,5,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+6697440,Standard, $ 283.14 ,1/11/2013,5/31/1997,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+11415654,Standard," $ 3,469.50 ",12/2/2010,1/11/2007,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+30794890,Standard, $ 780.51 ,5/21/2003,12/6/2006,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22259139,Standard, $ 264.66 ,5/26/2013,2/11/2015,17,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22112239,Standard, $ 242.82 ,6/18/2013,3/9/2012,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+55127450,Premier," $ 2,471.70 ",10/13/2010,5/30/2013,4,TRUE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,N, ,
+55185288,Premier," $ 2,299.17 ",7/17/2013,3/1/2007,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+35353808,Standard, $ 576.97 ,3/25/2012,2/6/2009,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+11813841,Standard, $ 377.93 ,3/7/2012,4/12/2017,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,Y,N,1-5,English
+6032694,Premier," $ 3,498.30 ",8/31/2012,1/11/2007,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
+33271811,Standard, $ 163.57 ,2/11/2014,3/1/2007,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34230876,Premier," $ 2,108.87 ",12/11/2011,3/12/2010,7,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
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+35857122,Premier, $ 356.15 ,9/17/2011,12/10/2010,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+26074641,Premier, $ 732.65 ,10/20/2010,10/30/2013,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8627493,Premier, $ 457.07 ,2/20/2016,7/15/2002,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+6721294,Premier, $ 609.84 ,2/25/2010,3/15/2007,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33758249,Standard, $ 329.60 ,1/2/2015,2/8/2007,28,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+25398622,Premier," $ 3,455.60 ",1/5/2009,1/26/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,English
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+30743416,Standard, $ 187.87 ,6/7/2013,4/11/2018,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+3765734,Premier, $ 189.54 ,12/24/2014,11/2/2011,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Vietnamese
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+29558719,Premier, $ 140.51 ,12/11/2015,11/1/2003,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Hindi
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+24994306,Standard," $ 2,588.08 ",3/27/2014,4/3/2018,10,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24326494,Standard, $ 315.41 ,11/9/2009,2/9/2007,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+12671150,Standard, $ 305.68 ,2/17/2010,3/5/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+26390798,Standard," $ 1,636.53 ",2/10/2014,12/30/2010,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,500+,English
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+24869859,Standard," $ 3,804.00 ",3/3/2010,2/9/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12638557,Standard, $ 261.60 ,1/12/2015,10/10/2013,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+20462643,Standard," $ 2,675.17 ",9/13/2012,4/16/2007,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3711585,Standard, $ 442.45 ,7/1/2012,11/15/2011,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+24673382,Premier," $ 3,815.83 ",2/21/2010,2/28/2005,4,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+21401618,Premier, $ 540.23 ,7/18/2010,2/9/2007,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23372628,Standard, $ 217.43 ,6/2/2015,4/16/2007,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10491861,Standard," $ 4,148.50 ",5/25/2009,2/9/2007,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7385394,Premier, $ 773.89 ,1/10/2012,2/9/2007,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11255559,Standard, $ 514.80 ,12/6/2010,4/16/2007,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24538451,Standard, $ 593.97 ,1/15/2012,5/6/2013,12,TRUE,FALSE,TRUE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+9681714,Standard, $ 189.07 ,11/30/2014,2/15/1997,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21761882,Standard, $ 376.33 ,1/7/2013,4/16/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55486332,Standard," $ 2,747.83 ",7/15/2012,2/21/2007,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+5713148,Standard, $ 232.50 ,2/19/2014,6/30/2016,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20637334,Premier, $ 301.14 ,12/21/2013,1/18/2016,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+32871816,Standard, $ 931.93 ,8/30/2010,2/10/2007,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+10020554,Standard, $ 139.90 ,12/15/2015,3/6/2007,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+23450719,Standard, $ 193.89 ,8/10/2016,6/17/2013,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32291611,Premier," $ 4,951.05 ",2/27/2010,11/6/2007,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17035255,Standard, $ 314.88 ,4/15/2014,2/21/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34453444,Standard," $ 3,771.30 ",3/12/2012,8/1/1984,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35324478,Premier," $ 2,144.83 ",11/21/2013,2/21/2007,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+2924138,Standard," $ 3,331.03 ",12/14/2012,9/12/2017,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17984103,Premier, $ 134.35 ,12/7/2014,2/10/2007,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7389492,Premier, $ 349.92 ,11/1/2011,2/22/2007,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+23642341,Premier, $ 289.05 ,1/10/2013,3/15/2003,14,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,Y,N,N,N,N,N,Y,N,Y,6-10,English
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+21426311,Premier, $ 487.00 ,6/13/2013,3/7/2007,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32339000,Premier, $ 456.67 ,7/30/2013,9/15/2010,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,11-50,Vietnamese
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+15535488,Premier," $ 4,415.88 ",1/30/2011,7/7/2011,1,TRUE,TRUE,TRUE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20175772,Premier, $ 319.30 ,10/25/2011,4/3/2007,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+24650672,Premier, $ 765.83 ,2/4/2012,3/8/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+110743132,Standard," $ 1,546.33 ",3/26/2015,4/17/2007,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7863776,Premier, $ 348.50 ,6/9/2013,4/16/2010,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21981512,Standard, $ 311.52 ,12/19/2009,3/1/2016,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12522200,Standard, $ 422.69 ,1/24/2012,3/20/2007,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N,6-10,English
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+4781293,Premier," $ 2,078.00 ",11/15/2012,3/19/2007,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
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+29323109,Premier, $ 404.21 ,5/9/2012,9/16/2010,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,6-10,
+7369594,Premier, $ 290.23 ,7/28/2015,2/27/2015,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18425019,Standard, $ 661.13 ,4/15/2011,1/28/2007,22,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7962757,Standard, $ 747.17 ,4/28/2010,4/4/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13189406,Standard," $ 5,066.67 ",5/4/2007,1/28/2007,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14950441,Standard, $ 895.74 ,12/22/2010,1/27/2013,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+16161172,Premier, $ 369.55 ,7/9/2013,1/28/2007,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+4745498,Premier, $ 335.19 ,6/9/2013,2/23/2007,10,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+5166952,Standard, $ 712.97 ,9/15/2010,5/4/2007,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13939085,Standard, $ 124.06 ,4/6/2016,4/4/2007,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18266857,Standard, $ 332.23 ,12/22/2014,4/4/2007,10,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+35312875,Premier, $ 196.07 ,11/6/2010,1/1/1998,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13618337,Standard, $ 393.55 ,3/8/2013,4/4/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19089469,Premier, $ 319.07 ,10/27/2011,5/11/2007,21,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25022808,Standard, $ 447.37 ,9/7/2013,12/4/2014,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+8851183,Standard, $ 136.69 ,1/7/2016,4/19/2007,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+31112052,Standard, $ 165.92 ,6/11/2015,5/3/2007,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+32655607,Standard, $ 458.33 ,3/16/2011,1/1/2002,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18062695,Standard, $ 279.55 ,10/13/2014,1/16/2012,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32845855,Standard, $ 769.63 ,1/26/2010,1/20/2017,9,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+5065904,Premier, $ 510.47 ,12/22/2012,11/1/1986,15,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
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+23026561,Premier, $ 252.03 ,4/7/2013,12/31/1989,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+3463070,Standard, $ 325.71 ,2/18/2014,5/18/2007,25,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+32338911,Premier," $ 3,454.40 ",1/6/2009,2/1/2005,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+55230182,Standard," $ 2,588.73 ",3/27/2014,4/20/2007,4,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+17227576,Standard, $ 397.31 ,11/26/2010,2/23/2007,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20449959,Standard, $ 700.84 ,2/1/2013,11/26/2014,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+9769646,Premier, $ 315.19 ,5/22/2012,5/4/2007,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+4955353,Standard," $ 1,629.83 ",1/17/2015,2/12/2018,4,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4369621,Standard, $ 402.39 ,1/9/2010,1/19/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15366004,Premier, $ 538.40 ,2/26/2011,4/1/2004,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25317332,Standard, $ 190.55 ,5/11/2013,5/4/2007,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17471418,Standard," $ 3,420.52 ",10/19/2012,5/18/2007,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10794771,Standard, $ 515.36 ,6/24/2011,5/7/2007,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27316258,Standard, $ 331.41 ,3/13/2012,1/29/2007,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28083796,Premier, $ 170.39 ,12/3/2013,5/7/2007,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+20328737,Standard, $ 321.30 ,5/24/2012,1/29/2007,28,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+28378587,Standard, $ 497.57 ,11/21/2010,3/21/2007,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,Hindi
+33552480,Standard," $ 4,021.77 ",10/6/2011,10/26/2008,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+26657258,Standard, $ 533.47 ,3/23/2011,7/8/2009,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+11554900,Premier, $ 146.43 ,8/5/2014,5/7/2007,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10339672,Standard, $ 466.21 ,5/20/2011,5/21/2007,16,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+15008435,Premier, $ 116.72 ,3/7/2016,3/22/2007,6,FALSE,TRUE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23871838,Premier, $ 316.93 ,6/24/2012,1/29/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3762974,Standard," $ 3,502.83 ",11/5/2010,5/8/2007,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9518160,Standard, $ 571.85 ,1/25/2010,5/24/2013,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22188163,Standard, $ 295.39 ,4/30/2012,7/16/2012,10,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6357652,Standard, $ 663.15 ,5/28/2009,8/3/2011,24,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+5918244,Standard, $ 535.87 ,3/11/2011,5/7/2007,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8666667,Standard, $ 242.49 ,2/1/2016,4/20/2007,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21915533,Standard," $ 2,686.33 ",9/3/2012,1/30/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+28160803,Standard, $ 377.69 ,10/8/2012,4/20/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+9414847,Standard, $ 151.71 ,6/12/2014,5/8/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
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+8689028,Standard, $ 343.20 ,7/9/2013,5/3/2016,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+20223943,Premier, $ 298.41 ,3/13/2014,4/18/2018,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+32190884,Premier, $ 767.08 ,7/14/2011,4/24/2007,10,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,Y,N,N,N,N,N,N,N,11-50,English
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+23796522,Premier, $ 405.25 ,8/1/2012,5/25/2007,19,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+33802710,Premier," $ 1,124.07 ",5/25/2012,4/24/2007,16,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+23371518,Premier, $ 267.38 ,8/31/2014,5/14/2007,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+14638324,Standard, $ 413.54 ,8/2/2010,5/15/2007,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16663419,Standard, $ 461.28 ,8/25/2009,6/1/1997,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10910714,Premier, $ 288.83 ,8/26/2014,6/6/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+26972492,Premier, $ 891.50 ,1/4/2011,6/1/2004,21,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21467228,Standard," $ 5,387.85 ",5/28/2009,3/23/2007,1,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+17971130,Premier, $ 205.89 ,6/15/2010,6/13/2007,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+15211519,Premier, $ 308.58 ,1/15/2014,6/13/2007,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+11805155,Standard," $ 4,378.62 ",2/23/2011,5/24/2010,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N, ,
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+24742645,Standard, $ 439.97 ,7/13/2012,7/1/1989,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+9676729,Standard, $ 387.93 ,12/7/2010,7/31/2014,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+24383257,Standard, $ 423.99 ,7/31/2013,3/13/2007,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+24155169,Standard, $ 313.19 ,10/13/2013,5/28/2007,8,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+26242310,Standard, $ 565.80 ,10/26/2013,1/24/2014,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20948332,Premier, $ 489.47 ,4/24/2011,2/1/2007,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+19701780,Premier, $ 280.59 ,8/25/2012,5/16/2007,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+55297143,Premier," $ 3,715.17 ",5/15/2010,6/13/2007,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18922752,Premier, $ 451.14 ,11/22/2011,5/6/1960,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13499658,Premier, $ 537.44 ,3/2/2011,4/27/2007,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15757169,Premier," $ 6,201.73 ",7/23/2007,4/7/2007,2,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,N,Y, ,English
+22231295,Standard, $ 322.48 ,3/7/2014,6/6/2007,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+24648395,Premier, $ 544.20 ,8/6/2012,3/27/2007,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
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+16322453,Premier," $ 2,850.17 ",4/22/2012,4/7/2007,1,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22538494,Standard, $ 665.23 ,3/29/2011,12/5/2014,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4709302,Standard," $ 5,497.27 ",3/20/2009,4/7/2007,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3919033,Standard, $ 279.41 ,3/20/2013,3/27/2007,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,6-10,English
+34188020,Standard," $ 1,115.80 ",6/11/2012,10/14/2014,8,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
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+32344984,Standard, $ 586.52 ,8/14/2011,4/9/2007,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+55177012,Standard," $ 4,254.03 ",5/12/2011,8/15/2015,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28257871,Premier, $ 670.96 ,9/5/2012,8/22/2012,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+14851648,Standard, $ 622.44 ,12/28/2011,5/30/2007,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+8636063,Premier, $ 985.58 ,4/12/2014,6/7/2007,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,101-500,English
+19890238,Standard, $ 470.72 ,8/6/2011,6/21/2007,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31883536,Premier, $ 566.47 ,5/7/2012,6/22/2007,5,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+30954116,Standard, $ 753.33 ,6/23/2014,4/8/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23130144,Standard," $ 3,288.33 ",4/29/2011,7/28/2014,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+23550476,Standard, $ 396.85 ,10/19/2009,5/30/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+5439013,Standard," $ 3,193.02 ",3/11/2013,2/15/2010,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+10108810,Standard, $ 153.11 ,5/26/2015,6/13/2014,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+167973644,Standard," $ 3,903.90 ",12/19/2011,7/6/2007,9,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
+35176638,Standard, $ 624.45 ,4/10/2009,7/9/2007,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+45063630,Standard," $ 4,219.83 ",3/27/2009,8/22/2011,2,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15236718,Standard, $ 346.75 ,11/3/2013,5/28/2009,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29751360,Standard," $ 1,238.47 ",5/11/2013,6/22/2007,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+14471986,Standard, $ 501.14 ,11/12/2008,6/7/2007,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32746318,Premier, $ 405.81 ,9/26/2010,6/7/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5767352,Premier," $ 3,886.17 ",12/26/2009,4/30/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+16229247,Standard, $ 392.65 ,12/30/2010,5/30/2007,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+25962708,Standard, $ 166.80 ,6/5/2015,7/19/2011,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55140272,Premier," $ 3,690.17 ",6/4/2010,2/26/2009,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15821183,Premier, $ 388.46 ,1/29/2011,4/9/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19849796,Premier, $ 335.17 ,12/10/2014,5/1/2007,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+33601293,Premier, $ 563.12 ,11/25/2011,6/25/1990,4,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
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+16941922,Standard, $ 882.35 ,2/2/2011,6/23/2007,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+31696522,Standard," $ 1,931.48 ",1/14/2012,6/28/2013,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N,101-500,Spanish
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+8975526,Premier, $ 236.04 ,7/31/2016,3/12/2015,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,Spanish
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+33624791,Premier, $ 251.26 ,10/8/2013,6/25/1998,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+19760214,Premier," $ 4,987.67 ",7/8/2007,6/8/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+18258971,Standard, $ 138.48 ,8/5/2015,4/10/2007,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+10269989,Premier, $ 748.33 ,5/6/2015,10/31/2002,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
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+36162145,Premier," $ 1,117.17 ",3/12/2016,6/8/2007,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28130968,Premier, $ 949.00 ,5/18/2013,4/9/2007,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+11803418,Standard, $ 260.78 ,8/1/2013,6/8/2007,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
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+22809789,Premier, $ 316.13 ,6/30/2012,4/9/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19029451,Standard," $ 3,652.80 ",1/17/2005,9/26/2014,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,N,101-500,
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+16921750,Premier," $ 4,207.33 ",4/7/2009,1/3/2000,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,English
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+21966840,Premier," $ 2,445.83 ",3/19/2013,6/8/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+33926581,Standard, $ 166.93 ,6/4/2015,6/25/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14756721,Premier, $ 340.76 ,1/6/2012,7/9/2007,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33737892,Premier," $ 1,395.33 ",7/28/2015,1/11/2002,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34707750,Standard, $ 761.00 ,3/2/2010,3/1/2002,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+8740953,Standard, $ 283.83 ,7/8/2015,6/1/2007,7,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3334896,Standard, $ 184.49 ,4/24/2011,6/13/2013,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,Arabic
+110973466,Standard," $ 7,068.32 ",7/4/2006,9/1/2010,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+59115077,Premier," $ 1,680.33 ",12/6/2014,5/1/2007,2,FALSE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+22875736,Premier, $ 571.60 ,9/9/2010,6/1/2007,14,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+7916387,Premier, $ 451.79 ,11/1/2009,3/5/2015,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+18547422,Standard, $ 218.51 ,8/21/2015,6/10/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23690489,Standard, $ 330.77 ,6/5/2009,11/30/2017,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18468708,Premier," $ 1,129.00 ",5/15/2012,7/28/2017,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+5018367,Premier," $ 1,077.97 ",4/6/2011,12/3/2014,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+36119561,Standard," $ 3,697.17 ",5/30/2010,6/1/2007,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18275464,Premier, $ 455.17 ,4/27/2012,6/25/2007,30,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+18771336,Standard, $ 286.13 ,1/31/2013,6/26/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
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+160444314,Standard," $ 3,156.50 ",8/15/2011,11/28/2008,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6798791,Premier, $ 246.58 ,12/23/2014,6/1/2007,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6287855,Standard, $ 228.80 ,3/18/2014,6/11/2007,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27281040,Standard, $ 434.93 ,8/8/2012,12/16/2008,11,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12754541,Standard, $ 256.98 ,8/31/2014,6/26/2007,6,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
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+20309521,Premier, $ 581.63 ,6/25/2013,4/1/1997,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+23252771,Premier, $ 306.91 ,9/4/2012,4/11/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+6970024,Standard, $ 177.75 ,9/19/2013,6/11/2007,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+20923878,Premier," $ 3,433.00 ",1/1/2011,7/23/2007,3,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+22122202,Premier, $ 981.66 ,2/12/2008,7/23/2007,16,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+24996908,Standard," $ 2,389.00 ",5/5/2013,6/12/2007,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+34422823,Premier, $ 602.76 ,11/2/2014,1/24/2009,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N,101-500,English
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+29726180,Premier, $ 344.60 ,3/11/2014,9/15/1995,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,N,6-10,
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+9733327,Premier, $ 582.67 ,6/22/2013,7/11/2007,56,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,Y,N,N,51-100,
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+35534703,Premier, $ 810.77 ,9/16/2011,6/29/2007,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+17018121,Premier," $ 2,981.67 ",1/6/2012,7/31/2006,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,Y,N,N,N,N,N,Y,N,N, ,English
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+5184228,Premier, $ 236.39 ,1/27/2012,1/19/2018,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11579049,Premier, $ 521.71 ,6/18/2008,10/15/2005,8,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+35025672,Premier, $ 275.56 ,12/22/2010,6/4/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+4616462,Standard," $ 2,361.68 ",2/18/2011,1/23/2016,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+4768703,Standard," $ 1,095.80 ",7/22/2012,6/15/2007,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+20078972,Standard, $ 406.40 ,4/27/2012,8/18/1990,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+27366772,Premier, $ 505.71 ,8/12/2011,5/8/2009,12,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+14526491,Premier, $ 300.23 ,3/23/2012,6/14/2007,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16131873,Premier, $ 328.50 ,7/17/2013,6/14/2007,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+4213572,Standard, $ 647.90 ,11/16/2010,6/4/2007,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+30220728,Standard, $ 372.65 ,5/5/2010,7/2/2007,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,
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+9924600,Premier, $ 508.97 ,12/28/2012,6/4/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+5197324,Premier," $ 3,890.03 ",12/28/2011,9/5/2007,3,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+21352831,Standard," $ 1,425.17 ",7/3/2015,8/9/2007,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8372422,Standard," $ 1,245.20 ",9/20/2011,6/16/2007,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23152863,Premier, $ 420.33 ,1/27/2015,5/4/2009,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
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+21617992,Premier, $ 265.57 ,9/21/2015,4/15/2004,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+32125768,Premier, $ 391.03 ,1/10/2011,10/22/2007,19,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+20902820,Standard, $ 346.00 ,6/23/2013,12/20/2011,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+56740313,Premier," $ 1,346.92 ",5/21/2014,10/22/2007,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+55206835,Standard," $ 3,178.67 ",7/28/2011,1/1/1982,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31014800,Standard, $ 533.17 ,12/13/2012,6/19/2007,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Chinese
+11438352,Standard, $ 507.50 ,6/3/2016,3/20/2012,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,Spanish
+6554575,Standard, $ 98.80 ,12/6/2015,6/19/2007,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+10500762,Premier, $ 297.63 ,3/23/2015,6/30/1994,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,Y,N,N,N,N,N,N,Y,11-50,English
+21266515,Standard, $ 285.88 ,5/21/2014,1/1/1985,21,FALSE,FALSE,FALSE,AUTO RENEW,,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18214096,Standard," $ 1,113.42 ",9/15/2013,9/12/2007,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+4514469,Standard, $ 262.64 ,6/29/2014,11/1/1990,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+28616118,Standard," $ 1,435.85 ",3/22/2016,12/5/2007,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+34479285,Standard, $ 130.00 ,1/21/2015,9/12/2007,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+35938175,Standard," $ 2,230.58 ",11/7/2014,6/14/2016,9,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+27473017,Premier, $ 221.84 ,5/9/2015,9/11/1993,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12308036,Standard, $ 491.28 ,10/25/2011,9/12/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10863522,Premier, $ 149.27 ,7/7/2014,5/15/1995,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+6110044,Premier," $ 3,837.82 ",1/30/2012,11/6/2007,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+7291705,Standard," $ 5,541.50 ",4/10/2006,10/10/2007,1,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+34507367,Premier, $ 543.95 ,11/1/2012,5/11/2009,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32386148,Standard, $ 467.63 ,2/23/2012,1/11/1991,25,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28196092,Standard, $ 205.15 ,5/31/2015,6/19/2007,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+20104238,Standard, $ 299.87 ,10/25/2012,9/12/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26216584,Standard, $ 789.73 ,11/5/2009,6/24/2009,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
+55281242,Standard," $ 1,507.67 ",4/27/2015,9/20/2007,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+9076439,Standard, $ 452.30 ,10/28/2013,9/20/2007,18,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+32466116,Standard, $ 635.40 ,3/21/2013,7/15/2005,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4798544,Premier, $ 355.18 ,5/4/2013,9/12/2007,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4054184,Standard, $ 187.51 ,6/11/2013,11/6/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25159523,Standard, $ 99.16 ,12/2/2015,9/12/2007,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18109555,Premier, $ 378.13 ,5/26/2013,9/20/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+42915998,Standard," $ 2,649.83 ",2/16/2014,5/12/2010,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+28489069,Standard, $ 538.74 ,3/30/2010,10/23/2007,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+31091967,Standard, $ 580.79 ,12/7/2009,12/3/2009,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+22070825,Standard," $ 2,565.00 ",12/12/2012,10/18/2013,3,FALSE,TRUE,FALSE,NOTICE,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+110895066,Standard," $ 1,852.83 ",7/18/2014,8/4/2016,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+19990611,Standard," $ 2,751.33 ",7/12/2012,11/23/2007,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+15368578,Premier, $ 705.00 ,5/17/2012,1/31/2007,11,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,51-100,Spanish
+24290991,Standard, $ 380.27 ,3/28/2011,9/12/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5040878,Standard, $ 182.16 ,2/23/2016,10/30/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33379059,Premier, $ 494.56 ,10/8/2011,11/6/2007,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22150179,Standard," $ 1,161.27 ",3/10/2012,9/30/2000,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+10982596,Standard, $ 227.00 ,5/3/2012,11/6/2007,13,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+25670286,Standard, $ 580.74 ,6/9/2012,10/23/2007,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26357627,Standard, $ 681.50 ,1/22/2011,10/11/2007,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4979694,Premier, $ 419.77 ,12/29/2013,9/13/2007,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29248387,Premier, $ 523.89 ,5/11/2011,3/22/2009,19,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+5859690,Standard, $ 387.85 ,11/5/2012,9/12/2007,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30044228,Standard, $ 376.76 ,10/14/2012,9/20/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,English
+31453345,Premier, $ 511.97 ,12/16/2012,10/15/2003,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+3305971,Standard, $ 266.34 ,9/5/2014,7/10/2010,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31786649,Standard, $ 885.43 ,1/23/2011,11/6/2007,23,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
+18376911,Standard, $ 365.05 ,7/15/2011,12/12/2014,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19295848,Premier, $ 433.82 ,5/6/2009,6/19/2007,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26896256,Standard, $ 339.39 ,1/15/2012,8/5/2014,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17738529,Premier, $ 282.24 ,8/12/2012,9/13/2007,17,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+34705670,Standard, $ 554.30 ,5/2/2010,9/19/2017,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18960868,Standard, $ 404.71 ,8/4/2012,9/12/2007,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+6525055,Premier, $ 364.92 ,10/31/2010,1/2/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+31331836,Standard," $ 2,810.50 ",5/25/2012,9/13/2007,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+11334159,Standard," $ 2,921.33 ",2/24/2012,4/30/1998,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+31090200,Premier, $ 288.05 ,8/30/2014,11/7/2007,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+2925264,Standard, $ 645.70 ,9/27/2011,10/24/2007,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+32389180,Standard, $ 436.70 ,2/9/2012,10/23/2007,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55230716,Premier," $ 1,827.70 ",11/4/2012,3/8/2010,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+10900575,Standard," $ 2,595.00 ",11/17/2012,1/26/2011,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15900102,Standard, $ 724.87 ,7/28/2010,9/13/2007,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+4039370,Premier," $ 2,567.93 ",4/9/2014,10/24/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+28744616,Standard, $ 387.92 ,11/4/2012,10/25/2007,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28626876,Standard, $ 807.54 ,11/8/2002,6/22/2010,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21538676,Premier, $ 511.65 ,3/8/2013,12/7/2007,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+12543931,Standard," $ 2,928.17 ",2/18/2012,1/27/2016,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+22223902,Standard," $ 4,328.35 ",3/27/2011,1/21/2010,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+28833060,Standard, $ 390.87 ,6/26/2014,9/20/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4856751,Standard, $ 325.79 ,4/22/2012,1/29/2015,22,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12436896,Premier, $ 215.70 ,6/20/2014,7/1/1995,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6584500,Standard, $ 176.44 ,10/2/2013,12/6/2007,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10562985,Standard, $ 276.48 ,4/10/2013,12/7/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,
+17562073,Standard, $ 300.71 ,2/28/2014,11/26/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+12374049,Standard, $ 226.80 ,5/5/2012,6/1/2017,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,
+19593470,Premier, $ 167.91 ,1/29/2015,9/20/2007,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+37080574,Standard," $ 2,262.67 ",8/16/2013,10/2/2012,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+30821999,Standard, $ 263.71 ,7/11/2013,12/15/1996,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+22037118,Premier, $ 349.86 ,6/2/2013,1/14/2018,3,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16968023,Standard, $ 293.07 ,12/12/2012,11/24/2007,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5548948,Standard," $ 3,903.03 ",12/20/2011,7/10/2015,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11215955,Standard," $ 2,834.22 ",10/23/2013,6/20/2007,1,TRUE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3856989,Premier," $ 3,452.37 ",9/29/2012,9/21/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+32586923,Standard, $ 180.86 ,2/24/2015,6/20/2007,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+8286853,Standard, $ 227.77 ,3/25/2014,10/7/2003,3,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Portuguese
+6933939,Premier, $ 360.11 ,4/6/2013,9/1/1978,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10569968,Standard, $ 590.27 ,6/5/2010,6/1/1998,8,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+13005590,Standard, $ 360.08 ,12/8/2010,12/26/2007,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17695430,Standard, $ 566.03 ,2/26/2010,10/25/2007,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27146136,Standard, $ 411.73 ,1/30/2014,7/22/2013,17,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26919923,Standard," $ 2,477.30 ",10/6/2010,10/25/2007,1,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+33246495,Standard, $ 531.08 ,4/14/2012,9/23/2017,12,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+21662358,Standard," $ 2,881.00 ",3/28/2012,7/2/2012,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+6253517,Standard, $ 207.01 ,11/23/2012,6/1/1998,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+59119967,Standard," $ 4,914.43 ",3/22/2010,9/21/2007,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+10439487,Standard, $ 475.03 ,5/16/2013,12/7/2007,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+11607830,Premier, $ 594.07 ,5/15/2015,11/7/2007,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14389518,Standard, $ 222.88 ,7/30/2015,4/11/2007,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+7266080,Premier, $ 521.92 ,10/27/2013,1/1/2004,4,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,Y,51-100,English
+27831069,Premier," $ 1,365.24 ",12/25/2003,9/21/2007,17,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+32500401,Standard," $ 9,337.47 ",8/5/2002,10/27/2017,4,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+27529798,Standard," $ 1,699.10 ",5/16/2011,10/27/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+13625471,Standard," $ 5,773.73 ",9/27/2008,12/27/2017,9,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+10562879,Premier, $ 329.77 ,3/24/2012,11/1/2007,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+23120445,Premier," $ 3,329.33 ",3/27/2011,12/15/1972,1,TRUE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+55266997,Standard," $ 3,965.65 ",11/10/2011,10/27/2007,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
+31689697,Standard, $ 997.71 ,10/1/2009,12/7/2007,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+41983158,Standard," $ 2,799.12 ",11/14/2013,12/7/2007,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+11141039,Standard, $ 616.30 ,10/16/2011,9/21/2007,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+22500131,Standard," $ 1,379.50 ",8/10/2015,12/17/2007,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+29661121,Standard, $ 551.47 ,12/21/2010,12/15/1993,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21589821,Standard, $ 561.97 ,5/25/2012,9/21/2007,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26496479,Premier, $ 254.45 ,7/3/2016,11/15/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+12278856,Premier," $ 2,423.00 ",4/7/2013,10/29/2007,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3135530,Premier, $ 837.89 ,8/31/2009,11/8/2007,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7876641,Premier, $ 329.31 ,9/23/2013,6/20/2007,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20665122,Premier, $ 227.52 ,3/27/2014,12/9/2007,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25527228,Premier, $ 680.10 ,1/27/2011,2/15/2007,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
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+30950474,Premier, $ 294.90 ,11/29/2012,12/17/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+33298842,Standard, $ 560.53 ,8/27/2012,6/24/2017,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Portuguese
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+26318912,Standard, $ 281.19 ,1/25/2013,12/18/2007,29,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,Arabic
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+30147016,Standard, $ 792.42 ,8/5/2011,6/20/2007,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,
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+23597351,Standard, $ 111.04 ,8/3/2015,11/28/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+18560925,Standard, $ 135.71 ,1/14/2016,12/18/2007,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10217175,Standard," $ 2,463.83 ",3/5/2013,8/23/2010,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16964393,Premier, $ 557.09 ,9/10/2012,12/13/2007,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26018545,Premier, $ 545.55 ,5/29/2003,4/9/2007,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+159271110,Standard," $ 3,972.67 ",10/16/2009,1/8/2012,1,TRUE,TRUE,TRUE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,N, ,
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+15957029,Standard, $ 289.79 ,8/21/2014,12/12/2007,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5501894,Premier, $ 246.29 ,4/1/2015,5/18/2015,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+30176405,Premier, $ 315.93 ,2/27/2015,10/20/1993,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+12253051,Standard, $ 367.81 ,12/4/2012,12/13/2007,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+23909166,Standard, $ 183.47 ,2/6/2015,9/24/2007,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+8427775,Standard, $ 321.71 ,10/6/2011,12/31/2007,6,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23122283,Premier, $ 340.91 ,1/4/2012,12/18/2007,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+10084200,Standard, $ 188.23 ,1/3/2015,1/31/2010,18,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+4753499,Standard, $ 229.54 ,3/13/2014,11/14/2001,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+10566333,Standard," $ 2,289.08 ",10/1/2014,12/12/2007,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4336907,Standard, $ 298.63 ,11/2/2012,11/14/2007,21,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+55627885,Standard," $ 1,148.00 ",2/15/2016,9/25/2007,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+11062595,Standard, $ 267.61 ,3/14/2011,6/13/1988,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29903693,Premier, $ 516.53 ,11/27/2012,1/9/2008,11,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+30793033,Standard, $ 142.97 ,9/10/2014,2/22/2010,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10521476,Standard, $ 282.43 ,9/28/2014,1/20/2003,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Italian
+32918409,Standard," $ 3,273.83 ",5/11/2011,11/14/2007,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+32339020,Standard, $ 99.05 ,12/3/2015,1/10/2008,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+21577674,Premier, $ 128.99 ,3/2/2016,11/24/2008,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14096551,Premier, $ 200.15 ,2/1/2013,1/2/2008,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3056609,Premier, $ 219.70 ,12/17/2013,4/15/1988,14,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3445309,Premier, $ 386.22 ,7/15/2014,11/30/2016,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+55190661,Premier," $ 3,057.33 ",11/5/2011,12/14/2007,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9629039,Premier, $ 325.71 ,3/6/2012,11/28/2007,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+55378922,Standard," $ 1,689.57 ",10/14/2015,1/12/2015,6,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26250099,Premier, $ 264.40 ,7/6/2013,6/21/2007,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+55282701,Standard," $ 3,526.50 ",10/16/2010,9/25/2007,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13730607,Standard, $ 368.13 ,7/16/2013,1/19/2008,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+32161751,Standard, $ 586.97 ,4/19/2009,8/7/2017,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+18030855,Premier, $ 182.61 ,2/21/2016,1/20/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+33483851,Premier, $ 746.13 ,5/2/2010,1/27/2008,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,N,11-50,English
+21507819,Premier," $ 2,823.00 ",5/14/2012,1/1/1993,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,N, ,
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+25258743,Premier, $ 322.82 ,5/13/2012,3/12/2012,28,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11202931,Standard, $ 578.02 ,12/22/2009,1/20/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+21287756,Standard, $ 291.14 ,12/26/2012,1/21/2008,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+35104897,Premier, $ 571.77 ,4/15/2012,12/16/2007,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+55303042,Premier," $ 5,289.48 ",7/29/2009,6/24/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
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+21803375,Standard, $ 139.01 ,12/21/2015,3/20/2018,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10960707,Standard, $ 307.76 ,5/21/2014,1/27/2008,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5091311,Standard, $ 278.17 ,7/31/2015,1/18/2008,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+26853610,Standard, $ 356.91 ,5/23/2014,1/19/2008,18,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+10018064,Premier, $ 709.20 ,9/30/2010,1/4/2008,17,FALSE,TRUE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+24578401,Premier, $ 693.25 ,6/24/2012,2/5/2008,6,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
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+31687831,Premier," $ 1,034.85 ",7/24/2011,1/3/2008,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+14620530,Standard, $ 189.33 ,9/23/2015,1/4/2008,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
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+3591230,Premier, $ 629.03 ,8/25/2011,12/20/2007,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+31671851,Standard, $ 452.72 ,11/13/2011,1/8/2008,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24231526,Premier," $ 3,049.67 ",11/11/2011,1/29/2008,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+13576185,Standard, $ 377.23 ,5/31/2013,11/4/2016,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
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+17484287,Standard, $ 633.33 ,10/4/2008,2/19/2011,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+21230824,Premier," $ 2,552.33 ",12/22/2012,1/29/2008,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,500+,
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+23102607,Premier, $ 251.01 ,8/31/2011,2/7/2008,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3291473,Premier," $ 1,476.58 ",1/29/2012,2/29/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,
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+12933015,Premier, $ 465.87 ,3/3/2012,5/4/2016,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7822580,Standard, $ 318.65 ,6/12/2012,3/13/2008,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+20584232,Standard, $ 696.43 ,12/9/2008,5/11/2009,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21391246,Standard, $ 776.67 ,3/20/2015,2/20/2008,31,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,
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+9574910,Premier," $ 7,404.63 ",9/25/2002,5/28/2015,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,500+,English
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+35456358,Standard," $ 2,907.67 ",3/6/2012,3/22/2017,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,Y,N, ,
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+18437619,Premier, $ 273.70 ,4/30/2013,2/20/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13964415,Standard, $ 299.37 ,10/28/2012,6/3/2017,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+13351202,Standard, $ 368.19 ,12/2/2012,1/23/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+26603206,Premier, $ 305.02 ,11/29/2013,4/16/2008,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+31479390,Premier," $ 2,640.83 ",10/11/2012,7/25/2012,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18923112,Premier," $ 5,159.27 ",10/19/2009,3/14/2005,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20831460,Premier, $ 451.73 ,11/1/2009,11/23/2015,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+4688368,Standard, $ 190.49 ,5/11/2013,9/14/2009,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+30400656,Standard, $ 805.43 ,9/1/2009,5/5/2008,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+32067338,Premier, $ 361.10 ,8/2/2015,1/24/2008,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+18575583,Premier, $ 490.40 ,10/29/2011,2/4/2008,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33313641,Premier, $ 423.94 ,9/30/2013,1/1/1992,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+32206384,Standard, $ 975.67 ,5/21/2003,11/7/2017,11,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+6579154,Premier, $ 284.80 ,7/23/2012,4/2/2008,13,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7365628,Standard, $ 187.50 ,1/8/2015,4/2/2008,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9187596,Standard," $ 2,447.20 ",11/10/2010,9/1/2017,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+36353574,Premier, $ 281.69 ,10/21/2010,5/1/1979,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+11355065,Premier, $ 164.81 ,5/26/2015,5/5/2008,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+33819331,Standard, $ 853.80 ,11/29/2013,3/10/2008,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+26318206,Standard, $ 189.09 ,5/26/2013,4/13/2008,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+55302237,Standard," $ 3,012.53 ",7/3/2013,1/28/2016,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29328063,Premier, $ 540.11 ,11/16/2012,4/3/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,Y,Y,11-50,English
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+29427026,Premier, $ 304.03 ,4/16/2015,4/22/2008,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Italian
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+59327765,Standard," $ 3,483.67 ",11/20/2010,8/31/2005,1,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19038377,Premier, $ 849.20 ,3/6/2009,5/16/2008,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+34064083,Standard, $ 323.07 ,1/29/2015,7/28/2010,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+7572246,Standard, $ 607.12 ,3/11/2010,6/11/2008,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+28954567,Standard, $ 694.83 ,11/28/2010,5/16/2008,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+5911528,Standard," $ 2,219.10 ",7/5/2015,1/27/2010,1,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,Y,N,N,N,N,N,N,N, ,
+15064832,Standard, $ 267.08 ,5/8/2013,9/26/2017,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3550733,Standard, $ 697.93 ,9/5/2012,1/1/2006,3,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N,11-50,Chinese
+21948399,Premier, $ 337.49 ,12/20/2013,4/14/2008,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+55561259,Standard," $ 3,515.00 ",10/26/2010,4/22/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+14209763,Premier, $ 119.09 ,5/12/2016,4/21/2008,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30508179,Standard, $ 293.31 ,8/3/2014,6/11/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18459047,Standard," $ 1,983.50 ",4/2/2014,3/20/2000,5,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+3495327,Premier," $ 1,165.67 ",2/1/2016,4/14/2008,4,TRUE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,Y,N, ,
+30788908,Standard," $ 4,481.00 ",8/26/2008,4/5/2018,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
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+4419451,Standard, $ 357.58 ,7/17/2011,9/2/2008,15,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+33039358,Standard, $ 370.29 ,6/8/2011,3/11/2003,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+55835621,Standard," $ 9,240.18 ",10/5/2002,5/10/2008,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8498829,Standard, $ 640.61 ,10/17/2011,7/2/2013,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+25409325,Standard," $ 2,026.27 ",3/16/2015,10/4/2016,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+24523276,Standard," $ 1,046.93 ",9/2/2009,12/3/2015,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+27001183,Standard, $ 598.28 ,4/1/2012,4/22/2008,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14203400,Standard, $ 291.43 ,6/1/2012,3/15/2013,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,Y,N,N,N,N,N,N,N,Y,1-5,English
+12788636,Standard, $ 348.68 ,3/8/2011,6/11/2008,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+5977949,Standard," $ 5,264.35 ",8/14/2009,6/11/2008,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+10907256,Premier, $ 297.01 ,11/14/2012,4/4/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32143617,Standard," $ 2,400.07 ",2/1/2009,5/17/2008,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y, ,
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+17535104,Premier, $ 980.69 ,2/16/2008,6/3/2008,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+21152068,Standard," $ 1,483.93 ",5/19/2010,4/15/2008,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9773610,Standard, $ 483.40 ,2/10/2011,4/22/2008,13,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+28308419,Premier, $ 812.48 ,12/9/2009,3/1/2004,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5666299,Standard, $ 450.48 ,9/5/2009,12/7/2015,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13095788,Standard, $ 208.05 ,10/14/2015,6/3/2008,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22366458,Standard, $ 272.00 ,1/28/2011,1/30/2014,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3918778,Standard," $ 3,353.17 ",3/7/2011,11/30/2015,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13294517,Standard, $ 711.11 ,12/19/2007,4/4/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+166752538,Standard," $ 1,936.33 ",5/11/2014,4/15/2008,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17899896,Standard," $ 3,903.67 ",12/11/2009,4/16/2008,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+3920700,Standard," $ 4,758.00 ",6/29/2010,3/3/2014,4,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8371439,Standard, $ 359.72 ,8/13/2008,6/11/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+14629901,Premier, $ 271.66 ,5/15/2013,5/12/2008,19,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27238687,Premier, $ 224.11 ,6/1/2012,6/3/2008,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+55637479,Standard," $ 1,399.67 ",7/24/2015,5/12/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+31615447,Standard, $ 528.39 ,1/1/2013,5/12/2008,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10478419,Standard, $ 739.74 ,4/26/2012,6/3/2008,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6963161,Standard, $ 299.08 ,4/26/2010,9/15/2010,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20854499,Premier," $ 1,220.10 ",10/16/2014,9/14/2012,7,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+32993679,Premier, $ 311.27 ,3/18/2015,6/3/2008,17,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+28569751,Premier, $ 178.65 ,9/10/2013,10/11/2012,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,1-5,English
+17185427,Standard," $ 1,008.54 ",1/1/2010,6/11/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+35710933,Standard," $ 2,740.57 ",10/15/2012,4/23/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+29098709,Standard, $ 309.81 ,8/14/2012,1/25/2018,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8304710,Premier, $ 168.91 ,1/21/2015,4/4/2008,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12805433,Standard, $ 250.70 ,10/12/2013,6/3/2008,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+9131034,Standard, $ 467.21 ,5/14/2011,3/31/2004,6,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+32149543,Standard, $ 369.15 ,2/16/2013,6/11/2008,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6117927,Standard, $ 234.61 ,5/31/2015,5/13/2008,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33744583,Standard, $ 379.30 ,4/4/2011,6/4/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9607490,Standard, $ 557.36 ,2/5/2016,5/31/2000,11,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,101-500,English
+18608781,Premier, $ 466.60 ,5/18/2011,7/3/2008,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N,6-10,
+17394772,Premier," $ 2,778.00 ",6/20/2012,6/29/2009,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15247153,Standard, $ 326.64 ,7/18/2009,5/13/2008,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12882361,Standard, $ 372.51 ,9/1/2010,6/22/2008,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14295745,Standard," $ 1,141.00 ",2/17/2014,4/5/2008,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,500+,English
+22227894,Premier," $ 1,210.60 ",11/30/2011,7/16/2009,14,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+59398276,Standard," $ 3,335.80 ",12/11/2012,6/12/2008,8,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+12961267,Standard, $ 363.93 ,10/11/2014,5/13/2008,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+10648023,Standard, $ 467.54 ,7/11/2009,6/11/2008,10,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,French
+36031657,Standard, $ 444.60 ,11/27/2013,6/11/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6415886,Standard, $ 308.99 ,5/15/2014,2/8/2017,21,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+7273157,Standard, $ 656.76 ,1/13/2013,6/11/2008,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+3241535,Standard, $ 331.43 ,3/12/2012,7/3/2008,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19770335,Premier, $ 220.39 ,7/9/2012,5/19/2008,23,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Greek
+32957945,Standard, $ 462.73 ,9/19/2011,3/29/2017,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+12544046,Premier, $ 456.44 ,10/23/2011,4/25/2013,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9474765,Standard, $ 299.12 ,10/30/2012,12/15/2009,20,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16849346,Premier, $ 767.34 ,6/8/2009,8/15/2001,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+55168679,Standard," $ 2,011.10 ",4/4/2012,8/16/2017,9,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
+16051810,Premier, $ 316.72 ,4/5/2014,5/13/2008,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+17217261,Standard, $ 613.28 ,6/11/2009,6/22/2008,20,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+21267794,Standard, $ 574.20 ,1/12/2010,12/31/2006,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24917783,Premier," $ 2,690.17 ",8/31/2012,6/21/2008,2,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+13275995,Standard," $ 4,244.72 ",5/18/2011,5/13/2008,1,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,Y,N, ,
+18573960,Premier, $ 728.83 ,7/12/2010,6/12/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
+19865691,Standard, $ 256.85 ,12/9/2012,8/2/2011,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+4478857,Premier," $ 1,048.32 ",3/6/2014,6/12/2008,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+3405628,Standard, $ 234.05 ,6/2/2015,5/13/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26940975,Premier, $ 379.33 ,6/12/2014,4/5/2008,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21702129,Standard, $ 257.47 ,8/24/2013,6/22/2008,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19489213,Standard, $ 687.13 ,12/30/2010,4/24/2008,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+3654112,Standard, $ 485.20 ,7/7/2014,1/1/2005,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,English
+13436636,Standard, $ 464.97 ,6/26/2013,11/13/2017,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+24947074,Standard, $ 236.46 ,1/22/2014,6/12/2008,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4972186,Standard," $ 4,658.55 ",8/31/2010,5/19/2008,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
+23795745,Standard," $ 3,497.33 ",11/9/2010,6/12/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+36085738,Premier, $ 311.54 ,8/2/2012,4/7/2008,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+31859303,Standard, $ 301.31 ,4/3/2010,5/14/2008,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32265402,Standard, $ 265.77 ,9/8/2014,9/11/2013,15,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3221436,Premier, $ 761.11 ,2/19/2012,4/16/2018,35,TRUE,TRUE,TRUE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,Portuguese
+27490642,Standard," $ 1,986.83 ",4/10/2015,9/30/2005,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+19864891,Premier, $ 762.70 ,6/23/2010,4/5/2008,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+6787266,Standard," $ 4,650.97 ",9/4/2010,4/24/2001,9,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,English
+33320092,Standard," $ 1,040.87 ",3/18/2014,6/12/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,Y,N,N,N,Y,101-500,English
+4420615,Standard," $ 1,740.13 ",12/11/2008,6/23/2008,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+30811573,Premier, $ 334.57 ,2/19/2012,7/1/1993,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+34800171,Standard, $ 369.85 ,8/26/2012,7/3/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+55197138,Standard," $ 3,833.00 ",2/7/2010,8/2/2017,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+10435865,Standard, $ 488.73 ,9/16/2010,12/7/2010,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,
+15052712,Standard, $ 325.45 ,10/14/2013,6/11/2008,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+33531001,Standard, $ 268.63 ,10/21/2015,5/14/2008,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23402344,Standard, $ 305.62 ,9/13/2012,4/7/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5921154,Standard, $ 209.96 ,10/24/2012,8/13/2015,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+17314063,Standard, $ 496.19 ,9/30/2011,9/11/2013,10,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15583350,Premier," $ 2,908.40 ",7/19/2010,10/1/2010,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+13359328,Standard," $ 1,976.85 ",11/13/2002,6/4/2008,28,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+8750833,Premier, $ 308.50 ,3/29/2015,6/2/2015,6,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+8089041,Premier, $ 137.68 ,9/24/2015,8/12/2008,21,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10265723,Standard, $ 370.03 ,4/17/2011,4/1/2015,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
+26069015,Premier, $ 305.01 ,9/18/2012,10/21/2012,23,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+36236672,Standard, $ 630.56 ,5/22/2008,8/4/2008,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+21511654,Standard, $ 648.43 ,6/6/2011,4/2/2016,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,Spanish
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+12860872,Premier, $ 122.17 ,4/2/2016,8/12/2008,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+22346890,Premier, $ 459.07 ,4/7/2012,7/21/2008,9,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12822251,Premier, $ 647.10 ,2/12/2013,6/10/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3619381,Premier, $ 522.08 ,10/27/2010,6/1/2000,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+14811722,Premier, $ 451.26 ,11/21/2011,6/10/2008,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30767786,Premier, $ 580.11 ,1/20/2014,9/20/2014,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
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+18478281,Premier, $ 516.60 ,10/21/2015,6/1/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+12366470,Standard, $ 297.39 ,7/13/2014,6/26/2008,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
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+13797846,Premier," $ 2,682.53 ",3/7/2011,8/6/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+30831890,Premier, $ 324.55 ,5/1/2012,8/6/2008,18,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+7766191,Premier," $ 3,471.17 ",12/1/2010,4/27/2009,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,English
+29193206,Premier," $ 2,008.83 ",3/12/2014,1/1/2007,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,500+,
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+27761124,Standard, $ 526.08 ,4/30/2011,6/11/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+8617942,Standard, $ 237.96 ,1/11/2012,12/21/2016,20,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+11003304,Standard," $ 3,708.00 ",5/21/2010,8/14/2008,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26933477,Standard, $ 200.73 ,1/26/2013,11/25/2003,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3030471,Premier," $ 3,413.83 ",1/17/2011,6/18/2008,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27041820,Standard, $ 382.55 ,7/29/2014,8/7/2008,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27218850,Standard, $ 293.38 ,5/16/2012,6/2/2008,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+30588023,Standard," $ 3,479.23 ",9/12/2012,6/1/2003,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32924360,Standard, $ 739.21 ,2/5/2007,6/18/2013,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
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+23144392,Premier, $ 607.83 ,11/19/2011,7/14/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+12987862,Premier," $ 2,368.00 ",1/23/2012,7/23/2008,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,500+,English
+10788359,Standard," $ 2,802.33 ",5/31/2012,5/4/2011,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7747369,Premier, $ 270.45 ,11/13/2012,8/15/2008,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31311260,Premier, $ 421.39 ,11/21/2006,12/8/2015,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+27138016,Standard, $ 493.66 ,1/5/2009,7/21/2014,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+33202866,Standard, $ 427.07 ,4/27/2010,7/11/1986,9,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34326427,Standard, $ 944.48 ,11/16/2003,7/14/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,Russian
+22837830,Standard, $ 489.12 ,4/26/2011,8/8/2008,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+55612888,Standard," $ 1,602.17 ",2/8/2015,8/8/2008,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28813112,Standard, $ 381.50 ,2/22/2010,3/31/2000,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N,1-5,
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+18629600,Standard, $ 363.92 ,7/24/2011,8/8/2008,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+9838390,Standard," $ 2,736.00 ",7/25/2012,8/8/2008,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22143352,Standard, $ 368.17 ,5/25/2015,8/15/2008,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,
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+11109972,Premier, $ 681.57 ,1/21/2011,4/12/2016,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,
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+13118329,Premier, $ 757.29 ,7/15/2010,9/5/2008,23,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+3034459,Premier, $ 515.58 ,8/1/2008,9/24/1997,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+18115352,Premier, $ 224.21 ,4/20/2014,6/30/2008,11,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+55685137,Premier," $ 2,422.50 ",4/7/2013,6/30/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28959970,Standard, $ 585.34 ,8/19/2011,7/14/2017,4,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+12897995,Premier, $ 455.40 ,7/21/2011,8/27/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+34827948,Premier, $ 610.62 ,2/12/2012,10/8/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+12318247,Premier," $ 1,430.52 ",8/13/2015,10/15/2010,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,500+,Spanish
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+15503893,Standard, $ 163.80 ,3/24/2016,10/10/2008,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17557970,Standard, $ 265.45 ,9/10/2014,10/10/2008,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Persian
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+12498428,Premier, $ 594.13 ,5/16/2010,8/27/2008,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+35062963,Premier, $ 431.77 ,11/9/2013,9/26/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,51-100,English
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+5329292,Standard, $ 409.31 ,12/17/2012,10/28/2008,24,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34124308,Standard," $ 1,776.67 ",9/18/2014,12/19/2008,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11072056,Standard, $ 773.20 ,11/12/2007,7/14/2006,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,Y,N,N,N,N,N,N,N,Y,11-50,
+34157983,Standard, $ 85.43 ,4/21/2016,10/14/2008,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18812037,Standard, $ 309.70 ,8/15/2012,9/29/2008,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3440286,Standard," $ 3,943.50 ",11/9/2009,11/25/2008,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+55495791,Standard," $ 2,099.17 ",12/28/2013,9/2/2008,7,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
+22887162,Standard, $ 727.67 ,6/9/2015,12/19/2008,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+35810124,Premier, $ 566.10 ,5/8/2012,2/27/2018,8,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+24321567,Premier," $ 1,912.00 ",5/31/2014,12/9/2008,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,N, ,
+33305948,Premier, $ 487.37 ,3/27/2013,10/14/2008,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+33174288,Standard, $ 370.53 ,7/18/2014,9/29/2008,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+5053568,Standard, $ 320.73 ,2/7/2015,10/14/2008,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,Hindi
+26803487,Standard," $ 4,365.83 ",3/3/2011,1/27/2011,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5844367,Standard, $ 748.92 ,8/28/2009,9/2/2008,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+15425170,Premier, $ 171.36 ,4/18/2016,12/1/1983,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+15346350,Premier, $ 469.20 ,6/29/2009,3/5/2013,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16648512,Premier," $ 2,250.67 ",8/26/2013,10/15/1996,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+16184408,Premier, $ 556.60 ,6/16/2012,9/2/2008,34,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
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+30116627,Premier, $ 558.31 ,11/19/2013,9/1/2008,27,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6944128,Premier, $ 271.57 ,8/27/2015,12/22/2008,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+3011516,Standard, $ 535.67 ,12/3/2012,9/1/2008,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+169607803,Standard," $ 2,405.55 ",12/29/2010,6/28/2005,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+29102491,Premier, $ 632.77 ,2/23/2009,12/21/2008,17,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21911943,Premier, $ 530.35 ,4/8/2011,12/15/2003,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14477834,Standard, $ 459.79 ,4/3/2012,12/22/2008,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31188688,Standard, $ 326.26 ,11/20/2015,1/2/2018,19,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+28576185,Standard, $ 396.95 ,11/29/2010,9/2/2008,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+27551155,Premier, $ 476.72 ,6/2/2008,12/14/1984,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8640023,Premier, $ 237.98 ,11/20/2014,12/19/2005,19,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+12175717,Standard, $ 855.73 ,11/25/2013,9/18/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+15328292,Standard, $ 824.42 ,1/4/2013,11/30/2006,8,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,Chinese
+21874917,Premier," $ 1,281.58 ",7/17/2015,1/1/2003,1,TRUE,TRUE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+169604550,Premier," $ 3,212.17 ",7/1/2011,1/1/1999,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+14472646,Premier," $ 1,101.84 ",3/13/2009,4/4/2013,11,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+31905942,Standard," $ 3,708.47 ",4/20/2012,3/2/2011,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+14424631,Premier, $ 157.53 ,4/14/2014,11/26/2008,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+55365942,Premier," $ 1,473.20 ",12/12/2015,11/26/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,Y,N, ,
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+28324903,Premier, $ 255.69 ,6/26/2015,12/1/1998,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+22186561,Standard, $ 488.52 ,6/7/2013,11/18/2008,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+15792987,Standard, $ 636.70 ,7/24/2011,1/17/1997,27,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+30105063,Standard, $ 326.04 ,10/11/2013,9/2/2008,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+57832942,Standard," $ 2,773.33 ",6/24/2012,12/9/2008,4,FALSE,TRUE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,Y,N, ,
+3707215,Standard, $ 334.44 ,4/29/2009,12/22/2008,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14979397,Standard, $ 400.02 ,2/28/2012,11/25/2008,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+18172056,Standard, $ 444.80 ,6/19/2012,12/22/2008,16,FALSE,FALSE,FALSE,NOTICE,,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14448365,Standard," $ 7,676.72 ",6/16/2005,10/8/2015,7,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
+30935714,Standard, $ 235.01 ,8/19/2013,8/7/2014,14,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6775503,Standard, $ 295.58 ,1/27/2012,1/1/1997,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+30343053,Premier, $ 197.18 ,4/12/2014,1/2/2016,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+9797886,Premier, $ 254.67 ,9/13/2013,11/1/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14000618,Standard, $ 189.37 ,5/23/2013,3/11/1999,5,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+35311626,Standard, $ 310.77 ,3/20/2015,12/22/2008,13,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+28098113,Premier," $ 1,060.56 ",11/2/2003,11/30/1979,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+25831273,Standard, $ 291.55 ,7/12/2010,1/1/2000,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+26211282,Standard," $ 4,616.52 ",9/26/2010,11/19/2008,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+15815375,Standard, $ 238.51 ,2/6/2015,1/15/2007,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27401748,Premier, $ 983.06 ,6/17/2014,10/1/2008,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+23424169,Premier, $ 259.52 ,11/17/2012,6/1/1997,10,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+34868984,Premier," $ 1,897.17 ",6/12/2014,5/2/2013,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+32331032,Standard, $ 207.45 ,8/18/2014,9/2/2008,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3692696,Standard, $ 283.61 ,8/1/2012,9/13/2001,5,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+17328216,Standard, $ 301.49 ,10/13/2012,9/2/2008,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+55581576,Premier," $ 3,751.33 ",4/15/2010,9/30/2008,4,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28860097,Premier, $ 181.26 ,12/18/2015,10/16/2008,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9376854,Standard, $ 718.51 ,7/2/2012,1/1/1990,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8876967,Standard," $ 2,576.33 ",12/2/2012,8/18/2015,1,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17053052,Standard, $ 515.31 ,6/24/2011,11/21/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,Spanish
+10959099,Standard, $ 833.20 ,5/11/2009,10/16/2008,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21382967,Premier, $ 161.79 ,7/11/2015,4/16/2010,17,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34342769,Standard, $ 227.01 ,3/31/2014,12/23/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33085382,Premier," $ 1,753.50 ",10/7/2014,1/1/2007,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12124110,Standard, $ 253.28 ,7/7/2016,11/22/2008,8,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+31037100,Premier, $ 242.40 ,12/10/2013,2/21/2014,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22228936,Standard," $ 1,953.67 ",4/26/2014,5/7/1979,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,Y,N,N,N,N,N, ,
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+10067979,Standard, $ 548.23 ,6/4/2010,2/28/2016,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34910838,Premier," $ 2,463.00 ",3/5/2013,11/20/2008,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+11603781,Premier, $ 213.62 ,6/23/2015,11/28/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17121052,Standard," $ 3,192.15 ",3/11/2013,8/26/2015,1,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+28483582,Standard, $ 326.00 ,2/17/2014,12/10/2008,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+22553410,Standard, $ 688.83 ,10/4/2012,3/25/2017,19,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+26368249,Premier, $ 324.92 ,6/30/2013,11/28/2008,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,N,11-50,English
+4521865,Premier, $ 618.28 ,5/14/2009,4/25/2013,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+17530542,Premier," $ 5,014.97 ",1/18/2010,1/2/2009,1,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+27349311,Standard," $ 1,401.68 ",2/1/2013,10/1/2008,27,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+34539751,Premier, $ 666.81 ,12/12/2012,11/28/2008,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3052982,Standard," $ 1,061.19 ",7/19/2009,11/22/2008,16,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+6074788,Standard, $ 140.59 ,12/10/2015,6/25/2012,23,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4431320,Standard, $ 274.72 ,4/23/2013,12/23/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4858021,Premier, $ 741.67 ,7/17/2014,12/23/2008,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+18453027,Standard," $ 2,775.73 ",12/2/2010,11/14/2016,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+32157007,Premier, $ 194.05 ,8/27/2015,11/28/2008,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,Spanish
+19240479,Premier, $ 683.97 ,4/29/2011,2/11/2012,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+22488283,Standard," $ 2,831.50 ",5/8/2012,10/1/2008,35,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+28315381,Standard, $ 212.29 ,7/14/2014,10/1/2008,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31509147,Standard, $ 176.06 ,3/31/2015,11/5/2008,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18553407,Standard, $ 392.20 ,4/20/2014,12/17/2009,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+23819133,Standard, $ 951.60 ,1/12/2016,10/16/2008,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,500+,
+18704431,Premier, $ 622.74 ,4/30/2013,2/28/2001,8,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28306459,Premier, $ 319.57 ,6/22/2013,12/21/1995,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+22371830,Standard," $ 4,088.50 ",8/25/2011,12/23/2008,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+13004004,Standard," $ 2,237.55 ",7/14/2011,12/1/2004,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+31961799,Premier," $ 2,249.83 ",8/27/2013,6/3/2011,1,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+21007276,Standard," $ 1,488.75 ",1/9/2012,10/3/2014,15,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+30059887,Standard, $ 413.75 ,1/27/2012,12/20/2017,20,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19533026,Premier," $ 1,062.63 ",3/2/2009,12/24/2008,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,Spanish
+30463335,Standard, $ 313.24 ,7/21/2012,11/28/2008,16,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15805780,Standard, $ 464.84 ,2/1/2013,12/24/2008,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,Chinese
+20245924,Standard," $ 4,825.82 ",5/17/2010,6/9/2015,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N,500+,English
+25897223,Standard, $ 431.38 ,12/5/2011,11/5/2008,4,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N,6-10,Chinese
+7502553,Premier," $ 1,202.92 ",4/21/2013,3/3/2018,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+23671289,Standard, $ 987.93 ,7/15/2015,9/14/2013,1,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+12197347,Premier, $ 471.12 ,6/15/2009,11/6/2008,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+31273397,Premier, $ 573.00 ,10/4/2013,4/27/2015,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+33283882,Premier, $ 407.15 ,12/28/2012,11/6/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4851797,Premier, $ 345.16 ,12/5/2011,6/1/2010,6,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27835711,Premier," $ 1,894.83 ",6/14/2014,1/21/2009,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28017742,Premier, $ 76.01 ,7/26/2016,12/24/2008,21,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,Portuguese
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+55418793,Premier," $ 4,505.00 ",8/6/2008,9/30/2016,8,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+59220419,Standard," $ 2,977.33 ",1/9/2012,7/12/2013,8,TRUE,FALSE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+14846906,Premier, $ 831.93 ,9/24/2009,1/2/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+30387157,Premier," $ 1,063.19 ",11/17/2014,10/20/2008,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+24611080,Standard," $ 1,725.32 ",10/27/2003,1/2/2009,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+26267541,Premier, $ 165.93 ,12/24/2014,10/20/2008,14,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+3484669,Premier, $ 209.14 ,8/6/2014,1/1/1985,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+5928124,Premier," $ 4,846.83 ",5/4/2010,1/1/1992,6,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+17817087,Premier," $ 2,674.50 ",9/13/2012,1/13/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12888744,Standard, $ 285.28 ,9/13/2014,10/21/2008,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6463378,Standard," $ 1,040.00 ",11/13/2012,12/12/2008,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+19307302,Premier," $ 1,077.09 ",8/9/2003,1/14/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31722719,Premier, $ 413.31 ,8/4/2010,1/13/2009,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3856196,Premier, $ 514.27 ,6/28/2012,8/1/2010,13,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,Y,N,N,N,N,6-10,
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+7155188,Premier," $ 3,543.50 ",10/2/2010,1/28/1999,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16905243,Standard," $ 4,036.50 ",8/25/2009,8/15/2016,5,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+59207171,Standard," $ 2,873.33 ",4/3/2012,2/6/2009,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16511060,Premier, $ 273.75 ,4/30/2013,2/6/2009,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+13396392,Premier, $ 201.55 ,11/16/2015,1/30/2009,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+55447984,Standard," $ 4,068.00 ",7/30/2009,1/13/2009,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27944429,Premier, $ 313.35 ,12/1/2009,5/23/2018,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28894032,Premier, $ 412.64 ,3/22/2012,1/14/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+6423053,Standard, $ 688.83 ,1/17/2009,12/12/2008,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9371188,Premier, $ 487.98 ,5/2/2011,1/14/2009,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18390003,Premier, $ 561.15 ,3/25/2010,2/6/2009,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9374285,Standard, $ 267.41 ,12/14/2014,1/14/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+29484052,Premier, $ 744.05 ,7/13/2009,1/3/2009,17,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29125147,Standard, $ 453.40 ,8/13/2013,12/12/2008,9,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,Y,N,N,11-50,
+24358120,Standard, $ 489.37 ,2/5/2009,1/30/2009,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+4507543,Standard, $ 376.13 ,4/27/2011,4/1/1994,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Polish
+27652858,Standard, $ 358.48 ,9/4/2013,12/12/2008,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+35684259,Standard, $ 899.63 ,8/12/2008,12/27/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+10020284,Standard, $ 863.57 ,4/9/2008,4/2/2017,15,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+30966018,Premier, $ 246.48 ,3/31/2015,1/14/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13883558,Premier, $ 564.48 ,6/4/2013,1/14/2009,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,N,N,N,11-50,English
+12220285,Standard, $ 223.40 ,3/12/2015,1/3/2009,4,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+15926955,Premier, $ 435.71 ,2/15/2012,1/3/2009,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7083454,Premier," $ 2,863.50 ",4/11/2012,1/30/2009,1,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15224040,Standard," $ 3,071.17 ",10/24/2011,12/12/2008,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+9956055,Premier, $ 506.75 ,1/19/2011,11/25/2014,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+56133357,Standard," $ 2,313.78 ",9/16/2014,12/14/2008,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13043654,Standard," $ 1,150.17 ",2/14/2016,1/21/2009,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8264120,Standard, $ 330.19 ,3/21/2012,5/6/2011,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8416054,Standard, $ 596.43 ,1/5/2012,3/6/2015,10,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+29868777,Premier, $ 407.15 ,10/13/2013,5/23/2015,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,Arabic
+34257257,Standard, $ 124.79 ,3/15/2015,1/30/2009,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+27806301,Premier, $ 701.70 ,8/24/2012,1/22/2009,3,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+5023061,Standard," $ 4,729.20 ",11/11/2009,1/14/2009,13,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,N, ,English
+13792815,Standard, $ 253.77 ,9/20/2013,12/13/2008,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29047398,Standard, $ 515.92 ,6/21/2011,12/13/2008,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9405441,Standard, $ 272.29 ,5/10/2013,1/30/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+12988857,Standard, $ 473.09 ,6/1/2009,12/13/2008,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+110955552,Standard," $ 2,556.33 ",12/19/2012,1/14/2009,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+19888427,Standard, $ 295.70 ,11/23/2012,1/4/2009,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22390523,Premier," $ 1,767.80 ",10/15/2008,9/20/1996,21,TRUE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+19698144,Standard, $ 774.41 ,1/8/2012,9/30/2014,8,TRUE,TRUE,TRUE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33222512,Standard, $ 265.81 ,12/22/2014,12/1/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+24003133,Premier, $ 394.61 ,12/16/2010,1/5/2009,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24148573,Standard," $ 3,554.33 ",9/24/2010,2/16/2018,2,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+4641412,Standard, $ 478.51 ,12/29/2011,12/1/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7436763,Standard, $ 474.72 ,1/18/2012,12/28/2008,18,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+23770557,Standard," $ 2,363.18 ",8/16/2014,1/5/2009,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+34802802,Standard, $ 566.89 ,10/23/2013,1/14/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+11220016,Standard," $ 1,231.38 ",10/31/2003,1/14/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+5133805,Standard, $ 294.10 ,12/5/2012,12/13/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27979794,Standard," $ 3,964.17 ",10/23/2009,12/1/2008,1,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15877426,Standard, $ 305.45 ,9/15/2012,12/16/2014,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+31232108,Standard," $ 2,627.30 ",3/2/2014,1/31/2009,1,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,N, ,
+19026037,Standard, $ 410.61 ,8/23/2010,1/14/2009,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+22592894,Premier, $ 296.91 ,10/25/2014,12/15/2008,3,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,Y,N,N,N,N,Y,N,N,6-10,Spanish
+10062460,Standard, $ 456.17 ,5/24/2011,12/14/2008,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+4595400,Standard, $ 496.07 ,2/19/2013,1/14/2009,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+17597182,Standard, $ 289.95 ,8/20/2014,1/15/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+5601511,Premier, $ 221.26 ,5/11/2014,1/31/2009,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+7092077,Premier," $ 1,556.80 ",12/21/2009,1/15/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
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+4719877,Premier, $ 591.66 ,4/27/2012,1/15/2009,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34570942,Standard," $ 2,812.17 ",5/23/2012,6/20/2015,5,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+36032019,Premier, $ 396.33 ,2/25/2010,12/15/2008,11,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+17980667,Premier, $ 459.01 ,4/7/2012,2/27/2016,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+27518876,Premier, $ 651.34 ,1/30/2013,1/1/1989,3,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N,11-50,English
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+6932384,Premier," $ 2,285.83 ",10/3/2014,12/16/2008,3,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+14382225,Premier, $ 480.17 ,4/11/2009,12/3/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+33702784,Standard, $ 756.08 ,12/2/2011,3/1/2014,19,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+12161189,Standard, $ 200.97 ,9/1/2015,4/26/2015,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8898515,Standard, $ 484.88 ,6/21/2013,5/9/2014,23,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+4034947,Standard, $ 895.47 ,1/17/2009,12/3/2008,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
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+27085064,Standard, $ 386.50 ,5/14/2014,12/3/2008,12,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
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+28641688,Standard, $ 267.18 ,6/16/2013,1/16/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10202286,Standard, $ 346.55 ,4/5/2013,1/16/2009,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,Chinese
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+31949266,Standard, $ 364.88 ,7/17/2011,2/1/1996,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+10308616,Standard," $ 3,434.60 ",10/10/2012,1/16/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,500+,
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+3020641,Standard, $ 208.15 ,5/13/2010,12/17/2008,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18429672,Standard, $ 812.93 ,6/2/2016,12/17/2008,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,English
+55862231,Standard," $ 2,833.17 ",5/6/2012,2/9/2009,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29319137,Premier, $ 199.63 ,9/15/2010,2/9/2009,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+5556888,Premier, $ 366.06 ,10/22/2010,1/18/2014,15,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18976344,Standard, $ 417.78 ,5/23/2012,7/29/2014,6,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+9743911,Premier," $ 5,032.30 ",1/7/2010,7/2/2014,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+15935262,Standard," $ 3,096.95 ",1/9/2012,1/23/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+16721426,Premier, $ 392.69 ,12/29/2010,2/9/2009,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5069823,Premier, $ 210.36 ,7/28/2014,2/9/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+19930835,Premier, $ 667.25 ,10/16/2007,2/9/2009,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,N,N,Y,N,Y,6-10,English
+33097067,Premier, $ 952.93 ,1/6/2008,5/31/1984,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+30167845,Premier," $ 1,591.33 ",4/29/2012,1/7/2009,12,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,500+,English
+18347772,Premier, $ 233.94 ,2/9/2014,1/23/2009,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5947525,Premier," $ 9,206.38 ",10/26/2002,10/15/1992,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+28575431,Standard, $ 181.24 ,10/16/2014,5/1/2016,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+28900959,Premier, $ 197.38 ,8/8/2015,2/13/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+18648799,Standard, $ 145.84 ,8/11/2014,3/10/2016,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+29492210,Premier," $ 1,964.00 ",4/18/2014,8/25/2006,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+33841476,Premier, $ 476.10 ,7/7/2011,3/2/2009,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29601482,Premier, $ 652.50 ,8/31/2011,3/2/2009,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+21436158,Standard, $ 386.86 ,2/9/2011,2/18/2009,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+55310855,Premier," $ 3,806.67 ",3/1/2010,10/29/2011,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31326890,Standard, $ 281.15 ,8/20/2012,2/13/2009,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hebrew
+33541050,Standard, $ 700.93 ,2/22/2011,1/26/2009,11,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35867741,Standard, $ 212.32 ,7/14/2014,12/5/2012,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12881577,Standard, $ 605.61 ,5/22/2011,3/3/2009,16,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+4779890,Premier," $ 3,789.67 ",3/15/2010,2/13/2009,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+23396106,Standard," $ 2,993.87 ",4/23/2010,1/21/2009,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+20315424,Standard, $ 913.97 ,6/14/2008,3/3/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,51-100,English
+34759876,Standard, $ 357.10 ,9/10/2011,3/3/2009,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+3853908,Standard, $ 268.21 ,6/8/2013,8/8/2016,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+24804350,Standard, $ 430.56 ,6/1/2009,2/18/2009,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+10710745,Standard, $ 348.44 ,11/12/2011,12/6/2008,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7313577,Premier, $ 211.93 ,10/4/2012,3/3/2009,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12683781,Premier, $ 422.67 ,5/29/2010,1/1/2007,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+4933900,Premier, $ 238.00 ,1/11/2014,2/14/2009,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+55374383,Standard," $ 2,286.17 ",7/28/2013,3/3/2009,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+35623207,Standard, $ 343.37 ,10/10/2012,3/3/2009,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+20422080,Standard, $ 240.19 ,5/2/2015,3/3/2009,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+19443689,Standard, $ 443.64 ,12/29/2009,12/1/1990,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+12092838,Premier," $ 1,363.92 ",4/15/2009,2/4/2009,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+16074475,Standard, $ 601.34 ,7/6/2013,2/4/2009,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21545841,Standard, $ 433.87 ,12/20/2008,1/26/2009,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,N,1-5,English
+24864062,Standard," $ 1,039.61 ",9/25/2009,8/22/2014,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+35849824,Standard, $ 414.97 ,7/23/2010,2/18/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Polish
+25107168,Standard, $ 804.07 ,9/7/2009,2/14/2009,9,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+55565017,Premier," $ 5,888.48 ",3/27/2010,2/5/2009,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,Y,N,N,N,N,N,Y,N, ,
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+18050627,Standard, $ 573.10 ,4/10/2012,2/19/2009,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,
+11898884,Premier, $ 105.65 ,9/27/2015,12/6/2008,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+55246271,Standard," $ 2,192.33 ",10/13/2013,2/5/2009,2,FALSE,FALSE,FALSE,NOTICE,SPRINT,TRUE,N,N,N,N,N,N,N,N,N, ,
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+7623163,Premier, $ 326.29 ,2/15/2014,12/6/2008,12,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+13104811,Standard, $ 259.87 ,8/7/2013,2/5/2009,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16981757,Standard, $ 208.04 ,8/14/2014,1/26/2009,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+6740212,Standard," $ 5,129.80 ",11/7/2009,10/11/2017,1,FALSE,TRUE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25831419,Standard, $ 343.32 ,4/19/2011,2/5/2009,7,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+28214985,Standard," $ 3,243.17 ",6/5/2011,1/26/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+8471532,Standard, $ 293.24 ,6/24/2010,3/31/2016,22,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+18354301,Premier, $ 633.12 ,11/16/2011,11/26/2014,9,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+22128642,Standard, $ 610.85 ,6/24/2009,1/4/2014,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+29269541,Standard, $ 683.79 ,12/19/2007,3/4/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+6417118,Standard, $ 399.66 ,8/31/2012,3/4/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+9621785,Premier," $ 1,035.02 ",5/30/2010,2/5/2009,14,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+10520930,Standard, $ 375.84 ,1/10/2013,7/28/2017,19,TRUE,TRUE,TRUE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+8547494,Premier, $ 391.85 ,1/4/2011,3/4/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5086096,Standard, $ 316.78 ,12/1/2013,1/10/2009,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+18880350,Standard, $ 866.23 ,12/18/2014,4/1/2002,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+21049112,Standard," $ 4,594.33 ",5/25/2008,1/26/2009,11,FALSE,TRUE,TRUE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+35938627,Standard, $ 784.70 ,11/25/2009,1/26/2009,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+7897002,Standard," $ 1,344.40 ",3/1/2011,2/5/2009,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+6760323,Standard, $ 373.66 ,5/15/2011,11/17/2014,25,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+30684495,Standard, $ 582.10 ,3/4/2012,9/12/2017,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,Y,N,Y,51-100,Spanish
+30072685,Premier, $ 463.25 ,9/16/2011,3/13/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11167332,Standard," $ 4,722.68 ",7/21/2010,12/14/2010,1,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+23221711,Standard, $ 452.51 ,10/27/2009,4/20/2015,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25051018,Premier, $ 345.39 ,11/10/2013,6/15/1996,15,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+21313141,Standard, $ 665.03 ,3/30/2011,4/28/2017,14,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21080800,Standard, $ 502.11 ,4/14/2013,1/11/2009,19,TRUE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27330057,Premier," $ 1,987.83 ",3/29/2014,2/5/2009,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+25902042,Premier, $ 375.96 ,4/28/2011,1/26/2009,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+19819159,Standard," $ 2,123.33 ",5/17/2011,1/12/2009,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,101-500,English
+30749290,Premier, $ 490.13 ,10/31/2011,1/26/2009,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14634837,Standard, $ 97.80 ,12/16/2015,12/8/2008,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+14853953,Premier, $ 453.20 ,10/24/2013,1/26/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26942001,Standard, $ 114.08 ,6/17/2016,3/14/2009,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30921386,Standard, $ 448.07 ,8/26/2008,2/5/2009,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,1-5,English
+7554380,Standard, $ 173.43 ,4/19/2015,12/8/2008,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+35672297,Standard, $ 355.81 ,9/20/2011,12/8/2008,13,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,Y,6-10,English
+31119284,Standard, $ 126.55 ,12/21/2015,8/31/1998,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+35337411,Standard, $ 250.44 ,9/6/2011,2/13/2010,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+12555933,Standard," $ 2,343.33 ",6/11/2013,1/12/2009,3,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+4577719,Premier, $ 418.88 ,10/29/2012,8/3/2010,18,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+8833627,Standard, $ 314.45 ,4/17/2014,2/17/2009,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12803300,Premier, $ 306.93 ,2/4/2010,3/4/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Portuguese
+6999528,Standard," $ 1,100.75 ",10/5/2013,6/9/2017,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,101-500,Spanish
+18941804,Standard, $ 392.27 ,1/1/2011,2/5/2009,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14235178,Premier, $ 378.97 ,6/14/2014,1/27/2009,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+17009365,Premier, $ 590.67 ,1/29/2012,2/5/2009,22,FALSE,FALSE,FALSE,NOTICE,IT,FALSE,Y,N,N,N,N,N,N,N,Y,51-100,English
+22409931,Standard, $ 358.15 ,7/9/2012,10/9/2012,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+4530008,Premier," $ 2,921.67 ",2/24/2012,3/23/2009,7,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+25526581,Standard, $ 374.28 ,1/18/2013,2/6/2009,15,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+33767694,Standard, $ 569.47 ,4/25/2012,11/30/2006,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28390412,Premier, $ 830.20 ,10/1/2009,2/5/2009,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+31454832,Standard, $ 610.86 ,2/11/2012,2/16/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+9679335,Standard, $ 619.57 ,1/6/2010,3/5/2009,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+3478397,Standard, $ 313.14 ,7/21/2012,3/5/2009,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5238227,Premier, $ 195.12 ,3/25/2013,4/7/2018,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+55425144,Premier," $ 2,850.52 ",7/26/2009,3/1/1992,2,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+4045412,Standard, $ 340.29 ,5/11/2013,9/4/2017,11,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+15255696,Standard, $ 185.09 ,7/6/2013,2/16/2009,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+36422780,Standard, $ 335.93 ,8/23/2014,12/8/2008,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+29883424,Premier, $ 175.09 ,4/7/2015,2/16/2009,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,
+22122133,Premier, $ 410.24 ,4/5/2012,2/23/2018,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,6-10,
+9926706,Standard, $ 236.55 ,8/7/2013,3/5/2009,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+16840070,Standard, $ 427.86 ,2/1/2014,3/5/2009,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Arabic
+5632470,Standard," $ 1,822.00 ",8/12/2014,3/6/2009,2,TRUE,TRUE,TRUE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N, ,
+4263903,Standard, $ 292.99 ,8/5/2014,3/5/2009,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12504687,Standard, $ 412.73 ,6/11/2009,5/9/2012,5,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,Y,N,N,6-10,English
+4576132,Standard, $ 878.89 ,2/13/2011,3/26/2012,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,
+55266416,Premier," $ 8,640.23 ",10/18/2003,3/16/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+59292263,Standard," $ 2,393.50 ",5/1/2013,3/14/2010,10,TRUE,FALSE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+20415447,Premier," $ 1,911.09 ",6/17/2010,3/6/2009,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+12994525,Standard," $ 2,077.18 ",7/14/2011,4/7/2009,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,101-500,
+5667080,Standard," $ 3,719.00 ",5/12/2010,3/16/2009,3,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55291853,Standard," $ 2,674.50 ",9/13/2012,3/16/2009,10,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+18318877,Standard, $ 252.14 ,9/28/2014,9/14/2016,6,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N,6-10,English
+55605818,Standard," $ 2,535.67 ",1/5/2013,11/30/1996,1,TRUE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+5830999,Standard, $ 264.02 ,1/2/2013,4/7/2009,22,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+32028582,Premier, $ 125.27 ,3/10/2015,2/17/2009,17,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+26200991,Standard, $ 471.77 ,6/11/2009,12/8/2008,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+35206534,Standard, $ 107.90 ,7/31/2016,1/12/2009,16,TRUE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+24788026,Premier, $ 410.45 ,4/10/2014,4/22/2009,12,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6949907,Standard, $ 581.78 ,9/4/2011,3/12/2009,4,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+14612796,Standard, $ 156.15 ,4/28/2014,3/12/2009,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21140069,Standard, $ 479.52 ,4/16/2009,4/9/2009,20,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+34136045,Standard, $ 510.50 ,3/12/2013,3/27/2009,1,FALSE,FALSE,FALSE,AUTO RENEW,SPRINT,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27537221,Standard," $ 4,402.88 ",2/8/2011,3/15/2012,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
+34596462,Standard, $ 266.88 ,12/16/2014,3/12/2009,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18184546,Standard," $ 1,755.00 ",2/17/2011,3/28/2009,11,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,
+5455615,Standard," $ 3,593.67 ",8/22/2010,6/19/2009,4,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
+34149023,Premier, $ 901.85 ,12/3/2010,2/25/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+33765235,Standard, $ 778.31 ,6/19/2012,3/12/2014,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,Y,N,N,N,N,N,N,N,Y,101-500,English
+6461020,Standard," $ 4,756.27 ",6/30/2010,5/21/2015,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+28752196,Premier, $ 174.84 ,10/19/2013,3/28/2009,14,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25624375,Standard, $ 188.33 ,6/2/2013,5/20/2009,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+3247959,Standard, $ 289.77 ,3/14/2012,1/5/2010,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,1-5,English
+13604994,Standard," $ 1,538.32 ",7/16/2012,5/9/2009,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+5375896,Standard, $ 309.79 ,8/14/2012,3/4/2015,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+22162138,Standard, $ 650.21 ,11/9/2012,3/17/2017,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,Y,N,N,N,N,Y,N,Y,11-50,English
+16408057,Standard, $ 534.07 ,9/16/2012,2/25/2009,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,Japanese
+31055616,Standard, $ 410.53 ,8/24/2010,5/9/2009,13,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+33455571,Standard, $ 358.95 ,4/13/2013,5/20/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
+15380601,Premier, $ 477.39 ,1/4/2012,2/25/2009,23,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+3918948,Premier, $ 366.69 ,6/2/2008,7/1/1998,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+17836773,Standard, $ 201.66 ,8/28/2015,5/1/1997,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+21135281,Premier, $ 564.25 ,3/8/2010,3/21/2009,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+16636694,Premier, $ 551.17 ,7/8/2012,1/1/1999,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+11855558,Premier, $ 660.33 ,4/18/2011,3/22/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+18661221,Standard, $ 178.43 ,3/13/2016,5/22/2009,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26178309,Standard, $ 428.65 ,1/29/2014,6/15/2006,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6880434,Premier, $ 689.69 ,10/1/2012,5/22/2009,12,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+27222828,Standard, $ 564.00 ,3/9/2010,6/21/2013,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,Y,N,N,N,N,Y,6-10,English
+4283156,Standard," $ 2,396.17 ",4/29/2013,10/25/2010,3,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,N, ,
+25871129,Premier, $ 213.85 ,7/3/2014,5/22/2009,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+22363319,Standard, $ 990.33 ,11/13/2011,5/22/2009,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,51-100,
+6556780,Standard, $ 362.42 ,3/25/2013,1/1/1999,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34660024,Standard, $ 370.14 ,9/20/2010,6/3/2015,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3846538,Premier, $ 361.75 ,10/19/2014,5/20/2009,5,FALSE,FALSE,FALSE,AUTO RENEW,BILLING,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+12191921,Premier, $ 235.53 ,8/15/2013,3/21/2009,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+5017874,Premier, $ 279.36 ,6/26/2014,4/30/1979,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+14659843,Premier, $ 786.33 ,8/24/2011,6/1/1984,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,N,51-100,English
+31875283,Standard, $ 722.93 ,8/24/2014,5/10/2009,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+14147576,Premier, $ 456.33 ,7/15/2011,3/22/2009,5,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,English
+12161769,Standard," $ 4,511.43 ",12/1/2010,4/10/2009,2,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16135855,Premier, $ 341.89 ,7/16/2013,6/15/2006,2,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+11744188,Premier," $ 1,021.07 ",6/6/2015,4/6/2009,7,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,500+,
+9746173,Premier, $ 460.30 ,9/1/2009,4/10/2009,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8187690,Premier, $ 248.40 ,10/28/2013,3/23/2009,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8569091,Standard, $ 328.90 ,3/31/2012,3/30/2009,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+8111163,Premier, $ 277.07 ,12/7/2010,6/15/2006,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+55385554,Premier," $ 2,563.83 ",12/13/2012,3/23/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20608426,Standard, $ 90.31 ,10/1/2016,4/10/2009,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+18975134,Standard, $ 606.77 ,2/27/2012,8/16/1989,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+16064521,Standard, $ 298.38 ,11/4/2012,9/14/1978,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20192845,Standard, $ 778.22 ,12/27/2011,3/23/2009,6,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,N,11-50,
+13898168,Standard, $ 710.67 ,7/27/2012,9/15/2010,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+27775258,Premier," $ 2,000.80 ",2/2/2013,8/13/2010,24,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+28223894,Premier, $ 159.64 ,7/26/2015,11/1/1979,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26228656,Premier, $ 553.73 ,12/9/2010,5/30/1997,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+14069442,Standard, $ 237.80 ,1/13/2012,7/31/1994,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+12368800,Standard, $ 180.13 ,8/25/2013,1/28/2002,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+32998086,Standard, $ 299.62 ,3/14/2015,1/29/2009,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,N,N,Y,11-50,English
+12386166,Premier, $ 707.24 ,8/7/2012,1/1/1969,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+14667925,Premier, $ 374.90 ,5/6/2011,11/1/1975,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+55112637,Premier," $ 2,628.17 ",10/21/2012,8/12/1991,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8893065,Premier, $ 159.20 ,3/28/2014,5/11/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+28093525,Standard, $ 239.84 ,12/23/2011,1/28/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+18378640,Premier," $ 2,692.53 ",2/25/2011,8/5/1991,26,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
+35237852,Premier, $ 174.70 ,11/26/2015,5/1/1983,30,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+19670894,Standard," $ 1,458.13 ",7/11/2010,9/25/1999,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+27920412,Standard, $ 108.65 ,7/26/2016,3/1/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+55084495,Standard," $ 2,208.67 ",9/30/2013,5/4/2016,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+25095398,Standard, $ 397.83 ,3/28/2014,9/28/1999,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+9646043,Standard, $ 137.65 ,10/8/2016,2/15/1994,17,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,11-50,English
+19372247,Standard, $ 324.43 ,10/20/2013,4/30/1996,16,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+8419780,Premier," $ 4,017.33 ",9/9/2009,3/31/1986,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32418110,Standard, $ 498.93 ,2/7/2013,8/26/2013,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+8393391,Standard, $ 555.27 ,6/22/2012,5/11/2009,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N,11-50,English
+23924135,Premier, $ 201.85 ,1/15/2013,3/23/2009,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Portuguese
+32480896,Standard," $ 3,340.63 ",12/31/2007,4/3/2015,6,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
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+17205545,Standard, $ 433.50 ,11/2/2013,1/29/2009,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+31619585,Standard, $ 514.18 ,2/26/2013,3/29/1989,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28465715,Standard, $ 387.71 ,2/3/2011,9/1/1982,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+20683753,Standard," $ 3,670.55 ",5/14/2012,3/24/2009,1,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+10943138,Standard, $ 360.07 ,8/30/2014,3/30/2009,13,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13372412,Standard," $ 3,422.90 ",10/17/2012,6/2/1997,4,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13998252,Premier, $ 285.64 ,2/4/2013,8/2/1991,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Italian
+8871435,Standard, $ 267.28 ,6/15/2013,12/13/1995,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+169684829,Premier," $ 3,205.37 ",3/3/2013,7/1/2006,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
+32552845,Standard, $ 331.83 ,3/10/2012,9/24/1985,18,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5699875,Standard, $ 257.04 ,6/30/2011,3/30/2009,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+32722308,Standard, $ 619.10 ,11/30/2010,6/3/2009,24,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,N,Y,6-10,English
+13372571,Standard, $ 303.68 ,9/27/2012,6/16/2006,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26903183,Standard, $ 955.60 ,5/5/2013,4/21/2014,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+35692221,Standard, $ 197.45 ,3/1/2013,6/20/2013,12,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,Y,N,N,N,N,N,N,N,Y,1-5,English
+35423437,Standard, $ 721.72 ,6/22/2012,4/12/2009,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,N,11-50,English
+19115721,Standard, $ 698.53 ,9/3/2012,4/13/2004,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+28265580,Premier," $ 1,252.98 ",1/20/2010,6/16/2006,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,51-100,
+34591126,Premier, $ 377.41 ,4/18/2011,3/17/1989,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+25071372,Premier," $ 1,159.25 ",9/13/2013,6/2/1997,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+30477129,Standard, $ 225.67 ,8/21/2013,4/22/2009,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,1-5,
+19885007,Premier," $ 2,501.50 ",2/2/2013,1/28/2002,6,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,N, ,
+9026595,Standard, $ 401.62 ,5/24/2012,2/26/2016,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,Greek
+11166911,Standard, $ 272.74 ,10/26/2012,4/22/2009,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,Japanese
+23191456,Standard," $ 5,006.30 ",1/24/2010,9/29/1999,4,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+8183765,Standard, $ 629.30 ,8/24/2011,1/23/2008,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+20587515,Premier, $ 282.11 ,9/29/2014,4/22/2009,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+31553672,Standard, $ 329.85 ,3/24/2012,1/29/2009,18,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+55899641,Standard," $ 1,239.33 ",7/24/2016,5/1/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+19160967,Standard, $ 504.60 ,1/31/2011,10/6/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27467868,Premier, $ 384.68 ,11/22/2012,9/15/1993,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+4898673,Standard, $ 324.46 ,10/20/2013,2/26/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14565241,Standard, $ 352.11 ,10/16/2011,2/16/1988,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12570381,Standard, $ 620.86 ,7/8/2006,1/29/2009,7,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,
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+19928394,Premier, $ 462.72 ,8/15/2009,2/26/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12808222,Premier, $ 354.47 ,1/21/2011,6/20/2017,3,FALSE,FALSE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,Y,N,N,N,Y,1-5,English
+166884657,Premier," $ 2,899.43 ",9/12/2013,9/1/1982,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+16742613,Premier, $ 270.03 ,2/17/2011,2/20/2002,23,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
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+21802879,Premier, $ 317.31 ,4/2/2014,4/27/2007,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33243548,Premier, $ 290.96 ,6/4/2012,2/8/1989,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31272797,Premier, $ 117.59 ,2/29/2016,5/1/1970,20,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25537370,Standard," $ 6,351.33 ",6/16/2004,3/1/2003,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6995801,Premier, $ 347.60 ,11/18/2011,5/1/2004,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Polish
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+14004638,Standard, $ 332.50 ,12/14/2017,11/1/1977,6,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5804975,Premier, $ 250.45 ,3/10/2015,2/1/1993,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+10980323,Standard, $ 247.05 ,5/16/2013,1/29/2009,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6840857,Standard, $ 222.92 ,6/13/2012,9/1/1981,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8344455,Premier, $ 189.11 ,5/26/2013,10/1/1992,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+21887296,Standard, $ 301.99 ,3/27/2010,12/12/2016,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+9094230,Premier, $ 352.43 ,9/30/2014,12/16/1986,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+110891852,Standard," $ 2,931.17 ",2/16/2012,4/12/2011,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8072174,Premier, $ 256.27 ,10/29/2015,6/16/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+21333726,Standard, $ 388.89 ,10/30/2012,9/13/1991,19,FALSE,TRUE,FALSE,AUTO RENEW,,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30424565,Standard, $ 187.95 ,1/24/2016,5/6/2004,22,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,Y,Y,11-50,English
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+55647826,Premier," $ 4,876.73 ",4/15/2010,2/5/2002,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+12668090,Standard, $ 380.15 ,8/8/2014,11/8/2014,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+28218789,Standard, $ 219.79 ,5/20/2015,3/1/1985,9,FALSE,TRUE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+10520646,Premier," $ 2,064.67 ",1/26/2014,1/27/1994,7,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+32565525,Standard, $ 284.63 ,2/11/2013,8/1/1983,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6180104,Standard," $ 1,486.89 ",9/29/2012,10/5/2017,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y, ,
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+6083006,Standard, $ 179.56 ,3/6/2015,1/28/1994,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,Y,N,N,N,Y,6-10,English
+31273639,Standard, $ 284.37 ,5/29/2014,2/2/1984,22,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26212241,Standard, $ 231.65 ,3/16/2012,10/1/1977,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,
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+56250689,Premier," $ 2,530.50 ",1/9/2013,2/7/1994,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+8319633,Premier," $ 5,931.83 ",5/25/2005,5/1/1974,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55334330,Standard," $ 2,523.33 ",1/15/2013,6/10/1997,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+6488549,Standard, $ 150.75 ,6/22/2014,5/1/1984,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20965753,Premier," $ 2,084.33 ",1/9/2014,7/15/1992,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+9003406,Premier, $ 197.65 ,6/9/2014,2/5/2002,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+25004941,Premier, $ 254.59 ,9/14/2013,6/27/2006,19,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+27706910,Premier," $ 4,569.93 ",10/25/2010,1/1/1988,2,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+21630037,Standard, $ 451.25 ,5/17/2012,6/18/2012,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+36432976,Premier, $ 351.38 ,8/31/2011,10/22/1999,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+32159013,Premier, $ 206.95 ,8/21/2014,8/3/2012,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27969173,Standard, $ 248.38 ,10/29/2013,5/7/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+36011606,Standard, $ 87.68 ,3/29/2016,8/1/1967,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7162201,Standard, $ 655.29 ,1/17/2013,10/15/1985,13,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+18290055,Premier, $ 445.07 ,6/17/2012,6/1/1967,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+6686342,Premier, $ 419.97 ,10/24/2012,1/18/1989,19,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19418747,Standard, $ 362.03 ,8/16/2013,2/5/2002,21,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+8858240,Premier," $ 1,100.33 ",7/13/2012,8/1/1988,27,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+25313263,Premier, $ 265.27 ,9/11/2014,2/1/1972,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13798228,Standard," $ 2,534.17 ",1/6/2013,8/5/1991,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+36365131,Premier, $ 347.14 ,11/21/2011,10/1/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+29071438,Standard, $ 305.78 ,10/20/2013,2/6/2002,4,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+29726162,Premier, $ 301.90 ,10/10/2012,2/5/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+31509103,Standard, $ 440.80 ,1/19/2010,3/1/1969,17,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9597761,Standard," $ 1,640.08 ",8/17/2011,6/16/2006,19,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+25936754,Premier, $ 308.61 ,1/18/2010,3/6/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+31572086,Premier, $ 437.07 ,2/7/2012,5/8/2004,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+28610635,Premier," $ 4,050.60 ",2/17/2011,6/8/2015,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,Y,N,N,N,N,N,N,N, ,
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+5502277,Premier, $ 220.29 ,8/12/2015,1/29/2002,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+17542733,Standard, $ 151.57 ,6/14/2014,1/1/1972,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6216850,Standard, $ 347.30 ,11/20/2011,7/1/1967,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Chinese
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+12590328,Standard, $ 628.03 ,8/29/2011,6/27/2006,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,51-100,English
+34657801,Premier, $ 600.86 ,9/2/2006,7/1/1974,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+25808547,Premier, $ 189.22 ,12/27/2014,11/21/2009,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5123788,Premier, $ 230.69 ,6/20/2015,2/16/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+55492632,Premier," $ 3,255.20 ",1/8/2014,2/1/1971,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,N,Y,N, ,
+27601312,Premier, $ 142.42 ,11/27/2015,3/1/1971,16,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21090387,Premier, $ 693.43 ,12/4/2010,10/8/1985,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+8961935,Standard," $ 2,670.20 ",2/3/2014,10/1/1977,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+6040439,Premier, $ 565.34 ,8/8/2012,10/19/1999,17,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+19547390,Premier, $ 252.23 ,10/1/2013,10/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5536907,Standard," $ 1,914.33 ",5/29/2014,7/16/1987,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,N, ,
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+6926951,Premier, $ 975.33 ,7/6/2016,6/1/1967,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,Y,N,N,N,N,N,N, ,
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+14372653,Standard," $ 3,305.50 ",4/15/2011,6/1/1971,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3527040,Premier, $ 225.51 ,5/18/2012,11/16/2001,22,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+29275168,Premier, $ 948.91 ,5/26/2005,2/15/1989,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+55451271,Standard," $ 3,116.83 ",9/17/2011,10/2/1999,7,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+33101217,Premier, $ 219.45 ,7/19/2012,5/17/1989,13,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+13255749,Premier," $ 3,505.17 ",11/3/2010,11/4/1999,6,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12949765,Standard, $ 242.18 ,6/23/2013,5/28/2004,18,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31850229,Premier, $ 387.85 ,2/2/2011,4/1/1984,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+15373375,Premier," $ 1,542.33 ",3/29/2015,8/25/2011,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29262325,Standard, $ 544.25 ,1/8/2008,3/24/1987,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+7846107,Premier, $ 298.93 ,10/31/2012,4/1/2009,22,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,Y,Y,6-10,English
+35612328,Standard, $ 438.49 ,12/1/2014,2/2/2014,25,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+21719580,Standard, $ 456.84 ,10/10/2013,4/13/2009,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+23601546,Standard, $ 338.69 ,1/20/2012,6/1/1980,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+16590888,Standard, $ 278.48 ,3/27/2013,6/10/1997,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26823732,Standard, $ 343.05 ,12/20/2011,1/9/2014,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4471281,Standard, $ 213.03 ,7/9/2014,2/21/2002,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+18603020,Standard," $ 3,729.33 ",5/3/2010,6/3/1997,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+18772307,Premier, $ 171.25 ,1/3/2015,2/23/2002,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+32895620,Premier, $ 466.49 ,8/29/2011,6/10/1997,18,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+31797789,Premier, $ 289.87 ,1/4/2013,6/1/1970,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32544372,Premier, $ 263.12 ,4/29/2011,6/10/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10522879,Premier," $ 2,115.75 ",1/19/2015,6/19/2006,5,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+27306772,Premier, $ 551.07 ,4/6/2012,7/17/2006,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,11-50,English
+9290016,Standard, $ 169.02 ,2/24/2016,2/23/2002,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
+4939014,Premier, $ 571.68 ,10/3/2014,2/12/2010,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,N,51-100,English
+166955505,Premier," $ 2,602.00 ",11/11/2012,1/27/1987,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10765845,Premier, $ 116.36 ,6/9/2015,2/17/1994,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
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+4763411,Premier, $ 137.96 ,9/22/2015,9/1/1975,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26389108,Standard, $ 435.20 ,2/28/2010,5/1/1966,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+111240143,Premier," $ 3,061.17 ",11/1/2011,11/1/1982,1,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,N, ,
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+17769587,Premier, $ 566.39 ,6/11/2011,12/15/1998,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+17395373,Premier, $ 246.05 ,4/2/2015,12/21/1999,11,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+27947920,Standard, $ 530.91 ,4/13/2008,6/24/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32553382,Standard," $ 1,787.93 ",8/13/2015,4/5/1982,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26057352,Standard, $ 509.27 ,12/27/2012,5/28/2004,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+34548866,Premier, $ 312.07 ,12/21/2011,8/31/1988,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+26901186,Premier, $ 261.85 ,7/24/2013,6/1/2004,12,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+35596119,Standard," $ 1,269.00 ",8/2/2011,7/21/2015,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9282134,Premier, $ 266.29 ,12/19/2014,5/21/1990,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+35123927,Premier, $ 114.97 ,6/23/2015,4/1/1983,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+4695085,Standard, $ 369.77 ,6/12/2011,1/19/1988,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8958160,Premier, $ 388.52 ,8/7/2012,8/1/1980,2,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+32016735,Premier, $ 381.20 ,3/22/2011,6/26/1997,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26484991,Standard, $ 346.49 ,6/20/2013,9/17/2017,21,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3558201,Standard, $ 376.61 ,4/24/2011,1/1/1983,23,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+9517110,Premier," $ 1,198.67 ",12/24/2011,2/22/2002,9,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+19157153,Standard," $ 1,182.83 ",12/12/2005,7/18/2006,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20014035,Premier, $ 398.53 ,11/18/2010,6/3/1997,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24584279,Premier," $ 2,572.50 ",12/6/2012,5/31/1993,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+11033558,Standard, $ 298.63 ,3/11/2014,5/15/2009,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13120183,Premier, $ 218.52 ,5/27/2015,11/24/1999,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+12342831,Premier, $ 261.92 ,5/11/2011,7/1/1969,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32689214,Standard, $ 250.55 ,10/13/2013,6/1/1969,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19247210,Premier, $ 610.27 ,2/14/2012,4/13/2009,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18643208,Standard," $ 2,574.17 ",12/4/2012,7/22/1997,9,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+13343008,Standard, $ 167.77 ,5/29/2015,11/29/1999,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20449240,Premier, $ 292.65 ,12/15/2012,2/17/1989,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+8850190,Premier, $ 87.29 ,3/16/2015,9/1/1967,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,1-5,English
+35689634,Premier, $ 408.10 ,2/14/2014,4/1/1991,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
+16301517,Premier, $ 139.92 ,12/15/2015,10/1/1972,21,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13812243,Standard, $ 506.28 ,1/22/2011,11/1/1977,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Hindi
+8668087,Premier, $ 322.27 ,5/17/2012,7/1/1974,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,Italian
+6498192,Standard, $ 186.95 ,11/17/2015,3/24/1987,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,German
+12763605,Standard, $ 258.53 ,6/15/2011,4/26/2013,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+6572491,Premier, $ 272.43 ,1/24/2011,12/18/1991,14,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+111058502,Premier," $ 2,798.50 ",6/4/2012,2/23/2002,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+6943563,Premier," $ 1,780.50 ",9/15/2014,4/1/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N, ,
+9944787,Premier," $ 2,877.00 ",3/31/2012,11/15/1987,9,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+26648767,Standard, $ 770.47 ,5/20/2013,6/16/2014,13,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+28947136,Premier," $ 1,206.93 ",12/7/2011,5/16/2009,16,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,101-500,English
+19125053,Premier, $ 340.07 ,11/20/2014,1/5/1988,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12284830,Standard, $ 289.22 ,5/2/2014,2/14/2012,23,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+22579578,Premier, $ 420.58 ,5/8/2012,12/1/1977,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+32706730,Standard, $ 327.32 ,7/11/2009,11/1/1982,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
+36456621,Standard," $ 1,055.17 ",5/1/2016,3/15/1997,5,FALSE,TRUE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+5616783,Premier, $ 131.60 ,2/12/2016,4/13/1992,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12525022,Standard, $ 684.23 ,1/11/2011,6/1/1972,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+27540554,Standard, $ 227.79 ,4/25/2012,2/26/2002,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+13717025,Premier, $ 223.87 ,4/27/2015,1/21/2010,20,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5417192,Premier, $ 670.23 ,3/9/2011,3/20/2002,10,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+56218109,Premier," $ 2,842.23 ",10/18/2013,1/13/1988,3,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+27042817,Premier, $ 555.93 ,4/23/2010,4/1/2009,14,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+21908058,Standard, $ 230.23 ,3/8/2014,6/10/2004,16,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7885741,Premier, $ 313.60 ,3/8/2015,4/17/2004,5,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+33733450,Premier," $ 2,442.93 ",11/8/2011,5/1/1970,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y, ,
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+20251443,Standard," $ 2,050.97 ",2/28/2015,5/1/1992,1,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+56647979,Standard," $ 2,396.67 ",4/29/2013,2/8/2002,5,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+24374988,Premier, $ 129.08 ,1/30/2015,12/1/1970,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+27893156,Standard, $ 736.63 ,6/10/2010,1/12/1989,16,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+3098284,Premier, $ 575.73 ,3/30/2012,6/10/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+55451288,Standard," $ 3,930.12 ",12/3/2011,2/8/2002,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+3317132,Premier, $ 245.09 ,4/7/2015,2/25/2002,25,FALSE,FALSE,FALSE,NOTICE,BILLING,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+20710060,Standard," $ 1,608.97 ",12/4/2015,11/1/1982,7,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+166873852,Premier," $ 3,428.00 ",1/5/2011,2/1/1975,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+3782496,Standard," $ 4,117.00 ",6/20/2009,4/1/2009,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+4876366,Premier, $ 116.53 ,5/30/2016,6/1/1983,1,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+36129048,Standard, $ 302.19 ,6/27/2013,1/8/2018,4,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N,1-5,Spanish
+32287871,Standard, $ 366.33 ,8/4/2014,5/1/1980,11,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,
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+7970594,Standard, $ 412.40 ,12/2/2012,4/14/2009,5,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+36476561,Premier, $ 334.96 ,4/23/2009,3/1/1984,21,FALSE,FALSE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+12846927,Premier," $ 1,315.58 ",10/19/2012,12/26/1991,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,101-500,English
+33241558,Standard, $ 204.01 ,12/24/2012,8/10/2006,15,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+7040142,Standard, $ 505.73 ,1/11/2013,8/28/1995,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+4474805,Premier, $ 289.60 ,1/6/2013,3/1/1970,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+10578014,Premier, $ 90.24 ,3/3/2016,9/1/1991,15,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+20474319,Premier, $ 236.23 ,1/24/2014,4/1/1983,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+14442802,Premier, $ 870.48 ,12/11/2014,9/1/1983,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+24389149,Standard, $ 297.30 ,5/14/2015,6/10/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,N,11-50,
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+22018949,Standard," $ 2,782.83 ",6/16/2012,5/1/1971,34,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55284396,Standard," $ 2,932.33 ",2/15/2012,3/12/2010,6,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,N, ,
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+13017495,Premier," $ 2,537.50 ",1/3/2013,4/19/2004,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24711168,Standard, $ 193.27 ,4/13/2013,12/4/2013,26,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
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+10585595,Premier, $ 302.33 ,12/14/2013,4/27/2009,7,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N,6-10,English
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+33954930,Standard, $ 212.99 ,2/8/2014,2/8/2002,11,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Hindi
+17584741,Standard, $ 282.73 ,7/13/2015,3/22/2002,26,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,
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+7930199,Premier, $ 209.40 ,10/30/2012,4/1/2009,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,Y,Y,1-5,English
+32756287,Standard, $ 283.45 ,2/19/2013,2/28/1987,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+26575066,Premier," $ 1,037.23 ",2/29/2004,4/1/2009,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+55394589,Standard," $ 4,216.12 ",6/5/2011,6/11/1997,7,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+5010582,Premier," $ 3,075.67 ",10/21/2011,6/28/2006,3,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+31681179,Premier, $ 982.19 ,6/19/2014,1/30/2002,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,Y,Y,101-500,English
+4087308,Premier, $ 317.54 ,6/20/2012,10/6/1999,16,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+3795194,Standard, $ 803.58 ,12/7/2002,4/27/1994,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30540658,Standard, $ 309.11 ,1/13/2012,6/10/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10981674,Standard," $ 1,717.17 ",11/6/2014,7/3/2015,1,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+13862569,Premier, $ 267.37 ,3/16/2011,6/28/2006,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+8889037,Standard, $ 972.32 ,1/26/2005,4/1/1969,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+29368318,Standard, $ 371.85 ,2/1/2013,2/24/1993,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30349792,Standard, $ 259.73 ,8/8/2013,10/29/1999,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5213695,Premier, $ 520.90 ,11/9/2012,1/1/1972,25,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26610080,Standard, $ 728.07 ,9/17/2007,6/11/1997,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27726001,Premier, $ 342.59 ,12/23/2011,6/11/2004,7,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21158512,Premier, $ 333.64 ,2/26/2012,7/1/1980,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24924017,Premier, $ 353.39 ,10/17/2008,6/30/2006,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+7184293,Standard, $ 281.81 ,3/3/2013,6/28/2006,20,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+15004412,Standard," $ 2,110.33 ",12/19/2013,7/26/1989,4,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
+24615674,Premier, $ 297.17 ,5/15/2010,4/1/1983,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+19494853,Premier, $ 740.91 ,2/29/2004,8/14/1969,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27382636,Premier, $ 810.93 ,2/25/2014,4/19/2004,18,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),FALSE,N,N,N,N,N,N,Y,N,Y,101-500,Spanish
+21270889,Standard, $ 305.71 ,12/16/2015,6/30/2006,12,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,N,51-100,English
+36481439,Premier, $ 330.08 ,3/22/2012,3/27/1989,21,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+33639017,Premier, $ 438.23 ,10/14/2013,2/1/1972,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+12649670,Standard, $ 782.21 ,9/27/2007,12/27/1999,16,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13544189,Standard, $ 726.73 ,8/17/2014,7/26/1989,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,101-500,English
+22913870,Standard, $ 226.10 ,4/6/2014,12/15/2015,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,Spanish
+17095682,Premier, $ 265.37 ,6/29/2013,8/1/1985,21,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13456292,Premier, $ 210.61 ,10/17/2012,11/30/1985,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22013114,Standard, $ 370.33 ,7/19/2014,7/16/1987,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4782360,Premier, $ 589.70 ,10/19/2009,5/16/2009,17,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5690460,Standard, $ 408.90 ,9/4/2010,2/1/1972,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7213138,Premier," $ 1,900.60 ",11/14/2011,2/9/2002,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,Y,N,N,N,N,Y,N,Y,101-500,English
+31153620,Premier, $ 400.26 ,6/1/2012,4/1/1993,57,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,
+31183513,Premier, $ 267.43 ,6/14/2013,11/1/1999,17,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+3929206,Premier," $ 1,364.33 ",8/22/2015,6/29/2006,7,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N,500+,
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+25857653,Standard, $ 305.15 ,1/25/2016,3/11/2015,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21725617,Standard, $ 269.62 ,5/29/2013,12/31/1985,22,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+6022559,Premier," $ 1,936.32 ",6/30/2012,1/27/1988,9,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+11721091,Premier, $ 346.82 ,11/23/2011,12/27/1999,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30142014,Standard, $ 906.75 ,7/28/2015,10/16/2014,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,101-500,
+33661859,Premier, $ 340.10 ,1/10/2012,6/12/1997,19,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+13671817,Premier, $ 334.25 ,2/21/2012,10/2/1991,12,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24021167,Premier, $ 679.34 ,11/3/2012,4/1/2009,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+35576758,Premier," $ 2,132.00 ",1/8/2015,6/19/2006,1,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+3590084,Standard, $ 373.53 ,7/6/2014,2/9/2002,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,11-50,English
+55435008,Standard," $ 2,355.99 ",11/22/2012,6/1/1970,1,TRUE,FALSE,TRUE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+11062850,Premier, $ 516.09 ,11/29/2010,10/6/1999,22,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21498657,Standard, $ 261.75 ,7/25/2013,7/18/2015,26,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+13098942,Premier, $ 382.87 ,5/29/2014,6/19/2006,20,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+55825613,Premier," $ 3,718.67 ",5/12/2010,2/13/1997,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+10872197,Premier, $ 551.06 ,10/4/2012,6/3/2004,7,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,
+17054862,Premier, $ 268.36 ,6/7/2013,3/4/2010,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
+17584137,Standard," $ 1,264.15 ",1/26/2005,6/11/2004,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+35436347,Premier, $ 563.72 ,11/2/2013,1/9/2012,8,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+20642284,Premier," $ 3,396.50 ",1/31/2011,11/2/1999,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+27184695,Standard, $ 248.55 ,10/27/2013,4/14/2009,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+4529799,Premier, $ 316.13 ,4/8/2014,6/12/1997,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+14084524,Standard, $ 406.76 ,12/5/2009,7/28/1997,12,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+32305442,Standard, $ 138.74 ,9/16/2015,3/1/1983,21,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+10775784,Standard," $ 1,489.13 ",5/8/2010,7/1/2006,23,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+35770512,Standard, $ 468.53 ,7/4/2009,8/1/1982,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+54268411,Standard," $ 2,786.00 ",6/14/2012,6/19/2006,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+35699585,Standard, $ 255.53 ,7/15/2011,5/17/2004,19,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Chinese
+14293449,Standard," $ 1,652.82 ",5/28/2013,3/24/2002,5,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+9987522,Premier, $ 351.85 ,10/18/2011,6/11/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+21117457,Premier, $ 266.19 ,12/16/2012,2/11/2002,22,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+22194536,Standard, $ 255.68 ,9/6/2013,1/20/1987,5,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+30263694,Standard, $ 346.57 ,7/7/2014,5/16/2009,25,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+55928191,Premier," $ 4,591.60 ",10/12/2010,7/1/2006,2,TRUE,FALSE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+4394130,Standard, $ 97.87 ,10/11/2016,12/1/1977,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+7493605,Standard," $ 2,698.33 ",8/25/2012,10/9/2015,3,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
+56016673,Standard, $ (919.83),8/20/2016,10/1/1982,3,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+13938332,Premier," $ 2,674.58 ",2/17/2010,9/1/1974,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+7906480,Premier," $ 1,898.50 ",6/11/2014,10/4/1991,1,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20696224,Standard, $ 588.00 ,6/17/2010,2/3/1994,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+13536483,Premier, $ 234.76 ,2/3/2014,3/24/1987,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+30227417,Standard," $ 1,991.08 ",2/11/2010,4/15/2009,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,Y,N,Y,101-500,English
+21425115,Premier," $ 4,267.68 ",5/4/2011,1/1/1983,1,FALSE,TRUE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
+26519782,Premier," $ 2,525.40 ",6/23/2012,4/1/2009,8,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,N, ,
+10569049,Standard, $ 195.48 ,8/19/2015,7/28/1997,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,Y,N,6-10,English
+36296626,Premier, $ 140.80 ,8/31/2015,5/18/2004,17,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,
+9090899,Premier," $ 4,290.50 ",1/29/2009,4/1/1986,1,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31188446,Standard, $ 265.65 ,4/3/2011,7/27/2015,9,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15469436,Premier, $ 250.23 ,10/15/2013,7/28/1997,15,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+18881760,Premier, $ 497.29 ,3/12/2011,10/6/1999,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+20963164,Premier, $ 204.48 ,9/8/2014,11/1/1971,20,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34294507,Premier, $ 226.93 ,3/31/2014,7/28/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+10845241,Standard, $ 215.99 ,8/23/2012,5/1/1980,13,TRUE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10182824,Premier, $ 250.95 ,9/3/2013,4/1/2009,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,Y,N,Y,11-50,
+26328542,Premier," $ 2,906.33 ",3/7/2012,6/12/1997,2,TRUE,TRUE,TRUE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+17467922,Premier," $ 2,960.10 ",8/5/2013,12/29/1999,9,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,Y,N,N,N,N,N,N,N,N, ,
+15192753,Premier," $ 3,512.00 ",10/28/2010,4/1/1971,5,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29343524,Standard, $ 180.76 ,2/25/2015,12/28/2017,20,TRUE,TRUE,TRUE,NOTICE,WEB,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+169683727,Standard," $ 2,070.67 ",1/21/2014,10/8/1999,9,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+15964813,Premier, $ 317.20 ,4/3/2014,4/8/1999,12,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,Spanish
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+28332726,Premier, $ 538.65 ,11/22/2009,7/1/1970,23,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,Y,N,N,N,N,N,N,Y,6-10,English
+10035875,Standard," $ 1,852.33 ",7/18/2014,4/2/2009,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,N, ,
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+111028452,Premier," $ 2,837.17 ",5/3/2012,6/19/2006,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+24844755,Premier, $ 198.87 ,2/15/2013,6/4/1997,18,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31218384,Premier," $ 2,784.17 ",6/15/2012,1/24/1994,1,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+20320167,Standard, $ 591.75 ,2/2/2007,4/16/2009,20,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21631797,Standard, $ 225.56 ,11/1/2013,8/18/2015,13,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+15390046,Standard, $ 356.44 ,9/15/2011,8/14/2014,15,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,Y,N,N,N,N,N,Y,N,Y,6-10,English
+4980817,Standard, $ 72.26 ,8/10/2017,6/3/2004,26,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+11025140,Premier, $ 609.69 ,7/1/2009,5/18/2009,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,Y,Y,6-10,English
+8375105,Standard, $ 417.93 ,5/23/2012,4/20/1980,13,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+25079280,Standard, $ 282.25 ,2/28/2013,2/13/2002,27,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+9788073,Standard, $ 288.57 ,1/14/2013,4/30/2009,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
+19211894,Premier, $ 589.37 ,2/3/2012,3/8/1988,8,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
+26471282,Premier, $ 268.22 ,10/22/2015,9/12/1995,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
+16744827,Standard, $ 109.89 ,8/14/2015,5/3/2010,20,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+23845212,Standard, $ 429.05 ,4/13/2010,8/15/1991,10,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,Y,N,N,N,N,N,N,N,Y,6-10,English
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+30982885,Standard," $ 3,794.50 ",3/11/2010,1/14/2015,6,TRUE,TRUE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+33276956,Premier, $ 131.33 ,1/7/2015,6/13/1997,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+55780983,Standard," $ 4,076.37 ",9/1/2011,9/30/1991,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12177768,Standard, $ 312.46 ,7/26/2012,10/29/1985,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+19252451,Premier, $ 625.49 ,12/7/2009,4/7/1987,25,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+18979010,Premier, $ 307.76 ,5/21/2014,7/1/1983,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+8740798,Premier, $ 237.11 ,1/20/2012,8/8/2013,19,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+30650226,Premier," $ 2,408.33 ",4/19/2013,6/13/1997,12,FALSE,FALSE,FALSE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,N, ,
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+27924789,Standard," $ 3,581.93 ",7/9/2012,12/3/2016,3,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+22015660,Premier, $ 392.72 ,3/12/2013,7/24/2006,27,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+34452920,Standard, $ 88.64 ,2/24/2015,2/16/1988,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+18280756,Premier, $ 839.40 ,12/29/2013,1/1/1962,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+9897832,Premier, $ 339.09 ,12/12/2013,4/1/1986,21,FALSE,TRUE,FALSE,NOTICE,WEB,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+19454337,Premier," $ 4,378.50 ",11/18/2008,9/25/1985,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+26918561,Standard, $ 243.48 ,11/16/2011,8/14/2012,16,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+26305694,Standard, $ 169.47 ,5/17/2015,8/16/2006,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+27332851,Premier, $ 540.13 ,7/19/2010,4/1/1971,27,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+25335222,Standard, $ 224.48 ,4/18/2014,12/21/2015,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+14645559,Premier, $ 255.75 ,7/13/2011,3/11/2010,15,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+28081181,Premier, $ 176.89 ,11/20/2014,4/1/1983,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+3414045,Standard, $ 208.34 ,12/22/2015,11/9/1999,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,Y,N,N,Y,N,Y,N,N,6-10,
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+6210883,Standard, $ 779.65 ,5/4/2015,6/20/2006,25,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,101-500,Spanish
+31222209,Premier, $ 426.10 ,12/3/2013,4/1/1972,5,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,51-100,English
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+7688623,Premier, $ 484.00 ,5/11/2014,4/30/2009,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,51-100,English
+28424764,Premier," $ 3,405.50 ",1/23/2011,5/1/1980,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+29434721,Premier, $ 523.49 ,10/19/2010,6/11/2013,22,FALSE,FALSE,FALSE,AUTO RENEW,PHONE,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
+5773958,Premier, $ 160.55 ,7/20/2015,6/1/1970,14,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+21933096,Standard, $ 721.83 ,5/15/2007,7/21/2015,29,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N,6-10,
+26065522,Premier, $ 425.43 ,1/9/2012,4/1/1980,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N,6-10,
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+25105570,Premier, $ 362.64 ,6/10/2011,3/29/2013,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+26263660,Premier, $ 655.81 ,10/31/2005,5/1/2009,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,
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+29096435,Standard, $ 311.85 ,7/31/2012,3/1/1983,11,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
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+3508574,Premier, $ 228.63 ,3/19/2014,10/7/1999,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13965798,Standard, $ 418.67 ,10/30/2012,9/13/1995,19,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,Vietnamese
+24782227,Standard, $ 548.48 ,1/29/2012,6/14/2004,5,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,Y,N,N,N,N,N,N,6-10,English
+23351639,Premier, $ 287.09 ,1/24/2013,5/1/1983,18,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33525317,Standard, $ 578.52 ,6/18/2012,12/14/2016,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+26328145,Premier, $ 643.60 ,2/3/2015,8/22/1991,24,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+7886347,Premier," $ 2,491.33 ",2/10/2013,5/18/2009,2,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12274548,Standard, $ 510.40 ,7/19/2011,12/23/1986,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+4690698,Standard, $ 483.63 ,12/14/2010,4/1/1956,20,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+21251320,Standard, $ 689.22 ,4/18/2008,4/2/2009,18,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+17148022,Standard, $ 453.17 ,5/7/2012,4/16/2009,21,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+30635496,Premier, $ 324.38 ,7/3/2013,1/20/2015,15,FALSE,TRUE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+22166241,Standard, $ 484.63 ,3/11/2009,4/16/2009,6,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+12789032,Standard, $ 478.69 ,10/19/2012,10/4/2017,7,TRUE,TRUE,TRUE,AUTO RENEW,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N,11-50,English
+20168586,Standard, $ 269.40 ,2/24/2011,12/30/1999,24,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+20649956,Premier," $ 1,260.00 ",8/30/2014,5/1/1970,8,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,N,N, ,
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+27268869,Premier," $ 1,920.67 ",5/23/2014,10/12/1999,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55550022,Standard," $ 5,619.47 ",1/2/2009,1/24/1994,8,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+8779802,Standard, $ 181.89 ,2/17/2015,5/1/1969,24,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+55297087,Standard," $ 2,056.67 ",2/1/2014,3/22/1988,5,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,N, ,
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+6626724,Premier, $ 357.40 ,12/29/2010,2/28/1988,20,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+20481498,Standard, $ 195.26 ,6/28/2014,6/13/2005,13,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+13789454,Premier," $ 2,317.33 ",7/3/2013,9/13/1995,8,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29460023,Standard," $ 2,120.00 ",10/3/2012,1/1/1956,14,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,500+,Italian
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+3926263,Premier, $ 712.00 ,9/19/2010,2/14/2002,4,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+9850444,Standard, $ 725.68 ,6/17/2004,12/23/1986,21,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+7535887,Premier, $ 389.90 ,1/18/2011,2/15/2002,8,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+24814737,Standard, $ 385.07 ,4/20/2013,4/21/2004,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+7318001,Standard, $ 420.14 ,5/11/2012,7/21/2014,15,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+34806809,Standard," $ 1,222.73 ",11/5/2011,4/22/2004,26,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,101-500,
+20891821,Standard, $ 185.96 ,1/19/2015,2/17/1987,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+34645116,Premier," $ 2,788.57 ",10/7/2009,4/21/2004,10,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,N, ,
+16122379,Standard," $ 4,102.80 ",8/16/2011,5/19/2009,9,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
+28349664,Standard, $ 236.12 ,1/30/2012,6/14/2004,14,FALSE,FALSE,FALSE,NOTICE,AUTO RENEW,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,Greek
+8700923,Premier," $ 2,503.07 ",9/7/2011,5/18/2009,18,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,500+,English
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+7327804,Premier, $ 321.62 ,5/22/2012,12/7/1995,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+11090507,Premier, $ 577.68 ,8/9/2010,7/13/1989,15,FALSE,TRUE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+31798195,Standard," $ 2,824.03 ",10/29/2013,1/18/2017,1,TRUE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,N, ,
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+30954882,Standard, $ 654.51 ,11/9/2005,6/19/1997,10,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+6619466,Standard, $ 220.19 ,5/19/2014,4/28/2004,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+33336078,Standard, $ 540.96 ,2/12/2011,3/26/2014,17,FALSE,FALSE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
+33105139,Standard, $ 195.80 ,6/24/2014,6/5/1997,13,FALSE,TRUE,FALSE,AUTO RENEW,WEB,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+10079546,Premier, $ 490.77 ,3/13/2013,3/4/2002,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+26743576,Premier, $ 409.74 ,11/12/2009,10/15/1999,10,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
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+35286734,Premier, $ 274.69 ,4/23/2013,2/16/2001,23,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,Y,N,Y,6-10,English
+24503541,Premier, $ 83.69 ,5/9/2016,10/16/1999,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+27346466,Standard, $ 156.95 ,4/20/2014,2/2/1994,23,FALSE,FALSE,FALSE,NOTICE,PHONE,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+21280697,Premier, $ 558.03 ,11/17/2010,6/21/2006,19,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
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+6322711,Standard, $ 189.71 ,1/15/2016,6/5/1997,20,FALSE,TRUE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,11-50,
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+12433874,Premier, $ 742.16 ,4/19/2008,5/1/1972,11,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,Y,N,N,N,Y,11-50,English
+19267339,Premier, $ 174.69 ,4/10/2015,12/23/1986,18,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+34333017,Premier, $ 317.54 ,6/20/2012,4/3/2009,3,TRUE,FALSE,TRUE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+13202300,Premier, $ 186.82 ,9/2/2014,1/5/2000,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,1-5,Spanish
+25337395,Premier, $ 402.13 ,7/28/2017,2/25/1988,2,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+55969129,Premier," $ 1,445.17 ",6/17/2015,6/5/1997,8,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,N, ,
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+14331614,Premier, $ 290.06 ,1/3/2013,4/3/2009,18,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,6-10,English
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+17690263,Premier, $ 235.53 ,1/22/2016,7/29/1989,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+4918740,Standard, $ 101.92 ,11/4/2015,4/18/2009,13,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,Y,Y,1-5,English
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+4440577,Premier, $ 292.99 ,12/13/2012,11/18/1999,18,TRUE,FALSE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+30305691,Premier, $ 638.70 ,10/25/2011,8/9/2012,23,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,11-50,English
+18790903,Premier, $ 329.14 ,3/29/2012,1/5/2000,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+9267846,Premier, $ 488.77 ,3/21/2013,4/3/2009,15,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,English
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+22329898,Standard, $ 471.09 ,2/5/2012,11/16/2016,20,TRUE,TRUE,TRUE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+19267544,Premier," $ 1,885.17 ",6/22/2014,6/1/2002,1,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,N, ,
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+12289127,Premier, $ 411.92 ,8/14/2010,4/1/2001,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14286651,Premier, $ 260.93 ,7/31/2013,1/5/2000,15,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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+5404620,Premier, $ 367.27 ,6/19/2010,10/1/1970,4,FALSE,FALSE,FALSE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,Y,Y,N,6-10,
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+7366423,Premier," $ 1,878.07 ",6/17/2015,6/1/1970,5,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,TRUE,N,N,N,N,N,N,N,N,N, ,
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+55388899,Standard," $ 1,774.50 ",8/22/2015,9/1/1991,6,FALSE,FALSE,FALSE,AUTO RENEW,WEB,TRUE,Y,N,N,N,N,N,N,N,N, ,
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+18629678,Premier, $ 560.61 ,3/28/2010,2/13/2001,3,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,
+24802050,Premier, $ 209.62 ,8/2/2014,1/6/2000,15,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
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+14433352,Standard, $ 573.07 ,4/10/2012,6/7/2004,1,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
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+3531837,Standard," $ 1,707.07 ",11/30/2013,2/2/1994,1,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y, ,
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+27955009,Standard, $ 738.37 ,6/3/2010,10/18/1999,23,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,51-100,Portuguese
+18584188,Standard, $ 302.64 ,3/4/2012,1/1/1980,14,FALSE,FALSE,FALSE,AUTO RENEW,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+3536661,Premier, $ 538.74 ,3/30/2010,6/15/2004,4,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N,6-10,English
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+29241897,Standard, $ 406.63 ,2/20/2014,5/5/2009,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+25753496,Standard, $ 260.29 ,8/4/2013,11/5/2015,4,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,6-10,
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+12558508,Premier," $ 4,342.22 ",3/18/2011,4/2/2002,5,FALSE,FALSE,FALSE,AUTO RENEW,BRANCH (PHONE),TRUE,N,N,N,N,N,N,N,N,N, ,
+5270334,Premier," $ 1,807.83 ",8/24/2014,8/1/1997,3,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+29199438,Premier, $ 280.86 ,3/10/2013,4/18/2002,17,FALSE,FALSE,FALSE,NOTICE,BRANCH (PHONE),TRUE,N,N,N,N,N,N,Y,N,Y,6-10,English
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+13522492,Premier, $ 234.88 ,2/2/2014,8/2/1997,3,TRUE,TRUE,TRUE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+33739484,Standard, $ 493.47 ,10/14/2011,6/7/2004,20,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,11-50,English
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+7388630,Standard, $ 412.29 ,12/2/2012,1/12/2000,19,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,Y,N,Y,11-50,English
+29530438,Premier, $ 270.18 ,5/16/2014,5/1/1994,6,TRUE,TRUE,TRUE,NOTICE,BRANCH (POS),TRUE,N,N,N,N,N,N,N,N,Y,51-100,English
+13787859,Premier, $ 856.00 ,11/25/2013,2/18/2002,24,FALSE,FALSE,FALSE,NOTICE,WEB,TRUE,N,N,N,N,N,N,N,N,Y,101-500,English
+57829594,Premier," $ 2,703.33 ",8/20/2012,4/22/2016,5,FALSE,TRUE,FALSE,NOTICE,,TRUE,N,N,N,N,N,N,N,N,N, ,
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+31719130,Premier, $ 458.63 ,9/13/2009,6/15/2004,17,FALSE,TRUE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
+5568716,Standard," $ 1,676.50 ",12/9/2014,6/1/1980,6,FALSE,FALSE,FALSE,NOTICE,MAIL,FALSE,N,N,N,N,N,N,N,N,N, ,
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+10907540,Premier, $ 326.64 ,7/18/2009,7/15/1995,11,TRUE,TRUE,TRUE,NOTICE,PHONE,FALSE,N,N,N,N,N,N,N,N,Y,1-5,English
+24313178,Standard, $ 215.16 ,6/14/2015,4/3/2009,19,FALSE,FALSE,FALSE,AUTO RENEW,AUTO RENEW,FALSE,N,N,N,N,N,N,N,N,Y,6-10,English
+5695204,Premier, $ 202.07 ,1/13/2013,2/19/2002,21,FALSE,FALSE,FALSE,NOTICE,MAIL,TRUE,N,N,N,N,N,N,N,N,Y,1-5,English
+31823238,Premier, $ 393.49 ,10/4/2012,12/18/1982,11,TRUE,TRUE,TRUE,AUTO RENEW,AUTO RENEW,TRUE,N,N,N,N,N,N,N,N,Y,6-10,English
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diff --git a/Real Dataset Problems/Marketing_data_analysis/office_supply_campaign_results.xlsx b/Real Dataset Problems/Marketing_data_analysis/office_supply_campaign_results.xlsx
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From 30121e765dce76a994c12db6bb0b1bd637e0e8f3 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 18 Apr 2021 21:32:19 -0700
Subject: [PATCH 136/165] Notebooks added

---
 .../Data_wrangling.ipynb                      | 1623 ++++++++++
 .../Marketing_data_analysis/Dataviz.ipynb     |  522 ++++
 .../Marketing_data_analysis/ML-1.ipynb        | 2650 +++++++++++++++++
 3 files changed, 4795 insertions(+)
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/Data_wrangling.ipynb
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/Dataviz.ipynb
 create mode 100644 Real Dataset Problems/Marketing_data_analysis/ML-1.ipynb

diff --git a/Real Dataset Problems/Marketing_data_analysis/Data_wrangling.ipynb b/Real Dataset Problems/Marketing_data_analysis/Data_wrangling.ipynb
new file mode 100644
index 0000000..f3cfc15
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/Data_wrangling.ipynb	
@@ -0,0 +1,1623 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Description\n",
+    "\n",
+    "Typical office material supply company running their operations sees many challenges, one of the major ones being how to measure the effectiveness of sales and marketing operations. We have picked up an imaginary office material supply company **“Office Corp.”** for our analysis. They have tested a telemarketing campaign targeting existing domestic business customers with a random selection of products. For this exercise, a sample of 16,172 customers were targeted. The products being marketed are Desk, Executive Chair, Standard Chair, Monitor, Printer Computer, Insurance, Toner and Office Supplies.  \n",
+    "\n",
+    "Office Corp would like to leverage the knowledge gained from this survey (and associated dataset) for future campaigns. Office Corp has hired an analyst team to solve the following three problems using various analytical techniques.  \n",
+    "\n",
+    "- Profile the customers that responded to the campaign to understand the characteristics of customers who made purchases. \n",
+    "\n",
+    "- Develop models using the campaign results to target responsive, profitable customers for future campaigns. \n",
+    "\n",
+    "- Summarize and categorize the profitability of the various marketing segments which may be used to optimize future campaigns.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "## Scientific questions/investigation\n",
+    "\n",
+    "Given marketing dataset, there are three key problems to solve.  \n",
+    "\n",
+    "- Given campaign period data, looking at customer profile, we aim to predict whether customer will Buy or Not Buy. We intent to frame this as a Classification problem. \n",
+    "\n",
+    "- Among the customers who are predicted as they will buy, we aim to estimate what will be size of purchase. We intent to frame this as a Regression problem. \n",
+    "\n",
+    "- For those customers who are likely to purchase and in general other customers using their historical product purchase data, we aim to predict top 3 products that are likely to be purchased. Also try to predict whether there are any product bundles Office Corp may sell more, etc. We intend to frame this as a Clustering problem.  \n",
+    "\n",
+    "In the process of analysis, we intent to carry out,  \n",
+    "\n",
+    "- data missing and imputation treatments,  \n",
+    "\n",
+    "- data sufficiency and randomized splitting for test-train sets,  \n",
+    "\n",
+    "- test amount of data necessary for optimal predictions & accuracy, etc.  \n",
+    "\n",
+    "This last topic of determining optimal amount of data is called the ‘sample complexity study’ and it is extremely important for such real-life marketing campaign problems because collecting too much data unnecessarily may cause the company cost overrun. Data scientists should be able to advise the business department on how much data to collect to achieve a decent model performance. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Loading the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "supply = pd.read_csv(\"office_supply.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "supply = supply[['Customer Number', 'Service Level',' Date of Last Transaction ','Number of Transactions','Email Available']]\n",
+    "supply.columns = ['Customer Number', 'Service Level','Date of Last Transaction','Number of Transactions','Email Available']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "campaign = pd.read_excel(\"office_supply campaign_results.xlsx\", \n",
+    "                         sheet_name=\"Campaign Results\",\n",
+    "                         na_values=[' ',''], true_values=['TRUE'],false_values=['FALSE'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Customer Number', 'Campaign Period Sales', 'Historical Sales Volume',\n",
+       "       'Date of First Purchase', 'Number of Prior Year Transactions',\n",
+       "       'Do Not Direct Mail Solicit', 'Do Not Email', 'Do Not Telemarket',\n",
+       "       'Repurchase Method', 'Last Transaction Channel', 'Desk',\n",
+       "       'Executive Chair', 'Standard Chair', 'Monitor', 'Printer', 'Computer',\n",
+       "       'Insurance', 'Toner', 'Office Supplies', 'Number of Employees',\n",
+       "       'Language'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "campaign.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Service Level\n",
+      "Date of Last Transaction\n",
+      "Number of Transactions\n",
+      "Email Available\n"
+     ]
+    }
+   ],
+   "source": [
+    "for c1 in supply.columns:\n",
+    "    if c1 not in campaign.columns:\n",
+    "        print(c1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Join"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "supply['Customer Number'] = supply['Customer Number'].apply(lambda x: int(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "campaign=campaign.dropna(axis=0,subset=['Customer Number'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "campaign['Customer Number'] = campaign['Customer Number'].apply(lambda x: int(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = campaign.merge(supply,on='Customer Number')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Customer Number</th>\n",
+       "      <th>Campaign Period Sales</th>\n",
+       "      <th>Historical Sales Volume</th>\n",
+       "      <th>Date of First Purchase</th>\n",
+       "      <th>Number of Prior Year Transactions</th>\n",
+       "      <th>Do Not Direct Mail Solicit</th>\n",
+       "      <th>Do Not Email</th>\n",
+       "      <th>Do Not Telemarket</th>\n",
+       "      <th>Repurchase Method</th>\n",
+       "      <th>Last Transaction Channel</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Computer</th>\n",
+       "      <th>Insurance</th>\n",
+       "      <th>Toner</th>\n",
+       "      <th>Office Supplies</th>\n",
+       "      <th>Number of Employees</th>\n",
+       "      <th>Language</th>\n",
+       "      <th>Service Level</th>\n",
+       "      <th>Date of Last Transaction</th>\n",
+       "      <th>Number of Transactions</th>\n",
+       "      <th>Email Available</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>86734</td>\n",
+       "      <td>238.704762</td>\n",
+       "      <td>146803.428571</td>\n",
+       "      <td>1968-10-01</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>AUTO RENEW</td>\n",
+       "      <td>AUTO RENEW</td>\n",
+       "      <td>...</td>\n",
+       "      <td>N</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>N</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>6-10</td>\n",
+       "      <td>English</td>\n",
+       "      <td>Premier</td>\n",
+       "      <td>2/5/2015</td>\n",
+       "      <td>15</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>97098</td>\n",
+       "      <td>281.680000</td>\n",
+       "      <td>439984.160000</td>\n",
+       "      <td>1981-06-15</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NOTICE</td>\n",
+       "      <td>MAIL</td>\n",
+       "      <td>...</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>11-50</td>\n",
+       "      <td>English</td>\n",
+       "      <td>Premier</td>\n",
+       "      <td>10/2/2014</td>\n",
+       "      <td>22</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>100836</td>\n",
+       "      <td>432.857143</td>\n",
+       "      <td>970465.714286</td>\n",
+       "      <td>1962-11-01</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NOTICE</td>\n",
+       "      <td>MAIL</td>\n",
+       "      <td>...</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>6-10</td>\n",
+       "      <td>English</td>\n",
+       "      <td>Premier</td>\n",
+       "      <td>3/17/2010</td>\n",
+       "      <td>19</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>116390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>230193.600000</td>\n",
+       "      <td>1983-06-01</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NOTICE</td>\n",
+       "      <td>PHONE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>1-5</td>\n",
+       "      <td>English</td>\n",
+       "      <td>Standard</td>\n",
+       "      <td>8/14/2014</td>\n",
+       "      <td>17</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>127914</td>\n",
+       "      <td>1370.166667</td>\n",
+       "      <td>27403.333333</td>\n",
+       "      <td>1987-07-15</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NOTICE</td>\n",
+       "      <td>BRANCH (PHONE)</td>\n",
+       "      <td>...</td>\n",
+       "      <td>N</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>N</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Premier</td>\n",
+       "      <td>8/17/2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 25 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Customer Number  Campaign Period Sales  Historical Sales Volume  \\\n",
+       "0            86734             238.704762            146803.428571   \n",
+       "1            97098             281.680000            439984.160000   \n",
+       "2           100836             432.857143            970465.714286   \n",
+       "3           116390               0.000000            230193.600000   \n",
+       "4           127914            1370.166667             27403.333333   \n",
+       "\n",
+       "  Date of First Purchase  Number of Prior Year Transactions  \\\n",
+       "0             1968-10-01                               15.0   \n",
+       "1             1981-06-15                               22.0   \n",
+       "2             1962-11-01                               19.0   \n",
+       "3             1983-06-01                               17.0   \n",
+       "4             1987-07-15                               21.0   \n",
+       "\n",
+       "   Do Not Direct Mail Solicit  Do Not Email  Do Not Telemarket  \\\n",
+       "0                         0.0           0.0                0.0   \n",
+       "1                         0.0           0.0                0.0   \n",
+       "2                         0.0           0.0                0.0   \n",
+       "3                         0.0           0.0                0.0   \n",
+       "4                         0.0           0.0                0.0   \n",
+       "\n",
+       "  Repurchase Method Last Transaction Channel  ... Computer Insurance Toner  \\\n",
+       "0        AUTO RENEW               AUTO RENEW  ...        N         Y     N   \n",
+       "1            NOTICE                     MAIL  ...        N         N     N   \n",
+       "2            NOTICE                     MAIL  ...        N         N     N   \n",
+       "3            NOTICE                    PHONE  ...        N         N     N   \n",
+       "4            NOTICE           BRANCH (PHONE)  ...        N         Y     N   \n",
+       "\n",
+       "  Office Supplies Number of Employees Language Service Level  \\\n",
+       "0               Y                6-10  English       Premier   \n",
+       "1               Y               11-50  English       Premier   \n",
+       "2               Y                6-10  English       Premier   \n",
+       "3               Y                 1-5  English      Standard   \n",
+       "4               N                 NaN      NaN       Premier   \n",
+       "\n",
+       "  Date of Last Transaction Number of Transactions Email Available  \n",
+       "0                 2/5/2015                     15            True  \n",
+       "1                10/2/2014                     22            True  \n",
+       "2                3/17/2010                     19            True  \n",
+       "3                8/14/2014                     17            True  \n",
+       "4                8/17/2015                      1            True  \n",
+       "\n",
+       "[5 rows x 25 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Date of Last Transaction'] = pd.to_datetime(df['Date of Last Transaction'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Number of Prior Year Transactions'] = df['Number of Prior Year Transactions'].apply(lambda x: int(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 16190 entries, 0 to 16189\n",
+      "Data columns (total 25 columns):\n",
+      " #   Column                             Non-Null Count  Dtype         \n",
+      "---  ------                             --------------  -----         \n",
+      " 0   Customer Number                    16190 non-null  int64         \n",
+      " 1   Campaign Period Sales              16190 non-null  float64       \n",
+      " 2   Historical Sales Volume            16190 non-null  float64       \n",
+      " 3   Date of First Purchase             16190 non-null  datetime64[ns]\n",
+      " 4   Number of Prior Year Transactions  16190 non-null  int64         \n",
+      " 5   Do Not Direct Mail Solicit         16190 non-null  float64       \n",
+      " 6   Do Not Email                       16190 non-null  float64       \n",
+      " 7   Do Not Telemarket                  16190 non-null  float64       \n",
+      " 8   Repurchase Method                  16190 non-null  object        \n",
+      " 9   Last Transaction Channel           15747 non-null  object        \n",
+      " 10  Desk                               16190 non-null  object        \n",
+      " 11  Executive Chair                    16189 non-null  object        \n",
+      " 12  Standard Chair                     16189 non-null  object        \n",
+      " 13  Monitor                            16189 non-null  object        \n",
+      " 14  Printer                            16189 non-null  object        \n",
+      " 15  Computer                           16190 non-null  object        \n",
+      " 16  Insurance                          16188 non-null  object        \n",
+      " 17  Toner                              16188 non-null  object        \n",
+      " 18  Office Supplies                    16190 non-null  object        \n",
+      " 19  Number of Employees                12439 non-null  object        \n",
+      " 20  Language                           11715 non-null  object        \n",
+      " 21  Service Level                      16190 non-null  object        \n",
+      " 22  Date of Last Transaction           16190 non-null  datetime64[ns]\n",
+      " 23  Number of Transactions             16190 non-null  int64         \n",
+      " 24  Email Available                    16190 non-null  bool          \n",
+      "dtypes: bool(1), datetime64[ns](2), float64(5), int64(3), object(14)\n",
+      "memory usage: 3.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fill `Language` missing values by `Unknown` "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Language'].fillna('Unknown',inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Dropping all other missing values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Customer Number', 'Campaign Period Sales', 'Historical Sales Volume',\n",
+       "       'Date of First Purchase', 'Number of Prior Year Transactions',\n",
+       "       'Do Not Direct Mail Solicit', 'Do Not Email', 'Do Not Telemarket',\n",
+       "       'Repurchase Method', 'Last Transaction Channel', 'Desk',\n",
+       "       'Executive Chair', 'Standard Chair', 'Monitor', 'Printer', 'Computer',\n",
+       "       'Insurance', 'Toner', 'Office Supplies', 'Number of Employees',\n",
+       "       'Language', 'Service Level', 'Date of Last Transaction',\n",
+       "       'Number of Transactions', 'Email Available'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 12132 entries, 0 to 14965\n",
+      "Data columns (total 25 columns):\n",
+      " #   Column                             Non-Null Count  Dtype         \n",
+      "---  ------                             --------------  -----         \n",
+      " 0   Customer Number                    12132 non-null  int64         \n",
+      " 1   Campaign Period Sales              12132 non-null  float64       \n",
+      " 2   Historical Sales Volume            12132 non-null  float64       \n",
+      " 3   Date of First Purchase             12132 non-null  datetime64[ns]\n",
+      " 4   Number of Prior Year Transactions  12132 non-null  int64         \n",
+      " 5   Do Not Direct Mail Solicit         12132 non-null  float64       \n",
+      " 6   Do Not Email                       12132 non-null  float64       \n",
+      " 7   Do Not Telemarket                  12132 non-null  float64       \n",
+      " 8   Repurchase Method                  12132 non-null  object        \n",
+      " 9   Last Transaction Channel           12132 non-null  object        \n",
+      " 10  Desk                               12132 non-null  object        \n",
+      " 11  Executive Chair                    12132 non-null  object        \n",
+      " 12  Standard Chair                     12132 non-null  object        \n",
+      " 13  Monitor                            12132 non-null  object        \n",
+      " 14  Printer                            12132 non-null  object        \n",
+      " 15  Computer                           12132 non-null  object        \n",
+      " 16  Insurance                          12132 non-null  object        \n",
+      " 17  Toner                              12132 non-null  object        \n",
+      " 18  Office Supplies                    12132 non-null  object        \n",
+      " 19  Number of Employees                12132 non-null  object        \n",
+      " 20  Language                           12132 non-null  object        \n",
+      " 21  Service Level                      12132 non-null  object        \n",
+      " 22  Date of Last Transaction           12132 non-null  datetime64[ns]\n",
+      " 23  Number of Transactions             12132 non-null  int64         \n",
+      " 24  Email Available                    12132 non-null  bool          \n",
+      "dtypes: bool(1), datetime64[ns](2), float64(5), int64(3), object(14)\n",
+      "memory usage: 2.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Categorical variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cat_vars = ['Do Not Direct Mail Solicit', 'Do Not Email', 'Do Not Telemarket',\n",
+    "       'Repurchase Method', 'Last Transaction Channel', 'Desk',\n",
+    "       'Executive Chair', 'Standard Chair', 'Monitor', 'Printer', 'Computer',\n",
+    "       'Insurance', 'Toner', 'Office Supplies', 'Number of Employees', 'Language','Service Level','Email Available']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "18"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(cat_vars)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are the unique values in the columns?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Values in Do Not Direct Mail Solicit: [0. 1.]\n",
+      "Values in Do Not Email: [0. 1.]\n",
+      "Values in Do Not Telemarket: [0. 1.]\n",
+      "Values in Repurchase Method: ['AUTO RENEW' 'NOTICE']\n",
+      "Values in Last Transaction Channel: ['AUTO RENEW' 'MAIL' 'PHONE' 'WEB' 'BRANCH (POS)' 'BRANCH (PHONE)' 'IT'\n",
+      " 'BILLING']\n",
+      "Values in Desk: ['N' 'Y']\n",
+      "Values in Executive Chair: ['N' 'Y']\n",
+      "Values in Standard Chair: ['N' 'Y']\n",
+      "Values in Monitor: ['N' 'Y']\n",
+      "Values in Printer: ['N' 'Y']\n",
+      "Values in Computer: ['N' 'Y' 'YY']\n",
+      "Values in Insurance: ['Y' 'N']\n",
+      "Values in Toner: ['N' 'Y']\n",
+      "Values in Office Supplies: ['Y' 'N']\n",
+      "Values in Number of Employees: ['6-10' '11-50' '1-5' '51-100' '101-500' '500+']\n",
+      "Values in Language: ['English' 'Unknown' 'Hindi' 'Italian' 'French' 'Chinese' 'Portuguese'\n",
+      " 'Russian' 'Spanish' 'Hebrew' 'Japanese' 'German' 'Polish' 'Arabic'\n",
+      " 'Greek' 'Vietnamese' 'Korean' 'Thai' 'Pashto']\n",
+      "Values in Service Level: ['Premier' 'Standard']\n",
+      "Values in Email Available: [ True False]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for v in cat_vars:\n",
+    "    print(f\"Values in {v}: {df[v].unique()}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Converting boolean columns to proper data types"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#type_dict = {}\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.astype({'Do Not Direct Mail Solicit': 'bool', 'Do Not Email':bool, 'Do Not Telemarket':bool})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 12132 entries, 0 to 14965\n",
+      "Data columns (total 25 columns):\n",
+      " #   Column                             Non-Null Count  Dtype         \n",
+      "---  ------                             --------------  -----         \n",
+      " 0   Customer Number                    12132 non-null  int64         \n",
+      " 1   Campaign Period Sales              12132 non-null  float64       \n",
+      " 2   Historical Sales Volume            12132 non-null  float64       \n",
+      " 3   Date of First Purchase             12132 non-null  datetime64[ns]\n",
+      " 4   Number of Prior Year Transactions  12132 non-null  int64         \n",
+      " 5   Do Not Direct Mail Solicit         12132 non-null  bool          \n",
+      " 6   Do Not Email                       12132 non-null  bool          \n",
+      " 7   Do Not Telemarket                  12132 non-null  bool          \n",
+      " 8   Repurchase Method                  12132 non-null  object        \n",
+      " 9   Last Transaction Channel           12132 non-null  object        \n",
+      " 10  Desk                               12132 non-null  object        \n",
+      " 11  Executive Chair                    12132 non-null  object        \n",
+      " 12  Standard Chair                     12132 non-null  object        \n",
+      " 13  Monitor                            12132 non-null  object        \n",
+      " 14  Printer                            12132 non-null  object        \n",
+      " 15  Computer                           12132 non-null  object        \n",
+      " 16  Insurance                          12132 non-null  object        \n",
+      " 17  Toner                              12132 non-null  object        \n",
+      " 18  Office Supplies                    12132 non-null  object        \n",
+      " 19  Number of Employees                12132 non-null  object        \n",
+      " 20  Language                           12132 non-null  object        \n",
+      " 21  Service Level                      12132 non-null  object        \n",
+      " 22  Date of Last Transaction           12132 non-null  datetime64[ns]\n",
+      " 23  Number of Transactions             12132 non-null  int64         \n",
+      " 24  Email Available                    12132 non-null  bool          \n",
+      "dtypes: bool(4), datetime64[ns](2), float64(2), int64(3), object(14)\n",
+      "memory usage: 2.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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WZS11XPMV4GJUFPSZSX0TmdQ30ddhiIi0pRbnRGmZgamx/OuqMb4OQ0TE15SPAsCQLnE8Pnusr8MQEWlSg0VBy7J+2ArXfwz4JVB3KFmqZVmHHe9x2BiT4tjfHXskYLV0x75yx8/197swxtyKPaKQXr16tUL4IiIizc+JykciIuINykciItKaPFloBGPMedjTeiOq91mW9ccmzjkfyLIsa7Ux5lRP3sbNPquR/a47LesZ4BmACRMmuD1GRESkJTzJicpHIiLibcpHIiLSUk0WBY0x/wWigJnAc9irWq3w4NpTgQuNMediJ6o4Y8xrQKYxpqtjlGBXIMtxfDrQs875PYBDjv093OwXERFpUy3IiSIiIq1G+UhERFpDk6sPAydblnUDcNyyrD8AU3Au3rllWdYDlmX1sCyrD/YCIgsty7oOmAvc6DjsRuAjx89zgdnGmHBjTF9gILDCMdU43xgz2bHq8A11zhEREWlLJ5QTRUREWpnykYiItJgn04eLHd+LjDHdgKNA3xa858PAO8aYm4E04AoAy7I2G2PeAbYAFcAdjpWHAW4HXgIisRcY0SIjIiLiC62dE0VERE6E8pGIiLSYJ0XBT4wxCcDfgTXY/fyebc6bWJb1DfYqw1iWdRQ4vYHjHsJeqbj+/lXAiOa8p4iIiBe0OCeKiIi0AuUjERFpsSaLgpZl/cnx4/vGmE+ACMuycr0bloiIiP9RThQREX+gfCQiIq2hwZ6CxpiJxpgudbZvAN4B/mSMSWyL4CQwVFRWUVJe2fSBIiIBSjmx/bEsi8LSCl+HISLSLMpHUlZRRWmF7r1EpHU0ttDI/4AyAGPMdOxegK8AuTiWtRd5a0UaEx6az/AH53HXm2tVHBRpicwtkL3D11GIe8qJ7ciKvceY8fdvGP7gPC57+nsO5xY3fZJIe1J8HA6sgHL92w9Aykcd2D++3M7oP3zJqN9/yV8+24plWb4OSaT1ZGyEo7t9HUWH09j04WDLso45fr4KeMayrPexh6iv83pk4vcO5hTz6zkbqXLkornrDzGsWxw/ntHfo/PfX53OC0v2cqSglEGpsdx31mDG9EzwXsAi/qq8BN6cDXu+treHXghXvARBwT4NS5woJwaguesP8cn6Q3TvFMntM/qTEhdBZZXF3W+t5VBuCQCr9x/n9tdW8+Ed03wcrUgb2fQ+fHgHVBRDZCJc8w70nOjrqMRzykcdRFFZBQ99upUvt2QSHhLEaUNSeGXp/prXn/luDxN6d+Ks4V0auYpIACgtgNcugwPL7O3RV8Ml//VtTB1IYyMFg40x1UXD04GFdV7zZIESaee2HMqrKQhW23TQs1Ymry/fz33vrmfzoTwy80pZtPMI1z23nJyiMi9EKuLnNr5TWxAE2DoXdnzhu3jEHeXEAPPBmnTuenMtX27J5MUl+7j2ueVUVVkcLSytKQhWW3cgl6W7j/ooUpE2VFkBn99vFwQBio/Bl7/1bUzSXMpHHcRdb67l9eVpZOeXkn682KkgWG3ToTwfRCbSyta8XFsQBFj/Juz9znfxdDCNFQXfBL41xnyEveT9IgBjzADs4enSwY3rlUB4iPM/oZP7d/bo3A/XHnTZV1BawZJduimTDig33XVfzoG2j0Mao5wYYObUyzM7swrYfCiPlNgIUmLDXY7/cktGW4Um4jsVxVCY7bwvV/kmwCgfdQBFZRXM35rV5HEn909qg2hEvEz3Qj7VYFHQsqyHgPuAl4BpVm3DgiDgp94PTfxdUkw4z94wgRHd4+gaH8FPTxvA1ZN6Nnnerqx8MvJK3L7Wp3NUa4cp4v+GXgBBdR7uh0TC4HN8F4+4UE4MPKlxEU7bQQY6x4YB8MC5Q1yO79c52mXf0t1HuevNtTzwwUb2ZBd4J1CRthQeCwPPct43/BLfxCInRPkocOzIzOdX72/g7rfWsnLfsaZPqCMsOIj4yFCX/acOSqZfcjR9kqL488UjmNxPRUFpB4ZdDKZOaSrMTa4Sr2l0iLllWcvc7FMXfKkxfVAy0wcle3z8scIyLv3P9+SVOK/4GGTgthn9Gd4tvrVDFPF/XUbCdR/AimfsPoJTfgqdevs6KqlHOTGw3DlzAEt2HeFwbgnGwB0zB9A1PhKAS8b2YF1aDq8u20+VBTMHJ3PFBOeHWmvSjnPd88updPTJ+GLTYb75xUy3N2kiAeWy5+C7v8PhDdDvVDhZdaRAo3zk/44UlHLZ09+T77jn+WTDYT66c6rH9zohwUE8eMEwfv7u+pp2Tf2To/nnVWNIjA7zVtgivtHrJLj6bVj1AoRFwdSfQYznNQZpGfWdkDZTVlHFV1syXAqC54/qyu8vHE7nGNfpXCIdRr8Z9peItEhZRRWhwYY+naP59hczWb3/ON0TIumV5DwS/Q8XjeCO0wZQWl5Fz0TXUepz1x2qKQgCHC8q55vtWVw0prvXP4OIV0XEw1l/9nUUIu3agq2ZNQVBgIoqi4/XH3YpCpZWVBIe4n5huUvH9eCUgcms3n+M7gmRjOyR4M2QRXxr0Fn2l7Q5FQXF60rKK7n//Q18suEw0eGuSW9MzwQVBEVEpEUKSyv4+bvrmbc5g5TYCH5/4TBmjejKlEb6LaXERjT4WrKbvoPu9omIiNTXVA5Zm3acn7+7nt3ZhUzqm8jjs8fUjGavf86sEV29GquIdGyNLTQi0iqeW7SHjxwjLvKKKzB1XhveLY4rJ9ZO2crMK+GphTt5csFODucWt32wIiISkP799S4+35RBlQUZeSXc8/Z6covLT/h6153UmyFdYmu2zxvZlSnq3SQdTX4mLPoHfPOImr6LNGLe5gz+8tlWvthkL1o1Y1AKZwxNqXl9ZPd4rpzQAwDLsvjZW+vYnV0IwIq9x/jD3C1tH7SICI2MFDTG5ANWQ69blhXnlYik3Vmf7rwQmgX88aLhDO0ax/henQgKssuERwtKOe+JxRwpKAXgpe/38fndpzQ6kkNEpC0oJ/q/DfVyTXF5JTsz85nQJ/GErhcfFcqnd53C6v3HiQkPYVg3/V8sHUzRMXhmBuQftreXPw0/XgzxPXwbVwenfOR/Hpu/g8fm76zZvuu0Adx71mCeu3Eimw7mUlJeybg69zzHi8pJO1bkdI0N6TltGbKISI3GVh+OdSSVx4BfAd2BHsD9gBqRiMfqr4oVGRrMRaO7M7FPYk1yBLsBb3VBEOBoYRlz1x1qszhFRBqinOj/JvdzLv7FRbS8kBccZJjUN1EFQemYts6tLQgCFB+HDW/7Lh4BlI/80Uvf73PafnFJ7faI7vFMqHfPkxgdxuDUWKdztIqwiPiKJ9OHz7Ys6z+WZeVblpVnWdbTwGXeDkzajxun9OaWaX1Jig5jSJdY/nf9eOKjXFdvDAtx/ecY7mafiIgPKSf6qVun9+fGKb1JjA5jRPc4nrlhAlFhap0scsKC3fTQDNHsDT+ifOQnwoKd71fc3dPU9+9rxzG5XyJxESGcN6orv7tgmLfCExFplCd/LVcaY64F3sIeqn41UOnVqKTdiQwLJikmjJ6JUXRLcG2iC/YqxM8u2sMeR3+NPklRXKhVHkXEvygn+siSXUd4fMFOissquX5yb6d+tGDfhP3hohH84aIRPopQpJ0ZdiEseRyyt9rbCb1g9NW+jUnqUj5qYwWlFTz8+VaW7TnGqO7xPHDuUJJjw7nr9IH89sNNNcf97IyBTV5rQEoMb906xZvhioh4xJOi4DXA444vgMWOfSIe+c83u3ly4S4AdmQWsC0jj29+PpPgION0XGxEKJ/+9BTmbc7AwuKsYV2IDtcoDxHxK8qJPnAop5gfvrSSsooqAH75/gZS4sI5dXBKE2eKyAkLi4Zbv4Ztn0JlOQw9H8Jjmz5P2oryURv73Ueb+GDNQQB2ZRWQmV/C67dM5rrJvRnbK4HV+48zrlcnRnSP93GkIiKea7LiYlnWPuAi74ci7dXCbVlO2weOFbMrq4DBXVz/sIwMC+bisRodKCL+STnRNxbvOlJTEKz29bYsFQVFvC00EkZe7usoxA3lo7b3db17miW7jlJSXklEaDDDu8UzvJuKgSISeJpseGCM6WGMmWOMyTLGZBpj3jfGaNkx8djAlBin7aiwYLolqCeNiAQe5UTfqJ9HAAakasSSiHRcykdtb2CKc97pnRRFRGiwj6IREWkdnqzi8CIwF+iGvbrVx459Ih6576zBjHQMo4+NCOEvl4wkNsJ1oRERkQCgnOgDY3t14ien9icsOAhj4JwRXbhygu59RaRDUz5qY3+4aDi9EqMASIkN5+FLR/k4IhGRljOWZTV+gDHrLMsa09Q+fzNhwgRr1apVvg5D6jiUU0xidJieqImIVxljVluWNcFL1252TlQ+aj25xeWUVVSRHOtmVVQRET+jfNT+VFVZHMwppkt8BKHBnoyvERHxDw3lJE9+kx0xxlxnjAl2fF0HHG39EKW965YQqYKgiAQ65UQfio8MVUFQRMSmfOQDQUGGnolRKgiKSLvhyW+zm4ArgQzgMHC5Y5+IiEhHo5woIiL+QPlIRERazJPVh9OAC9sgFhEREb+mnCgiIv5A+UhERFpDg0VBY8wvLcv6mzHmScCl8aBlWXd5NTIRERE/oZwoIiL+QPlIRERaU2MjBbc6vqsbrTRLblE5oSGGqLAmB6KKiAQK5cQOKre4nJAgQ3S4cpqI+AXlozaWU1RGeEgwkWHqjS4i7U+Df+FalvWxMSYYGGFZ1i/aMCYJUGUVVfzivfV8vP4QocFB/OTUAfzsjIG+DktEpMWUEzueisoq7n9/I3PWphMSHMRt0/tx31mDfR2WiHRwykdtp6S8knvfWcfnmzKICAnmrtMHcvup/X0dlohIq2p0oRHLsiqB8W0UiwS4d1cf4KN1h6iyoLSiin/N38HG9FxfhyUi0iqUEzuWD9Ye5P016VRZ9kOvJxfuYvX+Y74OS0RE+aiNvL48jc82ZmBZUFxeySNfbGNHZr6vwxIRaVWezIVZa4yZC7wLFFbvtCzrA69FJQFpe4ZrktyWkcfIHvE+iEZExCuUEzsI9zktn/G9E30QjYiIC+UjL9uekedmXz6DUmN9EI2IiHc0OlLQIRE4CpwGXOD4Ot+bQUlgmj4w2Wk7NNhw8oDOPopGRMQrlBM7iBmDnHNaSJBhmnKaiPgP5SMvm14vD4SHBHFSPz0YEpH2pcmRgpZl/fBELmyMiQC+A8Id7/OeZVkPGmMSgbeBPsA+4ErLso47znkAuBmoBO6yLGueY/944CUgEvgM+JllWS6rbUnrmL8lk/dWp5MYE8Zt0/vROynao/POGJbKny4azqvL9hMdHsJdpw+ke0Kkl6MVEWk7J5oTJbB8sekwH6w5yEl9EzlSUEpMRCg/nTnA43woIuJtykfed/6obmTmlfLWijTiIkO554xBpMRGtMq1yyureGHxXpbvPcboHgncNqMfEaFayERE2l6TRUFjzCDgaSDVsqwRxphRwIWWZf25iVNLgdMsyyowxoQCi40xnwOXAgssy3rYGPMr4FfA/caYYcBsYDjQDZhvjBnk6JnxNHArsAy7KDgL+PxEPrA07tsd2dzySu1iZvO3ZPLdL2d6nKSun9KH66f08VJ0IiK+1YKcKAHii00Z/Pi1NTXb3RMi+eLuKYQGezK5QkSkbSgftY2bp/Xl5ml9W/26D326lZe+3wfAwm1Z7DlSwOOzx7b6+4iINMWTv3CfBR4AygEsy9qAXbxrlGUrcGyGOr4s4CLgZcf+l4GLHT9fBLxlWVapZVl7gV3AJGNMVyDOsqyljtGBr9Q5R1rZR2sPOm1n5Zfy/e4jPopGRMTvnFBOlMDx0TrnPHgwp5iV+7TAiIj4HeWjAPZhvVzz6YbDVFRW+SgaEenIPCkKRlmWtaLevgpPLm6MCTbGrAOygK8sy1qO/TTrMIDje4rj8O7AgTqnpzv2dXf8XH+/u/e71RizyhizKjs725MQpZ7UeNch8alxrTNMXkSkHfAoJyofBS53OU95UET8kPJRAOtSL690jgknRCPSRcQHPPnNc8QY0x97lB/GmMuBw55c3LKsSsuyxgA9sEf9jWjkcOPuEo3sd/d+z1iWNcGyrAnJycnuDpEm3DS1L/2Ta3smXXNSL4Z30+rBIiIOHuVE5aPAdduMfvROiqrZvnlaX/onx/gwIhERt5SPAthvzhtKdJjdniksJIjfXTDMxxGJSEfVZE9B4A7gGWCIMeYgsBe4tjlvYllWjjHmG+xegJnGmK6WZR12TA3OchyWDvSsc1oP4JBjfw83+8ULkmPD+fKeGaxJO05idJhuhEREnLU4J4p/6xofyYJ7Z7AmLYfk2HD6dtbiIiLil5SPAtgpA5NZ+uvT2ZSey5CucSRGh/k6JBHpoBotChpjxgL9gZ8CaUCQZVn5nlzYGJMMlDsKgpHAGcAjwFzgRuBhx/ePHKfMBd4wxvwTe6GRgcAKy7IqjTH5xpjJwHLgBuDJ5n1MaY7gIMPEPom+DkNExK+0JCdKYAkJDmJSX+VBEfFPykftQ1xEKCcP6OzrMESkg2tw+rAx5nfA28BlwKfANc1MNl2Br40xG4CV2D0FP8EuBp5pjNkJnOnYxrKszcA7wBbgC+AOx8rDALcDz2EvPrIbrTwsIr5WWQ7zfgP/GArPnQkH6rf1kfakFXKiiIj3WBZ8+zf410j47ymw8ytfRyReonwkIj5xeAO8eC48Ohg+uRfKS3wdkbSSxkYKXgWMsSyryBiThF2oe9bTCztWwHJZV92yrKPA6Q2c8xDwkJv9q4DG+hGKiLStJY/D0qfsn/MPwRtXwb1bIDTSt3GJt7QoJ4qIeNW6N+Brx5/QuWnw1rVwzyaISWn8PAlEykci0rYqK+DN2ZDnWDV71fMQHgtn/sG3cUmraGyhkRLLsoqgppCn5ZBERKrt/dZ5u/gYZGz0TSzSFpQTRcR/1c9JlaWQttQ3sYi3KR+JSNs6uqu2IFitft6RgNXYSMH+xpi5jp9NvW0sy7rQq5FJh5B2tIi/fr6VnVkFnDYkhfvOGkR4SLCvwxJpWtfRsPe72u2QSOg80HfxiLcpJ/qRLzdn8N9vd1NZZXHzKf24cHQ3X4ck4ltdR8OGt+vsMNBlpM/CEa9SPuqAsvJL+MunW9l4MJcp/ZP41TlDiQn3ZM1QkVbQqTdEJEBJTu2+LqN8FY20ssZ+k1xUb/tRbwYiHdOPXlnF9ky7DcqurAIM8MC5Q30blIgnpv8CjuyEHfMgOhnO/RtEdvJ1VOI9yol+YkdmPre/vobKKguAn721lh6dIhnXS//9SQc28RY4tA42vQ/hMXD67yCxn6+jEu9QPuqAfvbmOpbuOQrA7uxCSsqrePSK0T6OSjqM0Ei49Bn4+G67bVLfGXaekXahwaKgZVkaDypedTCnuKYgWG3BtiwVBSUwRMTDNW9DaYGdKIM0wrU9U070H9/tyK4pCIK9vsI327JUFJSOLSQcLnsWLngcgkPtL2mXlI86nuKyypqCYLWF27J8FI10WIPOhns2Q3mh3U9Q2g31oBCvqKisavKYzjFhdIpy/qN1UGqMt0IS8Y7wGBUERdrQgBTXPDEwteE/Tss9yEci7UZYlAqCIn7Ak3shT0WEBtErMcpp30A3uVDE64KCVBBsh1QUlFa1LSOPcx9fxIDffM5lT3/PgWNFDR4bHhLMI5eNqikMDukSywPnaJSgiIg0bMagZG6c0puQIEOQgSvG9+DckV1djks7WsSl/1nCwN98znlPLGJ7Rr6bq4mIiLSevJJybn1lFYN++zmn/G0h3+7IbvE1jTE8ctkoUmLDAeiTFMUfLxrR4uuKiAAYy7KaPioATZgwwVq1apWvw+hwznl8EVsP59VsnzKwM6/efFKj55RWVHKkoIzuCZHeDk9EOgBjzGrLsib4Oo5qykfekVtUTqVlkRgd5vb1655bzuJdR2q2h3eL49O7Tmmr8ERElI86oD9+vIUXluyt2Y6LCGH5r88gMqzls0oqKqvIzC+lW3wExpgWX09EOpaGclKTSxYZYwYBvwB61z3esqzTWjVCCUiWZbFk11GyC0o4ZUCyU0EQYN2BnCavER4SrIKgiAQE5UT/UVxeyaKd2fRPiXHbT3B9vfyz+VAe5ZVVhAZrkoSIBD7lI/+07sBxp+28kgr2HClgeLf4E75mUVkFC7ZmERUWzIxBySoIikir8mQd83eB/wLPApXeDUcCze2vreGLzRkAJESFMqRLLNvqTNE6qW+Sr0ITEfEG5UQ/sHT3UX7w4gpKK+yeTbfN6OfSfmJS30QW1GnEPq5XggqCItKeKB/5oZP6JbEmLadmOyk6zG0vXE9l55dy8b+XcDCnGLBz2du3TVE+E5FW40lRsMKyrKe9HokEnE0Hc2sKggA5ReVMG9CZxOgwNqTnMrlfIn+5xLXfRX5JOTsy8xnSJY7ocE/+CYqI+A3lRD/w5MKdNQVBgOcX7eX2Gf1JiAqjvLKKjQdz+flZgwFYvvcYo3vG89dLRvkqXBERb1A+8kMXju7G7qwClu45Su+kKH5/wXDCQ0586vDbK9NqCoIAa9Jy+HpbFmcN79Ia4YqIeFQU/NgY8xNgDlBavdOyrGNei0oCQlGZ60PJ4CDDGz+a3OA5X2/L4s431lBYVklseAhPXzeeaQM7ezNMEZHWpJzoB+rnn4oqi9KKKnZl5XP98ys4nFtCaLDht+cN4/kfTPRRlCIiXqV85Ecsy+Ket9fx4bpDAEzqk8hLN00kKqxlAyAK3dxvubsHExE5UZ6MO74Ru1/F98Bqx5c61AoTendiSJfaJcmDgwxXT+rV6DkPzt1ck9zySyv44yebvRqjiEgrU070A9dN7u20feawVFLjIvjHlzs4nFsCQHmlxV8/30peSbkvQhQR8TblIz+yeNeRmoIgwIp9x3hn5YEWX/eycT2IDK0dadg1PoIzhqW2+LoiItWafHRhWVbftghEAk9QkOHtW6fwxoo0svNLuWhMN0b3TGjweMuyOFRn+DvAwePFDRwtIuJ/lBP9w+Xje5ASG86CrZn0T4nhygk9AZymWAGUlFdxtKCMuIhQX4QpIuI1ykf+xd09Tf2cdCIGpMTw8U+n8u6qdCLDgrlmUi9i1H5JRFqRJ6sPX+pmdy6w0bKsLDevSQcSHxXK7af29+hYYwznjerKR3Weop0/qpu3QhMRaXXKif5j+qBkpg9Kdtp3/qiubEjPrdke0T2Ovp2j2zo0ERGvUz7yL6cNSSE6LLhmRlSQgXNHdm2Vaw9IieWBc4c2faCIyAnw5DHDzcAU4GvH9qnAMmCQMeaPlmW96qXYpB16+NJR9OwUxdoDx5nQO9HjgqKIiJ9QTvRjPzqlHxGhwXy1JZO+naO587QBvg5JRMRblI/8SEpcBG/dOoVnFu2huKyS66f0ZmyvTr4OS0SkSZ4UBauAoZZlZQIYY1KBp4GTgO8AJZx2IDu/lAVbM0mJC2fGoBSCg4xX3icyLJifnz3YK9cWEWkDyol+qqC0gi83Z9ApKoxnb5hAROiJr/YoIhIAlI/8zMge8Tx59ViPjj1SUMr8LZkkx4Zz6mDv3XuJiDTFk6Jgn+pk45AFDLIs65gxRt2724HtGflc/t/vyS+pAKB/cjSv3XISXeMjfRLP3PWH+N+3u6my4Een9OXScT18EoeIiBvKiW3g+cV7eXNFGrERIdxzxiCXacL1HS8s44KnFpPu6Ok0pEssc34ylcgwFQYlwJQWwIa3oPAojLgMOmu0qzRI+ShA7czM57KnvyfPce912pAUXvjBRKdjsvJK+GDtQYIMXDquB51jwqmorOIfX+3gs42H6dkpigfOHcLwbvG++Agi0o54UhRcZIz5BHjXsX0Z8J0xJhrI8VZg0nZeWLy3piAIsDu7kDP/9R3z7p5O94S2LQxuOpjLz95ai2XZ2/e+s54+naMZp+H3IuIflBO97LONh/nTJ1tqtm95ZRWLfjmT1LiIBs95f016TUEQYFtGPvM2Z3Dx2O5ejVWkVVVVwkvnwuH19vbif8HN86DraN/GJf5K+ShAvbBkX01BEGDhtiw2pOcwqkcCYM/gOveJxRwpKLWPX7yPz392Cm+sSOPpb3YDsP9oET98cSWL7z+NsJCgNv8MItJ+ePIb5A7gJWAMMBZ4BbjDsqxCy7Jmei80aSslFZUu+wpKKnhvVXrNdkVlFS8u2cudb6zh5e/3UVFZ5ZVYFu08UlMQrNm344hX3ktE5AQoJ3rZdzuynbbLKqpYtudoo+eUlLvmMXf71h3I4f73NvDgR5vYe6SwZYGKtLb9S2oLggAVxbDyed/FI/5O+ShAlbrNWbX3Vh+tO1hTEATIyCvhk42H+Xa7c37Myi9le0a+9wIVkQ6hyZGClmVZwHuOL2mHTh+S4rQicLWQ4NreFr//eDOvLUsD4JMNh9l7pJDfXzi81WMZ0jXWZd/gLq77RER8QTnR+9z9zh/SJa7B48srq0g/VowBqp8ppcaFc84I51Uft2XkceV/l1LmeKg1d/0hFt53Kp2iw1ordJGWCXLzZ3lwaNvHIQFB+ShwXTu5F3PXH6Kiys5a8ZGh9E+OrnndXX/BkCBDcmy4y/5O0fodISIt0+BIQWPMYsf3fGNMXp2vfGNMXtuFKN729Ld7XPalxoVzxYTaXn7v1hk1CPDe6vT6p7SKmYNTuHlaX0KDDaHBhhum9Obs4aleeS8REU8pJ7ada07qxfmjumIMRIYGc/+sIY0+HPrvN7t5a9WBmoJgVFgw790+hfgo5xulD9ceqikIAhwvKuerrZmI+I1eU6D3tNrt8HiYdKvv4hG/pHwU+Mb3TmRwl5ia7dzicn43d3PN9iVjuzu1cOqTFMX5o7oSH+laAFy9/7h3gxWRdq/BkYKWZU1zfNcwrXbsWGEZWw87//2QEBnKvLunkxBVO3oiKTqMQ7klNduJrTiy4mhBKT9/dz3f7shmYEosD182knvOHIRlWcRG6OmXiPiecmLbmLM2nYc/30ZOUTlXjO/B/503jFg3N0F1Ld7l3GKiqKySYwXl9KzXijbJTd5yt0/EZ4yB6+fAtk+g8AgMuxBiu/g6KvEzykeBr6S8ks2HnKf9Lt55hM82HubPn2zhSEEZ543syvg+nQgLDuLcUV2JCQ+heyfXXu9J0a6jB0VEmsPjrqTGmBRjTK/qL28GJW0nITLUZTGRCX0SnQqCAA+cO5QQx1D20GDDA+cMabUYHvp0K19vz6bKgu2Z+dz5xloiQ4NVEBQRv6Wc2PrSjxfx83c3kJlXSmlFFe+sSmfOuoNNnld/5cXI0GD61pmGVe3KiT0ZnFp7D33KwM6cOjil5YGLtKaQMBhxKZx0qwqC4hHlo8ATERrMgJQYp30DU2O4+611HMotoayyijnrDlJYWsGVE3sSE26P47lmUi+nacanD0lh6oCkNo1dRNqfJnsKGmMuBP4BdMNe6r43sBVo/YZy0uaCggz/vHI09727nvTjxYzuEc+DFwxzOe6C0d2Y1DeR9QdyGNMzgZRGVoGstiMzn399tYOMvBIuHtOdG0/u4/a4NWnOw94P5hTzt3nbuP/sIQS56akhIuIryonesyE9l8oq55WmXl+WxuyJvRpdWfFnpw9kV3YB3+3IJik6lIl9kpj9v2X0T4nhl2cPpmdiFGD3bPr0rmks33uMiNAgxvdO9OrnERHxJuWjwLP1cB6Pzd9Bdn4pZwxNoaKyin1HixjaNY7LxvVg1T7ne6I1acfZdDCXf321g+yCUi4d250v7p7Osj1HiQ4PYVyvTg28k4iI55osCgJ/AiYD8y3LGmuMmQlc7d2wpC2d1C+J734xk/zSCre9KqqlxkVw1nDPnlqXlFdy7XPLyc63V85am5ZDZGgwV07s6XLsxD6J7Dta5LTvf9/uISk6jFun92/GJxFpI0d2wrePQN5hGHk5TPihryOStqOc6CVjeyUQEmRqGq+DPXr80S+38+tzhzZ4XnxUKK/cNIn8knL++81u/v3NbgC2HM5jR0Y+8+6ZXnNsSHAQUwd09t6HEPEnB1fDon9CaT5MuAmGX+zriKR1KR8FkKKyCq59bjnHCssAWJOWw2NXjWbm4FTio0I5VljG7+duprSitvft6B4JXPf8cnKKygH74VlcZCiXjuvh9j1E2q2SXPjmYTuv9ZkG038Boa7T6eXEeDJ9uNyyrKNAkDEmyLKsr4Ex3g1L2lpQkGm0IFhfVl4Jy/ccpaS80u3r6w7k1BQEq83bnOH22N+cN5ST+7kOfZ+/JcvjeETaTEUZvHwhbHwX9i+GT+6GdW/4OippO8qJXtI1PpKHLhnhsr+h3FFfbEQo8+stHLI9M5+0eg+dRDqEwiN2rtr2Cez9Ft69EfZ86+uopHUpHwWQlfuO1xQEq325JbNmUazE6DD+fc04+nWOJjY8hBun9GZwl9iagmC1r7ZogSzpgObcDsv+AweWw6J/wBe/8nVE7YonIwVzjDExwCLgdWNMFlDh3bDEn722bD+/n7uZiiqLpOgwXr5pEiO61/Z0KiytYE92AUEG6s4E69s5mv1HC3n4823syS7kzGGp/OyMgSREhfGf68Zx0l8WOD0d65/i2hNKxOfSV0L+Ied9W+bCmGt8E4+0NeVEL7pkbA8e+WK7041T386e5YI1acfZc6TQaV90WDDJsZ43Ybcsi2cX7WHO2kN0iQvnvrMGO+U3kYCxawGUFTjv2zoX+s3wTTziDcpHPlBRWcWTC3fxxaYM+nSO4pezhtA/OabJ86rqtccA6JPknN/OGJbKGcNSa7bTjhZhDFh1Tu0UHcrH6w9xUr9EUmKbbuckEvAqymD7Z877tnwEFzzum3jaIU9GCl4EFAN3A18Au4ELvBiT+LGisgr+8tnWmuldRwvL+Pu87ViWxT+/3M74P33FqD98ya/nbKLKguqWgKN6xPPjGf344Usr+XxTBtsz83nq6108uWAnAAlRYdw6vV/N8Z1jwrhz5gBffESRxiX0AlPvV2enPj4JRXxCOdGLwkKCeOjiEcQ6mqr36BTZ6NThuh75fBvllc43XYVllZz5r28aHNVe3xsr0vjLZ9vYejiPr7dnc8MLKygu8+xcEb/iLi8pV7U3ykc+8N9vd/P4gp1sz8xn3uZMfvjiSiqrLIrLKvm/Dzdxyt8WcsvLq9h/1Pkh1Zsr0py2jYGrJ7lfF+ZYYRk/eX01F/57Mb0TowgNtm+QeiZG8sbyA/z0zbVMe+RrFu3M9s6HFPEnwaEQX68FmfJZq2qyKGhZViGQDJwLHAPecQxVlw4or7iCono3SBm5Jby3Op0nFu7iaGGZU6P4Kgv+d/045t45jfzSSvZkOyfIBdvsKcKlFZW8tfJAzcjCIwVl/Gv+Tu9+GJETkdATZv4GghwDrVNHwLR7fBuTtBnlRO87Z2RXlv/mdL66Zzp/u2wUf/h4Mxc9tZh3Vh5o9LzDuSVu96cfL+GX76336L0XbnVuW3GssIy1B443cLSIH+t1Ekz8EeB42trnFBiv/rftifKRb1Tfu1RLO1bErqwC/vr5Vl5dtp8Dx4qZvzWT215d7XRcRp5zjrIs5xGAdf3uo018tjGDnKJy9h0tok9SNDMHJ5N+vLjmmLKKKv751Y7W+VAi/swYOO8fEO6YuRHVGWY94tuY2pkmi4LGmFuAFcClwOXAMmPMTR6c19MY87UxZqsxZrMx5meO/YnGmK+MMTsd3zvVOecBY8wuY8x2Y8zZdfaPN8ZsdLz2hDFGS9L6SJf4CCb1dV6x8cIx3Vi6p+G/QWIj7F4ZqXHhNaM/qg1IsYfbbz2c79KD8P3V6eytNxVMxC9M/zncuw1u/x5+vBhiU5s+R9qFE82J0jxRYSHER4byw5dWsmTXUdan5/LL9zfw9baGe81eNKZbg68t2eXZffKAVOcpYMFBhn6dm54WJuKXznsU7tkMd6yEH3wC4fq33J4oH/nGgHpThaPCgumWEMF3O5xH7W3LyCerTiHwwtHOOWpMzwR6JUW5fY9l9e6rdmYV8PX2bJciYm6xc79BkXZr0Flw31a47Tu4d4v94EtajSfTh38BjLUs6weWZd0IjAfu9+C8CuA+y7KGYq+MdYcxZhjwK2CBZVkDgQWObRyvzQaGA7OA/xhjgh3Xehq4FRjo+Jrl4ecTL3jm+vHcOr0fpw5O5o8XDecnp/ZnVAM9l/olRzOpj11EjAoL4S+XjiQuwi4MDu0axy/OHgxA36RoQoKca70W8O12LTYifiomGVKH20+vpCM50ZwozbR41xGnPrOAy0Iidd19xiD+7/xhpMa59hAc2cOzvoC3z+hf8+ArMjSY/ztvKF3i1bNJAlh8d0ge5OsoxDuUj3zA7jUbB0BsRAgPXTKC2IhQBneJdTouOTacxOiwmu2bp/XloUtGMHNwMjdP68vzN05o8D1GetjL9uqJ7qcfi7RLYdHQdTSEeN4rWjzjyUIj6UB+ne18oPE5PIBlWYeBw46f840xW4Hu2P0vTnUc9jLwDXYCuwh4y7KsUmCvMWYXMMkYsw+IsyxrKYAx5hXgYuBzD2IXL0iICnPp8XTt5N5sPpTHnLUHiQwLZmjXOCb3S+LGKb0JCa6tPV8wuhtnDkvlSEEpPTrVPh2Ljwrlygk9eaNev40BKc4JViQgWBYs/DOsfBZCo2Hmr2Hc9b6OSlrHCeVEab7qkeRN7asWHGS4eVpfbpjSm0v+vYRNh/IA6BIXwUOXjHQ5/qstmfz50y1k55dyydju/P7C4SREhfHObVNIP17EzswCIsOCqaqyCApS8V9E/I7ykQ90iY/gk5+eQvrxIpKiw4kMs8ew/Pa8YaQfL2bzoTxSYsP5+xWjne6B3l2dzpMLdlFUVsGwbnEY7Dw0ODXWZcTgHy8awV1vrWVtWg79k6M5kl9KbkntGjJd4yP4zXlDOX9UwyPkRUQ85UlR8CCw3BjzEfbgrYuAFcaYewEsy/pnUxcwxvQBxgLLgVRHwRDLsg4bY1Ich3UHltU5Ld2xr9zxc/394kfKKqr4ycwBjO2VQFxEKGcN70JYiJ0IS8orOXCsiH7JMQQHGSJCg50KgtX+cNFwDuYU822d4ffzt2YybWDnNvscIq1i8wew6FH755JcmPtT6DERUob4Ni5pDS3OieKZUT0S+Mmp/Xl20R7KKy3OGJraYFP2ukKDg/jkrlMoLK0gv6TC7Ui/Y4Vl3PnGmpqRiK8vTyM1LoLk2DBKy6uYs/Yg69NzARjfuxOv33ISEaHBLtcRaReO7bF7NUUn+ToSaR7lIy8rragk7WgRfTpHExrsPMGu/r1Mz8QoPr3rFLLzS+kUFepUENyVVcD972+omf7776938+x3eymrrMIYuO/MQdx52kCna835yVRKyiuJCA3my80Z/PL9DeQUldM7KYorJvQk2BjKK6tc4hIRaS5PioK7HV/VPnJ892gIlzEmBngfuNuyrLxG2gG6e8FqZL+797oVe5oxvXppOHVbeXLBTp5cuJOyOqs+juuVwLs/Pplvtmdxz9vryCupoFt8BM/dOJFh3eLcXic0OIiUWOfhwC8v3cdNU/s22HNDxC+lLa+3w4IDy1UUbB88yonKR63jl7OGcNv0/pRUVJIa17xpvNHhIUSHu/8zZ9PBXJepyU8s2ElFleufF6v3H+ezjYe5dFyPZr2/iN8ryYU3ZkPa9xAUCqfcBzMf8HVU4jnlIy9asusId76xhuNF5aTEhvO/68cztlenJs9LjnWd2rhm/3GXfoBllXYOsix49MsdfLM9m2dumOA05bj6YdRZw7swfVAy6w/k8JPX1/DovO0ATOzTibdvnaLR7CLSIk0WBS3L+sOJXtwYE4pdEHzdsqwPHLszjTFdHaMEuwLVTePSgbprTfcADjn293Cz312szwDPAEyYMKGB9ZykNW05lMc/3Kx8tSYth2+2Z/HrORvJcwx3P5Rbwp8+2cKbt052Of6dlQd4bP4OsgucFxuxLDhWVKaioASWnpNgxf+c9/WY6JtYpFV5mhOVj1pPfFQo8YQ2edzry/fz5IJdlFdWcdO0vtwxc0CDxw7vFkdYSBBldQqD7gqC1Y4VljUvaJFAsPQ/dkEQoKocvn0YRlymHoQBQvnIu349ZyPHi+yFPLLyS/n93M18dOe0Js/bejiPX8/ZyNbDeUwfmMzDl41iXO8EjGl4tWGAVfuP8+TCnTx4wXC3r0eEBrNwWxZH6+SjlfuOs2T3EU4ZmNy8DyciUocnqw9PMMbMMcasMcZsqP7y4DwDPA9srTd8fS5wo+PnG6l9qjUXmG2MCTfG9MVeUGSFY6pxvjFmsuOaN9Q5R3xkQ3oOH607yNoDxxs8Jq+4gsw85yKfu9WEt2fkc/8HGziUW0J5pXO2HJwa2+AiJiJ+a8RlMO0eCIuFmFQ4/zFIHebrqKQVnGhOlObbejiPvUcKsSyL73cd4fONhykuq3R77KaDufxmziYy8ko4WljG3+dtZ0Eji5IkxYTzxOyx9EyMJDwkiAHJ0Q0eGx0WzDkju7b484j4nWO7Pdsnfkn5yHsqKqtIO1bktG9nVgF5JY2v9mtZFne8voa1aTmUlFfx5ZZM/vjxZgakxPLXS0aSHBtOdFgwE/u4H3G4IzPf7f5q9Ue4A5SWu+4TEWkOT6YPv469utVGoDm/daYC1wMbjTHrHPt+DTwMvGOMuRlIA64AsCxrszHmHWAL9srFd1iWVf3X/+3AS0Ak9gIjWmTESwpLK9iVVcDgLrEN9k966NMtPLtoLwBRYcGEBhuXYl6QgZ6JkUzpl8TSPUdr9p81PNXleiv3HXN5ctY/OZqzh3fh5ml9NSReAo8xcMbv7S9pb040J4qHisoq+MGLK1mx9xgAKbHhZOXbD5i6xUfwwU+muvQJXLnvmMt1Vu47zulDXXNOtVkjujBrRBcAFu/M5rrnVzi9PqxrHGN7JXDDlD50T4hs0WcSaXVHd9vDjjo3PCK2SUPOg43v1m5HxEPvqS2PTdqK8pGXhAQHcfqQFOZvzarZV1RWyeS/LODx2WM5c5j73HK0sIw99QZArNxnD6CYPakXsx19cS3L4q2Vafzuo81O91CnDkqhpLySL7fYD7XOHJpas5AJ2PdRL32/r2Y7MjSIaQPUe11EWsaTomC2ZVlzm3thy7IW474fIMDpDZzzEPCQm/2rgBHNjUGa5+vtWdz1xlrySytIiArlf9eN56R+zk2ns/NLeWHJvprtorJKxvWyh8SvTcuhevZVlQX/mr+Dp64Zy9/nbWfzoTymDujM3WcMpL6xvRJc9p05LJVfzlL/NRHxOyeUE8Vz765KrykIAjUFQbDbULy6bB+/ONs5P7jr8+Qut7izcFsmt76yumY7IiSIqyb24rfnD1UDd/E/VZXw/s2weY69PWgWXPkqhIQ1fp47wy+BkjxY+xpEd4YZ90OE+77P4peUj7zoH1eM4e9fbuO91emUOEbjFZVV8vu5mxssCiZFh9E7KYr9R2tHGbrLRWWVVXyxKbOmIBgTHsxNU/ty5cSenPfEInZn24XFfsnRfHTHVGIj7BYay/c4PwArLq9i5f5jmj4sIi3iyV+7DxpjnjPGXG2MubT6y+uRSZv73UebyC+1+//lFJXz4NzNLscUlVVQWa/vUkhQEM/eMJH67ZgOHi8mKSachy8bxcc/ncavzhnidvRh76RogustQLO8zuhCkXbJsiA/A6r0cD/AKCd62cGc4kZfzyuucNk3pmcC/3f+MDpFhRITHsJPTxvA2cO7ePR+Ty7c5dRPsAr4xazBLgXBorIKSsrdT18WaTPbP68tCALs+MJe8b65SnKhNB/G3wi3fAVXvwndxrRamNImlI+8KD4qlD9fPJKwerkgI6/E5V6omjGGp64ex5AusRgDpwzs7LZH4IdrD/Ltjuya7YLSSsb26sSnGw7XFAQB9mQXMnd9bSt9d9OX3eVEkXat6BiUN/63ojSPJyMFfwgMAUKpHZpuASfwF4j4q8oqi0M5JU77tmXkc/Uzy3jqmrEkxdgrafVOiubk/kl8v7u2aHfNSb1IjA5z2X/+qG5O1yurqOLNFWlsPJjL1AFJXDLWXj9mU3oOVfXmD5dUqA+ytGOH18M7N8LxvdCpD1zxEnQb6+uoxDPKiV527siuPLdoT82DJoP9PzBAaLDhigm1a48VlFbwytJ97DtSyNnDu7D2d2c1+/3q9ymsqKyiorK2WF9ZZfGbORt5b3U6YSFB/OTU/tx5muuod5E2kbPfdd+eb2HYxRDqwQrdVVXwyd326MCgYJh0K5ztMklHAoPyURs4f3Q33lieVrM9a0QXghtpbTSyRzxf3D0dy7Iwxv1xB465FjR2ZOa7HZ1eUqdn4OlDUnh16f6aB1ld4yOYOUSjBKWDKCuE926yH4aFxcBp/weTf+zrqNoFT4qCoy3LGun1SMSngoMMZw9P5bONGU77l+45yqNf7uCvl9b+E3j2hgm8vnw/e48UcfbwVE4dnALAf64dx2/mbGLdgRzG9krgp6c597l54IONvL8mHYD3VqezYGsW3+8+6nZVxxun9G7tjyjiP+beZRcEAY7vg7k/hR8v9mlI4jHlRC8b0zOBF384iVeX7iciNIgrxvdk9f5j5BaXc/n4nozsUbv41C0vr2SZYzrVO6vSmTGwM4VllVRUWZw2JIXbT+3f5BTgH5zch199sLFm+6Ix3UmIqp2K+cGadN5aeQCAirJKHv1yB6cMTGZ0z4RW/NQiHho0C+b/Hirr/O20/g3YvQBu/BiSBzd+/pY5sOZl++fKSlj6FAw4A/rP9FrI4jXKR23gwQuGkRobwWebDlNUWkFxWQVr045TUFrB4l1HGNY1jgtGdXPpgd5QQRAgNc61gP/qsn188JOpPPX1rpp7o8ToMC4YbS909cGadO5/fwMVVRYhQYbzR3XjgXOHEBXmye28SDuw9D92QRCgrADmPQCDZ9kDLKRFPPktsswYM8yyrC1ej0Z86m+XjyYqLIT3Vqc77d9yOM9pOzo8hFun93c5/5vt2Xy68TBgT/8KCTI8Ntse/VRSXsmH6w46Hf/JhsMu15jcL5E7Zg5Qbwxp37Lq/TrN1K/XAKKc2AZmDEpmxqDaPDBjsGtO2HeksKYgWO3bnUdqfl53IIfCsgoeOGdozfERocEui5TMntSLbgmRLNiaSVFZJYNSY8nMK6m5aaufA6v3qSgoPpHUH67/EBb9A3YvpGYcbUEmfPsIXP5C4+e7yzdZW1QUDEzKR20gPCSYKf2TeGzBDiwLDhwvZvHOo5TVGVH+2rL9XDK2BxeM7lrT/68xxeWuU37Tj5ew/2ghj88ew6p9xwDDlRN7khIbQUVlFX/+dGtND8KKKou9RwrcFhdF2q2seq3NrCrI2qaiYCvwpKfgNGCdMWa7Y6n7jVruvn2KCQ/h4UtH0rXeDdO0AUkNnOHsxSV7nbY/Wn+IIwV2g/jgIIPLEsNujOnZSQVBaf8GnNH4tvgz5UQv23wolx2Z+U0eFx0e0ugULoDPN2ZQUl7JjS+s4NRHv2HKwwv49ZyNLsdN7pfEin3HeXd1Og99tpWz/vUdaY5G8fVXdgwOMkzp51leFPGKPlMdU37r/V2Vn+H2cCcD6q31Z4KgnwqCAUr5qI18vumw021M3YIg2CsM/3rORi769xKKypru8Xdyf/crBl/73Aquf34Fn2w4zBUTetSsfF9eaZFT5DyzKjOv1N0lRNqv+vdLYTHQ6yTfxNLOeDJScJbXoxCfKyqrYM7agxzJL+PBC4bzxIKd7MrKJzgoiDdXpPHVlkx+cuoALh7bvcFr1J+iFWwMIY4btn1HCqlsoiYYbOyRgn/5bCs5RWVcMaEnE/sktvizifidC5+Ceb+GA8ugxySY9VdfRySeU070kpLySn7w4oqa0X8JUaE8c/14lu4+xkfrD9IlLoJfzhrCGMcIveTYcG45pS//+3ZPg9cMDwniyv8tZUN6LmA/m3pjeRoXjOrGlP61hb1vd2Sztc6IwNzict5YkcavzhnC6UNTefCCYbyydD+RocHcdfpA+nSO9sL/AiLNkDIUuoyCjDo1oFFXNX1e75Ph4qftaVjBITDtHkgd5r04xZuUj9pAcVkl2fmeFeD2ZBfy5ebMRu+XAEZ0j+cXZw3m0S+3O5X2yyrsYuPu7EL+9dVO/nHlaAAiw4I5e3gXPt9UW/hPiAolt7ic+MimRyaKtAtjroXCbFj3BkQnw2m/hchOvo6qXWiyKGhZ1n4AY0wKoDHK7ZBlWVzz7HLWHcip2RdksJu8V1ZSXF7JscJy7nlnHQNSYhjRPd7tde6YOYAfvbKqpvntDVP61PRlamqMYO+kKB66eAS/eG8Dh3PtBU/eX3OQd26bzPjeKgxKOxOdBJf+z9dRyAlQTvSeOWsPOk0Hzikq57rnllPmeKK0J7uQH7y4gqW/Op3IsGBW7jvG2v05dEuIoHNMeE3hr1p0eDA7swrcvtf+o4VORUHLzUh2q07m+uHUvvxwat8WfT6RVnfdB7DkMbs37dALYbQHRUGAMdfYXxLQlI+8z7Isrn1uGWvScmr2GaBHp0gOHHe/+ml+iWuvdHfuOG0A3TtFcvfb69y+vv9oodP2P64czaZDuTWLlGzLyOe3H27iyau1UJ10EMbYD7Km3ePrSNqdJouCxpgLgX8A3YAsoDewFXBdX10C0qr9x50KgkDNqo91WRZ8v/tITVGwrKKKkCBT01h35pAUvrp3Bt/tyGZgSgwnD+hMeWUVf/1sq0ufwmqzJ/bkrtMHsuVQHv/8akdNQRDsFR/fW31QRUHxvqJjkLbMHnmRqBt/aZhyovccznG9wSqrN8Q8p6icF5fsYU1aDt9sz655CHUop8Tl3LiIUApLK132R4QGUVxeyTmPLyLIwG0z+nP2sFR6dYoi7XiR49wQrp7Yq957l2GM0agM8Z0ju+DoTnu0X0Q8xCRr5eAOTPnI+9akHXcqCAKcPTyVjQdde81We3bRXtJzSogJC+GMoSk8u3gvn2w4TI+ESH40vR99O0czvncnQoODOOpmscVqs0Z0cdoODQ5yWbX4m+1Zzf9QIv6iohT2LoKoROg+ztfRdGieTB/+EzAZmG9Z1lhjzEzgau+GJW2pqZ5MdUWEBFNWUcWv52zkw7UHiYsM5f5Zg7nKcfPUt3M0fetMq7rt1VUs3Jbt9lrGwFnDu7AtI49bXlnl9pjEaN18iZftWwyvXwnlhYCBWQ9reXtpjHKil5wzsitPfr2ryfazf5u3w6PrVU/DqhYcZJg+sDNnDkvl13M21ez/2VtrGdIltqYg2C85mpdvmsia/Tn886sd9EuOZv/RQj5ad4ggY7h+Sm8evED33NLGvvs7LPyz/XN4PNwwB7qP921M4mvKR162z9Fbtq7jReUUlDbcNzDtWHFNW4vH5u+oaZ+050ghDzhWuu+VGMnwbvHM2+S+D+jwbnHcVG90emhwEP2To9mdXTuCcEiX2GZ9HhG/kXcYXjgLctLs7RGXw+XP+zamDsyThUbKLcs6CgQZY4Isy/oaGOPdsKQtjevViakeLiaSX1rBq8v2897qdCqqLI4VlvHABxs5cMw1aR44VuS2IBgeYv+zsyy49ZVV/O2LbW7fKzTYcM2kXm5fE2k1C//sKAgCWLDwT1DufkqICMqJXjO0axx/v3xUq13vaGEZocH2Qy9j4PcXDOPFH04iO995ZIZlwdbDtQub7Mku5KkFu/jZW+uYu/4Qj83fyZy1h6iy7BUfX1yyj+92uH/YJeIVxcfh27/VbpfmwjcP+y4e8RfKR172yvf7XPYt33uM3OJyj85vqJ962rFiPt+UQZX7lzmYU1wzE6uuv10+umbxkX6do/nzxSM9ikPE7yx/urYgCLDpPUhf7bt4OjhPRgrmGGNigO+A140xWUDTyypJQHnph5N4YfFeHv1ye81y9+4M6RLLx+sPOe2rsuDtlWn8/OwhTvsbGoFYWmf0RkWVxbYM9z2fyist7nt3PW/+aDLGeD6aUaRZCo84b5cV2kXB0EjfxCP+TjnRi6YPSsY0slh9UnRYo9Ot6rtlWl9G90xgaNc4eifZo9iHdG16ZMV3O480+vqOzHymD0r2OA6RFinNh8p6/+7r5y7piJSPvGx7Rn6Tx9x6Sl9eWbafkvKGSnzN1z0hkqMFpfz5062s3n+c8b078X/nD2N8705898uZHC0oJTk2XPdHErgKj7ruK1Je8xVPRgpeBBQB9wBfALuBC7wZlLS90OAgbpvRn0evGN3gMXGRIZw2JMWpOXu1/327h0M5xWTllfD5xsMcOFZEt4RILq23+taEPs1bIWjZnmMs33us6QNFTtTYa523B59j97YQcU850YtSYiO4cnzPmu0g7GlUIUGGsb0S+O9142hGxwtOH5rKrBFdawqCAGcNS+WGKb0JDTaEBhsuHdud0DoXjQoNqhnR7o4xqCAobSuhF/Q5xXnfaM0SFeUjb+vbxErzEaFB3HXGINb89kymD+zs8npUaBBd45u/BkzvpGjuf38Dc9YeJO1YEXPWHuT211Yzb3MGmXklxEeFqiAogW3M1WDq/K0V1wP6zvBdPB1cgyMFjTEDgFTLspY4dlUBLxtjpgMJgJvyrgS6i8Z0JzQ4iA9Wp7N49xGnp16/OWcoxhhOHZRMZGgQxXVeK6+yeHbRHl5flkZZZRVBBv566UgevGAYZ4/owoFjRZw2JIWI0GCm/+3rmubwdaXGhZNfXE5RvSdtOzPzmdzPs+nNIs027R6ISYVdCyB1GJx0u68jEj+knNh27j1zEAu2ZXKkoIwqoEt8BJ/eVVsQiQwNprDMdQGRalFhQSTFhHPb9P5M6GMX+NOPFxERGkznGHtkxR8vGsEvzh6MMYaY8BCundybV5fuIyQ4iJLySj7ZcLjB6984pQ+DUtXHSdrY7Ddg3q9h47tQUQJLn4Sek6DbGF9HJm1M+ajtnD28C1vrjRYMDwmitKIKA9xzxiBiwu3b6VduPokN6TkcLywjt7ico4VljO/diYv/vcTlugMcvQEbmpvVt3NUTV/Casv31g6UiAoN5oFzh3D9lD4t/YgivtFnGtwwF9a9YQ/GmPwTCNUi6r7S2PThx4Bfu9lf5HhNT6LaqXNHdqWkvJL525xXtMrKLwXgX/N3OhUEqy3YmkVZpb2/yoLfzNnE/e9vpFt8BA9dMpJHvtjGvM2ZDb7vj07px3ur09lWL/lWVLXecHwRt8ZcY3+JNOwxlBPbxKvL9nOkoHaq5IKtWdz/3noeudweyX7TtL48uXBXg+cXlVXx4uWjOalfEiXllfzk9TUs3JZFkIF+yTF0jgnjvFHduH5y75pzxvfuxPjenSgorWDsH79s8NpjeyXwq3OGNPi6iNdExMGB5XZBEOxeTJ/eBz9a4Nu4xBceQ/moTcye1ItXlu3nmKNtRXJsGKlxEWw6mEdIkOF4URm/en8De48U0j85moXbssnIK2FcrwSeuWECucXluBkHwcDUWHbVWTCkrl6JUdx4ch++2Z7N5kPuVzkuKq/kwbmbOXVwCj0To1rt84q0qb6n2F/ic40VBftYlrWh/k7LslYZY/p4LyTxlcoqi883Haa4rJJFO12bqB8vLiMrr4Tv3Lw2vFscafVW6KoeDXgot4SfvrnWZaWuk/p2YvX+HKosi1MGduamqX1Zs/+4S1FwZ5b7pCnSbuQehK0fQ3RnGHohhIT5OiJxpZzYRjLySlz2vb0qnasm9WJcr07cd9Zg+ifH8OG6dDal53HETY/BrYfzCA0J4l9f7WCRoz9glQW7sgrYlWW3pth+OI/Nh/M4cKyY80Z24dfnDcXgvp9hfGQoD186grOHd3Xb/F3E66oq4chO533Z2xs/R7mlvVI+aiOdY8I4ZWBnPl5/iJCgIHonRbNq33HAniX13zqj+eq2O1qTlsOFTy5m4c9PZVyvBNak5dS8dtnY7uSUuF+oJCI0iP9eN461aTkMTIkhM6/E6SFZXVWW3fNQRUHxW+mrYf8S6D4e+kz1dTTSiMaKgo2N31QH/namrLySqY8sJLuBxAOwbn8Osx7/jmOFromsoSdZ1eoXBAGW7z1e8/O3O47w6cbDXDWpF59tynA67t1VB/jZ6QNJjdOQYglQVVWw7WPI3Az9T4deJ9W+lrkFnj8LyhzF8D6nwI0f243LxJ8oJ7aRikr3o8M3H8pjXK9O5BaV86/5O9h/1HXVe4AgAxYWlz39fYMLlgC8trx21buXl+6nU3QY+48WuW1vkVtczve7j3HOyG7N+zAirSUoGAacAbu+qt038MyGj29pbqmsgC0f2oXInpOg1xQIU/HBTygftZEP1hzko3X2AotllVU1BUFPHMot4bVl+4mLCHXa//7ag0SHBbs9p6S8ivOfXOw0uvCqCd15f80hl9wUFRbc7F7tIs2Sthx2L4DU4TDkAgjyZDkKh1UvwCf31G6f/iCccm/rxyitorH/Z1caY35Uf6cx5mZA60W3M/+av6PRgiDAmgM5LgXBqAaSWn2pseFO2+7+JN10KJcZg5IZ2zPBaX95pcV7q9I9eh8Rv/T5L+CdG+DbR+CFs+z+GdVW/K/2pg1g3yI4sKLtY5SmKCe2kYJS136BxsAUR2/ZOWvTGywIApwxLJUvNmU2WhB0Z8HWLOasPdjg65sO5TbvgiKtrc805+3IRgoCbnPLcs/f68Pb4f2b4duH4bVL4W99YNl/mxWueI3yURtp6e/9v362jW92uM6wKiyrJDo8mMGpMfSvt5hJ/edSc9a6FgQBHr9qDAlRGv0rXrLuTfue5dtH7HuYz+5r3vmL/um8vfhf9iAJ8UuNFQXvBn5ojPnGGPMPx9e3wC3Az9okOmkz+xq5wWpMQyM6wC4Ydo4JY1jXWCodd2dhIUH0Sox021h32gB71a6LxriOxPigkRs1Eb9Wmg+rX3Let/TftT9XuY6idbtPfO1ulBPbxFnDUp22g43hkUtHkhQdxm/mbOSx+TsbONO2dNdRQoJdHz0ZaHTl4oM5jefBMT0SGn1dxOvq55K1r0G563R7wJ5u7LKvAvIOwUd3wHNnwHd/t0cE1pefaS9oUldFKcx7AI7vP6HQpVXdjfJRmzi5v+uKws1R2cjTqcLSSl7/0WRG9ohv9Bplle6v8fySvRS6mYkl0irq3qsArHkFSppRJK+fg9zlJPEbDRYFLcvKtCzrZOAPwD7H1x8sy5piWVZGQ+dJYLphSm+3+93cVzlpKFEBVFVZHCkoY8vh/Jp+GGUVVRSVuRYSTx+SwikDkwFIigl3eX3fUfUVlEBlwNT7VVt3e+ItEFJnJlD38fY0LfEryolt58qJPfn9BcMY3TOBM4emcNHYbvz2o81MeGg+ry9PI6fYfS+mavmlFWTllbrsDw0JYt490wltoDJYfyS8AQanxhIdFkyQgRe/38ctL6+kpFx/2IqPBDtPQyQoxDW/VJt4C4TUmUnafTz0OhnenG0XE9NXwsI/24XB+kyQ+2nGVlXTfQzF65SP2s6sEV349blD6J4Q2ehDpWrxkSH0SfJsmv2oHvEcOFbEh47pyc21bM8xXvp+3wmdK9Kk+lOFTVDD+cadk+903p7yk+ZNP5Y21VhPQQAsy/oa+LoNYhEfmtK/MxeN6VbTN6NaWEgwxfVugK6a2JPvdmRzOLeBp9MOJRXuRxHmubmh+2ZHNre/tpofz+jH3W+vc3n91EHJTXwCER/JOwxHd0GPCRDqppVPeAxMuhWWPuXYYWBanR4b3cbC7d/Dpg/sZvCjrlLS9GPKiW3jB1P78oOpfflqSyY/emVVs8/fmVVAWHAQZXVGs182rjvvrkpvdORGtdE94hmYGsv8LZkUltXmwPlbs3hzRRo/nNq32TGJtNgp98GcH0P1fIupdzW8eEi3MXD7kjq55UrIS4fD652P2/C2fY3UkVCaB0XHYOgFMPZ6WPOy87Hhcc49ccWnlI/axq3T+9O3c4xHuSg4KAjL7XwoeOrqMaw9kMt3O7IZ0jWOB84Zwve7j3ocR1iwcRmM8dWWDO6YOcDja4h4bNo98N5N9sMgsO9lwmM9P3/KHXYvwn2OhUYGz/JOnNIqmiwKSsfwxaYMPl7v+qSqfkEQ4IPV6STFNNzDIjwkiNIGCoKA001aNXvl4wzSjxdTWa9vRt+kKP5+xejGwhfxjRXPwhe/sqdkRXWG6z+Arm7+rZ79EPQ/zbHQyEzoMtL59aT+MOMXbROzSADZdDCnwdc6x4RxrLDMpf9Stfq55uDxYr7becCj912fnsv6dPfTZHZlFXh0DZFWN3q2fZO19zs719TvMVifS24xdmGvtM7icMf3woI/Op+38M9w85cw5DxY+Twc2QHxPeC030JE41MdRdqj3OLG+65XO1ZYRm6x65DCO07tx/mju3P+6O5O+6cN6NzkfVM1d7Oz1h3IZfX+Y4zvnehRfCIeG34JJA2E3QvtvDPg9OZfo9+p9pf4PRUFBYBnvtvd4I1VfeVVFhlupmYB9EmMYmBqDF9tzTqhOHZnu95snTm8C4nRaqQrfqa0AL76XW3/v6Ij9o3Ute+6P37A6SeWUEU6sOjwhv9M+dNFIwB4ZtEeDBAXEeq2oXu1rYfz3e4PCQIP7sdqnD40xfODRVpbl5GuD5Y8FRYF5/7dXhGyvAhMMFhupsOX5sLK5+C8R2HQ2S2LV6Qd+N+3ezw6LiYihIIS1z5///5mD9/sOMLzN06kS3xty5gu8RG89MNJ/Pi11eQ20RqjIUt3H1VRULyjywj7S9o9zVETgAYGujfPE7PHUFpZ5bYgGB4SxPhejayS14j+yTEtDU2k9ZXk2jdVdeWdWF8YACrK7JUd59wO69+i2UunirQzmXklNf1o3TJwzsiuzPnJVD74yVT+edUYBqU2nC8aauZ+45Q+3HXaACJDmv6T6MoJPThtSGqTx4m0yIZ37Vyw9N/2Ah+tafRsuG+b3bYirmvDx2nBK5EaGXmNt0wCOGVAEp0bGcSw+VAe//zKtSdnQlTICRcEAUZqESxpC7np9mCIT+6Bg1rkvL3RSEEBYNbwLqxNyznh88NCgnh56T6XPoNRoUH8aHp/jLF4YsGuJq9TVOb8xDo2PESjMsQ/xXe3m7anfV+7b+QVnp9/YIU9BazbGBhwBsz9KWx4y35t/RuQc0BTiqXDevqb3Tz65XaXdhJ1/X3eds4e1oUgR/f3xOiwBldi7JUYyZOzx3LyIwvILXY+pqSiivvPGUhllcV7a9LJbGAkPMCGBqYUi7SaxY/B/Aftn9cD6avgihcbPr6qCvYvsRvA9z7Z/QIhAIfWwq4F9jSwQbPs71Pvhs9+7npsSCRMuKmFH0SkffhgTTr5bkb/1XXdSb2YMTiFe99Z1+hxu7OdF07ce6SQH7ywslnxhAQZLMsiNDiIW07pxwz1XRdvKy2wV6zPP2xvr3kVbplv38O0VEEWbHrfXnRxxGUQEdfya0qzqSgo/Or9Dby1svE+SyFBhuHd4hrssRQfEcLq/Tku+xOiw7h6Ui+mPrLQaXpyl7hw4iJD2ZHpvjdT76QoBqXEMrx7HJl5JXR2syKxiM/Nfh0W/8tejXHQ2Z7fRK1+GT6+q3b75LtgY71px2teUVFQOqSMvGL+Pm+bU87oFBVKbnG507492YVsPJjL6J4JfLsjm999uImDOe5Hc9w+oz/RESFce1Jv/vPNbqfXXl+eRlZeidMo9/jIUKb2T+LzTRlOI+lNQwUXkdZSf3GPLR9CyePub5TKiuDl82tHbfSaAjd8BCH1/mba+B68fws180IGzrLz16QfORrBL4bkoVCYZS80MuJSux+hiDBn7cEmj+mfEsNtr65qshXTGUOdR5r/66sdZOa7PogywIxBnflmxxGn/UEGKqosQoIMD106ksvG9WgyNpEW2/llbUEQoKoc1r/Z8qJg7kH433S7BRPYo+Nv+85udSFtSkXBDm57Rn6DBcHuCRE1N1gVVZbL0y2AXp0iiY0MZfOhPJfXAPp1jiEjr8RltEdwUBDlbhrmVjupbyLvrznIV1szeWz+Tu45YyA/O2OQpx9LxHNZ2+wm6zlpMPximHav56v/RiXCWX9q/nsuecx5e/kz9irFJXWK7pFq5i4d058+3uJyY9UzMZLwvGCnKVxBxi7e/fmTLTy/eG+DbTCCDMwYbI84nzqgMy9/v89pRWGABduc217kFpdz6fgeFJZV8G2dm7Ifz+h34h9MxBOR9VqthEa7Fvksy364tPJZyNxUuz9tKWz5yF5pOPegPeIwczMUZuPUKGbnF/D8mXDTPHt0Ye+TvfZxRAJdSmxEk8c8Om97owXBsGDD5H5J/OgUe+X6lfuOsWLvMbZluL9/umlaXy4f34PV+5eS7xgBHx0WXJO7Kqos/vrZVhUFpW3Uz0sA+xbBf6bYC4mc9n8nVshb93ptQRDg6E7Y9imMasbMK2kVKgp2cO+vSW/wtfojLgrqTcsyBrILSkk7XtzgNW6a2oeR3ePpnRTF/qO1/dcO5jR8zsju8SzedcSpkPj4gp3cNqM/EaHBDZ4n0myV5fDapZDneAqcudEevn7ynW0bhzFw6gPwxQOABcFhdoIV6WDmbc7g040ZLvs3puc5j9gDfjyjP2+vOsBzi/c2es34yFC2Hc7jhcV7GzzW3c3cLS+vctoODwliSv+kpj6CSMvM/A28eTVUOkYPzfy1c1HwyC545YKGe9gWOm6w3r4ODq1p+H0OrYEdX8CwC1snbpF26s7TBrBk15FG+wrWf9BUX1mlxXc7j/Dqsv0Y4Pcfb2n0+Je/38f8rZk8cO4QgoMMqXER/OytdUDt+xwpKOOxr7Zz95mDm/FpRE5A3xl2q6Nd8+3tkHD7gRNA1haoKIHz/+W7+KTFtNBIB+dutV9PWRYUlze+ZOOnGw8THGR4/ZaTuGRMN4KDGp96FRUazLHCEg7XK0hWWbD/iOtIRZEWydhQWxCstuML77/v1J85b0++3f766Wq4/EW4e6NWfJQO6fXlaW7316/ZDe0ayy9nDeGrLZlNXvN4UTk3vbyqwYJgVJhnD5tKK6pYsutI0weKtMSA0+0ccPmLcOcqmPIT59e//G3DBcGwWLvIV5DVeEGwWtmJ/w0o0lH07RzN+7efzPmjGlmYx0MfrTvI09/ubvK4iiqL/UeL+L+PNjO5XxKnDk7h8vGuowIfW7CLBVubzoMiLRIUBNe+Bz/4FC573nUBrB3zTuy6Y66FqM6120kDYMi5Jx6nnDCNFOzgBqTEsMDNasGtZc7ag+SVVDCpTyKfbTrstmm8wb7hM0BReSVFOa5P2wyQFKu+gtLKEvpAcHjtiAyA5DZ44jr+B3b/puqFRgaeae9P6q8+TtKhhQV71rMvPjIUgAgPVgxuzFUTe3LqoGRuf92DAgrQOzG6Re8n4pHYVLuvnztHdrjfP+wimPEriO9hj4KPTnZMG3boOgayNtuvAcR2hcG6+RJpzK6sfH782hp2ZRUQE97y2+ath/OJjfD8OpVVFuc9sZiI0CBund6PqLBgl0UZn/p6J6fX61Uo0uqMgT7ToKoSvvw/yK/zcKrzCbb4iu8Ot38Pm96zZ2qNvBzC9HeWL2ikYAf34+n9Gd/bTZ+AVlJlwVdbMvnLZ1sprXDfbMOq992dG6f21mIj0vqik+Dcv0NYjL3dbRzMuL9t3rvXSfZCItUFQRHh7OFdPDqua3wkTy3cxaYG+tl66u2VB4gIDeKWU/qSGB3W5PHbMvJb9H4iLTb4HNd9fWdAUCisfhEKj0JwKFz4ZG0fqKQBcNlz8OPv7YWtZtwPP1oIkQltGrpIoPnth5vYlWWPqC0oraDuhKcTWXaqtKLKZbGRphSUVnCkoIy/fLaN0T1c+00fONZwSyaRVhcUbOeXKEc7lU59YdbDJ3692FSYcgdMvBki1E/dV7w2UtAY8wJwPpBlWdYIx75E4G2gD7APuNKyrOOO1x4AbsZulnCXZVnzHPvHAy8BkcBnwM8sy2pibSfxVKfoMJ6YPYapj3zd6HFRYcGUlFc2uapWQ1r6f1hseGgLryDSgPE3wojLoPgYJPSy92Vvh2N7oc9UCI9tmzjKCmH31/bojl4ntc17iviZHp0iPTrug7UHiQhtneeaf/50q9uFtNxZvvco15zUq1XeV+SEnP47e3rwgeXQqQ+kjoBl/659fdWLcMOHEJMK5z5qj+DoMtIe5QEntjiWSAdV/0FQlQW/OmcInaJCiQ4P4advrG32Pc6PpvfjwjHdePjzbWxIz236hDpW7Dvusk/91qXNDTwD7t1qt7JI6O35Ao31bXzf7kk44SZ71KD4jDdHCr4EzKq371fAAsuyBgILHNsYY4YBs4HhjnP+Y4yp/g33NHArMNDxVf+a0kL3vbu+yWPKK6oaLAiG1OsT2DUunJ6Jnt3Y1dfQzLH/fbuH3OLyE7qmSJPCY2oLggsfgn9PgjevgsdGQsZG77//8X3wxDh4+1p44Sx450bvv6eIH1q0s+GeffVb0pY00tO2ifa1ThoqCAbhOhJkbVoOVSf6dEykpaoq7UVINr4DOfvtRUXSltY7phzemA3PzoT3b4ZXLoSDa30Tr0iAmz4w2Wl7eLc4rprQk1kjuvLL9zY0qyAYEmS46/SB9E+O4eT+nXn62vHNjsddGyZPR9iLtKqQcEjse2IFQcuCf58E798Eix6Ffw2HzR/ZAyQqylo/VmmS14qClmV9Bxyrt/si4GXHzy8DF9fZ/5ZlWaWWZe0FdgGTjDFdgTjLspY6Rge+UuccaQVr0o6zbE/9/5tcNbZASEWVxfjeneiVGMUpAzvz4k2TePLqcUQ28OQqJTYcd22gwkOCmNzAyo5llVWUlje+spdIixVkw+J/1m4XH4dvH/H++y79DxTUWXF1y4fw5myorGjwFJH2aEBKjMu+qLBghnaJZXCq62vudI2PYHi3OI+OPWWAa86JCgumX+donrp2HBP7JDq9lnasiGV7jnp0bZFWt/Mr2L2gdjtrM5QXuR5XVmd0U/FxeO40mHuXXVQUEY/96eIRXDiqKzHhwYQEGTYfyuOkvy7g1ldWuvT2a0z/5GiW3D+Te8+0e69l5Jbwp08bX4EYICEqlPhI+2uWm+LflH5J/PwsrT4sAWbnl5C9rc4OCz68Df7aE/4+AJY/47PQOqq27imYalnWYQDH9xTH/u7AgTrHpTv2dXf8XH+/W8aYW40xq4wxq7Kzsxs6TOqoqGz6GVd0eDBjeyU0esy2w3n87vxhvHrzSezNLuSWl1dR3EARLyu/lFMHJzOxj/M1SyuqWLM/x+05YcGGZC00It5WkgNV9QpxhU0UAErz4dC6lj3ZKslx3bf9c1j3+olfU3xK+ejEXDi6GxeN6VYz0xGgqKySrRn5bM3wbKXU8soqUuIiPDp2+Z6j9EmKcjl/z5FCnvluD+sOuE7VKqtseISiiFcVuRlJ222c3U+wURaseRk2vO28e+N78Pb19orGBU38nsrcAvkZjR8jfkn56MRUVlm8vSKNr7ZmUVBaSYVjlF5ZRRXL97rmhsbszi7kvCcX8+mGw6w/kMO0Rxbyxaam/3vKKSonLiKEuXdO5V9XjWF0z4Sa1yb26cRLN00kMkzTh6WN5KTBkV0tv467XFJeDFYllObC579snfcRj/nLQiPuhqFZjex3y7KsZyzLmmBZ1oTk5OSGDpM6JvTu5LZpbbXE6FAW/WImnaIaL8gVllVy7zvryM4r5b5313OkoLTR4+dvzWa1mwJgQ4XEskqLt1akNXpNkRbrPBB6THLeN+aaho/fMhf+MQSemQGPjYBDHk7RKsmDw+trV4Ecex1uf91lbPDseuJ3lI9OTEhwEI/PHstpQ078f7MjBWUs2Jrl0bFlVXD28FSnVSXLHQ/L1h3Ioazeg7NOUaFMG9D5hGMT8VjxcTi8wR7dV1kOWz+xb5rqNmIPDrMbtP9sPQw8CxIHwNjrocso99c8XCenrHvDnl68dS58/yS8eok9pau+omPwzKnw9BT45zBY8MdW/ZjifcpHJ+YfX27nL59va/DepLmOFJRx3zvr+MV762sKjJ44cLyYf361g8iwYP526Ugm90tkSJdYLh7bnfAQFQSlDVgWfHiH3VbpqfF2vihvwQI3wy+x81fDbwiZddo3VZTa901lnvV/lubz2kIjDcg0xnS1LOuwY2pw9V/t6UDPOsf1AA459vdws19aSVCQ4c1bJ/Pfb3fzxALXinxJWRXj/jzfo/5MeSUVrNh31OPh9M1ty3S0UD0GpA1c+449nffYHhh6AQy/2P1xVZXw6X1Q5hi9VJAJ834DP/ys8etv+gA+uhPKCyG2G1zzNvSdDpe/AO/dhNNzj36ntsIHEgksn288zIKtbTea5b3VByko9Wyq/shucYQE+8vzVGm31rwKn/0cKkogvhdEJcLhdfZr0Z3th1UmCMbfBF1G2Puvfbf2/OLj8M0jsPxp5+vWzSnr33R+LXMjZG6uvV6175+sfeBlVcKif8Co2ZA8qKWfUsSvfbDmYKtfs6Siih2Zno16r2vTwVw+3XCIB+du5kiBfT/0mzmbiAwN5tJxPZo4W6SF9nwN616r3d690H6wNPHmE7teRBzctgg+udu+f0oZDts+rn09OBx6nWz/fGCF3Uu36AiEx8Flz8Ggs0/4o4h7bf2X7VyguoP+jcBHdfbPNsaEG2P6Yi8ossIxxTjfGDPZGGOAG+qcI60kKiyEpGj31foix9MxTwp4wcYwqU8SnWMaq/yfODXSlTYR2QlO+w1c/nzDBUGwn1YV1huNdHxf49euLLdv9ModT7ryD8FX/2f/POJSuOo1SB1pryh51p/toqRIB1JVZfHAnDZY3KeO5jxwyshvfBS8SIuVFsDn99sFQYDctNqCINiLi8R2g4v+DT0aWKggshOcdCuEx9buSxoIg+us1ReT6nyOCbYLjvW5y2s5+z35JCIBzZ/aFu3OLuSON9bWFASreTIFWaTF3OWBpu55mpIyBG76Au5aC7Nfg9P+z17JuOtomP06xDpy1Of317bOKM2zB2S4G9UuLeK1kYLGmDeBU4HOxph04EHgYeAdY8zNQBpwBYBlWZuNMe8AW4AK4A7LsqqHm92OvZJxJPC540taUXllFZ9uONzi61RaFs8u3lMz9aq1eeu6IgDkZ9qLjBzbaxfjxl3f+PERcdBvpv30rNqwixo/pzQfiur1KKybVIeeb3+JdFCbD+WRU9TwSvNhwUE+7ekXG95U7zaRFirMqn1w1BBPplAtf8bOOdWO7oS0ZdBrsr09/Zew9zt7lAYGTrnPLiZaFk5NPYddBJs/qN2O6gy9T/b444gEqgfOGcItr6xq1oIiba2iSj1upQ0MPBtCIqGiesqwgaEX2j3Vl/4bKkth4o+g7ykn/h7Tf25/1Ve/+Jibbg+yCPHOIKSOymtFQcuyrm7gpdMbOP4h4CE3+1cBI1zPkNaQW1zOZU9/z66s5g9ld+eZ7/a0ynXqCwkyHq88KdJslgWvXVbbv2LnPDvBjb8JghoZUH35C/DNX+0+Tf1OtXtkfHKvfSM2/kboM835+KhE6D0N9i+u3Tf0Qvv7sT2QvQN6T3HuGSXSgSTHhhNk3I9O7xQVyo9n9Oevn29zfbGNbDqYQ1ZeiccLmYg0W2I/6DISMhoZMZufYeed75+w+zpN+CEMOMP5GHeFxS9/Az0nw8k/taf/TvkprPifPSVr7zew6FGI7QrnPgpDzoWqKnvEfPl/7YWvopNhxi8hLLo1P7GIXzp5QGfuO2swf/qk6VWCfeWb7dmkHy+iR6eopg8WOVHx3eGGj2DJ43ZhcNKtEN8DnppQ20Zp26fwo6+hq6OnbeFRSF8BqSMgoafz9aoqIcjDfpjDLoTVL9Vud+pjt8iITW3oDDkBbd1TUPzM09/sbrWCoDdVVFkUlFUSH6leTuIF2ducG9oCfPcozPsthEXBzF/DxFvs4mHaMqgqt4t7UYlw7t/t40ty4YlxtUPcN70PN38JPSbY2+mr7Ru40Aj7iVtJDvQ7DbqPgw9ugw1v2ceFx8F1H0DPiW3y0UX8SZf4CIZ2jWPzoTyX13KLy3nEhwVBgNJKi3mbM7h+Sh+fxiHt3DXvwOtXQOYm969v/xR2zIOKInt726cwwPHMfex19gOqcT+A9W9BZZ3phumr7K8d82Dmb+Gr37peO+8gvPdDe0Rg/mF7pOCFT8KYhp71i7Rf769Ob/Y5YSGGsoq2md1UZcEfP97CMzdMaJP3kw7o8AZY8pjd2mLCTbVtKFY+X1sQBKiqgC0f2kXB3QvhzWvsAqIJhvP/ZQ+WSFsGc38KR3bas63GXGMfnzy44fef9YjdNmPbJ/b28b3wyoVw+9LGB25Is6go2MHtyspv+iA/EB8ZSnykpm2Jl0SnQFCoXeyrlu+YUl9RbPev6DEJ5v0a9i2y96cOh/ie9mpYvU+GPtNrC4JgN2Tf8I5dFMw9CC+fD+WOGzgTbBcM5/8evv2rcyylefD1Q3DDh976tCJ+643laezJdv+gqrmLU3lLUoz/9JmSdiZ9ld0/6dhuKM5p+LjKMqBubzELds23f9w13z532ycQFgvFR13PP7oTNr7d8PUrSiDPUQzZ/AF06m0XEYN12yAdx+MLdrLlsOsDqqa0VUGw2o7MwLiXkwBUeBReOs++NwHY+SX84FPoMxXiursen7HRHmE+/w+1U42tSpj/IIy6Ct79od1PHWDPQvsLYNq9cMaD7mMIjXB+uAX2YI5DaxvuqyvNpvJqB3fq4BRfh+CRYA9WPxY5YdFJcNpv7WIdQKibaRirX6wtCIK9SuOOL+zi4ab3XVdyBAiPgTk/hv9Oqy0Igp0glz7lfL26Co+43y/SjqUdLeK3H26kuNx/eyTFRYRw5jBNWREvqCizV1g8uMqeGkULCgtfPegoDropCAJg7EWtPLXyefhTkp3LMjefeFwiASK3qJzHvtrh6zA80jtR0/nFS3bNry0IAmDZowEBBp7pugrwzi9h9Quu9zEluXB8f21BsL4lj9ttMRoSU79eYdwvjCUnTEXBDu7ak3r5OgSPdGpgdWSRVjPtbrh7A/zwczj/MefXTBBEJTd+fsam2v6AANGpsOw/drGw+Jjr8XVXhaxvzDWeRi3Sbmw+lOs3owEbkldSwRMLdvo6DGmPjmx3XdH+RJXmNv56j4mQ1M95nwm2FxrpMgrC6vVwrr4pzNgIH9zaOjGK+LG0Y0UtKcu3qcLyCl+HIO1V/V6AYM+SArsn4EQ3+WDPN673McMvgc4DIaGBuoNV6XgYVkdVJSz4I/xzOBxcC5GJta+dfKc9gl1ajeYBdHDGGIzx/5W97z5jkK9DkI4gvof91RtIWwqb59iLfsz8DfSbAcufrvPEzOA0kqPrKLjqVXslrl0LYOEfG36foFCI7mIPvc876LhcsL1YyagrYfRsr3w8EX82rneCr0PwyJMLd3HZuB706azRGdKKEvvZD6CsOiNlQ6OcR5nX12UkDL8UctLs0ewNiUiwH0TlHrC301fYrS/qsirhnL/ZOWjRP2HBH9xfK3MTlJfYU7pE2qnSCv9dcbi+rScwxVnEI71PtvvUrn3N3u4xCcb/oPb1lKH2/YtV57+XLqPglJ9DXDfYOtfObWf+2e7/N/YG+PrPru/TeRDMvQsKMmDUbDj1AVj5HCz6h/16Xrq9wNVVr0HnwfZCWdKqVBTs4ErKK1s0Q6UtBBtIiFI/QfGS/Ez46CewewEEh0HyUAiNtIuCAMlDYOj5djK6ZT4s/5/de7DPNPj2b3B0F6QMhwses4/vNga+dNO8va6qclj0Nzj7L/aTsdJ8O+l2acZ0LpF2JjE6cHr1fbbpMD85dYCvw5D2pH5BECAoxB61V9bAgnAZG+2v0Ch7Aaud89wfV5Jjf9VVWep63Ic/tttaHN/feKzL/gOn3Nv4MSIBbGBqLBGhQZT4cTuLalGhup0XL7rwKUgaaN8X9T/dvkeqFt/dvv/58v/sKcLdxtorBS/6p53TygvtRUcOrYUb5tpFQifGXsl43RtwxDFd/7u/2bksqt704LJCO9epIOgV+i3Swf3i3fX+XhOk0oK73lzL8l+fQViIZrxLK/v8l7UN2itK4fA659cPLLOnAE+8xV4d6/x/1r428kr7RiuyU+2+je813CuwvrWvwU8cxcf0VfDKxVCYDSOvgOBQSF8Jvafaq30FBZ/gBxQJDHnF5U0f5CcGp8Y0fZBIc4RG2g+GMjbW7rMq7VEWdfe5U14E+5e0PIaqSljzij2ysDFrXlFRUNq1+MhQnpg9lltfXe3rUJo0olucr0OQ9uzrv9iFOrB7qWdsgIueqn193A0w+mo4tgeePtlehbi+g6th1Yt2obCuoBDoOx1W/M95/+H1rlONTbA9MlG8QhWWDu6b7a3Uv8bLjheVk5lX4uswpD1KX9n0MXmH3e83xrkgCHbC9FT1tLCSPHj1UtjztT01a/6D9krHm+fAZz+Hr37n+TVFAlT68UamSfqZ3GL1cBIvuPQ56D4Buz0F9siIpgqC1coKas9rqZKcxq9VP++JtEO9ktwsOueH4qM0xke8aM0rztvr37IXxto1H167HF6/EtKW2SsCuysIVlv9Iky7x7kwOPEW6DbO/fE5aTDkfPv4kAh7+vGT4+Hbv7f8M4kL/Rbp4Cr9fZigQ2x4MD06RTZ9oEhzpQ6v7evXkL6neH692C6eHzvkfCg8aj9Ba6wx/NrX4OyHPL+uSAAa0T3B1yF4zPL3RrwSmFKG2D0CD57o6KRW/HcZEmaPnq8vOBxO+03rvY+In3pjWZqvQ/DIvqPFvg5B2qvyEqio9+8rLAayt9rFwOpegju/hL4z7JF/DRUGj+22+7Pftshu2ZQyHAacDjkNtKvo1M8eRZh30J5+DFBZbvckTB4Cwy5onc8ogIqCHV5MRAhFZf7fTDe/tJIjBWUkxwZOzykJAJUVkLG56eM2vGMvAtKYQ+vsp2A5B1xfi0io7ecUFGJP0YpJta+79CmI7dr4taObWPlYpB0oKAmc0Xd5Giko3rD6Zfjy1804IQjwUs8zdwVBsB9mDTjDO+8p4kdWpx1v+iA/EBWmiX/iJUses3sF1lVZCp/c67y4CBbs/cYeRV5/FeFqYbEQEgldRthf1WK6QHhcnYUcHVKG2C2e3Fn0qIqCrUxFwQ5uSGosWXkN/OHnZ77YnMH1k7X8uLSijPWQ38QoQYCDa+C7v0PXMTDwTOfXVr1kN9XN2FAvQdYx5ad2M96Dq+zVtMBeYatafgPTk6ud2cAqkCLtSERo4NzY7D1a6OsQpD1a+WwzT6gzMjAozF7EytudorfMgaJHISrRu+8j4mNRAZKT+naO9nUI0l4dWO66r7zIvp9xp6GCoAmC039nr1qfvsoeRBEaDSfdZrdiikp0LQruW9xwXBkbIT+jebOzpFEqCnZwJ/fvzHc7j/g6DI8Yv18SRQJOfC+7cW1Dxbxq2Vth4Z/tn6feXVuk+/huO7G5E9PFHkIf29Ue6o7VdPN2d2K7wJDzmn+eSID5bFMTxXE/EhrUSr3bROqK7eZ5D0HAqQBYVebB8YYWFw1NkGuzeJF2KFC6RKzed8zXIUh71WOSvXqwp0LC7RYT9Qt8XcfBiEvtBURemOV4gAVses+eQVWQ6Xqtxu7NrErYMQ/G3+h5bNIoFQU7uG93BMZCIwD7jwZOE3oJEFFJEBHX8JMtd5Y9DbGpsOFdOLSm4ePOexQi4uHlOsPbq6cQe8oEwwVPNu8ckQC1PSPf1yF47KstGfzfBcN9HYa0N7P+Cnu/hQovLaxmTMsrHSMuh8iEVglHxJ9tzQyMnLT3iO6PxEuSBnh+bEikncN6TYZF/4SN71HT3uLQKvjHYMDUFgQBio42fL2yQvsBlNVAi4z4Hp7HJk3So74ObldWYCQ8gPAQ/XOVVlaS07yCIEBlGXzxQOMFwYh4wNgrc52okEh7EZROfU78GiIB5NTBKb4OwWOlFQEyhEQCS1QiBIV67/oN3Vw1x77vWn4NkQBQVOr/PdcBosKCfR2CtEcF2fDhjz07Nq4b3PotJPSy+w3uW4xLv9uqCueCoCeccla9GRrZ25t3LWmUqiwd3PGiZv7H6UOBVMCUABGVaK9+1SweFANKcuHta2HJ4ycUFmCv9pWxAZ6ZYa+2JdLOTe6X5OsQPDasW6yvQ5D26K1roczP/9bJO2T30hVpx8oqqgKmadFpQwPngZoEkEX/aHgl4fryDsHyp+GNqyDte8g/5IWA6v0XufkDL7xHx6WiYAdn6lfd/djRQhVGxAtO+42vI2hceRGsednXUYh43dfbAqedRa5WHxZvcNfU3R8t+4+vIxDxqqpAaSgIfLDGGwUY6fDy0pt3fNbm5o8EbAlNH25VKgp2cKFBgZP0rj2pp69DkPbo0NrWuU6oF1d/W/pv711bxE8s3dNIbxk/ExQwY0gksATIg1pPR4+IBKjKqsD5HW8BVVWt0BpApK5eJzfv+Myt3omjIfuXwge3QV7gLFLnz1QU7OiCAuefwLzNgTOKRAJEfqY9PL41lBe2znXcObYHytRIWtq3XQHS1B3gmEauize0Rs+/ttBvpq8jEPGq6PDAWovzcF6pr0OQ9qb+CsJNqWl94agtJPSB0KjWjMhZQQZseAtevch779GBBE5FSLwiLsKLDa1b2foDzVwQQqQpRUcD4yasy2gI82JiFfED6w7k+DoEj+05qiK9eIEJkJGCO7/ydQQiUkdQgPzqkABScaKFZsco25x9dgskb8veDkd3e/992jkVBTu4vOLAebI0KFWN3aWVpQ4DEwCrtnUf5+sIRLyud5IK39LBmQD5szx3v68jEPGq/JLAGg0eGkAzvyRAtLQo2GYMRCe38Xu2P/oN0sEF0OLDDO0W5+sQpD3qPtbXETTt+D5fRyDidadrBUXpyI7shMoyX0chIsCindm+DqFZwkJ1Sy+t7PB6X0fgmaBgCNfAoZbSbxAJGBEhATCiSwLPtPt8HUHTMjZBAK2EJ3Iivt6qvrHSgQXSSIegwOq3JtJ8gfU3V0VlYMUrASBQRq5XVWj6cCsIkP+3RaB3UqSvQ5D2prIc3v2Br6NoWlE2bP/M11GIeFXn2DBfhyDiO8GB0+OZ0GhfRyDiVSv2BlYf84TIAPr9IYHh0DpfR+AZEwyxXXwdRcBTUVACRmZusa9DkPZmyeNQGSB9NTM3+ToCEa8KDtJocOnAdi3wdQSei+/u6whEvGpczwRfh9AsVZpNIq2tvMDXEXgmJALCY3wdRcBTUVACxsLtR3wdgrQ3B9f4OgLPjb3B1xGIeFV8AI100EKP0uoqSnwdgecKj/o6AhGvOnA8sAYiBNrCKBIAogKkpUV5IeRn+jqKgKeioASMKDXRldYWHCDTFc96GOK6+joKEa+KDAuc3/EakyGtrvt4X0fguZDAKeCLnIjOseG+DqFZlJOk1UV39nUEnivO8XUEAS9w/gKXDm9ndqGvQ5D2JlCG++wJoGllIidoZ2a+r0MQ8Z1AugFLHuLrCES8amLvTr4OoVniIwPkIbcEjpz9vo7AMyYIUgb7OoqAp6KgBIyyCj0Hk1Y28kpfR+CZrC2+jkDE66LCNfpIOrCqSl9H4LnJt/s6AhGvio8KrCJbcFCgPOWWgJHQy9cReOaSZ30dQbugoqAEjKsn9fR1CNLeDDkXzvhj614zdQT0PqV1rzng9Na9nogfmjEocEZKheuvJ2ltUYnQe5qvo2haUCgMOMPXUYh4VVJM4Ewf7hSpRbrECy5+GkyIr6NoXHgCjLrc11G0CwHzZ60xZpYxZrsxZpcx5le+jqe9iAqgHk4/OLmvr0OQ9mjazyC8FZvpZm6C/Yta73opw+Hsv7be9UT8VOeYCF+H4LGHLx/l6xCkPbruffz+T/ObF/o6ApE2cerAJF+H4JFJfQPngZoEkG5j4AefQmi0ryNp2MBZvo6g3fDzvzxsxphg4N/AOcAw4GpjzDDfRtU+FJVV+ToEjxWXBNDKfBIYNn0Ev4+H0mxfR9KwrM3w1+5wbK+vIxHxqhXbD/s6BI/d884GX4cg7dFDqYCf/1327Cnw1FRfRyHidd/sDIxVtudt0cqr4gVPTYIXz7ZX9/VXm96CP6go3hoCoigITAJ2WZa1x7KsMuAt4CIfxyRt7OS/t+LoKxGA927wdQSee3amryMQ8arnVhzydQgivvNQgPRvAjiyydcRiHjVpD9+6usQmuXxzzb6OgRpTyrL4ch2X0fhGascVj7v6ygCXqAUBbsDB+pspzv2OTHG3GqMWWWMWZWd7ccjf0REmqs419cRSDMoH4lIs5Trd7x4h/JR82UV+TqC5vnv92m+DkHak4IA+z2x7TNfRxDwAqUo6G5JJZelaC3LesayrAmWZU1ITm7FHmEi0j6FRPo6As/1CYAG9FJD+UhEmmXavb6OQNop5aPme+H6sb4OoVm2/vk8X4cg7Ul8N19H0Dzn/t3XEQS8QCkKpgN1l57tAWieUSuYPS5w5uHve1gJT1rZbwKkh1l4J/jBx76OQsSrAul3/OL71FNNWtkZD/o6As/dvsLXEYh41WnDA6woItLaZr/j6wg8M/o6SOrn6ygCnrEslwF3fscYEwLsAE4HDgIrgWssy9rc0DkTJkywVq1a1UYRti9z1qbz3up0EqPDuXPmAAZ3iW3xNfcfLWTdgRzG9epEz8SoVohSRMQ9Y8xqy7Im+DqOaspHrauyymLJriOUVlQxfVBnwkOCfR2SiH8qzYdvHoaDq6H3yTD9FxAaQCPk2wHlo8CWfryI1fuPM7J7PP2SY3wdDh+tO8g7qw7QKSqMO08bwJAucb4OSUQCSEM5KcQXwTSXZVkVxpg7gXlAMPBCYwVBOXFfbMrgnrfX12wv2XWExffPJCqsZf9UeidF0zvJj5c0FxGRgBAcZJg+SFPgRJr00R2w5SP757SlUJAFFz3l25hEAkiPTlH06OQfgxm+2pLJz95aV7O9ZNcRFt1/GjHhAXE7LyJ+LFCmD2NZ1meWZQ2yLKu/ZVkP+Tqe9urzTc7TKY8VlrFsz1EfRSMiIiIizVZVBVvrtZ2oLhCKSMD5fKPzPdrxonKW7tY9moi0XMAUBaVt9HTzNMzdPhERERHxU0FBEN/TeV9Cb9/EIiIt1sNN+6VeaskkIq1ARUFxcvO0vozqEQ9AkIEfz+jPwNSW9xQUERERkTZ03j8h3P6bjshEOOcR38YjIifspql9GF3nHu226f1ape+7iIiaEIiTTtFhzL1zGtsy8ugUFUZqXISvQxIRERGR5hp4Bty3FY7sgOQhWmREJIAlRIXx0Z3T2J6RT3xkKF3idY8mIq1DRUFxS6tZiYiIiAS4sGjoNtbXUYhIK9HoQBFpbZo+LCIiIiIiIiIi0sGoKCgiIiIiIiIiItLBqCgoIiIiIiIiIiLSwagoKCIiIiIiIiIi0sGoKCgiIiIiIiIiItLBqCgoIiIiIiIiIiLSwagoKCIiIiLy/+zdd3hUZdrH8e+TnpCEECD03jtKVURBRbH33uta1rq66nZ1XV1193Vd29p7b1ixICAiSJfeW2hJgCSk1+f940zKJJNkApmcSfL7XNdc5Dxzzpl7QpJ7zn2eIiIiItLCGGut2zEEhDEmDdjmdhwtWDtgr9tBiLhEP//u6mGtbe92EGWUj1yn30dpyfTz7y7lI6lMv4/S0ul3wF0+c1KzLQqKu4wxi6y1o92OQ8QN+vkXCR76fZSWTD//IsFDv4/S0ul3IDhp+LCIiIiIiIiIiEgLo6KgiIiIiIiIiIhIC6OioATK824HIOIi/fyLBA/9PkpLpp9/keCh30dp6fQ7EIQ0p6CIiIiIiIiIiEgLo56CIiIiIiIiIiIiLYyKgiIiIiIiIiIiIi1MmNsBSNNgjCkBVlRqOtNau7WGfbOttbGNEphIIzHGtAVmeDY7AiVAmmd7rLW20JXARFoY5SMR5SSRYKGcJC2d8lHTpzkFxS/1SWJKeNLcGWP+BmRbax+v1BZmrS12LyqRlkH5SMSbcpKIe5STRCooHzVNGj4sB8UYE2uMmWGMWWKMWWGMOcPHPp2MMT8aY5YZY1YaYyZ62k8wxszzHPuBMUbJUZokY8yrxph/G2NmAv80xvzNGHNXpedXGmN6er6+1BizwPP78D9jTKhbcYs0J8pHIg7lJBH3KSeJKB81NSoKir+iPb+oy4wxnwD5wFnW2sOBycC/jDGmyjEXA99Ya0cCI4Blxph2wJ+A4z3HLgLubLR3IdLw+uP8PP+uph2MMYOAC4AJnt+HEuCSxglPpNlRPhKpmXKSSONSThLxTfmoidCcguKvPM8vKgDGmHDgH8aYo4FSoAvQAdhT6ZiFwMuefT+11i4zxhwDDAbmevJjBDCvcd6CSEB8YK0tqWOf44BRwELPz300kBrowESaKeUjkZopJ4k0LuUkEd+Uj5oIFQXlYF0CtAdGWWuLjDFbgajKO1hrf/QkxFOAN4wxjwHpwHfW2osaO2CRAMmp9HUx3j2wy34nDPCatfa+RotKpOVQPhKpoJwk4i7lJBGH8lEToeHDcrBaA6meZDcZ6FF1B2NMD88+LwAvAYcD84EJxpi+nn1ijDH9GzFukUDaivNzjjHmcKCXp30GcK4xJsnzXKLn90NEDp3ykYhvW1FOEmlsykki1W1F+ShoqaegHKy3gM+NMYuAZcBaH/tMAu42xhQB2cDl1to0Y8yVwDvGmEjPfn8C1gc8YpHA+wi43BizDGdoyHoAa+1qY8yfgG+NMSFAEXAzsM2tQEWaEeUjEd+Uk0Qan3KSSHXKR0HMWGvdjkFEREREREREREQakYYPi4iIiIiIiIiItDAqCoqIiIiIiIiIiLQwKgqKiIiIiIiIiIi0MCoKioiIiIiIiIiItDAqCoqIiIiIiIiIiLQwKgqKuMQYs9UYc5fbcQSKMeZKY0x2TdsBfN2/GWNW1rTtx/HN+v9FREQcxphZxpinatoWEZHmK9g/8zfWtZOIioLiGmPMq8YY63kUGWNSjTEzjTE3G2PCG+D8szznvrRKe73/wPqbNCq9pjXGFBpjdhtjphtjLjXGmCq7jwGeqU8c9WWMmeSJpV0d+/X07FdijOle5bk2xph8z/Oj6/Hy7wG96xnvCGPMNGPMHs9rbjfGfGSM6VGf81TxOHBMPfb3+n/xvO9zD+H1RUQaRAvIm5Uf79Y3/oNwNnBfI7yOiIjrmlMOqXTtUtvjbwf5VpqFSt+j+ly/SQukoqC47XugE9ATOAH4HLgfmGOMadUA588H/m6MiWyAc/nrFZz31Bs4HZgH/A/4xBgTWraTtTbNWptb00mMMRGBDtSHncBVVdouAVLqeyJrbZ61NtXf/Y0x7YEZQDZwCjAQuAzYBMTX9/UrxZFtrd1Xj/1r/X8REXFZc86blR+/CfSLWmv3W2uzAv06IiJBpLnkkGS8c8YDwI4qbY8HOIaAaYgirYi/VBQUtxVYa/dYa3daa5dZa/8NTAIOB35ftpOnt9prxph0Y0yeMeZ7Y8wQP87/HhAF3FzbTsaYs40xK4wxBcaYZGPMH8t69hljZgE9gMfK7jzV8Zq5nve0w1q70Fp7P3AWcAZweaXX9LoD5jn3zcaYj40xOcA/PO2nGWMWe3rObTHGPFS5YGiMiTDG/MMYs80T/2ZjzK3GmJ7ATM9uaZ7zv1pH7K8CV1bp1XiNp73q9+wRY8w6z//HVmPMo8aYqErP1/eu4ASgDXCVtXaxtXartXa2tfb31toVlc47zPP/n2eM2e+569m6ppMaH8OHjTFXVPr/Tqn8fan8/2KM2epp/sDz/duKiIi7mnPerPzI9JyrrKfDhcaY2Z73stQYM9wYM9QY87MxJscY85Mxplel+PqYip7nOcaYJcaYU6u8Bw0XFpGWplnkEGttSeWcAWQBVdvOM8as9lxDrTfG3GGMqbH+YYxpbYx53jg9KLM8OWd0peevNMZkG2NOMsasNcbkGmM+8xx3rjFmgzEm0xjzhjEmutJxU40xczzfy/3GmG+MMYMqPV+W5y4yxvxgjMnDx40xz//JXM/xrYzj98aYTZ7/oxXGu5fmFs+/Cz3nn1Xb/4m0XCoKStCx1q4EpgPnVGp+FRiHU1gbC+QC0yv/wa1BNs6doz8aYxJ87WCMGQV8AHwMDAPuxRlO9FvPLmfj3Hl6gIo7T/V9T98CK6q8J1/+CnzlieNpY8yJwFvAU8AQ4GrgXDwFQ4/XcIqNdwKDcIp4GTh30Mpeb4gn7tvqeP2vcBL5sQDGmMOAvsD7PvbN8cQzCLgJuBD4Yx3nr80enL9J55Z9KKjKGBOD87ORjfNzcBZwJPCyvy9ijPkNTs/NV4DhwMnAqhp2H+P59zqc79+YGvYTEXFNc8ybPtwP/BM4DCfHvQ38FyfvjMXJXU9W2j8W+BqYAowAPgI+NsYMbIBYRESajeaYQ4wx1+FcL/0F51rld8A9ONcsvvY3wJdAF+BUnFzzI/CDMaby60d6znUJcBwwGvgQuALn+3em5/jKr9MKeALn+zgJyAQ+N9VHhT2MM4XRYODTKvF18sSzEzjNWpsD/B3nuu9mzzEPA/8zxpziOWys59+pON/Ds329dxGstXro4coDJ9l8UcNzj+D0HADoB1jg6ErPt8b5g3ptLeefhVNMCwPWA4942q8Esivt9xbwQ5Vj/wbsqLS9FbjLj/c0C3iqhufeBVbXdE7Pe/xvlWN+BP5cpe1MnIRrKn1vptbwmpM8z7erI+6env1G41x0veVpfwp4sfLztZzjBmBjpe2q32ev7RrO8RBQBKQD3wJ/AHpUev46z/97nI/32LfS/93KKv+Xlbd3lP0s1BCDr/+Xc93+fdFDDz30aMZ5s9CT1yo/bvI8X5Z/flPpmFM9bWdXavMnx8wH/lT1/da0rYceeujRnB7NMYdU2v8uYGul7e3AZVX2uZ0arsVwOkRkA9FVjlkG/L7S+7DAgErPPw6UUOlaq7bvs+f5Vp5jjvJsl+W531XZ70pPTH2BzcCzQEilc+QBE6sc8wTwVZXz1nj9poce1lr1FJSgZXD+iIFzd6cUZ24+AKwzrGgFzl2RWllri3F6EtxqjOnqY5dBwNwqbT8BXYwxBz2XnQ+V31NNFlXZHoVzpy277IHTO6IV0BHnLlYpFcOEG8LLwFnGmI7AxcBLvnbydJP/yTM0Kxv4P6C7r339Za39I877uh7n//caYLUx5jjPLoOA5dZ7Dqifcb4Hdf4sGGOScO4AzjiUOEVEglBTzpvvASOrPN6qss/ySl+XzXO7okpbK0+PcjxDqx71DB1L9+Sp0RxinhIRaaaacg7xYpx5yrvh9JqrfA31CNCnhsNGATE4Uy5VPmZolWMKrLXrKm2nAHustXurtCVViqePMeZtzzDfA57nQ6iej6peBwJE4HxvvrbW3mitLfW0D8bpIT+9Srw31vIeRXwKczsAkRoMxrkjAk6SqkldRTZnJ2s/MM48cfcDc6o8XVuxzq/z+6nye6pJTpXtEJyYP/Cxbxq1f28OirV2nTFmCfAOkGKtnWec+QnLGWPG4/R8vB+4A2co1+k0wIS+1lkU5AOcefzuA5YCf8Yp5B3q/1WDf79ERIJEU86bmdbajXXsU+TjNXy1ld3wfhxnyNRdwAacoW+v41xgiYiIt6acQ6oqywM34HQe8PeYFGCij+cOVPq6uMpzFu9cVNZWufPV5zjDfn/j+bcYWE31fFT1OhDPub8FTjbG9LDWbqsUL8BpOL0iqx4j4jf1FJSgY4wZivNB/kNP02qcn9UjKu0TjzMHxep6nPr3OPM9VJ0kdzVwVJW2o3C6sJf1SCsEQjlInrkBh1Lxnvy1BBhord3o41HseT4EmFzD8YWef+sb+0s4w3J99hLEWRRkp7X2QessprIBZ0LgBmWtLcRZfTjW07QaGGGMiau025E434M1fpwvBScZH1fXvpUUcQj/9yIigdYc82YDOAp43Vr7kbV2Oc7UEeo9ISJSRXPLIZU+7/fxdQ1Vw2FLgA5AqY9jUg8mDgBjTFucnpH/sNZ+b61dA8Thf+csizOM+CdgpjGmrHfhaqAAZ5qlqvGWFQ4P9jpQWhj1FBS3RXqGqYYA7XGKNX8AFuPpdWat3WCMmYbTBfx6nF5pD+HctXnb3xey1s42xkzHmcS2pNJT/8JZlelvnvONwZlA9g+V9tkKTDTGvInTbbxyF/GqYjzvKQxnUteTcZLiNOBNf+P1eAD4whizDWexj2Kc4uJY66zKu8EY8z7wojHmNpyE1hXoaa19A9iGk0xOMcZ8DuRZa/1ZEfh1nLtaGTU8vx6ni/8lOEMLTgQuqud782KcVSEvxOmBuB7nLuJpON+/v3p2ewvnjuPrxpi/4KxW/D/gYz96mZR5CPg/Y0wKzoTCMcBx1tp/1bD/VuA4Y8xsnP/79Pq+NxGRBtSc82Zlhdba/f7G6sN6nKkwpuHc3PkrzlArEZGWrDnmEF/+BvzXGJOBs5BiOM4Ky12stQ/72P97nCHN04wxvwfW4kxpNBX43lpbtbejv9KBvcB1xphknGmMHqN6j8MaWWtLjTFX4FyfzTLGTLLWbjfGPA487lkk5UecThTjcQqbzwOpOPMOnmiM2Qrke4aBi3hRT0Fx2/HAbpxuzzNwhqDejzOxbeUu1FcBC4DPPP/G4CyukVfP17uXKl21rbVLgPNwVoxaiTPfxCM4E+WW+QvO3BSbcIbt1uYqz3vajFNYOwKn+/pZ1tqS2g6sylr7DXAKTk/ABZ7HvXh3E78cJ6E+iZPAXsWZDBhr7U6cC6GHcLrEV35Ptb1uibV2r6c3oq/nP8dJaE/gzPM0Bed7dChW40ym+zjOkOEFwKU4Q7/+4XndXJwCZLzn+Wk4Rcmr/X0Ra+2zOKt0XYfz/z2d6ncwK/sdzvc/2ROXiIibmnPerPz4rJ5xVnUnzgXRHJxViOdTfQibiEhL0xxzSDXW2hdxrg8uA37F+ft/PbClhv0tTkeEH4AXgHU4HTIGALvq+/qVzlsKXAAMx3mvT+NMi1RwEOe5Amc4dFmPwT/jFD/vAlYB3+F8T7d4jikGbgWu9byHaQf7PqR5M87Pv4iIiIiIiIiIiLQU6ikoIiIiIiIiIiLSwqgoKCIiIiIiIiIi0sKoKCgiIiIiIiIiItLCqCgoIiIiIiIiIiLSwqgoKCIiIiIiIiIi0sKoKCgiIiIiIiIiItLCqCgoIiIiIiIiIiLSwoS5HUCgtGvXzvbs2dPtMEREpJEtXrx4r7W2vdtxlFE+EhFpmZSPREQkWNSUk5ptUbBnz54sWrTI7TBERKSRGWO2uR1DZcpHIiItk/KRiIgEi5pykoYPi4iIiIiIiIiItDAqCoqIiIiIiIiIiLQwKgqKiIiIiIiIiIi0MCoKioiIiIiIiIiItDABLQoaYxKMMR8aY9YaY9YYY44wxiQaY74zxmzw/Num0v73GWM2GmPWGWNOrNQ+yhizwvPck8YYE8i4RUREREREREREmrNA9xT8DzDdWjsQGAGsAe4FZlhr+wEzPNsYYwYDFwJDgKnAM8aYUM95ngWuB/p5HlMDHLeIiIiIiIiIiEizFbCioDEmHjgaeAnAWltorc0AzgBe8+z2GnCm5+szgHettQXW2i3ARmCsMaYTEG+tnWettcDrlY4RERERERERERGRegoL4Ll7A2nAK8aYEcBi4Dagg7V2N4C1drcxJsmzfxdgfqXjd3jaijxfV22vxhhzPU6PQrp3795w76QF+G51CsuS0xnXqy1H92/vdjgiIk1aY+WjPZn5fLx0B+EhIZwzqiuJrSIC9loiItL06Pqo4Szetp+Za9Po1yGWU4d3JjREM1qJSNMXyKJgGHA4cIu19hdjzH/wDBWuga+/qraW9uqN1j4PPA8wevRon/tIdY9OX8szszYB8PTMTfzplEFcO7G3y1GJiDRdjZGPdmfmccqTP7E/pxCAV3/eyte3TyQ+KjwQLyciIk2Qro8axrRlO7nt3WXl23M27OXx80a4F5CISAMJ5JyCO4Ad1tpfPNsf4hQJUzxDgvH8m1pp/26Vju8K7PK0d/XRLg2gpNTyytytXm0vztniTjAiIuK3j5fsLC8IAuzMyOPrFbtdjEhERKR5eukn7+ujj5fs8MrBIiJNVcCKgtbaPUCyMWaAp+k4YDXwGXCFp+0KYJrn68+AC40xkcaYXjgLiizwDDXOMsaM96w6fHmlY+QQGSCsStf3sFB1hRcRCXZV/3Y7bYFeP0xERKTlqTpUOMQYQo2umUSk6Qv01cMtwFvGmOXASOAfwCPAFGPMBmCKZxtr7SrgfZzC4XTgZmttiec8NwIv4iw+sgn4OsBxtxghIYYbJ/fxavvt5L4uRSMiIv46Z1RXOrWOKt/umxTLScM6uhiRiIhI83TTpL5ehcHLjuhB6xhN1yEiTZ9xFvRtfkaPHm0XLVrkdhhNxqKt+1mWnMG4Xm0Z1rW12+GIiBw0Y8xia+1ot+MoE8h8lJlXxNcrdhMWGsLJwzoSExHIqYJFRKQ+WlI+agk2pmYxe/1e+neIZWI/LcwoIk1LTTlJVw8CwOieiYzumeh2GCIiUg+to8O5cKxWkxQREQm0vklx9E2KczsMEZEGpcmHREREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWhgVBUVERERERERERFoYFQVFRERERERERERaGBUFRUREREREREREWpiAFgWNMVuNMSuMMcuMMYs8bYnGmO+MMRs8/7aptP99xpiNxph1xpgTK7WP8pxnozHmSWOMCWTcIiIiIiIiIiIizVlj9BScbK0daa0d7dm+F5hhre0HzPBsY4wZDFwIDAGmAs8YY0I9xzwLXA/08zymNkLcIiIiIiIiIiIizZIbw4fPAF7zfP0acGal9nettQXW2i3ARmCsMaYTEG+tnWettcDrlY4RERERERERERGRegp0UdAC3xpjFhtjrve0dbDW7gbw/Jvkae8CJFc6doenrYvn66rt1RhjrjfGLDLGLEpLS2vAtyEiIuI/5SMREQkGykciIlKbQBcFJ1hrDwdOAm42xhxdy76+5gm0tbRXb7T2eWvtaGvt6Pbt29c/WhERkQagfCQiIsFA+UhERGoT0KKgtXaX599U4BNgLJDiGRKM599Uz+47gG6VDu8K7PK0d/XRLiIiIiIiIiIiIgchYEVBY0wrY0xc2dfACcBK4DPgCs9uVwDTPF9/BlxojIk0xvTCWVBkgWeIcZYxZrxn1eHLKx0jIiIiIiIiIiIi9RQWwHN3AD5x6niEAW9ba6cbYxYC7xtjrgG2A+cBWGtXGWPeB1YDxcDN1toSz7luBF4FooGvPQ8RERERERERERE5CAErClprNwMjfLTvA46r4ZiHgId8tC8ChjZ0jCIiIiIiIiIiIi1RoBcaERERERERERERkSCjoqCIiIiIiIiIiEgLo6KgiIiIiIiIiIhIC6OioIiIiIiIiIiISAujoqCIiIiIiIiIiEgLo6KgiIiIiIiIiIhIC6OioIiIiIiIiIiISAujoqCIiIiIiIiIiEgLo6KgiIiIiIiIiIhIC6OioIiIiIiIiIiISAujoqCIiIiIiIiIiEgLE+Z2ANL8fLNqD7PWpdI3KY5LxnUnKjzU7ZBEREQOyb68fby77l0y8jM4rc9pDG8/3O2QRERERAKjuAAWvwopK6Hv8TD4DLcjkgBRUVAa1Jvzt/GnT1eWb8/fvI8XLh/tYkQiIiKHpqikiMu+vozkrGQAPlz/Ia9MfYWRSSPdDUxEREQkED75Daz6xPl6yesw9REYf6O7MUlAaPiwNKi3f9nutf3d6hTSsgpcikZEROTQzd89v7wgCFBsi/lk4ycuRiQiIiISIHnpsOpT77bFr7oRiTQCFQWlQcVHe3c+jQgLISpcP2YiItJ0xUXEVW8Lr94mIiIi0uSFRkJ4tHdbVGt3YpGAU7VGGtRtx/UnMqzix+qmSX2Iiwp3MSIREZFDMzJpJJO6TSrfTopO4uJBF7sXkIiIiEigRMTA0XdXbIdGwqR73YtHAkpzCkqDOqJPW+bcM5l5m/bRLymOwZ3j3Q5JRETkkD05+UkWpSwiPT+do7ocRUx4jNshiYiIiATGxDuh/4mQshp6HgXxndyOSAJERUFpcElxUZwxsovbYYiIiDQYYwxjOo5xOwwRERGRxtFhiPOQZk3Dh0VERERERERERFqYehUFjTEhxhiNBxURkRZPOVFERIKB8pGIiBysOouCxpi3jTHxxphWwGpgnTHm7rqOExERaW6UE0VEJBgoH4mISEPwp6fgYGvtAeBM4CugO3BZIIMSEREJUsqJIiISDJSPRETkkPlTFAw3xoTjJJxp1toiwAY0KhERkeCknCgiIsFA+UhERA6ZP0XB/wFbgVbAj8aYHsCBQAYlIiISpJQTRUQkGCgfiYjIIQurawdr7ZPAk5WathljJgcuJBERkeCknCgiIsFA+UhERBqCPwuNdDDGvGSM+dqzPRi4IuCRiYiIBBnlRBERCQbKRyIi0hD8GT78KvAN0NmzvR64PUDxSDO0Ykcmj3y9ltd+3kpuYbHb4YiIHIpXcTEnFpeU8sGiZP7x1Rp+3ri3sV5WRESCz6voGk1E3FRaAr++B9/8ETZ+73Y0cpDqHD4MtLPWvm+MuQ/AWltsjCkJcFzSTMzduJfLX15ASakz7/EXy3fxwQ1HuhyViMhBczUn/v7D5Xy8dCcAz/+4mUfPGc75Y7o11suLiEjw0DWaiLjriztgyWvO1/OegpMfh7HXuRuT1Js/PQVzjDFt8axmZYwZD2QGNCppNt6Yt628IAiwcGs6K3fqx0dEmizXcmJGbiGfLtvp1fbqz1sb46VFRCT46BpNRNxTkA3L3vJu++V/7sQih8SfouCdwGdAH2PMXOB14BZ/X8AYE2qMWWqM+cKznWiM+c4Ys8Hzb5tK+95njNlojFlnjDmxUvsoY8wKz3NPGmOM3+9QXBUZXv1HLMpHm4hIE3FIOfFQhIYYwkK8/37q76mISIvlWj4SESEkFELCvdvCo9yJRQ5JnVcT1tolwDHAkcBvgCHW2uX1eI3bgDWVtu8FZlhr+wEzPNtlk+NeCAwBpgLPGGNCPcc8C1wP9PM8ptbj9cVF103sTauI0PLtU4Z3om9SnIsRiYgcvAbIiQctLiqcq4/qVb4dFmK4eXLfxnhpEREJMm7mIxERwqPhqNsrtk0oHH23a+HIwatxTkFjzNk1PNXfGIO19uO6Tm6M6QqcAjyEczcL4Axgkufr14BZwD2e9nettQXAFmPMRmCsMWYrEG+tnec55+vAmcDXdb2+uG9ol9bMvGsS369JpVNCFMf0a+92SCIi9dYQObEh3HvSQI4dmMS6lCwm9m1Hz3atGuNlRUQkSARLPhIRYdK90HsypKyAXsdAu35uRyQHobaFRk6r5TkL+JNwngB+D1TuGtbBWrsbwFq72xiT5GnvAsyvtN8OT1uR5+uq7dJEJMVHcfG47m6HISJyKBoiJzaIsb0SGdsrsbFeTkREgkvQ5CMREbqPcx7SZNVYFLTWXnUoJzbGnAqkWmsXG2Mm+XOIrzBqaff1mtfjDDOme3cVoUREpGHUNycqH4mISCAoH4mISEOqradgOWPMKThz/ZXPHGmtfaCOwyYApxtjTvYcF2+MeRNIMcZ08vQS7ASkevbfAXSrdHxXYJenvauP9mqstc8DzwOMHj3aZ+FQRETkUPiTE5WPREQk0JSPRETkUNW50Igx5jngApzVrAxwHtCjruOstfdZa7taa3viLCDyg7X2UpxVsq7w7HYFMM3z9WfAhcaYSGNML5wFRRZ4hhpnGWPGe1YdvrzSMSIiIo3mYHOiiIhIQ1I+EhGRhlBnURA40lp7OZBurb0fOALvHn319QgwxRizAZji2cZauwp4H1gNTAduttaWeI65EXgR2AhsQouMiIiIOxo6J4qIiBwM5SMRETlk/gwfzvP8m2uM6QzsA3rV50WstbNwVhnGWrsPOK6G/R7CWam4avsiYGh9XlNERCQADjknioiINADlIxEROWT+FAW/MMYkAI8BS3AW+XghkEGJiIgEKeVEEREJBspHIiJyyOosClprH/R8+ZEx5gsgylqbGdiwREREgo9yooiIBAPlIxERaQg1zilojBljjOlYaftynDn/HjTGJDZGcNJ0bNmbw/sLk1m754DboYiINDjlRGnOSjIzyfzsM7J/mostLXU7HBGphfJRy5O8P5f3FyWzYodqviLS8GrrKfg/4HgAY8zROAuC3AKMxFnW/txABydNw2e/7uL2d5dSap3tKYOTePzckbSOCXc3MJFgYy1kbIe4jhAW6XY0Uj9BkxOtteQVlfD1ij2s2nWAif3aMXlgUmO9vDQjtqSE3EWL2HHb7ZRmZAAQO3ky3Z59xt3ARKQ2QZOPJPBmrEnhN28spthzoXXXCf357bH9XI5KpAEVZEFBNsQmwYoPYPev0OsYGDDVeb6kCEwohPizRq4cjNqKgqHW2v2ery8AnrfWfoTTRX1ZwCOTJuPxb9aVFwQBvludyjnPzuXr248mPFS/vCIA7N8M71wEaWshOhHOeBoGnux2VOK/oMiJ361O4S/TVrInM5+yP7svz93C/acP4YojezZWGNIM5K1cxc5bb6Vo1y6v9uyZM8n79VeiR4xwKTIRqUNQ5CNpHP+ZsaG8IAjw9MxNXDuxN1HhoS5GJdJA5j4JM/8BxXkQ1xmyPJ9J5j8DU/4O+9bDsncgMg6O+wuMvsrdeJup2io2ocaYsqLhccAPlZ7zZ4ESaSHSsgqqtW1My+HnTftciEYkSH37Z6cgCJC3Hz77LRQXuhuT1IfrOTErv4jb313K7koFwTKv/by1MUKQZmTP/fdXKwiWKc3NbeRoRKQeXM9H0nhyCoq9tgtLSikq0TQP0gzs3wzf/cUpCEJFQbDMT/+GJa9DaZFz7fTFHbBvU+PH2QLUVhR8B5htjJmGs+T9HABjTF9AExpIubgo358/og/hDpaSnTQ7ZQXBMrn7IHevO7HIwXA9J25KyyGnsMTnc1HhoZSUWkpLq5YLRXwr3OT7g3VE3z7EjBnTyNGISD24no/EmcqjuBGuVy4b38Nr+4yRnYmL0hRN0gzs3QDVbnNXYqt+5rWwe1kAA2q5arybZK19yBgzA+gEfGutLfsfC8GZt0IEgNNGdOaln7Z4tU3o05YxPdvU+1w/b9zLfZ+sYPv+XCYPSOLf548gISaioUIVcU//qTDvqYrtjsMgvrN78Ui9BENOHNgxjjYx4aTnFnm1hxjonBDFkL9OJyI0hFuP68e1E3s3RkjShMVOOoYDX31dvh3epQsJF1xAm/PPw4Sps5FIsAqGfNTSfbJ0Bw99uZbMvELOGNmFf5w1jIiwwEyZdOWEXnRtE8OPG9IY1Cmec0d1DcjriDS67kdAZGso8HEvw4TCsPNg4YsVbSHh0G1848XXgtT6qc9aO99H2/rAhSNN0e9O6E9WfhHfrkqhdXQ4lx3Rg6sm9MIYU6/zFBSXcMs7S9mX4wyp/GFtKv+cvo6Hzx4WiLBFGtdxfwFjYMN3kDQIpjzgdkRST27nxKjwUF64fDQPfLGaHel5jO2VyBG9EykusTz45RoA8otK+fuXaxjXqy3DurZurNCkCep4//2ExMWTu2gR0cOHk/T7uwlrU/+beSLS+NzORy3Znsx87v5gefk8fx8u3sGADnFcd3TgbsYdP7gDxw/uELDzi7giKh4u+xhmPgTZaTDyYug+zllopOfR0LYPxLSFxa9BdAIc+2do3cXtqJsl3QoWv2xOy2ZZcgajerShR9tWXs/FRITx6LkjePQQ1zrbkZ5XXhAs82tyxqGdVCRYhEXCCX93HiIH4UB+Ebsz8/njyYMY17ttefvfv1hdbd9lOzJUFJRahcbF0en+v7kdhohIk7JyZ6bXwh/g5FyRFi9zB2yd64yG6jDYv2O6jobLPvFu6zKq4uvJf3AeElAqCkqd3l+YzD0fL8daZ5jav88fyZmHNXyVvkdiDB3jo9hzIL+8bVzvxAZ/HRGRpmZTWjbnPTeP/Z4bJ6eP6MyTFx0GwLjebXmx0hQOxsDYnvrbKSIi0tBGdk8gIiyEwuKK+QTH91LOlRZu3XR471JnURBwOkEcqdkMmorATH4gzcpj366jbLaSUguPfbOu1v3X7cnispd+YeKjP/D3L1Z7Jc3ahIWG8L/LRjGiWwLxUWGcc3hX7jphwKGGLyLS5L3w4+bygiDAZ7/uYu2eAwBMGdyB308dQFJcJN0TY3js3BEM6BjnVqgiIiLNVrvYSJ695HD6JcUSGxlG+9gIXpm7hZerzK8u0qLMfKiiIAgw659QXOBePFIvNfYUNMZkUctyMNba+IBEJEEnO7/Ye7uguIY9oaTUcvWrC9mZ4Swt/uJPW4iJCOVOP4t7I7olMO3mCQcfrIhIALidE9Oyq3+w+n51CgM7Oi9706S+3DSpbyBDEBGRIOB2PhI4blAHBnWKZ9Jjs8guKCYtu5AHvlhNlzbRnDiko9vhiTS+gizv7aJcKClypk+SoFdjT0FrbZwnqTwB3At0AboC9wCaFKsFuWhsd6/ti8d1r2FPZ4hbWUGwzOz1aQGJS0SksbidE/slxVZr25Ge52NPERFpztzOR+KYt2kfhSXeo6F+1DWPtFSjr/LeHn4+RFb/7CrByZ85BU+01o6rtP2sMeYX4NEAxSRB5k+nDGJgpziWbk9nTM9EzqplPsGubaKJiwwjq1JvwkGddMNSxKeCbMhMhnb9ISTU7WjEP67kxDMP68Jzszd7tQ3urL+tbigoKWD7ge30jO9JeGi42+GISMulazQX+bq+GViPax5rLZvSsmkfF0XraOUSaeIm3AYJ3WHzLGehkcOvcDsiqQd/5hQsMcZcYowJNcaEGGMuAUoCHZgEj5AQw/mju/Hw2cM5+/CuGGNq3DcmIozHzhtO21YRAIzp2YbfaV5AkepWfgz/GgDPjIcnD4O02ufqlKDhSk4c2DGe308dQHR4KCHGWWjkwjE199qWwPhl9y8c/8HxnP3Z2Uz5cArLUpe5HZKItFy6RnPR4M7x3H1iRV4+c2RnLhjdza9jd2fmMfWJORz/7x8Z+9D3vDFva2CDFWkMQ86C0/4DY64F3TRtUoy1NU5J4exgTE/gP0DZRG8/Abdba7cGNLJDNHr0aLto0SK3w2ixikpKycovJtFTHBSRSooL4PH+kJ9R0dZ/Klz8nmshNSfGmMXW2tEBOndP6pkTGzIf5ReVUFBcql4FLjn1k1PZdmBb+fbAxIF8cNoHLkYkIsGsOecjceQVllBUWkp8lP95+Z4Pl/PeouTy7YjQEOb/4ThdN4lIQNWUk+ocPuxJLGcEIihpvsJDQ5TYRGqSu9+7IAiwb5MroUj9uJ0To8JDiQrXUHM3WGtJzkr2aqtcIBQRaUxu5yNxREeEEk398vLWfTle24UlpezKyNO1k4i4os7hw8aYrsaYT4wxqcaYFGPMR8aYro0RnIhIsxTfCbqM8m4bdKo7sUi9KCe2XMYYJneb7NV2XPfjXIpGRFo65aOm64QqKxR3T4zRHOwi4hp/Fhp5BXgbOM+zfamnbUqgghIRafYufBt+eBBS10DfKXD0XW5HJP5RTmzBHpzwIEkxSaxIW8HhHQ7n5pE3ux2SiLRcykdN1NUTemKt5csVu+nWJoY7p/QnNKTmOdtFRALJnzkFl1lrR9bVFmw0Z4aISMsU4Dmc6p0TlY9ERFom5SMREQkWNeUkf1Yf3muMudSzslWoMeZSYF/DhygiIhL0lBNFRCQYKB+JiMgh86coeDVwPrAH2A2c62kTERFpaZQTRUQkGCgfiYjIIfNn9eHtwOmNEIuIiEhQU04UEZFgoHwkIiINocaioDHm99baR40x/wWqTTxorb01oJGJiIgECeVEEREJBspHIiLSkGrrKbjG869mo22B9mUX8M2qFFpHhzNlcAciwvwZaS4i0mw1iZy4fEcGi7elM6pHG4Z3TXA7HBERaXhNIh+JSDNQkA1rPgcsDDoNIuPcjkgCoMaioLX2c2NMKDDUWnt3I8YkLtu+L5cznv6J9NwiAEb3aMN7vzmC0BDjcmQiIu5oCjnx9Xlb+cu0VeXbD5wxhMuP6OleQCIi0uCaQj4SkWYgPxOenwz7Nznbsx+F62dBdIKbUUkA1Nr9y1pbAoxqpFgkSLwxf2t5QRBg0bZ0ft6018WIRETcF+w58ckZG6psb3QpEhERCaRgz0ci0gys/KiiIAiQvgVWfOBePBIwdS40Aiw1xnwGfADklDVaaz8OWFTiqqKSatOTUFRS6kIkIiJBJ2hzYmGx999p/d0WEWnWgjYfiUgzUFLkX5s0ef5MFJcI7AOOBU7zPE4NZFDirgvHdiM6PLR8u19SLEf1be9iRCJNhLVQlO92FBJYQZsTrz6ql9f2VRN6uhOIP6yFojy3oxARacqCNh+J//KLSigtrd4hQ8R1Q8+BVkkV263aw7Bz3YtHAqbOnoLW2qsO5sTGmCjgRyDS8zofWmv/aoxJBN4DegJbgfOttemeY+4DrgFKgFuttd942kcBrwLRwFfAbdZa/fUMkIEd4/nqtol8unQnraPDOWdUVy00IlKXdV/Dl7+DA7ug/4lw1v8050YzdLA5sTHcfnx/hnRuXb7QyJTBHdwOybctP8Jnt0D6Vuh1DJzzIsQm1XmYiIhUCOZ8JHXLyi/id+//yndrUkiKi+T+04cydWhHt8MSqdCqHdwwB5a9DVgYcbE+rzVTdVZ6jDH9jTEzjDErPdvDjTF/8uPcBcCx1toRwEhgqjFmPHAvMMNa2w+Y4dnGGDMYuBAYAkwFnvFMogvwLHA90M/zmOr/W5SD0atdK+6Y0p+rj+pF6+hwt8MRCW4F2fDRdXBgJ2Bh/XSY/U+3o5IAOISc2CimDO7AvScNDN6CYEkRfHiNUxAE2DIbvvuLqyGJiDRFwZ6PpHZP/bCRb1enYC2kHCjgzveXcSBfQzMlyMR1hIl3wsTfQXwnt6ORAPGn+9cLwH1AEYC1djlO8a5W1pHt2Qz3PCxwBvCap/014EzP12cA71prC6y1W4CNwFhjTCcg3lo7z9M78PVKx4iIuG/fBijM8m7btdSdWCTQDioniseBnZCT6t2m3xURkYOhfNSELd+R6bWdW1jCxtTsGvYWEQkcf4qCMdbaBVXaiv05uTEm1BizDEgFvrPW/gJ0sNbuBvD8W9YHtQuQXOnwHZ62Lp6vq7b7er3rjTGLjDGL0tLS/AlRROTQJQ2GmHbebT0nuhOLBJpfOVH5qAatu0NCD+82/a6IiBwM5aMm7Ig+bb22E2LCGdwp3qVoRKQl86couNcY0wenlx/GmHOB3f6c3FpbYq0dCXTF6fU3tJbdja9T1NLu6/Wet9aOttaObt9eC2OISCMJi4SL3oUuo53i4Ohr4Oi73I5KAsOvnKh8VIOQELjwLeh+JMS0hZGXwPF/dTsqEZGmSPmoCbvhmD5ccUQP2sVGMKJra164fDRRlRZ6FBFpLHUuNALcDDwPDDTG7AS2AJfU50WstRnGmFk4cwGmGGM6WWt3e4YGl40j2gF0q3RYV2CXp72rj3YRkeDRbQxcN8PtKCTwDjkntngdh8HVX7sdhYhIU6d81IRFhIVw/xlDuf+M2vrMiIgEXq09BY0xhwGHA7cA7YGB1tqjrLXb6jqxMaa9MSbB83U0cDywFvgMuMKz2xXANM/XnwEXGmMijTG9cBYUWeAZYpxljBlvjDHA5ZWOERFp+nb/Cqlr3I5C6nAoOVEkWFhryVuxkoItW9wORUQOkvJR05dbWMyCLfvZn1Podigi0sLV2FPQGPMX4FJgMfAo8LC19oV6nLsT8JpnBeEQ4H1r7RfGmHnA+8aYa4DtwHkA1tpVxpj3gdU482HcbK0t8ZzrRuBVIBr42vMQEWnaivLgrfNg6xxne+CpcP7rEKLhI8GmAXKiiOtKDhxg+1VXk79qFQCtzzqLzg//w+WoRKQ+lI+avsXb0rnmtYVk5BYRERbCo+cM58zDfE6ZLyIScLUNH74AGGmtzTXGtAWm46xy5RfPCliH+WjfBxxXwzEPAQ/5aF8EqG+1iDQvv75bURAEWPsFrP8GBp7sXkxSk0PKiSLBIP2dd8sLggCZn3xCwnnnEnP44S5GJSL1pHzUxD381RoycosAKCwu5f7PV3Hq8E6Ehfoz3b+ISMOq7S9PvrU2F8oLeforJdVkFxSzbk8WpaU+134Rkdoc8DE9auaO6m0SDIIuJ25Ky2ZfdoHbYUgTUrSn+jpxRbv9WjtORIJH0OUjqZ/dmfle2+m5ReQWldSwt0gzk7Yecva5HYVUUltPwT7GmM88X5sq21hrTw9oZBL0Pl26kz98soLcwhK6J8bwylVj6NM+1u2wRJqOwWfAT/+G0mJnOzxGvQSDV9DkxIzcQq58ZSHLkjMICzHccmw/bju+X2O9vDRh8SedRMa774F1buSFtG5N7MSJLkclIvUUNPlIDs5pIzrz3OxN5duTB7QnPircxYhEGkHOPnjrXNi1BELCYdK9cPRdbkcl1F4UPKPK9uOBDESalvyiEv48bSW5hc5dre37c/nn12t5/vLRLkcm0oR0HAqXfQoLnofQcDjiZmjdtc7DxBVBkxNfmLOZZckZABSXWp6YsZ7TR3amV7tWboUkTUSrsWPp9tyzpL//AaGxrUi85hpC4+PdDktE6ido8pEcnLtO6E9iq3DmbNjL4M7x3Dy5r9shiQTe3CecgiBAaRH88HcYdi606elmVEItRUFr7ezGDESaln05hWTlF3u1bd2X41I0Ik1Yr4nOQ4JaMOXErXtzvbathW37clQUFL/EHnMMsccc43YYInKQgikfycEJCw3h+qP7cP3RfdwORaTx7N9cpcFC+lYVBYOA5qCQg9IlIZqhXbx7F5w4pKNL0Yi4rCgf1n4Jm2ZCaanb0Ugzd8KQDl7bia0iGNsr0aVopKkpycriwPTp5C5Z6nYoIiLih4LiEr5bncKcDWmax12arkGneW+3ag/dxrkTi3ipbfiwSK1evHwM//p2HRtSszluYBI3TtLdLmmBcvbCi8dD+hZnu+dEuHwahIS6G5c0W2eM7EJeYQkfLdlBu9hIbj2uHzERSudSt4LNm9l28SWUZGQA0Pqss+j88D/cDUpERGqUnlPI2c/+zJa9zoissb0SefvacVqpWJqeERdCUS78+h7EdYBJ90F4tNtRCSoKyiHo2DqKx84b4XYYIu5a/GpFQRBg6xzY8B0MmOpaSNL8XTi2OxeO7e52GNLE7HvppfKCIEDmJ5/Q9rpriezd272gRESkRu8tSi4vCAIs2LKfH9amcoJGaElTNPpq5yFBpc6ioDGmP3A30KPy/tbaYwMYlwSBzNwinpm1kXUpWUzq357Lj+hJSIhxOyyR4JKf6V+bNAvBlBO/XrGbj5bspH1cBDce05fubWMaOwRpYkoPZPloO+BCJCJyqIIpH0ngHMgrqt5WZV53kSYjaw/M+bczl+DgM+CwS9yOSPCvp+AHwHPAC0BJYMORYHLjW4v5edM+AGatS+NAfjG3HtfP5ahEgsyIi5zVg4vzne3YDuol2LwFRU78bnUKN761pHx75to0Zt09iahwDVuXmiWcdy5Z33/vrE4DRA4cSNTw4S5HJSIHKSjykQTW2Yd34eW5W8gvcuasbhcbyZRBHeo4SiQIWQtvnAWpq53tDd84qxCPutLVsMS/omCxtfbZgEciQSUtq6C8IFhm2rKdKgpKy7Dhe9g0AzoMheEXQGgtfyo7DIZrv4clb0BEDIy+BqJaN16s0tiCIidOW7bTa3vPgXwWbt3PxH7tXYpImoLYo4+m69NPsfd/z2PCwmh/5x2YEM1LJdJEBUU+ksDqmxTHJzdN4L2FyUSFh3Lp+O60jgl3OyyR+ktZWVEQLLPiQ99FwdS1sPxd55rq8CsgRgvqBZI/RcHPjTE3AZ8ABWWN1tr9AYtKXBcXFUZcZBhZBRXd0zu11kSg0gIsfBG+/F3F9raf4cynaz+m4zA4+dHAxiXBIihyYqfWUX61iVRmi4pI/de/Kdy0CYDkq66mx9tvEz10iMuRichBCIp8JIE3qFM8fztdf6eliYvtACFhUFpp+Ht85+r77VnpLOJYnOdsL3kdbpwH4fqcGyj+3B6+Ame+ip+BxZ7HokAGJe6LCg/lD6cMIjzUmUMwsVUEv586wOWoRBrBghe8t399B/I155aUC4qceN3E3vRu3woAY+DqCb3omxTX2GFIE5Mzf355QRDAFhaS8eEHLkYkIocgKPKRiIhfYpOcFYeNpwQV3xWOuaf6fkvfqCgIAuzf7IzgkoCps6egtbZXYwQiweeisd05blASW9JyGNEtQXNVScsQVuUuVGiEc1dLhODJiUnxUXx3xzEsS86gXWwEPdq2cjskaQJMZGS1tpBI3XkXaYqCJR+JiPjt6LtgxIWQkQxdRkFYRPV9wn2MTvTVJg3Gn9WHz/bRnAmssNamNnxIEkyS4qJIitMFg7Qgx/we3r+8omv7hNucuQJFCK6cGBpiGNWjTWO+pDRxMWPGEHPEeHLnzQcgNDGRNpdq5T+RpiiY8pGIiN9ad3UeNRl9DSx9C3I8f8a6Hwm9JjVGZC2WP91frgGOAGZ6ticB84H+xpgHrLVvBCg2EZHGN/AUuHkBbJkNHYZBtzFuRyTBRTlRmixjDN1ffJHs2T9SkpFB3LGTCU1IcDssETk4ykci0vwkdIPfLoR1XzkLjfQ7EbQoWkD5UxQsBQZZa1MAjDEdgGeBccCPgBKO1OmbVXt4Z8F2YiPDuHFSH4Z01uqsEsTa9nEe/srdDxnbnCJibSsVS3MQlDnxg0XJfPbrLjrER/HbyX3p2U7DiQNhffp64iPi6diqo9uhHDQTGkrcsZPdDkNEDl1Q5iOpWVFJKf+bvYmfNu6lb1Ispw7vzJieiYSGGLdDEwku0Qkw8mK3o2gx/Ll67VmWbDxSgf7W2v3GmKIAxSXNyM8b9/KbNxaXb89en8ac308mIcbHHAIiwWz+c84KWNFtYPIfoOcEWPwafHU3lBRA625w6UfQXovyNGNBlxM/XbqTuz9cXr49b9M+Zt41iYgw3VVtKFmFWdzw/Q0sT1uOwXDJoEu4Z6yPybFF/JCbmcHsN15i98Z1dBk4lGMuu5qoVrFuhyVNT9Dlo+bs5Z+28P6iZBJiwrnj+P6M69223uf459drefGnLQDM37yfN+dvp1tiNG9cPU4380TENf5cMcwxxnxhjLnCGHMFMA340RjTCsgIaHTSLHy5YrfXdlZ+MbPXp7kUjchBWvkRTL8HUlfBtp/grXMhfTtMv88pCAJkJsOMB9yNUwIt6HLiF8t3eW3vzMhj6fZ0N0Jptt5Z+w7L05zCq8Xy5po3Wb1vtctRSVP19dP/ZvWcmaTv3sXKmd/y/QtPux2SNE1Bl4+aq89+3cUDX6xm7Z4s5m/ez1WvLmR/TmG9z1P1mgggeX8e//5ufUOEKSJyUPzpKXgzcA4wATDA68BH1loLaPyJ1Klrm+qLNPhqEwk6Rfnw6U2w/muwtspzubDhWyjK8W7P2NZ48Ykbgi4nVv17agx0TtAqbQ1pZ/ZOn22D2w52IZrAKcnMpGDTZqIGDSQkOnh+hooKS5j11lo2Lk4lLjGKoy/oT/ch9e+lEwxKS0vYunypV9uWZYtcikaauKDLR83VrLXe67bkFpawYMs+pg7tVK/zdEmIZndmfrX2bfu8P0su3rafP3y8kk1p2Rw7MInHzh1B65jw+gcuIuKHOnsKWseH1to7rLW3e762dR0nUubS8d05vHsC4FysXjS2u1bMlOCXuhb+NQBWfeQUAIvzqu/T62joNNK7bfCZjRGduCQYc+KNk/rQN8kZehgaYrj12H50S9SNl4Y0pccUr+24iDjGdRrnUjSBcWD6dDYcM4ltF1/MxkmTyV2yxO2Qyi3+eivrf0mhtNiSmZrH9BdWUphf7HZYByUkJJTEzt6rLrbt2t2laKQpC8Z81Fz17xhXra1fh+ptdfnjKYNIbFV9+qS1e7L4edNeAIpLSrnprSWsS8miuNTy7eoUHpm+tv5Bi4j4qcaegsaYn6y1RxljsoDKCcbg5KH4gEcnzUJcVDgf3zSBNbsPEBsZpotVCT7b5kF+BvSeDOFRTtsPDzptvoRFw6R7oH1/uPg9mPUI7F0PA06C8Tc3VtTSiII5J3aIj+Lb249m1a4DtI+LpGPrKLdCOTg7FkPWbug9CSKDc161o7ocxWPHPMbH6z8mPjKe64ZdR3xE8/kYZEtL2fPQQ9h8pwdLSWYmKf/8J73ee8/lyBx7Nh/w2i7KL2H/rhw69m6ai5adeMOtfPHEo2TtS6N1h44cf63yhvgvmPNRc3XFET1ZtHU/369JJSo8hNuO60+f9v7nq6Xb00nNKmBiv3b8fO+x/LQhjVveWUpeUSkABcWlPPD5aqbffjQ70vNIOVBQ7XgRkUCpsShorT3K82/9b4OI+DCokz6jSJCxFt692FnyHiChO1zzHcR1hMwd1fc3IXDN985CImXFi7iOcNoTjRayuCPYc2JIiGFY1yZYIJl2Myx90/m6VXu4+pv6rfzdiKb2nMrUnlPdDiMgbEEBJXv3ebUV76o+95VbOvVpzc51FRfFEVGhJHZuupPyd+4/iGufepHs/fuJS2yLCdGiQOK/YM9HzVF0RCgvXjGGvdkFRIeH0irSnxm4HL97/1c+WuJ8pmwfF8mHNxzB5IEdKCzx7tS5K8MZkdK1TTQd46PYc6BimLFGWIlIIPn9KcQYk2SM6V72CGRQ4p5dGXmkH8TEuYFQXFJK8v5cSks1EkICZNvPFQVBgIztsOB55+uh53jvGxoOZz4HXUcFbW8maTzBkBOttSTvz6WwuNSNlz90aesqCoIAOWkw9z/uxdOChURHEzvZewqy+JNPcima6kZN7cHAIzoSFh5Cm44xTL1+GBFR/l+UB6OQkFDi27VXQbAR5eTkkJmZ6XYYDS4Y8lFL0S42sl4FwXV7ssoLggBpWQW8MGczoSGGk4Z29Nr3tBGdAQgLDeGRc4bRv0MsEWEhnDysI7+fOrBh3oBIY8jcCTn76t5Pgkadf9WMMacD/wI64yx13wNYAwwJbGjSmPIKS7jprcXMXJdGWIjh2om9ufck9xLQgi37ueWdJaQcKKBrm2ieu3QUQ7s0wV4wEtzyfAzHKGs78hYIj4a1X0K7fnD03RCb1PAxWAtZeyC2A+jiMOgFS07cmJrN9W8sYnNaDm1bRfD4+SOYPCAAP5+BcmA35Oyt3u7rd1IaRedHH2Xf/54jb+VKWo0/grZXX+V2SOXCIkI57orBHHdF81rYRRrPN998wy+//EJpaSn9+/fnvPPOIzy8aS/cECz5qDkrLbWkZRfQPjaSkBBT7+Mzcqt3tEjPLQLg0XOH06NtDMuSMxjXqy2/OaY3paWW+z5ewQeLkzHGcMGYbvz9jKEH9doija4oHz640lmgMSQMxt0AJz7kdlTiB39udTwIjAe+t9YeZoyZDFwU2LCksb29YDsz16UBUFxqeW72Jk4e1pHhXRNciefej5aXz6exIz2PP09bySc3TXAlFmnG+hwL8V3hgOcubkgYjLjY+doYGHud8wiUPSvg/cth/2Zn6PK5r0DX0YF7PWkIQZETH/xiNZvTnNUK9+UUcu9Hy/n53uMIDfYLh70b4L1LIW0txHWC1t0hc7vnSQOHXeZqeC1ZaGwrkn73O7fDEGlwycnJzJs3r3x7/fr1LF26lLFjx7oYVYMIinzUXK3YkcnNby9h+/5cuifG8PTFh9d7mo7RPRPp074Vmzz52hg4f3Q3AGIiwrj7RO8OGF+v2M17i5KdDWt5+5ftHDsgieMHdzj0NyQSaEvfcAqCAKXFMO8pZwHGbmNcDUvq5k+3lCJr7T4gxBgTYq2dCYwMbFjS2DanZVdr2+SjraGVlFo2pmaRW1iximBxSSlb9uV47bcxJfCxSAsUEQPXfgcTbodRV8JV0xs3cX1+u1MQBGfo8tvnO0UTCWZBkRM3pnr/TUw5UMCBvKLGDqP+vrrbKQiCs7gIpTDxbqcYePk0KCmEL++CJa9DSdNcXVZEgsvevdV7Jftqa4KCIh81V/d+vJzt+3MB2L4/l/s+WV7vc4SGGN77zRHccmxfLhjdjbeuHccx/dvXuP+G1OrXO3M2NIufVWmqivIhdS2U+PEZc+96/9ok6PjTUzDDGBMLzAHeMsakAvqk3swcP7gDb/2yvXw7OjyUrPwibnprMb3ateK6ib1JiIlokNcqKbWs2X2AguISbn9vGcn784gJD+XOE/px7cQ+hIWGcHS/9sxen1Z+zLGDmtCwOGla4jvDlPvdee3U1d7bufvgf8fADXOCdrEFCY6c2Do6jJ0ZFdv9kmJp06ph/kYHVNWf+cwdMOFWiIqHn5+Cb/9Y8VzyL3DG040b3yHKLMhkZ/ZO+rXpR3hI0xqaWLxvH/tefpminbuIP+kk4k88we2QRBpEnz59CAsLo7i44k/1gAEDXIyowQRFPmqu1u3JqnXbX+1iI/ndCf79vE0ekMT/fb8eW2k69Tfnb+W0EZ0Y3TPxoF5f5KBtnAEfXeNM7RLXCS58C7qMqnn/ASdVzM0OEBbljMpqCGs+h5UfQeuucOStgZnSqQXzp6fgGUAecDswHdgEnBbAmMQFkwck8fh5IzisewIT+7XjkvHd+cu01Xy1Yg9Pz9zE1a8ubJDX2ZSWzTGPzeTU//7Euc/NI3m/s9JWblEJf/9yLde8upCSUsu/zx/BuaO60jcplkvGdefvZw5tkNcXcU3GdshO827re3z1/Ypy4Nd3GicmORiu58RfkzNYvdv74mRDajYXPT+f/KKSxgyl/vpO8d7uNs4pCAIsesn7uV/fhULvXuPBbNrGaRz/wfFc8MUFnPzxyWxIbzq9fq21bLviSva/9DJZ06ez87bbyPz8C7fDEmkQ8fHxXHrppfTu3ZuuXbty1lln0adPs7jx5no+as4mDfDu0XdM/8AXIQZ0jKNDXJRXW4l1pnkSaVTWwhe3V8z1nLUbvr6n9mP6HAtn/Q+6joXek+HSjyC+06HHsvIjZ+qZVZ/Az/+F106D0ia6yF6QqrOnoLU2xxjTERgL7Ae+8XRVl2bm3FFdOXdUVwDOemau13NLtmewdW8OPdu1OqTX+Ne369iR7hQCrY9FhWesTeWHtalMGdyBx88bcUivJRIUivLgvctg43dgQmH8jRWT7p72H8jbD1t/8j4m4tB+zyRwgiEnbtnru1A2b/M+vli+u/zveFA66RFnJe/Ns6DTcDjx4Yrnwqv83IdFOfN8NgH5xfk8suAR8kvyAdiTs4f/LPkPTx33lMuR+Wfvs89RuHGjV1vmtGm0Pu1UlyISaVg9e/akZ8+ebofRoIIhHzVnj547gr9/sZrF29MZ1b0Nfzo18Asdfb1yN3sO5Fdrn75iN9ce1ZvBneMDHoMI4EznkpHs3bZvo+99KxtxofNoSL++672dthZ2L62916LUS509BY0x1wILgLOBc4H5xpir/TiumzFmpjFmjTFmlTHmNk97ojHmO2PMBs+/bSodc58xZqMxZp0x5sRK7aOMMSs8zz1pjAnymdSbvvaxkV7bEaEhJMQc+lCosp6BtUnxkQxFmqzFrzkFQQBb4ky6m+zpeRuTCJd+Al0qLS6S0AMOu7zx4xS/HGxObEhH9WtHTESoz+eC/u9nZByc9gTctgzOfx1ad6l4bvJ93kXAo++CsMiqZwhKmQWZZBd5zwW1I2uHS9HUT2luLvteeKFae1jbti5EIyL+CoZ81Jwltorg3xeMZPbdk/n3BSNJbIQpOmrK4blFpTz4xWqfz4kERFgk9KsyumPgKe7E0qpqL10DrWqem1Pqz5/hw3cDh1lrr7TWXgGMAuroOwo4c1r8zlo7CGdlrJuNMYOBe4EZ1tp+wAzPNp7nLgSGAFOBZ4wxZVc9zwLXA/08j6l+vj85SLcf3582niKgMXDb8f0aZE7Bk4Z19NpOiA6jcoW3VUQoU7TCljS2wlxY/y3sWdnw5/Z1V61yW1gEXD0dLnrXWX34pvnQShfjQexgc2KDaRcbyRvXjGN8r0QqLzYcERbCSUM71nyg2zJ3wNqvqg+jLzPwFLhlsTOP4G9+hKPuaNz4DkGHVh0Y3n64V9sJPZvGnHzFaWnYvCo37MLCaHvDb9wJSET85Xo+koY1dUgnwkJ8933ZvFeLLkojO+t/MOoq6DQSjvgtnPSYO3FMvNOZ07DMkb+FhO7uxNJM+TMuZwdQefKiLCC5hn3LWWt3A7s9X2cZY9YAXXDmv5jk2e01YBZOAjsDeNdaWwBsMcZsBMYaY7YC8dbaeQDGmNeBM4Gv/YhdDtLgzvHMvfdYFm5Np2fbGHq0bZjhjDcc3YeI0BC+XZ1Cn/atuO24/mzfn8sb87cRERrC1Uf1pEN8VN0nEmko+zbBKydBdoqzPfZ6OLkBk97Ak2FhpV44YdHQZ7L3PqHhzuS8AJtnw/L3nQl0x90AcSqSB5mDyokNbVSPNrz7myNYviODV+ZupdRarjiyJ73bxzZ2KP5Z9g5Mu9npLRsa6fQSHODj/l6bns6jCfrP5P/w7LJn2ZixkaO7Hs2VQ650O6RaZc/5iQNffklYx45E9OpF4ZYt5c+1veYaInv1cjE6EfFDUOSjlmJnRh6vzt1CVn4x543uxqgebeo+qJ66t43hgxuO4M73lrFlX67XcycMDuKbftI8xSQ6ozvc1rYP3LoMtv8M8V2hfX+3I2p2jPU1sVvlHZwi3DBgGmBxincLgPUA1tp/1/kixvQEfgSGAtuttQmVnku31rYxxjwFzLfWvulpfwmn8LcVeMRae7ynfSJwj7W22kQ3xpjrcXoU0r1791Hbtm2rKzSpZOXOTGasSaVPUitOGtqJ0BruVIk0K9N+C0vf8G67dSkk9q772NXTnOHBUa2du1gdh8GORc6qqd3GQVfPsODl78PClyAyFibeBT2O8H2+TT/AG2fj/KkFEvvAzQsgtGnMqxYsjDGLrbWj697zoM7tV05s6HxUXFLKlyt2s21fLscP6tC05hWyFh7vBzmVegi2HwQ3z6++b+ZOWPslxHWEASfrZz9AsmbMYMfNvy3fDu/WDWsMpfv2EX344XR95mlCwpvW6skiwag55qOWZFNaNrPXpdGlTTR/mbaSlAMFAISFGD688UhGdktokNf5YFEyny7bSYe4KG45rh/3fLicBVv3lz8fHmpY+MfjG2TUlkiTUlzoLDCSsR0GnQpJg9yOqEmrKSf582l7k+dRZprn3zg/XzgW+Ai43Vp7oJbpAH09YWtpr95o7fPA8wCjR4+uvdopXr5ZtYcb31xMqee7dtZhqfzfBSMP6ZwbU7NJTs9lXK9EYiJ0YSdBKtfHnNw5++ouCm6cAe9Xmvtv0wxnuOP3f6toO+lRGPcbGH6+86jL0rfw+vO2f5NzV6zX0XUfK43Fr5zY0PnotneX8eWK3QD8Z8YGXrxiNJMHBH4lxAZRWlKxel2ZHB9DiHcvd3rtFnqGSPWdApd+GPj4GkjygWS2HNjC4UmHExsRpD02PTI+/sRruyi5onNRzpw5pL/+Bm2v0dRkIkHOlXzUUsxcl8p1ry2iuLT6t6y41PLxkh0NUhR8c/5W/vTpqvLtnzftIybSe97gohLrc4FGkWbvvUthwzfO17P/CZd9rOuiAPBn9eH7D/bkxphwnILgW9bajz3NKcaYTtba3caYTkCqp30H0K3S4V2BXZ72rj7apQG9NGcLlXPep8t2ct9JA0k6yKG8j3+zjqdmOvOmtW0VwTvXj6d/B7/qyCKNa+TFsO6riu32g/xbzWr1NO/t/EyY8y/vth8fc4qC/opJrN4W7aNNXHMoOfFg7UjPLS8IApSUWl6as6XpFAVDw2D4BbDsrYq2wy6pvt/8ZysKguAs0LNrGXQeGegID9nLK1/micVPYLHEhcfx/AnPM7TdULfDqlFoQutanz8wfbqKgiJBzo181JI8N2uTz4JgmYbotffd6hT+Mm2VV9ueA/lcNLYbm9NyytuOH5REm0ZY6EQkqKStqygIApQWOZ8VVRRscHUWBY0xo4E/Aj0q72+tHV7jQc5xBngJWFNliPFnwBXAI55/p1Vqf9sY82+gM86CIgustSXGmCxjzHjgF+By4L/+vT3xV9UOnAY42EWeUw/k8+zsihuX+3IKeXLGBp66+HDAuaCdtmwnK3ce4Kh+bTl2oOZMExcNOg0ufh9WfgTxnWH8zRDixxpMvia4rXobt6TI/zg2/QDp2yA8Boo888iMuAg6Bm9hoSU62Jx4KEJ8/C2u6c/z9JW7WbAlncO6J3Dq8E4H/Xe8wZ36BCQNhp2LoecEGHYBzHrE6R3YexKMudb5sFdVaXFjR1pvWYVZPLPsGaynl29WURZPLXuK545/zuXIatb22mvJnv0jJXv3Og2hoVBSUv58eNcuNRwpIsHCjXzUktRWEOzRNobLxveo8xzZBcW8tzCZ1AP5nDaiM0O7eN+QefjrNVR9GWPgxmP6MqpHIrPXpzGwYxxXTeh5MG9BpGkqLYVFL8Gaz6s/Z/xZJ1fqy58xnW/hrG61Aiitx7knAJcBK4wxyzxtf8ApBr5vjLkG2A6cB2CtXWWMeR9YjbNy8c3W2rJPqDcCrwLROPMMapGRBvabY3qzaFs6JZ7MdN6obrSPizyoc6XnFpWfp0xaVgH//nYdi7enk5lbxMpdBwB4ee4WjuzTljMP68KZI7sQEaZfdHFB/xOdR32MvQ7WfQ07FwHGKWrEJsHMhyr2OeJm/8617Wd48xywnj+xkfFw4dvQa2L9YpLGcLA58aB1TojmrMO68MnSnQCEGkN8VBj3f7aK9alZ9O8Qx63H9uP1edv4v+/XOwfNhZW7MrnvpCCZeyUswlktrsy7l8DaL5yv133pLPQz5jqnB25JodPebZx/vXZdllOUQ0FJgVfb/rz9NewdHCJ79aLvt9+QM38+YR06kL98OSn/eBhbVER45860v/VWt0MUkbo1ej5qSa6e0Isl29PL7/d2bh1FdHgoibER3HvSwDqvk6y1XPLCfH7dkQnASz9t4c1rxzG+d9vyffZmFVQ77reT+9K9bQzd28Zw7qiu1Z4XafZm/xNmP1K9PTTS/2srqRd/Fhr5yVp7VCPF02BGjx5tFy1a5HYYTcr6lCxmrk2lT/tYjh2YRMghLDRy2n9/YsXOzPLt0T3asGhbei1HwNQhHXnusuC/ABTxkrLKKeIleGY/WP9NxUIj/hYaP78dFr/i3XbeazDkzIaMtMUI8MTu9c6JDZGPSkot369J4bHp69iYll3t+bG9EtmUms2+nMLytujwUFY/cGLw9BYsU5AFD3fDa/7M1t3gjpWQutaZUDquozPkOCLGtTDr49pvruWXPb+Ub9879l4uGeRjiHQQK05Pp2jHTqIGDcSEaR5gkYbQHPNRS7JkezqPTl/L/M3eN3piIkKZedckOtQyzdLibemc8+zPXm2njejMfy86rHz7gc9X8/LcipXfzxjZmf9ceBgiLdp/RkD6Vu+2yX+Eoec4KxHLQTuUhUb+aox5EZgBlN/OqDRHoDQT/TvENci8f/lFJVwyrjs/rE0hNDSE04Z35o73ltV53PRVe9iVkUfnhOhDjkGk0XQY4r3tq9dhzj5Y8xlEJ8CAU5xeU5XFdax+Xl9tEgxcyYmhIYZBHeN9FgQBFmzZT8cqFydR4SHBVxAECItyfhcqLz4S65lGImkgJN3nSlj+Wp62nHXp6xjbcSw94p3hY/83+f94Y/UbbM7czDFdj+G0Pqe5HGXdbGkp2T/+SNGuXcRNmkR4586EtWnjdlgi4j9dowXY4d3bsDE1p1p7bmEJM9akcvE4H1PJeESHh1Zri6oyIuoPJw+ke2I0C7emM7JbAlcc2ROAXRl5zF6fRs+2rTiiT9tq5xFp1mI7ehcFo1rDhNurXz9Jg/GnKHgVMBAIp6JrugWUcFqI0lJLWnYBSXGRdV5gZhcUc+bTc9mY6ly49m7fikfPaUeXNtFeE+b6EmIgLDQIL2Cl+SsphqVvwK6l0HMiDD+v4c69fwu8eFzFKsfdxsFVX0NIpQ+LY65zekelrXW2h50P3cc3XAzSkFzLieFhBmOqT10JEBcVxm+O6c0Dn68u7393+/H9Ax1S/Vnr/KwnDYbt85wh8xFxMKVpzJf/v1//x1PLngIg1ITyr2P+xXE9jiMuIo6bRt7kcnT+yZ4zh5R//pPCrdug2JmzMfXRx+jx2qtEjxjhcnQiUg+6Rguw3Zl55BeV+HyuS5vaOzEM7hxPv6RYNqRW3Mzr2c6793tYaAhXTujFlRN6lbf9snkfl7+8gIJi57/0svE9ePBMzS8tQaa4AL7+Paz8BFp3gakPQ48JzvXOoXZsOP5v8Pb5UHAAQsJgyoMqCAaYP0XBEdbaYQGPRILSr8kZ3Pz2Enak59GzbQxPX3I4QzpXX7UwM6+Ih75czXerU0jPrZgsfnNaDtOW7eJvpw3hpreWkF1QTKuIUEJDDAfyvSeQv2hsd5LiDm61Y5FD8tVdFcN3l7wG+zfDpHsa5tyLXqooCIIztHjLbOhzbEVbq7Zw48+wfb5zN0yLiwQz13Jip9bO3IIfL9np1R4RFsKEvu345/S1WGBo53j+ftZQRnYLwl5fsx7xniem34lwzgvOz32QKygp4KWVL5Vvl9gSnlv+HMf1OM7FqOqn5MABdtx6GzYvz6vd5uez75VX6frE/7kUmYgcBF2jBVBWfhFnPj2X7ILqC16dPqIzE/u2q/X4opJSdqbnerX9b/ZmrjmqN1E+ehGWeWbWpvKCIMBbv2zjluP66hpJgsvc/8DiV52vUzPh7QshMhZy0qDjcLjgTWhT92I8PvU4Au5YBTsWQtIgZyFICSh/VnWYb4wZHPBIJCjd89FydqQ7Fw9b9+Xyh09WsnhbOv/+dh2f/bqrfEGRv05byfuLdngVBMvkF5VwdP/2zP/DcXx04xF8cMMR1QqCXROi+bvugokbigth2VvebVXn9zvU81c159/wv6Phh79XPB8S6qzKqoJgsHM1J8ZFet/L69YmmtevHsv0lXvIL3IuIlbuOsCy7RkuROeHqr9bm2dCeCt3YqmnktISiqqsKJ5fnO9SNAcnf9WqagXBMrbQx98qEQlmukYLoB/WppJywHshkFHdExjXqw07M/L4aMmOWo+3Fkqq9Ow/kF/MY9+sq/W4qj0TSy0UFGkdGQky2+Z6bxfnOQVBgD3L4bs/H9r5o+Kh73EqCDYSf3oKHgVcYYzZgjNfhQGslrtvXvZlF7B1Xy5Du8QTGebcvbLWsi4ly2u/1bsyOfe5n8uHr/24Po3HzxvB7PVpPs/bJiac00c4v8yxkWEM75rA+wuTiQ4PJa9S0pvQt11wzn0lzV9IKITHVKx4Cs7CIfVRlO8M/W3b17lLVtmoK52hyUWeu8VhUbB1jvP17l+htNjpJi9Nhas5cc7GvV7byel5rN1zoNp+Vf92B43IeGel4TLhMc7vThMohseEx3BG3zP4aMNH5W0XDrzQxYjqL6J/fwgNhZLqw+Fan3O2CxGJyCHQNVoA+Ro2/OuODMo68S3elk5iqwiOG9SBdXuyKLWllJRCj7YxxEWFExEWwpkjO/PeIu/i4ez1adyeX8R7C5PZnZnPqcM7cVj3ip79lx/Rk1+2VCxscuzAJLolNo1Ft6QF6TIaNs+q+fmU1Y0Wihw6f4qCUwMehbjq3QXb+cu0VRSWlNI+LpLXrx7LoE7xGGM4pn97Zq2rKPjFRISRmVfRU+LjJTv4w8mDGNgxnnmbK4ZIJsSEc8URPTl/TDdW7z7Aqf/9ib3ZBYSFGAqr3DY7bmAS9540MPBvVMSXkFA49k/OEGJw5q449k/+H5+8AN65CHL3OgWPs1+AAZX+bHYYDDf8BMvfBwzMftj7+LVfwqiroCjPWWRBgp2rObFVhPeQo9AQw0eLdxAWYigurfjbumrXAYpLSgkL9WdAQCM69k/w4dVgPRdb+Znw3AToMgrOfM6509xhGIQEWdwefx7/Zw5LOoy1+9dyZOcjmdh1otsh1cu+Z571WRAEMEH6PReRGukaLYDKRkpVVlylw970lXt4bd42flxf+VoplMfOHcEpwzvxwBlD+XLFHq8hyAM6xHLpSwv4NTkDgFfmbuH1q8dxVD9nOPIpwztRag9j1rpUDuvehnNHdQWczhp/nraSdxckY4HxvRN54fLRxERotXhxwcQ7ncVAVn8KcZ0BC5nJFc/3Pd6lwORg1PkJ0Fq7zVq7DcjDmby27CHNQF5hCX//cg2FJU6WS8sqKO/WfiC/iGuO6sVpwzvRPTGGcw7vSo+23neqQowh1BgePHMIfZOcHlJdEqJ58fLR3DGlPyEGrnltEalZBZRaqhUE+yfF8tKVY2jTSpOHiovGXgc3L4Cznodbl8Lg0/0/9ut7nIIgOBPifnVX9ZUg2vaByffBxDsguso8b0V58J8R8Mw4eOUkKPC9uqwEBzdz4ro9Wazc6d0rsKTUsmLngfKpHMos35HJd6tTCDpDznR+x477q6fBE/fOxfD0OGdY/dNjISO5pjO4KjQklDP6nsE9Y+9pcgVBW1RExgcf1Ph8RM+ejReMiBwyXaMFVrgfN9VyC0u8CoJlbfd9spziklIiw0P570WH0T4uEoDhXVtz1uFdywuC4AwPfuuXbYBT+Lv7g1+55Z2lfLRkJ9OW7SwfOvzJ0p28OX87xaWWklLL3I37+P1Hyxvo3YrUU0QrOPcl+FMa3LECrvgMBpwCbXrB2N/A8X+t+xwSNOq8tWCMOR34F9AZSAV6AGuAIYENTRpDRl5htQl0d6bn8fmvu/j9h8vJKyqhfVwkr1w5hqFdWvPd6hRueHNx+QXopeN70DomnNYx4Xx7+9G8+NNmVu06wLLkDFbtzuSr5XuqXaxW5msOQhFXtB/gPOorfav3duYOZyhyWKR3e8Z22DrXubM2+zGngBjb0fuu2raf4c2zq69OLEHDrZyYV1jCf2asr/Fqz1f7zgzfc8e5rk0PaO+rV6ynC8a+DfDjY3D6k40a1qH4duu3zEqeRc/WPblk0CW0CsZ5EkNCMJGRPucOjDn6aCJ79fJxkARa7oFMtv26hPikjnQZMMjtcKQJ0TVaYJ0/uhtvzN9GWpYzr+DAjnFM7NeOV+ZupbjUcmSftpSU+p7r70BeMTe+tZgXLh/D5IFJzLv3WNJzi2gfF8kGH9N7REeEknIgn79/sZrPl+8ub1+4NZ2RD3zLGSM7V5uPHeCn9XurtYk0qrJRBom94aK33Y1FDpo//Y0fBMYD31trDzPGTAYuCmxY0lg6tY5mVI82LN6WXt520tCO/PWzVeVz/qVlFfCPr9bw9nXjmTK4A9Nvm8js9Wn06xDH0f0qVt7613freHrmJgCmLdvl1+vvzS5gV0YenROiG/BdiTSiwWd4L54w4KTqBcF1X8N7lzrzBwIc9xcYdLrTyzB7j/e+yb/A0jdh1BWBjVsOlis58ca3FntN5VCXyLAQpgzuEMCIDlGviRCdCHn7fT+fsa1x46lDfnE+z/36HAtTFjKk7RBuHnkzrSOdFZM/WP8BD8x7oHzfBXsW8OIJL7oVao1MaChtf/Mb0h5/vNpzeQsXYktLNYS4kaVs3sj7D/yBwjxnztnhx09lynW/dTkqaUJ0jRZAHVtH8e3tR/PVyt1EhYVy8rBOREeEcuOkvmxOy+bmt5dUW4iksu9Wp7J4WzqjerQhLDSkvLdgWGiIM/ljpX1H92jDOc/+7HPIsgU+reG6qnOCViQWkUPnz6e/ImvtPiDEGBNirZ0JjAxsWNKYnr9sFFdN6MlRfdvx51MHc/kRPdif492TYPv+3PKv+3WI49qJvTmmf3uMMRQWl3Lfx8vLC4K1CamylojFWeF45rrUhngrIo1v6iMw8S7oNh7G3QhnPVd9n5kPVRQEAeb8HyT0cBYa8WXHosDEKg2h0XPiroy8ehUETxragbevG0ePtkHYW61MZBxc+QWE1XBDaPAZjRtPHf658J+8tPIllqct55217/CHn/5Q/twnGz7x2veX3b+wK9u/G2ONLXr4MJ/tNj8fiqv3QpHAWjDtw/KCIMDyGd+wY+0qFyOSJkbXaAHWplUEl4zrwTmjuhLtmdM3sVUE361JqbUgWKbq9RTAnA1p1Xr3z9mw12dBsC7rU7LZl113HCIitfGnp2CGMSYW+BF4yxiTCuiTYzPSNjaSv57mPdLgyD5t+XlTxcIhpwzrVOPxL/20hXcW1D3/0+I/Hc/cTfu49Z2lXu1zNuzlp417ef3qsUzs176e0Yu4qKQIFjwPqauh/4lwxM3VewkCFFQZKlKUC4terpiLsKruRzR8rNJQGj0nRoeHVltIpCaHd0/g2UtHBzKchtNhCES1huxKF0ImFE56FEZf7V5cPszYNsNre86OORSUFBAZGklCZILXc+Eh4cE5fBjPvIHGVJv3NGrwYEyE5vZtTCmbN7JzXZXVGa3lvb/ew8AJx3Dyb3+nnptSF12juSTbx1Deqtq2iuCI3om89NMW5m/ex/Aurbnu6N7lc7BX1r9DHF+v3OPjLLUrLrU8+s06/nmOFpwWkYPnz6eNM4Bc4A5gOrAJOC2QQYn7nr74cK44ogdjeyZy1wn9uevEmudaqzz0uCZlXeZPH9GZFy8fzZF92no9b60zga6IazbOgFdOhucnw7J3/Dtm+r3w3Z9h3Vcw43748k7f+1UtcIy4ENZP971vl9Fw2MVOL8LPboEv7oDUtf6/Dwm0Rs+JbVpFcN3RvevczwCPnTsikKE0jA3fwUfXOT/fHYd6P3fUHTD2WnfiqkW3uG5e2x1bdSQixCmi3TjiRmLDKy7yrht2XfnQ4mATnpREeLdu1dqT7r3XhWgazrpf9vDBI4v4+PHFbFu1r+4DXJaZuod3/3YPOem+h8+vnTubTUsWNnJU0gTpGi3A1uw+wBvztrJiR6ZX+wVjuhEeamo4CsJDDW9cM5Zb3lnKg1+s5rvVKfzru/X8/sPlHNmnHZcf0YOyo7u1iebCMd04dXhFB4y4qDB6t29F6+i6+++kHsg/qPcmIlKmxr80xpi+QAdr7VxPUynwmjHmaCABCP5PXXLQ2rSK4P4zhta9IzCqRxu+X+O9yqUBEmLCyxcSScsq4MQnfuTzW47i+MEdiI4I9eqJCJAUp3kxxCXp2+CdC50FQgA+vQHiO0PvY2o/7tf3vLeXvw9nPF2xbS1sngUx7eC0/8KuJdBpOBx2mbNKsS9THoS9G+GlE6HY04NqxYfO6sjxNffYlcByOyfeM3UgJw/txIs/bfY5Z2vbVhHcdeIA+vjogRBU1n3t/K5V1XUMHHUnDDy58WPyw71j7+WWH25hX/4+4sLj+NP4P2GMc0k3rP0wpp8znUUpi+gZ35M+CX1cjrZmRbt2UZxSZVXqkBBCIsLdCagB7NqQzvevVPS4+/KpXznt1hF0G9S2lqPcteGXnykuqH3IX2ZK/XsNScvgdj5qKd5fmMw9Hy8v71j919MGc9UEZ0Gm4V0T+OSmCdz45mKSqwz7NcCLl4/mz9NWVes48eWK3Tx+3gjyi0rKhxAnp+dxx3vLeObSUVxzVC/25xQyoW87ikst7/yynUemr6110cbjBgXx/MEi0iTU1lPwCaD68kjOHaknAhGMBJ+SUssPa1P4ZOkOMvN8rxR8zVG9uGhsd6LDQ+nRNoaHzhrK3HuP5cEzvYuKe7MLefmnLZzz7M9c8uIvXs9FhoVw1ZE9A/U2RGq36YeKgmCZ9d/UfVxclQ9isVW2P7oW3jgTpt0EX/4OErpD70kQGg5H3w0RPgo4C5+HVR9XFATBWal4zef+vBMJnCdwOScO69qaB88cypDO8eVtYSGGM0Z0IiTEcN/HKzjtvz8F76rDAMtqWJlu96/QcwJs+RGWvgXZwTXP7LD2w3huynNcNOAi7hpzF6M7jmZJyhJ2ZO0AoHVka47rflxQFwQB0j/4AFu1GFVayrarriZ//Xp3gjpEW5d71z+shc+e/JUNC1NqOMJ9rdokVm80Fb2OQsPC6DNqbCNGJE3ME+gaLeD+M2OD10wLT87YAEBxSSkLt+6ntNRWKwgCnHlYF8LDQnyOpEpsFUFYiOGHtd45bv6W/Rz+4Hc88PlqDuveBmPgrKfn8tBXa2otCHZLjOaisd0P8h2KiDhq65Pc01q7vGqjtXaRMaZn4EKSxlZUUsrj365j+so9dE+M4Q8nD2JQp3istVz+8i/M3eh84G4XG8mnNx9J1zYxXsdHhIXw8NnDePhs7wnMF/lIhm//sp2cwpJq7QXFpWzZl0OH1uotKI1s3yZY9Un19kQfwzXzMuCbPziFi04jnJ5NX/7OKeCFRsKJ/6jYN20drPywYru00BliPON+GH8zTP0HXPE5vDDZ+zWK8iHGRw+XVsHb66WFCIqcGB8Vzue/PYp5m/exZHs60eGhPD1zY3mv7BU7M/nHl2t4+pLDGyuk+mnVznd7aTG8chKkeBZZCI2Aa76DziMbLbTaLNyzkOu/u55iz4JBD//yMPkl+RgM1w67llsPv9XlCOuWu3QpmZ986vM5m5tLxrvv0vEvf2ncoBpAm04+5m+0sOCLLfQbE5w9aPqPn8Dy76ezY81KABI6duKYS69m+ffTMaGhjD71LBI6qme41Cgo8lFzV1BcUmW7lK17szn9qbkc8MwpWHW+306to3jorKHM31y9s6Yx8KdTBhESYujTPpa92dWnD1ianMGd7y3jwrHd2JCa7fXcqcM7UVxqmV5p7sHk/Xms2pXJ8K4Jh/JWRQIjOxW+vgd2LIRu45zFGWO1fkAwqq0oWFt1poblAqUpenbWJv43ezMA2/blcsZTc7lwbDeO6tuuvCAIsDe7gNfnbeMPJw9i7sa9rNl9gKP6tWNgx3if550yqAO92rViy96c8jZfBcEyNc/MIRIgJcXw+pmQub36czsXAVXmNvvqbljxvvN1ZjLk7IU7V8OupXBgB8z9D/z8X5hwG7TuUvPrzn8ahp4Ni1+FsCgo9swHY0Kc+dS6HwFL33DOC9DjKBioaYJcFhQ58dfkDJ6bvZG5G/eVX5RUtXbPgcYKx39FeTDjQdg00/tnvkzHYd6rcZcUOvNpXj+zceOswRur3ygvCALklzjxWywvrniRyNBIzu1/Lm2jg7N4X5qbS/JvbqD0QM0/G1mzZtP22l2Ed+7ciJEduv7jOrB91T42LvbueVNcy+cNt4WGhRNWaWGXjD272bt9G2ffd7+LUUkTEhT5qLm78siePP5tRQ/qUT3acNlLC7xyb+WCYKuIUP5z4WHERISxL7v6qsOHdUvg3QXJLNmWzh1T+nPpi7/4XEBs1vo0nxdFxsLsddV70e/KyGd41/q+O5FG8OlNsPE75+vMZCjMhovfq/0YcUVtRcGFxpjrrLUvVG40xlwDLA5sWNKYZlVJMIUlpbw+bxu/+LjLlVtYzMNfrykvIoYY+O9Fh3PK8Op3tKMjQvn05glc/MJ8Vu2q/SJ1RNfWjO3lYziNSCDt/tV3QRCc4bonPwaZO6FdfwgJcYYZV5Y831ltODoB3jwHymaIee9SuOEnZ3XVsp5PVX33V9j2U8V2Qnc471WI7+oMnxxzvXM3LSIWuo/3GlomrnA9J6YeyOeiF+aTW0ex4+j+QXgX9vv74ZdnK7YTejqLiuzfCEmDYd4z1Y/Zv7nRwquLqeW2lcXy1LKneGPNG7x98tt0jw++oVx5K1bWWhAEKN61iy0XXUz7G28gfupUQhMSGie4QxQaGsKJ1w0lPHINa37eXd4+bFLwXiXnHshk669LvNpW/zSL8ef4mG9TpDrX81FL8Ntj+9G/Qxzfr0nhi+W7mbNhr8/9/nDSAHq3j2N0zzYAvDF/Gwu2VL+GWrI9A4B5m/fx5fLdPguCZWatSyOxVTj7c5xRANHhIXy+YrfPfbMLfE/vJOK6qtdNVbfrIz/T6cyhkVMBUVtR8HbgE2PMJVQkmNFABHBWgOOSRpRSw6pV61Ky6Z4Yw/b9uYAzTPjMkV24uNJ8gKUWnpm10WdREJwi4uo6CoIAUwZ3YFNaDhGhIXRvG1Pn/iINIqEbhIRDqY8PVJHx8PgAKMqBxD5wyQfOSqmbZ1XsExIGj3SHdgMoLwiC8/W8p+Hqb+C5oyB9q/e547vCrmXebRnbISoBnhkHeZ6h951GwLUzVBAMDrfjck6cuS61zoJgm5hw7pzSvzHCqZ8NVebozNgKcx6H0/4DnUbCyo8hZYX3Pp2DZwj0ZYMvY87OORT5+lvhkVmQyXvr3uPuMXc3YmT+iejhX6GyJCWFPX+7n73PPkevjz8irG3T+fA9+dKBdO6fQOq2LLr2b0Pvw4KwOO4RERVNRHQMhXm55W2xvuYZFPHtdnSN1ihOGNKR79ek1Jh7DTCkS2uO7NOOpdvTueiFXygoLq3zvHtzqvckrCo6PJTQkGJKSi15RTWfs3f7IF9gTFqujkO9R4F08G8R02q++yvMfwZKimDoOXDWc8787NJgaiwKWmtTgCONMZOBsv/BL621h1DilWCzPiWLnRm+i4Kto8N5/4bxfLR4JwfyijhmQHv25RRSUuKdmIpLar7TVVxiqfnZCu8v2lHeRf/MkZ359/kjCQlRIUQCLDYJTnjQSTYlBc7wXVvqFATz050hjwD7N8GMB+Dkx+H9KyB1FWCcedDAs13Fhm9gZpvqBcGIWDjsUlj9KaStrWhvNwCWvFZREAQnkW6cAQOmNuCbloMRDDkxIabuD0DpuUX8snk/xw8OsrnUEvtU7/mXmQxvng0mFGyVC67oNnDOi40XXx1GdxzNx6d/zA/JP9A5tjNFJUW8s/YdVuz1LmTWVjR0U1jbthAeDkX+xVeckkLmp9Noe83VAY6s4ZgQw8DxnRg4Pvjn4guLiOCYS69mxsvPUlpSQlSrWI668HK3w5ImIhjyUUuxcmcmHy3Z6fO5EON0jrjkxQW0jY3wOWT4UBSV2FoXGQG4akJPDu/epkFfV6TBnP5f+OAq5zqqbV8YfbUzdVKf45yOGf7YPh/mPlGxvfJDaNMTjv2TOk00oNp6CgJgrZ0JBMekPtLgbA25JtTA304fTMf4aG6e3JdPl+7k8pcWUFxqq/3+9W7fioe/WsOZh3VhUCfv+QW7JcYwpHN8teHDcZFhZBVUTNJb1hsR4NNluzh9RGeyCor5NTmTI/q0ZUqwXeBK8zH+Rhh+gTMf4NafIKo1jLsB3j7Pe799m6BdP7jpZ1j3Dbxzfu3nzd3nzB1YVWE2zH7E+Toy3llZOL4rnPEUrPms+v5ViyXiKrdy4p7MfP4yrYah6FV8sDiZjq2jGNqldYCjqofxleaVqaryz3hEaxh9ORzx26AbInKg8ACr9q5iWeoyLhp4Ea+d9Brnf34+GzM2AhAdFs15/c+r4yzuMOHhtLnkEtJffdXvY2yp/vYE0vDjp9L78DHs25lMp34DiIjSVHBSP7pGC7zXft5arTDXrU00d0zpz53vV/SAOtSC4IVjujJ34z52Z+ZRXApJcZF0aRNNalaBz/1DDLx05RgmD0g6pNcVCahOI+CWxc410Y+PwWe/ddpDI+HSD6HX0XWfI3V19bY5jztDkS+fBlG+1zaQ+qmzKCjN24COcYzrlcgvW7xXwHru0tFMGdKBLXtzmL5yN0/N3Fg+94W1TmH+8nE9+H5tKl97VsF6Ze5WPrzxiGorYJ11WJdqRcHDuifwo2duDl9zajwzayOLtmUA8PLcLdx70kBuOKZPQ7xlkeqWv+99F2r/Zkga4t0DcNCplQ7wp/+rHwqy4TdznLkHQ0IhOhEWv+YUCgHaD4K+UxrmtaRJe+qHjaQc8H1xUNU3q1KYsSaVt64dx7jeQVJY63ts9d8pXwozncV6Fr0CV34BnQ9rnPjqsDt7N9d8c035AiM/7viRd099lzdOeoPPNn1GZmEmR3Q6gud+fY6Ve1cyqsMo7hl7D60jg6cwa4t9L0zjS0hiIq3POCOA0QhAbGJbYhOD5HdURKop9dF7IqegqMaFvg5Gp9ZRvLdoh1dHjdSsAjLzfPfs7t2+FS9dMYZe7XysvC4SbMp6Ey2oNAVqSQHM+Zd/RcHek31P9bRriTPC6shbGi7WFizE7QDEfW9cM47rJvaic0IUfdu34rFzhzNlSAcWbd3PiU/8yD+nryOnwLvHgLUwZ2MaOzPyytsKS0p5Z0FytfOfMbILia0qVtlrHR3O5rScavtVtthTECzz2s9b6//GRPy15nPv7fQtMOV+GHERdBkFk/8ER1eaJyw/o4FeuNQZJhkS6mwWZDq9ESNbQ+9JcNVXEBZR6xmkZVi+M6Ne+xeXWt76pYZFdNxyyQcw4GRnLs66FGbD3CcDH5OfZibPLC8IApTYEr7d+i2xEbFcPOhibhxxI08tfYpvt33LrpxdfL75cx6Y94CLEVeX/cMMv/dNuuUWwpOCrwfKjrX7+eRfS/jg4YWs+XmX2+GISDM3ukf1uT735xZTWFxCXGT9+tZ0iI/02b47M9/nyK2a5ibcnJbD87M3UVCs3tzSRJQUVh/5VJTne9+qEnvBRe8409BUdcD34jtSf+opKESEhfDHUwbzx1MGe7W/9NMWCmuZLHfz3txqbTERodXa2sdF8vktR/Hegu1Y4PzR3bjq1YX1ijE6vPp5RRpMYi/vlYBDI6DjcKdA17pbRdGuTLdxTmGj1I87xT0mQFgURLSC5F8gO6XiuQEnV8ypUVwAb18AOWnO9uZZsOhlOPquQ3pr0jyM7tGG5Tsya3zeUL3/6v4c/3oWNprWXZwPdgD/OwZ2L6t9f38/MDaCzrGda20rLi3mlz2/eD0/d9fcgMdVHxE9elC8q9IH6LAwqKH3YFiH4JuyIzs9ny+eWk6J53PJD6+vZfH0bWTtz6f74LYce/lAomN1E0VEGs6wrr57e3+waAcFxaW0jg4jM8+/XoOjerThmP7t+cMnK72GJIeHGIrqmDuwqncWJpMYG8HdJw6s13EirojvDANPhbVfVLSNvd7/4/tNcUaOPHm404ECnPmoh57TsHG2YOopKA2mbasIrjyyp8/nuiREc+cJA/jdCQPolhjDbyf3rXVu0E4JFXPrhBi47fh+DRytSCWT7oX2ng9WoZEw5lp4/hj4zwj4z0jYtdR7/7lPVC8IJg2BrmOrn/uoO+Cyj535NCoXBNv2hfNerdjes7KiIFhm3dcH+YakufndCQPo1Dqqxue7tak+H1m7WN+9EoLC1d/AKf+CNr19P29CnN/DIDGxy0RO6HFC+XaoCSUtr+L3dd3+ddWO6RjTsVFi81eHe+8lrLOzCEdIXByd/v53Eq+6iujRo70n6w4NJbJ/8K1gnbwmvbwgWCYzNY/SYsvW5XuZ++FGlyITkeZqaJfWHDvAeyXz8BDDhtRsCktKycwrJjLM+4ImsYZFwdbtyeLPn66sNkfh0C6tq53DHz95pmESaRLOfRlOfQLG3wxXfAHDzq3f8a3awdXTYeQlMPhMuOwT6DoqEJG2SCoKSrnM3CJ2eYYD5xeVcNWEXkSEVvyIDO1S80SeXdtE88PvJtEtMabO18kpKGZY19a8fc04QmtYYfiIXol8/tujeOisoXx7xzGcMbJLPd+NSD207go3zXced61zVvzN8vSoydwOX/7Oe//tv1Q/x4VvQZ9jq7fvWQEbv4dtP3u3Z2yHsEpFm8wdzl2vynYugvcvh5KGm7tGmqZWkWHM+N0xTOhbff6x2IhQn/MbjeyW0AiRHaTwKKfoF53g+/kRF0O/4xs1pNqEhoRyZt8zy7dLbAnPLHuGhXucXu9LUpdUO2ZE0ojGCs8vUQMG0Pfbb+n9+Wf0+3E2CWeeQWSf3pRmZnqvOlZSQtb04Lsh0aZT7Z8vdm+quSetiMjBeunKMTx54UhOHNKBG47pTWyU90C7gmLvIt/+XN9zAW5Ky6GwpHqPwBJrufOEAcRH128AX06hPhtKExIWCaOvgqn/gF4T63dscYGz4GP7gXDmM3D+a9D7mMDE2UJp+LAA8MT363lm5iYKS0qJDg8lr6iEMT3b8NrVY1ianEGXhGi+WZXCyp0Hqh0bGxnG0xcfTlxUGP+bvYmvVuyma5sY7jyhP33axwJgreWpHzbywpzN5RevCTHh1e6WlSnFMqRzfI3d9kUanDGQNAhKS2FvlV4/aVW2u42BtDUV23GdnWHGvSZWrCxcZvevMOP+6q/XdQys/BhmPQI5eyFvn++4Vk+DQZ/Wa/e9YAABAABJREFU/46aNDs70/OYu7H6z0l2YQlQfW6hxFZB3FMQnGJ51V64ZZa9CRNuhfYDGjemWqzYu6Ja2/K05YzpOIbh7YdXe660tObpN9yQ/u677HvpZUoyM7EFBdiiIufvnQ8msuZeqW7p2Ks1h5/Yg2Xfb6e0xBIWEUJxYUX8nXo33c8L+TnZpGzaSPuevYiJb7rvQ6Q5MsZw+sguTOjbjmteW0R6DUW/g7UrI4+Hv1pbvh0RFsIFo7vyxvza5wXemJrDuj1ZDOgY16DxiASVDd/Dx9dB3n5I6OFMQ9NhiNtRNTsqCgrrU7J44vsN5dt5Rc7F5cKt6dz01hIePns4U4d2ZNHW9GrHjuuVyEXjuvHLln18s3oPz8zcBMCvOzJZlpzB7LsnERYawuvztvGv79Z7HZtRS1L9ZOku1u7J5t3rxtO6hm74IoFhIao15FfqddLlcO9djr8fcvfD+unQbgBM/gPsXQ+7foXwGCiqNN/mms+qv0S38c7CJW+eDdaPwsH+LQf3VqRZSc2q3xyB/TrEBiiSQ7BjMcz8B+zbAJnJ1LqS9/4tQVUUHN1hdPW2jk7biPYjGN1hNItSFpU/9/nmz7n5sJvp2Mr9YcS5ixez528+bk74EN6jO61PPy3AER2cI87qw2EndKekuJScjAJmvrmW/Ttz6D60LRPO6+t2eAdl6/KlfPb4QxQV5BMaFsbUm+9k4JF+rMgoIgGXeiCfb1an0D42kvmb97EsOaPBX2NvdqHXdmFxKZ8s3Un/DnGsT8mq9di0rAIVBSXwsvZARjJ0HgmhjXhdXloKn93iFAQBMrbB9Hvhis9rP07qTUVBYXNado3PpecWccObi/n05glcf3Rvvlm1p/zCdMqgJHIKi7n93V8BZ6L7ynZm5PHaz1u5YGx3pq/aU++41uw+wFsLtnHTpKb5QV+aqI0zvAuCAFt+hPnPwfgbnO2YRGe48O5f4b3L4L1Laj5f1aJfqyS45htY/Jp/BUETCgNPrt97kGZpTM9EosJDyC+q++fmsvHdGdSp5ikfXJG7H147DYpqX32+XKt2gY2nnsZ2Gsvvx/yeV1e9SogJ4Zqh1zCifcUQ4Zhw7+GtJbaE5KzkoCgKZv34Y907hYbS/q67CIkIJ2f+L8QdOxkTHnw35cIiQti8LI2cjAKmXD2ExE6t3A7pkPz4xksUFTgrW5cUFzPr9RcZcMRETG0TL4tIwK3dc4Bzn51HdoEzwqlNI3ZSyC4o4fbj+2EtvPrzFhb66JgRHxXG2F7VV0cWaVBzn4Tv/+asHty6O1z+KbT1sRJwIBRmQ9Yu77a9G3zvK4dERUFhfO+2xEaGlSc9X75avps/nDKI2XdPZu7GvXy4OJnpq1K89vHV3+PBL9fw35kbmdCn+jxYVcVHhVWbFyv1QJCtninN05Y58M19zl2w8BqGzf3woDM8OK6TUxQE+OJO565VbSLjoaDSsPvcvc4dt84jaz6m43CITXKKhuNvVjd5AZwhRScO6ci0Zbtq3e/koR148MxhjRRVPWyd439BECC8+uIpbrts8GVcNvgydmXv4v559/Pvxf9mRPsRPDjhQY7tdiw/7qgovrWLbudzWLEbbHbNN/8ACA2l7TVXs//55ylJdy4+o0eNoscbr2NCgmv66c+f/JVdGzIAWPT1Vs6843A69Wm6Q26z0/d7bedmZlBaUkJomD6ii7jp5Z+2eF0b1TVsODo8hMLiUnxMG3hQerdvxcCO8eQUFvssCl4wphsRYcH191mamZy9MOMBpyAIzjzrsx6Bc15onNdf+WH1tgEnNc5rtzAB+0tijHnZGJNqjFlZqS3RGPOdMWaD5982lZ67zxiz0RizzhhzYqX2UcaYFZ7nnjS6ddrgEmIiuGRcd2rLK1+v3E1GbiGvz9vKI1+vqVYQLNMqMrRaW0ZuEblFJXSttDqmAU4b3olzD+/CwI5xXD2hF9/ecQwJle7ChRg4bUTng35fIn4pzHF6+u1ZAfkZTsHO537Z8OyR8Hh/eOE4+PBqSFnpe9/KWnf13ralziImnUbACQ85w40rSxoE18+CSz9yVtYKosUWxD2FxaVc9/qiOguCY3q24bHzRjZOUPXVth69vvseH9TF8Pvm3MfPu34mrziP+bvnM+XDKby37j2uHHIlw9oN4/jux/P8lOeJDA2OeR0jevby/URYGJ3/9Th9Z3yPLSouLwgC5C1eTO78+Y0UoX9Stx0oLwgClBZbVsxMdi+gBjBo4mSv7QFHTFRBUCQIFNWzupdXVEps5MH/7sZEONdQocYQFR7CqU/O4YT/m01OfiHjq/QIjIsK48oJNfxdF2ko2SlQWqUYnrkjsK9ZUgxf3gV/71h9oceIWOfaSRpcID91vAo8Bbxeqe1eYIa19hFjzL2e7XuMMYOBC4EhQGfge2NMf2ttCfAscD0wH/gKmAoE37J4Tdhfp63ktXm193ZKTs/j4hd/YfWu6guNlAkNMTx18eGEGLji5YVez2XnF/PTPceyYMs+0rIKOKpfe5YlZ/DyT1vo1DqKo/q25amZG2gVEUZsZBj9O8RxVN92vPXLNj5ZuoOrJ/Sid/sgnB9Lmr6UVdWHC9emtMhZFXjnorr3Beg9GVJXV2y37QsdPUMOO4+EkkrJtuNwuPobCKleXJeW7b1F2/lute+bMZXdM3UgrQ7hoiSgQiMgJAxK/VgxccTFgY/nEPhabXjN/jXkFOXwxVlfBN3Qz/hTTmbv8/+jJG2vV3vSnXfS+pRTALCFhdWOK/XR5iZf31cTElzf6/o65tKriWvbjuTVK+jYpx+jTzvb7ZBEBLh0fA++XL6bwhJnyo7+SbGsT62913Vm/sGvCPybo3szZ8NeFm1Lp6TIKUiuT8nm/i/WVtt3ZNcEuiQEX296aWaSBjuPytcxQ8+GlR85w4oBjrylYRdDXPwKLKyhJ2JoOETE+H5ODknArhystT8aY3pWaT4DmOT5+jVgFnCPp/1da20BsMUYsxEYa4zZCsRba+cBGGNeB85ERcEGsyktu86CYJm1u2suCJ42vBM3TurL4M7OHFaHd09gyfaM8ufbxETw2DdrWbQ1nYgww4G8Iv40bVX56sOz1qdhK92Qi44I5R9fraHY8/wXy3cz665JJMRE1PMditSh/QAIb1XDsEYD3cY5cwcW5/k+PqGnUyhs1w9iOzoLi5QtNNJpBLTvDxNud3oiJnSHo++CsuF4857xvgO3Zzkc2AXtNI+meHvDz7/Tz/+4mdE9g3SOoYUv+VcQBOcD57BzAhtPPW3O2MxHGz4iPb/6MK4y27O2sz9/P22j654yozGFJSbS66OPSH/7HXLmz8cWFRE9ciQJl1QUXxPOP4+Mjz7C5jvz20X06UPskUe6FbJP7bvH0X1IW7avclbhDosIYcRx3VyO6tCEhIYy+tSzGH3qWW6HIiKVjOrRhi9uPYovft1FbFQY7VpFcOcHyxv8dbomRHH78f144Is11aZRqslPm/Zq5WEJPGPg0o/hx8cgfQsMOt3p0PD8ZMonDvvoWkjsXX1RxoOVvKDm58Zc1zCvIdU0dneCDtba3QDW2t3GmCRPexecnoBldnjaijxfV22XBrInM99ne5iBUqC0UqEuLiqczLzq82mcdVgX+iXFcus7S0hoFUGriFB2ZuQxoGMcoQZW787i29UpfFupl8ucDfu8zmGr9NDfkOJ9Jy4jt4gZa1I5Z1SVoZgihyqqNZzzInx1tzOZ7YBTnLkD925wChgbv6u5IAiQsdX5t7gArnjYSYpbfnTmHlz8Gnx+m/P8mOvglMerHOxjaEphNqRvgzY9GuLdSTOxJc2/ufjmbtxb905uKarl96iquA6Bi+MgbD+wnQu/vJC82v4WAF1juxIREpw3r8KTkki6/TZ2/2UfGe9/QMGqVWS89x5dnvg/4o8/nqgBA+j5wQdkff0VIfHxJJx9NiYi+N7LKTcNY/OyveRkFNBrZDvi26q3jIgERof4KJYlZ/Djhr2EhxpCjPe1UWzk/7N33+FxVFcfx79HXXLvvVds02zTbcCAwQEChAAhhECoCYEQUgjlDSkkhIQkhBBCCyGU0EwLvZpuG3DFvfcq23JRb3vfP2bVV9KutKvZlX6f59lHO3dnZo9sSXfnzL3nJpNXXN6s99iyr4jfvbEi7IQgeNdNf3xrOQ9cPIGMVM0ukRjq2AfOvLtq+5O/UPP6xcHaGdFLCg48ChZPr9q2JDj0215ZmXEaSR8r8TLHKNTcD9dAe+iTmF2NN9WYgQMHRieyVm7i4C707ZTBtmrJweNHdudfl0xk3oa9/OqVJWzMKeCEET04d3x/bnhuASXBGhtpycb5EwfQOSuFu95Z6R1c7cJ154FiUpo4radDRgq5tTrH7h3iozaTtEKjT/ce5WWQnAJ52V79wPxd4Z+jYDc8cnLVKMHa5v4bjr+xZrLj6Gtg9XtVowW7jYD/TPOSJ/0mwrefhfY9mv59iW+i3R8N7p7F6uzGE4P5JeU8MWsDlxw7uNnvGVW718DSl8LbNznNG10bR95Y90aDCUHDyEjOYEveFk56/iRumHAD3zmogVXJW5grLWXnH//E/v/9j0B+tZ+jsjK2/+ImMt98k+233kL+rNmkDhxIn9//juSOcbZ6dVBSchLDJ/RsfEcRAXR91Bz/mLGaT1Z7N9uq1xgc0CWTScO788ycujVNaycOwxFq0EVjPly5i9P//imvXz+JrLR4uaSXVi9Uveeetdr2bYKvnoOUdDjsO9AugtkTEy7zPjMu+K+3sOPU38JYjaSPtZZesminmfUBCH7NDrZvAarP/+gPbAu29w/RHpJz7mHn3ETn3MQePXQhHY70lGRuP3tc5epVBkwa3p0v1uXw8oIt7C8qo7Tc8f6KbD5ZvYvzJ1b9N5WUO95ZupMX5m6t9/xlDfSK1dOFnTNT6RlM+vXskM5fzz+U0dWGxJ9yUE8mD+/etG9SJFzZy+CFK+DxsxpOCB76HbAQd2brSwiCt8BIaX7N0VJDjoerP4YRp3nFc/esrnp961z4tPbIQkkU0e6Pbj/7YLJSw+uyH/x4LXM35DS+Y0v64sGaq3A3JL1j3I2UbZfarsHXHY7Ccu93t6i8iD/P+TM78xuvAdlScp78L3ufeqpmQjAoUFDAjt/dTv6s2QCUbtrEpku/x77/vdLSYYpIDOj6qOkWbw1dc3rz3sKQCUEDBnVruOZZZmoSnTOjk8Rbtzuf1xdtj8q5RMIychocebVXIzopBY64suaKwHs3woOT4MPfw3u3wcMnQnFu/ecLlMPiF+D938KGmV5d9a/9EW7dAjcsUkKwhbT0bYVXgUuBPwa/vlKt/WkzuxtvoZERwJfOuXIzyzWzo4EvgEuAf7RwzK3eU19spKTMK6LrgD++tSLkHa5n52xmRM+ai33szitmUBOn7lR/i33BO2RZack8+r0jGNu3I8lmfLByJ0cO6cbZh2nWuMTIZ3/z7kald4RdKxpO7FVY/By4CKeLdBkMj07zRiGOOh3OfQjSO8DHd8Lqd0Ifs3tVZO8hrVb39uFP49y2v4jzHpzNT6eO5PqTR8QwqghEMnU4s3PMwmiqs4efzfOrnmfDgQ0AjOs2jsGdBvP6utdD7l/uytmUu4le7eJjGnTBnDn1vpbcrRvFq1bXbHSOHb/+NR2mnEhyp06xDU5EJE4dPbQbX6wP/yabA4b1aM/63fV/liwsDVBYGohCdJ6i0uZNXxaJiBmc/mc46ZfedkatzwhfPVNzAcf9m2D56zDyNG/wRe9DIKPaTITXfgwLnvSef3Y3nPMAHBbfi821RjEbKWhmzwCzgVFmtsXMrsBLBk41s9XA1OA2zrmlwHRgGfA2cG1w5WGAa4BHgDXAWrTISNTtyiuusd3QkPcBXWre/cpITeLrh/QhWgstFpSU8/isDfz61aVc8cRcnvpiMz95biHvLN0RnTcQqW7hM/D+b2DPGtg2v4GEYK0f8HAXS6juwDbI2wk4WPkGfPpX2LcZlr9W/zHdR0Fh/YsaSNtx34drKIjwIuKBj9ZU3vDx3YTvhb/vQWfHLIym6pTeiRfOeoF7TryHf578T548/UlGdx1d7/5dMrpwcPeDWzDChllm/TfvulxyCZkTJ9Zpd8XFlGyqOxLGb0X5pSx4bxOfv7KWnO3h1dqMR4HycpZ98gGfPv0YW1YsBaCspIQty5eQv09/90XiwXUnDWdc38hKKby/PJu0FOOoIV256MjYT9fuqkUYxQ8ZneomBMFbIbi2HYvh7jHw2Bne13Ufee2F+2Dh0zX3/fz+aEcqYYhZUtA5923nXB/nXKpzrr9z7t/OuT3OuZOdcyOCX3Oq7X+Hc26Yc26Uc+6tau1znXPjgq9d51ztJSmkuc49PLzFO5IMPlqZTe9OGZVtRaUB7vtwHeagQ3p0Bp7mFZfx1BebKrcDzpsOJxJ1a2c0vk/HfnD4xU1/j6Q0SO8E5SU127ct9EYNhmTe9OQvHoC/jPLusEmb9smqCOpbBhWVBQjES5c54Ag49ffh7fvZ3fC/a2MbTxOkJ6dz8qCTOb7/8aQkpXDm0DPJSM4Iue+9U+4lIyX0a35oN+m4el/b/be/4UpKSBlQcxXflJ49yRg1MtahRaS8PMBLf57HrBfXMO+tjUz/wxx2bW5gWlIce/v+v/HWP+/my1de4Llf38QXL0/nX9ddznO/uZmHf/g9Fr7zht8hirR5qclJPHXlUQzsGtmsqJIyx/xNe7n6+KEkR2ngRH0en70+tm8gEon+R0L7arMkeo2DpS9XLdpYkgvv/J/33JK8R3VJIZKKEnMtXVNQ4tDlk4Zw3UnD6x3tV3EHKuC8FYlDrVgcAHKLmzB6qhYzuGDiAGrnfgORVuwVCUeoYrm1Fe6HojBroYUSKIXiEDVpNs6ER06q5yBXNT25vBheua7p7y8Jrzzg2FsQeRFy57xj48bAY8Pc0cHC/8JLV8c0nKbafGAzd825i9tm3kZRed3+MC0pjeU5y32IrH6dzjgDUuv/oJ37xhuUba4aFZjcuzcDHn4o7lYf3rwsh707qkZ0l5cGeOOfi3j+j3NZMXs7+fuKKY/itLxYKdi/j+UzP67RNufVFynYvw/wRhF+8tR/KCmKYNq9iERVXnEZ985YzXF/+pBNOZH/LpaWOy58+HPKY9wNNzRVWaTFZK/wRgE+fqY3M2rYSXDuI3DZ28GZUtUcCK5HkNHRq09YXXKaV2dQWpSWKhIANuzOp/aAkoyUJLq1T+OgPh15f3l9I5qia0j3djwxewNDurdjbXAlYzO4cvLQFnl/aWOO+gFs+gJWNVCVoDQPljen4H49nwZrjxxsSNFer4NMCrG4ibR6yUnGoG5ZbNwT+Qf/VTtzOXxglxhEFaF9m+C5CEfcLnkBvn4vpMbHiLulu5dy19y7WJi9kICrP/FUEijhzi/u5Ni+xzKoY3wsmJI3YwaUhp9YLt+xA1dc3PiOLSwlxGI7+fuKyd9XzIwN3s2b9HYpnPDtUYyYGB/1HEOx5GSSkpIIlFdd+JSX17yxWlpcRFFeHmkZTavbLCLN8/0n5zJzzZ5mnWPHgbo3jqItPUWfDcVnB7bBv06sWT967Qcw/lJ4/lJIzYSSvKrXxp1X9bx3rVIrmz+HlW/BQWfGNGSpSSMFhXW78kKurlVUFmDrvqKYJASTzHvUHp24blc+H67cxdpd+fTskM71Jw3n5R8ex9cP7Rv1GERITZSLLaNOXUNpU04Z3bNJx43s1aHxnVrCZ3+D3G2RHRMoD2/hnxZQVFbED2f8kPk75zeYEKzgcKzIWdECkYVn36sN1C6tR8mWLTGIpHn6jexC3xGdG9ynOL+MD/+7gpKi5s9eiJXM9h047NQzKreTkpMZdfTkGvv0HTWGjt21UqyIHzbnFDQ7IdhSJg3v5ncI0pqVlzW8ejB4dQFDLSj3+k+8Uk0VCcGuw+DkX8Npf6jaZ9/GuseFaivcB2tmQO7Ouq9Js2mkYBu3J6+Ys/85k9wmfHjOSDWKSps2Jj6cGW3ZucVkpCZz2IDOTXoPkUbl7Wp4lGC86D8RknQPpy1bubNpddP25JXQLkr1XptlVxMTZNvmw/BTohtLEyzbs4ycotArUCYF6+FUTxamJaUxodeEFoktLOURTsVJSqLdseFO9245lmScdcNhbFi0mxmPLae0OPT3VVpUTl5OMV37xsHPfj2mfO9qhk08ij1bNjH40PF07t2X3sNGsHb+l3TrN4Ajzznf7xBF2qwOGSkkWXjXK37LyY+8vIhIWBa/AG/dBAV7YMSp8M1Haq4cXKF2XUCA5AworPW5qbTQG5BRVgQpwfIko8+Aj++qKpuUnAYjp9U8bt1H8MxFUJrv1Rw8+z449MJmf3tSRVeZbdy7y3Y2KSEINDkhGIm73lnJ9Lnxt/qhtBKpmZAUvxeNlXYshpL4GDEl/pi/aV+Tjisqi5PRUk39+e3QJ7pxNNHgToNJraf4dcAFKhOC3TK6cVDXg7hnyj10z+zekiE2qNM3vhHZAYEA23/9m5jE0lzJyUkMGteN0pL6E50du2fQpXdWC0bVNAPHHcrh075Olz79MDMOO+0MvnnLbznxkivJ6hhiVUcRaRGds9LomJkYCx6s253X+E4ikSrIgVeuhYLdgIPV78Anfw6977hvUmdG04hTILVWP5y7Dd6+2VuFOBC8kdptOAwKLoZmSZDZBVa9XfO4d2/zEoLg1Wp/5/9UdzDKlBRs47q2i68i4qG8MDf+pjBJK1GSD2FMBfRdWREU7vU7CvHJmuw8ChpIgDRk6dZmLJITTSX5kR+T0Tm8xYBaQNeMrozt1ngsJw08ielfn87k/pMb3bcldZx2GmREVpsx7913KdsbX393XMAx66U1PHbzzJD1BQG692/HGdceiiUlTsmFXZs2MPuFZ1j68QzKyzTqR8Rvy7cfYF8TFvjyw8kHxW/9VElgu1d51x/V7VgUet/iXOrUUN++EEafGbpU045FsGmW93zmvbDhE++5C3iLkrxzKyx4ymvL3Qm7VtY8vjAnstrs0iglBdu4k0f3pENGfI+UKi7TnQCJkbwdiZEUBCja53cE4pPMtKYXET9+ZJzUJOs3PvJjivZBzvqoh9IUARdgyZ4lje63au+qFogmcgfefAuKIi94X7i48e+5JS2ftZ0F726iOL+MshLvb3d6VtVnGEuCY88dQdc+7fwKMWIbFy3kvzf/mFnPP8Xb9/+NV//6h8YPEpGYykxNnMU7Th8bHyPqpZXpc6g3aq+6oSeG3jejM2R2rdm2fwssnh661iBASvBG5ZY5oV9f/Y739anzoLzWwmcHfT2B6sInBiUF27j3l2c3efpwS/lqy37ueHOZ32FIa9TrYEhO9zuK8KQkSJwSdf06N+2Dz+BuWXRrHyc/N9bEm08p8fGhL8mSwpoOXFz7g2uc2Pnneqb8NCJj9KgoR9I821bvq9NWXFD1GcYFYMF7IQqUx7F5b/6vxirE6+bPIWebZkiI+Glw98S5sfDM3E1+hyCtUWomXDQdBhwFHfvBsT+CY35Ud78P7oB7D/VG76VmeTUBGzPkeK9eOsCgeuoXdx8F2StDj04cc07Y34aER0nBNm7G8sRYweeRT9azY3/koxxEGpSUBCOm+h1FeN75pd8RiI/ap0c+aqGkLI5GwX71dNOOq2+qig9unHhjo/sc0+cYyuOszo0rL6c8OzvyA9PSSO3ZtFWvY6XXkBAFzmsJxOHKAKVFRcx49AEeveFqXrv7Tg7s9v4/1sz5nI2LF9bZ37SwlIivNuckTh3nOetDL4Il0mwDjoQr3oWfLoNTfw/JtW7w7loJn9wFgeDNudICGHJi4+cdfLz3dd1H3kjB2onElEw49jp49/9CH5/e+GcBiUx8zxuVmBvWs73fIYTFAfsKS+jdKbKaSCKNql0vI17lbvc7AvFRv06ZrMyOrJh4dm48jVprYqImI34WW5ixcUaj+/xn6X94Ze0r3HLkLUwbMq3R/VuCJSeT1KkTgX37IjuwpISSLVtI698/JnE1xdjJfcnZls/yWdtJz0rhmG8MY8PiPayd7yXZzODQkwb4HGVdH//333z1nrfS/d7t21g7/0tGHTOZlbM/I1BrMaCRRx1Hl959/QhTRIL2FiROvbLNexMngSkJrjgX1n4IHXp7CcOcdXX3WfOut0JwoKImp1HnM2B+Nmz/Cp48t2rV4erKimD1u7DmvbqvdR4Iw6Y09zuRWpQUbOPOPqwvf3prRVMv11pMt/ZpjO6tuwISA2s/9DuC8Bxygd8RiI/2FUV+gZJkcbLQQqgPjeEaeFT04mimGZsaTwoC5BTl8MuZv+SYvsfQKT0+kpqutGkF811hPbWAfJKUnMQx5w5j0gUjSE7xRtONOLIXQw7tzr7sAoYc0p2eg+Lvs8KaOZ/X2C4vLWXZJx/U2a9j9x6cccMvWiosEanHwf3i4293OMrK4/0qTlqFPWvh0dMgf5e33bEfJCV7o/xqL/oRKIWsbnDSbTBoEjxwTLUkYfDYxS+GTggCjJwGy16p257ZFa6Z7b2vRJWSgm3c9Lmb4z4hmJpsPP/9Y/wOQ1oj52jyCKaWNuI0vyMQn6zfncfOA5EnBYf2iJOaSO2asdjJ3o3QZVD0YmmieTvnURwIf+RlcXkxs7fPZtrgOBktmJmJy49sBeikTp1IHzEiRhFFrii/lHf/vZTNy3LI6pjGCReNouegDqRlpjDqqN5+h9cgC/cCxpJ48qYfM2zCURz9zQtJSU2NbWAiEtL+wsRYeRgggdZEkURUWgSz74OvnqlKCAIc2FptpySgVsmagj1w0Fne1OJArd+nOY9AVog6ze16wfCT4dTfwUtX13396/dCemLMckw0Sgq2cTOWxX9NwTF9OjK0h/4ASAwEyhJn9eHtC6H7cL+jEB+s2hnZtOEKW/cVUlIWIC3F5/pk6R2afuyqd+CoEB8MW9jTyyOviXj33Ls5ZeAppCT5/1Er4qnDQGD/fgIlJSSlhVE0vAV8+dp6Ni/zamcVHCjhrQcXA96Kw937d2DKxaPpMbAZP2sx1GfEKFZ/sbvR/Q7s8j6T7d60gdKiQqZ8z/+ffZG2aHdePJXfaFjnrPj4Gy2tUHkp/G0sFDTWf4W4lupxEOTtgH2bqTOFeP9m71FbWqZXg3rNe5Af4j1f+B5c8CSMPj3870HCokrGbVxRafwnRNbviWx0g0jYEiUhCLA6RF0NaRNOGNH4qreh5BaV8dmaXY3vGGuF+5p+bJzUjdmeH3lNz+3521mRsyIG0UQmkJ8PterWhSt/9uwoR9N0uzfnhmx3Adi1KZcX/jSXvL3xWSP2qG9cQHJqZBfuyz5NkNIWIq1Q3JTfCENeUdP+vos0av6TYSQEQ+jQBzr1gweOhWe+BRmdwzgoCfZu8J7m7yLkTK5AGXzy58jjkUYpKdjGnTYuvqfcAOQWlsXXKprSeqSk+x1B+EZ9ze8IxCeFzbh5kxEP84p2rWz6sYH4uNgZ021MxMckk0zvdv73sZaZCU0d7ReIn763+8CGZwwEyh0fPOl/EjaUXkOGcdnd95PeLvxZDyWFhbg4+vevzpUFKFyRQ/HGA36HIhITyUmJkxQkgUKVBFO0r/F9rFY6KTkNTvktrHm/2nn2QscGFgHrcyiE+zuXKAtEJhglBdu4H500gnZpcXDR2AAHTJ8TYoixSHMlyiIjGIw52+8gxCepyU3/xN8h3f+pq/Q/ounH5mVHL45muPLgKxnccXDldlIYH5/OGHYG3TObNsozmiwpiU7nnRf5gUlJtJ80KfoBNVH+3sbrau5Yu49NS/e0QDSRy+rcleL88EsBBMrLKMwLPTrST+UHSthx9zz2PLaUXQ98xe4nl/kdkkjUuQQpNw1QUBKfNw+kFTjqB2D15AmSgwMrUttBRZmU1CzI6gqv31B3/9rJwwpZ3WHwcRCoZ9GR2oackFi/oAlCScE2bm9BCfklYf4S+mhnru4KSAzMutfvCMLkYOEzfgchPtm4p6DJxy7bFgcjeepbXS4cfQ+LWhjN0btdb26ceGPldiBU/Zxa3ln/DuXhfsiNsf3Tp0d+UCAAKXGQVA7as63xhFppcYDX/vEVnz2/ugUiiszKWZ9GtH+nnr3J6hh/K6Dmzd5GeU7VZ7KipXso3rDfx4hEos/3Wrwi8SAtCy59DZJqL3plUB6su1mSC2nt4JuPQmkh5O6A0hCfW/dvDP0eZSUw+/6G4xh1BpVpqy8egEfjYxG31kR/8dq4WWvjoN5UGA7p39HvEKQ1ym7GtMaW9t5tfkcgPmlOaaM9+XFQLH3PmqYfu+Kt6MXRDAEX4NbPbo3omOKAtwKx3wLFxU2uKZj38SdRjqbpLILpfIs/2kJJYXxMPa+wd/uWiPYvLiygtCj+bogGCuquyhrIT5yVWmvLyclh3bp1FBQ0/eaLtD6pybpEFsE5b4TfBU/C1+7yRg6e/GvoOrTmfkX74YPfEbIOYGNKwrh5vXEmNRYz2fw5bPoi8veSesXPLWDxxYGC+PrQXJ+Fm/YzdUwfv8MQ8U/hXr8jEJ/07pTZ5GNz8hufchlzac1YPb459Qij6PbZt7O/JPLRUDvydsQgmsgkpTe9dmrJ+vVw4glRjKZpsjceYN+O8JM2zoGLs+lFnXv3jWj/otwDrJj9CQdPOTVGETVN1vhe5M/ZUXl9ltwpjfQRXfwNqgkKCwt54okn2L7dW0QoKSmJs846i8MOO8zfwCQu9OiQTrJBeXz9GalXecAlVh1EiX+lRfDE2V4CDmDA0XDJK96N3kW1Zh8kp8Pe9bGLpThE4vDJb8CES2Hq7yBZKa3m0m2QNq4gAaYOA3y6OjFGNEqCGXuu3xFEQB/22qpt+wqbfGxmPNSMtcT+sLavaB8vrn6xScdO6ud/TT7XxFGCAJnjD49iJE238P3I6goPGteV9Kza0538tXZO5KNG43GkYErPTNof05e0gR1od3QfelxzGEnx8HcmQjNnzqxMCAIEAgHeeustSksTd9SjRE8g4BImIQhoQUaJvqUvVSUEwXv+3q/gweNg1/Ka+5bHelZKiGug0nz4/H74/J8xfu+2QUnBNi5R7iot2nqAjXvy/Q5DWpslL/gdQfhSsvyOQHzSNauJK8cCA7u2i2IkTZTRoenHZi9vfJ841ru9/6sPN2f+ecEs/6c/A+zLjmxq58ale8jZHl+fGZIiHMmQ0aEDo46ZHKNomqZw+R62/+4L8mZuo2RTLgVf7UrY+1W7dtW92VxcXExxcRyUXBDfLdseB/V4I7B1n6a/S5TlhxiQM/ffUTp5hB1HQ7WpE2bRyPimpGAbd96Efn6HELaFm/f5HYK0Ngk1JTcxRvVK9DWntFGXdnEwWqo4/BVX68jdFr04migzNRNrYuZjX9G+6AbTBJbc9FFcxevXRTGSpus+ILIp6K4cXr1nAS4QP0N9OvbsFdH+Y48/hXad42darisLkPPsSqj2b+oKyyiYs4NAYRm5n25l/9sbKN0RX8nY+owYMaJO24ABA2jfvhnlDqTVSE+whUbapSX2iHyJQ/0m1m0LNGHmQUqIEibtekZ+nvqUNOMzplRKrL94EnVd22dw9eQhfocRlkP6xd8qfJLgUhNo9F0ixSpR1a1902vCLdgYB4nv3Suafmw7/2vJJpFEkjXt49KuwsQufZHUvhmjPKPokBMHRHxM/v4S9kZQhzDWln36QUT7L3r/TVwgfqYElh8owRXXvTkVKHfseugr9r+xjtyPNrPzvgWUbMn1IcLITJgwgVNOOYX27duTmZnJuHHjuPDCC/0OS+JEeRzdUAhHXJQKkdZl9n3ROU9ZiNHXXQZH59wAqXEwI6YV0G0F4YapI3lmziZyi+J7JNKq7DyG9NAdXImiojhImISrXXe/IxCflDdjwYQjh3SNYiRNlNSM0Yr7I1uxNRYKygoob2jqSgPaN2eRlShpTmIpdWDkybhYWDZza5OOa9+16Qn1aFo+82MK90e2UE1pcTE527bSrX98/B8kd04nuWsG5TnV6hymGKm9Msn7sFrytcyR/8UO0vrHR0K5PmbGpEmTmDTJ/7qfEn+GdEusG7FZGiko0bZtYWzOm5QC+zZE73yjpkXvXG2Y/oIIf3lnZdwnBAE6ZcbBNDhpZRLoTnBJ/Ix4kZa1ckfTR91MGNwtipE0UUbHph/bnLnTUVLcjALaB4oP0Mfn0Y6W1PR/w+Ss+LgDv3ZedsTHmEFaRnx8zF0378smHZeUEj+jfyzJ6H7pGPb+by2l2/NI6ZFF12+NIpBXd4VzS/X/9zYSe/bs4c0332Tnzp0MHTqU008/nYyMDL/DEh+t3pUY0+ArbNlbwFANnJBoSsmMzXkDZZC3MzrnOuTbcOT3o3OuNi4+Pi2Jr16c37Q78C2tT0d9QJM2rNdYvyMQn/Tv3PQPZnmFpbRP97mrb86Hv04DoxdHE6U2caSjYQzplBjlOeqTOWG83yEAUJbgK2t27du/Scetmz+HCaefHeVomi61Vzt6fv+QGm2uWwbpwztTvGYfAElZKbQ7tq8P0UUuNzeXsrIypk+fzs6d3t+pRYsWkZSUxDnnnONvcOKrA4V1k93xrEeH+BgVLa3IIRfAx3f6HUX9JlwGZ/6tWYupSRUlBdu44rJy9heW+h1GWLq0b/oKnCIhpXeG4n1+RxGeY67xOwLxSVYzkno5+SX0bkZSMSqaswJv4Z7oxdFEHdI6kEIKZURWYHvqwKmkJSd2v5UxbJjfIQBQXhr5qG7nwAUcluT/BcP4089m0Yy3ycuJ7Oe5+8BBMYooesyM7peNo2hlDoH8UjLGdCM5HhY4asSbb77JnDlzcCHKM6xbFx8L7Ih/umYl1t/uotJyOmTE/++dJJAhkyNLCianQzNmVlSyJHBh3AjsOlwJwShKrPH9EnWpSUlNXFOxZWWlJdNRnZ1EWzQ6r5ay9H9+RyA+SW3GFNox8bBAU2YzVlDtVneF0JaWkpTCSYNOivi4zFSfk7FBZTk5TT62cMmSKEbSdKESN42Kow836VlZHHbamREd02PQEAaOPTRGEUWXJRuZY7rR7ojeCZEQ3LhxI19++WW9P1d9+vi/wJH4q3OCDUQoKo3/MlCSYDLC/fyYBKf/FW7aAF+7Czo3cjPLkhpePDGchCDArHvCjE/CoaRgG5eUZAzs2vLFdE8e3ZNIbt5PHqFFFiQGyhNoesj+zX5HID5JTjLG9m1aXb64GAleFNkCCzV07he9OJrBNaH+6GvrXmNXgf+rDye1a3pdwLQ4GSkYKGtCUtBBeRxNO143f05E+597828wjYKIiZwQifL0dG/6Zb9+/fja177W0iFJnOnZPrFKFg3oGh/1X6UV6T0Oxn2z8f26DIYjr4S0LBg6BYobqIPdvhf8Yj38bCX0P7KqvV1P6DUusvjUP0aVkoLC9B8cQ2YUikKn1PrdbJ+ezPAeNTup9GTjHxcezr+/dwT3XHg46Sne+6YkGe3TQhfUNuDG00Y3Oz6ROjrFR8IhLCfc4ncE4qNXrj2OtOTIPwAlx8HUSZozYm70GdGLoxkO63FYxMcEXICisqLGd4yxpPR0kjpEvhJscs+eJGfGx2jHpio4ED83fgJl4Sfou/UfSPuucbBIUCs1bNgwUlJqlmX41re+xc0338xVV11F586d/QlM4kZSktFbdfqkrfvGw95iHikNJMkHH1v1fPY/oLDWTZeKY9v3hnPuh8zO3gJ0V7wLl78DV7wHN66GYaFmZCRB93pyAJN+Fsl3Io1ImJqCZjYN+DuQDDzinPujzyG1Gkf9YUZUzlP7Rn5ecTlraq3eVVzu+NGzC/jRswtqHhtw5JWEHvrugCsfnclHN58WlThFKl3yBtx7sN9RhKd/fBT8F3/MWLSFkvLIRkulgv+LjAB0bcZiG+16RC+OZjhv5Hn8ee6fIzqmT2ofBnQcEKOIItP7kX+x7VsXRnRM+e7dMYomcp17ZbJvZ2HEx2V2jJ8pgDvWrg573z1bNrFu4VyGHjYxhhE1T+GyPZRsy8NSkijZnkfJ5lzMQdrQTnSc3J/U3vE1cmnnzp0sX76cAwcOsHXrVtLS0khJSSEtLY0jjzySoUOHkp2dzZdffkmnTp0YO3ZsncShtC07cxOjxMxFh3f2OwRpjZyDv4xsvLbzgv96j/pU3BzN2wH/DWPkYQ0B2L0i9Etv3wSz/gHXzfFGKUqzJMRIQTNLBv4JfA0YA3zbzMb4G1XrMPjmN/wOISwb9pXx0YrtfochrU2iJAQBfhMHteHEN99/bnHEx5QCB/IS46KmXk9f53cEABz19FERH7O9dDtr96yNQTSRizQhCEAgwKrrfxz9YJqgKQlBgDXzdkQ5kqb567ciqycI8PKdv2Hfjvj83LPvzXXseWIZue9v4sDbGyj6ajeBnGLK9xZTOC+bnffMp2jVXr/DrLRmzRoefPBBPvroI+bPn8/OnTspKCigqKiIAwcOMGPGDD777DMefPBBPvjgA15++WWee+45v8MWnzWhaIEvnl6wz+8QpDX6Q7+4WOytQQe2wB/6QiB+SoUkqoRICgJHAmucc+uccyXAs8DZPsckLex7j833OwQRkRY3+tam37w55PfvRzGSJmpOQnv7e9GLo4m+2vlVk4895/VzohdIE235y1+bfGz5u+9GMZKmKSlqel3MDx5fGcVImqa8PLJVq6t79tc3RTGS6HClAfJmNZ6szP1sawtEE57Zs2c3uFiNc45Zs2YRqHZhuXr1arKzs1siPIlDiTJoosLUu97xOwRpTfL3QGl+4/vFBQfrP/I7iISXKEnBfkD1Kvtbgm01mNnVZjbXzObu2uV/cW8REWmbotkfqZayv5KSEuWjUmjJ6fEzhbYtsmYsg2zxUBO0ieLp71Y4C7aE2qe1LPSi66PWLyU5sfspkWYx/fw3V6L8C4bqlevc8nPOPeycm+icm9ijR3zUIZLoefqK+K2tIyJSXTT7o+V3NH2xjeW/PqVZ7x0Vv2nG6sNT7opeHE10cI+mlxl47dzXohhJ0/T50Y+afGza2WdFMZImxpCR2uRjT7n8oChG0jRJyaEXUQvHhbf7//Nfm6Um0WFS30Z2gvaT4mchr2OPPbbB5H5SUhLHHXccydX+r0aNGkVruZbQ9VHkNvwxPha5CtdbP5vqdwjSmrTrBmmRL1Dmj2QYfLzfQSS8REkKbgGqV+vuD2zzKZZWJVE6vVtOHcaxI3r5HYa0Ns1JVrS0RIpVom765RMiPubqY3qRmRknqydOvb9px53w/ejG0UQLL14Y8TG3Hn4rgzsMjnosTTF88aLID+renWF/+lP0g2mCax8MtSphwyZ/ayijjuwTg2gi97PnXocIk4MX3v4XOvWIz889naYNofvl4+g4bTCdvj6UzIk9SO6RQXL3DLKO6UOvn0wgY0QXv8OsNHToUK655hpOPvlkjjrqKPr160eXLl0YNmwYU6ZM4Qc/+AHHHnssP/zhD5k6dSrnnXceF1xwgd9hi8/uPXe43yGEZd7NSohIDNy6BfpE/tmzRXUZDv+3DRJ8Rkc8sIZqbMQLM0sBVgEnA1uBOcBFzrml9R0zceJEN3fu3BaKUEQSnnPgApDU9FEdESncC9MvgfWfQEYnmPZHOOyilnnvVs7M5jnn4mZosfqjMATK4bUfw8KnISkFjr4Gpv7W76haNVdWhml1VZGYUn/UejnnuP31ZTw5ewPOwcVHD+I3Z41tNdPORaT1qa9PSoi0qnOuDLgOeAdYDkxvKCEoIhIxs5ZLCAJ88hcvIQhQtB9eu8Er7CvSFi15CRY8Ca4cyoth5j2w4TO/o2rVlBAUEWm6D1dm85+ZGygLQLmDx2dv5L1lO/0OS0QkYgmRFARwzr3pnBvpnBvmnLvD73hERJpl55Ka2+XFsGeNP7GI+K327wPATt37ExGR+LR8e26dtpU76raJiMS7hEkKioi0KsNrLQCR1R36HOpPLCJ+q/37YMkwdIo/sYiIiDTi+BE9aqyybQaTR2ohFxFJPJo7IiLih6N/6E0bXvISdOrv1U9LzfA7KhF/DJkMZ90Hnz8AKWkw+WfQY6TfUYmIiIR0cP9O/P3Cw3no47U4B1cfP5TDBnT2OywRkYgpKSgi4oekZDjpl95DRGD8d72HiIhIAjjr0L6cdWhfv8MQEWkWTR8WERERERERERFpY5QUFBERERERERERaWOUFBQREREREREREWljlBQUERERERERERFpY5QUFBERERERERERaWOUFBQREREREREREWljlBQUERERERERERFpY5QUFBERERERERERaWPMOed3DDFhZruAjX7H0YZ1B3b7HYSIT/Tz769BzrkefgdRoQX6o0T/eVP8/lL8/lL8/op1/G2tP5KGJfrvi0hz6XfAXyH7pFabFBR/mdlc59xEv+MQ8YN+/qUlJfrPm+L3l+L3l+L3V6LHL4lFP2/S1ul3ID5p+rCIiIiIiIiIiEgbo6SgiIiIiIiIiIhIG6OkoMTKw34HIOIj/fxLS0r0nzfF7y/F7y/F769Ej18Si37epK3T70AcUk1BERERERERERGRNkYjBUVERERERERERNoYJQVFRERERERERETaGCUFWykz+4aZOTMbXa3tRDN7vdZ+j5nZeWb2spktNLM1ZrY/+HyhmR1rZmlmdo+ZrTWz1Wb2ipn1r+d9N5jZYjNbZGYfm9mgaq+VVzvvQjO7Odj+kZnNrbbfRDP7qFrM+2sdd4qZ/c3Mbqh2zDtm9ki17b+a2U+b/y8pbUnwd+av1bZ/bma/qbZ9tZmtCD6+NLNJwfaGfn8+MrOJwf3am9lDwd+lpWb2iZkdFXwt5O+HSAUzu8HMjjCzFL9jERERkfA09vlSpDUzz2dm9rVqbReY2dt+xiVVdGHRen0b+Ay4EPhNYzs7574BXhIO+Llz7syK18zsL0AHYKRzrtzMLgNeMrOjXOiilFOcc7vN7LfAL4Grgu2FzrnD6gmhp5l9zTn3VojXPq0eTzCmLsD5wD1mlgR0BzpW2+VY4IaGvmeREIqBc83sTufc7uovmNmZwPeBScGf7/HA/8zsyEZ+f6qf5hFgPTDCORcws6HAQcHXGvr9EAHoD/wdGG1mi4BZwExgtnMux9fIosDMZjrnjvM7DkkMwc8BfYFCYINzLuBzSBFJxPjN7F3n3Kl+xyGSgOr9fCnS2jnnnJn9AHjezD4EkoE7gGn+RiYVNFKwFTKz9sBxwBV4ScHmnCsLuAz4iXOuHMA59x+8zu2kRg6fDfQL863+jJdADNdMvMQfwFhgCZBrZl3MLB0v0bIggvOJAJThrYr1kxCv3QTcWPFhzjk3H3gcuDacE5vZMOAo4JcVF3/OuXXOuTeiEbi0fs65nzvnjgV6A7cCOcDlwBIzW+ZrcNEx0O8AGmNmJ1V7PqTWa+e2fETNY2ZZwdH5PfyOJRxm1snMbjWzxcDnwEPAdGCjmT1vZlP8jbBhiR4/kBA/J/UxsyvM7MZq21vN7ICZ5ZrZNX7GJq1eQ58vRVo959wS4DW866lfA08459b6G5VU0EjB1ukc4G3n3CozyzGz8cEERlMMBzY55w7Uap+Ll4yb0cCx04D/VdvONLOF1bbvdM49F3w+G/hG8ANxbq3zTK513Dedc2vNrMzMBuIlBysSkMcA+4FFzrmSxr45kRD+CSwys7tqtY8F5tVqmwtcGuZ5xwILK5LrITT0+yFSXSbeyOhOwcc2YLGvEUVHqJHn8eYvwPjg8xerPQfvxtZLLR5RBMzsLOBevITyL/H+3u0EBpvZTc65x/2MLwwvAE8Ak51z+6q/YGYTgO+a2VDn3L/9CC4MiR5/p4aS3865uP75B35AzZEp2c65fmaWAbwLPOBPWNJG1Pf5UqSt+C0wHygBJvoci1SjpGDr9G3gnuDzZ4Pb86n/gquhCzGr5/X62gE+NLNeQDY1R/81Nj3y98H9b6rVXmf6cFDFaMFjgbvxkoLH4iUFZzXwPiL1cs4dMLMngOvxpnU1pKHfg0hp+rA0yMwexksu5wJf4P2du9s5t9fXwCLQQELB8JKd8c7qeR5qOx79DjgVL5n8IXCIc26dmfXEu8kX10lB59zUBl6bR90bN3El0ePH+7k5k9A/6444T4oDSc65PdW2nwdwzhWZWSL8/ZEEFuHnS5FWxzmXb2bPAXnOuWK/45EqSgq2MmbWDW9a7zgzc3hz9p2Z/QLYA3SpdUhXoKHaFmuAQWbWwTlXfQTfeLwhwKFMAfKBx4DbgbAW/HDOfWBmvwOODmd/vAviY4GD8aYPbwZ+BhwAHg3zHCKh3IOXSP9PtbZlwATgg2pt44Pt4VgKHGpmSYlQO0ri0kAgHVgNbAW2APv8DKgJvt7Aa6838Fq8cPU8D7UdjwLOuVUAZrbeObcOwDmXbWZl/obWOPMWL9vnnNsf3J6CNztiI3BfvM8QMLOLnXP/DT4/zjk3s9pr1znn7vMvurBsdM5d7ncQzdCp+oZz7g8AwdrU3XyJSNqae6j7+VKkLQkEHxJHVFOw9TkPb47+IOfcYOfcALyFDSbhXUj2NbODoPLD9aHAwvpO5pzLxxs5cLeZJQePuwTIomZypPZxhXgLfVxiZl0jiP8O4Bdh7jsT7451jnOuPFhovzPeFOLZEbynSA3Bn6XpeHU5K9wF/CmYeMfMDgO+B9wf5jnX4k03/q0FVx8xsxFmdnb0IpfWzDk3DTgCbworeDdB5pjZu8GFneKec+6yhh5+xxeGoWb2qpm9Vu15xfaQxg6OA0nB2rvdgEDweddgP50InwmnA+2g8m/w88AmvM8yYf0t9ln1m6T/qPVaIiTbEmE0bEPeNbPfh2i/HW/6sEhM1fP5UkTEVxop2Pp8G/hjrbYXgYucc5+a2cXAf4L1U0qBKyvuuDfgFryL0FVmFgBWAN+oZ+XhSs657Wb2DN5CDL+jbs20t51zN9c65k0z21XrVLVrCv7eOfcCXg2t7sDT1V5bDLTXyl4SBX8FrqvYcM69amb9gFnBUbi5wMXOue0RnPPK4HnXmFkB3ujdiqLnjf5+iAT/7i4xs314pRL2490cORKvcHNcM7MGR4475+5uqViaqHoS/y+1Xqu9HY864U1RrUjuVK83nAgjHTOdc9uCzy8GHnXO/TU40muhf2GFLdGnn1/sdwDNdCPwiJmtAb4Kth2Kd8PuSt+ikramxudLERG/WSN5HREREYkDZvZjvJHQx+Hd1JmJNyp6JrA4Eaalm1lDiUvnnLu9xYKRhGNmi51zBwefzwducc69E9xe5Jw7xNcAG2Fm851z42s/D7Udj8wslwbqTDvnOrZwSE1iZkPx6rMCLNMKmCIi0pYpKSgiIpIAzOxuvFqqMyMcoZoQzOwI59wcv+NoiJl9SAOLdjnnTm7JeCKV6DXtzOzvQB9gO3AWMNI5V2pmfYDXnHNxvZphcIT4Grwk2rDgc4LbQ51z7fyKrS0ws4ENve6c29RSsYiIiMQLJQVFREQSgJmd5Jz7IPh8iHNufbXXznXOxfvKn3WY2RjgQrzSF/sTIKkzIUTz0Xi1cLOdc0e0cEgRaQUj1Qz4Fl5icLpzbmuw/XCgZ8WowXgVrOVcL+fcxpaKpS0ys8V4Sf3qU7Ud0APv5yfZl8BERER8pKSgiIhIAkj0hE6FYGLk28FHGTAImOic2+BnXJEysxOA2/BWhP6Dc+4tn0NqlJktcM4dXvt5qO14ZmZD8KZ/OmB5xSrKIpEws8HATcApwL3OudqLv4iIiLR6WmhEREQkMST6IgWY2Sy8xS6eBc5zzq02s/WJlBA0s9PwkoFFwB3OuQ99DikSrp7nobbjjpl1BB4BJuAtFGHAoWY2D7jCOXfAz/gaY2brqfnvbNW2nXNuWMtH1faY2Qjg/4Cj8BZ9uN45V+pvVCIiIv5QUlBERCQxJHRCJ2gX0B/ohTdlbzWJEztmNgcv7j/jLfKCmVWO0HTOza/n0Hgx2swWEaxpF3xOcHuof2GF7V5gGXBhxcI6wSnFtwH3AZf4GFs4ak+PTwIuAH4OLGj5cNoWMxuHlwwcC9yFl0gu9zcqERERf2n6sEgcMDMHnO+ce8HvWPxgZh8BS5xz10X5vOcBzzvnEmIUlUhDzGwf8AleAmdy8DnB7UnOuS4+hRYRM+sEfBNv+vBwoDNwmnPuSz/jCkfwb1VDC42c1ILhRMzMfgJ8BuzFW8G6hnivaWdmq51zIyJ9Ld6YWRLwXeBGYCHe9PNlvgbVBphZObAZeAOokwx0zl3f4kGJSNwxsw3Afc65v/gdi0hL0EhBSXhm9hhwaXCzHNiG94HvVufcXr/iag2CneIg4LsVK1ZWe+1L4AjgxnA7TTM7EfgQ6OGc2x3VYEVav7OrPa/9O5cwH1ydc/uBR4FHzawX3sIR95jZAOfcAH+ja5hz7kS/Y2imfsDfgdHAIoKrWQOznXM5fgYWpoS+wWNmqcDlQEVy9mzn3Fp/o2pTriCBRiaLSE21rvnK8G5wLQVeAB5WGQCRplFSUFqL9/HuuqcAY/AuODvjjUTxlZmlJngntRnvg3RlUjA4BWcssMevoETaGufcx37HEG3OuZ14U0LvbWxl1nhhZj2Ba6la6GIZ8E/nXLavgYXBOfdzADNLw5vKeixekupfZrbPOTfGz/jCMNPMfgX8zlWb6mJmtwGf+xdW2NbjXcjeA2zCq4d4aMWLibiCeCJxzj3mdwwi0mwV13zJeOU8TgJ+C3zXzE52zuX7GZxIIkryOwCRKCl2zu1wzm1xzr0LPAecWn0HM7vMzJaZWZGZrTKznwSn8FS87szsOjN7w8wKzGyjmV1c7fXBwX0m1jqvC05Trb7Pt83sAzMrBL4ffO1SM1tsZsVmtjN4t6u6rmb2vJnlm9m66u8dPP6PZrbSzArNbIOZ3WVmGdVeH2Bmr5hZTjD+FWZ2YbXX+5nZs2a2N/h4I1hsuzFPA8eYWfV6U1fg3ZXLqxVjmpn9ycy2BL+POcGi/BWr/FUU5N8V/Heq/m+QZGZ/MLPdZpZtZn+p9f/TxcweD8ZeaGbvm9nYWu9/SfD/rcDMXserWybSKpjZh8G/K6EeM/yOLxxm9mp9DyDuV/40s+OAOcHNJ6i6WfJl8LVEkQl0xFv0pRPeCPsvfI0oPD8CDgbWmNmLZvaCma0FDgWiWn4iRt7H6wcPBb5e63Gmj3G1CWb2WiN/g0Qk/lVc8211zi10zt0NnAiMB34BDV+PBF9PNbN7zWxb8Lpss5n9sb43NLOLzeyAmZ0V629OxA8aKSitTjB5NY1q9ZLM7CrgdrwLinnAOOBfwX3uq3b4b4Fb8ab2nA88YWYrnHNzIwzjTrzC4VcApWb2fbwpW7fiTW1uj3dnq7pfATcDtwSPe9TMPq1W4ykfb0THVrzRkA8CxXgF1gHuBzKAKcABYFS17z8L70JkFnACUBKM730zO8g5V9DA97IbeA24DLjNvBEmF+PVBDuh1r7/AYYBFwFbgNOB18zsCGBJ8JgX8UbY5ACF1Y79TvDf6FjgMLxk5DzgmeDrjwW/p7PxpgvcAbxtZiOdc4VmdlRwn9uA54P/Dn9o4PsSSTQ/D9F2NN6H4LgfpRZ0DN7o42fwklCJNh30r8A5zrnqi0K8YmYvAw/hrWYat8zsYby/v7l4//6zgLsTpdRGcHXh881sGF4/aMBNiTIF1zn3Pb9jaOMSpsyCiITPObfEzN7Gu874NQ1cjzjnvgKuB74BXAhswFsAbVSIU2Nm1+NdH57pnPsk1D4iiU5JQWktpplZHt5Q8orRcz+t9vptwC+qLeSxPnhH6IfUTAq+5Jx7KPj8DjObAtyAlwSLxD+qLxpi3tSme4J3syrMq3XMkxV1+4L7/xhvMYGNAM6531Xbd4OZ/QEvSVCRFBwEvBjs7MCbplThQryLp8sqplwFE5XZeKMTpjfy/TwKPGRmvwbOAvY55z4xq7qeD16kfRsY7JzbFGy+z8xOAb7vnPuhmVXUrMoOUVNwmXPuV8Hnq4KJ3JOBZ4IjGs8CTqjokM3su3jTr74DPBL895rhnLuj2jmOwEuwiiQ851zl3wwzOwHvdz8d+IFz7i3fAotMb2Aq3t+Ki/BukjzjnFvqa1Th61grIQiAc26hmXXwI6AIDcT7mVmNd4NpC7DPz4AiYd7U7VvxFqhZDNwZTBQmDPPKb9xIzennf3HOLfY1sDagoRIMZvYc0OpKNIi0IcuAUxq7HsG79hsErAI+DV4XbcK7SVaDmd0ePOakUH2/SGuhpKC0Fp8AV+NNiboK7+7QvQBm1gMYgJfUeqDaMSnUHaUyO8T2GU2Ip3JkYfAiph/Q2PS+RRVPnHNlZrYL6FntPOfhJSiH4400TA4+KvwdeNDMpgXf6+VqSYQJwBAgt3oiD8jC+7dqzDt4/1ZTCY5iDLHP+OA+y2q9RzrwQRjvsajW9jaqvv+DgADV/n+cc/vNbDHeaJGKfV6rdY7ZKCkorUhw+sttQBFwh3Puw0YOiSvOuXLgbbxRvul4H9w/MrPbnXNxP30YMDPrUntknZl1JQFKsjjnppn3B3os3qjsnwHjgjdsZjvnfu1rgI17Au+G2j/wbmjdC3zPz4AiYWZn441WuxNv1Knh9c8vmdnPnXOv+BlfG3eM3wGISLMY3o2WcK5HHgPewxtA8C7wJvCWcy5Qbf8fAx2AI5xzq2Mbuoi/lBSU1qLAObcm+Px6M/sQ78L5N1RdqP2AEHeBIlDRUVT2MOatJBhK9SK34U6Pq70YiSMYu5kdDTyLN3z9J3gjO86i2lQY59y/zewdvCHypwCzzOxO59xvgudZiDdisLZGV5x0zgXM7HG8ERpHEzrRlhSM+YgQ30th3d3rqPf7p+F/QxfGPiIJz8zm4BXV/jPBBLmZja943Tk336fQIhJMBp5B8E4+XmInURZY+Bvwrpn9HKj4954A/Cn4WtwLjopYYmb7gP3Bx5nAkXjTruJZb+fc/wWfv2NmCfEzX83twFTn3IZqbV+Z2QfAK8GHiIhEbgywjjCuR5xz882rdT4Nr5zT43h/i6dWSwx+Fnz923h/u0VaLSUFpbX6LfCWmT3snNtmZluBYc65Jxo57mhqjoI7GlgefL4r+LVPtdcPaywQ59zO4PufjHdXqimOA7ZWn0JsIVbqdM5tAR4GHjazm/Ducv0G7+L128Bu59y+JsbwKF5S8E3n3LYQry/AS8z1bmD0Uknwa3I9r9dnGV4nfwzeqFDMrCNewfn/VNvn6FrH1d4WSWT5eIv7nBd8VOeoW6c07gRvLowD3gJ+65xb4nNIEXHOPWxm24Df4Y22A1gK/N45V3ukctwJ1kY6Fq9PKQVm4iWYH8WbjhvvzMy6UHUTKLn6tnOu0ZtcPkutlRAEwDm3oYGbjBIl1W+i1H4J0L+/SIIKlmWYBvye8K5HcM7l4tUgf968hQ8/x5uNtSq4yzzgbuA9M3O1yjiJtCpKCkqr5Jz7yMyWAr/Eqx3xG+AfwZERb+J9+BsP9HPO3Vnt0HODo3E+wrvoPplg4fjgYhafAzcFVzvshDcFKBx3AH8zs514NbSygJOdc38N8/hVQD8z+w7eBdxpeEm+Smb2d7wL7VV4q0pOw0uUATyFV3/wFTP7FV7tjAF4i3Y8GM6weOfcOjPrTj2j/pxzq8zsKeAxM/sZXiKyK96KYOuccy/h1Ud0wBlm9hpQ6JzLC3W+WudebWav4E0BvxpvpOQdeAuqPB3c7V680ZG34K2MfCJeEWGRVsE5d6LfMUTBd/GSmyPxRnVXtBveILaOfgUWLufc68DrfsfRRIPx/j7+xDm33edYmqIT3oVa9ZHhFaMFHTC0xSOKTKmZDaxW5wqovMlX5lNMbUlDn7lWtFgUItIc6WbWG2+wQA+8a7Vb8fqGvzjn8hu7HjGznwLb8WZRleLVOD6AV2e3knNujpmdijdDwDnnft8S36BIS1NSUFqzu4H/mNmfnHOPmFk+XnHvO/ESW0upucgIeMnDb+IlmHbhLcwxp9rrl+MtajEHWIuXcGx0JSrn3ANmVoJXv+lPeFN23wz3G3HOvWZmfwbuwaub+C7easX3V9stCa/O0gC8lSVnBN8P51yBmR0P/BHvrlgnvJp9H+Kt5BtuHI2NwrgM+D/gLryVvHKAL4Pvg3Nua3Cxkjvw/h2fIPx6UJfhff+v4i0mMxOY5pyrmArwuZldgTdK9Fd4id3f4P2biCQ8M/uFc+6u4PPznXPPV3vtD865W/2LLjzOubivu9cQM/sHVSUL6nDOXd+C4UTMOffTxveKX865wX7H0Ey/Bt4PLhQ2j6opbjcDN/kZWFvgnJtS32tmFtcrh4tIpVPwEnrleIMEluB99n/IOVcxI6nB6xG866QbgRF4f4cXAF9zzhXUfjPn3JfVEoMoMSitkQUXIhVp88zMAedXXzVYRCRemNl859z42s9DbUtsmNml1TZ/S60afM65x1s2orbFzAaHmn5b7XXDmwGwpb59/GZmh+LdsBuLN+JxKd7olq98DayNM7NNzrmBfschIiLS0jRSUEREJDFYPc9DbUsMVE/6mdkNSgK2uD+bWRLeghzz8Eb0Z+DVgZqCN43s19SaAhZPgsm/S/yOQ+rQ31AREWmTlBQUERFJDK6e56G2Jfb0b97CnHPnm9kY4Dt45Tz6AAV4C4K9CdzhnCvyMcQGBWvpNjT9/KwWDEdq0u+ziIi0SZo+LCIikgDMrBxvkQ7Dqy1aUfvGgAznnFbPbEGasi2RMrMTKp4C/wKurP66c+7jFg+qDWkgKWvASc65di0ckoiIiO+UFBQREREJg5nl4iUVQiVmE2L1ZIkPZrbAOXe433G0JdWSsiEpKSsiIm2Rpg+LiIgkMDPrDFzrnLvD71haO+dcB79jkFZDd+VbmJJ+IiIidSkpKCIikgDMbABwG9AX+B/wNPA7vEULnvYvsrbDzDKAH+AtbLEIeNQ5V+ZvVJIozKxrtc1kM+tCtQUunHM5LR9V22Fmi2m4puMhLRiOiIhIXND0YRERkQRgZh8CHwOzgWl4K60uBX7inNvhZ2xthZk9B5QCnwJfAzY6537sb1Rth5k1WMPROTe/pWJpCjNbT9X089qcc25oC4fUppjZoIZed85tbKlYRERE4kWrTQp2797dDR482O8wRESkhc2bN2+3c66H33FUUH8kItI2qT8SEZF4UV+f1GqnDw8ePJi5c+f6HYaIiLQwM4ur0R7qj0RE2ib1RyIiEi/q65OSWjoQERERERERERER8ZeSgiIiIiIiIiIiIm2MkoIiIiIiIiIiIiJtTEyTgmbW2cxeMLMVZrbczI4xs65m9p6ZrQ5+7VJt/1vMbI2ZrTSz06q1TzCzxcHX7jWzUKu2iYiIiIiIiIiISBhiPVLw78DbzrnRwKHAcuBmYIZzbgQwI7iNmY0BLgTGAtOA+80sOXieB4CrgRHBx7QYxy0iIiIiIiIiItJqxSwpaGYdgeOBfwM450qcc/uAs4HHg7s9DpwTfH428Kxzrtg5tx5YAxxpZn2Ajs652c45BzxR7RgRERERERERERGJUCxHCg4FdgH/MbMFZvaImbUDejnntgMEv/YM7t8P2Fzt+C3Btn7B57XbRUREREREREREpAlSYnzu8cCPnHNfmNnfCU4VrkeoOoGugfa6JzC7Gm+aMQMHDowsWom5VxZu5ZFP15OUZFxzwlCmjevjd0giIjGh/iixrNuVxx/eXMG63XlMPagXPzt1FGkpWotNRBKf+qPYKCot5663V/LRymxG9GrP/50+hoHdsvwOS0QkYrH8xLsF2OKc+yK4/QJeknBncEowwa/Z1fYfUO34/sC2YHv/EO11OOceds5NdM5N7NGjR9S+EWm+BZv2csNzC1m8dT9fbd7HD5+az4odB/wOS0QkJtQfJQ7nHFc+Ppf3l+9k3a58HvpkHX+fscrvsEREokL9UWz8+Z2VPDpzPet25/PO0p1c/eRcv0MSEWmSmCUFnXM7gM1mNirYdDKwDHgVuDTYdinwSvD5q8CFZpZuZkPwFhT5MjjFONfMjg6uOnxJtWMkQXy0cheu2vjOgIOPV+7yLyARERFgw54C1u3Or9H24Qr1TyIiUr8PV2bX2F6xI5ft+wt9ikZEpOliOX0Y4EfAU2aWBqwDLsNLRE43syuATcD5AM65pWY2HS9xWAZc65wrD57nGuAxIBN4K/iQBDKqd4c6bSNDtImIiLSkPp0y6JiRwoGissq2kb3a+xiRiIjEu1G9OrBuV9UNpW7t0ujWLt3HiEREmiamSUHn3EJgYoiXTq5n/zuAO0K0zwXGRTU4aVHTxvbm20cOYPrcLRhw8dGDOHGkpjCIiIi/MlKTueu8Q7jlpcXsLSjl4H6d+MW00X6HJSIicezW0w9i/e58VuzIpXv7NP70zUNUi1ZEElKsRwqKAJCUZNx57iHcNG00ZkanzFS/QxIREQFg2rg+TBndk735pfTulOF3OCIiEucGdM3i7RuOZ8f+Irq2S1NCUEQSlpKC0qI6Z6X5HYKIiEgd6SnJ9O6U7HcYIiKSQHQjSUQSnW5piIiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDFKCoqIiIiIiIiIiLQxSgqKiIiIiIiIiIi0MUoKioiIiIiIiIiItDExTQqa2QYzW2xmC81sbrCtq5m9Z2arg1+7VNv/FjNbY2Yrzey0au0TgudZY2b3mpnFMm4REREREREREZHWrCVGCk5xzh3mnJsY3L4ZmOGcGwHMCG5jZmOAC4GxwDTgfjNLDh7zAHA1MCL4mNYCcYuIiIiIiIiIiLRKfkwfPht4PPj8ceCcau3POueKnXPrgTXAkWbWB+jonJvtnHPAE9WOERERERERERERkQjFOinogHfNbJ6ZXR1s6+Wc2w4Q/Noz2N4P2Fzt2C3Btn7B57Xb6zCzq81srpnN3bVrVxS/DRERkfCpPxIRkXig/khERBoS66Tgcc658cDXgGvN7PgG9g1VJ9A10F630bmHnXMTnXMTe/ToEXm0IiIiUaD+SERE4oH6IxERaUhMk4LOuW3Br9nAy8CRwM7glGCCX7ODu28BBlQ7vD+wLdjeP0S7iIiIiIiIiIiINEHMkoJm1s7MOlQ8B04FlgCvApcGd7sUeCX4/FXgQjNLN7MheAuKfBmcYpxrZkcHVx2+pNoxIiIiIiIiIiIiEqGUGJ67F/Cyl8cjBXjaOfe2mc0BppvZFcAm4HwA59xSM5sOLAPKgGudc+XBc10DPAZkAm8FHyIiIiIiIiIiItIEMUsKOufWAYeGaN8DnFzPMXcAd4RonwuMi3aMIiIiIiIiIiIibVGsFxoRERERERERERGROKOkoIiIiIiIiIiISBujpKCIiIiIiIiIiEgbo6SgiIiIiIiIiIhIG6OkoIiIiIiIiIiISBujpKCIiIiIiIiIiEgbo6SgiIiIiIiIiIhIG6OkoIiIiIiIiIiISBujpKCIiIiIiIiIiEgbo6SgiIiIiIiIiIhIG6OkoIiIiIiIiIiISBujpKCISKQObIOnzoc7B8CT58K+TX5HJCIiEl07l8Gj0+DOgfD896Bwr98RiYhIW1JaBK9eD38cBA+dAJs+9zuiVklJQRGRSL1yLax+F4oPwNoZ8PI1fkckIiISPc7B85fCptlQvB+Wvgxv3+p3VCIi0pZ88meY/zgU7YPtC+HZi7xEoUSVkoIiIpHaOKvW9kx/4hAREYmF/F2we1XNto2f+ROLiIi0TbWvsQr2wK7l/sTSiikpKCISqb7ja273Gx96PxERkUSU1R06D6zZ1m+CP7GIiEjbVLvfSe8I3Ub4E0srpqSgiEikzr6vqpPqcxic84Cv4YiIiERVUhJ881HoPsrbHnI8TPujvzGJiEjbcsJNMPpMsCToNBC++W9Ib+93VK1Oit8BiIgknG7D4KoPoLwUklP9jkZERCT6BhwB132pvk5ERPyR0REufEr9UIxppKCISFOpcxIRkdZOfZ2IiPhJ/VBMKSkoIiIiIiIiIiLSxkSUFDSzJDPrGKtgREREEoX6RBERiQfqj0REpKkaTQqa2dNm1tHM2gHLgJVmdmPsQxMREYkv6hNFRCQeqD8SEZFoCGek4Bjn3AHgHOBNYCDw3VgGJSIiEqfUJ4qISDxQfyQiIs0WTlIw1cxS8TqcV5xzpYCLaVQiIiLxSX2iiIjEA/VHIiLSbOEkBR8CNgDtgE/MbBBwIJZBiYiIxCn1iSIiEg/UH4mISLOlNLaDc+5e4N5qTRvNbErsQhIREYlP6hNFRCQeqD8SEZFoCGehkV5m9m8zeyu4PQa4NOaRiYiIxBn1iSIiEg/UH4mISDSEM334MeAdoG9wexVwQ4ziERFpWTPvhXvHw79OgjXv+x2NxL/HUJ8oIrG25n2vX7p3vNdPidT1GOqPRKS1W/oyPDgJ/nkUzHvM72hapXCSgt2dc9OBAIBzrgwoj2lUIiItYcmL8N5tkLMWts6DZy6C3B1+RyXxTX2iiMTWge1ef7R1ntc/vXcbLHnJ76gk/qg/EpHWLXs5vHA57FgMu1bAaz+G9Z/4HVWrE05SMN/MuhFczcrMjgb2xzQqEZGWsPaDmtvlxbDhM39ikUShPlFEYmvjTK8/qm7tDH9ikXim/khEWrd1H4ML1Gyrff0mzRZOUvCnwKvAMDObCTwB/CjcNzCzZDNbYGavB7e7mtl7ZrY6+LVLtX1vMbM1ZrbSzE6r1j7BzBYHX7vXzCzs71BEpD69Dq7b1jtEm0iVZvWJIiKN6jUuRJv6JqlD/ZGItG69Q/WHIdqkWRpNCjrn5gMnAMcC3wfGOucWRfAePwaWV9u+GZjhnBsBzAhuVxTHvRAYC0wD7jez5OAxDwBXAyOCj2kRvL+ISGgTL4Nx54ElQVp7OPX30GOU31FJHItCnygi0rCeo73+KK291z+NO8/rr0SqUX8kIq3e4Ekw+WeQkgFJKTDxchh7rt9RtTop9b1gZvX9a480M5xzjRY3MbP+wBnAHXh3swDOBk4MPn8c+Ai4Kdj+rHOuGFhvZmuAI81sA9DROTc7eM4ngHOAtxp7fxGRBqWkw3n/hjP/BslpkJrhd0QSp6LRJ4qIhO3YH8ERV0F5CWR09DsaiSPqj0SkTTn5VzD559404vT2fkfTKtWbFAS+3sBrDginw7kH+AXQoVpbL+fcdgDn3HYz6xls7wd8Xm2/LcG20uDz2u11mNnVeCMKGThwYBjhiYigCy4JR0R9ovojEWm21AzdrJJQ1B+JSNuSluV3BK1avUlB51yz5imY2ZlAtnNunpmdGM4hocJooL1uo3MPAw8DTJw4MeQ+IiIikYq0T1R/JCIisaD+SEREoqmhkYKVzOwMvFp/lbcrnXO3N3LYccBZZnZ68LiOZvZfYKeZ9QmOEuwDZAf33wIMqHZ8f2BbsL1/iHYREZEW18Q+UUREJKrUH4mISHM1utCImT0IfAtvNSsDzgcGNXacc+4W51x/59xgvAVEPnDOXYy3Stalwd0uBV4JPn8VuNDM0s1sCN6CIl8GpxrnmtnRwVWHL6l2jIiISItpap8oIiISTeqPREQkGhpNCgLHOucuAfY6534LHEPNEX2R+iMw1cxWA1OD2zjnlgLTgWXA28C1zrny4DHXAI8Aa4C1aJERERHxR7T7RBERkaZQfyQiIs0WzvThwuDXAjPrC+wBhkTyJs65j/BWGcY5twc4uZ797sBbqbh2+1xgXCTvKSIiEgPN7hNFRESiQP2RiIg0WzhJwdfNrDPwZ2A+3iIf/4plUCIiInFKfaKIiMQD9UciItJsjSYFnXO/Cz590cxeBzKcc/tjG5aIiEj8UZ8oIiLxQP2RiIhEQ71JQTM7AtjsnNsR3L4E+Caw0cx+45zLaaEYJY69v2wnz83dTOfMVH5w4jCG9Wjvd0giIlGnPjH+BQKOx2dv4KOVuxjVuwPXnjicTlmpfoclIhJV6o9aj6Xb9vPIp+spKi3n4qMHcdzw7n6HJCJtUEMjBR8CTgEws+PxFgT5EXAY8DBwXqyDk/j22erdXPnE3MrtD1Zk8/EvptA+PZxZ6VWKSsv5aGU2GanJTB7Rg+Qki3aoIpHbvwWWvQrtekDXwfD+byFnPRz0dZj6W0hJ9ztCaVnqE+PcPz5Yw9/eXwXAx6t2sWTrfp6+6uh69y8tD/DJql2UBxwnjOpBekpyS4Uq0nTFufD2LbBmBvQaC1/7E3QbFnrf/Vth+auQ1Q0OOgtSM1o2VokV9UetQHZuEd966HPyissAeHfZTl7+4bEc0r+zv4GJxEJeNix5EfZtgn4T4aAzI7+WmvsozL4fktNg8k/hYP2pi5aGsjfJ1e40fQt42Dn3It4Q9YUxj0zi3qtfba2xvSe/hM9W72bauN5hn2NPXjHfuH8Wm3IKADhycFeevuooUpLDWRhbJEZ2LoV/nwoled52chqUl3jPv3gA0jvASf/nX3ziB/WJca52nzRr7R525RbTo0PdD51FpeWc/+BsFm/1ZtqN6NmeF394LB0zNLJQ4tw7/wcLnvSe526D6dvhmpl198teAf+eCsUHvO0B/4bL3oIkfb5qBdQftQIfLM+uTAgClAccbyzarqSgtD57N8LDJ0JhtUHMXYfDVTMgs3N451j/Cbz+k6rtl66CnmOg15hoRtpmNfTJINnMKpKGJwMfVHstsqFg0ir17pRZp61Pp8juQj87Z3NlQhDgyw05fLhyV7NjE2mWLx+uSghCVUKwwroPWzYeiQfqE+Ncn1p9Uof0FDpkhP6veWvJ9sqEIMDq7Dz+t2BryH1F4krt/mfnEsgL8blpzr+qEoIAmz+HjSGSh5KI1B+1An06172O6h3hdZRIQpj3WM2EIEDOGvjqmfDPsbZW3+cCsP7jZocmnoaSgs8AH5vZK3hL3n8KYGbDARWxFS47djCje3eo3P72kQM5dEDniM6RW1RWpy2vuLS5oYk0T6C84dd7Hxz99ywrhhVvelPCGnt/8YP6RB8t3bafV7/axu684nr3+cW0UXRtlwZAarLxf2ccREZq6CnBeSH6nlD9kUjc6X1Ize2O/SCra939XCC8NklE6o9agcnDu3PGIX0qt8cP7MwFEwf4GJFIjLh6rmuKDoRuh2rXRe9710Whrr1icT3WRtV7N8k5d4eZzQD6AO8651zwpSS8uhXSxnVpl8ab10/mqy376JyVxpDu7SI+xzfH9+OxWespKvU+qPbskM4pB/WKdqgikTnyKlj8ApQVettdh3kdV8EuGHI8TPlldN+vIMeb5rVnjbc98Bi49DVI1lTGeKE+0T93v7uSez/wfjcyU5N54oojOWJw3STIIf07M+vmk/hq8z6G9mgfctpwha8d3Ie731vF3gLvJlT79BTOOrRvbL4BkWiadicc2Abb5kOnAXDOA5AUIvk98Qr46lkoDc7G6Hs4DJ7csrFKTKg/ah2Skox/XjSeG07Opag0wMH9O/kdkkhsjL/UqwdYnFvVltoODjk/9P6Fe+GRqbBntbc94Gi45BU44kqY9zgkpcCx18HgSbGPvY2wqn6kdZk4caKbO3du4zuK71buyOW5OZvJSkvmO0cPrDMFTMQXe9bC0pe9hUYOPt+rK1iSF37ti0jMvBfeu61m27f+6y1qIhEzs3nOuYl+x1FB/VHT7S8oZeId71FaXvVZZfKI7jx5xVHNPvfmnAKe+mIT5YEAFx45kGE92jf7nCItpiAHMjo3XCMwZz0sfclbaOTg8yEt8pu30jzqj0RE8BZw/PJfsGORV0/wyKugx8jQ+866D96tVbv9gidgzNlQkg+WBKnKFzRFfX2S6k6I70b17sCvvq4ioRJnug2D439etR0oh4VPe4Vu+x4Gx/4oehdYRSFm+4RqE2ljCkvLayQEAQ4URqfExICuWdz8tdFROZdIiws1Zbi2rkNg8s+a/h5LXoQlL3kjEifdAB3CX0hOREQE8Ea3z/qHlxgcfymMPafh/Ru6LtLNrZjQEmSCc44lW/ez80CR36GIxK8Zv4V3boFVb8FHd8L/roneuQ+9EFKq3fFq1wNGnR6984skqN6dMpgyqkeNtm8fOTAq596cU8CqnbmN7yjSFi2aDi9cDitehy8egMfPgoBqEopEwjnH0m372bFf11jSRgXK4bEz4YsHvf7k+Uu9m00NOeQCSM2q2s7qDqPPjG2cbZxGCrZx2blFfPeRL1m5M5fkJOO6KcP5ydR6hvKKtGWLptfcXv4alBRAWlbo/SPRfQRcNQPmPwEpGXDEFeGNAhFpA+7/zgSe+mIja7LzOPmgXkwd07y6s845bnxhES/M2wLAMUO78ej3jiAzLfSiJCJt0qLnam7vXgnbF0C/Cf7EI5JgducVc/EjX7Bih3eN9cMTh/GzU0f5HZZIy9oyF3LW1mxbNB3GnVv/Md1HwJUV10VpXi1BXRfFVL1JQTPLBeotOOic6xiTiKRFPfjROlYGR0qUBxz3frCa8yb0Z0DXKCQ6RFqTDr0hd3vVdmZXSKl/IYOI9RoLX/tT9M4nUaU+0T+ZaclcOXlo1M43a+2eyoQgwOx1e5g+dzOXHjs4au8hkvDa15oqbEnQXgvBxQP1R4nh4U/WsWJH1TXWfR+u4Zvj+zO4CQsziiSsDr0Ao8afrHBKUfQaA1/7Y6yikloaWn24A4CZ3Q7sAJ7E+x/9DtChRaKTmNu8t6DGtnOwZW+hkoIitU29HZ65CEpyISkVTvtD6BUfpVVSn9h6bKnV74E3lVhEqjn+Z7DuQziwFTCY9BPo1N/vqAT1R4midr9ScY2lpKC0KV0Ge3XYZ93rbXca6PUnElfCmT58mnOu+jJ/D5jZF8BdMYpJWtAZB/fhvWU7K7d7d8xg/KDOMX/fD1dms2DjXo4Y0pXJI3o0foCI34YcDz9dClvne6P62vf0OyLxh/rEOLUnr5iXF2wF4JzD+9G9feiRvCeO6klWWjIFJeUAJBl87eA+LRanSELoOhSuXwibP/eSgV2jN1pXokb9URw7/eA+vLVkR+V2zw7pTBzcJeS+zjneXbaTpdsOMGl4d44coqmS0oqc+juY8D1vwZEBR3lTgiWuhJMULDez7wDP4o37/DZQHtOopMWcc3g/SssD/G/hVnp1zOBHJ40gPSW2o5/ueX8V97y/unL71tNHc/Xxw2L6niJRkdEJhk3xOwrxl/rEOLQ3v4Qz7v2MHcEFsx7+ZB1v/Xgy3UIkBnt1zODpq47moY/XUlhaznePHsSEQaEv1ETatJQ074aYxCv1R3Hs64f2paQswMsLttKjQzrXnTScjNTQ11i/e305j85cD8C9M1Zz57kHR21RLZG40G2Y95C4FE5S8CLg78EHwGfBNmklzp84gPMnDmix93vk0/U1th/+ZL2SgiKSKNQnxqHXFm2rTAgCZOcW88rCbVw+aUjI/Q8b0JkHLtaCCSKS0NQfxblvTujPNyc0PO2+qLSc/36+sUbbvz5dp6SgiLSYRpOCzrkNwNmxD0XaiiSruZ2c5E8cIiKRUp8Yn8ysTlty7c5GRKQVUX/UetTuwpJD9GkiIrHSaDrGzPqb2ctmlm1mO83sRTNTpWFpsmunDG9wW0QkXqlPjE9nHdqXAV0zK7f7d8nk7MP6+hiRiEhsqT9qHTJSk7lyctWodjP44RTNoBKRlhPO9OH/AE8D5we3Lw62TY1VUNK6ff+EYRw+sAsLNnkLjYwfqFpOIpIw1CfGoU6Zqbxx/WTeWLQd5+CMQ/rQKTPV77BERGJJ/VErceNpozlmaHeWbd/PscO6M65fJ79DEpE2JJykYA/n3H+qbT9mZjfEKB5pI44c0lUra4lIIlKfGKc6ZqSqBpOItCXqj1qRSSO6M2lEd7/DEJE2KJxqbrvN7GIzSw4+Lgb2xDowERGROKQ+UURE4oH6IxERabZwkoKXAxcAO4DtwHnBNhERkbZGfaKIiMQD9UciItJs4aw+vAk4qwViERERiWvqE0VEJB6oPxIRkWioNyloZr9wzt1lZv8AXO3XnXPXxzQyERGROKE+UURE4oH6IxERiaaGRgouD36d2xKBiIgkhL0b4eM/eV/HnA1HXgVmfkclsac+UURia+t8+OxuKM6DiZfDGA0Ck5DUH4lI/NqxGD75CxTuhfGXwMHn+R2RNKLepKBz7jUzSwbGOedubMGYRETiUyAAT34DctZ62xs/874edbV/MUmLUJ8oIjGVtwse/zqU5Hnb6z6ES1+HIZP9jUvijvojEYlbRfvhsTO8rwDrP4b0jjDyVH/jkgY1uNCIc64cmNBCsYiIxLedS6oSghWWveJPLNLi1CeKSMysnVGVEKyw/FV/YpG4p/5IROLSuo+rEoIVdK0U9xpdaARYYGavAs8D+RWNzrmXYhaViEg86tgXklIhUFrV1mWwb+GIL9Qnikj0hepLOg9q8TAkoag/EpH40iVEv6VrpbjX4EjBoK7AHuAk4OvBx5mNHWRmGWb2pZl9ZWZLzey3wfauZvaema0Ofu1S7ZhbzGyNma00s9OqtU8ws8XB1+41UwGveLB9fyEvztvCkq37G99ZpDVo1x2m3g7Jad52t+Fw4k3+xiQtrUl9okTHV5v38dL8LWTnFvkdikh0DTzaqyNI8CPuoEkw4Xt+RiTxT/1Rgpq3MYeXF2xhT16x36GIRFefQ+Hoa8GCaab+R3j11yWumXN1Fq2Kzom9xF0751yemaUCnwE/Bs4FcpxzfzSzm4EuzrmbzGwM8AxwJNAXeB8Y6ZwrN7Mvg8d+DrwJ3Ouce6uh9584caKbO1f1d2Plk1W7uPLxuZSUBwD4ySkj+fEpI3yOSqSF5O+GA9ug1zhICufeirQkM5vnnJvodxwV1B9Fx51vLeehj9cBkJGaxBOXH8WRQ7r6HJVIlO3bDCX50HO035FIFKg/ktpu+98Snvx8IwDt0pJ5+qqjOXRAZ3+DEom2/Vuh+AD0PMjvSKSa+vqkRq9mzWykmc0wsyXB7UPM7JeNHec8FcVRUoMPB5wNPB5sfxw4J/j8bOBZ51yxc249sAY40sz6AB2dc7Odl8F8otox4pO/z1hdmRAEuP+jNeQXl/kYkUgLatcd+hyihGAb1NQ+UZpnb34J//50feV2UWmAf3yw2seIRGKk8wAlBCUs6o8Sz7Z9hfz3i42V2/kl5dz/0RofIxKJkU79lBBMIOFc0f4LuAUoBXDOLQIuDOfkZpZsZguBbOA959wXQC/n3PbgubYDPYO79wM2Vzt8S7CtX/B57XbxUV5RzQRgSXmAkrJAPXuLiLQaTe4TpekKS8spC9Sc2ZCnG1Ei0rapP0owBSXl1J6kl19c7k8wIiJB4SQFs5xzX9ZqC+uTuHOu3Dl3GNAfb9TfuAZ2D1Un0DXQXvcEZleb2Vwzm7tr165wQpQmuvjogTW2Tz+4D13apfkUjYhIiwmrT1R/FF19O2dy0uieNdq+c5QWYRCRNk39UYIZ3rM9R9Uqe3HRUQPr2VtEpGWEs/rwbjMbRjARZ2bnAdsjeRPn3D4z+wiYBuw0sz7Oue3BqcHZwd22AAOqHdYf2BZs7x+iPdT7PAw8DF7NjEhilMh895jB9O6UyUcrsxnVuwPfOmJA4weJiCS+sPpE9UfRd/93xvPMl5tYuyuPUw7qxYmjejZ+kIhI66X+KAE9+r0jePqLTWzKKeBr43pz7PDufockIm1cOEnBa/E6ktFmthVYD3ynsYPMrAdQGkwIZgKnAH8CXgUuBf4Y/PpK8JBXgafN7G68hUZGAF8GFxrJNbOjgS+AS4B/RPA9SoxMHdOLqWN6+R2GiEhLalKfKM2XkZrMZccN8TsMEZF4of4oAbVLT+Gq44f6HYaISKUGk4JmdjgwDPgRsAlIcs7lhnnuPsDjZpaMN015unPudTObDUw3syuC5zwfwDm31MymA8vwhr5f65yrKLJwDfAYkAm8FXxIgvp41S4+XJHNiF7tOX/CANJStFiDiMS/ZvaJEkfWZOfywrytZKUl8+0jB9KjQ7rfIYmIhE39UeIpLivn+blbWJOdx8kH9WTyiB5+hyQiAjSQFDSzXwEXA/OAu4A7nXP/CvfEwWK3h4do3wOcXM8xdwB3hGifCzRUj1ASxHNzNnHTi4srt2et3cM/LxrvY0QiIo1rbp8o8WNNdi5f/8dMCku9+47PzdnMuz85nnbp4UyeEBHxl/qjxPTjZxby9tIdADw2awN/Of9QzpvQv5GjRERir6EhWt8CDnPOfRs4Ari6ZUKS1uyJ2RtrbL+5eDt78op9ikZEJGzqE1uJ5+duqUwIAmzdV8iMFdkNHCEiElfUHyWY7NyiyoRghSdnb/AnGBGRWhq6LV7knCsAb3SfmWmOZxtSWh7g9UXb2LingFMO6sW4fp2ict6stOQa26lJSaRq+rCIxD/1ia1EZq1+CCArtW6biO8K98JXz0FZIRx8AXTq53dEEh/UHyWYtOQkUpKMskDVOi+h+iKRuOYcrHgDtn8FQ0+Ewcf5HZFESUNJwWFm9mrwudXaxjl3VkwjE19d9/R83lm6E4B/fLCGRy6dyJQorPT4o5NGcOXjcykpDwBw5eQhdMxIbfZ5RURiTH1iK3HRkQOZPmcz2/YXATBhUBdOHKXaThJnSvLh4Smwd723PfPv8P1PoPNAf+OSeKD+KMF0zkrjiklDeOiTdQCkpSTxo5NG+ByVSITe+T/4/J/e80/ugjPvgYmX+RqSREdDScGza23/JZaBSPzYnFNQmRAEKA84Hv1sfVSSgseP7MGHN57IZ6t3MaJXB8YP7NLsc4qItAD1ia1Ez44ZvPvTE5ixfCdZaSlMGdWDlGQNtJE4s+LNqoQgeKMGFzwFU27xLyaJF+qPEtAtpx/EqWN7szY7j0kjutO3c6bfIYmEr7QQ5jxSs232fUoKthL1JgWdcx+3ZCASP8zqtiUnhWhson6dM/nWEbrTLSKJQ31i69I+PYWzD9NUTIljoT6MJWkxHFF/lMgmDOrChEEaECGJyKB2pQL1Sa2Gbo1LHf27ZHHOYX0rt9OSk7h68tCwjt2cU8CvXlnCdU/P5+NVu2IVooiISNgKSsr4+/urufqJuTw5ewOBanWdROLS6DOgx0FV2+17weEX+xePiMTEsm0H+MULX/HT6QtZsGmv3+GIhJaaAcdcW63BYNJPfAtHokvpXQnp7gsO44xD+rJxTz4nH9SLId3bNXpMYUk55z04i50HvNWE31i8naeuOIpjh3ePdbgiIiL1uuHZhby7zCuL8e6ynezKK+GnU0f6HJVIA1Iz4aoZsPR/3kIjY74B7br5HZWIRNH2/YWc/+As8kvKAXh90XbevH4yw3u29zkykRBOvg2GTIbti2DoCdDnUL8jkihRUlBCSkoypo7pFdExM9fsrkwIgrdA0csLtiopKK1LWTFgkJLmdyQiEobcolLeW76zRttL87coKSjxL60dHP6dmm3FeZCuhIFIa/DOkh2VCUGAkrIAbyzazo9P0SIkEqeGnug9Qikvg0Cpd1NLEkqjSUEzGwncCAyqvr9z7qQYxiUJqEeH9LDaRBKSc/DuL70iu5YEx16vgu9tkPrExJORmkzHjFT2F5ZWtvVU3ySJZut8eOlq2LMa+h4O5z0KXcMr7SKtk/qjxNejQ0adtp4d1T9JApr7KLz/WyjOhYPPh7P+oQEUCSSckYLPAw8C/wLKG9lX2rBDB3TmvAn9eWHeFgCGdm/HZccN8TkqkShZ8Ya3ylaFj/8Igyd5w+ilLVGfmGBSk5O49fTR/N/LSygLONqnp/CLaaP9DkskMi9/30sIAmxbAG/8DL77sr8xid/UHyW4U8f2YvKI7ny6ejcA4wd25hwtgiWJJme91ye5gLe96FlvavExP/Q3LglbOEnBMufcAzGPRFqF3509joKSMj5ft4e+nTPYX1ii0YLSOmxfGLpNScG2Rn2iD95btpN73l9FfnEZFx89iCvDXPyqwreOGMgJI3uycmcuhw/sTMeM1BhFKhIDJQWwe1XNtm0LfQlF4or6owSXmpzEk1ccxVeb91EWCDB+YBcs1MrjIvFsx+KqhGCFbQuqnm+eA+/dBvu3wrhvwEm/gmRVsYsn4aw+/JqZ/dDM+phZ14pHzCOThPSnt1fw5uId5OSX8tmaPVz1xDyc0yqP0goMOb5Wg8FgJQTbIPWJLWxzTgHX/HceS7cdYMOeAn7/xnLeWboj4vP07pTBCSN7KCEoiSctC/pNrNk29AR/YpF4ov6olTh0QGcmDOqqhKAkpgFHQXKtQUAVfVRJATx9AWyaDfs3wcy/15x5JXEhnKTgpXj1KmYB84KPubEMShLXzDW7a2yv353Plr2FPkUjEkVDjocz/gpdhkC3EXDO/dD3ML+jkpanPrGFzV63h7JAzZtLn63eXc/eIq3Uef+G4VOhXQ8Yey6ccbffEYn/1B+JiP869IJv/Rd6Hwwd+8MJN8NhwUWydiyCwpya+6/7sOVjlAY1Om7TOaeicBK2MX07sjo7r3K7W7s0enWsW0RXJCEdcaX3kDZLfWLLG9u3Y522MSHaRFq1LoPh4hf8jkLiiPojEYkbI0/1HrV1HwkpGVBWVNXW++CWi0vCEs7qw+eGaN4PLHbOZUc/JElkt55+EFv2FjJv4156d8zgT+cdQlpKOANSRUTin/rElje2bydumjaa+z5YTVFZgG8c3o/zJ/T3OywREV+pPxKRuJfVFc66D96+CQr2eCPej7/R76iklnAqPF4BHANUjPM8EfgcGGlmtzvnnoxRbJKAenXM4MVrjmVfQQklZQF6apSgiLQu6hN9cM2Jw7h80mDKyh3t0lPILSolNeDISE32OzQREb+oP4qx8oBjf2EpXdul+R2KSOI65HwY+w0ozYeMTn5HIyGEkxQMAAc553YCmFkv4AHgKOATQB2O1LBk636ue3o+G/YUMKxHO+7/zgRG9e5QY59Newp4acEWstKSOX/CALqE6Gzzi8vYlFPA8J7tSU3WaEMRiQvqE32SnpKMEeCGZxfw6lfbyEhN5scnj+D0g/sAMKBrVsTnLA84XvtqG8t3HOCEET04dnj3aIctIhIr6o9iaNba3fxs+lds31/EqF4dOHZ4N/p0yuC8CQPCShIGAo5V2bn06ZRJp0wtcCVtXHIKJCshGK/CSQoOruhsgrKBkc65HDMrjVFcksBufGERG/YUALB2Vz63vLSIl354XOXr63fn8/V/fEZecRkAT36+kXduOJ6stKofx7eXbOfnzy8ir7iM3h0z+Pf3JjK2r/6QiIjv1Cf66Nk5m/jfwm0AFJSUc+dbK7jzrRUAnHFIH/7+rcNIieAm0q0vLea5uZsBeOjjdfzx3IO58MiB0Q9cRCT61B/FSHnAVSYEAVbuzGXlzlwg9HVLbRv35HPpo1+yYU8B6SlJ/PassepbRCRuhfPJ+VMze93MLjWzS4FXgE/MrB2wL6bRScJxzrFix4Eabcu219x+fu7myoQgwOacQt5fXlX6pKw8wC//t6Rynx0HirjjjeUxjFpEJGzqE320vFZ/Ut0bi7bzzlLv+nhzTgFvL9lOdm5RvfvnFpXywvwtNdr+M3NDVOIUEWkB6o9iZG9BSWVCsLbNOYW8t2xnyNcq/OXdVZUDJIrLAvz2tWXkFilPK9JsO5bA8tehqP7PgxK5cEYKXgt8EzgOMOAJ4EXnnAOmxDA2SUBmxqTh3fl09e7KtuNH9Kh8Hgg43li8vc5xadVGduQXl7M7r6TG6xuDHauIb7YvgsXPQ7seMP4SyOzsd0TiD/WJPpo8ogfPfLm53tc35uTz3JxN3PLSYgLO61vu/854ThnTq86+yUlGcpJRHnCVbVoYS1qVpS/Dpi9gwBEw9lww8zsiiS71RzHSvX06B/XpWO+NqPRG+opNe/JrbBeWlpOdW0yHDE0jlgS3cTaseB26DIbDL4bUzJZ773dvg1n3es8zOsP33oDe41ru/VuxRpOCwY7lheBDpFF/veBQfvvqMhZs2ssRQ7ryqzPHVL728epddRJ8vTqmc9LonpXbnbJSOXpoVz5fl1PZNm1c79gHLlKfzV/Cf06HQPAu76Ln4PufQJIWOWhr1Cf66/SD+/DLMw7i6S82kZJsrMnOoyKnl5JknDSqJxc98kVlW0l5gD+/szJkUjArLYUrJw3h/o/WAl6S8Nopw1vqWxGJrQ/ugE/u8p5/8YA3uuKUX/sbk0SV+qPYevDi8dz+2jKWbNvP/sJSikoDAIzr15GTRtftU6o7bVxvvtqyv3J7ZK/2DO3eLqbxisTc8tfhuYuB4IeslW/Cd19umfc+sB1m31e1XbQPPv0LnP9Yy7x/K1dvUtDMPnPOTTKzXCr/572X8PqhjjGPThJSzw4Z/PM740O+tq+gpE7bGYf0qTM6458Xjefu91axbPsBJo/owXW6UJOWsnEWzH8C0jvA0ddA16Ew9z9VCUGAnUtg40wYcrx/cUqLUp8YP66cPJQrJw8F4JNVu3jks/UAXDV5CEN7tOdAYc0pWntD9DsVfjFtNCeM7MGKHbkcN7w7w3u2B+DdpTt4fdF2+nTO4KrJQ+nePj1G341IjHz5cK3tfykp2EqoP2oZg7q149/fOwKA/QWlvLN0B5lpyUwd0yvkqPIPV2Tzv4Vb6dkhncsnDSHZjHeX7WRI93b8ZOpITCN1JdHN+Rc1/uSs/QD2rIVuw2L/3kX7wAVqthXsif37thH1JgWdc5OCXzvUt49IpE4a3Yvu7dMqpwenJSdx3vgBdfbr1j6dO75xcEuHJ23dlrnw2Jngyr3tpS/Dj+aHHhqfGvlKp5K41CfGp+NH9uD4kT1qtJ1zeD9emFdVK/CCiXX7mOqOGtqNo4Z2q9x+Y9F2rn16fuX2hyuyefvHx5OUpAs6SSCpWd5FVOV2C07xkphSf9TyOmWlcsER9fclM5bv5IrH51Zuv788m/d+cjzfP6EFkiUiLaXOtY9BSgvdNO15EPSbCFurfs84/Lst895tQDg1BQEws55ARsW2c25TTCKShLErt5g3Fm2jfUYqZxzch8y0xqdSdspM5aVrjuOxWRsoLC3jwiMGMqavbmhKnFj0XFVCECB/F8y8B5LTIK09lOR57SNOhf4TfQlR4oP6xPgSCDg+WJHNut15XH7cYA7q05HFW/ZxzLBujSYFa3ux1uIjq3bmsXjrfg4d0DmKEYtEUe5OWPIipGbAuPMgoyOceDO89mMqR3VMucXXECV21B/577k5Nf/J1+/OZ97GvTVuOIkktMK93uyppNSq2VPjL4FO/VsuhotfgC8egr0b4KCzYPTpLfferVyjSUEzOwv4K9AXb6n7QcByYGxsQ5N4tjmngLPu+4y9Bd4fhUc/W88r1x1HanLjRdoHdsvilDE9WbE9l6wwEokiLaZdj7ptn/616vnB58PBF8DwU1ouJokr6hPj060vL+bZOd4CJEkG3z5yID+dOoqB3SIf0dutXVqNbTPoWqtNJG7s3wIPHV81jWr2/V7N2wmXQv8jYPMX3lcVY2911B/Fh4KSshp10Ct0a0bZidLyAO8v28nu/BJOG9uLnh0yGj9IJFaK9sNDJ8C+jd52ekc4+58w5qyWjSOzi3fDS6IunGX2fgccDaxyzg0BTgZmxjQqiXtPf7mpMiEIsGz7AT5auSusY+98azkX/esLbn99GdP+/ilvL6m7GrGILyZeAd1HVm0n1bpvsmEmjDwVkrRCaRumPjHO7MotZvrcqhWJAw6e+mITp/ztY75YF3m9mR9OGU7PDlUXc5cfN4QBXVUuQOLUgv/WrKu0Z7VX/B2g1xiYeJkSgq2X+qM48M7SHRwoKqvRdmj/TpU1aiPlnOPSR7/kmqfmc9v/lnDyXz9mTXZuNEIVaZql/6tKCAIUH6i5LQkvnCvbUufcHiDJzJKccx8Ch8U2LIknH6/axRn3fsoxd87gL++sJBBwBJyrs1+ottryi8v4z2cbKrfLA45/frg2muGKNF27bnDNbLjkFbhyBqS0QA2m/D3w+QMw+5+QF15iXXylPjHGducVc81/5zHhd+9xxWNz2LqvsMH9nXOE6n1KygI89Mm6iN9/SPd2fPKLKTx22RG8+5Pjue3MMRGfQ8RXa2ZAQd2RS9LqqD9qQdkHivj+k3OZ8Lv3uPLxuezYXwRAIFB331MOanh14vqUBxzzNu5l1tqqRH9uURmPzdrQpPOJxIWdy+DjP8NXz0F5aeP7S4sLp6bgPjNrD3wKPGVm2UBZI8dIgnPO8c7SHcxem8PTX26ktNy75LrvwzUs2baf33x9LE9/sYnc4J2xET3bc+KoEFMvayl3jvJaycPS8hC9qYhfklNg6Ine8+Ouhw/vqHpt0g2Rn2/bQvjqWcjs7I1EbF/t96Qgx5v2dSBYw2zmvfCDz2ruI/FGfWKM3fLSYt5bthOAGSuyyX1uIdO/f0zIfQtLyrnjzeWEzArS9P4lIzWZwwd04fl5m3lj0XbOObwfQ7q3a9K5RGImdwcU7oOUDCgrqmr/6mnYONPrTzJUt7kVU38UY/M25vD+8myGdm/Ha4u28cmq3QC8v3wnRaXl/PfKozhtXG/+PmM1m3IKAK/cxHkTI6uz9vm6Pdz60mLW78nnsP6d67xeWtb4wAuRmBl7jldOqWJ0YIc+cMiF4R279kN46jwIBP80LfsffPuZ8I7dtxnm/QfKimH8pdBjZOPHSJOEkxQ8GygCbgC+A3QCbo9hTBIH7npnJQ98FHoE30crd3FP5ip+OnUk+SVldMpM45zD+pKe0nh9wI4ZqVwwsT/PfFk11evySUOiFrdIVJ3wC68W09a5MOg4GHRsZMdvnQf/Pq2qIO9Xz8K1X1St1LX05aqEIEDeDlg8HY65NjrxSyyoT4yx2WtrTvn9cn0OZeUBUkLUrH3w47W8snBb5bZRlR9MMrjsuMFhv+9nq3czb+NeJgzqwhFDuvCNB2ayblc+AP/6dB2vXHscI3ppsU+JEyUF8MgpsD/4ecoMqt903bcRlr8Kh1/sT3zSEtQfxdAbi7Zz3TPzK3+tai9AP2utlyBsn57Ca9dN4uUFWygpD3DOYf0wMx75dB2pyUmcc1g/OmWl1vs+JWUBrnt6AbvzigFYsHkfXbJSK8s0packcfHRg6L/DYqEK6MTfP9jb0GrQLm3oFW7MBfR+eLBqoQgeOUtdq+B7sMbPq4gB/51EuRne9vzHvPq5XbTit6x0GhS0DmXb2a9gSOBHOCd4FB1aaUCAcfjjQxT/9/Cbfxv4TZOHt2Tf3/viIjO//tzDuaYYd1Zsf0Ax4/swdFamUvi2bAp3qMpFvy3KiEIsHe9d8ds1DRv20JUcAjVJnFDfWLsje3bkS/WV019HN27Q8iEIHgXT9U54AcnDCUlKYlTx/bikBAjLkJ54KO1/OntFZXb5x7erzIhCFBQUs6zczZrKrHEj9XvViUEoWZCsIL6k1ZN/VFs/Wfm+hq/VoFav2Lj+nWqfN4pK5XvHecNcsg+UMTX/v5pZZLvkc/W8eb1k+mQEToxuGVvQeW+Fbq3T+enU0eyO6+Erx/at8n1CUWiJrMLHHFl5MeFvNaxum21rXi9KiEIUJIHi6bDlFsij0Ea1einBTO7EvgSOBc4D/jczC4P47gBZvahmS03s6Vm9uNge1cze8/MVge/dql2zC1mtsbMVprZadXaJ5jZ4uBr95qF85MkTWUGKbVvh9Vjxops1mTnRXT+5CTjrEP78otpo5UQlNYtLcSHuPRqI43GfgO6DK7a7tgfDvlWzMOSpmtqnyjh+8O5BzO2rzflcUTP9vz1gkPr3feoIV1rbLdPT+HaKcP5+Wmjwk4IAjz8Sc2R8e8u21Fnn9R6EpMivkgPMWq1ep/TbTgc1MIrQ0qLUn8UW2kpNf/mJ5nXJwGM6tWBu847JORxL87fWiPJtzmnkLeW1O1TKgzsmkWfTjVXFz52WDe+e8xgfjJ1pBKCktiOuRaS06q2x5wd3mi/xq6hJKrCmT58I3B4xZ0nM+sGzAIebeS4MuBnzrn5ZtYBmGdm7wHfA2Y45/5oZjcDNwM3mdkY4EJgLNAXeN/MRjrnyoEHgKuBz4E3gWnAW5F9qxIuM+P6k0fw+zeWV7adfVhf5qzPYU9+CcVlNWs0hZk/rNeu3GL+M3M92bnFfOPwfhw3vHvzTigSL476Pix+HnKDK2wPP6XmFOTMzt5Q+CUvgQt4ScKsriFPJXGjqX2ihGlYj/a8cf1k8ovLaJfe8MeUqyYPZfv+Ql5duI0+nTL55ZkHsTuvhL++u4qS8gAXHTmwxmiO+tS+15ianMThAzuwYNM+ALq1S+M7Rw1s8vckEnVDp8CQ42H9J952x/5w8Yuw4VPvAmzsNyBdyYRWTv1RDF1z4jDmbMiprKs+qFsW3xjfj/Mn9KdHh4x6jws1dKWhS6WU5CQevHgCv3plCWt35XPKQT25cdroZkYvEicGT4Iffu5NG+48CEafEd5xo8+AfhO9Ek4AXYfBYRfFLs42zlwjK8aa2Qzga865kuB2GvCmc+6UiN7I7BXgvuDjROfcdjPrA3zknBtlZrcAOOfuDO7/DvAbYAPwoXNudLD928Hjv9/Q+02cONHNnTs3khCllgWb9vLV5n2M7deRJ2Zv4t2lO+jVMYNt+wopC46hP21sL+765qGkpyaRkdp4TcHaysoDnPq3T1i325umZQaPXXYkJ4zUQgvSShTnedO8MjvDkBMhSaONYs3M5jnnJsbo3BH3ieqPWs6evGJOvvtj9lWrxfTG9ZMY3rPhu8s//O883qw2kuP/Tj+IS48dzHvLdrIrt4hTx/amb+cWWI1cJBKBAKz7AIpzYcSpkKbFcOKN+qPEtnFPPn96a0WN/uGk0T15tIHSSbtyiznj3k/JzvVGCw7ulsXr10+mffAm176CErLSUuqMRBRps7bOg9dugF0rYeSpcNY/vOnK5WWwdoa30MiIUyG1/mS8hKe+PimckYJbgS+CST2HV9T2SzP7KYBz7u4w3nwwcDjwBdDLObc9eOx2M+sZ3K0f3kjACluCbaXB57XbQ73P1XgjChk4UHf0w1FWHuDeGat5d9lOBnXL4qZpoxnaw7uzfPjALhw+sAu/fW0pr33lFXLflFNAl6xUrpo8lN6dMnhz8XYO+927tE9L4cZpo7jkmMERvf+cDXsrE4LglcR5fs5mVu3I5Z2lOxjUrR0/mTqC/l2yovY9i7So9PYw7ly/o5DoCatPVH/UfKXlAR78aC0frdrFyF7t+enUUfTokN7gMe8u21mZEAQoLgvwysJt/OzUUfUes2LHgRoXfAD9u2SSZPDhymxeXrCVO99awQ9OGMZPpmrlO4kjSUneCPSm+vJfsOBJyOwKJ94CA4+KXmzSEtQfxdigbu1qXKcAfLAim+zcInpWGy24ckcu985Yze68Yr45vj9v33A8ry/aRkpSEl8/tA/t01PYX1jKdU/P59PVu+mUmcptZ47hvAmRrVIskhAK98H7v4FNs70FG6feXv9MqEA5TL+0qkbu8te8hOBZ/4DkFBh5WujjJKrCSQquDT4qvBL8GtakbjNrD7wI3OCcO9BAOcBQL7gG2us2Ovcw8DB4d8LCia+tu/+jtdz7wRoAVuzIZcWOXD782YkkVZsTPG/j3hrH7C0o5ZQxvXh36Q7eX+4VAM0tLuM3ry5lyqieDOgafgKva7u0Om3zN+3l9cXedMu5G/fy1ZZ9vPeT4+tM7xIR8UFYfaL6o+b723uruP8j75963sa9rNyRy0s/PK7BY7qEWOGxc1bdfqa62n0ceDescovLeGGed0+yPOD4+4zVnDiqB4cP7FJnf5GEs/RlePPnVdtb5sANi1XCIrGoP2oBta9VMlKTyEqruoQuKCnjon99zp78EgC+WJ/DfemH1xkocf9Ha/h0tbdi8f7CUn7xwlds3VvA908Y1qTZViJx67Ufw7L/ec93rYCCPfDtZ0Lve2BrzUWzADZ9HnpfiZlwVh/+bVNPbmapeAnBp5xzLwWbd5pZn2rThyuWldkCDKh2eH9gW7C9f4h2iYIZK7JrbG/cU8DaXXmM6FX1eWL8wC4s2rK/crtbuzQGdcti+Y7cGscGHKzamRtRUnBU7w6cN6F/5YVXWrKxbX9RjX3WZOexJrtmTCIifmhOnyiRebvW6L35m/aRfaCInh3rnz5y8kG96JyZyr7CqtGC5YFAvfuD18fVNmFQl5DJwiVbDygpKK3DqndqbpfkwYbPYIwWJ0kU6o9axk+mjuSrzV+SX1IOwI9PHlk5FRjgy2DN9ereWrKDMw/pW6Nt+fa6101/e381q3bm8c/vjI9R9CI+qN2/1N6urmM/rybugWoTQwccGZu4pF7hrD480cxeNrP5Zrao4hHGcQb8G1hea4rxq8ClweeXUnVX61XgQjNLN7MhwAjgy+BU41wzOzp4zkuqHSPNNLxHzSLUmanJ/OrVJRxz5wxufXkxBSVl/OzUkZxxcB9Sk40RPdvz5/MOYd6GvXy+dk+NY9ulJTNxUOR3mP9y/qG8et1x/PHcgykpr3sDMyM1qcGLQBGRltLUPlEiN7BbzRtMnTJT6RRiJGB1OfklNRKCAK8s9O4jlgcc+6tNLV68ZT/femg2Vzw2h2OHdaN7+zQ6pKdw7ZRhnHFIHyaPrLvo1W9eXcKPnllAYfDiUCRhdQ8xFb5H/dPsJf6oP2oZRwzuysybT+LBiycw42cncM2JNVdOHRhiMETnzLp91fEjQi+k+Mbi7dz+2lLKAxrEKQmqOM+r+1ehR63+paG+JSkZzn8Meo2DpBQYdQZM/V1MwpT6hTN9+Cm81a0WAw3fbq/pOOC7wGIzWxhsuxX4IzDdzK4ANgHnAzjnlprZdGAZ3srF1wZXHga4BngMyMRbdVgrD0fJz08byYodB1i67QAdMlLISElm9tocAJ7+YhMpSUaHjBSWbtvPIf07s7+wlMsfn0uSeXe4KnRvl8Z93xnf6AVbfQ7p35kBXbK47ZUllat8gbey8S/PGEOnEJ2riIgPmtonSoRu+dpBrNqRy7b9RWSlJXP72WNJT6k7xeqVhVt56ON1AHz3mEGkpSRRUlb1X9MlK41PV+/iFy8sYvv+IsYP7MzfLzycyx+fw65gIfht+4v46dSRXH/yiMrjpozqye/OGcd/PlvP+t35OKDcwWtfbWNI93b8VPUFJZEd9X3YOBPWvA/J6XD8jUoKJh71Ry2kc1Ya08b1rtE2Y/lO7p2xmsLSctqlJ5NfXHWzaE12Xp1zXHbcEPYXlvLQJ+tq9FEAj87cQN/OmVw5eWhsvgGRWCgvhVd/BIumQ2omnHATHHc9nPk3eO4Sb/Rfhz5w5j0Nn2fAEXDNzBYJWUILZ/Xhz5xzk1oonqjR6lqR2ZxTQHFZOafc/UmN9m7t0uoMiQ9ldO8OvH3D8c2O4+53V1bWOMxMS+bhiycwWSsRi0gEYrzaY8R9ovqjpisrD7BqZx4DumbSIaPuzaFFW/Zx9j9nUvFRxgwuOmIgT325CYCstGQe/d4RXPf0AnbnVd3Fnjyie2VtpwpHDO7C8z84ts57fL5uDxc+XLO+zQkje/D45ZreIq3AgW3eqsUZnfyOpFVSf9Q6bc4pYMpfPqKsntF9HTJSWPyb0AskfLZ6N5c99mWNQRCgfkUS0Jx/wxs/rdl2zSzoNdZbQGTfJug0wFswROJCc1Yf/rWZPQLMACo/UVerESitwICuWZSUBejePo3/Z+++49uqzj+Of473zHb23psEkpCwIey99yijjEKB0gVtf22B0tICLbQUyt5775EECCE7IXvvnTjbe8nn98eRY8mWbdmxLMn6vl8vvax7de/VI3D0+D733OfsyqssAgY7lP3wXo3TmPqukwcwqmdrnv5+LZ5y2Falv6CISJgpJzahhPg4BnduUePrU1btwvfaprWQnBjHhF8cw+rsPMb2bktBqcevIAiweU8BaUnxFPjcBjy4Uwtyi0p5bOIq5mzYg6fcndgd1bcd6UnxB/pJARzeW5MxSDPRonPd20ikUj4KsYKSMp74dg0/btzL6J5tuOU4NynI1NW7aiwIAgzqWHPeOqpfOz6//WhOe2yK3zHW78rn2hdmce2RvThGAyIkGmwP0K1g+yJXFIyLhza9mj4maZBgioLXAgOBRCqHpltACaeZSUqI458Xj+A37y5ke04RLas0a68qNTGexHjDiYM68OtTB1JSVs6K7bn0aJdGYYmH372/iFnr9zCye2v+et5QurauewIST7nlTx8vZd2ufACmr92NxXLJ6O6N9jlFwmr3Gne7Vtu+0OcEN7RJoolyYgQZ2LH6BFTPT11PSmI8vzl1IACtrKV3Vjprd+Yf2OaY/lkc3rstf/xoMbvySjiqbzvuPLE/v35nIV8u8Z/gZNqa3a63bWYypZ5yzj6kMz/VLV7S3FkLaya5nNX3RGjbp+59pKkpH4XYPe8vOtCXdtqa3ezIKeLBC4YzsFP1ol/vdums351PuYVZ6/dw3YuzefbqUcTFVf87r1+HTH51ygAe/mrFgcLghj0FbNhTwJRVu/jk50cxKMB7iESU3sfD3Bcrl+MSoceR1bfbvxlWfOEmFel/iisYSkQJpih4iLV2WMgjkYhwTP8sPr/jaL5aso173l9c43bDurTg8csPpUfbdAAWb9nPdS/OJju3mNTEeHq1S2fpthwAvl+5k7veXsDbN42r8/0Xb9l/oCBY4dOF21QUlOZhzTfw2sVQ7i22j7rO9d2QaKKcGEFOGNiea4/syYvT1vuNGPzf5DVcPa4nHVumYIzh6atGcd+nS1m1I5fjB7bnt6cNJC0pgZMHdyC/xEPL1ETKPOV8vXR7wPcpKi2nqLSY538yihMGdmiiTycSRp/cAT++5J7HJ8EV70Dv48IaklSjfBRC1lo+W7jNb90nC7byq1MGEG+M32jzMb3aMH5ge/72xfID236zPJvJK3dy/MD2AY//8fytAUcblpVbvl6yQ0VBiXxDzoX9f4E5z0NyJhz3O2jVzX+bLT/Ci2dAaYFbHnQWXPJqk4cqtQumKDjDGDPYWrs05NFI2D06cSVPfLuGEk/t/YofuXjEgYIgwN++WEa2t2F7YannQEGwwqx1e7DWYuoYFdWxZQrxccbvtmXNxiXNxg//qiwIgru6dtw9kBH4D0aJSMqJEcQYw5/OGsLSbTnMXLvnwPpy62Yi7tjSzVzft30GL3t7NW3eW8Cv3lnA8u25HNMvi7tPcyMKE+Lj6Nwqlc17C2t8v08WbFVRUJq/3O0w75XKZU8J/PCoioKRR/kohIwxdGqVwqY9lTkhv8TDmAcm0jY9ya/9xJrsPA7pWr0v584qrSsq5BaVVjtX8tW5VTJ/+2IZE5fuoHdWBr87fRC92qXXuL1I2Bzxc/eoyfTHKwuCAMs+gezl0H5g6GOToMUFsc1RwHxjzArvVPeLNN1987Riey6PTlxVa0EwzsBNx/bmxw17ue21H3l79kbKPOV+CTOQYV1a1lkQBCj1lNOpRYrfumlrdrNo8/7gPoRIJPNUuR3flkN5mXu+ew1Muh++fwjysps+NgmWcmKIZecW8fg3q3j4qxWs944czy0qZfn2nBovEl0yyv/K9KBOLejcKoW/fb6Mo//xLYfdP4G731tIQUkZN786l88XbWftznxenLaev32+7MB+9587lMzkmq+X/rhx38F/QJFIsm8TLP8M8nZWrisvc/nJV9X8JZFA+SjE7j17COlJ/rc6llvYmec/CePu/BJOHNSBxPjKc52k+Dg8HkugST0zkhPonRW4yHdk37Ys3JzDU5PXsmZnPhOW7uD6F2ezekcu/5ywkpemrSevuKwRPp1IE/AEmLB0w1TllAgTzEjBU0MehUSENTvzqq3rnZXOIV1bcdmY7rRMTaRVWiK3vDqXpyavBeDTRdv4YvF2ThvW8cA6gO6t09i0rwBrITHecOeJ/YKK4fY35rF5X/UC4+SV2QwLcAVOJKocfjNsnIFr+QMMPtc1ed+9Bp46Bkq8/wbnvAi3znBD8SXSKCeGUG5RKec8PvXAJFMvTlvPnSf2458TVlJQ4qFr61RevHY0fdv7/9s4/9CupCTG89mibXRrncZVY7tz7n+nsn535dXpN2dvotxaFm/xH53x7Yqd3AtMW7OLGWt38/szBzGwQwv++NEiFlbZdldu4FEfIlFp3mvw8c/BeiA+GS55xfV7atnV3eK17BPvhgYOvymsoUpAykchdsLADkz/3Xj+/sVyXpu5scbtjuzblsN7t+XNG8fyfx8uZum2XEo85dzzwSLW7c7nd6cP8tveGMNjl4zkrrfnsyo7j9E9W3PH+H48NmkVU1fvZurq3X7br92Vz+n/+YGSMles/9/kNZw9ojOnDe3EiG6tGv1zizSaMTe6foLlPoXsz+6Cmf+D676CNE3cFgnqLApaazcAGGPaAyl1bC5RbFzvttVmY/zNKQM4dWinA8vzNu6tNlLi2xU7OWt4Z8b0bM3OvBI6ZCYxZ8O+A/2dSj2Wt2ZvYvyg2m+5Kir11DgKo18HFUekiZUWwp510K4fxCc2zjGHnAstJsDKL6BtPxh2oVs///XKgiBAzmZY/jkccknjvK80GuXE0Pp6yQ6/Wefzisv4x5fLKfG4hLJ5byEPfrGCZ68ZVW3f04d14vRhLl99sWibX0GwwtwNe8nKTGanT3Gvf4cM3p69id+8VznApnubNC4d3Y11uwrI9RmR0Tsrnd15xbTNSD74DysSTuXlMOGPriAI4CmGife6oiDABc/D4ndh92oYcDp0rf5vTsJL+ahptEhJ5MqxPXhj1kYCDVbv0CKZxy87FIDDerQ50E6pwsvT1vPbUwawbnc+WRkptExzf1MO69qSCXcdy+rsXF6fuYl/TlhZ43lQnOFAQRBg2/4inpq8lme+X8uz16jXrUSwXsfAjd+5FhSL361cv2slzH0Bjv5luCITH3UWBY0xZwOPAJ2BbKAHsAwYEtrQpKkt2rKfwZ0y2bCngNZpSVxzRE+/giC4Hk2B3PXOggPPq04UArBxT+XJWXZOEf+csJKVO3I5YWB7bj62DwnxcaQkxtO7XTprq+x/0WFdOamOgqJIo1o9Ed69Hor2QWIqxCVAu/5wyt9g8Xsw/zVIawsn3ecKffXRbbR7+EoM8Ld8YmpDo5cQUk4MrXkBTogqCoIVNuz2zxHvzd3Mv79ZRUlZOVeP7cGQLi0D5iGALq1S+cNRvfj1OwvYlVdCVkYS+cUe/vHVcr/tNu4p4B9frTiwbHDjexdtyeHwv07inZvGMbJH6wZ9RpGIUF7mcpyvfJ9biBOSYMTlTRqS1I/yUdPp0jqVfh0yWbE9t9prQ7u05K05m5i1bg8ju7UiKd6/XVKJp5xTH5vCquw8khPi+N3pg7jmiJ6AGx1/2TMz/S5UBVJTe/VyCy9O26CioES2jsPcBSffoiBA/q7wxCPVBHP78P3AWGCitXakMeZ44LLQhiVNbfqa3Vz9/KwDyzmFZZx1SOcDy+XebHRk33bVRhMGY7zPzFs/fXkOC7w9An/cuI+SsnLuOnkAAGcd0pnHJq3y27d3VjpxcXX3IxRpFNbCJ7+oPFkq9d7OvmUuvHp+5Yi+kjx47wboPhYyOx7cex56jbtlOGezW+58KPTXXUERSjkxRFZn5/LarA3V1ifFx/n1uj1taEf2FZQwa90e4uMMv3p3wYGR6X/3KeSlJ8eTX+yfq+Zs2Mujl45k+j3jue+TJbwyYyM78/xv0wrE93ysrNxy76dL+fDWI+v3AUUiSUISDLsIFrxRuW7kFeGLRxpC+aiJ/PbdhQELggDfLMtm0jLXC/qb5dn0bpcOVBb5yi2synZ/OxaXlfPAZ8s4c3gn2mYk892KnTUWBOMNeIKYazEpPpgpAkTCrN/JkNYOCryFwLgEGH5xeGOSA4L5Fim11u4G4owxcdbab4ERoQ1Lmtp/vvEvxBWXlfPsFNcj8O9fLmfIn77ikPu+5qVp63nnpnGkJlY23U0IomD3wrT1PDtlLRt35x8oCFb4YvH2A8/3FVYfifjD6rpP2EQajacE9m8K/FpJlb6b5aWuWHiwMtq7HoLnPQ0Xv+J6bCQkHfxxJRSUE0PkR5+2E75KPOVkJCcwtHMLfnVyf47s244jH/yGG1+Zy/UvzQm4D0B+sYeBHf1bTxSUeJiyaieJ8XFMWNrwCX32FgQeNS8SNbYvgm3euzzS2sIJ/wcn/DG8MUl9KR81kRlraz4XqZqC1tcwUr1CiaecLd7+6W3Sq/+tl5TgTs/jgzi/Sk6I4+Zje9e5nUjYrfzKDbwgDtr0gas/gc4jwx2VeAVTFNxnjMkAvgdeM8Y8BmjKo2amNMCMw3nFZXy5eDtPfreGwlIPuUVl/O2L5RSVlfPdr46jtbcnRllNY9p9FJR4+Mtnyzj2oe+qJbkebStn3xoQoHdg1dmIRUIqIdldzQr4WpXfxbiExktoyZmuh+Dgs1UQjGzKiSEysnsrapqkPq+4jK37i7hoVDcenbiK/CBHqwea3bFH23T2F5Ye6OvkK81nlsnaTseuHtsjqPcXiVjv3wjZS93zgt2wcTrEacRRlFE+CrHycsvq7Fx6tQs8U3AgrQLkFl/d2qQypLObPHFsrza0SPG/ca+id2CJx9aahy4Z3Y1vfnUco3pqogaJcPu3wEc/g8LdQDnsWQNbG2FQhTSaYG4fPgcoBH4BXAG0BO4LZVDS9G46pjez11f+4zTAlYf34J25m6tte/8nSzj30C7sLfCfSjw9KYH8ktr/FrGAx6eI2DI1gbtPG3Bgeek2/5ke44Crj9DJlzSx85+Cb/4Cm2dDUQ7sXQetusNpD8Pqr92Mjent4KR73ezBEkuUE0OkX4dM/nbeMB6ZsJLdecXVeijtyS/h2Ie+9Wu2Xpu0xDh27C+ifWYy2bnFxBm45oieLNi0j0uemk5xWTlxxr9XU0GJhz5Z6dxz2iD6ts9g6ppdrNiWw5RVO9meW0J6UjzXH9Wb64/WyAyJYqWFlQXBCo0x6l2amvJRCK3Zmcf1L85m/e4C0pLiyUyOJ9fbkiIrI4l9haWUBri/t1ubNDAF7MmvPE86cVB79uSX0LV1Gned1P/AAIkfN+0jp6jmcycLHNOvHVNW7/IbFZ+RHM8fzxxMenIwp/IiYbZ9of/sw6CcE2Fq/CYxxvQFOlhrp3pXlQMvGWOOAVoBuqezGTlxcEcevnA4T3y3hpTEeH55cn96Z2VweK82PPndGr9t52/e7zc7ZIW6CoKB7C8s4/Y35nHP6YNIS4rn1Rkb/V6/9qheDO/aqt7HFTkoqa3hjEcql8tKKkfvDTjF/zWJCcqJTePSMd25dEx3tu0v5OZX5lZrN1FUWr0gmJmSQK7PSVXvdum0b5HMjLV7mOuduKRHmzTeumksCfFxjPvbpAMncuXW3aLle7Fqzc583pqzkZ8c0YvWaUm87JOXkuLjuHJs98b8yCJNLzHVjXLfOq9yXQ/1yIwWykdN48Evlh+Yxb6gxEOLlAS+uvNokhPiWZ2dx/acIt6ctZHFW/0HNCzYvJ9RPVozvGsCm/cWcubwTgzv2oo3Zm0kzrjzpae/X8OH87b6jU6vyZRVu6rdojy2d1sVBCV6dBkF8clulvsKyjkRpbZvk0eB3wVYX+B97awQxCNhdOGoblw4qpvfusN6tObyMd15a/ZGv2a3O+qYJevkwR34yRE9Wbx1P2/O2simPYWU1nCb8dJtuVzz/CzaBuirURbgtmaRJlNe7q5uZXSAFp3q3r7Csk9h3quQ1gaO+gW06xe6GKWpPIpyYpPp1DKV1386ltEPTKxxYqu+Wemcd2hXTh7SgYe/WsHiLTkM7tyCv503jJ+9/qPfthv2FPD+j1s4om+7aiM7WqQkVBv5PmFpNhOXZnNE37Z+6/cXljJz7R5OHKyZHiXKXfAcfHIHbJ0PvY6BM/8V7ogkeI+ifBRyVXsD5hSVkZmSyJ8/XsLXS3cAkJIYR4fM5GrnRXM37OXZa0YxflAH5m7Yw0X/m35gVPrni7ZR4pOHEuPNgbyUkRRP28xkNniLkeBGCybEGb92Tcf7TOAoEvEysuDil2Hin9ws9yMuh1HXhTsq8VFbUbCntXZh1ZXW2jnGmJ6hC0kixWcLtnL7W/P9RlAEkpEcT57PDI/JCXH84qT+DOrUgiP6tuPkwR057bEplJbX3AOq3MLOvOqN208ecpCzuoo0VO52ePkc2LkcTDwc82s4/p6691s9Ed7ymcFx1ddw+3xIzghZqNIklBOb2K684lpnul+9M58Xp65jdXYeK7bnkp1TxJZ9hcxevyfgCPN/fLWCuzzldG6VwtZ9laPdLxvTnZU7cvlh1S6KfG5NtsDiLfurHadnu7SD+lwiEaFtH/jJp+GOQhpG+agJnDykw4FZgwGGdWnJ/sLSAwVBcKPXi0qrD5SwwPUvzaFvVjo5RWV+bSpKqlyYKvVYfnFif9pkJHHK4A58szybu99fdOD1+DjDA+cN49kpa9mTX8J5I7tw9nC1rpEoM+BU95CIVFtH4dpmd0ht7EAkcqzblc9PX57DrW/Mq7MgCNCzXTpdWrlfiTjjGuSe9tgUrn1hFkWlHt6ft4XC0uCawvtKiDO1zvYlElI//MsVBAGsByb/Hfaur3u/xe/7L+fvhHWTGz08aXLKiU0s0ARYVe3MK+GDeVtYv7vgwGj0fQWlbNlbEHD756euJ85nNpPEeMMT361hxtrd/Oz4PtW2319YxshurQCXk24f34++7atPiCXSpFZPhDevcJOF7FgS7mik6SkfNYE7T+zPnSf2Y3jXlozr3ZaUxDj+78PF9TrG6p35ZNdxdxW4SUOuGtuD9i1SuHhUN356dC8ykxPo2jqVf10ygktGd+PrXxzDuSO78PL0DRz6lwnc+8kSrK37PE0k5Ir2w4Q/wivnw7THoZaBQBKZahspONsY81Nr7TO+K40x1wPqDNlMlXrKufLZmWzZVxj0PleN7ckFh3bhzdmb+INPsvx2xU7emLWRtTvzatm7ZmXllv98s5pj+mcxWjNrSVPbt7HKCgv7N0PrnrXvF2jikZZda95+8fsw62k36/FRd0HvY+sbqTQN5cQm1rd9Jof3asPMdXvqve+uvMAnYXnFZewrrLxVuOKWrbxiD/+bvJbWaYl+txK3TkvknZvHsWlvIS1SEmibkVzvWEQa1cYZ8NpFYL1F8xVfwu3zIL1t7fsFqzgPln4EnhIYfI5rgyGRRvmoCSTGx3Hnif05pn8WFzw57cBEHwaq9fg7GFkZSXRs6eq8q7Nz+Xj+Vrq0SmXaPSeQmVI5k/Hbczbx3A/rDiy/MHU9R/Zpp3YWEjr5u2Dph5CUCYPPdv1oA3nnWlgzyT1fMwkK98L4/2vcWMrLYdpjrkVTm95wwu/rPieToNVWFLwT+MAYcwWVCWYUkAScF+K4JEwWb9lfr4Jgq9REFm3ZR3ycCTjs9Mnv1gR1haw2y7blqCgoTW/IebDi88rlpAxoN6Dm7Sscfgus+AJ2eAvko66HTocE3nbDdHj3Og78eblhGtw2W0kuMt2JcmKTyc4p4vFvV7Nhd37dGwdw0uCOvDd3c7UTt7JaRr8XlHi47+wh3PPBIko9lsR4w5/OGkJCfBy92qU3KA6RRrfkg8qCIEDxflg9AQ659OCPXVIAz5wAu1a45cn/gJsmQ4b6l0WYO1E+ajIf/LjFb+bf2gqCqYnx9b47avwg9+9r8Zb9XPDkNIq9bSzemrOZT39+FPFxhvJyy4NfLK+277JtOSoKSmjs3QDPHA8F3rv2ZvwXbpgE8Yn+2xXurSwIVlj8buMXBac9BhP/7J5vmeMmyrptNvjc/SENV2NR0Fq7AzjCGHM8MNS7+jNr7TdNEpmERZfWqdWa2dZmX2Epr87YyKszNnLCgOp/NB5sQTDOwBF92h3UMUQaZPjFsPg9WPmlWy7Jgw9vhivfC7z9zpUw5RGXPI/+JbTqAamtXN8mX9nLYd4rkJAK+zfg9+elp8TdFjb6hlB8IjkIyolNx1rL1c/PYvn23ICvt0xJYL93tuH05Hjyi/1PwOIN9G+fUe+RHInxhj99vOTA6MGOLVM4daj62kqEadGl+rr0LPjuQdgwFbqOdjkoqQGF7GWfVBYEAXK3wvzXXE6a84IbQT/kXOh5VIPDl4OnfNR0duYW88G8zUFt2z4zmf9cNpK/fbHc24/WEmdMtR6CvgZ0yOAXJ7kLzq/N3HCgIAiu4Ddj7W6O7NuONTvzqk2IBXB0/6z6fSCRYM19sbIgCLBtgTtHGXCa/3aJ6ZDSCor2Va7L7ATT/uMKi4PPdpNZ1aZgj7sIlb0U+p0EY26G0jxIbV25zbIqPXB3r4KdK6D9wAZ8OKmqzrnMrbXfAt82QSwSAdpnpnD3aQP5x5crKPGUE2+gllzmZ8rqnXVuEx8H9ZlQuHVaEt+v3Enf9pqkQcIge5n/8uqJ7oqYb5ICd7vVC6dBwS7vdhPg8reh62H+2+1c6a66lQbudwZAW81UHMmUE0NvVXZejQVBgJTE+ANFwaT4OPLxLwp6LKzYUfP+NRnYMZNFW3IOLG/aU8ikZTvYnlPMt8uz6ds+g9vH96NNelK9jy3SaA77ibuda4t3gNjwS9ztvj++5JbXfe/63174fN3HWvc9fPtXl9cOvQZSWlbfprwMXr0ANs10y7OfhcveqH5iKE1O+Sj0Plmw1W8yRSDguVGcgYyUBC55egYtUxN57NKRnDG8E/+etIp/TlhZ7bhje7fmhqP7cOKgylF+8zfuq7bdLa/O5Zj+Wdw5vl+1QRtZGUmM8Pa8FWl05WXV13mqF6ZJSIJTH4RPbneDG1JbQ0k+fP0H9/rsZ93Mw4PPrvm93roKNvzgnq+bDN8+6IqC8UlupHpckn/REdzgihadGvTRpLraJhqRGHXD0b2Z+bvxfHXnMVx4WPUr0jUN0s1MTmBYlwB/UPqoKAhWHCM+rvJovs8r7M4v4b5Pl/LN8h3VXhMJuaq9AFNbuytiVa2fUlkQrFB1whGAhW/WUhA0bjSGegpKjGuTVnvRbYfPCPS9BaUESB3MXr+33u/bqWX1XjkTlu7g/k+X8sPqXbw4bT1XPjuj3scVaVQpLdwtXD/9Fm6dDec/7W4p9rXkQ9d/qTZ5O+G1i2HjdDep1lf3ABZada/cJrUNdD60siAIbps5QRQcRZqBrQFaKgUaLJGRnMDana7dxf7CUu5+fyGFJR7G9q7e/igp3vDmjUf4FQS/X7mTZQEuhuUUlfHpwm2c/Oj31c6T9hWWBjUhl0iDHHoNJLeoXG7XH/qdHHjbEZfBXcvg2i/gyg9hu+/k6BbmvlDz++RlVxYEK5R65yPwlLh+7nvXQqFPf+nENDjt74EvZEmDqCgoB3jKLdNW72Lexr20Tk9iQMfMgLMs1jRwcPygDvzt/GG0Sk2sYYtK1x7Zk8N6tMJTbjHAkM4tGD+w5p41P6zSLMQSBifd506KAOKT3ZWwhAAFi5bdqq9rFWBdUi0jXm+dBWc80rA4RZqRxPj6/WlyWI/WdGtdWdBrlZrIxj21jMatwddLd5AYX3nS1TsrnUVb9vlts3RbLuc/MZXCEs2sJ2FkDHQ5FLL6u+WqOahlF4ir49/Rhh+grErBY8M0uHEynPJXOPHPcMtU19C9qmTNwC2xIZh0lJoYR1am/yRUuUVl7MgpolWAi1wVOW7xlv1MWbWTUk85K+sY3V5u8bu1GKDMY1m6NaeGPUQOUru+cPMPcML/wWn/gOsnQGItE5+nt4MeR3gnvapytba285/kFpBcj+Le0b+EXy6Hw64Jfh+pk4qCAsD+glLO+PcULn92Juc9MY3Lnp5Oebnl+IEdiK9paGAV78zdzFmP/0BGSnyd2+YUlTF3wz7AFRmXbM3hkFqGwA/p3KLG10RCpusouGspXPuluwJWtZH7jiUw9THI3eb6X1QkwQ7D3IQjVR16NaQF6JHZbkDlyZ1IjGuZlkjrtLovLlU4c3hnvv7Fsdx8TG8uOLQL/To0vN1EqceSnOD+NFq7M59Ne4qqbfPjxn28O3dTg99DpNGd+rfKk6rEdDjtobr3aT848Lq0NjDuVjjqF9CiM7TpBSOvqtwmuQUceWejhC0S6UZ2b13ja5kp8Tx/zSim3n0CSVWqh73bpdGjbRodMqvPWJ9f4mHUXyZw5n9+4KrnZnHiPycztHOLgHdM1cYC//iq+uQjIo2mdQ845ldw+E2uT3pVOdvcDMW+WnWDUddWLidlunxSk8QUl8Pivf9W4urobtf7eI0QDIE6ewpKbHhz9ka/Hk7T1+7hrMd/4O2bxvHsNaP5xdvz2RegwW2nlikUlpSxr9D1HbAWsnNqnlwkPs5w7RE9ySuu3qfgka9XkJGcUO219pnJnDsyQGNtkaaQmAo9xlVfv+wTePvqylkgx9wEdyxww9s7jQg8G1Z6O7h9Prx+MWyc5ta16w9XfVB9W5EYtWTr/moN1ftmpbNlXxEWS8cWKWzYUwDWzdp41dgeXPHsTKavrd+I8iGdWrAjt4hdeSV+631HY5R4ykmMM5RWmXxrc4BbykTCpvex7gLWjiXQfpC7xbguWQNcsW/eK245MRW6B8h1AOc8DiOucBON9D3ROxJEpPk7ZUhHrji8O2/M2kjVORh7tk1n+Y5c3vtxc7Vbf8st5BaXkZmSSMvUBPYX+p/b+OadDbsL+H7VLv535WE88d1qPOWWUT1a8/acTdX6GVa1Za9ykYSBpxTeu8H1tzXxMPp6ON3nYtSZ/3L9bvdugL7j3flPbUZeAf1PhT1r3CRZr1/sbhsGVyQs97hZj8feAr2ODtnHimUqCgrgevdVtWRrDi9NX8/PjuvLZaO78+TkNdW22ZNfQlqS/8jAmmYufvm6MYzu2YbUpHg+XbiFN2f7j7QotwQsFg7qlFnvq2ci9eYpgxWfu9ms+p0CHYfWvv0P/6osCALMeQ6Ov8ddVatNSiZc94Vr7L5/i7uiVvWK16bZsHcd9Dmh7kQq0szszquejzbvK2Te/51EfFwcSQlxFJV6KLeWuRv28oePFte7IAiwZFtOjT1yfR3SvRWLNu2j2NtIKj7OcMYwNbeWCJOcAd0PD3778nJY4zNHRWkhTPwT/MQ7w2O5B358GfZtguEXuYtjgS6QiTRTS7bu584357MqO48ebVPZuLvQr4XSoi05LNoSOI+s313AXW8tYGdeMVkZydWKglUt25ZDenICPz++H9tyCskrKuOLO47m66U7ePCL5ZTWMOvjWYd0bvgHFGmohW+5giCA9cCsp2HgmZCeBSu/hLZ9oP9p7u6o2m4d9pXe1j3mvlhZEASXq275AVr1UOuKEFJRUAA4+5DOPDtlbbWrYPO8t/i2quFWruKyclqn+792wsD2TFyWXW3bv3y2lNE929A2PYn/fb8WgIR4Q1kd0xvXUGMUaRy7VsOHN8Pm2ZXrvnkALn0dBpxa8362SnNna90jGAV74PVLYPMsSEhx/TqOuM299vmvXXIFl0iv+Ri6HFbzsUSamcN7t6k2y2JRaTn3frKURVv2M6RzC647shcfzNvCU95c0lDB/Iud4zNpSXKC4dbj+zK8a6uDel+RsCvNh5zN/ut2eWdJ9ZTBv0fAfu/F2x/+CVe8A/1OatIQRcLpl28vYFW2m/Bgw243Iq9FSgLtM5NZ7Z1UBGrOIxOXVU6SaGrZDuDbFTv5dsVOv3X/+WYVxw1oT+u0JLJ9Jtga2DGTthlJHNs/i+uPCtDzUyTUdlWfUZtlH8OcF1yRENxkIKUFrjf7+c9AvxODO/bGqhO6lcPOldChjsEaclBUFBQAcgpLAxbfdue7JPTy9A017mvLLY9eMoKZ63ZzSNdWXDSqGy9NW8f9ny7zS4Ard+Sxckee3751FQTBnZDlFZeRkaxfVwmBD2/xLwiCS2jTH6+9KDjuNjd0vuK3fOQVrhdTMH74pysIApQVwYQ/uobv2xbAsk8rtyvJgyn/hEtfC/rjiEQ7g2FEt1bM2eA/g3DF6PIlW3N4e87mQLuGXHGZ5anJa7n2yF5kpgTf91Ak4iRnQs+jYf2UynUDTnM/Zz9XWRAEwMKk+1QUlJhR5in3a6tUIaeojA4tqvcJrIsFerZNY/3u4CfByiv28OnCbQeWe7dL5/Ix3UlOjCM1KYHTh3XUnVQSHv1PdT3VDzCw7LPKgiC4giC4tkqf3AF3Lqp7AiyAbmNgwRs+h47X4IgmoCqLAHD/Z0sDrt+RU8y8jXvJKareT7DCiYM7cu7ILn59/647qjcju7fmlekbeH/eloOKrbDUw/7CUhUFJTSqFgQr1DXqb9iF0LonrJrgejgNOjv499y1usp7eeCbvwTetrj2GelEmhNrLdc8P6taQbApZKYkYHAnfbXJL/Gwckceh/WouQG9SJMo2APrf3D9AbMG1H//C5+HiX92F6R6HQsn/MGt37uu+ral9Z/RWyRaJcTHMaZnG2at31PttVXZ+QH2qF1yguHyMd356xcNnxhkw+58Hpu0ilxvq6Vnvl/LR7cdSUpi3RM8ijSajTOgOA/Oexo++yWU5AIW8rbVvE/OZpdDkoO4lfjQa2DnCte+IqUVnPjnulszyUFTlUUA1+Q2kC37Crnwyel4AhRI4uPcbce/O31QwH1Hdm/N/324OOgY+rXPILeojO05/rM9tkhJoEur1KCPI1IvPY6ADVP915n4ytt5a5PeDjoMga6jYe23bmRf35MgKa32/XofByu/CC4+3xm8RJq5HzfubVB/wNoYE9yd/bl1FAMrZKYkMLCj+tpImG2cCa+e7/IOuILeMb+u3zEy2sO5T1RfP/ximPmk/7pDLoOlH0P3sW4/kWbuX5eO4GevzmXB5v0Hfaz2mSl8tGBrvfaJM/4tlDzeyUsqrNiRy4SlO9RXUEKnONcNfkhr60aWv3mZ6xkIrl9gSZADF3oeHVxBECAuHk77u3tIkwlZUdAY8zxwJpBtrR3qXdcGeAvoCawHLrbW7vW+dg9wPeABbrfWfuVdfxjwIpAKfA7cYW2wjbskWG3SkygoCTyDVaCCIMD5I7vy0EWH+K3blVtEWnICaUkJrN2Zx+KtOUHHsDo7L2C/jZyiMhZv2c/QLpp+XELg3Cfh49tg4yzXGLfveHdC1HFY7fvNeQE+u8vbW9CnW0yLbvDTSZDZoeZ9be2zyZHc0o1EHHy2KyCKxIhl24LPGQAJcYaurVNrvSXrYP9iiDOQlhRPmcfSo206fzxrMOkauS5NZcdSd0JWNad897fKgiDA5IdgzI3VJ65qiC6HwkUvw7d/gbJi6DLKO5rduj64l77mZiEWaca6tErlo9uO4pR/TWZFlfZH9bVpbyFjgxzgcNdJ/clIdr0Lf//hYvYX1ny3VqmnvMbXRA7K3g3w3MmQt90tdx1T2foIoGBX9X26jXGTNbbs5kagr/seOh3iRvsFozgX9qyFrEGQkHTQH0GCF8q/al8EHgde9ll3NzDJWvugMeZu7/JvjTGDgUuBIUBnYKIxpr+11gM8CdwIzMAVBU8FghxiI8H6zakDueONeUE1Xa8wZ0PlkPr9hSWc/tgUtuxzo/yS4g3HDQx8JbmmZru1vfdOnwa7Io2qdQ+45pP67eMpg0n3+kw24vPbm7MJJv8Dznyk5v0Lqt+O4ierP5z5z/rFJBLlrHX9+nwZA7ef0JdnpqyjoMS/mN4qNZGHLxrOnz8J3P6isZRb19vp618cQ/8OGiEoTSR/lxsJuG2BG71+zK/dDPcVCqvkEU8xlOQ3TlEQYMg57uEphYf6cCDPlRW5/oIqCkqMeO4nozntsSl+o8nTkuIoKPEvyPVul87aXYFvLW6bnsRdJ/fnkqdm1Hq+E2fgktHd6NAiBYDRPdtw+N8m1bj9P75cTo+2aRzWI8ie1iLBmvlUZUEQ/AuCgbTsDmc+Bh0Gu+VDLqnf+y37BD642V3syugAl73pLlBJkwii22PDWGu/B6qe+Z4DvOR9/hJwrs/6N621xdbadcBqYIwxphPQwlo73Ts68GWffaQRnX1IZyb+8lj+et4wRvdsFdQ+63YVcM5/p/Ljxr3c+db8AwVBgBKP5eslOwLu17NdGlce3t1vRuO26TVfDWidlsjonurdJBGkvAyKahnRtGZi7fsPv9iNtqjJ7jUw7XH439FuluJtCxsWp0gU2VtQyqa9/iPW26QlcueJ/bnrpP7Vtt9XWMpfPl9OfAP6rB/Vp22991mwaV/930ikoab92xUEwY0un/x3lxsqjLzKf/vUtvD8qfDlPW50X2PxlLj+Ub4Kmr7np0hTyy0q5f8+XMz1L86hXYb/5CJVC4JAjQXBxHjDiG4tefzbNaQm1d7/74aje9OhRQpLtu7ntZkbeGP2RmpLcdtzivnNu/obUUKgOMB5TmoNxeeffA53zK8sCNZkzgvw37Hw1LH+EyuWe7z9Cb25Jm8HfP2HBoUtDROyomANOlhrtwF4f1YMJesC+E5zttm7rov3edX1ARljbjTGzDHGzNm5c2dNm0kN+mRlcPnh3blkdPVmnned1J++WdV7ASzYtI/rX5zN1FWBe0ClJVX/FVu3q4BXZ25kX0HlcPjW6UkkJ1Rum5YYfyAJ7i0o5aZX56K7xiViJKbAsItqfr2u39WsAXD91zDy6sAJtnAPfP172L7Q9e545TwoDXx7v0Qm5aP6a5OeRL/2/nlmd34po/4ykXU7A59srd+VT68Auaku09ZUz1ktUhJ49foxAf8wijNuxIZIk9m7vsoKC/s2VC6O+Slc9CIMuwRSW0Phbvf6jCfguwcbL46kdBh6vv+6Q68KvK1EJOWjhvn9B4t5ZcYGVuzIZV0NBb+6JMYb2qQlMmn5Tr5fubPaiHeACXcexVNXHcanPz+KpPg4Rt73NWf8+wd+/8FiHp24qs67uNbszNdtxNL4Dr0a4nxuKm3TB26Y5PoD+up3MvQ80vUCrM2ab+HTO2HnMtg2H96+unLixdICVwj0tSfAhFcSMk1dFKxJoIsgtpb1AVlrn7bWjrLWjsrKymq04GLNOSM6c8awToD7H9A6LZEJS7dz5bjudGiRXG37vQWllNSQjApKyv2KfTVZnZ3H7Sf047Ix3dx+pR6//9FTV+9m5ro6brkUaUpn/wdO+SsMuxgyqzR5zt8Fedm179/pEOg0vPotYIEU7Kp5lmSJSMpHDfPEFYfSv0PVwmAJr83aWOM+363YSXpyPJeM7sYjFx1CUhBDBwNlrJyiMuLiDB/ediSnD+1Ij7ZptExJoFe7dH52fF8+mr+V71fqhFqaSNUZ7dPbQ/dx/uuGnAfH/hoKq4zcW13HaPX6Oue/cPIDMPwSOOeJ+k9oImGlfNQwk5YFvuOpPko9lh25JTW+npkcz0VPzeSBz5bx3JS1PP7tavYW1NxDMJCj+rYjMT5STuml2eg2xg1gGHMTHPc797xtb/jJp3DBcy4fjP+TuzgVjDVVboO3Hlj3nXuenAl9TvB/ffA5B/sJpB6aulP2DmNMJ2vtNu+twRVnzZuBbj7bdQW2etd3DbBeQigxPo7/XnEo5y3dwQ0vz2FvQSl7C0pZvHVpgxq2F5cFd/Xq44VbSUus+SpDYWkdkzOIHKxln8LUx1yvwHG3Vh8dAbB9EUx5xP0szoPkdGjTG3J9vppK82HBG3DkHbB9sRvF0TLAIOd9NRc6/Jh4d4VOpJkrt7CqAQ3d84s9fLJgK2/N3lT3xrV4edoGhnRuweeLXR8dY+Cofu14/JvVB7a5c3w/7gxwO7NIoxp2oevfN/8NN8nIMb+BxAATFbTs6voIFvnMkNphaMPft3AffPV7WP89dB4Jpz4ILTrDEbc1/JgiUahP+wwWNsLMw7XJLfYAHvYVlrJxT80TZtWkU8sU7j27jls2RRqqy2HuUdWwC92jPgLlpQ5DYcM0mHQ/5G5zk1rFxbtJFo/+VYNCloZp6qLgx8A1wIPenx/5rH/dGPNP3EQj/YBZ1lqPMSbXGDMWmAlcDfyniWOOKdv3F/H6rI2UlJVTWFLm91qggqABMlMSyCkqq/5iPe3MLWZPfuCraX2y0jmqb7uDfg+RGu1YAm9fVTl5yLvXuUlIKpLh/DdgwZuwcZrrsVQhD/8+TxWK813PjG3zwcTBuNvg5Pv9txl8Lkx/3GfCEh/xya5xfEIqnPinwEVFkWbmXxNX1mvCK1+Bbsuqry+XbPcbHWItfLZou982//l2tYqC0jRGXuketUlMdaP3Pr0T8ndC19Ew/o/Vt7MWFr0Dm2a6EYdDL3BV76o+/zUsets937fRjXy/9vOD/igi0eb+c4Zy86tz2ba/qO6NveLjDJ7ypmt3tG1/Eb/7YDFv3TSu7o1FQq3c486Vts6DXkf7j/YbdhGsn+LOp+IS4IifQ9ZA+NdQKMl12+xd5+7EOvTq8MQfw0JWFDTGvAEcB7QzxmwG/oQrBr5tjLke2AhcBGCtXWKMeRtYCpQBt3pnHga4BTeTcSpu1mHNPBwiq7NzufTpGezKcwWPYG77tUD3Nmks2ZrT4BO5Cr2z0gMWBdOT4nnk4kM0NF5Ca/XEKsU5C6smuKLggjfhw5uDP1ZGB5fgts33HqrcNY0fcTm0H1S5XdfD4PJ3YPYzEJfoTtp2LIJ2/eGUB9zJXkorSGnRCB9QJPLtyg3+5CtUSus4ofOUW1buyNVMxBI5Bp0J/U9xowXTa7iAOuGPLg8BzH4WspfB+P+rvl3VW483THU9bQONUhRpxg7p1ooffnsCCzfv45KnplPiqftMpykLghVmrttDTlEpLVIS695YpLEUeNsfpfn0W/7iNy6/gDu3Gf9HOPqXbjku3rWiOOWvriiYlA4rv64sCFZYPUlFwTAI5ezDl1lrO1lrE621Xa21z1lrd1trx1tr+3l/7vHZ/gFrbR9r7QBr7Rc+6+dYa4d6X7vNaraJRldU6uGGl2Zz4j+/P1AQBHfbb2IQvZkWN0JBEGBk15YB1+eXePjPpNUBXxNpNFkDa163+L3gj5OYBhe9BGsnV39t74bq6/qdCOc+Cef+F4ae5wqDm2bBvFegRVcVBCVmzFm/hzkb9oU7DNKT62iWDZr4SiJPfGLNBUGA2c9VWX428HYdhvgvt+mjgqDErPg4w8jurblibPVJGCNFy5T4WtsviTSq8nL45E54qC881Ac+vt2tKyuBH1/237Zq3gHX7iIp3T1vP9DdTeWrag6SJqGhV8KrMzYwcVngSRFKg7gq1lg+WlBzu8h5m/bW+JpIo+h3Moy+wfXvw0C3sdDzKPdaRofgj1NaAB/dAtlL/Nenta08XoVyD3z4M5dU/94b3rsB9m+E4v0w7T8w88mD+kgi0WTC0oNv6t4Y8ovrvg05QSPXJdQK9sC2hS5PNIaKk7ADyzXM2n3GI5UXxFp2g3OfaJz3F4lCeUWlHPfwt7wwdX24Q6nR4b3bKSdJ01n5Jcx9wU0UYsvhx5dgxeduJGDVC0hV805Vqa3hiNsr81H/01xPd2ly+gYRVu7IrXujJpBdy+xc+/LrNxOXSL0ZA92P9C5Y2DQDnhgHudshtVX17ZMqbh0MMJp2zzr/5YRU+MlnkFzlJGzx+zD/NZdUbRnVJlf/7kHYOKP+n0UkCnVrkxbuEIJW6gluAi2RBpn9LDwyEJ46Gv5zGOxZe/DHPOH3VOYrA8f/LvB2WQPg1pnwq1Vwx0LoPvbg31skCllrufzZGazfVf8JQJrSvE37wh2CxJKdywKvi4uH4+6pXGeqLFe17FOX56Y+6s6TrvoQLn+z7kKihISKgsLxA7LCHUKdyoFt+wvDHYY0Z0U5rm+g9RmVkZ/tbuPdvrj69gd6YFjv6MJatOnlbgnO9kmk2cvhm/tr3gegOAeePwUWvBXURxCJZp1bpYQ7hKDtzC0OdwjSXFXM/uvx/o7tXQff/tU9LyuGzXOhsAF3Txz2E/jZDDjrMTj9HxCfBMW1XBTOaA9xOk2Q2PXgl8tZuDkn3GHUqV1GcrhDkOYqfxfMew3WfFM542jfk/xv+TVx0H4I7FgKY2+Bm6fC2Y/DbbNdHpl0n2vDVO5zMbW8HD77JZTkueWCnTD57033uaSapp59WCJMebnljdmbwx1GnYyBNulJ4Q5DmrPdqytPwnzN+B8U7Kp9X+txk4PsWhn49eyl8Mnt7nnX0XDpG/DKeZBb8y3zfqY/DodcEty2IlGqRWp0NEk3wOiebercTqRBcrdDWZUJd/aud7M5vnaxu1iVkArnPA7DLqzfsdv2dblo00y33KIL/PQbyOzolovzYN1kt77ziIP9JCJRy1Nuef6HdXVvGAF+fkLfcIcgzdGOJfD8aa6lEcCQ8+CiF6HTcNc7fdq/XXEvKQ3evMxt0+MouOJt6DgUpvwLJv258niHfe8uSoFrtZS33f/99q4P8QeS2ugSYIz7YfUuvl+5M9xh1CnBQHKCmuhKCHUYAmlVmrSb+OoFQRNfvRdTbQXBqjbPho9+FnxBEFwDeZFm7rDurQlibquwS4w3pKipu4RK1gDIGuS/bvA58PX/uYIgQFkhfP5r8NSztcrqCZUFQYCcLTD3Rfd850p47BB483J4+lj49K4GfwSRaFdaVt6kfdUPxtdLtte9kUh9TXu8siAIsOSDyjueBp8NN0yEk/4M66dUbrPhB/jxFZjzvH9BEGDeq+6uLHDtlPqM93990NmN/QmkHlQUjHH7C6OjV196iooiEmIJyXD5W9BlFCS3gK5jAico66kc7l6hvv2eAs1MXJvUWmaUFGkmjDGcOKgek/qESanHqqeghI4xcOW7MPJK6H4EnPJXGHdb9dnrC/fUfvtvIKUBeqOV5LufUx/1vwg25znYvaZ+xxdpJoqj6Dt+wlIVBSUESvOrryvx5pDycpjwR3jj0urb7F3vbhmuysT733Z8wbMw5iY3seOxv4WT62ipJCGl24dj3PED25MYbyL+aliaRmVIU+g6Cn46qXI5ULILpLysfu8T6DblCpmdIHeb/7rVX8GKL2HAqfV7H5Eos3DL/ro3CjOLu6CmPk4SMi27wjn/9V/Xrq+bnf4AA56aJ2gLqP+p0LJ75XES01zxEQKPdi/cV7/jizQTLVMTaZeRxK68ev4bC4P8knKstRgTBUPtJXqMus5NBlLRa73zodDlUPd83ssw9bHA+818imoTJ4LrN+g74WJaG9ffViKCRgrGuIlLd0R8QRDUT1CaWO4OeO8GWPFV9dfaD61936QM6HZ4LRsE+qPNwJUfwo3feU8EA2yzYWrt7yvSDOzYX1T3RhFg0rId4Q5BYk1q1T6W1rWjqI+kdHfh6/g/wJF3wo2T3e3KxXnVJ9RKa1d5AigSg3ZHQUGwwvrdAUZ1iRyM3sfB9RPcSPVT/gpXf+RGsgNsmBZgh4pzl3KqFQUPuQxOujd0scpB00jBGPf4N6vCHUJQjuyr2yelCZTkw5R/utuoahr91/cE2LW85tfjk1xz3kCO+TV8/1D19XHx0Pf4yuUzHnazcvnqclid4YtEu2i5YSunsJ6jg0UOVtfRsPjdymUTD51GuOfZy+HHlyEhyY3uaNW95uNktIexN7vR53vWQJvesHO561Poq02fyhNAkRiTU1QaaKxTxOrWOi3cIUhz1PUw96iqyyhY+JbPCkO1QmCr7tB9HPQ6FkZc7tZtnQ8L3oCUljDqesgMomVM4T5Y+ZUbWdjnBHfOJI1ORcEYty0nOkZlTF1dx+yvIgdjxZew6G1Y9z3k1zHxzrT/uMRUsDvw64V7Aq/P7AQbZwZ+La0tzH4OehwB7QfB6BugrBgm/8PdHjbmRtdoXqSZ69k2jfW7A/Q9izCb9kR+jNLMjL4edi6D+a9Dams46T5o1c31/XvmhMr+T/NehVtnuTwVSM42eHa8m2QE3Enb5W+7k7Qin9v3ex8T2s8jEsEykqKn8PCbUwaQEK+b/6QJjboOspe6fJScGficaMj5/qMDt86H506qbHsx/w24bRYkptb8PnvWuX0qzs36jIcr39MFqxDQN0iss9FxHWz1zry6NxJpiOWfwRuXwOL36i4IAmDB04BRQrnbYP33gV/L2wGf3QVPjHUzSloL426F366He7a4pKoEKM1cTlEpG6KgIAgwb9O+cIcgsSZ7mZshOKWl6w1YMRHWwrf8G8Ln74Tln9Z8nDnPVxYEATZOh40z4OJX3KzHiekw4ko4+pc1H0OkmdueU0vv5wizNUrabkgzEp8AZz0Kv98Ot82uPnovPctNHuJrzgv+fXD3b4TVE2t/n1lP+5+brZnkcpY0Oo0UjHHdW6ezbEc9Z68Lg5LSaLmpTKLOzKfqv09xCCdDmPW0G/lx1fuuEKhioMSITxdsjZrbtfYVRk+vKWkGyj3w6vmVJ0c/vuTyRHyiG1VeVXJmzccKNANxaT70PxlundE48YpEuaJST7hDCNqkZTv4y7l19LsWCYW4ODcqffQNMPN/3nUJrj96ks8t7Wsnw4LXq++f3KL245fUMgOyNCoVBWPckX3bREVRUCQkCvfBhgi84rRmEjxxpBsR0vUwOPY3tZ/kiTQD2bnRMzIjJSF6bi2TZmDjjOoj2Tf8UPk8IQXKvKOFuo6GAWfUfKyRV7p2FRU9BFt1h36nNG68IlEuNYpuH46mAqY0U6f93Y1g37kC+p4I7fr6vz7h//xHCQL0Ph561dGm4rBrXA/Cin3b9YfexzZe3HKAioIxLloKghonKCGxbjKU1zLiJz6pehJrKtnemSA3ToW96+GSV8ITh0gTSUmMnpOwUo9OwqQJLfuk9tfLiuDs/7jetXU1Ym8/CH76DUz8MxTuhdHX+Y/oEBHi46LnLo28otJwhyACfY53j0Bytvkvmzi49PW674bqchic+S/47u9uRHvbvrBrJXQY0jgxywHqKRjj1mWrV5/EsNY9a3+9ZdfGe6/kFm62yIZY/mnD+hiKRJExPVuHO4Sg7crX7cPShDx1jKJNyoShF0K/k2DHYnjzCnh8DLxxOWyeU337Oc/Bqq9g8yz44GaY/t/QxC0Spbbui54+feqwJBFv+MX+y6lt/Hvh1mTvevjkF67/YMFuWPE5PH0cbPkxFFHGNBUFY1yxJ1o6OIGNkklRJIp0OgTG3Vbz6/mNOOv16J+CbeDoohZdXFNfkWZs4ZYQ9upsZAXFGikoTWDjDHj6eDc5iK/4RDdrPbgR7af8xY32K9wHL57lLiTtWgErPnMzDc9+Fn58BbbMhdIi+PFl/+PV1FvXUwZf/wEeGejiWD+10T+iSCQa2rmOXmcRptSjyqCEyIbpMO81yN1euW7HEnjnWnjpLFjwVt3HOPFeaNmtcrlgFzwVxG3A816rfkeXp8T11ZVGpbPMGNepRSq786Nj2PmWfYV0ba1bXKSRte1b82vFOY33PlP/1bD9ElPh9IcaLw6RCPXunE3hDiFoukYlIbd3Pbx8TmWvQF/XT4L2A2HrfGjbB9LbufXrJgeeCOuzX0HFND79T3O3bvky8a5Q2HkkdBxWuX7GEzDtP+557jZ44zK4a4l63EqzlxAfXeNmcgpLaZuRHO4wpLn5/Dcwy3vRKCEVrv4IOgyG50+tPEda9z0kZ8DAKr1sN8+B7KXQ+zjXu9Z31ntwy3m7IKNd4PcuK3Gj2gNJSG3wR5LAVBSMcRmp0fMrkBRlCVqixOxnm+Z9bAOv4p7+MAw4rXFjEYlAW6Lodq3khOjpNyVRasWXgQuCJg4yO0JCMnQ/3P+11r1qOJhPFXvlF1UPCHvXwcc/d4un/A3G/cw9X/e9/6bF+10hstfRQX4IkejkKY+uKz8tUxPDHYI0N7nbYfYzlctlhTDlETeYouqgiTevgCPvgJPudcuT7ocpD7vn8Ulw2RtuQqzSKjMHl+YBNRQFt8xxtwxXldYWDr+xQR9JaqYqS4wrKI6ePmUPfLY03CFIc1Ne7hrWRrKPbnUzRYo0cy2j6CLV0M4aKSUh1qp74PWH/QQyOwR+rdNw6Dg8+PcYfQO06oZf0XDyg1DuvT2+8wj/7eOT3UQlIs3c/sLouIuqQlGZbh+WRlZaWH1AQ0l+gAtLABamPupaXhTlwLR/V77kKYHJD8GRd1bfbebT1dflbocPfwYfB2jv1OtYuG0OtOldjw8iwVBRMMatiqKJRqasasT+biIA5WXhm124PmYFSJoizUxyFM0+HE25U6LM9sXutuFv/gLtB1euzxroRo7vWQuPDodnT4TnToavfu9OwgC2L4IxN0Fr7wmTiYOetYzq63lU9UmsSosqTwSPvBMGneWOk54F5z5ReauySDOWkhBdp8jl6mkhja1NL+gz3n/d6OvBU0vBfP0P7vWq25TmB56ZeMdi/+WlH8O/R8L812D3Gv/XsgbCeU9BWpvgP4MELXouy0tIFEbRlFWJ8bpdSxrZkg/DHUFwGjprsUg0iaJzmv1F0ZM7JYpsnAkvnOo/OmPYRXDMb9wJ2qPDIXerW79vg/u5aabrP9iqu+sBCG5mx4tfhu7jIKM9rPwaXr8EqPJ72+8UV2ScdF/lui6HwvTHYfgl0KIzXPIqlBS425XjlIskNmzaW1D3RhGkRYpuH5YQuPQ112929xoYdCYkZVTvDeir+1hIbwtDz4fF71WuH32DG8WengX5OyvX9/UpOq6dDG9fFfi4Q86Dtv3hs1+CMTDuVuhxxMF9NvGjoqBEjY6ZKeEOQZqbGf8NdwTBadE53BGIhF4UFQVFQmL6f6vfrrXkA3eiVZJfWRCsavmn/suFe9yIi8HnuOX+J0NWf9i5vHKb1r3cjMVH/xLa9oM1k2DZJ7BxuntMfQxu/gFadnXbicSQzCgrsu3MLSYrUxONSCNLTIXDb6pc/vBngXukxyXAuJ+70ecA5/7PjVLPXgb9ToZ+J7r1l78NE/8E+za5wuG429wI99nPuVuPa7LkA//lVV/Bz2a6ibakUagoKFFjR25xuEOQ5ia5RbgjCE7VmSJFmqGt+wvDHYJIeJkAd0SUl7nREaNvdI3aA00+Ekj2Mvj819DtcBh6ARx6DUz4I5SXQlImnPVo5bYJya6Pk29T98K9MP91OPY3B/WRRKJRcZkn3CHUS4so6skrUaq8HFYE6CfY4wi4tsr6hCQYdW31bbscCtd8Urm8Z61rg1F1ApK6eErdRayj7qzfflIjnWlKFNEwEmlkA88IdwTBad0z3BGIhFx+cXSdhIk0urG3uBEXgSx6G078c/DHyl7i+tG+dz18cDN8/QdXEAQ3+qPLKPd88kPw+sWw8svqx6gpFpFmLj7KLsbmFyl/SojtXedGoVe1fXH1dcFa8kHNBcGWXd3txjUp1+98Y4qubzyJaR1b6vZhaWTb5ofu2EmZrodGY2jZtXGOIyKNQn88SUh0H+tuiTr2N5CU7v9aWltXNDzyTqCePZYXvwvW5wQqPxueHe8eP/wz8D6ZnWDEFZXLRTluNkqRGNC1dXSdc2zTSHsJtRZdXL/aqjoMafgx09pWX3fivXDnYvjFEje5Vk0F+sFnNfx9pRr9XRvj2mUkhTuEoN18rPoGSCM72F59tY2i6DQc8oKdMbuOE7yuY4IOSSRaxUfRXySB7vIUaRTt+sLxv4czH63MMfFJcNK97vlJ97qTpbG3QmKGO2HqNrbyZK1NoL+VAvzC7lwOm+dUH6WRnAln/gtumQaZHdxtWu/fBH/vCf/oDd8/3EgfVCRy7S8sq3ujCJKaqEmAJMQSU7yz//oU8tr0hjNquLAUjGEXQeeRlcvdxrqLX626ueUh57retkf+AlJbV253+M3Qrn/D31eq0X0BMS49OZ5deeGOIjj7CqIrQUsUGHU9TPknDb41vVUv2LOq+nqTABumHlRofkpyG+9YIhGqb/tMlm2Pjt/1tKQoqmBKdBp+sevVtHU+dB0FmR0rX2vZBU79K5z4J/CUuEJeWQkU58CmWfDmZf7H6n+KKwLuXl33+x7/Bxh1XeXyvFdh4ZvueWkBfHM/9D0ROo842E8oErFSk6KryJZbXBruECQW9D8ZfrUKiva523fTsw7uKmlSOtzwDayf4ma373Fk9eN1GAInDYHjfgvrf3ADOg5mdKIEpKJgjNuXVxLuEIK2eOteoHu4w5DmJCGZg+pV2a5P4KKgrW8BW/0yRbq3SY2aoiBW/2alCbTsWnv7iIRkbx7DNXZPaOdmeuwz3s0mDG40xblPuj6C66fAp7+EvWv9jxOf5PoVdjvcFSB97QjQL2rHYhUFpVnbkx8950cAvdpmhDsEiRVx8YFv+23w8eKg97F1b5eYCv1Oarz3FT+61B3jCssCTCseoVqkRs+tzhIl0ttB50P91/U5Acb+zH/d4HPABLhqfMjloYnLt39Gh2HQ+/jQvI9IBBnTqxH/yAwxj/58kkhRkg8/vgIznnQzCMcnwFXvw/UT4ZpP4WczIKUFxCe6/Hbcb6sfo+MwGHdr9YIguH18xSVCr2NC81lEIkRCXHT1iEhMiK54pRlZ8y1MecSNUpeoFTUjBY0xpwKPAfHAs9baB8McUrPQvU06q3dGx/3DR/WrZQYikYa6+GU3K+OOJe7k58Q/Q1Kae75pputv0e9E+OK3MPN/lfu16gGDznI9Lgr3+h+z43DYvrD+saRnwTlPQlZ/WPwepLaCYRe7kzyRZu6KsT346+fL8ETBILz0ZP2blAhQVgzPnuRmGgaY/He48Ts3Y3230YH3OeRS2LfRbVteBhkdau8JNfAMOPXvMOc5d6vXsXdDK921Ic1bq7ToGYgQbyA1STlJwuDbv8Fkn5LMmf/ybz8hUSMqvkGMMfHAf4GTgM3AbGPMx9bapeGNLPq1TSohiA4zEWFc7+gZRSJR5LERlbf77l4Fs54Kbr99G+C+1oFfa0hBECB/J7x+of+6T38BGPjzvoYdUyRKpCTGR0VBEGBs98xwhyDN0d6N8OoFsHtl5TqTAMkZkJgOZYXgKfaOXDdQvN9//8K98MKZkLcdykvdbcEDz4D9W9ykJf1PgSUfwvZFlXmvcB88fYKbi8TEQ2pLtw4LbfvC6Q9Bl0Nh1VdQsAdyNjfFfwmRsEpKiJ7R4NGSNyUKbZkLr14IhXuqv5aUWb3n+ad3waT73Mj0+GRo18/llTWTwJa7PNSiK7ToBLvXuuOW+/TDNPFgPW67w66DMx5y6ytGI5YWwpgb4ZBLQveZY1RUFAWBMcBqa+1aAGPMm8A5gIqCB2nmlujpmdHrns9Z/+AZ4Q5DmpOHBzSg/184WPj3KLh9TrgDEQmZnnd/Fu4QgvbJkl38J9xBSPPz/MmQu81/nS1zTd2L9gV3jJxNlc89JbDkg8rljdOqb+8p9r4P7mQsf2flazuXwyvnuxO8ilmKP5vv+kkNOS+4eESi0Kw1O8IdQr14PB7i46NrchSJcKVF8Pwpbgb6QAJOgmj9757av8n/5fIy2LfePQKxnsrtZj8NvY9xd1+9frHLZwAfzHFFRbWxaFTRchmkC+D7W7XZu05EpOHytoc7guAFmtBERESah4I91QuCkaC8tLIgWGHFl+GJRaSJXPxMdF2EHfR7/ZuURrZlbs0FwaYy82lY801lQbCCclCji5aiYKDuqdUGSxtjbjTGzDHGzNm5c2eAXUREfASaPCRSmcRwRyD1oHwkIvWS0hISUsIdRXCy+oc7AqkH5aP6G9A2Wm6mc352nPp8SiNr0zvcEUCXUZA1oPp65aBGFy1Fwc1AN5/lrsDWqhtZa5+21o6y1o7KytKkFM3Ngt9rBlZpZD+JntsV+UUD+xRKWCgf1d9vxnereyOR5iouHk5/+OCOkZDi+jj5Sm4BGHcRrNOIeh7QwJF3wvF/qDxunxNgzE0HF6c0KeWj+vvq16eEO4R6ufPUYeEOQZqbFp3giDtq38bUUTyPT4bE1ADrg5jIJ7MznPAH6HEEjLvN9RnEwOBz4JDL695f6sVYG/ndSY0xCcBKYDywBZgNXG6tXVLTPqNGjbJz5kTX0O9wyd65izGPzAx3GLVSL0EJqS//AEs/AVsKubuBYkhq5W6bKiuGuESISwLjgTZ9oHA35GwD4txMxaWFkNER4gwU50FRPiQlQlJryNuCa99aDpSASQNjoLwEKAOT5I5vElwT3vIyb5PdFEgwMOAMuOCJMP7HiT7GmLnW2lHhjqOC8lH9RHpvQeUjCamyYtg8G/J2QuteEBfnZqY3cS5HFOe6k6PkTHe78d4N0Hc8FOyC1Dau/9++jbBzJbQfCG37QF62Kwqmt3X9nnKzYddKSG0NnYZD9lI3C3FeNnQ/HDbNcnmpdQ9Ia+PiKtwHJfnQUt176kP5KLoNufsz8sMdRC36ZsDEPygnSQgV5bhbeNv0hpytbuTe5jkw4DT3euEe13/QUwKprbwTiiS6n0npbt3muS5XdT/cnee06g5710NZietNmLMNinNcwW/jDJePOlUpdBfsce+R2bGJ/wM0LzXlpKgoCgIYY04HHgXigeettQ/Utr2SXuT7ZvkObnx5LmXl7nfw+qN68X9nDg5zVCIS7XQS1jxd+8Isvl3hbn3LTE7gnVvGMbBjizBHJSJSM+UjaYj35m7mV+8uoOI0/benDuSW4/qENygRiXo15aRouX0Ya+3n1tr+1to+dRUEJTr899s1BwqCAC9PX8/+gjA3NBURkYizcPO+AwVBgNziMp7/YV0YIxIREQmN/3yzCt9xO098uxpPeXQM5BGR6BM1RUFpfko95X7LnnKLJ0pGroqISNOpmi/cOuULERFpfkrK/HNeaXk55TpHEpEQUVFQwubaI3v6LZ8zogtt0oNoPCoiIjHl0O6tOaRbqwPLSfFxXDlWsy2KiEjzc91RvfyWrxrbg8R4nbaLSGhE13zr0qycN7IrXVql8c3ybPp3yODsQzqHOyQREYlAxhhev+Fw3v9xM9m5xZw5vDMDOmaGOywREZFGd8PRvenbPoPpa3dzSNdWnDZUkyuISOioKChhNaZXG8b0ahPuMEREJMKlJydw1bie4Q5DREQk5I4b0J7jBrQPdxgiEgM0DllERERERERERCTGqCgoIiIiIiIiIiISY1QUFBERERERERERiTEqCoqIiIiIiIiIiMQYFQVFRERERERERERijIqCIiIiIiIiIiIiMUZFQRERERERERERkRijoqCIiIiIiIiIiEiMMdbacMcQEsaYncCGcMcRw9oBu8IdhEiY6Pc/vHpYa7PCHUQF5aOw079HiWX6/Q8v5SPxpX+PEuv0byC8AuakZlsUlPAyxsyx1o4Kdxwi4aDff5HIoX+PEsv0+y8SOfTvUWKd/g1EJt0+LCIiIiIiIiIiEmNUFBQREREREREREYkxKgpKqDwd7gBEwki//yKRQ/8eJZbp918kcujfo8Q6/RuIQOopKCIiIiIiIiIiEmM0UlBERERERERERCTGqCgojcYYY40xj/gs/8oY8+cwhiTSZIzzgzHmNJ91FxtjvgxnXCKxSPlIYpnykUhkUU6SWKacFPlUFJTGVAycb4xpF+5ARJqadb0Ybgb+aYxJMcakAw8At4Y3MpGYpHwkMUv5SCTiKCdJzFJOinwqCkpjKsM1D/1FuAMRCQdr7WLgE+C3wJ+Al621a8IblUhMUj6SmKZ8JBJRlJMkpiknRbaEcAcgzc5/gYXGmH+EOxCRMLkX+BEoAUaFORaRWKZ8JLFO+UgkcignSaxTTopQKgpKo7LW5hhjXgZuBwrDHY9IU7PW5htj3gLyrLXF4Y5HJFYpH0msUz4SiRzKSRLrlJMil24fllB4FLgeSA9zHCLhUu59iEh4PYrykcQ25SORyPEoykkS25STIpCKgtLorLV7gLdxSU9ERCQslI9ERCRSKCeJSCRSUVBC5RFAM2yJiEi4KR+JiEikUE4SkYhi3AzRIiIiIiIiIiIiEis0UlBERERERERERCTGqCgoIiIiIiIiIiISY1QUFBERERERERERiTEqCoqIiIiIiIiIiMQYFQVFRERERERERERijIqCIlHKGHOcMcYaY9o1l1iMMS8aYz5trLhERKRxGGMWG2P+HMnHNsZ8Z4x5/CCP0dObz0YdbDwiIhKZ9F0vUklFQYlp3iKUDfCYEe7YfBlj1htjflVl9TSgE7C7Cd5/hDHmLWPMdmNMkTFmtfe/3bBGfqs7gCsb+ZgiIlHFGJNljHnC+91fbIzZYYyZZIw5yWebQHmh2TLGJBljfm2MmWeMyTfG7DHGzDDG3GSMSW7Et9qEy63zG/GYIiJSC59zsmcDvPYP72uNOXDA77s+kgZbiDS1hHAHIBIBJgJXVVlXEo5A6sNaWwJsD/X7GGPOBN6j8r/TaqAtcAHwIHBGY72XtXZ/HbEkeT+3iEhz9h6QBlyP+85tDxyL++6NSsaYOMBYaz0N2DcJ+AoYCfwRmALsA0YDdwErgO8aI05vfLXmVmNMorW2tDHeT0REDtgEXGKMucNamw9gjEnAnX9sbMw3Cua7vqGUIyTaaKSgCBRba7dXeewBMMYca4wpNcYcV7GxMeZmY0yOMaa3d7mLMeZNY8xe7+MzY0w/3zcwxpxhjJlpjCk0xuw2xnxijEnxvlZttIfvLVDGmO+AHsBDFSMZvesPXNEyxrT0HvusKsc52Rt/+2BjrbJ/GvAC8JW19gxr7QRr7Tpr7Rxr7T3AFVV2OcT7OQuMMXOMMYf6HKutMeYNY8xmb6xLjDHXVnk/v9uHvf8dnjTGPGyM2QlMrSlWEZHmwBjTCjgauNtaO8lau8FaO9ta+7C19k3vNt8ROC8E8z37nXcU4l+NMbuMMdne79g4n23aG2M+8h5jgzHmugBx3mWMWegdtbfFGPOsN/aK139ijMkzxpxujFmMu9g2KJhjB3Anrih6orX239baed5c9DZwBPCjz7ZxdXy2K40xs40xud7X3zHGdPF53e+WMp9ce7oxZpYxpgQ4JYiYRUSkfhYCq4CLfdadARThc+HHGBNnjPk/Y8wm40bTLzLGnOPzesX3+AXGmAne85Klxn+0/YHvemNMT+Bb70s7vetf9G6XbIx51LgR+0XGjVA/yuc4yhES9VQUFKmFtXYy8BDwijGmjTFmIPAI8HNr7Vpv0exbXLI6FhgHbAMmel/DGHMq8BEwATgMOB6YTPD//s4HNgP34Ya5dwoQ537gU6oX6a4AvrbWZgcTawCnAO1wIwKrsdbuq7Lqb8DdwKG425pfM8YY72spuBO3M4EhwGPAU8aY8TW8d4UrAYM7Sb66jm1FRKJdnvdxtvFePAqgprwQ7PfsFUAZrqB2G67odonP6y8CfYETgXNx3709qxyj3LvfEOByYAzwnyrbpAB/AG4CBgMbgjx2VVcAE621c6q+YK0tt9bm1OOzJQF/Ag7B/XdqB7xRx/sD/N37WQYCM4PYXkRE6u85wPdi0XW4AQrWZ90dwK+B3wLDgA+A940xI6oc6wHg37jv+9nAm8aYjADvuQl3BxS4nNbJ+x4A/8DlkOtwo9UXAV8aY6qejylHSPSy1uqhR8w+cCcnZVSehFU8/u6zTSIukbyPO9l6y+e163BXtIzPunhcQexi7/JU4M1aYlgP/KrKuu+Ax+vY5jhcgmznXT4HKAAyvcupQA5wWbCxBojtN973aF3Hf8eKWE7xWXekd13XWvZ7E3i2yv+PT6v8d1gY7t8TPfTQQ4+mfOBOTvbgLuJMBx4GDq+yTbW8UMOxqn7PfgdMr7LNhIptgP7e7+4jfV7vAXiAP9fyPqcCxUCcd/kn3uMc5rNNQ49dADwWxGet9bPVsM9A31yFK1BaYJR3uSK/XRDu3ws99NBDj+b6qDgHAFoDhUA/oKM3r3T3PUcAtgB/rLL/d8Cr3ucV3+M3+bzexbvuqCrbVP2ub+ezTzpulPvVPuvigTXAX6rspxyhR9Q+1FNQBL4Hbqyybl/FE2ttqTHmcmAJkA2c4LPdYUAvILdyQBzgekH18T4fiUtkofY57sTpPOBl4GzcCLuP6hFrVaaG9TVZ6PN8q/dne2CzMSYeN4rwElxiTsaN2PiujmPOrWcMIiJRzVr7njHmM9wI6XG4gtsvjTG/t9b+tab96vE9u7DK8lbcdzXAINwowFk+8Wwwxmz13cEYcwJwj3f7lrgTpSTcSVzFtmX4T9gR1LEDfbQ6XvdV22fDuLYWfwJGAG18jt0dN/qyJtVGKYqISOOy1u41xnyAG8ywD/jOWrux4tzFGNMC6Ez1lkI/AKdXWVfTeUmw+uAGhxx4L2utxxgzHTf63ZdyhEQtFQVFoMBau7qObcbibvdtBWRRWTSMw53wXBpgnz1Bvn851U94EoPc9wBv8fId3K1TL3t/vm+tLTiIWFd6fw7CzXZcF9+muhXD/Ctuk/4V8EvccPxFuBGZf6Xu5JwfxPuKiDQr1toi3Ci3CcB9xs3I+GdjzMO25gmXgv2erdoA3VL5XV1nAc4Y0wP4DHgGN/HHblzbiDdwhcEKxdZ/YpH6XmiqsBKXh4JR42czxqTjJiypmDgrG3f78BT84w5EuUhEpGk8D7yEy2F/rGEbG8S6A/nAWmu9hcX6tE+ryFnBvJdyhEQt9RQUqYO3+ezjwK24k7PXjJsJC9ztxH2BXdba1VUeFYW2eUBtffN24tMn0NtDamCVbUpwozDq8iow3hgzGDey5FWf14KJtaqvgV24kSfV+DaVD8JRwCfW2lestfNxQ+/712N/EZFYthR3Mbeiz2CgvNAY37PLcH8fjq5YYYzpjhuZUWEUroj2C2vtdGvtyiqvH8yxA3kdOLFi8g9f3obzLYJ4b3C5tR3wO2vt99ba5dRv1IiIiITeJFyOawd86PuCdT1kt+Lyna+jcHmyoSoutvnm1dXe9b4Ti8TjRvAfzHuJRBQVBUUg2RjTscojCw588b8KTLbWPgXcAHTF3XoE8BqwA/jIuJmKexljjjHGPGIqZ/V9ALjIGPMXY8xgY8wQY8wvfCb3+Aa4wjt71RDc1bGqIwXXA0cbN3twu5o+iLV2Kq6R++u4Yt43Pi8HE2vV4+V7P/Opxs1UfJJ3tq5DjTH3e48ZrJW4guVR3glbHsfdziwiIl7GzSD8jXGz5A73fldfhOvxOslWTqqxnup54aC/Z621K4AvcROUjPM2bn8R1+Opwirc35B3euO7DDehR2McO5BHcaP5JhhjbjfGjPC+7/m4W8YOrXXvShtx/aluM8b0NsacAdwf5L4iItIErLUWGA70stYWB9jkIeBXxpjLjDH9jTH34dptPHIQb7sBN/rvDGNMljEmw3se9CTwoHd24UHe5Q7AEwfxXiIRRUVBETcD4rYqj3ne136HG113PYC1djdwDXC3MeYo7625xwBrgXeA5bjh7q2Bvd59Psf1+TvNe9zJuBmIy73v8Tdc8e4j3Mi8H3Cj+nz9EeiGG/Wxs47P8xpulq03fG/bCibWQKy1H+GuiBXgCqQrvPt3w52kBusvuD5SX+D6OOZTv6KiiEgsyANm4G4BnozrZ/tX3MUe31l0A+WFxvqe/QmwDpebPvG+9/qKF621C73x3YUbLXED7tblgz52IN6TwpOBB3H5eDouT/4Gl8eCaW+BtXYnLoef6437T97PICIiEcRam2v9Z5b39W9cYfAfwGLcedYF3hHyDX2/Lbic8ABuEMXj3pd+C7yNmwF5Pq5Yeaq1dltD30sk0hhXiBcREREREREREZFYoZGCIiIiIiIiIiIiMUZFQRERERERERERkRijoqCIiIiIiIiIiEiMUVFQREREREREREQkxqgoKCIiIiIiIiIiEmNUFBQREREREREREYkxKgqKiIiIiIiIiIjEGBUFRUREREREREREYkxCuAMIlXbt2tmePXuGOwwREWlic+fO3WWtzQp3HBWUj0REYpPykYiIRIqaclKzLQr27NmTOXPmhDsMERFpYsaYDeGOwZfykYhIbFI+EhGRSFFTTtLtwyIiIiIiIiIiIjFGRUEREREREREREZEYo6KgiIiIiIiIiIhIjAlpUdAY08oY864xZrkxZpkxZpwxpo0xZoIxZpX3Z2uf7e8xxqw2xqwwxpzis/4wY8wi72v/NsaYUMYtIiIiIiIiIiLSnIV6pOBjwJfW2oHAIcAy4G5gkrW2HzDJu4wxZjBwKTAEOBV4whgT7z3Ok8CNQD/v49QQxy0iIiIiIiIiItJshawoaIxpARwDPAdgrS2x1u4DzgFe8m72EnCu9/k5wJvW2mJr7TpgNTDGGNMJaGGtnW6ttcDLPvuIiIiIiIiIiIhIPYVypGBvYCfwgjFmnjHmWWNMOtDBWrsNwPuzvXf7LsAmn/03e9d18T6vul4iQKmnnKVbc8gvLgt3KCIiEmab9xawcXdBuMMQERERkYOVsxV2rwl3FBJiCSE+9qHAz621M40xj+G9VbgGgfoE2lrWVz+AMTfibjOme/fu9YtW6m3xlv3c8NIctucUkZGcwMMXDefUoZ3CHZaISNjFWj4qL7f88p0FfDBvCwAnD+7Af684lMR4zWcmIhJOsZaPRKSRfPZLmP0cYKH3cXDpG5CUFu6oJARC+df6ZmCztXamd/ldXJFwh/eWYLw/s3227+azf1dgq3d91wDrq7HWPm2tHWWtHZWVldVoH0QCe+CzZWzPKQIgr7iMP3y4hDJPeZijEhEJv1jLR5OWZx8oCAJ8vXQHnywImKpFRKQJxVo+EpFGsGE6zH6WA2Ox1n4HP74czogkhEJWFLTWbgc2GWMGeFeNB5YCHwPXeNddA3zkff4xcKkxJtkY0ws3ocgs7y3GucaYsd5Zh6/22UfCaOMe/1vEduUVk1/iCVM0IiISLht251dbt163EYuIiIhEn73rqq/bs7bp45AmEer7en4OvGaMWQiMAP4KPAicZIxZBZzkXcZauwR4G1c4/BK41VpbUWG6BXgWN/nIGuCLEMctQThlSEe/5SP6tKVlamKYohERkXAZP6gDST63CsfHGU4e3CGMEYmIiIhIg/QZD4lVbhUedFZ4YpGQC2VPQay184FRAV4aX8P2DwAPBFg/BxjaqMHJQbv7tIFkpCTww6qdDOrUgl+ePKDunUREpNnp1S6dF68bzTPfr6Ws3HLdkb0Y2qVluMMSERERkfrK7ABXfww//BNK8mDU9dDr6HBHJSES0qKgNG9JCXHcdVJ/7jqpf7hDERGRMDuiTzuO6NMu3GGIiIiIyMHqNhoueyPcUUgT0LSAIiIiIiIiIiIiMUZFQRERERERERERkRijoqCIiIiIiIiIiEiMUVFQREREREREREQkxqgoKCIiIiIiIiIiEmNUFBQREREREREREYkxKgqKiIiIiIiIiIjEGBUFRUREREREREREYoyKgiIiIiIiIiIiIjFGRUEREREREREREZEYo6KgiIiIiIiIiIhIjFFRUEREREREREREJMaoKCgiIiIiIiIiIhJjVBQUERERERERERGJMSoKioiIiIiIiIiIxBgVBUVERERERERERGKMioIiIiIiIiIiIiIxRkVBERERERERERGRGKOioIiIiIiIiIiISIxRUVBERERERERERCTGqCgoIiIiIiIiIiISY1QUFBERERERERERiTEqCoqIiIiIiIiIiMQYFQVFRERERERERERijIqCIiIiIiIiIiIiMUZFQRERERERERERkRijoqCIiIiIiIiIiEiMUVFQREREREREREQkxoS0KGiMWW+MWWSMmW+MmeNd18YYM8EYs8r7s7XP9vcYY1YbY1YYY07xWX+Y9zirjTH/NsaYUMYtIiIiIiIiIiLSnDXFSMHjrbUjrLWjvMt3A5Ostf2ASd5ljDGDgUuBIcCpwBPGmHjvPk8CNwL9vI9TmyBuERERERERERGRZikctw+fA7zkff4ScK7P+jettcXW2nXAamCMMaYT0MJaO91aa4GXffYRERERERERERGRegp1UdACXxtj5hpjbvSu62Ct3Qbg/dneu74LsMln383edV28z6uuFxERERERERERkQZICPHxj7TWbjXGtAcmGGOW17JtoD6Btpb11Q/gCo83AnTv3r2+sYqIiDQK5SMREYkEykciIlKbkI4UtNZu9f7MBj4AxgA7vLcE4/2Z7d18M9DNZ/euwFbv+q4B1gd6v6ettaOstaOysrIa86OIiIgETflIREQigfKRiIjUJmRFQWNMujEms+I5cDKwGPgYuMa72TXAR97nHwOXGmOSjTG9cBOKzPLeYpxrjBnrnXX4ap99REREREREREREpJ5CeftwB+ADV8cjAXjdWvulMWY28LYx5npgI3ARgLV2iTHmbWApUAbcaq31eI91C/AikAp84X2IiIiIiIiIiIhIA4SsKGitXQscEmD9bmB8Dfs8ADwQYP0cYGhjxygiIiIiIiIiIhKLQj37sIiIiIiIiIiIiEQYFQVFRERERERERERijIqCIiIiIiIiIiIiMUZFQRERERERERERkRijoqCIiIiIiIiIiEiMUVFQREREREREREQkxqgoKCIiIiIiIiIiEmNUFBQREREREREREYkxKgqKiIiIiIiIiIjEGBUFRUREREREREREYoyKgiIiIiIiIiIiIjFGRUERkYORsxVWT4KinHBHIiISGcqKYe1k2LU63JGIiDQLG3cX8MOqXRSVesIdiog0MwnhDkBEJGrNeQE++yVYDyS3hCvehu5jwx2ViEj47FkHL54JOZvd8hG3w8n3hzcmEZEo9t9vV/Pw1yuwFtplJPHaDWMZ0DEz3GGJSDOhkYIiIg1RVgwT/uQKggDF+2HiveGNSUQk3H74V2VBEGDaf2DvhvDFIyISxfbkl/DoxJVY65Z35ZXw2KSV4Q1KRJoVFQVFRBqiJN8VAn3lbQ9PLCIikSJvR5UVFvKywxKKiEi021tQQqnH+q3LzikOUzQi0hypKCgi0hBpbaDfKf7rhl8anlhERCLF8Ev8l9v2gy6HhicWEZEo1ycrg0O6tvRbd+7ILmGKRkSaI/UUFBFpqAufc7fGbV8MfcfDqOvCHZGISHgNPR/i4mHRu9Cyq+spGBcf7qhERKLWC9eO4anv17B+Vz6nDOnI+Yd2DXdIItKMqCgoItJQyZlw/O/CHYWISGQZfI57iIjIQWuTnsQ9pw0Kdxgi0kzp9mEREREREREREZEYU6+ioDEmzhjTIlTBiIiIRAvlRBERiQTKRyIi0lB1FgWNMa8bY1oYY9KBpcAKY8yvQx+aiIhIZFFOFBGRSKB8JCIijSGYkYKDrbU5wLnA50B34KpQBiUiIhKhlBNFRCQSKB+JiMhBC6YomGiMScQlnI+staWADWlUIiIikUk5UUREIoHykYiIHLRgioJPAeuBdOB7Y0wPICeUQYmIiEQo5UQREYkEykciInLQEurawFr7b+DfPqs2GGOOD11IIiIikUk5UUREIoHykYiINIZgJhrpYIx5zhjzhXd5MHBNyCMTERGJMMqJIiISCZSPRESkMQRz+/CLwFdAZ+/ySuDOEMUjIhJ7rIVtC2HfpnBHInV7EeVEkcZR7oEtP0LujnBHIhKNXkT5KKKt35XPiu254Q5DRKRWwRQF21lr3wbKAay1ZYAnpFGJiMSKgj3w9LHw1NHw6DD48nfhjkhqp5wo0hj2boDHR8Ezx8O/BsMPj4Y7IpFoo3wUoay13PnmPI57+DtOefR7Lnt6BkWl+l8jIpEpmKJgvjGmLd7ZrIwxY4H9IY1KRCRWzHgSti3wLliY8V/YvjisIUmtlBNFGsP3/4A9a93z8jL45n6NGBSpH+WjCPX9ql18OH/rgeXpa3fzztzNYYxIRKRmdU40AtwFfAz0McZMBbKAC0MalYhIrNi3MfC6jkObPhYJhnKiSGOo+t1XXga5WyGzQ3jiEYk+ykcRavPegqDWiYhEgjpHClprfwSOBY4AbgKGWGsXBvsGxph4Y8w8Y8yn3uU2xpgJxphV3p+tfba9xxiz2hizwhhzis/6w4wxi7yv/dsYY+rzIUVEItaQ8/yX09pCr2PCE4vU6WBzooh4Vf3ua9MHOh4SnlhEopDyUeQaP7ADqYnxB5bjDJw+tFMYIxIRqVmNIwWNMefX8FJ/YwzW2veDfI87gGVAC+/y3cAka+2Dxpi7vcu/9c6YdSkwBNcwd6Ixpr+11gM8CdwIzAA+B04Fvgjy/UVEIteAU+HCF2Deq64gePQvITkj3FFJFY2YE0UEYNR1YOJgyQfQqjsc82uIC6arjUhsUz6KfB1bpvDGjWN55vu1FJV6uGpcDw7p1ircYYmIBFTb7cNn1fKaBepMOMaYrsAZwAO4Ie4A5wDHeZ+/BHwH/Na7/k1rbTGwzhizGhhjjFkPtLDWTvce82XgXFQUFJHmYuj57iGR7KBzoohUcdhP3ENE6kP5KAqM6NaK/15xaLjDEBGpU41FQWvttY1w/EeB3wCZPus6WGu3ed9jmzGmvXd9F9xIwAqbvetKvc+rrq/GGHMjbkQh3bt3b4TwRURE6p8TlY9ERCQUlI9ERKQxBTPRCMaYM3C39aZUrLPW3lfHPmcC2dbaucaY44J5mwDrbC3rq6+09mngaYBRo0YF3EZERORgBJMTlY9ERCTUlI9ERORg1VkUNMb8D0gDjgeexc1qNSuIYx8JnG2MOR2XqFoYY14FdhhjOnlHCXYCsr3bbwa6+ezfFdjqXd81wHoREZEmdRA5UUREpNEoH4mISGMIpqPzEdbaq4G91tp7gXH4F+8CstbeY63taq3tiZtA5Btr7ZXAx8A13s2uAT7yPv8YuNQYk2yM6QX0A2Z5bzXONcaM9c46fLXPPiIiIk2pQTlRRESkkSkfiYjIQQvm9uFC788CY0xnYDfQ6yDe80HgbWPM9cBG4CIAa+0SY8zbwFKgDLjVO/MwwC3Ai0AqboIRTTIiIiLh0Ng5UUREpCGUj0RE5KAFUxT81BjTCngI+BHXz++Z+ryJtfY73CzDWGt3A+Nr2O4B3EzFVdfPAYbW5z1FRERC4KBzooiISCNQPhIRkYNWZ1HQWnu/9+l7xphPgRRr7f7QhiUiIhJ5lBNFRCQSKB+JiEhjqLGnoDFmtDGmo8/y1cDbwP3GmDZNEZxEv/ziMqzVRGciEt2UE/0VlJRRXq7vdhGRpqZ8JCJRp7QIPKXhjkJqUNtEI08BJQDGmGNwvQBfBvbjndZepCZb9xVywZPTGPKnrzj2oe+YtW5PuEMSiQ7Wwtb5sHd9uCMRf8qJwP6CUq55fhaD//gV4x6cxNdLtoc7JIl0hftg0ywoKQh3JCLNhfJRGK3akcvq7NxwhyESHTxl8PHP4W9d4B+9YfoT4Y5IAqjt9uF4a21FJecS4Glr7ZSuJRgAAQAASURBVHu4IerzQx6ZRIVNewp46vs17M4r4fxDu3LS4A4A3P/pUuZu2AvAxj0F3PnmPKb89gTi40w4wxVpGE8Z/PBPWPEFZA2AE/4ALbs2/vsU7IFXzoVtCwADo2+AMx5u/PeRhlBOBP41cSWTV+4EYEdOMXe9vYCZv2tHenIwLYol5iz9CD64GUoLIC4BElKgTW+44DnI6h/u6ESilfJRGJR6yrnplbl8szwbgBMHtedfl4zg8W9XM33NboZ0bsmvTxlAm/SkMEcqEkHmvwo/vuyeF+fAV/dA7+Ogw+Da99swHWY/C/FJMO5n0HFYyEONZbWNFIw3xlT8lT8e+MbnNf31LxSXebjkqem8OmMjXyzezk9fnsM3y3cAsHirf0uTrfuL2J1fHI4wRQ7e9/+Abx+ArT/Cgjfg9UtD8z6znvYWBAEszH4Gts4LzXtJfSknAou3+H+35xWXsW5XfpiikYhWXg6f/8YVBAHKy6AkD7YvhGeO121EIg2nfBQGny/adqAgCDBxWTa3vPojT01ey8LN+3lj1kbueFN/s4n42Tq/+roD5zo12L4YXjoLFr8LC16H50+DnG0hCU+c2oqCbwCTjTEf4aa8nwJgjOmLG54uMW7m2j1s3V/kt+6DeVsBOKJ3O7/1/Ttk0D4zpcliE2lUyz/zX96xKDS39+7bFNw6CQflROCIPm39lttlJNO/Q2aYopGI5imGvB2BXyvJg43TmzYekeZD+SgMNu8trLZu3qa9fstTVu2ioKSsqUISiXy9jvFfjkuAHkfUvs+SD6Dc58JhSS6s+LzxY5MDaryaZK19wBgzCegEfG0rZ4uIA37eFMFJZOvQonqRr2OLZAB+f+YgSsvL+X7lLgZ2zOTec4Y0dXgijadNb9ixuHI5uQWkt697vyUfwOL3oVV3OOJ2yOxQ+/ZDz3PD7CuktnFD7CXslBOdW0/oy/7CUr5YvJ3ubdL4w5mDSUqo+fridyuyeWfuZtqkJXHjMb3p1iatCaOVsEpMhQGnw4rPAr+e2alp4xFpJpSPwuOUIR15bOIqSjzlACTFx9G7XQaLfEbQd2qZQkpCfLhCFAmdVRNg/muQ1g6O+Dm07hHcfkPPdwMp5rwAyZlw/O/q3jezY4B1+pshlExznRl21KhRds6cOeEOo9n740eLeXn6BgB6tk3jrZvGBSwWikS13WvgtQthz1pIyoAz/wXDL659nwVvwQc3Vi5nDYKfTQdTR1/NpR/DvFcgtTUc9QtoP+jg448xxpi51tpR4Y6jQqzmox9W7eKq52dS8WdGhxbJTP718aQk6oQpZhTlwJSHYcWXsGsl4P1lGHohXPhcWEMTaQrKR83LzLW7eX7qOgyG647qRVpSPDe8NIftOUW0SEngsUtHcvzAIC4ai0STNd/AK+dzIIdndobbf3QX/0KhJB9ePhc2z3LL/U+FS1+HOP39eLBqyknqOyEH5b5zhnLNET3ZlVvMYT1akxBf2x3pIlGqbR+4ba47qc3s6AqDdVn4pv/yzmWwbT50Hln7foPPdg+RKPfBvC34XnfckVPMtDW7OGFgHSNmpflIaQEn3eceRTmw7FP3HdjBe7GjrBgSksMbo4hIkA7v3ZbDe/u30fjht8ezdlc+3VqnkZpUe9GiuMxDskYSSrRZ+DYHCoIAuVth3RTof3Jo3i8pHa7/GrbMhfhE6HRIaN5HDlBRUA5an6wM+mQFUSQRiWZxcbDyS5jyiGuQP/p6OPkvNY/8y6hS+DBxwd1yLNJMZGVWL/ZkZWgkecxKaQEjL3fP10+Fj29zo697HwfnPwMZ+n4UkeiTEB9XZ2/d6Wt2c/f7C9mwu4Cj+7XjX5eMoF2GLohIlAiUn0Ods42BrhEzyLrZ07AuCbkFm/bx4BfLeXXGBopKPeEOR6RhNs2GiX+C4hwoK4Tpj8PSj2re/phf+/S/MHDkndCyS1NEKhJWq3bk8vBXK0hLjKdH28oegheP6sqwri3DGJlEBE8ZvHe9KwgCrP0Ovv6/sIYkIhIqpZ5yfv7GPDbsdjOxT1m1iwe/WB7mqETqYeyt0KZP5fLIq6DziMZ9j5ICmP0sTPxz4BmLJaRqHClojMnFb5yoP2tti5BEJM3Kdyuyue7F2ZR7f5O+WLyN124YG96gRBpi64+B1w05N/D2bfvA7fNh0wxo2c0tS9RSTgzOos37ueB/0ygpc43YB3TI4NXrx5CVmcKAjpqlWHC3HeVu818X6PtVRAJSPoou2/YVsSuv2G/dws37whOMSENkdoBbZ8HG6ZDeLjT9zl+7EDZMdc+n/huuel+TLTah2mYfzgQwxtwHbAdeAQxwBaC/7CUoL0/fcKAgCDB19W5W7cilXx3D7EUiTo8jcV+BPr/QPY+ufZ/EFCW0ZkI5MTivz9pwoCAIsGJHHmBUEJRKLbpC655uNsIKPY8KVzQiUUf5KLp0aZ1K19apbN5beGDd2Cp9CUUiXnwC9KrjvKehti2sLAgCWA/MekbnUE0omNuHT7HWPmGtzbXW5lhrnwQuCHVg0jwkBZh4JClBd61LFOo4FM59Alr3ghZdXD/BfieFOyppesqJtQj0nZ+cqO988REXB5e8Ct3HQUorGH4JnHhvuKMSiUbKR1EgPs7wvysPY1SP1rRMTeT8Q7vwm1MHhjsskcgRaMIxTULWpIKZaMRjjLkCeBM3ROYyQI3hJCjDurbkq6XbD8xAee6IzvRomx7eoEQaasTl7iGxTDnRR25RKX//cjkz1u5heJeWXH54dz6cv5X9haUAHNm3LaN6tA5zlBJxOg6D674MdxQi0U75KEoM7dKSd285ItxhiITGjqUw6V7YtxEGnwvH/Ari6jHLdtYAt9/SD91yYjqMuy0EgUpNgikKXg485n0A/OBdJ1KrxVv28/DXKw4UBI2BG47qHd6gREQOjnKijz99tIT3520BYHV2Htm5xXzzy2P5eukO2qQnMX5ge0xNM3SLiMjBUD4SkfDylMKrF7h+wQDZSyExFY68vX7HufAFWHMl7N8E/U+FFp0bP1apUZ1FQWvteuCc0Icizc13K7IPFAQBrIXJq3YyVLNPikiUUk70982KbL/lH1bvIiMlgcvGdA9TRCIisUH5SETCbvvCyoJghVVf178oGBentkxhVGejH2NMV2PMB8aYbGPMDmPMe8aYrk0RnES3vu2r9zru1z4jDJGIiDQO5UR/Vb/Te7ZNIzmhHreMiIhIgygfiUjYte4F8VX6/2UNCE8s0mDBdP9+AfgY6Ax0AT7xrhOp1cmDO3DZmG7EGddk97Ix3TlxUIdwhyUicjCUE33ce/ZQurdJA6B9ZjIPXjA8zBGJiMQM5SMRCa+0NnDmPyHJOxio62g49u7wxiT1Zqzv/Z2BNjBmvrV2RF3rIs2oUaPsnDlzwh2GAHvzSwBonZ4U5khEJBYYY+Zaa0eF6Nj1zonNPR+Vl1u27CukU8sUEgLMPiwiEquUj0QkJpQUQOFeaNkl3JFILWrKScH89b7LGHOlMSbe+7gS2N34IUpz1To9SQVBEWkulBOriIszdGuTpoKgiEjTUj4SkciQlKaCYBQL5i/464CLge3ANuBC7zoREZFYo5woIiKRQPlIREQOWjCzD28Ezm6CWERERCKacqKIiEQC5SMREWkMNRYFjTG/sdb+wxjzH6Ba40FrbT3nmRYREYlOyokiIhIJlI9ERKQx1TZScJn3p7rRikhs85S65rkZ7cMdiYSPcqJIVfm7IDkTEpLDHYlILFE+akZKysrJKSqlXYa+R0UkPGosClprPzHGxANDrbW/bsKYREQix7JP4JM7oWAXdB0NF78CLTqFOyppYsqJIj4K9sDbV8P6KZDSEk79O4y4LNxRicQE5aPm47OF2/jDh4vYW1DKYT1a8+SVh9I+MyXcYYlIjKl1ohFrrQc4rIliERGJLCUF8OGtriAIsHk2TLovvDFJ2Cgninh9/5ArCAIU7YdP7nCFQhFpEspH0S+vuIzfvLuAvQWlAMzdsJd/fr0yzFGJSCyqc6IRYJ4x5mPgHSC/YqW19v2QRSUiEgn2b4bi/f7rspeEJxaJFMqJIjuqfA96imH3akgbE554RGKT8lEU27y3gPwSj9+65dtzwxSNiMSyYIqCbYDdwAk+6yyghCMizVvbvtC6J+xdX7muz/hwRSORQTlRpO+JsG5y5XJ6FnQcHr54RGKT8lEU65uVQZdWqWzZV3hg3bH9s8IYkYjEqjqLgtbaaxtyYGNMCvA9kOx9n3ettX8yxrQB3gJ6AuuBi621e7373ANcD3iA2621X3nXHwa8CKQCnwN3WGurzbYljWPh5n28MHU9nnLLNUf04LAebcIdkkh4xMXB5W/D13+AXatg4Blw3N3hjkrCqKE5Ueq2K6+Y/323hvW78zl5SEcuHtUt3CFJTcbdCsU5sPh9aNUNTrwXEtUHS6QpKR9Ft4T4OJ7/yWj++vkyNuzO55QhHbnthL7hDkukYVZPgh9fcpOPHXE7ZA0Id0RSD3UWBY0x/YEngQ7W2qHGmOHA2dbav9SxazFwgrU2zxiTCPxgjPkCOB+YZK190BhzN3A38FtjzGDgUmAI0BmYaIzp7+2Z8SRwIzADVxQ8FfiiIR9Yard5bwGXPDWDwlI3nP3Lxdv5/I6j6Ns+M8yRiYRJ1gC44p1wRyER4iByotTh2hdms2iLu11/4rJsiks9XDWuZ3iDksDi4uGEP7iHiISF8lH0G9Axk5euU9sFiXIbpsNrF4Itd8vLP4c75ruJyCQq1DrRiNczwD1AKYC1diGueFcr6+R5FxO9DwucA7zkXf8ScK73+TnAm9baYmvtOmA1MMYY0wloYa2d7h0d+LLPPtLIvlqy40BBEKDEU87ni7aHMSIRkYjSoJwotVudnXegIFjhw/lbwxSNiEhUUD4SkfBb/G5lQRCgcA+snhi+eKTegikKpllrZ1VZVxbMwY0x8caY+UA2MMFaOxN3NWsbgPdne+/mXYBNPrtv9q7r4n1edX2g97vRGDPHGDNn586dwYQoVXRsUf32n0DrRERiVFA5UfmoftqmJ5EU7/8niXKPiEitlI9EJPwyOwZY16np45AGC6YouMsY0wc3yg9jzIXAtmAObq31WGtHAF1xo/6G1rK5CXSIWtYHer+nrbWjrLWjsrLUqLUhTh7Swa/J7eG92nD2iM5hjEhEJKIElROVj+qndXoSvzipP3HejJ+VmcydJ/YLb1AiIpFN+UhEwm/0DdBhWOXysIuhxxHhi0fqLZjZh28FngYGGmO2AOuAK+rzJtbafcaY73C9AHcYYzpZa7d5bw3O9m62GfDtKt4V2Opd3zXAegmBxPg4XrpuDIu37KfcWoZ3bRXukEREIslB50QJ7Jbj+nD2iM5s3F3AyO6tSEmMD3dIIiKRTPlIRMIvtTXc9D1smeMmGmk/KNwRST3VWhQ0xowE+gA/BzYCcdba3GAObIzJAkq9BcFU4ETg78DHwDXAg96fH3l3+Rh43RjzT9xEI/2AWdZajzEm1xgzFpgJXA38p34fU+praBc1BhUR8XUwOVGC06VVKl1apYY7DBGRiKZ8JCIRJS4OumnSnGhV4+3Dxpg/Am8BFwCfAZfXM9l0Ar41xiwEZuN6Cn6KKwaeZIxZBZzkXcZauwR4G1gKfAnc6p15GOAW4Fnc5CNr0MzDTWLWuj2c+9+pjPvbJP72xTI85QHv2hYRafYaISc2Cx8v2MpJ/5zMsQ99y4tT14U7HBGRmKN8JCJhs38zvH4pPNQP3vkJ5O8Kd0TSCGobKXgJMMJaW2CMaYsr1D0T7IG9M2CNDLB+NzC+hn0eAB4IsH4OUFs/QmlkecVlXP/SbHKLXL/ipyavJSsjmRuO7h3myEREwuKgcmJzsHJHLne+OY+K60N//mQpvbIy/PrQiohIyMV8PhKRMHn/Rtgw1T1f8gF4SuHS18Ibkxy02iYaKbLWFsCBQl4wk5JIM7Fw874DBcEKU1frSoCIxKyYz4nT1+ym6oDxacoLIiJNLebzkYiEgae0siBYYd334YlFGlVtIwX7GGM+9j43VZax1p4d0sgkrAZ0yCQpPo4ST/mBdUM6q8+giJ9VE2HKw1BaCGNuhJHq792MxXxOHNqlRbV1gztXXydSJ2th6mOw8G3I7AAn/B90OTTcUYlEi5jPR7Fiydb9/OPLFWzfX8TZIzpzy7F9iIsz4Q5LYlV8IrQfAtlLKtd1HB6+eKTR1FYUPKfK8sOhDEQiS9uMZP5x4XDu/3QpewpKOGlQB245rk+4wxKJHHvXwxuXQnmpW/7oZ9CyK/Q+NqxhScjEfE48rEcbfnlSf56cvIYyj+WyMd04a3jncIcl0ejHl2Din9zz7CWwdR78YgkkpYc3LpHoEPP5KBYUlXq45vlZ7MorAeChr1aQkZzANUf0DG9gEtvOfQLe/ynsWgkdh8FZj4Y7ImkENRYFrbWTmzIQiTznjuzCmcM7UeIpJy2p1omqRWLPmm8qC4IVVn2tomAzpZzo/Hx8P246tg/l1pKSGB/ucCRarfzaf7lwL2yaBX2OD088IlFE+Sg2LNqy/0BBsMKk5dkqCkp4dR4Bt82GohxI0d0izYV6UEitEuLjQlIQLPO5LVkkKmUNCrBuYNPHIdLEkhLi/AqCnnKLtZqdXuqhfZXvShMP7fqFJxYRkQjUs206ifH+twr3b58RpmhEqmiKgqCnrO5tpFGoKChNqqCkjJ+/MY8B//cl4/42ia+WbA93SCIN02McHHkHxCUCBoZeAIdcGu6oRJpMebnlvk+WMviPXzLy/gm8OHVduEOSaHHE7dDrGPc8MR1O/ZtrvyAiIgBkZSZz79lDSU9yF+HG9GrDrcf3DXNUIk1g6cfwyCD4S3t493ooKQh3RM2e7gmVJvW/79bwyYKtAGzbX8Qdb85j5j0n0jItMcyRiTTASffBUXdBeRmktwt3NCJN6uMFW3neWwgsLivnz58s5fDebRnUSbeTSB1SW8E1n0DONjfaQL0ERUSqufzw7pw3sgv7C0vp2DIl3OGIhF7BHnj/RigrdMuL34W2feH4e8IbVzNXZ1HQGNMf+DXQw3d7a+0JIYxLmql5m/b5LReVlrNiRy5jerUJT0AiDVG41/XEymgPvY8Do5ngYoVyYqX5Vb7PARZs2qeiYKwp98DqiVCcC/1PheR63N7WolPo4hJp5pSPYkN2bhEz1+1hWJeWyq/S/GUvrSwIVtgyJzyxxJBgRgq+A/wPeAbwhDYcae7G9m7LlFW7DixnJicwuLMSnESRXavguZOhcI9bHngmXPpaeGOSpqSc6HV4rza8OG39geU4A6N1gSe2lHvgxTNh4zS33KIr/HQSZHYMb1wisUH5qJn7fNE2fv7GPDzlrm/vH84YxA1H9w5zVCIh1HE4JGVCSW7luh5Hhi+eGBFMT8Eya+2T1tpZ1tq5FY+QRyZRa92ufJZuzQn42k+P7s1VY3vQMjWRgR0z+d9Vh5GRrLvYJYpM/29lQRBg+aewdV744pGmppzoddqwTvzypP60y0ime5s0Hrn4EPpkBTdKbHV2Liu259a9oUS21ZMqC4IAOZthzgvhi0cktigfNXP/mrDyQEEQ4LFJqzRZo0SOkgLYONPdQdVYUlrAJa9A+yGQ0gpG/xTG3dZ4x5eAgqnGfGKM+RnwAVBcsdJau6fmXSQWWWu56+0FfDBvCwCje7bmpevG+M1enJQQx/3nDuX+c4eGK0yRg1MaoNltSX7TxyHhopzo4+fj+/Hz8cHPGlvmKednr/3I10t3AHB0v3Y8e80okhPi69hTIlJJXnDrRCQUlI+auYIS/wGgxaXleKzVpAASfhtnwhuXuIJgQiqc9yQMOa9xjt3nePjZtLq3k0YTzEjBa3D9KqYBc70P3dgt1UxdvftAQRBg9vq9vDV7UxgjEgmBw34CxqeA0X4IdB8XtnCkySknHoSJy3YcKAgCTFm1i08WbAtjRHJQ+p8CLbtVLiekwsgrwxePSGxRPmrmrhzbw2/5olFddRFNIsPXv68cIVhWCF/81rUUkahU54UGa22vpghEot/WfYXV1m3ZW32dSFTrcQTcMAEWvesmGjnsJxCnP9BihXLiwdkcICcoT0SxpHS4YRLMfdH1/znkcmg/KNxRicQE5aPm75bj+tCzbRrT1uxmWJeWXHBY13CHJOLs3+y/nJcNZUXu7wKJOsHMPnx+gNX7gUXW2uzGD0mi1XEDs0hPiiffO9Q9zsDpwzWzoDRDXQ5zD4k5yokH5+TBHXnoqxUUl7meSInxhlOHalKKqJbZAY77bbijEIk5ykex4bRhnThtmM6nJMIMOR9m/Ldyuf+pKghGsWBaElwPjAO+9S4fB8wA+htj7rPWvhKi2CTKtM9M4a2bxvHU92spLCnjyrE9OLR763CHJSLSmJQTD0L3tmm8/tOxPPfDWjzllp8c0YsBHTPDHZaISDRSPpL/Z+++w+Mqrj6Of0e9WZJluffeG64YjAHTe+8l9BAgEMgbAiSkACEJhBAgQEjomN47GBvb2Ljg3nuvkmXJ6n3eP+6qrHYlrWStdqX9fZ5Hj3Xnlj0L9s7ec2fOiATGyX+C+HawdTZ0HgnH/TrQEckR8CUpWA4MttYeADDGdASeAyYAcwB1OK3UvsMFzFyfRo+UOI7tl4oxpt5zhnVN4unLRzdDdCIiAaE+8QiN6dmWMT3HkJFbxHfrDpBXVMoJgzoQHlZ/HyMiIpXUH4mIf+2YD2lroM8J0K5vVXt4JEy+x/mRFs+XpGCvis7GJQ0YYK09ZIwp8VNcEgBb0nN55It1bErLYXjXJGauT6OwxJniddGYbjx+8Ui343OLSvlo6W4y80s4Z2QXeqVqyLCItHoh3SfmF5dy27SlLN6RSZ/UBJ6+fDQ92sU1+Dqb03K58LkfOVzg/Cc7bkB7Xrt+fFOHKyLSmoV0f9RardydxV+/Ws/erALOHtmFu04aoIdmEhgz/gw//MP5PSwCLn0DBp5e/3mHd8PKd5zFx0ZeBnEp/o1TjpgvScEfjDGfA++5ti8E5hhj4oEsfwUmzctay02vLmbrwTwAdh1yL/z+/pLd3HVSf7q1dW7+SsvKufj5+azblw3Ac7O28NFtkxjUKbF5AxcRaV4h3Sde+d+FLNuVBcCK3Vlc8Nw8Fv/u5AZf55Uft1UmBAHmbExn6c5MlZwQEfFdSPdHrVFhSRnXvfwTGXnFADw9czOJMZHcdFyfAEcmIacoB358pmq7vBTmPF5/UjBzB/znOCjMcrYX/Qdu/VH1BoNcmA/H3Aa8AowCRgOvAbdZa/OstSf4LzRpTrsOFVQmBGtTURge4MctGZUJQYCCkjKmLdjpt/hEml1BJnz/F/jgRljzcaCjkeAR0n3iit1ZbtsHc4tJyyms97ySsnJemruN299cymvzt1eOQq+usKSsqcIUEQkFId0ftUar9xyuTAhWmLMpPUDRSEgrL4XyGgOOS+v/vsfyN6sSggCZ22H9F769ZuZ2+Oq38PFtsHOBj4FKU6h3pKC11gLvu36kleqYFE3buEgy873PNpjcP5W+7RMqtyO8DGOPCNfQdmlFpl0Cuxc5v696D4qegaOurtq/bwV88wAc2gqDzoJTHoKI6MDEKs0m1PvEyPAwtwdEBkiJi6r3vD9+uoZpC50HR5+v3MdZIzoTFR5GcZlzrcGdE5nQu51fYpYgs2sRfPt7Z3rR8AvhxAch3JeJKyJSXaj3R4G2cncWD3+xjt2H8jl9eGfuPW0QURG+jLepXZ/2CURFhFFcrZ8d2FGLcUkAxLaFEZfBijer2sbfXP95YV76c29tNRXlwIunQK6rIsLKt+H6b6HbGN/ilSNS6/8hY8xca+2xxpgcwFbfhdMPaZ5oKxIdEc7jF4/k3g9WcTC3iJHdk7n9hL4s3p5J95Q4LhrTze34iX3aMaZnW5bsyAQgMSaCqyf2DEToIk3v4KaqhGCF5dOqkoJlJfDmZZCz19le9B+ISYQTf9e8cUqzUZ/ouO2EfjwxfWPl9mXjuxMRXv9N0PtLdrttz96Qzqd3HMOny/fSLiGai8d2U82kUFCcD29e4ozEBpj3L4hrB8fcGdi4RFoQ9UeBV1RaxvWvLOZgbhEAL87dRlJsJL+c2v+IrpsSH8Wj5w/nz5+v5XBBCcf2S+WOE4/smiKNds7T0HsyHFgD/U+GPsfXf87oq+Cn/1Yl9zoMhYFn1H/epulV54AzUnHl20oKNpNak4LW2mNdf+rxRIiYOrgjC+5rT1ZBCakJzoink4d08jjuiW838NK87YSHwfmjuzC6R1tOG9aJDm1imjtkEf+ISXaeapWXVrXFp1b9nr6hKiFYYcv3Sgq2YuoTHb+c2p/jBrRn1oY0JvVpx/g+vo3uS4mPYt/hqmknKQlRDOqUSOSYMO55dwUPfb6Wcb3a8sQlo+ie0vCFS6SF2LeiKiFYYessJQVFGkD9UeBt2J9TmRCsMHfTwSNOCgJcOKYbZ43sTF5RGSnx9Y/EF/Gb8AgYdYXvx+cfgs9/BblpkNARRl/trE4c6UOOoPp9VoU4L23iFz6PcTbGdDDG9Kj48WdQEjgR4WGVCUFvpq89wFMzN5NbVMrhglI+WraXYV2TlBCU1iWhPRx7d9V2bFs47jdV2ym9IbrGg/jOI5onNgkKodwnjuqezF0nDfA5IQhw3xmDK8tORIYb7jt9EAB3v7uC5a6FS37ansm9H6xs8ngliLQfCOE1vmN0Gh6YWERaiVDujwKld2o8cVHhbm1DujTdAM3oiHAlBKXlmf4gbPwKsM6ov+XTINzHv8e9JsPAM6u22/WDcTf4JUzxVO8Eb2PMOcA/gC44S933BNYBQ/0bmgSLNXsP86/vNpGRV0xCtOdfmWU7s7RipLQ+Jz4Awy+CQ9ug1zEQ3Qay98F3f3SG0fc+zqmNlZfm/H6CRgmGAvWJsDMjn39M38D2jHxOG9qJW47rQ1g9U3/PGdmF8b1SWLk7i1E9kunQJobycssKV0KwwrKdWV7Pl1YiLgXO/Td8fa8zoqD/KTDhVvjqXtg+F7qMhpP+BPGqLylSH/VHgdMmJpLHLx7Jg5+s4WBuEZP7p3LXSZ6jBNOyC/nr1+tZty+Hyf1TufvkAcREhnu5okgrsPsn9+2cfXB4lzOYoj7GwOVvwu7FUHjYubc6tA2+uAey98DQC2Dirc5x0uR8qez8EDAR+M5aO9oYcwJwuX/DkmCRllPIBc/+6FZYvqZxvZQQlFaq/UDnp8K711TVGjywCibcAic8ADFJgYlPAiGk+8TycsvPXl5UuVr9il1ZhBnolRrPGwt2EBMZzq3H9/X6oKhTUgydkqpKUoSFGbfatABj1Z+0fiMuhqHnQ0m+U4v14184owkADqyG7L1w9YeBjVGkZQjp/ijQzhjemVOHdiK/uJQ2MZFej7ntzaX8tN3p49bty6aopIw/nTusOcMUaT49job09VXbid0gucbg5bISmPtP2DwDOg6FE+53nzrcbazzZ2kxvH6ekxAEJ+EYEa3Rg37iy/ThEmttBhBmjAmz1n4PjPJvWBIs7nxruUdCcFCnNrSLj6JTYgwPnzeMEd2Sm/x184pKWbA1g4wa9TpEAiYvw3PxkQ1fKSEYekK2T9ybVcCHy/ZUJgQrfLBkNz9/Ywk/bDrI9LUHuPK/C0nLLqzlKu6euGQkE/ukEB0RxuT+qfztQk3DDwnhEU5CEGDDl+77tsyAUvX9Ij4I2f4oWISHmVoTgofzSyoTghWmrz3g9ViRVuGkPzoP/SLjoPMouPQ1CKs2MvbAWvj0Dvj+Edi1ABa/6Ay48Gbf8qqEYIX1n/spcPFlpGCWMSYB+AGYZoxJA0rrOUdasNKycp6auZlvVu9nU1qOx/5ThnTk7lMGejmzaSzZcYjrXv6J7MJSIsIMf7twBBfWWP1YpNnFJEF8B2e6cIXUAYGLRwIlJPvE52dv4e9fr6fceu4rLbfYau0FJWXM2pjOJWO7V7ZlF5bw16/W89O2Q4zukcx9pw+mbXwUPdvF8/bNRzfDO5CglToAdi2s2m7byxkNICL1Ccn+KBiVl1t+3JJBUWkZk/u3JyoijISYCDq0iSYtp+ohR98OCQGMUqSR8g/B9N87U3t7HA0n/8n7oIjYZLj4Fc/28nJ47xpY95nnvh3zIO+g50IjyT08F31s1+9I3oXUwZeRgucCBcBdwNfAFuBsP8YkAfb87C08NWMTGw7keNwARkeEccOxffzyuhm5Rdz19jIuf2Eh2YXOB0BpueXeD1ZSWFLml9cUqdfGb+HZSfDPIU5HGOua3pjSB079S2Bjk0AIuT7xUF4x//h2g1t/EOaq6dKrXRz7vYwK7FFjBeF731/Jmwt3siktl3cX7+YX05b4NWYJAtbCzEfg8YHw74mw/kvvx53+d0hyJZDjUuHsfzVfjCItW8j1R8GopKycy15YwFUvLuSGVxdz+r/mcDi/hPAww18vHE5ynDOSsEdKHL8/a0it13lhzhYmPTqDEx+fxcfL9tR6nEiz+/hWWPaGMzV4ycvw2V0NO3/zdO8JQYDYFM/FGwHadILxNwOuGoLxHeDYXzXsdcVn9Y4UtNbmGWM6AeOBQ8A3rqHq0oq8PG8bHyzdTbv4aPYf9j7tq01MBM9fNYakOO/D5I/Ub95fyYz1aR7tpeWWGesOcOaILn55XZFa5abDu1dDqevfxLpPnBvYfidB294Q5vMC7tJKhGKfeDC3iJIy9ydEI7sn8dhFI3j1x+28vmCn277ThnZiYo2ViWtOmZq/9RDWWrak5/K3rzewO7OAM4d34hfH96t30RJpIZa/CXP+7vyeux/euxbuXAmJnd2P6zIK7lwBmdud5GCEVtwU8UUo9kfBaMa6Ayzafqhye0t6Hu8u3sVNx/XhxEEdWXDfVPYdLqRnSlyt/dvM9Qf4y5dVtdh+9e5yhnZJpH/HNn6PX6RO1sLGb9zbam7Xp+Y04AqR8XDm406/v2sRzHrUGZU4+irnZ+U7gOv7Z14arPkIjr6twW9B6lfvHa0x5kZgEXABcBGwwBhzvQ/ndTfGfG+MWWeMWWOMudPVnmKMmW6M2eT6s221c+4zxmw2xmwwxpxarX2MMWaVa99TxmjZmab04dLd/Omztazek83sjelsPZjrtj82Mox3b5nITw+cxDH9Umu5ypGbsym91n3FZbUvdCLiN7t/qkoIVti5ANr1VUIwRDW2T2zJ+ndIYHBn96e4FxzVjX4d2pBT6DlT7Zqje3q0hXu5EdqVmc81Ly5i+toDrNuXzePfbuTFuduaLnAJrO0/uG+XFTs1hLwJC3c+V5UQFPFZKPZHwSi7wLMfPFxQUvl7TGQ4vVPj63zgNX+Ley7XWliwVfldCQLGeJZLat/A8kkDToeoalPnTThc+CLcsx6GXegkAl+/ALbMdGoJfvlrmPcvyK/xb2DzjEa9BamfL3e1/weMttb+zFp7LTAGuNeH80qBe6y1g3FWxrrNGDME+C0ww1rbH5jh2sa17zJgKHAa8KwxpqIy5XPAzUB/189pPr4/8cGMde6j80rKLD3bOVO/2sRE8JcLhjO+dztiIsO9nd5kBnby/jSsXUIUUwd39Otri3jVeYTTcVXXZXRgYpFg0dg+scUyxvDq9eP42aRenDCwPX+/cARXT3QSf5eM7U71+5w+7eMZ3zvF4xpjerqvKpwUG8nBnCL21hiZ/t06FWFvNTw+Kw10HhmQUERaqZDrj4LRyUM60i6+6oFGTGQY543u2qBrDPeyaKO3NpGAOOcpaOMa5Z/UHc58omHnJ3aG676E4ZfAkHPhmo9h+EVVC47tmAfFNdYxSFsH4TUeFHasffq9HBlfFhrZDVT/v5QD7KrvJGvtPmCf6/ccY8w6oCtO/YvjXYe9CszC6cDOBd621hYB24wxm4HxxpjtQKK1dj6AMeY14DzgKx9iFx/ULHprDLx+/QTCwqBdfDQHsgu55D/zWbYzk3G9Unjs4pF0TY5t8jj+esEIbntzKTsy8umcFMNRPZLplhLHNUf3IrGWlb1E/Cqpm9MRTn8QCg/DsItgwi1Hds30jXBoC/Q8pqozlJakUX1iS9ehTQx/PGdo5XZuUSkLt2bQIyWOd245mo+W7SE1IZprj+5JRLjn88a/XzSCW15fwpq92STGRBAdEcaV/1tEmMGtVmE/FWFvPcZeD/tXwoq3nXpBUx90arGKSFMJyf4o2LSNj+Lj247hjQU7KCwp47LxPRrcl509ojPLdmYybeFOosPDuP3EfozqnuyfgEUaqsdEuGs1ZO92koLVVxQuyIIdP0L7gU7d9U9ud2oIdhgMZz/llAgB56Hghf/1fn1vCzd2HgH9T4Fv7nPuwfocD5PvaeI3JhWMtV6WEqx+gJOEGw58gjOp+1ycoeobAay19aaKjTG9gDnAMGCntTa52r5Ma21bY8wzwAJr7Ruu9hdxEn/bgb9aa09ytU8G7rXWnlXXa44dO9YuXry4vtAEZ1XIW15bwvytGURHhHH3yQO4ZUrfyv0XPvcjS3ZkVm4f2y+VN26c0ODXOZhbRHxUBLFRVR8k1lpmb0xnd2YBJw7qQOekGNJzi2ifEI1miUvQKC+H8hL3FTHLSiBjC6T09n2lzFl/deplgLNq1zWfVnWW0mSMMUustWP9dO0G94mtrT9aty+by/+7gKx8Z3rUzcf14dqje1JQUkaf1AS3KVJl5ZaZ69NIzynipCEdOJxfwllPz6WotKokRGS4oaTMMrJbEv+9diwd2sQ0+3sSPyotdm4gwvw720AkGKk/Ch2lZeUczC2mY6Lv9zCbDuQwf2sGQ7skMqZnCsWl5YSHGa8lN0SCSv4h2DYHPr0DirIBA51GwP4VVce07QV3LPOt5NKcx2D2Y1BWBH1PhEteh+gEKC2ColyIb1f/NaRetfVJvowU3OL6qfCJ60+fKp8aYxKAD4C7rLXZdXxIetth62j39lo340wzpkePHr6EJ0BiTCRv3TyRvVkFtImJoE21UXnWWreEIMDiHYdqXqJOOYUl3PbmMuZsTCc+KpzfnDaIayf1AuDud1fwkWuFrZjIMN68aSJH9Whbx9VEAiAsDMKqJf52LYJ3roLcAxDXDi5+BXofV/c18g/BnMertgsPw+y/weVv+SVk8Ruf+sTW3B89PXNTZUIQ4IU5W3lhzlYAeraL4+WfjaNPe2eUxE2vLWamawGpR7+M4L4zBrslBAGO7Z/Kn88ZRvcaKxZLK6E6gSL+EvL9UbBYsDWDu95ezv7sQvq0j+c/V42pd5GQz1fu5ZdvLascLX/3yQP45dT+zRCtyBGa/Xfnp7ykWqN1ZgdUl7nduVequcCYN8f9H4y7CYrzIKna9PuIaN8HX0ij+bL68J8ae3FjTCROQnCatfZDV/MBY0xna+0+Y0xnoKKg3W6ge7XTuwF7Xe3dvLR7i/UF4AVwnoQ1Nu5Q9dGyPbw0dxuR4WHcMbUfV07oiTGG0T2SWbYzq/K4hibt/jtnK3M2OouI5BWX8efP13LykI6UltnKhCBAYUk5L8zeyvNXj2mS9yPiN1/+2unkwCmC+/mv4I4ldZ9TmFWj8wTyDvolPPEfX/vE1twfZeQW17pvR0Y+f/1qPS9cM5ZVuw9XJgQBcopK+WmbMyK9emJwR0Y+0RFauEdEpCHUHwUHay2/eX8l+7OdGrlb0/N48JM1vHXzxDrPe3rGZrfyGc/P3sItU/oQHaFR1RKkfngCfnwKCjJrOaDGx0tyT0howLoAscnOjzQ7X1YfHmuM+cgYs9QYs7Lix4fzDPAisK7G8PVPgWtdv19L1VOtT4HLjDHRxpjeOAuKLHLVJswxxkx0XfOaaudIE3lx7lYe+2YDGXnF7M8u5IGPVrNq92EAnrhkFGN6tiXMwITeKfztwhE+XdNay+o9h1m2K8utvazcsjktl+KyMo9ziko920SCTsYW9+1DW50pxnVJ6QM9Jrm3jbqiaeMSv2tsn9iaXDSmW537tx3MA2r5PDeGpy4fTWR41SSArel5PPDx6iaNUUSktVN/FBwKSsrYeSjfrW3jgZxajq5SXOb+vbGkrLzer5IizSprJ6x8Fw5ugk3TYcaf6kgI4tRLH3Cas0hjx+HOTCpfpg77Im0dpG9ommuJB1+mD0/DWd1qFdCQj6pjgKuBVcaY5a62+4G/Au8aY24AdgIXA1hr1xhj3gXW4qxcfJu1tuKO4lbgFSAWp86gFhlpQn/5cl3l1K/qftp+iOHdkuidGs+/LhtFfnEZA+oZCl/hcH4JV7+0kJWuxGJ1CVHhHNWzLQnRERzbL5W5m53RUmEGrnFNKxYJaoPOhJXvVG0PPMO3Tu+Kt2HBc5Cx2bnG0PP9F6P4S2P7xFbj4rHdSYiO4HefrPY6anDKwPas3J3F0C6JjOiWVNkPRIYbrprYgyGdkygpc3+aXDGaXEJMaRFs+NKp0TrwDKd+kIj4KuT7o2AQFxXB+N4pLNpWVV5pysD2lb8XlZaxYX8OvVPj3Uo0/WxSL/7w6ZrK7cvG9XCruy4SUGs/hfevg/JSwDh1/mrTfQL0Oxkm/hyifcsVVNq3Enb/BD2O9r66cGkxvH05bP7O2R54JlzyGoT7ksYSX/nyXzPdWvtpQy9srZ2L93qAAFNrOecR4BEv7YtxFimRJnYwt4gX527zum90j2QA7v9oFW8t2om1ML5XCi9fN4746Lr/6rw6f7vXhCBAYWk5y3ZmMrl/e/537Vg+WLqbXYcKOG1YJ620JS3DmU84tQR3/AjdxsKJv/ftvJgkOP63/o1N/K1RfWJr0zY+yiMh2CY6gsn9U5m2YAf/+2EbqQnR/PvK0azbm01aThFnj+zC4M7Oitvt4qPIyKs6v6i0nA37cxjYqYFfJqXlKimEF0+C/auc7eQecNMsFRMX8Z36oyDx9OWjeejztazec5hJ/VK57/RBACzflcWNr/7Ewdxi4qPC+cclIzltmFNf7dpJveiVGs+8zQcZ2iWRs0d0CeRbEHE382FXQhDAwq6Fnsd0GALjb4ax1zXuNRa+AF/9n2vDwLnPwOir3I9Z82FVQhBgwxew/nMYel7jXlO88iUp+AdjzP+AGUBRRWO1GoHSguUXlVFW7j5iIyLMcN8Zgxndoy2Ltx/izYU7K/ctcm3fdFyfOq+7N6ug1n2l5ZanZ25icv/2xESGc+WEnm7703OKSIqNJEo1piRYRSfAaY8GOgoJDPWJQHZBiUfb2aM6883qAxSUOANWDuYW8c/pG3n75qMrj7HWkl1QyohuSXy/wX104J6sfCUFQ8n6z6sSguBMU1o+DY75ZeBiEmlZ1B8FiY6JMTxzxVEe7Q9/vpaDrgdoecVlPPjJGk4Z0okw1+rCUwa0Z8qA9h7nVVdaVk5+SRmJ1UYZivhdYY3BPWXFMPnXsOgFCAt3fp90+5G9xqzq91IWZv3NMymYtcvzvMNe2uSI+JIUvA4YBERSNTTdAupwWoEe7eI4pl875m3OqGx77OIRnD/aqRm1KzPf45xdmfms35/NWwt3EhURxtUTe9GjnfuqkWeO6MzbP9X+D3bJ9izeWLCDqyZWJQTTcgr5+etLWLozi7ZxkTxy/nDOGO7DakUiIs1HfSJw3ID2dGsby+5M5wFQZLjhzOFdeHOh++f+rkNVD4iW7DjEbdOWsT+7kIQao83josKJiQhjzd7DDO2S5P83IIFX4uXhYWlh88ch0nKpPwpyNe+j0nOLKCgpq3fGVYXPV+7lD5+sISOvmMn9U3nm8qNIilNyUJrB2Ovck3ajroCpv3d+6rP2U9j4DbQfCONuhKg4z2MKMp2Vhqsr8cw7MPhsmP0398Uaa9Z2lyPmyyfSSGvtcL9HIgHzwtVjmbZwB9sO5nPK0I6cMLBD5b7j+rcnITqC3CJn+LAxMKp7Muf9ex6FrtEgHyzdw3d3TyElPqryvMn92/P8VWN4+PO17PYyarDMWh78ZDVTBrSne4rzQfH4NxtY6lrlODO/hN+8v5IpA9r73HGKBJ1dP8G8J51Ob9yNMPisQEckR059IhATGc6Ht07ijQU7OFxQwkVjujO8W5JbnViAM4Z3ApwRgr98a3nl6owVfUqF/OIyrvjfIgDG9WrLOzcfXTmSQlqpwWfDzIeqVnIPj4ahFwQ2JpGWRf1RM5q3+SBzNqUzpHMiZ43oQrgPfdTpwzrzyo/bK7d9va9ZvecwT363kZnr0ypXKP5h00GenLGRP5w9tLFvQcR3U+51Fknc/gN0GQ2jr/HtvJ/+B1/cU7W9Yx5c8Y77MVtnwdtXQlmRe/v4mz2v12EQTLoD5lZbt3bJyzDiEug5yfN4aRRfsi0LjDFDrLVr/R6NBER8dAQ3H9fX6752CdG8ddNEnpu9mZzCUq6c0IO1+3IqE4IAh/KK+Xr1PlLio1myI5MTBrVnUt9UeraL85oQrFBuYf3+nMqk4Ib97it15RaVsierwOfFTUSCSvY+eO2cqqdeW2fBdV9Bz6PrPE2CnvpElw6JMdx9ykC3tmeuGM2T321i7d5sJvdP5efH92VLei6ZeUXsqaM/qO6n7Zn8/ZsN/NZVk0laqdhkaNe/KilYVuTcTJz+14CGJdKCqD9qJm8u3Mn9H1WVO1iw9RCPXuCej92anktCdAQdEmMq2+4/YzDJcZH8uDmDoV0TuWvqgHpfKyu/mMtfWEBOjYdnAGv3Zh/BuxBpAGOcxNuISxp23pJX3bc3fg05+6FNp6q26Q9CcW7VdkQMnP+f2usElnv+W+DAGiUFm5AvScFjgWuNMdtw6lUYwFprR/g1Mgkaw7sl8eyVYyq3d2Z4Du39aOkeftrhLFH+3x+2csqQjvUm82Ijwxnbs23l9pQB7VlRbXGSbm1j6dteKxFKC7V5eo1h8BbWfaakYMunPrEOyXFR/PEcZxRDdmEJl7+wgMWuvqEhvly1V0nB1q4oB3bMdW9b+4mSgiK+U3/UTF6e574o43uLd/HAmYMrZ1Pd+OpPLNh6iDAD1x3Tm9+f5ayiGhURxl0nDeCuk3x/rR82HfSaEASY3D+10e9B5IjtW+GM6u9Qx/ez2GT37fBoiIx1b8ve575dWghdPGtyVuo3FX58qmrbhEOfE3wKWXzjS1LwNL9HIQH33zlbePK7TRSVlnN0n3a8fN04IsI9F/rYk1XA6wt2uLWN7JZUmRCs8O3aAwx1rTJZ3cCObcgvKSUlPprfnDqQttWmHN9+Yn+KSsv5Zs1+eqXGc/8Zg30ami8ScIe2OitoleTDmGuh6xho28vzOG9t0tKoTwTW7cvm0a/Ws35fNmXlloTocK6Z1Jsbju1decwr87bXmRBsGxdJcWk5ecVlHvtSE6L9ErcEkcg4SOhYNVIQ9Bkp0jDqj5pJzZIX4WGGcOPco7yxYAcLth4CnFlQL87dxrmjujCiW3KjXqtHimf9tcSYCC4d151bpnif2SXiN5nbYfmbsPI9yNzqtA0+By5+FcK8LAp6/H2wa1FVjeCOQ50kXnWdR7ivKAzOKsPH3uU9hj7HwzlPw8L/QHgUHPdrSO13BG9Kaqo3KWit3QFgjOkAxNRzuLRAG/Zn88iX6yu3f9h8kBF/+pYpA9rz4NlD6JxUld1/ZuZmdmVWTQEzBgZ2auM2wq9C15Q4+qbGs+WgU0S0bVwkb940gXa13OxFRYRx3xmDue+MwU311kT8ryAT/ncy5LvqqK14C276HnofB0ddA0tfByz0nuK5opa0OKHeJ744dxvTFmxnV2YBJWVVK9dn5MFDn6+lZ0ocJw3pCMDafZ79QoXj+qcyZ9NBr/siwuCXU/s3beASfMLC4cx/wEc/d6YRJXSEUx8JdFQiLUao90fN5YdN6ew77L4I0oVHdSM2ykl07PAyg2p7Rn6jk4Ir97j3nYkxEcz77Ym00erD0tzSN8J/T3Cf6guw7lNnRtSAUz3P6TkJUgfA/pXO9t6l8O0DcPa/qo4Zcq5nUhBLnY66xvk5sAa+eQC+ud+pTXzigxARVfe5Uq96k4LGmHOAfwBdgDSgJ7AOUJXTVqJ6AdwK+cVlfLV6P+k5Rbx/a9V8/X2H3WtCWQufr9hX83RiIsM4cVAHzhrRmQ+W7ubVH7ezKS2Xk/85h8cvHsEx/VKJCg/DGM+RgGXllrScQjolxnjdLxJUNnxdlRAEKCuGVe9Cp2HOU63jfuOsstm+/joyEvxCuU/8dPkeHvq87tJVv/9kNTe9vpj4qHA6Jnp/ANS3fTyb03O87msTE8Fntx9Lr9T4I45XWoDBZzsjADK2QIch+mIv0gCh3B81p7leHmAN7FRVIunUoR15a9HOyu2E6Agm92v8NN/3Fu9y284uLCWnsFRJQWl+S1/1TAhW+P4vEJUApQWwcyH0mOBM6U1bX5UQrLDpO9gx36kd3GsyDDkPfviHMwoRIDYFsnbB4wOce6ax18NJf3RGH1VXVgrTLoHs3c72j09DZDyccF8TvunQ5Mv04YeAicB31trRxpgTgMv9G5Y0l/Jyy4x1abXuX7wjk/ziUuKinL8q54zswqwN6ZX7e7aLIzOvGKqtEh4Zbnjn5qMrVyOetT6djQecD5RDecVc/8piAOKiwvn9mYO5fELPqtfbfog73lrGvsOF9GoXx7NXjmFIF89pyCJBIy7Fsy22Wlty9+aLRZpDyPaJD32+rt5jKkZT5BaVkZvuOXri3FFdKC4t56vV+72ef9m47koIhproNtBlVKCjEGmJQrY/ak7e7kOqtx0/sAP/umwUby7cSWJsJLef0M+tPFJDtY1zPzcqIsynFYtFmlxYeO379i2HV85wb4uIcaYNh4VDebXSMCX58LKr2kHH4XDdl3DzLFjxNix4HrK2w+IXq46f9yR0HAYjLna/fvr6qoRghS0zlBRsAl4mgnsosdZmAGHGmDBr7ffAKP+GJc1lx6F80nKKat3fs10csZFVHwgXHNWNf146khMGtueKCT1486aJHtO8HjxrCCO7J1duz97kPemYX1zG/R+tJi27akj+/72/ovKmcntGPte8uJCiEs96UyJBo99J7sVuUwc6w9ultQrJPnH5rizSc2vvK3zRvW0sPdrGek0I9mwXx29PH8S9p2lxERERH4Vkf9Tczh7Rhasm9iAy3BAbGc5dJ/VnXK8UVu85zH0fruQPn6xmeNck3rnlaP57zVi3e6DGuPOk/iRUSwLefkI/kmI1SlACYOz17gMd6lNRR7C8DMJdf2eTukPBoapjDqxyahTGtoXt85yEoDfL34QS92n7tO3pjE6srqMGRjcFXx47ZBljEoA5wDRjTBrgfUkkaXE6J8UQExlGYUm5x76uybE8fvFIjym854/uxvmju1Vu3zi5D6N7JLNsZxZje6UwytUZHi4oYc7GdGwdJQIs8PGyPdw8pS/FpWVsO+g+suRgXjFTn5jN3HtPbPR7FPGrsHC4+iPYOR+K86HPlKqOUFqjkOwTD9bx8MhXuzIL+HylZ7mJ+04fpOLpIiINF5L9UXMLCzM8fN5w7j9jMGHGEBMZzua0HC587keKSp37p4+X72XGPVOaZJGso3q0Zd69JzJ/awb9OsTTr0Ob+k8S8Ye2veC2Rc6Ivu8eBOuZL6hVeCzctRo2fg2f3em+Ly8dykpgw5e1n791Jrx0Ktww3Rlp+O0DsH2uk2Q8vBOK86DHJDjhd416a+LOl6TguUAB8CvgSiAJ+LM/g5LmExMZzp/OGcq9H6xya0+Oi+Ty8d09OrdVuw+z73ABx/RLdRvKPqZnCmN6Vj1J2Hggh4ufn8/hghLqM7pHMhm5Razfn+11/+7MAtbsPczQLkkNeWsizccYp7CuhIKQ7BPnb81okuvsOOQ5pRhg1vo0VuzOotxajh/YgdE92jbJ64mItGIh2R8FSkUpJYBPlu+tTAiCMxDim9X7uXJiT2+nNlhSXCSnDevUJNcSOSIJ7SGxc8MSggB9j4e1n0D+IYhOhCLXfX54NPSdCpumO6P+impflI59y2HTt7DmI1j9vvu+uFQ471knPjlitSYFjTH9gI7W2nmupnLgVWPMcUAy0DR3CBJwl47rwUOfryW3qGqablZ+CY9/u5Fnvt/Me7dMYni3JO7/aBVvLnQK6baLj+K9nx9Nn/YJXq/5/OwtPiUER3VL5jcfrGLbwbxai9IDFJc28INIRKQJhXqfmF3L53lUOCTFRpGeW+zTdcq9jBx/auYm8qr1P/+asZl/XjqK80d3bVSsIiKtWaj3R4GSX1xKZHgYkeFhHnX/AJ6asYnRPdqqFrq0PoVeEncpfaAgExI6OguGVEwdDotwVhfe/ZOzSjFATDKMvNzZl70XXjnd83omDLqOhd2L3NvLirysVIyzyOOCZ+GMx47knYlLXTUFnwS8LQ+Y79onrciwrt5H4RWWlPPa/O1sTc+tTAgCZOQV86fP1lY7rswtcZddUPfshfYJ0bxw9Ri2ZeSx7WAeAAeyi4gM91xtuFe7uMopySIiAfIkIdwnXjKuO+FhVZ/PXZNjeO7Ko1hw/8lMv3sKD541hOuP6YWXj/B6VU8IVrj7neW8OHfrkYQsItJaPUkI90fNrbCkjDveWsawP3zDmIemM23hDi4e241Bndyn9R7IKeK+D1fWcpW6lZdbtqTnUqg66hKMBp/jXlswMh6u+gDu3Q6nPgLdx0PqIBh/M9yzEfqdDFlVeQMKs6BdXyfpt2WG5/VHXemcd/7zEFXt31XbXjDg9NrrBnpLVkqj1DV9uJe11uOTzVq72BjTy38hSSA8dO4wLvnPfDLzPUeDHMor5umZmz3a520+yJlP/cDW9FwKS8qJiwrnl1P7c8uUvlwxoTsz1h+orCdoDG61BdNzi3jgo1UeowkNhjtO7Mv6/dnkFZUxqW87rj+2t0ddQ5EWqawUVr4D6eucDrPPlEBHJL4L6T5xXK8U3vv50Xy4dDdxURH0SIll3b5sHvt2A8Wl5Vx3TG+KSsspq6OGbHVR4WEUl5XTPSWWXYcKPPZbnNWOzx7RhQ6JMU37ZkREWraQ7o+a26s/buezFXsByC4s5fcfr+a4/u354peT6f/Al24j4Nft85arrdumAznc8Opidh7KJzEmgscuHsmpQzV1WIJIQnu4aSYsfsmpBdj/FEjqAftWwLRLwLqS2Znb4OjbnFF/NZWVwIw/er/+9h8gKg7i2jnnb/jSKcs05V6n/YzH4LXzIe9A1TkmXAs7NqG6koJ1fQuPbepAJLDaJUQTFxXukRSMCDPMWO999eDScsuavVV1APOKy3j0q/V0Sorh3FFdefPGiXy+ci+zN6azO9P9pq9jm2gOeClcHxVhuOHY3iR7GZYv0uJ9chusfNv5/cen4dx/w+irAhuT+Crk+8SjerQlLiqcS56fT3ah+2jwhz5fy+DOvhdD/9+1Y+mVGk9hSRlnPT231hIR329I49JxPY4obvGzwmzny358u0BHIhIqQr4/ak7V73XAKYOxbl823VPiOG5Ae2ZtSK/cN7l/aoOv//AX69jpqrebXVjKAx+t4sRBHYgMr2tCn0gzKSuBVe/DoS2Q2h/mPA4Ln3Nq+rXtWZUQBGeq74avYfBZkNLXOQcgoZMz1bgg0/trZO2E/011fk9b5/y5f6UzRXnCLbD0NfeEIMDEW6HXsU37XkNYXZ82PxljbqrZaIy5AVjiv5CkORUUl3Hjq4s56qHp7Mkq9NjfKzWuwde88+3lPPT5WoZ0SeRXJw/wSAga4FCe95Usc4vKuOi5+Q1+TZGgl38IVr3r3rbw+cDEIo2hPhF4ftYWj4RgBW81lmrzs5cXMfUfs3hv8S4+vHUS3dt6v489tl/Db7CkGX3/F3isHzzWF969FkqPfJVqEamX+qNmFB8V7rYdHWEY28uZSvnYRSM5e2QXuibHcs7ILvztohENvv7mdPfRhQdzi2ut4yvS7N6/Hj7+Ocx5DD69A7J2OO35B2GPl4+b9Z/Bk8Ph8C5nROEZj8OtP0KG56xDN2nrqhKCFWY9CqXFsPhlz+NXf9C49yNe1TVS8C7gI2PMlVR1MGOBKOB8P8clzeTV+dv5bt0Br/v6d4gnNsrzr0hEmCEqwlBUainzVjUeeHHuNl79cRuDOnsptmugrnVDNqfnMn/LQUb3aEtMZHjtB4o0tex98P3DkL4BBpwKx/wKwn1ZpN0HYRHOT1m1BRki9EC/BbkL9YnkFNVeL/by8d1ZsDXD62IiNZVbKC+z/PeHbRw/sAPRXj7rR/dIpmvbhj+YkmayZynM/lvV9tqPofdkGHej9+OLcp0v+DsXOPWHjr8PYlSQX6QR7kL9UbN4ZuYm3vppl1vb6O5tSYmPYm9WAS/O3Ua4gb9eOJzJ/d1XQS0sKePJ7zaxYGsGI7slcfcpA0mKjXQ75t2fdnHgsPvDlKN6JNMuofbFF0WaTdauqsVCfNF1DGyf6/xeVuysHDz5185Mgt5TYMvMhr1+WbEzFTk8yhmFWF153esXSMPUerdrrT0ATDLGnAAMczV/Ya1t4P9NCWYb93vWvggPg06JsTxx6Shum7bMY39puaW02LnrS4qNrHWV4dJyWL0n26N96qAOxEZFVNbn8Oby/y4kKTaSxy4awSmqqyHN5a3LYN9y5/fdPzlD5k+435keFxkL4ZF1nl6nmESY+AuY96SzHRYBk+850oilmahPdLRPqH00YNu4KLfasb5aty+b4V2T2JyW69b+i+P7Nvxi0nxqPtGvra3CZ3fC6ved3/csdlYgvORV/8Qm0oqpP2oe2w7m8Y9vN3q0ZxWUUFRaxsXPz2dPljMb6pMVe3nt+vFuicE/frqGt10JxeW7stidVcCL146r3H84v4Tff7Ka0mpP0nqnxvP8VWN4c+FOXv1xO9GRYdx+Qj/dC0lgrP/ct+NMBJz3b/jy/zz3pa2FHhPg6Nud0YU/vQQled6vYWsk+oZd5AzOOO4e+O6P7vsm3eFbbOKTeofAWGu/B75vhlgkAKYMbM+Hy/a4tZWVw56sAv782Vp2uWpc1GZcr7Z0Torh9QU76zwOoE1MBON7pXDKkI6cMrQTI7ol8tjXGyku8z5s8HBBCb/9cBXHD+xAVITqaoifZe2qSghWWPux88RrxzznSVVsCpz0B98L21rrrLKVvReSukNMEpz0R4hKgL4nOitxSYsSyn1iYUmZW+2kmp6fvYVG5ATpnhLHacM6MXP9AQ67Vq4f2LENJwzs0MhIpVn0meJ6el9t9HP/UzyPy9oJX93rFA6vbu3H8I/BMOZa5wHJ3uWQ2AWSuvozapFWI5T7o+awOS231j5tzEPfkVtt5Ly1MG3Bzsqk4Oo9h/lkufvghxnr0liy4xBjejpTj3dl5lNUY+pU+4RoNhzI4f6PVlW2/WLaUqbfPYXeqfFN8K5EGmDnAt+OCzPw6S89R/OFRUKf4yF9o7MC8Ul/hqN+Bv89EYpcKwdHJ0G/qbDmQ8/rdhru/Dn+Fqcu4a4FQBgMOdu5j5Im00Tz4qSlOnVoJ4Z0bsNaL6tl/bS9lmKg1RSXlfPnc4cxslsyT83cxP7DhRTXsvxkTmEpM9anMWN9Gi/N284ntx/DuF7tuPalRbWONjyUV0xmfjEdtfqk+FtcO4hOhKJqo1szdzpTiQFsufOE69M7oONQZ4h8fd6/3nsnN+4mGO9RDkgkqD0zczP7s2uvGTd3cwYxEWEU1lUfwotBndrQrW0cD583jHveXUlxWTk7DuUxc32aRkcEs6RucMU7MPvvztTgcdc7ZReq2zob3rig9mk+OXudKcWL/ut8vpowOP5+mOJltIGISDMa3zuFhOgIt+Rf1+RY1nuZZQXwzZr9PDdrC1ERYTz0+Vqvx/z2g1VMv3sKAIu3H8KAW+Jx6uAOzNno/vCttNwyb/NBJQWl+bUf5L39nGecgQ4fXO/Mqirzch8fFgmXveksTLL8Daet4zC49jO4bSEs+g8seNZJDnq7VwJn1lZKb3jveue42BS4bJqzMrE0KQ2/CnGvz9/hNSEI0LNdHNERps7zLx3bHWMMF43tzpzfnMgnt/u2CtD6/Tl8vz6NV+dtrzUhCDC8a5ISgtI8ouKcYriRri9dsSlQWuD92G0/1H+99A21d3JLXoaCrEaFKRIoC7dl1HtMYWk5dfcanmasc1a4f/K7TZUjxwtLyvlzLTdVEkT6ngjXfw23zoWx13vu/+EfvtX9yT/o/GnLnSRh9r6mjVNEpIGSYiN59frxTO6fyuDOiTx41hDaxNQ+nsYCT0zfwJPfeU45rrApLZeSsnJ2ZuTzp8/XuiUEpwxI5cbJfRjYybPW6qBObY7gnYg00tG3QZvO7m2xbWH4xc6f3pKBFYZd4BxTkRAEOLDaeZCY2NlZibi+xcl2LXIGY1SMKiw4BF/9pnHvReqkkYIhbs3ew17buybH8sQlI0nLLuIPn64hPbeISX3bMalPOz5evpe84lKuPboXsVHh/GLaEtKyi+iREsegzr53WnM3HuSj5Xs82ju0iSYlPooBHdtw7+m1PKEQ8YeRl8LA050Vs1Z/CD887v24LqPrv1ZJLQlFcOaZNGqipUjgjOyW7NMI8ob+zd6T5ZSpOFBjFOL+wwVYazGmoWlGCRp1fQ7WxpY5IwgTO9d/rIiIH43p2ZbXb5hQub1+f7bbSMHwMOO26GJJmcWYslqvN6F3CpHhYazdl+1Rgzc5Lor84lL2ZObTIyWO3Zn5RIaHcfNxfSpXOxZpVjGJ8PN58O7VTimlpO5w9pMQGePMmoqIgdJCz/Pa9YeIaNd03xoW/w8m/hzKa/93Uilzm2fbwc3w0c+h/UAYfzNEaQRtU1BSMMQd2789H1ereREZbvj8jmPp36ENYWHOjdipQztx7wcreW/JbuZtzmBU92Q++MUk5mxI5/pXFleeu3hHJmHLoW1cJJn5dTw5cPlyjfeRAL8/awhnj+xyZG9MpLGKcyFzO/Sa7CwKUn2Ui4mC4+52amnVp8so6D4Bdi303DfmWufpmUgLcudJ/VmyM5NlO7Oa9Lovzd1OXlEZ/ToksHxX1bVT28QoIdjSjb8Zdi+q2o6KhxMfdAqHz3zYmXbcbSzsnF91TLt+0NmHBy8iIs3s3tMGse9wIT9sOki3trGcPKQjL8/bXrm/f4cEjuufyovV2gZ3bkNmXgnDuiZy9sguLNuZybhebYmJDKOwpKrcxrH9Urn5tSXM31o1Kv++Mwbxs0m9m+OtiXjK2ALfP+KM6Jv6BzjmLghzTTSNS4Hz/wOf3g5F1WYdhkVAxibnJyLGWaix+gPCshJY8Q6MvAyWvd7wmEoLYMVbzu87foQr32v025MqSgqGuKP7pBAZbiipVgcwIjysMiEIsGxXJu8t2V25vXxXFtMW7OT9Jbs8rlduYVK/VFbsymJ3Zu0jBMKAQ3meicNThnRg2sId/OPbDYzsnsz9ZwzW9GFpPqveh49ucRKB4VEw8nJY9gaVY5/6nQAn3Of79a760Dk/ezd0GAKH90CHwTDwDL+EL+JPB7ILGdU92WtSMMxAbGQYecUNqycIzr+ut3/aRXKc++re+w8XkpFbRLuE6EZGLAE34mJo0wk2fg2p/Z3P1AjX/88x1zmftRHRsGyaU24huYez6EiYqtuISPBplxDN6zdMoLCkjOiIMIwxDOrUhi9X7ad7Siy3n9CfjonRjOiezIpdh5nQJ4VTh3YiI7eIi5+fz51vLwfglCEdeeHqMfzj240cyi/mkjHdmdgnhf97f6Xb6328bK+SghIY5WXw+vmQtcPZ3rPYSfBNvLXqmKHnwZ6l8OO/qp1XbTBFaaGz0MjWWe7XjoxxVhs2Bo8hs3UJi4TyavmDTd9Czn7ne4YcESUFQ9wXq/a5JQRLyixfrNzHL6f2p6zc8tHS3Tw3e4vHea/+uI38Eu/DfnOLSpkyoD3TFta+InHv9vHsO1xIfnHVNSLC4IdNGRS4rrs9I58vVu5j2o0TmNCnXWPfoojvvv1dVWdWVuyqCVits9r0DXz2Kzjj7xAe6Xl+2jpnhc22vWHwORCd4AyRF2nh3ly4kwc+XlXrd7dyC0f3bc/36w9Qy1pT9TpcY4R5bGQ4sVHhjbuYBI/ek52fmsLC4eBGWPq6M6K6rAR6HgNtNFNARILLwq0ZPPP9ZvKLy7hqYg/OH92tct+l43pw6bgeAMzddJC7311OSVk5P5vUm1Ndi2W9sWAnWw/mVZ7z7doDXH10T7da7Fn5xR4DNVLio/z91kS827+qKiFYYc5jzuIfJ/we2rmS1Qdrr6EJODMC2g+G9HXOdnIPGHoBPDuxYQlBcBYjqy4sAhpcyVq8UVIwxG1Jz/Noy8ovprCkjEv+M5+Vu73XHNyfXVTrKjWzN6RjDCREhZPrSvrdcGxvhndN4lfvLsda53Wjwt2vEBsVQU6he0Hy0nLLM99vVlJQ/M9ayD/k3lZa7Hnckpcgri1MfdC9fctMmHZxVVJxyHlw2qMQ3cb5EWnBnpi+od7vbt+tO1DrPl8eBlffbYBfndyfuCh9TQlqJQWQl+58yW+ozTPgzUvcRxXsX+GM0p50e9PFKCJyBPYfLuSalxZRVOqMhF+yI5P2CTEc2z/V7bgt6Tn87OWFuA5j8Y5MOiUdzZieKRzK81xQ4W9frWdy//aV28lxUdx2Qj+e/G4TAG2iI7hzan8/vSuReiR1d/rjsmr3QvkZsPoDp+769d9A+wGw88e6r7NnMWCgzwnObIFBZ8LepU65Jg811+OuISzSqTtc8b2hvBS+vhcufqVh7008aH5GiKuZmAN4ad52rn5xYa0JwQp1TRKzFnKLy3jgjEHMvGcKvz9rCKv3HHa7KaxYZbJCzYRghdwiH1YuFDlSxsCoy93bBp3pfUTghq+qfi8pdJKJ8//tfnO79mN4YjA81t/ZJ9JCWWtr/Xz21TUTe3LWCN+nd0zok8LNx/U9otcUP1v1Pjw+EJ4cDs9PhsO76z+nugXPel+ZuPrnq4hIgP2wKb0yIVih5kOwORvTOfvpeVQ/zFr4bl0aAOcf1c1jPNPqvdlsTstxa7vrpAF8d/dx/OfqMcz97YmM7J7cVG9DpGHi28Gpf3HqAnqw8M5V8M3voLDufEHl8Vu/d+oQRidASj8w3maC1PP0OKkr2BoZiLWf1L+KsdRLj+BD3MjuSbzuZWEgX1aY9MVfv1rP2z/t4g9nDyU6snE56PNGaSqRNJMzHofUgc7Q+J6TYOz1kLYW/jfVvcNp18/5c/FLMP0PUJQNcbWMZi0tcKYl717irOI14RanrqBIC2GMYUjnRJZVWwSkoV6bv4OGrBmSGq86gkGtKBc+u7PqSf/+lc7CIec/D+u/dEovJHWHo2+D+NS6r1VTar+mj1dEpJH6tE/w0la14unXq/dz67QlXkfD90l1jhvVPZlxvdqyyOP+yrNj7NehDf06aIaJBIHxN8Hwi+HtK5zVh6vLS4PlbzTsegc3QmwKfHiTM+KvoQ5u8GyLb++MIJQjopGCIW5sz8YtcW8MjO1V/+qpZa6pwr+YtpQObRp3k7dmb3ajzhNpsPBIOPoXcPHLTkcYFg6dhsN5z0F0onNMu/5w0h+dRUO++LWTEARnSH3NWhcVbDms+QCWvAz/O9k5d8tM+PAW+Pb3kO19JW6RYHH9sb0adHxKjUVDLE7dQV/N23KQotJGfGGU5pG9x3PqT/p6Z0rR25fDqvdg7hPw9FGw6gOnNtFHt8L7N8BO15PIo29z1QOqptNwmPLb5nkPIiI+GNOzLTce25tw1yKMUwd14JKx3QEoLSvngY+819s9Y3gnzhvdtXL7nlMGElltIccBHdvQq12cf4MXOVKxyXDKI57tCZ0928LruNcPi4B+J8PHP4dDnusVNEpYhDOaUYuTHTG/jRQ0xrwEnAWkWWuHudpSgHeAXsB24BJrbaZr333ADUAZ8Etr7Teu9jHAK0As8CVwp7UNrUoptemVGs/JQzoyfW3ttaAqRIRBx8QYzhzRmVum9CUhOoInpm9k9oZ0BnRM4Nj+qTzw0Wq3ArkVcotKMZj6KgV4tXDbIcrLrduKyCLNatiFMOA0Z4WrlD5OVnzzDM+nXL0mQ/eJsG2WUzjfm+IcmPO4kyCs+New7jO4/SfvU5VFgsDpwzoTE7GSwlLvhSNqfrYfyi+hTXQEOY0s/5CZX8K2g3kM6pTYqPPFj9Z9DrsXQ0InyN1f1T7gNFj+pvuxhYfhg+udG4Uy12jrtZ/ALXOg74nw83nO4kyJnaHLUdB+YPO9DxERH/3urCHcenxfikrL6ZIcW9meW1RKRp5n/elThnTk2SvHuLVN6NOOs0Z24aNlewDYeCCHP362hofPG+7f4EWOVNfRcMnr8MltzmCI8CgoyPA8zluKJqm7U3f4mLsgqVv9C5M0xHH3wvCLmu56IcyfadVXgNNqtP0WmGGt7Q/McG1jjBkCXAYMdZ3zrDGVE82fA24G+rt+al5TjtCzVx7FoxcMq/e40nLYk1XIx8v2khgTSXREOPedPpiv7zqOpy4/ihMHdfSaEKzw6Ffr+OXUfqTERzboL96OjHyu+N8CSsvqqmIo4mdR8dCuL5VzILuNg+gk92MGnulMm6tICJowaNvH81oHVuOWQsnc5jksv7wc9q2A3PQmewsijRURHsY1k3rWut/bJ7+vCcHwWuYVr9Uo8eDz3R/hnSth3j+dhGCHIc7Pcf8Hk++pfapwWbXyC+UlsOYj5/cOg2Dy3U7xcSUERSSItUuIdksIgrM4yPje7rOuBnVqw+OXjPR6jW/X7Hfbfn+JZy3W3KLSWu958otLWbEri4JijaSXZjbkHLj1RyDMWXykzMtijOU12lL6wS+XOzOs2nRy7osiYj3PA2dacUOt/ajh54hXfksKWmvnADWW8uRc4FXX768C51Vrf9taW2St3QZsBsYbYzoDidba+a7Rga9VO0eaSHZBCWXl1ucFvdNyiticlou1lrcW7eSW15fw3KwtxESEkZpQ+7DhgpJynp21hUN5JYSFQXgDBv4t2HqI7zcoOSJBJCYRrnwXeh4DKX3hhAec0S4Zm6qOseUw4BToWu1pcY9J0NnLl8X4qhXoOLwb/j0e/nMcPDEI5v3Lf+9DxEf3nDzQ536iIcqsZcqAVKJqdAoVKzBKkCgvhwXPubfl7INfzIcTf+eMdD72bojzoYZgG98XnRERCWZnDu9MfFQ4EWGG8b3a8untx5IY433mR0pClNt2u2r1cw8XlHDtS4sY9odvmPjoDL5Y6ZSWKSkrJ7eolNkb05nwlxmc++95THx0BvO3eBmpJeJPO+dT91KjNYRHwPPHwIsnw38mw8unO7XWvUno6NlWX6LQp0VOxBfNvdBIR2vtPgBr7T5jTAdXe1eg+nIXu11tJa7fa7Z7ZYy5GWdUIT169GjCsFuv7QfzOP/ZeWTml/h8jjFQbi3/9/7Kyidc36zZz6JtGfztwuHc9fYycoq8P8GqGElYywy0OmXle3kiIRJIPSbCdV9WbW/8xvOYyDi44TtnJGBYOPQ4Gg7vclbYzHZ9vI26CjoOrTpn9t+qkovlpTDjzzDiUt1ItyCtsT+Kjgznt6cP5NGvvBR6PkKzNx4kokaJiN2Z+U3+OnKEymp8Vyg8DOVlzmcbQPsBcNcq+PxXsPJtpy060RlNuMv1Na/7BBh5WfPFLBLiWmN/FCw2p+Xyx8/WVM6aXLQ9k+lrD3DmCC/11oD7Th/MnW8vo6TMEhFmuO+MQZX7np6xidkbnQEQB3OL+fV7KziQXciT320kp6iU2Mhw8l0jBA8XlPCnz9bw9V3H+fcNilTnbVBDdSbMfXXg9PXu+/curf3clD7O1OLqpZkKao4vq2HMz+reLz4LltWHvQ0+sHW0e2WtfQF4AWDs2LGqO+iDV3/cXmdCMDkukuLSMvKLq/6BWwuPf7OBWRvdR+59vyGd20/szwVHdeO9JbsrO66mEGbglCFKiEiAlJc5hfKTukN8LasMA/Sd6tTFquj04lJh7HVOAdzek6uOS+4BdyyB7T9AQgfPTjZrZ43XL3UK+ysp2GK01v5o44Hc+g9qpPIatWjKLSzbmcnoHvUvaiXNICwMouKgKKeqzZZDSQFEJ7i3TbgFJt3ujHrueYwzsnrfCiep2HUMDVqKWkSOSGvtj5rb3qwCHv92A/M2H6TcwrH92jG4c6JHGbVF2zJqTQoO75rEGzdM4HBBCSO7J9MxMaZy3+q97qOeCkrKePiLtZWLdNW8r9p1SA/OxM8W/Q9mPQqFWdB+EJz/PHQeBfuWez/e+jDqJyIGSgvd20wYbPiiYbH1PQmm/KZh50itmjspeMAY09k1SrAzkOZq3w10r3ZcN2Cvq72bl3ZpItsy8urcn5VfQoSXSeazN6Z7rSV64XM/NlFk7i4b34OkOC3CIAGQsQVePx+ydjiFdU97FMbd6P3Y8Ai47itY/7lz4zz4nNqTiJEx0P9k7/uGnAtbZ1Vtt+3tdMIiAfT0jI18sHSP367vbXXiPVkFSgoGk1FXwsLnq7b7neyeENz4jbPCcHGOM+3nsmlOQhDqH2EgIhKkrLVc9/JPbDhQ9VDko2V72eTlQdmoHskebeXl5dz17go+Xe7cxh7Trx0vDhjndsyx/VJZsLVqZFSbmAhyCmuvzXv6cO+JR5EmsfYT+PKequ0Dq+HtK517m9qSgr5o0wXGXOssTHbQNfPEl2RiTbsWwNLX4KhrGh+LVGru9Zs/Ba51/X4t8Em19suMMdHGmN44C4osck01zjHGTDTGGOCaaudIExjYsU29x3ib6uvt5s1fiwMb4Cx1fBIoMx92EoLgFNX98jfw977w2rlw0EvNs8gYZyWssdfVPaqwLmOvhzOfcFYzHnUVXPNx1fQ8kQD4Zs1+/jG9eWv8xUSGcdpQjY4NKic/BMff79RGnXArXPg/9/1f/NpJCIIz7efr39Z+rVXvwzPj4ckRMP9Z/8UsInKEth7Mc0sIVli9N5u7TupPVLhzS92tbSxjajzIWr4ri6MfnVmZEASYtzmD9xbvcjvulil9ufHY3nROimFsz7ZcPbGnx71VfFQ443ulcNsJfXn4vPoXiRRptHWfebZl7YDV7x3ZdTO3woq33KcJN0ZxLnx6Byz675FdRwA/JgWNMW8B84GBxpjdxpgbgL8CJxtjNgEnu7ax1q4B3gXWAl8Dt1lb+TflVuB/OIuPbAG+8lfMoejKCT2JbMiKH3Xwlij0lbfRiBUs8NzsLY2/uMiRqEgIVrBlkH/QGcn3ypmQd9D7eRu+hg9uhOl/aNwKwuNugJ99Duf9G9r2avj5Ik3oT5+tafbX/PDWSUSEN/ezS6lTRBQcfy9c/xWc/leITXbaM7fDvKch2/0ml8wdNa/gSFsPH97kjBLI2gHf3AebpvszchGRRmvfJpqYSM/+qHNSDOv35VDsWi14d2YBd72z3O2Yu99dzoGcIo9z//vDNh74aBV7sgooLi3n69X76ZIcywe3TiIpNpJnZ23xuLfKKy7jX5eP4v9OHURMpB4Wix+18TIgJyIacvZ7tjdU+nrI2Hzk1wHPBdCkUfw2fdhae3ktu6bWcvwjwCNe2hcDehTiJz3axXHm8M58snwvFic515hFQI6Us/axJTzMUOYlu5iRq0VGJECGnAd7lnjfl3vAWSX4ljmQVK3SwZqP4b1rq7Y3fQs/n+fU5KpN/iHYMtNJAHYb2wSBizSNwpIy9mYV1n9gE0qKjWRw58RmfU1ppF2L4NWzPWsEAQw9z/s523/wnC60dVbtJRVERAIoMSaSB88ayh8/XVOZAEyKjeTRC4Zz59vL3Y5dujOLrQdz2ZqWx9AuiWxN916qaeehfKYt3MkPmw7SJSmGBducqcOPfbOBghLvo6jaxkWSEh/ldZ9Ik/K2sm+pZ3K7yXSfWLUgWUNk7nBf8EwaJVgWGpEAmb8lg4+rDWcPREIQqEwEeksIAuzPrmX5chF/m3QHhEfCus/h8E7PRUDyM2Dp63DCfVVtK95yPyZtLexdBt3GeH+Nvcvg1XOgKNvZHn8znPFY070HkSMQExlOx8RoDmT78ctgDYcLSnjsmw385rRB9R8sgTX/354Jwc6jnATf5F97P8dbjdQuo5s6MhGRI1ZWbikrt1xwVFe+Wr2PHzYdJDzMcOm4bhw/sAPDuyYxd3PVrJEObaI5+Yk5lJVbwsMgKtxQXFb7dKqdh/LZWW3RkNoSgslxkTx6wQiiI5T8kGZwYHXzvt7+VY07z5Y65Z3CYps2nhCjeTkh7oMlu+o/KAhk5Zdgva1sIuJvxsDEW+G6L5xFRNr18zymZl2MuNSaF6m7vuAPT1QlBMGpj3HYfws6iDTUUQFY7OPFuVspDtSTKvGdt7pA5z0LJ/7OqbHqTfdxMPVBiEqA8GgYfwsMvcC/cYqINNDrC3Zw1EPTGfqHr7n8hQX8sMlJ/pWVW16Ys42Vu7N4+LxhDO+aBEDf9vHkl5RVG+xAnQlBcGqn1yUyzPD05aNZcN9UThvWifX7s/nHtxt4fcEO8otrX4hE5IjEd2ze1yupe/HTWhkDkUoIHimNFAxxR/Vsy/t+XE2yqYQZg7PWjIifFWbD93+BzdOdehqnPgqdhzv7krrBLT/A88fAoa1OW0wyjL7K/RrH/so5P/eAsz3h53XXBayeEATAOgV0RYLE1RN78tXqJqgj0wClZc53PQkiOxfA+i8gtT+MuMypMTjh504N1fIS55g+J0DHoc7Uo29/B9vnQpej4NRHoE21hWMm3wOTfulMI46IhpXvwap3nWMm36NaqiISUFvSc3nwk9VUjElYtivL6zHnj+7GZ3ccS15RKWHGMPQPX/v8GsbArVP6Mn9rBst2el4f4G8XjeDskV0AmLspnWteWlRZa/CVedv47u4pukeSpmUt7Jgb6Ch8E61SM01BScEQd9m4HjwzczN7DzdvvSiRoPX+DbD5W+f3jM3wwnFww3dVU3+j4uCm72Hlu85TreGXQFJX92uk9oNfLocd8yCxK3QcUvdrjvmZU0+rQo9J0H5gE70hkSPXp31C87+ogUgtNBI81nwE712Hs/wXsPEbuGwa9DoWfv4DrP0UkrvDsAud/V/cA6tcqxQe2gp5aXBtjdUMwyOdP1e9Dx/eWNW+ZRb8cmnVfhGRZrZ6z2HqmqQUExnGMf2qZobER0fwzMxNPi28mBIXyc+n9OX04Z1JiI6gd2o8E3qnsHxnVmVtQaCy1nphcSnvLtnNI1+sc7v+lvQ83ly0kysn9GzMWxTxrijby4CFIFWYDSUFGi14hJQUDHFhYYbubWODPimoB2DSLIpyqhKCFWw5fHYndBkFvSbDiEucFTcn3Fz3tQqzoDgfykrqf92h5zsjDtd9Csk9nZWHRYLInW8tbfbXVMmIILPwBSoTggDrP4fDu50R1B0GOz/V1VxNeNscp0h5RLTzubjjR4hPdUYVrv7Q/djDO50FTHod45e3IiJSn3G9UogIM5RWy8JdPr476/blUFZuuXRcdzq0qSqRMGdjOo9/u7HW6w3s2IZLx3Xn+IHt6Z4SR2R4GGv3ZnPGUz+QU+hMA77oqK4MLmjDuv05gDNN+f/eX8lTMzaxK9N7ffUFWzOUFJSmFZPklEtqqhWC/crCgbW1120XnygpGOJyCktYuD0z0GHUq/qTOBG/iYh1fkprfPE6sMr5Wfa6M+Kl+qIi3ix/Ez65rWp1zXb94LqvIaF97ef0PcH5EQlCq/Y2/xPjcuskBjUtKkhERLtvmzAIr2MVzA5DYOePVdvt+jnXyNkPL59eVYJh1FWeo60xkNilScIWEWmMLsmx3DS5Dy/P20ZpuWXq4A7cf8ZgLv3PAtbuy2bVnsN8u/YAL107lojwMOZvzajzejsO5XH10T3dRsA/P3tLZUIQ4P2lewjz0uXVlhAEGNYlqeFvTqQ+V7wLzx0Lpfn1HxtIJgzaDwh0FC2e5uWEuLioiHoL3AaaAT0Bk+YRHgFjr6/7mCWv1L2/vAy+ub8qIQjOk7YfHj/i8EQCpW1cYKZxLqo2jUoC7NhfuScBx1wHCR1qP/7Mf1QtzJTYDc79t/P7gmerEoIAy9+A/qdUHWvCYPLdkNK7aeMXEWmATQdyeOGHrRSWllNabvlmzQFOeGwWa/dVPSSbszGd7zekAzCgQ91lNgpLyun/wFec8Pj37D6UT1m5JbfIc6EQX6YfV4iPCueKCT18P0HEV+36QmwLSDjbcgjTOLcjpf+CIS48zBDsE7Qs8Kt3lrPg/qkkROuvrPjZyX+Gvcth5zxn24S5J/hiXB1kWSl8/wis+RCSusMpD0GX0VBW7BTYr+lg7VNKRIJd/w5t2JPV/GUmGnJzJH7WZwrcvthZRKldf2e7Lh2HOMfn7IOEjhAW7rTnpnkeay3ctgj2LnMSjcm6yRWRwJqz6WDlKsIVDuYVexz345aD9GoXx+q9Xr77ebHtYD7H/v17UhOiOH90N77fkFZZuzAmMozCkvK6L1BNbFQ4bWJUe1X8YO/yqgUTg1lEnOoJNgGNFAxxt01bEugQfJJbVMr6fS2k4Km0bOERcP2XcP23cMojEFXtyW9YOJz4gPP7/Kdh7hOQuR22/wDTLoaSQqdjGny253UHntEs4Yv4w8JtdU+L8peR3VrAU+pQ0rYnjLvRe0LQWvj+UXh8ADw9FtZ87BQETuxSlRAEGHEpVJ+jkNgVeh/nHNNtrBKCIhIUBnZs49NxL8/bzin/nMOLc7c36PoHc4t5df52/nPVGK6a2IPfnj6ozoTgSYM70DU5xq2tR0pcg15TxGdvXOA+KCJYtdV3hqagpGCIm7m+BTwBcOmTGh/oECSUdB8Pi/7jvvpW1zEw5Fzn9y0z3Y/PS4f9q6C0GMqrTQeJjIeT/uTcSIu0UMWlgfli+PXq/QF5XWmEVe/B7L86IwsyNsEHN0DWTs/j+p4AV33grFI8/ha4/muIjPE8TkQkgI7tn8qNx/YmMrz+QkuNHdReXFpOYmwkvztzCHUtdXxsv3Y8f9UYnr9qDBHV7t6X7szi/SW7GvnqIrXIPwT5gXkY3GDRdU/bF98oKRjiTAv6K7D+QE6gQ5BQUpzneUN7aJtrX75TO7C6iBin/sbKd2D9F1XtJXnQ9aiGLaGdsQU+/SW8fSVs+Kpx8Ys0ociIwPQVhwt9WL1bgsP2H9y3y0th5wLvx/abChe9BGf8XSMDRSRo/e6sISy8fyodE6PrP7iaLknuDzoiwpySTTXFRoYxoEMCFzz7I3/9ekOt11u0PZNpC3dyKL+Ems/o/l7HeSKNEp3Ycur07V4M2XsDHUWL13IyQuIXo3skBzoEn3VJUr0AaUbRCdDzGPe2/qc4f75zFeyYV9UeGQfnPA1xKd5rB9ZWTzBzh1NDq/rT4eI8Z2XOpa/C+s/hrctg84wjey8iRygmQEnBkwbXsZCFBJcuR9VoME6dVRGRFmzpjiwOZBf5fPxRPZJJiXev81daDh/8fBKbHzmdM4Z1qmwvKCnnqIe/c1u8xJvi0nIe/mIte7M8V4LNzPescyhyRMIjwLSQWpXGOAMz5Ii0kBSw+EtpC6ni3j4hil6aPizN7cIX4dvfwb7l0HsKnPwnp4bglhpJuk7DYcQlzu/dJ7jvC4+Cfid5Xvvj22D5NMA651/5IexaAJu+9Szsu+p9Z2SNSIBkFXiukNgcvly1n1um9A3Ia0sDjb4a9q+EZW84tVhP/B2k9ofycqe8QkKHho2YFhEJAocL6h6xnhIXSXFZOblFzgyStOxC4qLCPY7753cbyCooYcUu3xYkqamkzHLfh6s92pNjo7wcLXKEImOhrCDQUdTPWijIdAZmSKMpKRjilu3MDHQIPokK16BWCYDEznDRi+5tJQVgwsFWmz4ckwQbv3ESiAc3QnQStOnk/Bz7K2jby/0ac/4By9+o2t6/Cl49Aw5uqj0OkQDJCuAohO0ZeQF7bWmg8Ag4659w+t+dz8iwMNi1CN6/AQ7vhNQBcMlr0GFwoCMVEfHJGwt28OAnnom4Cn1S47lwTDce+6ZqCu/urEKvx87eeLDJ4wNnCrJIk0vtD7sXBjoK32TucEo4SaPpUyTEFZe1jJGCew4X1vukTqTJlRZBUW7V9qFt8OrZ7gnBiFjIOQBvXlI1TbjosPPU6qoPnKL6Nc1/xrOttoRg+0Ew4dbGvweRI7QnM3BPiod0TgzYa0sjhUc6CUGAj3/hJATB+Xz84p7AxSUi0gDr9mXzu49XU9ekqrziwIyir25Cn3aBDkFao7IWNC2947BAR9DiaaSgtBg/bEznrJFdAh2GhIofn4FZf4WSfOhzvDMNeO9S96m9kXFw3G9gxh89z89Lc6bMJXr5O1viY5IlKgHO+hcktG/MOxBpEomxgfuq0Fm1ZFuu0iJnFeLqDqwJTCwiIg309MxaHtZWk5ZdRMeEKFITojiY2/xJlK7JMdx/hkZfix/sWxboCHxjwqCN6k8fKY0UlBZjQEctOS5+cHg3PDkS/pwK/xoFB9ZC2jr49gEoznFGBW6ZARu/8qz1V5IPexZ7v25krPeEIMDgs32LrTgXZvzJ57ci4g/RkZ61kZrLhD6qEdNiRURDr8nubaqNKiItRHHNZX69sMCvP1iFtZAY0/wP0PYfLiQuOnB9tLRSpb4vrBNwtmXMegx2SgpKi7F6b90rc4k0WFkpPH0UZG2H8hLI3AYvngz7Vvp+ja2zIMzLCl0lBU6nWlrs2WGl9Pb9+tl7fD9WxA86tAncqm7b0lVTsEW78H8w9HxI7gmjroIznwh0RCIiPumT6vtghIy8YrILm38qcZmF3YdawGIQ0sK0pBSRkoJNQdOHQ1xybCRZLaRWXzDU7ZBWZv3nnk/Dil01BMMioNyHv3PFuXDZW/DpHZBfrYh0u/7w3s9gw1eQ1B1OfRii4p0agUndvV/LhIGt8WR6+MU+vx0Rfygpq3+0hL98sHQXI7onB+z1pR7WQtZOp/bq0lecz6+x10PHoc7+Np3g4lcCGaGISKNsTGsZgxH+OX0Dz1w5JtBhSGtSnBPoCBqmrMSpZyyNpqRgiEuOazlJwdwAPIGTVq62pN9Ht+Dzk6c2XZw6WYXVvjyacKeWVkU9rcM74d1rqvYddY3ndWLbOSsdr/nImaqMgeGXwAn3+/puRPzClylU/qKV54PYjvnwxgVOGYXqlr8Fv/gR4to5o6gjAzfSVESksQ7ltoz7o7TcFjTVU1qG6Ba2yNvBTdBxSKCjaNGUFAxxuw/l139QkMgvUlJQmtiA0yAyHkpqTlFsQEJwzM/g+4drnF7m9fDKfUtf9WwvyIDXz3NvW/IyTL4b4lRXTQLH1rX0op+1idWT36CSmw5ZO6DzSHjvWs+EIDifp+9c5TwsiYyDKffC0PPg2985NVv7nwxTH3TqruamQc5+Z+XAMCWARSR4pOUUBjoEn4ztqe+I0sTCW1iKKPeAkoJHqIX9H5emVtqCpuHnFLWMJ3bSgkQnwPVfw38m13+sGwO3LYS2veGxPg1/3ZpThGtTnAvTLoYbvoUwFZKWwKgjxe13a/ZkBfDVxc1P/4OvfuvUX03s6qyuXpv9q5w/i3Nh+u9h6euQsdFpy9gE5WWQ2BlmPuyM2E4dCFd/BEld/f8+RETqkV9cyv7s4B+BlxgTwU2TG/E9VKQuxS1n0BDQsFrt4pUey0qLUdaSMpjScsQkNfycEZdC+4GQuR2K/Fx3Y89ipy6hSIBEhpmAvXaY0deUoFCYDd/8zkkIgrMAUmSc7+dXJAQrbPgSZjxUVcLh4Ab44R9NE6uIyBGKjggnJT4q0GHUKdzAaUM7ERulh8bSxKIa0L8Hgz3LAx1Bi6dv29JizNxYx6gEkcaKT4Uo31eYAyAmEd68FL78NcS2dd8XGd90sVXI2tH01xTxUXh44JKCnRKjA/baUk3+QSitscJlck9o189ZIMnbCuwVwqOcmqnVJXXzLLOQub1JQhUROVLhYYaHzh0W1DfKZRbeXbKbv329PtChSGtTWhzoCBqm5oNHabBg/qwTcVNaGshJbNJqRcXD6X+HcF+L4RtY8ips/Bq2zYaCLOfGONyVvPCoT3iEwqNh4OlNe02RBgjkYh/RkRoBERRS+kDnUe5tIy+FO5bAHzLh3H97nhPVBrqMhkunwfnPQ1yq095+MJzzFCT3cD9+6Hn+iFxEpFFKy8sJ3DJbvpu5Pi3QIUhrU1dt9GDUY1KgI2jxVFNQWozBnVvYSkjScoy+EgadCUtecepm5aVDm86QnwFF2e7HdhwGB1ZVa7DOuSvfhZx9vr1eRLTrKVw9U+Lb9YOzn3JuyEUCZFt6Eye6G2Bzmp+n54vvrngX5jzm1AQceAaMv7lq34hLYMtMWPWuUzO16xi45lOnbmuFu9dBXpozShDgmk9g9mNweBcMu9D7quwiIgHy0rztgQ7BJ/07NHC2i0h9ImMDHUHDlGndgSOlpKC0GJ2TWtgHlLQssclw7F3OT4XnJ8P+ldWOaVsjIeiS0sdZRbNeBpK7wzF3wxe/ct/V/xTIOwh7lzrbiV3h2s+dYvwiAZSRF7hpJAVFLexpdWvWpiOc+bj3fcbABf9xfmoTEVWVEATnc/P855o2RhGRJhLIerq+iosK54EzteqqhDhfF3CUWmn6cIgL/u6uSrs2qi0lzShji3tCEKAg0/O4fic7o1x8GWp/5hNw1ypXAd8aowTbdIYbv4Mr34eLXoLbFikhKEGhe0rgCk6fOLhjwF5bRERC163H96WxecGIZkgoRkcYvv/1FHqn+qGWtUiLoqTgkVJSMMSdPKRDoEPw2V0nDQh0CNKarf4QXjoNXjsPts72/tSpZjH9jkPhqvchug30PdF9X9s+EJNctd2mCww73/m9x0QwNWql9ZoMYeHQ35VkjNZ0EAkOnZJ8rbfZ9M4Y2SVgry1+suZjeOl0ePUc2PJ9oKMREfFq6uCOfPurKXRLbngfeOIg/95fDegQzye3H0vHRM2iEj8JC+7Vt93kexm0IQ3SYqYPG2NOA/4FhAP/s9b+NcAhtQq/nDqAb9e2jAK1peWWCNWcF39Y+F/46tdV21tnO4XwO46AA9VGCyZ2h6ytzu8RsTD4HJj9T8jZBQPOdt3gukYAFmTCGU/Axq8gPw2GXgQz/wKHtkJZMXQfD4e2QWkhpA6GNZ85N8tRCXD6X2DXEtizGCbc7KyQLBJAqfGRHMxr3potBpWNaDFy05zPsuQekL4R0jZA/gEYeiFs/wESOkG3MbBnCbx3bdV52+bCWU9A3xOgbU/YtQgObnYWKOk4OHDvR0QE2HQgi91ZhQ0+79u1B/wQTZWNaXmc/eQPfPfr4+iZ2savryUhasSlsPz1QEfhm+TugY6gxWsRSUFjTDjwb+BkYDfwkzHmU2vt2sBG1vKd9fTcQIfgs/cXbeWqY/oHOgxpTayFx/pDfnqNHeXw6e2ex1ckBAFKC2DWo7VfuzATPry+anvr7NqP3T3ffXvV21W/z/kbjL0RzvpH7eeL+FlzJwSh3mV4JFh89VtY9IJTQiEqAYpzq/Z9cU/V79FtIDalxsll8Pmdzq9hkVBe7e9ZxxFwyyxnBLUEjV05u/j9vN+zIm0FIzuM5KFjHqJ7G92QSevT67dfBDqEOpUAUx6fQ4eESBb97pRAhyOtTUtJCIIzA0uOSEuZPjwe2Gyt3WqtLQbeBs4NcEzSzH732cZAhyCtzXd/8pIQDEKL/wdFWoVVAmNIAG+Mgv2mLOTtXAALn6uqqVo9IVhTUQ5k7ah9f3mNxPOBlc6K8BJUfj/v9yw5sIRSW8qSA0v4/bzfBzokkSa3aOvBQIfgs7TcEkrKVFNNmlD6rkBH0DB/6hToCFq8lpIU7ApU/9u529XmxhhzszFmsTFmcXp6C7jRF5HA2r0o0BH47tC2QEcgDdCa+qP8QAcgwevgJv9ev2I1dgkaK9JW1Lktwac19UfN5YtV+wIdQoMcLmj+0fzSis19ItARNFDDp/iLu5aSFPS2hJPHzCJr7QvW2rHW2rHt27dvhrBEpEWbfE/9xwQDEwGdRwQ6CmmA1tQfTf/lhECHIMGq31SIaEgR/gauyDn2xoYdL343ssPIOrcl+LSm/qi5PHBGy6ppmpoQHegQpDU5/5+BjqBhpvwp0BG0eC0lKbgbqF6wpBuwN0CxtCqnDWg5K5xu/+uZgQ5BWpt+U2HibTTqozDC2wIIDbzh9el14uDG75r+uiI+6t8lcAvd6HM/yCV2gas/gr5TocfRTmHy6quuh0U4K62HR8HIK+DSaZDYFcKjITIOTJjzE98B+p9atcJ7ZByc8Th0HR2QtyW1e+iYhxjTcQwRJoIxHcfw0DEPBTokkSYXFRnBxaM7BjoMn7xw1ahAhyASWCfcFegIWjxjbfCX8jbGRAAbganAHuAn4Apr7Zrazhk7dqxdvHhxM0XY+rz70y4+WraHhOhwxvVO4eQhneidGh/osERE6mWMWWKtHRvoOCq0pv4oI7eIeVsy6JMaz7CuSY26xvcb0nj1x+1Ehodxy3F9GNur5uITIiKtg/ojERGXvAxY+hpsneWMozjqGhh2YaCjCim19UktYvVha22pMeZ24BsgHHiproSgHJmPl+3hNx+srNxeuecw107qFbiAREQkKLRLiOackV0aff7K3Vnc8MpPlLueR87ZmM6Me6bQrW1cE0UoIiIiIkEnLBzm/RMKDzvbW2dBdBL0PymgYUnLmT6MtfZLa+0Aa21fa+0jgY6nNfuyRnHdA9lFLNmRGaBoRESktfhmzf7KhCBAUWk5M9enBS4gEREREfG/rbOqEoIV1n4ciEikhhaTFJTm0z3FfcSGMdBdozhEROQIeetL1L+IiIiItHJte/rWJs1OSUHx8PMpfRnUqQ0A4WGGO6f290gUioiINNR5o7ty/MCq1S/PH92VKQO0GqaIiIhIq9ZlNEy41VlgDKDbeBh/c2BjEqCF1BSU5tW+TTRf3TmZ9ftzaJcQRYc2MYEOSUREWoGYyHBeuW48W9JziQoP0wMnERERkVBx+l9h0h1QlA0dBgc6GnFRUlC8MsYwuHNioMMQEZFWqG/7hECHICIiIiLNLakr0DXQUUg1mj4sIiIiIiIiIiISYpQUFBERERERERERCTFKCoqIiIiIiIiIiIQYJQVFRERERERERERCjJKCIiIiIiIiIiIiIUZJQRERERERERERkRCjpKCIiIiIiIiIiEiIMdbaQMfgF8aYdGBHoOMIYanAwUAHIRIg+vsfWD2tte0DHUQF9Uf69xDi9P8/tIX6/3/1R1JdqP97ENG/gcDy2ie12qSgBJYxZrG1dmyg4xAJBP39F6mifw+hTf//Q5v+/4tU0b8HCXX6NxCcNH1YREREREREREQkxCgpKCIiIiIiIiIiEmKUFBR/eSHQAYgEkP7+i1TRv4fQpv//oU3//0Wq6N+DhDr9GwhCqikoIiIiIiIiIiISYjRSUEREREREREREJMQoKSgiIiIiIiIiIhJilBSUJmOMscaYf1Tb/rUx5o8BDEmk2RjHXGPM6dXaLjHGfB3IuEQCQf1BaNPnYeip5f/5pcaYUv09kFCmz0MJdfpOGPyUFJSmVARcYIxJDXQgIs3NOgVafw48YYyJMcbEA48AtwU2MpGAUH8QwvR5GHpq+X/+MDAG/T2QEKbPQxF9Jwx2EYEOQFqVUpwVhX4FPBDgWESanbV2tTHmM+BeIB54zVq7JcBhiQSC+oMQp8/D0FPL//MV+nsgoU6fhxLi9J0wyGn1YWkyxphcoAuwEhgJ3AQkWGv/GMi4RJqT6wnwUqAYGGutLQpwSCLNTv2BgD4PQ5G3/+f6eyCiz0MJXfpOGPw0UlCalLU22xjzGvBLoCDQ8Yg0N2ttnjHmHSBXX/gklKk/EH0ehh5v/8/190BE/w4ktOk7YXBTTUHxhyeBG3CGx4uEonLXj0ioexL1B6FOn4ehx9v/c/09ENG/AwltT6LvhEFJSUFpctbaQ8C7OP/oRUQkRKk/EBERERF9JwxeSgqKv/wD0ApDIiKi/kBERERE9J0wCGmhERERERERERERkRCjkYIiIiIiIiIiIiIhRklBERERERERERGREKOkoIiIiIiIiIiISIhRUlBERERERERERCTEKCkoIiIiIiIiIiISYpQUFGlhjDGvGGM+D3QcIiIiIiIiItJyKSkoEkCuBJ91/ZQYY7YaYx43xsTXcdqdwFUNfJ3txphfH1m0IiLS0hhjOhpj/mWM2WKMKTLG7DHGfGWMOSPQsfnC1T9eFOg4RESk8TSoQSR4RQQ6ABHhO+BqIBKYDPwPiAdurX6QMSYCKLPWHm72CKtiiLLWFgfq9UVExHfGmF7APCAHuA9YgfNAeCrwPNAjYME1M/VfIiKhyxgTBhhrbVmgYxEJNhopKBJ4Rdba/dbaXdbaN4FpwHnGmD8aY1YbY35mjNkCFAHxNZ+0GWNmGWOeNcb8xRhz0BiT5hptGFaxH+gJPFYxKrHauZOMMbONMfmu0SPPGWMSa1z7Odf10nFuLkVEpGV4FjDAWGvtu9baDdbaddbaZ4CRAMaYHsaYj4wxOa6fD40x3SouUK0vutY16jzXGPOyMSbKGPMLY8wuY0yGMeaJin7Hdd5217lvuM7ZX3PEurdRgNVHthtjtrua33Mdu73acWcbY5YYYwqNMduMMY8YY6K8vP5LxpgsnL5VREQCrOJexhhzp+v+I9PVr8RVO+Y4Y8wCV/9x2Biz0BgzzLXvZ8aY3BrXPN7VT6RWP8YYc4YxZjVQDAw2xowzxnzrumfKNsbMNcYcXeNa1hhzszHmPWNMnmsm11U1julijJnm6v/yjTHLjTEnVNtfZx8lEkyUFBQJPgU4owYBegNXABfj3MAV1nLOlUApMAm4HbgLuNS17wJgN/BnoLPrB2PMcOBb4FPXtS8ARgEv1bj2VTg3lZOBa47gfYmISDMxxqQApwHPWGtza+631mYaYwzwMdAROBE4AegCfOzaV6EXcC5wFnAhTp/0CTAOOAW4EbgDOL/Gy9wNrAOOAv4A/MUYc0ED3sY415834fRd41zv7VScJN8zwFDgeuAi4C9eXn89MBa4vwGvKyIi/jUZGAachHPPcj5OiaSK2VGfAHNx7lEmAP8CGjrKLwb4HXALMATYAbQBXne9/nhgOfBlRTKxmgddMYwE3gFeMsb0dMUXD8zG6RvPB4bj3Gfh2u9rHyUSFDR9WCSIGGPG4yQBZ7iaooCrrbUHqh3j7dS11toHXb9vNMbchDM97C1r7SFjTBmQY63dX+2c/wPesdb+o9q1bwWWGWM6WGvTXM3brLX3NMX7ExGRZtMP54HOujqOOQnnhqevtXY7gDHmCmAzTh/yneu4cOA6V/mK1caYr4EpQFfXlNx1xph5OEnFD6pdf6G19hHX7xuNMeNwEnUf+vIGrLXprj4vq0b/9QDwmLX2Zdf2FmPMvcAbxpj/s9ZWjIifba39uy+vJSIizSobuNVaW4rTh7yH0+88CiQCycBn1totruPXN+I1woE7rLVLqrXNrH6AMeYOnIddpwFvVNv1urX2Ddcxv8dJWE7GSSxeAXQCjrbWHnQdv6Xaub72USJBQSMFRQLvNNfw9kJgPjAHZ8QFwO7qCcE6rKyxvRfoUM85Y4CrXK+d6xqGXzE9uG+145Z4nioiIkHO6xOkGgYDeysSggDW2q04fciQasftrFHP9gCwsUaNvgN49jvzvWwP4ciNAR6o0X+9iVOPt1O14xY3wWuJiEjTW+tKCFaovHex1h4CXgG+McZ8YYy52xjTvRGvUYozErCSMaaDMeY/xpiNxpjDODV3O+BZY7fy3soVZzpVfdxoYGW1hGBNvvZRIkFBIwVFAm8OcDNQgnNzVgKVIwLzfLxGSY1tS/1J/zCcRU3+6WXfnmq/+xqDiIgEj004fcFg4KNajjGuY7yp3u6tj/HWFt7AGC2eyctIbwfWEAb8CXjPy770ar+r/xIRCU513rtYa68zxjyJM4LvHOARY8x51tpvgHJ86zuKvCws8ipOyYxfAdtxarbPwJmd5Wt89T1087WPEgkKSgqKBF6+tXazn1+jGM+btaXA0GZ4bRERaWau0hHfALcbY56qWVfQGJMMrAW6GmN6VZs+3AenruDaJghjopft6tOZ03HVuXW9dsfq2y4leO+/Bqn/EhFpvay1K4AVwN+MMV8B1wLf4PQdccaYRGtttuvwUT5e9ljgl9baL6DWfqc+S3FmW6XWMlpQfZS0KJo+LBIatgOTjTFdqxXS/Rsw3hjzvDFmtDGmnzHmLGPMfwIXpoiINKFf4IxoWGyMudgYM9AYM8hVP3YlTs3AFcA0Y8wYY8xYnOLoS6lRd6mRJhpj7jPG9HfVur0G99HpM4HbjDFjjTGjcaaL1VxQazsw1RjTyRjT1tX2Z+AKY8yfjTHDXO/pImOM6geKiLRwxpjexpi/GmMmGWN6ulb1HUHVw6qFOCPBH3Xdv1yI09/5YiNOQm+Iq87t2ziDJxriTSANZ1Guya54z6m2+rD6KGlRlBQUCQ0PAt1xiuCmA1hrVwLH4aycNRvnxvBRnLpQIiLSwllrt+Gs/Dsd50HQSpxE3DnALa5i5+fh9AuzgO+B/cB5TVQI/QmcG7llwMPAg9ba96vtvwfY6nrt93FKWqTVuMY9OAuY7HJdB9f0sTNd7YtcP78FdjZBzCIiElj5wACc6bcbcab8TsPpxypqDl4JnAyswinD9Hsfr309kIBTM/1t4CWch08+s9bm4Sy2tQf4DFiDM13Yuvarj5IWxWjxGxERERFpSsaY7cAz1trHAx2LiIiIiHinkYIiIiIiIiIiIiIhRklBERERERERERGREKPpwyIiIiIiIiIiIiFGIwVFRERERERERERCjJKCIiIiIiIiIiIiIUZJQRERERERERERkRCjpKCIiIiIiIiIiEiIiQh0AP6Smppqe/XqFegwRESkmS1ZsuSgtbZ9oOOooP5IRCQ0qT8SEZFgUVuf1GqTgr169WLx4sWBDkNERJqZMWZHoGOoTv2RiEhoUn8kIiLBorY+SdOHRUREREREREREQoySgiIiIiIiIiIiIiFGSUEREREREREREZEQo6SgiIiIiIiIiIhIiPFrUtAYk2yMed8Ys94Ys84Yc7QxJsUYM90Ys8n1Z9tqx99njNlsjNlgjDm1WvsYY8wq176njDHGn3GLiIiIiIiIiIi0Zv4eKfgv4Gtr7SBgJLAO+C0ww1rbH5jh2sYYMwS4DBgKnAY8a4wJd13nOeBmoL/r5zQ/xy0iIiIiIiIiItJq+S0paIxJBI4DXgSw1hZba7OAc4FXXYe9Cpzn+v1c4G1rbZG1dhuwGRhvjOkMJFpr51trLfBatXNERERERERERESkgSL8eO0+QDrwsjFmJLAEuBPoaK3dB2Ct3WeM6eA6viuwoNr5u11tJa7fa7Z7MMbcjDOikB49ejTdOxGvdmTk8cnyvSTFRnLBUV1pExMZ6JBERIKC+qPgtDergI+W7SE6IoyLxnQjOS4q0CGJiPiV+iMRkeC0d+N6ti79iXbdujNw0mTCwsLrP8kP/JkUjACOAu6w1i40xvwL11ThWnirE2jraPdstPYF4AWAsWPHej1GmsaG/Tmc/+w88ovLAHhr0U4+u+NYIsO1do2IiPqj4LPrUD5nPT2XwwUlALw2fwdf3TmZ+Gh/fhUSEQks9UciIsFn/bzZfPH042Cdj+Xty5dw+u33BCQWf2ZwdgO7rbULXdvv4yQJD7imBOP6M63a8d2rnd8N2Otq7+alXQLorUU7KxOCAOv35zB388EARiQiIlK795bsrkwIAuw8lM/0tQcCGJGIiIiIhKKlX35amRAEWDd3NvnZhwMSi9+Sgtba/cAuY8xAV9NUYC3wKXCtq+1a4BPX758Clxljoo0xvXEWFFnkmmqcY4yZ6Fp1+Jpq50iAhId5DuCM8NImIiISDCK99Vvh6rdEREREpHmZ8BpThQ2YsMDMuvT3q94BTDPGrARGAX8B/gqcbIzZBJzs2sZauwZ4Fydx+DVwm7W2YijarcD/cBYf2QJ85ee4pR5XT+xJclxVDcGjeiQzqW9qACMSERGp3SXjutOhTXTl9qBObThpcMcARiQiIiIioWj8uRe5JQFHnnwGsQltAhKLsbZ1lpYYO3asXbx4caDDaNXSc4r4es1+kmIjOXVoR6IjAlMYU0SkOmPMEmvt2EDHUUH9UfDIyi/my1X7iYkM4/RhnYmNUr8lIv6j/khERGqTsWcX25cvpV237vQcMRpnYqz/1NYnqbq2NFr7NtFcPbFnoMMQERHxSXJcFFdM0OqbIiIiIhJY7bp2p13X7vUf6GdaKlZERERERERERCTEKCkoIiIiIiIiIiISYpQUFBERERERERERCTFKCoqIiIiIiIiIiIQYJQVFRERERERERERCjJKCIiIiIiIiIiIiIUZJQRERERERERERkRCjpKCIiIiIiIiIiEiIUVJQREREREREREQkxCgpKCIiIiIiIiIiEmKUFBQREREREREREQkxSgqKiIiIiIiIiIiEGCUFRUREREREREREQoySgiIiIiIiIiIiIiFGSUEREREREREREZEQo6SgiIiIiIiIiIhIiFFSUEREREREREREJMQoKSgiIiIiIiIiIhJilBQUEREREREREREJMUoKioiIiIiIiIiIhBglBUVEREREREREREKMkoIiIiIiIiIiIiIhRklBERERERERERGREKOkoIiIiIiIiIiISIhRUlBERERERERERCTEKCkoIiIiIiIiIiISYpQUFBERERERERERCTFKCoqIiIiIiIiIiIQYvyYFjTHbjTGrjDHLjTGLXW0pxpjpxphNrj/bVjv+PmPMZmPMBmPMqdXax7ius9kY85QxxvgzbhERERERERERkdasOUYKnmCtHWWtHeva/i0ww1rbH5jh2sYYMwS4DBgKnAY8a4wJd53zHHAz0N/1c1ozxC0iIiIiIiIiItIqBWL68LnAq67fXwXOq9b+trW2yFq7DdgMjDfGdAYSrbXzrbUWeK3aOSIiIiIiIiIiItJA/k4KWuBbY8wSY8zNrraO1tp9AK4/O7jauwK7qp2729XW1fV7zXYPxpibjTGLjTGL09PTm/BtiIiI+E79kYiIBAP1RyIiUhd/JwWPsdYeBZwO3GaMOa6OY73VCbR1tHs2WvuCtXastXZs+/btGx6tiIhIE1B/JCIiwUD9kYiI1MWvSUFr7V7Xn2nAR8B44IBrSjCuP9Nch+8Gulc7vRuw19XezUu7iIiIiIiIiIiINILfkoLGmHhjTJuK34FTgNXAp8C1rsOuBT5x/f4pcJkxJtoY0xtnQZFFrinGOcaYia5Vh6+pdo6IiIiIiIiIiIg0UIQfr90R+MjJ4xEBvGmt/doY8xPwrjHmBmAncDGAtXaNMeZdYC1QCtxmrS1zXetW4BUgFvjK9SMiIiIiIiIiIiKN4LekoLV2KzDSS3sGMLWWcx4BHvHSvhgY1tQxioiIiIiIiIiIhCJ/LzQiIiIiIiIiIiIiQUZJQRERERERERERkRCjpKCIiIiIiIiIiEiIUVJQREREREREREQkxCgpKCIiIiIiIiIiEmKUFBQREREREREREQkxSgqKiIiIiIiIiIiEGCUFRUREREREREREQoySgiIiIiIiIiIiIiFGSUEREREREREREZEQo6SgiIiIiIiIiIhIiIkIdAAi3hzMLeK1+TvIzCvmgqO6MrpH20CHJCIiLcimAzm8tWgXkRGGqyb0pHtKXKBDEhEREZEQkb5zO6tmfkNkVDQjTzmTxNT2gQ7JKyUFJegUl5Zz0XM/sj0jH4C3Fu3knVsmMqZnSoAjExGRlmD7wTzO/fc88ovLAHhv8W6m/+o42iVEBzgyEREREWntMnbv5M3776a0pBiANbNncN0/nyc6Lj7AkXnS9GEJOj9uOViZEAQoLbe889OuAEYkIiItySfL91YmBAEO5RXz9Zr9AYxIRERERELFmjkzKxOCAHlZmWz+aUEAI6qdkoISdNrERHq0JXppExER8aZNjOdECPUjIiIiItIcvI0IjI5PCEAk9VNSUILOmJ5tOXlIx8rtDm2i+dkxvQIXkIiItCgXjulGvw5VX7xGdU/mlKEd6zhDRERERKRpDD/xFJI7dq7c7jZ4GH1Gjw1gRLVTTUEJSi9cPYYFWw+RmV/MlAHtiY/WX1UREfFNUmwkX/5yMrM3phMZbpjcvz3hYSbQYYmIiIhICIhLTOLax//NthVLiIyOoeewkZiw4ByTp0yLBCVjDEf3bRfoMEREpIWKighzG3UuIiIiItJcIqKi6D/u6ECHUa/gTFWKiIiIiIiIiIiI3zQoKWiMCTPGJPorGBERkZZCfaKIiAQD9UciItJY9SYFjTFvGmMSjTHxwFpggzHm//wfmoiISHBRnygiIsFA/ZGIiDQFX0YKDrHWZgPnAV8CPYCr/RmUiIhIkFKfKCIiwUD9kYiIHDFfkoKRxphInA7nE2ttCWD9GpWIiEhwUp8oIiLBQP2RiIgcMV+Sgv8BtgPxwBxjTE8g259BiYiIBCn1iSIiEgzUH4mIyBGLqO8Aa+1TwFPVmnYYY07wX0giIiLBSX2iiIgEA/VHIiLSFHxZaKSjMeZFY8xXru0hwLV+j0xERCTIqE8UEZFgoP5IRESagi/Th18BvgG6uLY3Anf5KR4RkeCQvQ9mPwaz/gZZuwIdjQSPV1Cf2CIt2ZHJo1+uY9rCHRSWlAU6HBGRI/UK6o9ERILa3o3rmf3GS6yY/iUlxUWBDsereqcPA6nW2neNMfcBWGtLjTH6Ni0irVdeBrwwBXIPONsLn4Nbf4TELnWfJ6FAfWIL9O2a/dzyxhKsqwT/9LUHeOW68YENSkTkyKg/EhEJYluWLOKTxx7G2nIANi2az0UPPBTgqDz5MlIwzxjTDtdqVsaYicBhv0YlIhJIaz+qSggCFGTCyncDF48EE/WJLdBr83dUJgQBZm1IZ/vBvMAFJCJy5NQfiYgEseXffF6ZEATYsXIZh/buDmBE3vmSFLwb+BToa4yZB7wG3OHrCxhjwo0xy4wxn7u2U4wx040xm1x/tq127H3GmM3GmA3GmFOrtY8xxqxy7XvKGGN8fociIg0VEePZFhnb/HFIMDqiPlECIybS/euOMRAV4ctXIBGRoKX+SEQkiEVERXm2RXq2BVq934ittUuBKcAk4BZgqLV2ZQNe405gXbXt3wIzrLX9gRmu7YriuJcBQ4HTgGeNMeGuc54Dbgb6u35Oa8Dri4g0zJDzoP2gqu22vWHEJQELR4JHE/SJEgC3TOlLdLUk4CVjutMlWYl+EWm51B+JiAS3cedcSERUdOX20Cknkdi+QwAj8q7WmoLGmAtq2TXAGIO19sP6Lm6M6QacCTyC8zQL4FzgeNfvrwKzgHtd7W9ba4uAbcaYzcB4Y8x2INFaO991zdeA84Cv6nt9EZFGiU6Am2fB+i+gvAwGnem0Schqij5RAmdcrxS+//XxfL8hjZ4p8RzTr12gQxIRaRT1RyIiLUOXAYO5/sn/sHXpTyR17ETP4aMCHZJXdS00cnYd+yzgS4fzJPAboE21to7W2n0A1tp9xpiKVGlXYEG143a72kpcv9dsFxHxn8hYGH5RoKOQ4NEUfaIEUJfkWK6c0DPQYYiIHCn1RyIiLUSbdqmMPPn0QIdRp1qTgtba647kwsaYs4A0a+0SY8zxvpziLYw62r295s0404zp0aOHb4GKiIjUo6F9ovojERHxB/VHIiLSlOoaKVjJGHMmTq2/yur71to/13PaMcA5xpgzXOclGmPeAA4YYzq7Rgl2BtJcx+8Gulc7vxuw19XezUu7B2vtC8ALAGPHjvWaOBQRETkSvvSJ6o9ERMTf1B+JiMiRqnehEWPM88ClOKtZGeBioN75N9ba+6y13ay1vXAWEJlprb0KZ5Wsa12HXQt84vr9U+AyY0y0MaY3zoIii1xTjXOMMRNdqw5fU+0cERGRZtPYPlFERKQpqT8SEZGmUG9SEJhkrb0GyLTW/gk4GvcRfQ31V+BkY8wm4GTXNtbaNcC7wFrga+A2a22Z65xbgf8Bm4EtaJEREREJjKbuE0VERBpD/ZGIiBwxX6YPF7j+zDfGdAEygN4NeRFr7SycVYax1mYAU2s57hGclYprti8GhjXkNUVERPzgiPtEERGRJqD+SEREjpgvScHPjTHJwGPAUpxFPv7rz6BERESClPpEEREJBuqPRETkiNWbFLTWPuT69QNjzOdAjLX2sH/DEhERCT7qE0VEJBioPxIRkaZQa01BY8w4Y0ynatvX4NT8e8gYk9IcwUnwWLs3m3d/2sWOjLxAhyIi0uzUJ7YcJWXlTF97gM9X7qWguKz+E0REWhD1RyIiLcOBrZtZ/f10DqftD3QodaprpOB/gJMAjDHH4SwIcgcwCmdZ+4v8HZwEh//9sJWHv1gHQHiY4enLR3PG8M51nlNYUkZMZHiDXmfB1gy+W3uA3u3juWhMN6IjGna+SLM7vAdikyEqPtCRiP+pT2wBikvLOfffc1m3LweArsmxfHbHsaTERzXqetZadmcW0CExWn2StA6lxRAWAWG+rDUoQUr9kYi0GJuXpLF/y2E69U2i35gOgQ7H74ry8ykpLGDNnJnMfetVAMLCwzn77vvpN3YCALa8nPLyMsIjIgMZaqW6koLh1tpDrt8vBV6w1n6AM0R9ud8jk6BQUlbOv77bVLldVm558ruNtSYFdx3K5863l7F0Zxb9OyTwxCWjGN4tqd7X+WzFXu54a1nl9qwN6fz3mrFH/gZE/CHvILx9BexaCFEJcMrDMPa6QEcl/qU+sQV4c9GOyoQgwJ6sAl6bv527ThrQ4GttTc/lptcWsyU9j5T4KB6/eAQnDurYlOGKNJ+SQvj0Dlj9AcSlwCmPwMhLAx2VNI76IxFpERZ+upXFX24HYMXMXRzc3ZOJ5/YNbFB+tPCjd1nwwduUlhRjTNXDt/KyMua/9yb9xk5g3Q/fM+v1FynIyWbQpOM45ZZfEhHVuIfXTaWux4ThxpiKpOFUYGa1fb4sUCKtQFm5pbDUffpVXlHt07Ee/GQ1S3dmAbApLZe73llW67HVvTZ/u9v29LUH2JtV4P1gkUCb85iTEAQozoWvfgO56YGNSfxNfWILMHdThkfb6j3ZjbrWw1+sY0u6UzLjUF4xv3l/FSVl5UcUn0jALHgWVr0Ltgzy0uGTX0D2vkBHJY2j/khEWoRVs3bX2N4ToEj879De3cx9+zVKS4oBsNb9O2NJUQG5mYf4+rknyT+chS0vZ93cWSz54uMAROuurqTgW8BsY8wnOEve/wBgjOkHqIhtiIiJDOfisd3d2q4+umetx6/c7f5XY0t6HnlFpT69TnXhYYaoCE1tkSCVvsF9u6wYDm31PM5aKFdNs1ZCfWIQKiu3lJfbyu0hXdp4HHNMv3aNuvbmtFy37YO5RWTllzTqWiIBt7fGQ9ryUti/KjCxyJFSfyQiLUJ4pPv9fERk672/z9izq879I08+k/TtWykvc783PLB1sz/D8kmtT5OstY8YY2YAnYFvrbUV37rDcOpWSIh46NxhjOqezOo9h5nUtx2nDau9nuDEPu34YlXVk+fhXZOIj67/oeUvju/Hwm2HKC51MupXT+xJakL0kQcv4g8DToWt31dtJ3SELqPcj1n4Asz6C5QUwJjr4NS/qIZTC6Y+MbhYa3n4i3W8sWAHMZHh3Dm1P9cf25trju7Fuz/tZn92IQD9O8RzxYQejXqNEwd14JUft1duj+iWRPs26pekheo1GdZ9WrUdEQvdVKalJVJ/JCItxfizejNrWtVginFn9Q5gNP7VffBwImNiKSmsmu04/MRTCY+MoOeIowgLC2P6f5/xOK/bkOHNGaZXpqofaV3Gjh1rFy9eHOgwQk5GbhG/+3g1P27JYFjXRB45bzi9Un1bhGFPVgFzNqbTOzWeiX0aN7JDpFmUl8PcJ2D1h5DUDaY+CJ2GVe0/sAaem+R+znnPw6jLmzfOEGWMWWKtDZq7XfVHTe+T5Xu48+3lbm2f33Esw7omkVtUyvS1+4mJCGfq4I6NHnVeWFLG499sYPbGdAZ1TuS+0wfRJTm2CaIXCYDyMvjuj7DibUjoACf/CfqdFOioWj31RyIS6g7uzmX/1sN06pNEareEQIfjV3s2rOPH96ZRkJPN8BNOZvRp/8/eXYe3cWUNHP5dmRliO4nDzMycNG3TlLkpptztlnHbha+72+0Wdou75S0zt2lTTsPMzOzYMdsxg3S/P0YGWbKt2LJGss/7PH6qGc2Mj1LbVzpz7znnAFBeUsyrt86lvKQmYRgYHMLwWWcx5Yq5WCzeaWZX35gkdSeER7WLDOHlq0Y16dxOsWFcPrZpMzqE8AqbFfYvhMoSmHA7TL3f9XHHNrjYt16SgkJ4yKajeU775m1KZXCnGCJDArlgROdmf4/QoAD+fPZA/tzsKwnhAywBcPqjxpcQQgjhJQmdI1t9MrBKp34DuOTP/6CyvJyDm9dzcOM6ug0bQc6xFIeEIECHXn2YdtX1JkXqSJKCQgjhDmsFvH02HF1lbMf1gBsXQISLWa1dJ4CyQO0Cs90neSdOIdqAcT3a8dbyQw77Xlt6gJzicv59yTBzghJCCCGEEG1aSWEBH/35fnLTjKYqHfv048I//o3QyChKCwuqj+s8cHB9l/A6KXAlTPe/pQc45elFnP/icpbskQ6uwkft+bEmIQiQexA2vuv62ITecMFrEN/TqDc4408w6ALvxClEKzV/SxpnPr+UWc8u4URpBQ/M6kdonaXBn69P4UBmYT1XEEIIIYQQouVsX/hLdUIQIG3vbvavW0OnfgOwBAZiCQig38SpjDv/UhOjdFTvTEGlVAFQb8FBrXV0i0Qk2pTvtqTyj/k7q7dvfHcdyx6cQVJ0qIlRCeFCWYF7+6oMvcT4Eq2CjInm2nX8BHd8tIGqRsMPfr6FT2+ZwNS+ify8I93h2ILSxjveCyGEv5LxSAghfFdZnWXCANt++5mUnduqt3NSUwgMDvZmWA1qqPtwFIBS6u/AceA9QAFXAlFeiU60enVnBpZX2lh1MIdzhyWbFJEQ9eh3pjHrr9CegAgMg6FzzI1JeI2MieZatjerOiFYZcmeTC4f25VfdqZT1TNtSKcYhnaO8X6AQgjhJTIeCSGE7xo4ZTrrv/uKirJSAMJjYsnPdLyBnXnoAEV5uUTExpkRohN3agrO0lqPq7X9slJqNfBUC8Uk2ohjeSUuOzkO6CDvZ4QPCouFm36DdW9CRSmMuAoS+5odlfA+GRNNMKCj88SXAR2jmdE/iY9uGs93W1LpGBPGVeO7oZQyIUIhWpnMPRCRAOHxZkci6ifjkRBC+JjYDsmcdecDHNqygeCwcIadOpvf3n6NgqyayVCR8e0Ii/adSd3uJAWtSqkrgY8xpqpfDlhbNCrRqlVabdzz6Wa+3ZwKQKfYUFLzSgkLDuCumX3o016SgsJHxXSGmf9ndhTCXDImmmBS7wRumdaTt5YfwmbTXDamC7MHdwBgfM92jO/pouGPEOLkFWbA+xfB8S0QEGyMeRPvMDsq4ZqMR0II4UPyM9L58vFH7MuDQzjluluITkxixtwbKcjKJOPQfiLj23HG7+/BYgkwO9xq7iQFrwCet38BLLPvE6JJfth2vDohCHAsr5SnLx3GWUM6EhrkO78cQgjhgoyJJnl49gDumtkHq00TFRpkdjhCtE5LnzYSggDWcvjlERh8EURLWRcfJOOREEL4kOWfvEdOagoAleVl/PbWq/QdP4mYpA5c/eTzFJ/IJzQy0qcSguBGUlBrfQg4r+VDEW3F4ewip30ZJ8okISiE8HkyJporPNide5lCiCbL3u+4ra2Qe1iSgj5IxiMhhPAtecfTHLYry8sozMkmJDwCgPBo36x7bWnsAKVUZ6XUV0qpDKVUulLqC6VUZ28EJ1qnmQPaE2CpqfkUaFGcOiDJxIiEEMI9MiYKIVq1AWc7bkclQ6dR5sQiGiTjkRBC+JZeY8Y7bMcndya+UxeTonGfO7fc3wI+BC6xb19l33daSwUlWrcBHaP539zRvLH0IErBjVN6Sh1BIYS/kDFRCNF6jboWKsth62fG7MAZf4TAYLOjEq7JeCSEED5k7LkXoZRi35qVxHZMZtKlV/lFAzyltW74AKU2aa2HN7bP14wePVqvW7fO7DCEEEJ4mVJqvdZ6dAtd+6THRBmPhBCibZLxSAghhK+ob0xqdPkwkKWUukopFWD/ugrI9nyIQgghhM+TMVEIIYQvkPFICCFEs7mTFLweuBQ4DqQBF9v3CSGEEG2NjIlCCCF8gYxHQgghms2d7sNHgHO9EIsQQgjh02RMFEII4QtkPBJCCOEJ9SYFlVIPaq2fUkr9B3AqPKi1vrNFIxNCCCF8hIyJQgghfIGMR0IIITypoZmCO+3/lWq0QggBUFkGu76DsgIYcC6Ex5sdkfAeGRNNtuZgDttT85nUO4G+0rFeCNF2yXgkhPB5afvzyTh8gk5940joHGl2OKIB9SYFtdbfKqUCgMFa6we8GJMQQvgeayW8NRuOrTe2f/sH3LQQYruYG5fwChkTzfXMz7t54bd9AFgUvHD5CM4emmxyVEII4X0yHgkhfN26Hw6x+psDxoaCU+cOoN/4juYGJerVYKMRrbUVGOWlWIQQwnft+7UmIQhQlAnr3zIvHuF1Miaao7TCymtLD1Rv2zT8154gFEKItkjGIyGEr7JZbWz48XDNDg3rfjhc/wnCdI02GgE2KqXmAZ8BRVU7tdZftlhUQgjha6zl7u0TrZ2MiV5m0xqrzbFsVrnVZlI0QgjhM2Q8EkL4HK3BVud9m7VC3rf5MneSgvFANnBKrX0akAGnjSoptxIWHGB2GEJ4V5/TIb4X5Ow3toMjYcQ15sYkzCBjopeFBwdy2ZguvL/qSPW+6yf1MDEiIXxAeTEEh5sdhTCXjEdCCJ8TEGhh8NRObF5wtHrfsJlSbgnAZrWitSYg0J00nPc0Go3W+rqmXFgpFQosAULs3+dzrfUjSql44BOgO3AIuFRrnWs/52HgBsAK3Km1/sm+fxTwNhAGfA/cpbV26rYlWtbBrCLu+ngjW1Ly6dc+iufmDGdAx2izwxLCO4JC4aYFsOlDo9HI0EshvqfZUQkva+qYKJrn7+cOZmyPduxIPcGUPglM6p1gdkhCmOP4NvjyZsjYDskj4ML/QUJvs6MSJpDxSAjhqyZd3JsOPWPIPGI0Guk6qJ3ZIZlu9Vefsuabz7BVWhl2+plMu/oGlFJmhwU0UlMQQCnVVym1QCm1zb49VCn1ZzeuXQacorUeBgwHzlBKjQceAhZorfsAC+zbKKUGAnOAQcAZwEv2IroALwM3A33sX2e4/xKFpzz85Ra2pOQDsDu9gPs+3WxyREJ4WVgcTLgNpj8kCcE2qhljomgGi0Vx7rBkHprdXxKCom37+lYjIQiQuhG+vcvceIRpZDwSQvgqpRS9RyUx4YLekhAEju3eybKP36W8pITKinLWz/+avauXmx1WtUaTgsDrwMNABYDWegtG8q5B2lBo3wyyf2ngPOAd+/53gPPtj88DPtZal2mtDwL7gLFKqY5AtNZ6pX124Lu1zhFetNWeEKyyI+2EU50nIYRo5Zo0JgohRLPZrHB8i+O+1I3mxCJ8gYxHQgjhB9IP7HXad/yA7zTNcycpGK61XlNnX6U7F1dKBSilNgEZwC9a69VAe611GoD9v0n2wzsBR2udnmLf18n+uO5+V9/vZqXUOqXUuszMTHdCFCdhQi/HLP/Y7vEEWHxjyqsQQniJW2OijEdCCI+zBEC3SY77ekwxJxbhC2Q8EkIIP9Bl4BCos1S468AhJkXjzJ2kYJZSqhfGLD+UUhcDae5cXGtt1VoPBzpjzPob3MDhrrJLuoH9rr7fa1rr0Vrr0YmJie6EKE7C4xcOZdag9sSGBzG9XyLPXDbM7JCEEMLb3BoTZTwSQrSIC16F3qcZ5Sz6nw3nvGB2RMI8Mh4JIYQfSOzWgzNuvZu4jslEJyYx/Zqb6D58lNlhVXOn7cltwGtAf6XUMeAgcOXJfBOtdZ5SahFGLcB0pVRHrXWafWlwhv2wFKB2W5rOQKp9f2cX+4WXJUaF8OrVo80OQwghzNTsMVEIIZostgtc9bnZUQjfIOOREEL4iUHTZjJo2kyzw3CpwZmCSqkRwEjgDiAR6K+1nqy1PtzYhZVSiUqpWPvjMOBUYBcwD5hrP2wu8I398TxgjlIqRCnVA6OhyBr7EuMCpdR4ZbRnuabWOcILSsqtrDmYQ05RudmhCCGEaZozJgr/VDX+ZReWmR2KEEJUk/FICCH8X35GOql7dmKzWU2No96Zgkqp/wOuAtYDTwGPa61fP4lrdwTesXcQtgCfaq2/U0qtBD5VSt0AHAEuAdBab1dKfQrswKiHcZvWuupf51bgbSAM+MH+Jbxg/eFcbnhnLXnFFQQHWnjqoqGcP8JlSUchhGi1PDAmCj+z6Wge1721htziCoIDLPzzwiFcPKpz4ycKIUQLkvFICCH839IP32bNvC9Aa+I6duKS/3uMqPgEU2JpaPnwZcBwrXWxUqod8CNGlyu32DtgjXCxPxtwOW9Sa/0Y8JiL/euAhuoRihby+Pc7ySuuAKC80sbfvt3O2UM7EhjgTjlKIYRoNZo1Jgr/8/j3O8mtGv+sNh79bgfnDksmOFDGPyGEqWQ8EkIIP5Z3PK06IQiQm3aMtd98wSnX3WJKPA29sy3VWhdDdSJP3gW3QWn5pQ7bucUVFFeYO71ViFalJA8ydlUPCsJnyZjoo/KKy9mXUYD28O/Q8ROO419+SQXF5U6NPYUQwttkPBJC+LziE+XkpRebHYZPKsjJcvrsV5BtXnf4hmYK9lJKzbM/VnW20Vqf26KRCZ9wzrBkXlm8v3p7Rr9EokODTIxIiFZk7Rvw0x+hshQS+hnF42O7mh2VcE3GRB/05rKDPPHjLsorbfTvEMU714+lfXSoR659ztBk/rtwX/X2lD4JxIYHe+TaQgjRDDIeCSF82sqv9rPxlyNom6Zj7xjOum0YIWHu9LhtG5L79ic6MYkTmRnV+/pPmmZaPA39nzmvzva/WzIQ4ZvuP70v7SKCWbI3k4HJ0dw2o7fZIQnROhTnwI8Pg9XewCBrNyx6As5/ydy4RH1kTPQxmQVlPP7DTiqsxp3WXccLeGHBXh67YIhHrn/PaX2JDQ9i8Z5MBnaM5vcy/gkhfIOMR0IIn5WVUsiGn2p6HqXty2frwhRGn9ndvKB8TEBgEJf+3z9Z/fVnFOXm0H/ydPpNmGJaPPUmBbXWi70ZiPBNgQEWbprak5um9jQ7FCFalxOpNQnBKtn7XR8rTCdjou85lldSnRCscjjbc8tUAiyKG6f05MYpMv4JIXyHjEdCCF+Wn+n8Xiw/Q5YR1xWT1IHTb77D7DAAqUEhGrD+cC7zt6RxorTC7FCEaH2SBkJ8L8d9A842JxYh/NDg5Gg6xYY57Js1qL1J0QhhoopS2PkdHFgENpvZ0QghhGjDOveLI7jOUuEewxNNisb3lBYWsnvlUtL27TY7lGqysFu49MBnm/lsfQoAceFBfPa7CfROijI5KiFaEYsFrvoCFj0OOQdgwLkw/jazoxLCbwQGWHj/xnE8+8seUnKLOXtoMleN72Z2WEJ4V2Em/G8m5NmXavWYBld/BZYAc+MSQgjRJoWEB3H+PSNYO/8gpUUVDJycTE9JCgKQcegAn/7tYcqKiwAYPutsZl7/O5OjkqSgcGF/ZmF1QhCMjsOvLD7Avy8ZZmJUQrRC8T3gwtfMjkIIv9UjIYIXLh9hdhhCmGf9WzUJQYCDi2H/QuhzqnkxCSGEaNMSu0Zx5q1DzQ7D56z++rPqhCDApp/nM+bcC4lOSDIxKjeSgkqpvsADQLfax2utT2nBuISJCkornfadKJElxKKNyjkAy56DokwYdjkMlKZ+bZmMif4lv6SClxbtY/fxAqb2SeTaid2xWJTZYQnhOaX5LvbleT0M4X0yHgkhhG8rLSxk9defkn30MD1GjKasqNDxAK0pLza/3qI7MwU/A14BXgesLRuO8AXDOscwsGM0O9JOAKAUXD62q8lRCWGCilJ460woSDO2d38Pl38M/WabG5cwk4yJfuS2DzawbF8WAIt2Z3KitIK7T+1rclRCeNCwy2HN6zWNq6I6Qt9Z5sYkvEXGIyGE8GHznvknR7dvAeDgpvVOHYY79u1PQtfuJkTmyJ2kYKXW+uUWj0T4DKUUH940jvdWHibtRCnnDE1mQq92J32dCquNLzeksCe9kOn9EpnSR2oJCD9zeFlNQrDK1s8lKdi2yZjoJ7ILy6oTglW+3HAMAJuGS0d3pnNcuBmhCeE5HQbDjb/AxvchOBLG3AghUgO6jZDxSAghfFRRXm51QrDKkW2bGTBlOtqmSejSjeGzzjIpOkfuJAW/VUr9HvgKKKvaqbXOabGohOliw4O5Y2afZl3jgc828/WmVADeWHaQJy4cwhyZcSj8SXQnF/uSvR+H8CUyJvqJiJBAokIDHUpipOWX8NyvewF4d+UhfrxrKh1iQs0KUQjP6DjM+BJtjYxHQgjho4LDwggOC6O8pKR6X0nBCXYuXURYVDTTr7mRkPAI8wKsxeLGMXMx6lWsANbbv9a1ZFDC/+UWlTNvc6rDvndWHq7naCF8VNIAGFerI1RCX5hwu3nxCF8gY6KfCA0K4M9nDSAowKghGB4cQIVVVz+fV1zBN5uOmRWeEEI0l4xHQgjho4JCQpl21Q1YApzn4ZUUnGD3yqUmROVaozMFtdY9vBGIaF0CAxSBFgvlVlv1vrAgd3LQQviY2U/C2JuhOBs6jQJLgNkRCRPJmOhfLhvTlVP6t+dAZiF7Mwr589fbHJ4PC5bfZyGEf5LxSAghfNvQU8+g1+hxrJ33Bevnf+3wXGBwsDlBueBO9+ELXezOB7ZqrTM8H5JoDaJCg7hxSg9eWrQfgKAAxR2nNG85shCmadfL+BJtnoyJ/icxKoTEqBAGd4rh3ZWH2JNudH7rkRDBecNdlAgQQgg/IOOREEL4vojYOCZcfAUHNq4jNzUFgPhOXeg/carJkdVwp6bgDcAEYKF9ezqwCuirlPq71vq9FopN+LkHz+jPzAFJ7D5eyOTeCXRtJwXdhRB+T8ZEPxUREsi82yfz6850rDbN6QM7yExBIYQ/k/FICCH8QEh4OFc/8Rz7160Gpeg1ehxBwSFmh1XNnaSgDRigtU4HUEq1B14GxgFLABlw2qA96QWEBwewJ72A91cdISwogFum9WRo51iH40Z1i2dUt3hzghRCCM+TMdGPhQYFcPZQaRYk2hBrJaRvhcgOsP4tOLzCKIUx9QEIiTQ7OtE8Mh4JIYSfCAoJpf+kaQDYrFZWf/0Zh7dsJDIunjHnXUxi1+6mxeZOUrB71WBjlwH01VrnKKUqWigu4aMKyyq57q01rD2U6/Tcot0ZLHxgOklRjp0cP1+fwtsrDhIUYOH2Gb2ZOaC9t8IVQghPkzFRCNEybDZY+jRs+9zodD/zEUge3vTrZe6G9y+C/KOgAkBbjf2HlkLuIbj0HU9ELcwj45EQwi8Vnyhn+Rd7yThUQHLvGCZe3IeQMHdSU63Dsk/eY+03n1dv71y2iNHnXMi0q643JR53/uWXKqW+Az6zb18ELFFKRQB5LRWY8E0frj7sMiEIUFRuZdHuTC4d3aV638r92dz/2ebq7VveW8/P90ylZ6LcnRZC+CUZE4UQLWPNa7DwH8bjzF2QtgXu2Q5BoQ2fV58FfzcSglCTEKyy81uwWaV5ln+T8UgI4Zd+eXM7KbuMnEJeejEV5TZOv2GQyVF5zx4XnYfXffslg6aeQoIJMwbdSQrehjHITAIU8C7whdZaAzNaMDbhAz5cfYRnftlDaYWVqyd0o6C04RuPnePCHLYX7XGsc1xp0yzblyVJQeG7KkohbTMk9IFwWfounMiY2MJW7M/iL19v40hOMacP6sD1k7oTGx5MLxk3RGu392fH7eIsSN0I3SY07Xp5h+t/LrqTJAT9n4xHQvgoXVFB6fbtBHXqRGBiotnh+BSr1VadEKxyeFu2SdF4V97xNH58+VnyM9JdPp+fme6bSUH7wPK5/Uu0IbuPF/DHr7ZWb7+8aD+3z+jtcIxFgU0bjy8a2ZkJPds5PN+vfZTTdfskOe8Twicc2wAfXGJ8EAsIgXOeh+GXmx2V8CEyJras0gort32wgdxi4wbU/C1pzN+SBsBZQzvynzkjsFiUmSEK0XKSBsD+BTXbAcHN63w/8Dw4XvM+rnoJcXAUnPmvpl9X+AQZj4TwTWUHDnLkhhuoTEuDwEDaP3A/8XPnmh2WzwgIsBDbPpy89OLqffEdI0yMyHt+fPk5ju3a4fK50Khougwa6uWIDPUmBZVSy7TWk5VSBYCu/RTGOBTd4tEJU2044rxMuLCskleuGskHq48QFRrI76f3JjBAERYUQLd2xi+z1prVB3MoLq/kjEEdWDYyi683HiPAorhuUg8m9GrndF0hfMIv/2ckBAGsZfDjQzD4IggMNjcuYToZE73jYFZRdUKwrvlb0rh4ZGdm9E/y2PfLLSpn1YFseiVF0tfFTSwhvGrKfZC6CQ4vMxJ3s/4Bkc34eZ98n3GDa8+PkNAXJt0FxdnG41D5k+WvZDwSwrdl/ucFIyEIUFlJxtPPEHPeeQTExpoaly855er+/PzGdgpzy4hODGPaFf3MDskjTmRmkLZvDx379CU6wXn8Ttu7y2lf54GDiYiNZ/wFlxIcGub0vDfUmxTUWk+2/1feJbdRo7rFoRToWm83RneP44zBHTljcEeX51htmmvfWsPSvUZipUdCBF/cOpG/nDWQgABFdGiQN0IXomnyUxy3S/OgvBACZRlxWydjonf0SIggPiKYnKJyl88fyyvx2PdafziHa95YQ1G5UWvtnlP7ctepfTx2fSFOWng8XDcfCo5DaAwENfPDgcUCk+40vqrE92jeNYXpZDwSwrdVpqY5bOvycipzciQpWEvH3rFc/dhEivLKiIwLQSn/XwWyc+lCfnjpWbTNhrJYOPP2+6q7DVdJ7jeAlB3bqrc7DxzMZY884e1QnVjcPVAplaSU6lr11ZJBCd/Qt30UT1w4hA7RoUSHBnLHKb05e2hyg+cs2ZtZnRAEY9bHR2uOEBcRLAlB4fsGX+S43XN643UFrZWQtQ+sHmj0V5QNxTnNv45ocTImtozQoABevnIk/dpHERxgofZbxPDgAGYO8Nwswed+3VudEAR4ceE+8ktc/x4XlFZwJLvY5XNCeFxUB/cSgqUnjASiaNNkPBLCt0SfdabDdkj//oT07GlSNL7LYlFExYe2ioQgwJKP3kHbbABom42lH71b/Tg/Ix2b1crUK68juU9/AgID6TJwCGfcereJEddotKagUupc4GkgGaPVfTdgJ9B22sO0YZeN6cplYxp/f1FaYaWorJJ8F8u+8opdz/gQwufM+COExcK+X6H9YJh6f8PHp6yDT66GglSISIJL3obuk07++9qs8O2dsOlDQMHIa+DsZ6GVDJKtiYyJLW9cz3b8dM9UAJbtzeKdlYcICbRw89SedIxp3sypknIrJRVW4iOCnRKA5VYbxeWVxIQ53sB6Z8UhHv9hJ6UVNoZ1ieWNuaNJiAxpVhxCNNuSf8Pip4xSF71Pg0vfgeC2UZNJGGQ8EsI3xV19NSo4mIJffiW4Wzfa/e4Ws0MSXlBaWFBn+wTpB/cz7+l/ciIznYCgIKwVFaAUAydPZ9bv78biIw2/3Ok+/CgwHvhVaz1CKTUDkMr7otp7Kw/xxA+7KCq3Mql3O4elX8EBFi4Y0dnkCIVwkyUAJt5hfLlj/r1GQhCgKAO+uxtuX3vy33fnt7Dx/Zrt9W9B3zOg3xknfy3R0mRM9KLJfRKY3CfBI9d6Y9lBnv55N8XlVmb2T+L84Z3YkpJf/fzUvolOSceMglIe/W4HlfaOWpuP5vHiwn08co585hYmytwNvz1as73vF1j9Kky517yYhBlkPBLCBymliJszh7g5c8wORXjRkBmns/HHb2u2TzmdBW+8xIlMo9OwtcJ+M1prdixdSM9R4+g3YbIZoTpxJylYobXOVkpZlFIWrfVCpdSTLR6Z8AtrD+bw13k7sNoLDy7fl805QztyKLuYAAs8OKs/A5Ol3rFopbL2OW5n7zOKcJ7sDL/M3S727ZKkoG+SMdEPHc4u4h/zd1TXyF2wK4OR3eJ4+cqR/Lozg95JkYzqFsuj3+2gXWQwV4ztik3DmgM51QnBKvszi0x4BULU4mrMyNrj/TiE2WQ8EkL4pRPZJQQEWoiIaT0rL6bPvZF2nbuQumcXHXr1RWsbG3+aX+/xOalHvRhdw9xJCuYppSKBpcAHSqkMoLJlwxLeVlZpZeORPDrFhtElPrze4yqtNt5ZeZiV+7PYk17AkRznou/fbUmrboX212+38/2dUwgMcLt8pRD+o99s2PZ5zXbf2U1b8tvnNFj0ONVNBJXF2Cd8kYyJXmSzaTYezSMqNNCpO7DWmp1pBSRGhZAY1fCbyj3phQ5NswB2HS/gthm9mT2kI2sP5TDntVVY7QnAlxftp7isEquGoABFhbXm5NM8WNdQiCbpPhmCI41GWFX6nG5ePMIsMh4JIXxOWXEFGUcKSOgcSVhksMNzlRVWfnptG4e2ZqMUDJ7Wmalz+poUqWdZLAEMO+1Mhp12Jl89+TcObGh49VjPkWO9FFnj3EkKngeUAncDVwIxwN9bMCbhZfszC7ny9dUcP1GKRcHdp/blzpmuOzA+9v1O3lp+qMHr1f7ctSe9kDUHc5jY2zPLv4TwKWc/azQiObwSOo+CU//atOt0GmnUI1z5XyMhOPFOaC/LE32UjIlekl9cweWvr2JH2gkAzh+ezHNzRgCQfqKUq99YzZ70QgItiqsndOMvZw3EYnGdlB/bPZ6I4ACHxiLT+yZWP35v5eHqhCBAQWnN5+oKq6ZXYgThwYGcM6wjV43v5tHXKcRJC4+Hq74wbiYV5xh1aAdfaHZUwvtkPBJC+JQj27P54bVtVJZZCQiycNp1A+k1suZm6q4VaRzamg0Yi6u2Lkqh96hEkvvEmRWyx53Iymg0IRgSEUn7Hr3ITTtGWHQMoRGRXorOtUaTglrrIqVUB2AskAP8pLXObvHIhNf8Z8Fejp8oBcCm4YUFe5kztgtJUaFOx36xPuWkrx8e4k7uWQg/FBoNZ/7LM9cadL7xJXyajIne8/7qw9UJQYCvN6Vy+diujOvZjpcW7mNPujFLqtKmeWv5IX7adpx3rh9LnzozCgFiwoN467qxPP3zbrKLyrlkVGcuGlVT77a+rsNVhnaO5dnLhnvmhQnhCV3HwzXfmB2FMJGMR0IIX7P8i31Ulhk3YK0VNpZ9ttchKZiX4bzKMC+9pFUlBQODQ1AWS3UnYlfKigp554HbyTpyiMCgYKZcMZeRZ57nxSgdNbqmUyl1I7AGuBC4GFillLrejfO6KKUWKqV2KqW2K6Xusu+PV0r9opTaa/9vXK1zHlZK7VNK7VZKzaq1f5RSaqv9uRdUa+lb7SOqEoJVKm2a7ELXHYMbW6JV16kD2jO8S2xTQxNCCJ/S1DFRnLz0OmMTQHpBGQBHc53fVKbml/LY9zvrvd7YHvF8cssEfr13GrdM6+Xw3MWjOjUYy+kD27sTshBCeI2MR0IIX1OUV+awXZxfjq3WSowewxxXDwYEWeg6KN4rsXlLeHQMI2efU70dGBxCQGCQ03FZRw4BUFlRzuL336QwN8dbITpxp9DbA8AIrfW1Wuu5wCjgD26cVwncp7UegNEZ6zal1EDgIWCB1roPsMC+jf25OcAg4AzgJaVUVY/ml4GbgT72L6m+70EXjHD8MNS/QxT9O0RRVmll8Z5MtqTkVT/3xzMHEBJo/NgEKEWPhAiGdHJuJKKA924Yy2tXj2rJ0IUQwtuaOiaKk3TusGRqrwaODQ9imn3J7+zBHVyeczCraU1AzhnWiTMG1VwzOSaUqX0SGdUtjicvGsLsIR2bdF0hhGhBMh4JIXxK37GO7896j0lyKO3SrlMkw0/rQlK3KLoOiufcO4cRGee8OtHfTb/mJi5/9F/MuvVubnj+NfpPnubwfECQY61Fm9VKfvpxb4bowJ11nSlAQa3tAqDRVila6zQgzf64QCm1E+iEUf9iuv2wd4BFGAPYecDHWusy4KBSah8wVil1CIjWWq8EUEq9C5wP/OBG7MINl43pSmZBGR+vPUpUSCB/PW8QGQVlXPzKCo7aG4mcOyyZFy4fwcwB7Vn58Ew2p+QxKDm6eonx+S8uY9PR/Oprzh7SgSl9El1+PyGE8GNNGhPFyRvdPZ53rh/Lx2uOEhkSyE1TexATZtxpvWR0Fyptmke+2U65tWZ5xohmzEx/5epRfLbuKPO3ptE7MZLrJ/cgOTasuS9DCCFaioxHQgifMumS3kTGh5C6N4/23aMZcVrX6ufS9uXx7X83U1FqBQUTL+zdqpYNV8nPSGfjj99SXlLMkFNmERnfjlm33ElMUnv2rFxGYrceJHTpxtKP3qk+JzIung69Xfd08AZ3koLHgNVKqW8wekicB6xRSt0LoLV+prELKKW6AyOA1UB7e8IQrXWaUqpqkXknYFWt01Ls+yrsj+vud/V9bsaYUUjXrl1dHSJcOJpTzEuL9lNsL8B+49vrOHdEcnVCEGDe5lSun9yD4V1iiY8IZnrfRJbuzeLbzWlM65vAezeM4/++2c7y/Vn0Tozkb+cO4ssNKXy54RiJUSHcfkpveiWaW0BTCCE8wK0xUcYjz5jSJ9HlDabyShtHcoqpsDrWa8kvbbg2YG2rD2Sz8kA2QzrFMHNAe9YfzuGhL7ditWkW7c5k/tY05t0+iYW7MkHBmUM6Eik1coUQvkPGIyGET8lOKcRiUYya1Y2OvWMdnlv97QEjIQigYc23Bxg8tRNBIQHOF/JTZcXFfPSX+ynKywVg++LfuOQv/yA75QgBgUH0nzSNI9s2YQkMYtyFczi8ZQNR7RKYdOlVLpcYe4s7727327+qVFU1dq7k7YJSKhL4Arhba32igXKArp7QDex33qn1a8BrAKNHj3Z5jHD27ZbU6oQgQEFZJdtS8p2OyymqqRHwt2938PaKQwD806J4cFY/5m9No7zSRsaJMi5/fRX7MmqWcS3fl8WSB2cQGtR6fumFEG2SW2OijEct6/EfdvLW8kNO+3OL3EsKvrfqMH/5elv19u+m9SK/pMKhA3FafimnP7uY3GKjE/FLC/cx747JRIea96ZNCCFqkfFICOEzdixLZeH7u6q3J1zQi5GzulVvlxQ4vkerLLdRUWZtVUnBgxvXVicEAWzWSr7592OUFhY4HRvboSPXPfsKFov5r9+d7sN/a+rFlVJBGAnBD7TWX9p3pyulOtpnCXYEMuz7U4AutU7vDKTa93d2sV94SHx4sNO+Sb0T2Hosn6rPR8kxoUzsZRQGzSsu5/1Vh6uPtdo0ry4+QHllzYyN2glBgIyCMtYeypElxUIIv9acMVF4zvdb01zuv2R0Z5f763p9yQGH7bdXHOTaiT2cjqtKCAIcyi7mu81pXDFOZtoIIcwn45EQwpes++GQw/b6Hw8z4rSuKHtNwQETO7L8833Vz3cd1I7waOc8hD8Li4px2ucqIQiQdzyNzEMHad+zd0uH1ahGk4JKqdHAn4ButY/XWg9t5DwFvAHsrLPEeB4wF3jC/t9vau3/UCn1DJCM0VBkjdbaqpQqUEqNx1h+fA3wH/dennDHucOT+WD1EbYeM2YHjugay50z+zC5TwKfr08hPjyY6yf3qJ7lZ7VpbNrxRqN2PXnTQee4cLfiySwo47Ul+zmaU8LsIR04b3jDXSGFEMJbmjomiqbZl1HIlxtSiAwNZM6YrsRHGG8eO8eFk36iZvZ6SKCFpy4e6vZ4YVF1txVXj+/K/K2pDqUz6io4ieXJQgjRkmQ8EsK/WQsKyPv8C6zZWUSfdRahAwaYHVKz2Ky6zrbNYdnn8FO7EhYZxOFt2cQnRzL0FPdu5PqTroOH0mPEaA5uXAdARFw8RfV0FVYWC1lHD7Pm688Ij41jzLkXEZ1gzgQqpXXDyRyl1G6M7lZbgeqpYFrrw/WeZJw3GVha57w/YiT2PgW6AkeAS7TWOfZz/gRcj9G5+G6t9Q/2/aOBt4EwjAYjd+hGAh89erRet25dg69N1LDaNCv3Z2NRML5nO4cuQa7c++kmvtxwDACl4N7T+vL8r3uptLn+33LWkI68eOXIRuPQWjP7+aXsOl6TUf/XxUO5ZHSXBs4Swst2zION70FYPEy+B5L6mx2RqEUptV5rPbqFrn3SY6KMR02zJ72As19YVt1IJDkmlN/un05oUAAbj+Ry4zvryC4qJzw4gGcuHcYZgxvuEFxWaeXrjcc4lF2MBXhxUc2quztn9uHe0/pSVmll5tOLScl1nRgc3iWWr2+b5LHXKIRo3WQ8EkK4oq1WDl50MWW77Mttg4Lo9s47hI8cYW5gzbDxlyOs+KJmJuDIWd2YcEEvp+NOZJew/vtDZB0rJCwyiJ4jkug3rgMBgRZvhtuiju3aQXlJMZ0GDOKTRx4i49B+p2MGTJnBzqULq7ejE9tz/XOvtGhtwfrGJHdqCmZqreed7DfUWi/DdT1AgJn1nPMY8JiL/euAwScbg3BfgEUxuU+C28f/6+JhTOubyN70Qmb0T2RUt3heW3yAgrJKl8f3TnKvycjOtAKHhCDAVxuPSVJQ+I69v8CnV9ds7/sF7toMIW6VWRX+r0ljojh5j3+/06GzcGp+Kb/sSOecYcmM6BrH8odOYdfxAnomRrhV5+/3729gwS6jYolS8MfZ/bFqGNo5hkm9jfEvJDCAayd25x/zd7q8xqajeaTkFrs9810IIVqQjEdC+Kni9etrEoIAFRXkffKJXycFR5zWlXadIkjdk0dS92h6Dnee9Wazab55bhMnMmtuvh7elsOhLVmceWvrmeTcqf/A6sdz/v4k3z7zBAc31dyQ6Tt+EtYKx9UnJzLTObZrB10HD/NanFXcSQo+opT6H7AAqF6rU6tGoGiDAizKYZnWxiO59aeAMYq633NaXw5lFbF4TyY9EyOY3DuBuo1nEiKDCbAoh2LvSVEhHo9fiCbb/pXjdnE2HFgMA842Jx7hbTImesnh7GKnfUdyavaFBgUwvEusy3OPZBezcHcG3RMimNongaM5JdUJQQCtYfHeTD64cbzTuTdO6UlceDC/7c5gR+oJDmbV1MgNCbQQHSaNRoSfKyuE3d9DQDD0mw2B8j7LT8l4JISfsoSGOu1TLvb5m6j4UCLjQ4mMcz2uZBw+4ZAQrHJwcxYnskuIbhfW0iF6XVBIKOf/4S9s+eVHju7YSvuevRl55nksfv8Np2MjYuNNiNC9pOB1QH8giJqp6RqQAacVKyit4P1VR0jJLeasIR2Z2Lv+WYTP/bqH537d2+D1ggMsLNmTyQ3vrKXCXm/gmgnd+OOZA/jL19v4YdtxusSH89dzBnLbjN7857e9aG0kBO+Y2cejr02Ik1aSB8oCodEQ46L+RazMZG1DZEz0ktHd4ziQ5di0avbgDo2et2J/Fte+ubZ6lmFUqOu3OsEB9S9TuWhUZy4a1Zltx/K5+o3V5BZXYFFw/+n9pPuw8G9F2fD6dMg7Ymx3GAo3/AJB/v9htA2S8UgIPxU2dCgR06ZStHgJAJaYGOLnXmNyVM2zd106P7+xnapWA3Edw7nkoTEO3YUjY0ONiUR1Ko4pRataPlyXxRLA8FlnMXzWWdX7clMde+f2mzCFdp3N+UzpTlJwmNZ6SItHInzKNW+uYeORPAA+WH2EV68exaxBzh/GSsqtvLLYcY18cmwo5w5L5pXFNd0d75jZm5cW7atOCAK8u/IwP249TkahcXNzZ9oJfvf+elY+PJOLRnYiJbeEUd3iqhucCOF1NhvMvwc2vGckBcfdAlPug90/wPEtgIKxN0FH70/zFqaRMdFL7ju9H2sP5TrM1Ht+wV7+dfEwght44/jK4gMOy44LSl2Xtbh+snO34boGd4rh+TkjeGz+ToorKim32tBaO81yF8JvbHq/JiEIxli26zsYcrF5MYmmkvFICD/W5eWXKVq6lMqsbCJPmUFgXJzZITXL6nkHHJJ9uWnFLP1kN6dcMxCtNet/OMTm31KcEoIAAyYnExHTdmatZx05xOEtGxz2KYt5SVF3koKrlFIDtdY7Wjwa4RN2pp2oTghW+WjNEZdJwUqbzSHRBxAeHMhDswdw5pCObDicy+ju8QzuFFPdmKS2qoRgldziCi56eQXje7YjMiSQuPBgBiZHN/9FCdEUO7+B9W8bj7UVVv4Xes+EW5ZA2mYIi4W47iYGKEwgY6KXtI8O5dlLh3H+Syuq932zKZVxPdpxxbiu9Z5XUWmr9zmH4+yJw4wTpTz54252pOXTLiKYsT3iuXBkZzrHhZNfUsGt76+nqNwKwL9+2k1iZAiXjpHZwcJPVZS62Fd/x23h02Q8EsKPKYuFyGnTzA7DY0oKyp32Hd5hdN7dvjSV1fMOOj3ffWg7hk7vQucB/p0QbciBjWtJ27OL5H4D6TF8FADWSucb1tbKCqd93uJOUnAyMFcpdRCjXoUCtLS7b70iQ5x/LGrvs9o0u46foFNsGLHhwVw4ohOfrU+pfn7uhG4ADO0cy9DOsdX7r5vUnQ1Hcmmk4TXbU0+wPfUEAP9duI+3rxvDlD7mtOcWbVy6i/fZ6Tug1ymQPNxz3yf/GBQcN65pkZmxPk7GRC/ak1HotG/38RMNnnPtpO6sOpjd6FgTGRLEmoM53PbhejJrvZFdti+b15Yc4NnLhlNcXlmdEKyyeE+mJAWF/xp2mXGDq8z+exTVEQacY25MoqlkPBJC+IwuA+PZvz7TYV9goIUfX9tGQY7rm0/BoYF0GWhOHT1vWPnFR6z49IPq7clzrmHcBZeS2L0HAUFBDs1GwqNizAgRcC8peEaLRyF8Spf4cK4Y15UPVxvLS6JCA/n99N4ArNqfzdy31lBWaUMB95zWh8cvHMLYHvHsTCtgat8EpvdLwmbT/HfhPr7dnErH2DAenNWPs4cm0zEmlH/9uJtVB3PcisVq07y1/JAkBYU5ep8KS56q2VYWIyHoSQv/CUv+BdoG7XrDNfMgplPj5wmzyJjoRSO7xmFRUKv3FNP6OY4Hafkl5JdU0L9DNIVllXy3JY1Ai8Jm01RNZLcoCA60UFphzA48pX8SucXl/O699a5WsVBYZuWmd9cTFKCcSt/07yCdxoUfi+tuzHbf9AEEhMDIq41Z78IfyXgkhPAZp84dyPF9KynKr7nReiKrlBNZLmao23Ud1M4boXlFRVkpSz98h0ObN5DYtTvTrrmB9fO/djhm3fyvGXfBpWQdOezUffjw1k3eC7aORpOCWuvDAEqpJECqELcR/7xgCGO6x7M9NZ9rJ3anc1w4Vpvm9o82UGZfmqWBZ3/dy7WTenDJaMdZE2+tOMQzv+wBYG9GIduP5bH8oZmM6hbPW9eN5a6PN/LLznSCLIpKm3b4wFdXoEVqNwmTdB0HF7xqzKqwBMLke6D9wMbPc1fuYVj8FNUph+x9sOxZOOvfnvsewqNkTPSud1YcchgfOsWGckr/9tXb//huB28uP4hNw7DOMQzuFMO3m1OdrmPT8K+Lh7I9tYBxPeKY3i+Ja95c4zIhWFuFVRNgUYQEKIorbJw6IIkbpjRei1AInxbfA075s9lRiGaS8UgI4UsCgwO45p8TObQ1m/RD+Wz48Ui9x4ZHBzP81K70G9d4Azl/sfj9t9j883wActOOkZ+Z4bRMuCqrEZWQiFIWtK4peZOfmU5ZcREh4RHeCrlao0lBpdS5wNNAMpABdAN2AoNaNjRhpn/9tIsXFxoNRD5bl8JFozrx2boUp4LtWkNmQVl1N0abTbNoTwYfrDrscFx2UQWLd2cwa3BHwoIDeO2a0aw/nMMlr6xsMCGogJum9vToaxPipAybY3zVp7wY1rwKGTuh92kw9BL3r30iFadqu/lHmxSm8A4ZE71r4e4Mh+1jeaVkFZaREBnCjtQT/G9ZTX2azSn5HD9R/93oOz7aBMAXG0L49JYJhLnZxMpq05TYNIlRIVw4sjPhwe4sshDCD218H7Z9CYn9YeLtEJ1sdkSiATIeCSF8ic2mWfThbnauSHPZTKRKWGQQXQa1I7Fb61p5cXDjOoft9AN7nZqHxHboSHlJMfvXriIkMpLSgpqSONpmozA3xzeTgsCjwHjgV631CKXUDODylg1LmCmzoMyhc3B+SQVvLjvk8tiwIAs9EyIoKqvkuV/38MWGY+QUORcZBXhj+SFmDe4IGM1Mrn5jTYMJQTC6Q47p3nrrDIhW4PPrYc8PxuMtn0BRBky4zb1zO4+GmK6QX+tO2uCLPB+j8CQZE71k1YFsp/EkKSqE2DDjJlRKbrHTOZEhQaRT5rS/tsyCMl5dvJ9bp/di2b4siuvUDHRF28+755NNTOjZjriIYPdfiBD+4MPLYM+PxuP9C2DrZ3DnRgiJNDcu0RAZj4QQPmPXyjR2Lk9r9LiSwgp2r0xj96o0Zt8yhJ7DW0eZsIQuXTmRmV69HRIeQVlxkcMxJQUFvPfQXeQdd/53SujSjfjkzi0epyvu9D2u0FpnAxallEVrvRAY3rJhCTOdKK3A2li2DmgXEcw7149FKcXDX27l9aUH600IAqw5mMPQv/7EgL/8yO8/WO/WB7GgAPNac4s2xFoBK/4DH11hLN+tbDipUK0oqyYhWGXj++5/34AguPZbGHE19JoJ578CQy91/3xhBhkTvaCs0sptH2xwGCdCgyw8dfFQAu3jwoRe7YgND3I4755T+3DWkI4EBSiSokLqvX52UTkJkSGcObgjQzvHcOEI9+p4llXa2J1e0IRXJEQz5R2Fd86Bv7eDN06HrL2eu3bmnpqEYJWiDNj7k/E49zBk7fPc9xOeIuOREMJnpO7NO7kTNPz27k7y0p1v8vqj5H4DHLaVxUJYtGPzkLzjqU4JwZj2HRg84zQufPhvKGVO2TR3ZgrmKaUigSXAB0qpDMC5h7JoNXolRjKqWxzrD+dW76tbaP1/14zm1IE1dZ1+2n7crWufsC8/Ppjl/Mt/3vBkvtnkWAuqb3u5Qy284MeHYe3rxuPd843afue92Ph5laVGrUFbrT+JYSc5szWuO5z335M7R5hJxkQvOJJdTHadm0y9EyOZ3i+pejsqNIiPbx7Piwv3k1dcziWju3D2sGTOHmYseSytsDLy0V9c3oA6f3gyF7+ygvQTxg2ALSn5RAQHOHUaris4wMLgTuZ1hxNt2Ld3wcElxuOjq+GrW+Cm307+Ops/gZ3zjLqCk+6GiAQoryfRHRINX90Kmz80tnvNhDkfQpCUr/MRMh4JIXxGp76x7F7lXk6gSllxJT++vo05fx7bQlF5T+runQ7bpYUFdBsygsNbNzZ43vDTz2L02Re0ZGiNcmca1nlAMXAP8COwHzinJYMS3rc/s5DXlxzg5+3Hsdk0b147hrtP7cMFIzrxylUjeeayYfRIiKBjTCgPz+7vkBAE6NYuvFnff0inGJ6fM4JzhnasLsA5tFMM5w6TejbCC7Z84ri96SPI3N34eZ/f4JgQtATDjD96Njbha2RM9IJu7SJIiHRcojvaRSmJ/h2i+c/lI3j9mtFYFHyxPoWCUqObW2hQAPee1peqm66BFsWUPgm8fd0YwoIDqhOCVSb0bEevxIbruLSLCCYyRGoKChMcXeO4fWw9WOvJ/+Qehk/nwovj4ee/1Mx+X/cWfHUz7PrOmB3/vr1cRfJIaD/Y8RrtBxuFo6sSgmAsK978kWdej/AEGY+EED6j75j6m4aEhAcS1yGcqATnm0rZKYUsfH8nuceLXJzpP2Lbd3TYVspCz5GjnY6rXWcwJCISm7WS3LRjLR5fQ+p9Z6uU6g2011ovt++yAe8opaYCsUB2y4cnvGH5viyufWsNFVZjLuAFIzrx7GXDufvUvg7HXTCi/jXufz9vMLe+v57c4grCgwOYNag90/skcdenm9yKocJqI7eonEW7M6tnJG45ls/Ha49y1fhuTXlZQrgvMgnKagq9oq3w0ni46A0YfKHrc3IPwdFVjvuS+kP3SS0WpjCPjIneFRxo4dxhyby5/FD1vlAXjUFS80r4bVc6byw7xMEs481k8s+hzLtjMgmRIdw4pSczB7Rn9/ECxvaIJ95eC3BrSr7Ttfp0iOJ/145h+b5Mnvl5D+uP5Lk8RghTdBlrJOWqdBoFAfW8jf/4CkjfZjzOtM9cOP1R5xtgaZuMG2CJ/eDa+bD6VUhZA71mwLjfw/q3nK+de6i5r0Q0k4xHrUxZgZGAD402OxIhmsUSqAiPDqb4hHM5sfjkCM783VAqyq28+8cVTs/vWJbG/g2ZXPHX8YRH+2fd5rHnX8LRndvIPHQAS0AgEy+9khGzz6UoL5dNP3+PtaICa2UF2mZ0HA4ODaOsqJClH77D8k/e59z7/kSvUebMmGxopuBzgKv1BMX250Qr8eqSA9UJQYCvNh4jNa/E4ZiDWUW8tGgfn69PobTCeXnV+J7tWHjfdP5wRj+evGgIfzprAM//5lzvxqKMulBxdepA7TpewI3vrKWgzPGu95+/3sYlr6wgs8DNGm9CNMXpj0FAnfpj2gZL/lX/OWFxEFjnble0e3XJhF96DhkTvaKs0sptH25wSAgCvLPiEOWVturtFfuzmP7vRfz56+3VCUGA1PxSPl1X08W7R0IEZwzuUJ0QBBjSOYZLRnV2OOa6Sd0BmNQ7kQQX9QgtQKe4UE7YZyIK4VXnPA89phklK7qMhwtec31cfkpNQrDKHnttwEjHVR5YgiC8nfE4LBam/wGu+gIm3A4WC/Q5HQLDao5XFhggE9F8wHPIeOT/tDbK1zzZA57qAfPvN/aJVqN4wwbyvviCssOHKVqzhor09MZP8mNKKaZf0Q9clMVL25fPJ4+tYctvR52ftCsrruTApswWjLBlRcTGcc2TL3Dt0y9xyyvv0GXgEFZ9+THJ/QbQqf9ArJWO7x/LS2vyLTarldVffVL3kl7T0BqY7lrrLXV3aq3XKaW6t1xIwttKyp2Xn9RuNLLpaB6XvbqSMvuHsc/XH+XjmycAcCCzkH9+v5Ntx06QfqK0epZfh+hQjp8odbhmu4hgZvRP4nfTevF/32xjxX7HG5nrj+Q51S4EWHsol2d+2c3jFw5t1usUol79zoA7N8HzQxyXA1eU1HsKoTEw40/w6yNGAjG8XdOWDhdmwG+PQvp2o17T1Acg0D/vkLVyMiZ6yYerjzB/i3NXtgqrjbNeWEpggIXfT+/Fx2uPOCQJa1u+L4sv1qcQFx7Mfaf3Y0Kvdg7PL9ubxbrDOUSHBjK0UwyPXzyE/yzYx7pDOSTHhmFx8YbWBny0+ii/bs9g8YPTCQ+WZcTCi2K7wNx5jR8XkWjUti3JqdmXaF/5Mf0hOLzCaCKCgml/MGoKNvQ9r/kGlj9v1NAdezN0dl4KJbxOxqPWYO8vsOqlmu21r0PP6TDgbNNCEp6T/sST5Lz9ttP+2EsvoePf/+79gLykx/BE5vxlLCu/3k/m4RMU59ckwgpzyzi4JavB88Oighp83h+069yVbYt+5aeXnzup8yrL62/Y2tIaekfbUBXhsAaeE36mvvpIWmuW7s3i+V/3VicEAVYdyOG9lYf4cPURdh53XZy6bkIQjG6Pn69P4ded6fz74qGs3J/tkAC0KLhtRm9eXXyAcqvjB71d9XwfITwmJhlGzoV1b9TsG39rw+dMuhMGnQ/Z+6HLOAhuQm3NT6+BIyuNx8fWQ2UJnP4P45p7foJ2vaD3acasDWEmGRO9ZGfqCZf7K22avRmFANzx0UanGedVLAqW76u66VTEtW+tYeXDM6tnCqbmlXDNm6upuve1bH82Z7+wjPwS44ZAfeNalczCMn7ens75bnYsFsKrAkPg3P/AvNuhJBcSB8BpjxrPJQ2Au7cYjUriuhtfABk74Zf/g5yDMPBcmP7HmqXJXcdB1w9dfSdhHhmPWoOM7S727ZCkYCtQmZtLzvvvu3wu79PPiLvySkL79fNyVN7TLjmSs38/jJ/f2MbetRkOz+Vn1D/hwhKg6Da4Xb3P+wNrZSUrPvuA9d993eixsR2SyTte02R1xGzzZuI3lBRcq5S6SWv9eu2dSqkbgPUtG5bwpgAXUyLST5Ty2Pyd/FhPV+G/f7uDClvTprjnFVfw2tKDTjMCzx+ezH2n9+P6Sd0547mlpNdaMjy1T2KTvpcQJ+XMf0PX8ZC2GXrOgD6nNn5ObFfjyx1F2cYHrcBQ2DEP8g7XJASr7PwWep8K718MNvvdteFXwvkvOV9PeJOMiV5yLN/xDaMCpvdNZOEexyUlucWul/HWHZrKKm28vfwQ955uzJZauCvD6ZiqhGBtEcEWispdz0RULmYSCuEzBpxtjCOF6RBXpy5zUJgxG6mKtRI+uATy7Uu6lj5tjFHTHvRauOKkyXjkD3IOwM7vIDoZBpzrvAqk5wzgb9SskVLQ6xQvBylagi4vh8r6G4EXLlnaqpOCOWlFHN6WRW7ayTUOsVk1qXvz6DrQfxODq778hDVff+bWsVUJwcRuPZh+zY10HTysJUNrUENJwbuBr5RSV1IzwIwGggFzeyYLjwoOcJyB1K1dOEEBlnoTgkCTE4JVNrko4L7zeAEVVhtxESHcdkpv/jZvB1atCQ2yMKGnc9dJITzOYoGhlxpfnlRZDl/dAtu/MupBRSbBiaouU3UWzcf3guUv1CQEATZ9aCxVjpGZSSa6GxkTW1xGQSkr65SW0MD6I7kuj48ODWJAxyhWH8xx+XyVhbszqpOCPRrpMFylvnEuLjyI0wfW32FPCJ8QFOqcEHQlc1dNQrDK3l8kKejb7kbGI9+Wsh7ePtNYdg9Gsu/qrxyPSR4OF/3PWJ6vNUy8Q5bntwIlW7dRtnsX4RMnULxipctjIsaP93JU3nNkezbfvbgF3cRcwYlM59WG/uTgxrUnfU7WkUMkdDG3sWq9SUGtdTowUSk1Axhs3z1fa/2bVyITXrFodwbfb3NM/j04q5/T8t2TMaBDFIdziiiuZ4bFOcOS2ZV2onoZWJWdaQX8uPU4sRFBvLRwP1Z7sd3SChuPfb+Lb++Y3OSYhGhU5h44vAySRxpv1Dxp84ew/Uvjsa2iVkIQQBvF3m0VENPF6BD540N1LqCNjsjCNDImeofN5jzTD+BEaSVJUSFk1Gk61a1deKMJQYDc4nK01qzcn82RnGKSY0JJzXd842nBqBtYpbzSOZALR3Ti7+cPJizYuROyEC2usgxS1p7cDPXGxHaFoAioqDWjI2lAzePMPVB4HLpOgAD/r/XUGsh45AdWv1yTEATY/5uxCqVjnZlAQy42vkSrkPXKK2Q+97yxERBA7GWXQYCF4lWrKD9wEAICiL/uWsKGDG74Qn5s4y9HmpwQBGjf07+7cLfr1IX0A/tO6hytNaVFhYTHxLZMUG5otEq21nohsNALsQgTbHAxY29vRiEHs4qIjwgmp8j9gpcf3zyO3klR3PHhRpc1mRQwrV8ih7IKqaznj8WDX2yhxEV34yM5xW7HIcRJ+/n/YMXzNdunPwYTb/fc9TN2Nvx80gA49W/QcxpYAmD87+HQMqOBCRjdHj31AVA0i4yJLWv1wWwCLcrlGFFeaePBWf14Y/lBsgvL6ZEQweQ+CWw9lt/odYMDLNzzySa+3mQs1XDVSGRS73iCgwJZsDPD+Um7W6f3qrcOrxAtKmsfvHuucVNJWWD6wxDVETa+D+Hxxsy+5BEnf93QaDj3BZh/H5TmQecxxsx0gO8fhDWvGo9ju8F130NM53ovJbxLxiMf5qqLsHQWbtVspaVkvVqrK7zVSunWrfT48gsAKjIyKPjxJypzcyjdtYvQ/v1NirRlNSch2Ht0IoldojwYjfdNvnwuWUePkHFoP6ERkQw7/Uw2/TSfsuKGl1Kn7NxOfLJ546u8s23jxnZ3Xpb78qL9Do1F3LX5aD7vrjzMygOOS7+uGd+N6LAgcovL+WD1kXrPDwsKcJkQBDhzSMeTjkcIt6x9wzEhCLD4KaPJiMVDs4H6nAarX6m1o86S4eNb4PPr4HdLjeRfv9lw02+w63uj0cjgizwThxA+bPm+LO76eFO9z+eVVPDUT7u5elxXbpnei06xYWxPPcHLi/Y3eu0DWUUcyKp5Q+bqPeuqg7lUWBt+M3vju+v47b7pLmvxCtGiljxVM8tc22Dh4zjMbT28HO7eCqExJ3/tIRcbN59KciHKvjQ+c09NQhCMGrjLX4Azn2rySxCizeg0ErZ9XrMdHOU8S1C0KrrSatQSrMVWUlMjOfXe+yhetw6A7Nf/R9c33yBi7FivxugNw2Z24dievCadW1JYfx1GfxHVLoGrn3yeE1mZhEfHEBgczLjzL+XY7h18++zjlJfU02jF5JsG0s6yjZvcJ4GHZ/cnotZSqKYkBKNCAnn8h118v9W5DmHXduHcP6sf2+rpKAkwtHMMCZHBTvtHdInh9hm9eeScgScdkxBuWfs/530VJTWz9Dyh96lwzgvQYQh0GQ9z3jeah9RWmgebPqrZTh4Bp/wJhs2RJVuiTfhlR7rL/XUTcB+sOUJIYABKKQZ3imFCT+eC1ON7xDuMa+5oLCEIcDi7mGV7Mxs9Tohm2/41/O9UeON02DUfTqTWOaDOGFWaD2/OgmcGwQ8PGUuNT0ZgSE1CEIwlw3UdXn5y1xSirTq8wnG7vABSN5gTi/CKgMgIYs47z2Ff3BVXAFCyfXt1QhCAykpyP2idXd17DEuk/4Sm1V3OSnFeaeivohMSCQw2chtBoaF0HzaSS//vcfqMm0jnAYMJiYisOTYxib4TzC2TJjMFBbdM68Xqgzn8tqv+JVO1BVrgmctG0DEmlB+2HicgQPH6kgMujw0NsjBrkPGHoXt8OJuP5rk8bnq/JABeWLC3et/MAUm8fvVoLDIjQ7SkoDDnfSOvbloibt+vsO83aD8Ihl5mdBquMmqu8VWlohQ2feB4viT/RBvW00UDkLOGdCAtr5QNtcYOm4bp/1pIfEQwfdpHuWxCcvspffhlx3HeWXm4yfFEhwZSadMUlzvOYD+aK+UsRAs7tgE+u5bqGeWfXG0sDz60tOaYiEQoqpOgripVsfplCIkybixVKc4xbnZFJLgXQ9cJRpvt2rMX6jYkEUK4FhzpYp9/L4sUjev4978RPmokpTt3ETFpIlEzZqCtVlSQ8/t7V/tai/Bo54k+7oiKDfFwJL7j2K4d/PrGS+SmHaPX6PFc9bs72b9+LcpiYcCU6YRGuPib4UWSFBQADOgY5XZS8LpJPTh3WDJgzPB7e/lBp2OCAhRnDenIdZN60CU+HIB4FzMBAXolRnDD5B5EhQSSGBnMkr1Z2GyajYdz6f9/P3LZ6C789dxBslxLtIypD8InV4LNPmW9/9lw5r9P/jpr34D599ZsH14B579Y//H9z4KkQZCx3diO7gQjrjr57ytEK3Hp6C4s3p3Jgl0ZWBScO6wT/7xwMD9uTXNICgIUlVspKi/haK7zMowBHaOIiwji+sk9+G5LGtn22riju8Wx8UhedROr2hQwtW8Ci/dkGdsKLhvTlYKScj5el+Jw7OmDpPOwaGF7f8GhxIS2QmAoXPCqMYMwrjuMuQHm3QlHVoAKcG5GdWChkRTUGr6/H9a9ZVxz6Bw477+Nl8cICDISG2W1Zm4EtN4PbEJ41KQ7Yc8PxgxeMG4UJ/ateT51I6x/x7gxPfYmiO9pTpzCo1RgILEXGSV/ilauZN/ps6g4epTIGTOImDaVosVLjOPCw4m/9loTI20ZpUUVrPp6f5OXD0+Z08+zAfkIa2UF3z77OEV5xk3sPSuXEhETyynX3WJyZDUkKSgA+N20Xry8aL/LOkt1vb70ION7tsOiFHd8tJHCMuf1/zatuW5SD4Z1ia3et9tF85G5E7rx57MHEhRgrGS/dEwXJvVOYOYzi6tvTr+36jADOkZzxThptCBaQL8z4I71cGCxMcOv82jnY3IPw/LnoOA4DL0UBl3gfMya1xy3N38EZ/yz/vpOQWFw46+w81tj6XC3iRCZ1NxXI4TfCg0K4I1rx7BgVzoPfbGVrzcdY8HOdKb1c3NmExATFsjOtALOemEZ5w1PZuED01m4K4N2ESF8u/kY6w47zyoEOG94Ms9eNpw5r61i9cEctIbXlx5gRr9Ep2OLy6wgEz5ES0p08cEosb8xXg2bU7Pv+h8gez9YAuGVyVBWq0xLhyHGf/ctcCyTsflD6HOqe7VqJ90Nvz1aa/uuk3oZQrRZ7QfBnZuMBH9MJ+hea2lg+g54YxZY7Uv8t3wCt68zGgaJVsFWVsaxe+7FmpcHQOFvvxE7Zw6dX3qRimPHIDCI4jVrCIiKJLhbN3OD9aAFb+/g0Nbsxg+sR+7xIpJ7x3ouIB+Rd/x4dUKwyrHdO0yKxjVJCgoAokKDGNU1jrX1fGCq69HvdnAou/4lVFYbPPXTLmb0S2LDkVxGdo1jWOdYVux3/EPxzsrDzN+axguXj+Ct5Yf4dWc6MaFBTrU2Nx/Nk6SgaDlx3WFUd9fPVZbD22dDvr1Jzu7vAQWDznc8ru4y5IAgsDSyNCA4HIqzYMHfobLUqDd4+UfyxlC0aa8uOkBmgfFhqaCsku+2uKhtVo/8kpqbVN9sSuWq8d04b3gnAH7d6bpmIUCHmFAKyypZczDHYf+qA85vbpftzaR7gvNSZyE8ZsA5MPwqI4GHgpHXQN9Zro9t18v47/kvwXf3QlGGcZOp81j45nYjKVhX5m734ph6P3QaBSnroOt46DGlSS9HiDbFWgE//wW2fgbRHeH0xxyf3/ppTUIQoDjbOHac78waEs1TceRIdUKwSt6nn1KZkYGtopzipcsAyHj6acJHjSJi0iTi516DJTTUhGg9w2bTHNrW9IQgwPYlqQya3MlDEZnDWlnBnpXLKMzLpe+4icQkdSC2QwfCY2Ipzs+rPi657wDzgnRBkoICgG83p7qsy1SfhhKCVTYfzWP5PuOPw/dbj5MUGcy4nvGsPuD4oSursJy7PtpIZqGxxCuvpMLpWmN7SJJEmOTo6pqEYJXlz0O/MyGw1pL4qQ/Ap9fULEOedJeR9GtIfgr8/OeapiZHVxkzEk/7u8fCF8LfHMou9Ni1ftuZwZjuxvgxd2J3vtl0jNxi5zHmtSUHiAyxUHeyfGmFc8Oh+VvTuGpCd4/FKIQTS4BRfuK0vwEKIpyb6TgZcA70nQ27voOvb3VudFBNQZ/T3Y+l1wzjSwjhnlUvGXU9wbjx+/GVcO8OCI029oW5+Eyz6UNJCrYiQd26gcUCtlrvIWw2Cn/7zfFAq5XiNWsoXrOGst276PTMM94N1IMsFkVMYhj5GfV013VDXrr/12z+8vFHOLJtCwArPvuAOX99kvY9e3POPQ/x6/9eIjctld6jxzF5ztUmR+pIug8LAP7y9TaHpcNKQe0SfuHBNT8qkSHu5ZILyxzr22QUlrOmTkKwSlZhudO+DjGhtIsI5vYZvblwpH/fNRB+LDrZeV/qBvjgYsd9/c+C29fC2c/CDb/CjD82fu3s/c5djrP2uj5WiDZiUHI9S+6b4LWlB9iRaiyp7JEQwW/3Teepi4cys7/jUn2bhn//vM/pfFcVNTYcyfNYfEI0KCLBvYRglYBAWPgYVLj6YKWMWX8Xv+G6TIYQHlJUVsmi3RkccWMCQat0aJnjdnkBpG2q2R55NUYl21rSNhsrU4Tf0+XlFC5c6JgQdMOJH3/CVtL0hJovGDTZxWemk6D8vH1A2r7d1QlBgMqyMjb++C0AnQcM5tqnX+KeD7/mnHsfJiTct1acyExBwZaUPKfZeVo7fhgKsFj4+vcTyCwso3diBDOeXtyk7+VGycJqt07rxdyJ3Zv0fYTwmHa9YOIdsOI/jvsPLoaU9dB5VM2++J6NF4v+7R+w+lUICIYp90J4O2PpSJV+sz0XuxB+6JLRXVi4O9Plc8EBinKr+yOJ1aZ54LNNvHndWKw2jU1rLh3dhb3pBSzY1bT4hnTyXNJSCI8rqGe5fftBcNNvrp8TwkO2puRz1RuryS+pQCl4cFZ/bp3ey+ywvCt5BOz9uWY7IMRoLJd/zFhNUpqP0yei0GjH1SfCL1VmZnLoyquoOHKk3mMsUVHYCpzr7KvgYFSwf/8M7NvgXtPS+rjoA+f3dJ3ksM1mJTf1GNGJSQSF+M5y8RZLCiql3gTOBjK01oPt++KBT4DuwCHgUq11rv25h4EbACtwp9b6J/v+UcDbQBjwPXCX1q3xR8Y8qXmN35UoKK2kW7swhneNBeCWqT14dYlz1+GmcvU/9MPVR+idFMmk3u4XmReiWbZ/Bdu+gJguxvLfKHuX0dP/ATmHYNe3jsfXneVXn/Qd8M1tkLbRccT76Y9w4f+M71mQZnSnG3mNR16KEP7q1AHtCQpQVNRJ/rWLCObOmX14ZN72k7re9rQCxv2zpq5agFIEBbq+HR2gjCUwdb93lciQQG6cIl0ihQ86tsHoONx1Auz9yfG5sDg462lz4hJtyrO/7iHfPtFAa2P71AFJ/O3bHaw8kM3gTjH86+KhxIUH8+ri/aTklnDm0I6cO6x5M4x8yqS7IWsP7JgHEYkw65/w859g88eAhs5jnM9JHuW8T/idnPc/cEoIqrAwVGAgtoICAhMTSfzDg5Ru3ETuBx84HBc+YTwqoJGu8D6uILu0WecrP1/D2rF3PzoPHEzKjm0ABAYFM+KMc6qfzzx8kK+e+jsFWZmEREQw+7Z76TVqnFnhOmjJmYJvA/8F3q217yFggdb6CaXUQ/btPyilBgJzgEFAMvCrUqqv1toKvAzcDKzCSAqeAfzQgnG3OZN6JxAXHuSyzlIVBUSH1dy9ePjMgRzLK+W7LWkei8OicFjCvDu9gKvfWM3HN0+QmoKi5W39HL64oWZ73wL4/SqjJgjAlHtg3y9GQxAwPni5uwTrixsho55ERmkeXPFxk8MWorUJDrTQMSaUIzmON6wqbfqkE4KuWLXGWuE66XfV+G48cs4g/vz1Vj5cc9Tp+cKySu79dBNDO08jOTbMxRWEMMHmT+CrW6i+xdppFKRuAm0v41JWBOH2G6zlxbD4SaPmYOfRMP3hmlpnQjRTVZOoKuWVNv767fbqGuObj+Zxx4cbUEqx67gxW+rH7cepqLRx0ajOXo+3RQSHwyVvG8uBA4Jgz0+w+aOa51PWQnCUsay4yoTfez1M4XnWHOcyWbqigvAxYyhasoTKzEzS7n+AuLnXYImOxnaipmN80dJl2EpKsIT573uLmKRwSgryGzxGKeg9tj17Vzs3f+s1MsnFGf7loof/zu6VSynMzaHv+EnEdai54bHo3dcpyDJWwpQVFfHL6y/SY8RoLBbzk8Etlo/VWi8B6v5mnAe8Y3/8DnB+rf0fa63LtNYHgX3AWKVURyBaa73SPjvw3VrnCA+JCg3i01smEBtWf6fUS0d3IcCi+GjNEc58fikzn17E4ORo/n3xUEKDPPNj1CcpisHJjm9MbRq+2XTMI9cXokGb6yTmsnYbM/uqdBoFv1sOp/wZzv0vXP2Ve8UvyovqTwgCdPGNO0RC+JJ7T+vntC/fRRMqT7pybFceOWcQFovir+cO5r7T+jK5dwJju8c5HFdcbuWn7e53RBaixS1/Doc1F7UTggC2cmMmPMD3DxjHp6wxGiJ8UysZcXwrfHYtvHt+zfFCnISL6tQAH9sjnp1pjksld6cXVicEq3y1sRW+1w8MNt4n5ux3fm7YZTDsCugzCy59D/qc5v34hMfFnH+e82eDykqKlixx2JX7zrvOS4grKylaUV+DKP8w/rzGV1JoDUe2Oncp7j06iVOu9q2OvE0RGBzMoGkzGXf+JdUJwfQD+9iy4EeyUhxvNhfl5lBR2rzZlZ7i7ZqC7bXWaQBa6zSlVFU6uBPGTMAqKfZ9FfbHdfcLD8strqC00lrv84EB8MGqw/zp623V+574cTfT+iVw+diuvLX8UJO/d3hQAMUVVnanO9dXAEiMCmnytYVwW1R7x21lgYg6d6wSehtdhk9GZRmoAMcPaJZAY0nJtAeh49CmxStEKzbCXqqiMd3ahXO4icXsFcZ7d5uGkEALHWND+WrjMSJDAzmlfxITe7ejsLyS1FznEhtJUb5TB0a0UWtehzWvQWAolJ1o/PiqMW7nPMf9u+aDzWpc4+2z7PXOMJYih0RBxxFgq6gppyFEA66d1IPosCB+3ZlOr8RIbpzSk/s/28wvO2pmBfVJimR/ZqHD6qCk1vpeP3s/7PrecZ+ywIirIXm4KSGJlhM+ahQBcXEuZww6cVENLTCpvYsD/UenvnGERARSVlTZ4HFlxTXPB4cFMOGC3gye2jpTPGu++ZylH75tbNRJGHceONhnGo74SqMRV9NtdAP7XV9EqZsxlhrTtWtXz0TWBny7OZU7PtrY4DEfrD6Kwnkp1eLdWfzfWYP4bkua05IBdwzoEMnO44X1Ph9ogRFd4+p9XgiPmXIf7PsNClKN7Yl3QmyX5l935zzHhCDAuN/DrEebf23hs2Q8ap5Hv9vh3oEu3lSHBQVQUlH/TS4wGpbMndid15catXHLKm38++c91c93jA4l7YTru7dT+iRw+iD/fuMu/NzuH+D7+2u26xZiGnOjMdv9wCJju8t4GHKJ8TiuOxyv6Y5IbFewBBjHltZZ9vXjHyF7n1E/d9AFcOFrxnJI4Ve8PR5dOLIzF46sWQr8j/MHU15pY+X+bAZ3iuapi4fyzaZU/rtwH1pD++gQbj+ld4vH5TUleXBsvdHc55OrIKPWeBaeCOf9VxKCrVkTW+hGnTGLsCGDPRyM9yV1jeLoztzq7aCQACrK6n9PVl5iJWVnDoOmJKP8vf1wHdbKSlZ/9UnNDq0Ji4omOjGJpO49mTzHd+rIezspmK6U6mifJdgRqGpRkwLU/vTdGUi17+/sYr9LWuvXgNcARo8eLc1I3PT2ikNuHVffP2hQoOKHu6bw9cZj/Pe3fU6djBuyO73+hCBApQ2ufWsNr1w1ilmD5C61aEHxPeGuTXBkFcR0NroOe0JIlPO+UBf7RKsi41HT/bT9eHX9qcYcrlN3sEtcGEddzOyrKyQooMGxr76EIMD9p/cjKMDPq2EL/7X9K3v9wFq0zWhuEBwJHQZD3zOMD6Yp642bUp3H1HxQnf0UfHKl0fU+NKamAUlsN+fvlbW71vf9EvqcDsMvb5GXJVqO2eNR++hQ3rl+rMO++07vx0UjO3Msr4RR3eIIDTK/ppZHHFwCH10O5YXOq0QAijPh2zvg01xo1xsGXwKjr4NwqZ3eWgR360ZJtnvvYWpLuv8kVyL5qCmX9WX+S1vIzyghMNhCdEIo2ceKGjxn/8ZM3rx/GXOfmEhga/lbgNF5uLLcMS8SHBbG7NvvY+03n/Pjy88xePqp9B0/2aQIa3j7Xe08YK798Vzgm1r75yilQpRSPYA+wBr7UuMCpdR4ZaSOr6l1jvCQ4GZ+uCkoqeSlhfv5ZlPqSQ/qNjfemmgNbzdjebIQbgsMgZ7TPJcQBOh/NrSvc+dv3VtQ6sZyLyHamI/WHOGW99Y3OtOvPmn57tVmKSitrLfDcGOaGpsQzVZeBPPuNMpS1NX/LJj2APSbXZMA7DwKuox1nLnSbQLcswNuWQr37oLepxr7O42EsbdQvUinsSShEE1QYbXx3K97uOjlFby+9AD9O0QRYFFUWG1mh+YZvzxiJATBOSFYpTADrBWQsRN++zu8Nk3eE7YS1vx8yg8ebNK5RcuXeTgac0QnhFUv4qgst5Gd2nBCsEppUQXrfzjcgpF5X2BwMENOcawXOuSU0/n0bw+zffECDm5cx7fPPsH+9WtMirBGi80UVEp9BEwHEpRSKcAjwBPAp0qpG4AjwCUAWuvtSqlPgR1AJXCbvfMwwK0YnYzDMLoOS+dhD/v9jF6sO5zT5A9I5724nMp6snuBFkWlTRMSaKGssukDflCgzMoQPqiiFDZ/CLmHoP850GWM8zGBIdDvLEivqcdJQSpsfF+6zQlRx8drnctUnIz6xiJP6RgTytjuMqNDmCQ/xUX9QAXTHzKSf3VpbTTROrLCmC04/EpjqXBQqGM9W2ulMQMxLA6u+ARiuhhj14vjjHqCVd+n7+yWemWiFaqw2vhp+3HS8kqZNagDXduF89SPu6rLNqw/nMvC3RnkFhk/Y9dP7s4Ds/qbGXLzFTp3VG1U3hH45f9g3O8gyc9ffxt34qefsObmNn6gC5VZJz+70BftXn2cE5m1VmycxNuytP15Ho/HbKdc/zs69ulP+sF9dB08HKUUxfl5DsfsXrmUXqNcjOFe1GJJQa11fesLZtZz/GPAYy72rwP8f4G9D5vSJ5Ff753G4j2ZvLJoP6luzrSoUt+HsPZRITx96TAUivdXHeKH7U0YKDHuWV83sXuTzhWiRX18Oez/zXi84j8w5yPod4bzcRUu7pLt+7X+pGBZISx6HA7bP8id8idjmZcQrVxMmG/XK0vLL2Xe5mOcP6Jz4wcL4UnlxcbMosgOUFir+/Wku42koCsL/g7LnjEeb3gX0rfD7Cedj/vqZtj2hfFYWeCy942Zh1d8DMueM2Ymjv8ddB3nyVckWrmzX1hW3UTwqZ928cktE/hhW5rDMal5NZ85Xly4nzHd45ner06TN38y9LKa37mTsf4t4+v0x2Di7Z6PS3iFCg5280DlVBO5MiuzBSLyLm3TrPm2aTMlAYbObH01uC2WAAZNm8mgaUYKLPOw879PdIL5f/Nk+pUAoFu7CK6Z0J1nLhtOcIBninymF5Rx9RtruPKN1U1OCIJxg+HN5U3/AyNEi8jaW5MQBKOm05pXXR/bdbzzvoAG3jjMvw9W/hdSNxjX/Oa25sUqhJ+4a2YfQuqZGX7hyGQvR+PaI/N2oF00OBGixRQchxfHwmdzjYRgeDuI720kBE/5U/3nrX+rzvY7sPo1+PJmo4yFzQb5x2oSgmCMZStfhPQdRuORi9+CG3+BwRe1yEsTrdPLi/ZVJwQBKqyaZ3/ZQ1p+w00Jtx3Lb/B5n9dhSPPOX/SE6/IAwi9EnXIKKsKNbrIu3kPkf/U1FWlpLg72H+lHTlCU17Sf35CIQKLjW2kX8loSu/Vg5JnnVZf1SOzanZFnnmtyVL7TfViYbN2hHB78fAsHstxb9+8uT31sWro3i0qrjUAp7i7MkLnbSADGdoW4HpDY33VSLzDM9fl9zzCWY+XXWho57LL6v9+u7+pszzfeQLSyrlxC1NUhJpReiRHsSCtweu7LDfX2GfOq/JIKtqTkM6xLrNmhiLZi7f8cx4/ibLjoDeg1w+WHSwD2LwSbi5pmP9iL2W/5BHL2Q7CLxlfp2+HlCcbjgBC44lPoNb1ZL0G0Hb/sSOctFzfz1x7KwdpIiYcJvdq1VFjekbK2eedXFIG13Fi+L/zOsfvvRxc17bO0Li0l/fEn6PzC8x6OyntWfbm/yeeWFVVYRv6+AAD7OUlEQVTyzXObuO7JSVha0ef9itJSclJTaNe5K4U52VgrK5kx9yZGzj6XkoITtO/Z2ye6LktSUPDzjuPc/O56s8No1LzNqVw4UpZsiRZ0fCvs/hESesOAc43aSzu/g0+vcSwYHd8L5nxo1Gfa9IGxLzAMJt3l+roBQXDtfFj2rDHjY+glMOgC18dqDZFJkFOrM3dcD0kIijbhH9/tcJkQ9DW5xeVmhyDaEldNCA4ugW/vghOpMPhCOOd5CLLfmFr/tvGcA1WrPqDdhneh0ygX3y+v5rG1zCiVcd9uCI1uxosQbcGri/fz+A+7XD5XWtFwbfGzhnRkVDc/r9na3IYhgy+GEBeJeuHzylNSKFqytFnXKN2500PReF9BTinH9uQ16xqlhRXkpBWT0DnSM0GZ7ODGdcx/4V+UFRdhCQzCVmmMwV2HDOf8B/9CTFJ7kyOs0XrSsKLJHv1uh9khuKV7QrjZIYjWbPeP8OpUWPgP+OxaePssY//Sp507yOXsh5fGGzMorvwSzn4WzvwXLH4CProcjqxyvn50slGr6eASWPAo7Pre+ZiyAvjfTMg5ULMvNM64vhBtwI40/+jA2L+DJEeEF4240nF2enQnWPUK5B02En1bPjFuOlVZ7aKUxcTbIazOLKyweOgzq/HvX1FsfA8hGvHf3/Y2+dyjOZ5drWSKo6ubfm5EApz6V4+FIvxPxHgX5Yb8RGCwB9JKCqITQpt/HR/x6xsvU1Zs/F2rSggCHNm6iR2Lf6vvNFNIUrCN01qTfsL3a1f0TAhnZFc/v3sofNvK/xq1lKocWQnPDTXq+rmkYf2bUJwFHYbCvDuMJca7v4d3zzO6RNa26mVY94axNCT3IHx+HRTV6TS28QM4VmfW7nn/hZ7Tmv3yhPAHE3v6/tKxxMhgOsS0njetwg90HAY3/mp0J536AMx+CiqLHY+pvWwx0MXP54r/QFw3jPZtgAowEhDjboF+Z9r3K+g6EUJcNLYqL3TeJ0QdxeUulqy7Kbe4ovGDfF14Mz6rFGXBj3/wXCw+ZnXqai6adxFnfnkmH+/62OxwPC64c2eiZrlxk6Uh4f47ASY4tPkLUKMTQj1yHV9gs1kpaKB5TH5m0/sttARJCrZx/1t6kPLKhqfz+4LHLxxqdgiitasodt6Xd7jx845tgF//ikMFzcpS2POT43F17x5XlkLaRuNx6kajuPSBhc7XL8523idEK3X3qX3NDqFRmYXl7MuQBInwApsNdsyDRU+CtdLoHHzKn6HHVOdagHlH4e2zjaYhU+83kn51payheqxq1xvie8LuH+DC1+CveXDPDmNcKqvT7EFZ7IlDIRqWFN30Wnhp+aX+38TpzKeN35emqvvesZVILUzlpl9uYk/uHo4WHOWx1Y8xb988s8PyuA6P/F+zzs97/30PReJ9upF6oe4ICnYxbvkpiyWA3mNcz/xUykLfsRO9HFHDWkcqVjTZVxuPmR2CW15evI9xfjCDRPgpraGw/rs51YKjoLxOvbN9P0GOi+7Ycd0dt7uMdWwgEhACHYfbaxZeXWuWoqL6Q1tINPSb7d5rEKIVaB8TSo+ECA56uOmVp32y9gh/Omug2WGI1u67u2HDO8bjRY/DxW8YXYBDo+HSd+DHh40GJNZyyN5rfB1aCt2nwJWfG92Ky+pZkp+1G16dYjwOb2fUvZ1/P1SUOB+rbfDe+cZS41MfgbC4lni1ohVIigpttMNwfSKCLT5RcL9ZSvMcV52cLGu5MWMwIsFjIfmCN7e9ia7TfvK9He9xbm/zu656Utpf/tK8C1itVKSnE9Ted2rNuau59QQB+o7r0PxAfMisW+8mOqk9x/ftJqZ9R8qKCrFZrYyYdTYdevvWTXBJCrZx7aND2OEH3c8X7c4is6CMxCjpxiVaQNYeyD/S+HF1E4LgOiEYGAKWOn9ex90K2fuNukyRSXD6Y8abvqXPOL+B7HemUetpwu+NY4VoI9YczPb5hCCAzQN3xIVoUHEObKw9a0QbS4AHX2Rs9p4Jt6+BzR/DV7c4nntoqVGKYvZT8N09Rt1BFeBcH7f6e2Ub9XNTN9Yfz4lUWP+WUTLjMv+dzSJazpHsYjan5Dd+YD0CAizkFpUTFxHc+MG+atkzzbyAMprTtTIdwp2TPXGhrevmgrbZKFzggTpxFv9cyJnUvXkNckIiAuk71v+SoQ0JCQ9n+tU3mB2GW/zzp054zH2n9yPIT34KUnJdLO8UwhMiEh2LuJ8MV8tEKsvg8+th25dQae9SGhgM574Af06Hu7fCwHPhwCLnmoVKwdnPwfkvQvtBTYtJCD+UVVjGFa83o0i7FwUFtp4lLsKHlBXAiv/CD3+AY+ucu85n7ILFT8GXt8C6N8FmNZYAu1JRDOnb4J5tcMWncP1PDc/w2/6NUfO2Mbt/cP/1iDYlKFDRnHl+OUUVfLDajbItvqr0BOxf3MyLaAh1UdPTz9i0jUpbJQAF5QXMHTyX+NCaeotBliD+PP7PZoXXIpTFgoqIaPZ1LFH+2X06LDKYHsMTm3x+WVEl2xb5xwrG1shP0kGipQzuFENEiH9MGJXuw6LFhMfDtIfAnbezEUm1Eoiq/mUixVlGM5EPLqr/WsuehTrLKRh0IUS1rjtlQrjj1cX7qfSTGXgVVt+vxSv80PsXwc9/gtWvwAeXQs8Zjs9XlsDCx2DLx8YMwCe7w+aPYNT1rq+35nUjOdh3FnQZA3dsgCn3uT7WVu5ejAn93H45om3pGBPGJaM7N+saO9NcrMjwFxXFQNMbrVTL9ePEKPDRro+Y+slUxrw/hkkfTWLiRxOZ9fkshrQbwuROk4kOjqbCVsH9i+/n6ImjZofrUeGjRzX7GkWLmptYNs/Muf2bVVIzL0MmAJlFkoJt3LZj+eSVVJodhlveW+nG8k4hmiowGKcEXVCdRHRwpLFs6r7dENfD+XhXDi6Bo2tdP2d10WmvKMuocbjjG/jmNlj5ousaT0K0Mmn5pWaH4LaJvaTGrfCw41vrNKTSjXf8LTthzBjUVpj2sPPz2gr77cvZTqTBrvnGDPamikiCs59t+vmi1WvfzDI/m1PyPBOIGaI6QHyv5l8ne1/zr2GSfbn7+Ofqf5Jflk+lruREuVHTNLMkk8XHFrPs2LLqfTtzdvLYmsfMDNfjKjOzmn0NbfNAYtkkR7bnNKukZpeBzejeLZrFP6aIiRaz3486KFb6QZdk4cfyU5z3VRRD3zOMxx2HGzMsAu2zBItz3L+2zUXyD2DcLXB4ueO+g4uMpcfba31w2/sLXPO1+99PCD/04Bn9+G6LHxS5BWYOkNm8wsPq3oQCOLISh+ZT9dn9Pdy2BpY85Vw3cOd3cHgV7Pi6/rHIJRff9/ofoZ0Hkh6i1Xp50f5mnZ+SW0J5pY3gQD+ct6I15Bxo/nU6Dmv+NUyyPXv7SR2/K3tXC0VijoojzZ/AYqs4mb/TvsVmbd5qj7XfHWTQ5E4eikacDD/8iys8qaDMf/7wDO/i/zU2hA8bdIHr/ft+hZiu0Hl0TUIQYOil7l2302joOsH1cwPPg35nOe/fXmcmx4GFUHDcve8nhJ9KjgkzOwS3pebJ7F3hYe16weBLXDzhxoesokx4ur/rchYHFsK2z04yIQiMvxWHkhr9z5aEoGiQ1prKZlaAUAr/TAgC7FuAW7+vjQmJbv41TDIyaSSWk0gvDE8ajtVmJb+s6Q1qfElQcsdmX0P5RxUVl3oMSyA6IbRmx0kWGS3KK2ffhnTPBiXc4qd/dYWnvO9HS3K3pZ4wOwTRGh1cAp9dCxvegykPOD9vq4S1r8EHF8Ovf63Zf8bjcNqjRqdgV2K7wYBzYc77RsfhTR8adWI+vx7+3Rc+nAPz74O9P7kXZ+buk31lQviVimbeYfamlxf57/Iu4cMm3930c61lzo1JmiogFE5/DG78FSbfC+e9CBe/5Zlri1Zr1YGTWEFRj0BP/QyboSTPM9c54b/NFjpEdqBDhHOn4fosOLKAUe+PYvLHk5n7w1yySpq//NZMMeef3+xrhI0Z0/xATBIcGsglD41h0sW9GX1m93pz5JaA+n/Ps474zyrG1kSWD7d1fnQ7olwKuwtPS1kP755fs9wqMMxoImKtp+D6ypdg+h+NGYMBQTDpTuPr1WmQtsnx2LzDxtfBpVCaa+wLCrcXogb2nGQHx4Q+J3e8EH4mLNh/OvruTZc3raIFJA0wbijlNbHRgLZBbHfj/KCwmvHmZFlL4cmucP4rcOojTbuGaHNW7m9+QmdG/6Z3LzVdh0GeuU72Pojv4Zlredlnuz4jtSj1pM6x2t+Db8jYwHPrn+Mfk//REqF5RcGCBc2+hiXAv+dshUYG0a5TJIe3ZRMZF0JhbpnTMTarJj45gty0InSdVETXwVKz2Qz+/VMnmu2eU/0n0ZAQ2bzixUI42faFY/2lypL6E4JgzMT44FKj+UftGoSDLqz/nKqEIDT+Ac0SCOEuBsPYrhCd3PC5QgivOZglSUHRAiwBEN+zedcoTIdzXzRqDMZ0qdnvqmZhQ8oK4JOr4O1zYMGjkOc/K0uEOY7lNL+swpqDzZ9taB4PzXJsP9gz1zHB+7veb9b5u3P8d1WMraSEkg0bm30da75/L6XeuSKVec9vYvOCoxTmlhEaEeTyuJxUx4SgsijGntuD5N6x3glUOJCkYBuXEBna+EE+4pLRXRo/SIiTEd2E2h8HF8JPf4TnhsDmT+Ct2fDr/3kmHlslFGc77guNhzkfeub6QviwZ372nw8DheX+2x1Q+LCcg0YNwOaoLIF5v4eXxhmzBUdeCzcthEgXzXGGXgaBDb0P1HBoCSz9tzHmvToVKvynS7jwrswi5xlBJyuvpNIDkZgksZ9nruOn3YcLywtJKXDRtO8kRAZFeiga7zvx8y84TXtrguBe/l27dctCx5+B0uIK+k9s/PNWv/HtGXOmf86QbQ0kKdjGPb9gj9khuC0iRFa7Cw8bOdfoKtwU2gZf3QyHV3g0JCdjb4QOQ1r2ewjhAzYcyW38IB8RLeORaAmerKdWXgRZe2DD25C9H5SL5fnp26HyJJJ8aZvhkys9FqJoXaJD2/jfxfIiz1xn90mWl/ERgZZAQhu8ydC4zJJMD0VjAptnbhYW/PijR65jlqA6pWAsAYoJF/Si71gXN6Zq6TpQlg2bSZKCbdzyfdmNH+QjyiplZobwsNBouHkR3PArzPnI7GhcW/YcFEgnLtH6nTHI/eLkZusc5z+dkoUfiUiCsDjPX/ermyHHxeyj9G0nf619v0KZLJ8XzjzVNbi0wk/f7xd5qEnG8Cs8cx0vCw0M5bJ+lzXrGocLDlNS2fxl6GaIPv10j1yndPsOj1zHLF0HOSb3hs/sQnhUMKddP4jTbxhEUrcokrpHM2p2N5K6RRGTGMaEC3vRZ3TDSUPRstr4LR3hR80eeW/lIW6c4t9TqoUPUgq62Dt9nfsfo3ZSSR7YGqgt6E22ctjzI4yaa3YkQrSoxXv8Z4ZAVqGP/H0QrcvWz6CkBWbMag82aguJgkCp8Syc7Ug74ZHrrD6QzbR+SR65llelrPXMdTr4b03BefvmNfsaPx38ifP7nN/8YLzMEhHhkevEXnqpR65jhuxjhaz97mD1trJAWHQwFeVWgoID6DOmPX3G1CT/xp8nn+t9hcwUFH5jt3R7FC2twxBjKZWvJASruKoFJUQrsyutwOwQ3FbsrzNZhG/b9b3ZETQuadDJLTkWbUa78GCPXOdIThO7Zpst54CHrtPE7uMmSytMI6es+Y1idmXv8kA05lCRza+JGNKje/MDMcnBzZnYbDUzjrQNln+2j08eXUNpUYWJkYnGSFKwjQvwYPmalpZd2PwCxkI06PProcwzd7o9Sro+ijage8JJdkc1UUSgHw2ewn8cWmJ2BI07uspotiVEHYVlnrmhml/ip+/3e830zHWOtHCt6hay8GgzmyTZVeK/zWYC4ppX/kGF+k8DUFei2rkurZKfWcKulWlejkacDEkKtnH+tHw4v9jHZm+J1if3kNkRuHZsndkRCNHiEqL8Z0ni0VyZKSU8LOcgVPjJDKl9C8yOQPigTA+VVUjL99OkYGCQZ66Tn+qZ63jZoHaDPHKdEYkjPHIdf+TvScHeo5PoPjTB5XMVZbLCwpdJUlD4jbBAF53zhPCkcNcDmenyjpodgRAtbt2h5i878pYKP7qhJvxEYYbZEbivvf/WPBMtJ7PAM0lBmz/NWKjt4FLPXKc83zPX8bL0Ys80xQu0+G/LA1tZ8xLalmDPLME3S0CAhbN+P5SL/zCa0MiaJHlwaAD9xvlPM7m2SJKCwm90iPXvuyfCD8z+l9kRuOYvs0eEaIaiMqk3I9qwzqMhJMZz1wsIg6QBnrteNQWn/KUFriv8XYWH+tkEeaiLsdd1He+Z63QY7pnreFluqWeaJK05vsYj1zFDYFJis86Pu9I/O0/X1b5HNJf9aQxjzurOyFnduOSPY4hOcL20WPgGP/2rKzylX5JnOiV5w/CuzavTIESDyovg+/vMjsK1iOa9yRDCHxSU+s/SEv+dxyB8liUA2vX0zLVCY42GWRk76z9mwp1NvLiGSBmThLMQDy3oCQ3205VBnUcDHqg328Ezy3C9rX98f49c50SpD9b2dlOH++9v8rlhY0aTcMstHozGXJFxoYw9pycTLuhFbJL/1IxuqyQp2MZl+VHzjrHd25kdgmitygrg6f5QnGV2JK7t/w1OSIFe0bqF+FGJCP8tgy58WqdRzb/GtIeg60TQjSTZ2/WALk2Y2dRzOkTJMjDhLDnWMx/884v957OJk7huzTvfEgiJ/TwTi5cFKs/cLluVtsoj1zFDxPjxJP3pj6BcJ4dDhw51uT/2skvp/t57LRmaEA2SpGAbV1juPzMzgqTbo2gpK1/0za7DVbQVMhuY8SFEK3DmkI5mhyCEubSrWmon+d7nyEo4uKjhYwJCoc8s6DLW9fMxXaDbZMcYOo2GqQ/Cpe+eXDyizejezjNJwQEdYj1yHVOc8VTzzh9wnmfiMMH69PUeuU5YoH8vMw2MjavnbzmU7nR+L9/hkUfo+Le/tXRYQjRIkoJtXKUfFfPN9lBXMyGc5B5277iABgoAd596ct8zeRQEuNltNSTa+EAmRCt2/xn+MztCblGJFlHoolD/mBtO7hqxXZ3r0AZHwuWfQO9Tof/ZcO23ENPJONaV8bfCdfPh+p/gzH/Dn9LgpgVwyp8g1IN1D0Wr0j7GM8mciX18tOmbO/rNgph6fq/cYfGfGfN1HSk44pHrDE7y70ZGhUuW1PuccjGDMGLKZBdHCuFdkhRs4zrE+E/zjmFdYs0OQbRWw+a4d9yFb0DH4TXbliCYdC/csQGGn0Rx4LjucMNP9c+4CAiGcb83jusyHq74FEKj3b++EH6otNxDVeq9YEQXSYyIFjDkEsftmK5wxhMw9Q/1n1P75lJke5j9JLTr7XjMyLnQ7wy46guY80HNDMHhV0CXcTXHBYXDjL/A6BtgxX9g9avO30OIelw1vhnJsFp6JPhPvXOXLv8Q4ns1flx0J+d9CX08H4+X9Ijp4ZHrDE1wvcTWX4T0qef/YUAAUbNmOewKHTiQ4M6dvRCVEA1Tup7prb5GKXUG8DwQAPxPa/1EQ8ePHj1ar1u3ziux+bMj2UVM/dcis8Nwy6EnzjI7BNEabfoUvr7J7CjqF9UJfrcUIqSmpruUUuu11j4ztVLGI/d1f2i+2SG4ZemDM+gSL4WzhYcd2wyvn+Ssc29LHAi3rTQ7Cr/RlsajjIJSxj62oFnX6BQEyx/14/f7L82CjGbUxOt/Mcx5w3PxeNmQd4Y0+xorLl9BVHCUB6LxvuzvfyDj3nubfL7l9NPo98ILHozIu/KOF/LBX5vePXrIjI5MvWyAByPyrrKSIv577WVNPv/c+/9EnzETPBiRs/rGJL+YKaiUCgBeBGYDA4HLlVIDzY2qdfCXhCDAJf9p3hsNIZzsnO/bCUGAgmPwr55gldYGonXzl4QgwJSnFpodgmhtSnJ9PyEIkLkDnmhmMwXRKs1sZkIQ4FgF+MuEFSdb5jUvIQiw63Mo8eEa1w3YnbnbI9fZn73fI9fxNmtFRbMSggC2n38h69vvPBSR9zUnIQiwdWEaBza7KKPhJ5qTEASY9+/HyEpxs6SVh/lFUhAYC+zTWh/QWpcDHwP+W4lVNMnaY6VmhyBamy99PCFY28qXzI5ACCFES3nvksaP8RWleWZHIHxQgYeu0+Ph7z10JS/78mrPXOfJLp65jpdd/P3FHrnO1T976N/Ry/aMqadx00nKfOABj1zH2+a/vMUj1/nh5e0euY637V651CPX+fiRhzxynZPlL0nBTsDRWtsp9n0OlFI3K6XWKaXWZWZmei04IYSfclHw12dZ/ChWIeOREOLkWPzlLbnwNzIeCeEFbfxveFv/mKI81CTIVTMab/CXn15X/zpOc8u11q9prUdrrUcnJiZ6ISzhTVN7+HnhYeF7LnnH7AjcN+5WsyMQJ0HGIyHESbnyM7MjcF+YH3eHbYO8NR4lBnvmOn5bQ3zOF565zh/TPHMdL/vm7G88cp3Pz/zcI9fxtn5rm7d0tkqH//7XI9fxttm/80yDmLNv98/u033HTfTIdS7/+1Meuc7J8pekYApQey51ZyDVpFhaFX8ZeIOBd2+ZbnYYorXpcypc+oHZUTQsthf84QgEBJodiRAtyl/GI/CvWIWfCIuB29aaHUXjksfAH/yz5pdoWWv/3vy/i9eP8uPO7v1PhZ7NrG419n4I9s8mVj3b9eT8juc36xpTEqbQL7GfZwLyMktAAB3eaF6TmMDLLyfu1Jkeisj7rv7nuMYPasCY87vSbXCSh6Lxvjvf/bxZq9Au+vM/iE82pxu1X3QfVkoFAnuAmcAxYC1whda63kXn0u3RfFabxqLcnwabV1zOre9vYOWBbGLCgnjknIFcOFLatAshTk5b6vYoXFu4O4MHP99CZkEZgztF88pVo+gcd/IftCqtNgID/OX+qRDC18h41EZVlBh1q3d+B0HhMONhmHiH2VF5VaWtkkCL3NAWwpf4dfdhrXUlcDvwE7AT+LShhKDwDQEWdVLr4p9fsJeVB7IByC+p4OEvt5JXXN5S4QkhhGiFyittPPDZZjILygDYduwEj3+/q0nXkoSgEEKIk7bmddj5LaChogh+/gtk7TU7Kq+ShKAQ/sNv3u1qrb/XWvfVWvfSWj9mdjzC83Yfd+xbVlZp42BWkUnRCCGE8EdZhWVkFTreUNp5/IRJ0QghhGhzMnbU2aFd7BNCCN/gN0lB0fpN7etY/DghMoSBydEmRSOEEMIfJceG0bd9pMO+aX2l2YsQQggv6VWnLlxgGHSbZE4sQgjRCJnXK3zGTVN6UlhayXdbUukcF85Ds/sTEuiZ9t5CCCHajteuHs0/5u9gT3ohM/ol8ocz+psdkhBCiLZi6CVQeBw2vAth8TDjjxAhXbuFEL5JkoLCZwRYFPfP6sf9s/yz65QQQgjf0D0hgv/NHWN2GEIIIdqqiXe0ueYiQgj/JMuHhRBCCCGEEEIIIYRoYyQpKIQQQgghhBBCCCFEGyNJQSGEEEIIIYQQQggh2hhJCgohhBBCCCGEEEII0cZIUlAIIYQQQgghhBBCiDZGkoJCCCGEEEIIIYQQQrQxkhQUQgghhBBCCCGEEKKNkaSgEEIIIYQQQgghhBBtjNJamx1Di1BKZQKHzY6jDUsAsswOQgiTyM+/ubpprRPNDqKKjEemk99H0ZbJz7+5ZDxy1NZ/Htv66wf5N5DXL6/fzNfvckxqtUlBYS6l1Dqt9Wiz4xDCDPLzL4TvkN9H0ZbJz7/wJW3957Gtv36QfwN5/fL6ffH1y/JhIYQQQgghhBBCCCHaGEkKCiGEEEIIIYQQQgjRxkhSULSU18wOQAgTyc+/EL5Dfh9FWyY//8KXtPWfx7b++kH+DeT1t20++fqlpqAQQgghhBBCCCGEEG2MzBQUQgghhBBCCCGEEKKNkaSgEEIIIYQQQgghhBBtjCQFhccopbRS6ula2/crpf5qYkhCeI0yLFNKza6171Kl1I9mxiVEWyS/j6Ktk/dkQgghhHCHJAWFJ5UBFyqlEswORAhv00aB1t8BzyilQpVSEcBjwG3mRiZE2yO/j0LIezIhhBBCNE6SgsKTKjE66txjdiBCmEFrvQ34FvgD8AjwrtZ6v7lRCdE2ye+jaOPkPZkwlVIqRin1hFJql1Iq2/61074v1uz4hGhpSqlZSqmXlVLzlFLf2B+fYXZcZlBKxSul4syOwyxKqblmx9AQ6T4sPEYpVQgkA1uAYcBNQKTW+q9mxiWEN9lnJG0AyoHRWusyk0MSos2S30fRVsl7MmE2pdRPwG/AO1rr4/Z9HYC5wKla69PMjM9blFIKGAt0AjSQCqzRbfBDuFJqMsa/xTat9c9mx9OSlFLPAX2Bd4EU++7OwDXAXq31XSaF5jVKqa7AU8BMIA9QQDTG34WHtNaHTAvOy5RSG7TWI82Ooz6BZgcgWhet9Qml1LvAnUCJ2fEI4W1a6yKl1CdAoSQghDCX/D6KtkzekwmTdddaP1l7hz05+KRS6nqTYvIqpdTpwEvAXuCYfXdnoLdS6vdtIDG2Rms91v74JowSHl8BjyilRmqtnzA1wJZ1pta6b92d9vcke4BWnxQEPgGeA67UWlsBlFIBwCXAx8B480ITtUlSULSE5zBmZrxlchxCmMVm/xJCmE9+H0Vb9hzynkyY47BS6kGMmYLpAEqp9sC1wFEzA/Oi5zFmRR6qvVMp1QP4HhhgRlBeFFTr8c3AaVrrTKXUv4FVQGtOCpYqpcZqrdfU2T8GKDUjIBMkaK0/qb3Dnhz8WCn1qEkxeY1SaiHG7GCFcSPgN/tjrbU+xdTg6pCkoPA4rXWOUupT4AbgTbPjEUIIIYRoi+Q9mTDRZcBDwGKlVJJ9XzowD7jUtKi8K5CapaO1HcMxYdZaWex15CwYZcsyoXoWf6W5obW4a4GXlVJR1PwMdAFO2J9rC9YrpV4C3qHmRkAXjBICG02Lynuutf9XAfOB68wLpWGSFBQt5WngdrODEEIIIYRo4+Q9mfA6rXUuRqOnP5gdi4neBNYqpT7GMSkyB3jDtKi8JwZYj312lFKqg9b6uFIq0r6v1dJabwDG2etodsJ4vSlV9TXbiGswbkj9jVr/Bhg3Blr9z7/W+nDVY6VUWe1tXyONRoQQQgghhBBCeIVS6jqtdZtY0q6UGgCcR52kiNZ6h6mBmUgpFQ6011ofNDuWliRNZkQVpdSXWusLzY6jPpIUFEIIIYQQQgjhFUqpI1rrrmbHIbxPKXWz1vo1s+NoaQ01mQFafZOZKkqpWcD5OCZGv9Fa/2hmXMKRJAWFEEIIIYQQQniMUmpLfU8BfbXWId6MxwxKqTOqkh9KqRiMpfxjgW3APVUNWNoSpdQGrfVIs+NoaUqpncDs+prMaK1be5MZlFLPAX2Bd6mpq9gZY1nxXq11q+7A7E8zRSUpKIQQQgghhBDCY5RS6cAsILfuU8AKrXWy96PyrtoJMKXU/4DjwOvAhcA0rfX5JoZnCqXURq31CLPjaGlKqb3AAK11ZZ39wcAOrXVvcyLzHqXUHq11Xxf7FbBHa93HhLC8wt9mikqjESGEEEIIIYQQnvQdEKm13lT3CaXUIq9HY77RWuvh9sfPKqXmmhmMic6BNlFXsq03mQEoVUqN1VqvqbN/DFBqRkBe9Dxwan0zRQGfmikqMwWFEEIIIYQQQggPUkqlAM9gzI68DehVtXRQKbVFaz3UzPjM1BbqSrb1JjNKqZHAy0AUNcuHuwAnMGbLrTcrtpbmbzNFZaagEEIIIYSfUkpZMN50XwzEAzOAJS72XQskaK3PNidS71JKTQcWAola66y62+ZFJkTb1VaaTNTyOkZCBOAdIAHIVEp1ADaZFZS3NFJXsr03YzGD1nonsNPsOMyitd4AjLP/vFcnRrXWx82NzCv8aqaozBQUwkcopRr7ZXxHa32tN2IRQghhLqVUJ+AR4EwgCcjEWHLyN611Sq3jzga+BKYDB4Ac4HQX+8Iw3vfltWDMw4C/A+OAWCADWAvcq7U+3FLft55YpuOYFAzGSJCm+2KRbyHagrbSZEIYpK6ka0qpH7TWs82Ow9uUUpEYjUcOtOR7EV+hlBoInIsfzBSVmYJC+I6OtR6fjXF3sfa+Eu+GA0qpQMAqH6CEEMJ77DVnVgAHgbkYhap7AY9h3HmeUKtOTW8gTWu9otb5TvuA8haOORFYAPwEnAVkA93sj6Nb8nu7Q2tdjlHkXwhhHmV2AGZTSn3XVmZs04brStqXzrp8ChjuxVBMo5R6SWv9e/vjycCHwH6gt1LqFq3196YG2MLsyT+fSwC6YjE7ACGEQWt9vOoLyHOxb45Sap9Sqtz+35tqn6+U0kqpm5VSnymlipRSB5RSV9U5ppNS6mOlVK79a75Sqk+t5/+qlNqmlLpWKbUfKAMiWvzFCyGEqO1FwIZRpHqB1vqI1nohcKp9/4sASqm3gWeBrvYx4JCrfVXHKqW+q/oGynCfUmqvUqpMKZWilHq81vMNjhcuTALigOu01uu11oe01ou11g9qrbfar9ndHtPo2ifa911c55grlFLLlFKlSqld9k5+VcdPtx9ztlJqk/2Y9UqpUfUFV+uchFr7JiqlFiulipVSx5RSLyuloms9P1UptUopVaiUyldKrVZKDW7g30AIYaeUGlf1+6SUClNK/R3IVko9qZSKMTk8M3UyOwBv0VrfoLVeVs9zV3g7Hi9bC/wbeLrO178xZtK3BeNrPX4UOF9rPQOYhrGqoNVSSsUopZ6wv3/Jtn/ttO+LNTu+uiQpKIQfUEpdAPwXeA4YjNHR6CWl1Dl1Dv0/4BtgGPAJ8KZSqpv9GuEYS6lKMf4YTwDSgF/tz1XpAVwBXGK/TmvvDiWEED5DKRUPnAG8qLUurv2cffslYLZSKg64C+ONdQrGzPIx9exz5Z/AX4DHgUEYf/OP2mNwd7yo7TjG+8qLlVKemA30FPACxoyKX4Bv7Euqa/s38AdgNMYy6fkNxOdAKTUE+BmYhzHWXWj/Xm/anw/EGE+X2Z8fhzH2WpvxmoRoS94Eqv6GPY8xY/iv9n2tuetsYzaaHYDwip3ALVrrGXW/gLZY1zbaXmMQrfUBIMDkeFrapxjL5qdrrdtprdth1HfOAz4zMzBXZPmwEP7hfuA9rfV/7dt77DMi/gB8W+u497TW7wMopf6C8eFwCnAYo7CpwpjFUdX57BaMmk9nY/zxAggGrtZap7fsSxJCCOFCH4y/1fUVJ99hf76P1nqNUqoAo8xD9dJYV/tqs9f1uQe4W2v9pn33PmCl/bG740U1rfUqpdQ/MYrpv6iUWgssAj5oYj3Bl7XWn9q/910YdaluBf5c65hHtdY/2Y+5DiMRegXwPzeu/wDwidb66aodSqlbgY1KqSSgEmM2x7da6/32Q3Y14XUI0VZZanXeHF2rluAypdQmk2Iyndb6erNjEF7xV+qfgHWHF+MwU39lNJtRQHelVJzWOlcZDdKCTI6tpXXXWj9Ze4f9PdkT9vcrPkVmCgrhHwYAy+vsWwYMrLOvusuX/Y1YJkaBeoBRGLMAC+xLoQqBfIzlXr1qXSNFEoJCCGG6+mq5qkaed8dAIASjBqAr7o4XDrTWfwI6ADcDW4EbgB1KqZlNiLEqQYnW2gasxnnMq31Mof171j2mPqOAq6pen/01Vo2zvbTWOcDbwE/2pdP3KqW6NOF1CNFWbav14XdzVdkApVRfoMK8sHyDUuoHs2MQLUdr/bnWenc9z33t5XDM8v/s3Xd8W9X5x/HPkbxH7MRxnL33XkAIM+w9WlooUCgddNBSWgqFtr9uWrpZLZRCGWVvwh5hhZBB9t47sRM7TryXpPP74yq2Zcm2PGTJ9vf9evll3XOHHkGSo/vcc84zDrgQ52HiRKDU394LZ3ZbV7bLGHOrMaa2yrYxJscY81PqqhHHDI0UFOk8Qt0ANmxr+CXLUpf8dwErcUaANFRY73VZa4ITEZF2sQXn3+4JwCsh9o/z798WYl+4mpveG25/EcRaewhnaszzxpjbcabK/R9OAtLX8P2NMdEaLeDCGVH4jxD79gFYa68zxtyFM537IuAOY8wlR0cnikiTvgncbYz5Bc50yYXGmD04N8TfjGpkHcSo2ITUY7pXkRlCzRIwxkz3TyN+KQohdaTLgduAj/2JQQscwFmy5MvRDCwUJQVFOocNwIn41zryO5GWVTRaDnwFKOgOZeBFRDoja22hMeYd4HvGmH/UX1fQv17eDcBb/pFsrbUep5DU6ThJyIbapb+w1lYbp2hVf39Tvv93v3qHTW3k9FnAB+AURQGOBV4Iccx2/zGpOCMRHg8zvOXABGvt1qYOstauAlYBf/KP7LkWp8KyiDTBWlsEfM0Ykw4Mx7nv7G6zUT4HPib0g5jMjg1FYkC3KTLThIeAxpLlXYa19jDOMl8/BTDGnITzPWZNG7+/RYSmD4t0Dn8BvmqMucEYM8oY8wPgKpyF2MP1JM4TileNMacYY4b5Kyv+zTRdUVJERDrW93FuoN83xpxmjBlkjDkVp+CG8e9vNWttCc7C/380xlxnjBlhjDnWv6YetKK/ME4l4Cf8v0cbY8YYY34CnAe87H/fCmAR8FNjzARjzGycYiGhfNcYc5kxZgxOka0hwP0NjvmFMeZMY8wEnIdm1cBTYf5n+BNwrDHmAWPMNGPMSH/s//Z/nmH+KoGzjTFDjDFzgMm07GGcSLdnrS2x1q7yVyXvTglBULEJCaQiM83PVOgSjDFL6r3+Jk7htDTgV8aY26IWWCM0UlCkE7DWvuJPBP4E5+ZoF/A9a+1rTZ4YeI1yY8zJwJ04U7sygP04FSYPt3vQIiLSKtbabf71t34J/A9nbdh84E3gcmvt3nZ4m9tx/u3/P2AgThLwcf/7t6a/WI+zXtBfgUE4hTp24PRbd9c77us4IwU+x5kC/T3gkxDXuw34Mc6Igl3ApSE+923A34AxwDrgAmttWEtgWGtX+z/j73FG8rhxRh2+7D+kHBiN8/l74/z3eRInmSgiEo5fo2IT4qciMwD8JtoBdJD6S6N8GzjLWptvjPkrzsPRO6MTVmjGX1RORERERCSqjDFDcZKJx1hrlzZyzKk4Ccpsa61G24hIp2OMuc5a+0i045COZ4x5y1p7brTjiCZjzFhr7cZoxxEpxphVwKk4DwXesdbOrLdvhbV2WrRiC0UjBUVEREREREQ6zm8AJQW7KBWZada7wOBoBxFBGcAynP/f1hjT11qbZ4xJIwanUCspKCIiIiIiItKOjDGrG9sF5HRkLNLhun2RGWPMPY3toov/N7DWDm1klw+4tANDCYumD4uIiIiIiIi0I2PMAeBsgtdiNcBn1tr+wWdJV2CMWYuzFu6WEPv2WGsHRSGsDmWMKQFuBqpC7P6btbZ3B4ckjdBIQREREREREZH29TqQZq1d2XCHMeajDo9GOtKvUZGZz4G11trPGu4wxvy648ORxmikoIiIiIiIiIhIBBhjTgSOxUmSvRvteDqCMaYXUGmtLY92LNK0xrLXIiIiIiIiIiLSAsaYJfVefwu4D0gHfmWMuS1qgXUga22hEoKdg0YKioiIiIiIiIi0A2PMCmvtNP/rz4HzrLX5xphUYJG1dlJ0I4w8Y0wGcDtwCZDtbz4IvArcaa09Ep3IpKEumxTs3bu3HTp0aLTDEBGRDrZs2bICa21280d2DPVHIiLdk/ojERGJFY31SV220MjQoUNZunRptMMQEZEOZozZFe0Y6lN/JCLSPak/EhGRWNFYn6Q1BUVERERERERERLoZJQVFRERERERERES6GSUFRUREREREREREupmIJgWNMZnGmBeMMRuNMRuMMccbY3oZY94zxmzx/+5Z7/jbjTFbjTGbjDFn12ufYYxZ4993jzHGRDJuERERERERERGRrizSIwXvBt621o4FpgAbgNuAedbaUcA8/zbGmPHAFcAE4BzgX8YYt/869wPXA6P8P+dEOG4REREREREREZEuK2JJQWNMD+Bk4GEAa221tfYIcDHwmP+wx4BL/K8vBp6x1lZZa3cAW4FjjTH9gB7W2oXWWgs8Xu8cERERERERERERaaFIjhQcDuQDjxhjVhhjHjLGpAI51tpcAP/vPv7jBwB76p2/1982wP+6YbuIiIiIiIiIiIi0QlyErz0d+IG1drEx5m78U4UbEWqdQNtEe/AFjLkeZ5oxgwcPbjI46/Ph/WwFvo3boUcacacei6tPVpPniIiIhKMl/ZE0rbLGy5/e3sjHm/IZnZPOz88fx6BeKdEOS0SkU1B/JCLtrroc5v0Gtr4PfcbDWb+HnkOiHZW0UiRHCu4F9lprF/u3X8BJEh7wTwnG//tgveMH1Tt/ILDf3z4wRHsQa+2D1tqZ1tqZ2dnZTQbnXboW74Ll2ENHsDv2UvPcW1ivt2WfUEREJISW9EfStDvf2sgjC3ayvaCMt9fl8e3/LYt2SCIinYb6IxFpd+//ChY/AIe2woa58OzV0Y5I2iBiSUFrbR6wxxgzxt90OrAemAtc62+7FnjV/3oucIUxJtEYMwynoMgS/xTjEmPMLH/V4WvqndNqvu17AhvKKrB5BW29rIiIiLSjjzYdDNhen1vMweLKKEUjIiIi0s1teTdwO281lByITizSZpGcPgzwA+BJY0wCsB24DicR+Zwx5hvAbuBLANbadcaY53AShx7gBmvt0aF73wUeBZKBt/w/beLq3RPvrnoDDt1uTK+Mtl5WRERE2tHonHR2Hiqv3e6dlkjP1IQoRiQiIiLSjfUZD4d31m2n5UCKlmLrrCKaFLTWrgRmhth1eiPH3wHcEaJ9KTCxPWNzz56O78Ah7N48SEwg7rRZmOSk9nwLERERaaNfnD+e3YXlbMwroXdaAn+5bDLx7kiufiIiIiIijTr7DicpeHA9pGbDxf8Ed6THm0mkdNv/cyYliYSrLsSWlkNiAia+2/6nEBERiVmDs1J4+6aTySuqJCstQQlBERERkWjqNRy+txCK9ztJQXd8tCOSNuj2mTCTpgqGIiIisa5vhkbzi4iIiMSMHv2jHYG0Az1uFxERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WaUFBQREREREREREelmlBQUERERERERERHpZpQUFBERERERERER6WYimhQ0xuw0xqwxxqw0xiz1t/UyxrxnjNni/92z3vG3G2O2GmM2GWPOrtc+w3+drcaYe4wxJpJxi4iIiIiIiIiIdGUdMVJwjrV2qrV2pn/7NmCetXYUMM+/jTFmPHAFMAE4B/iXMcbtP+d+4HpglP/nnA6IW0REREREREREpEuKxvThi4HH/K8fAy6p1/6MtbbKWrsD2Aoca4zpB/Sw1i601lrg8XrniIiIiIiIiIiISAtFOilogXeNMcuMMdf723KstbkA/t99/O0DgD31zt3rbxvgf92wPYgx5npjzFJjzNL8/Px2/BgiIiLhU38kIiKxQP2RiIg0JdJJwROstdOBc4EbjDEnN3FsqHUCbRPtwY3WPmitnWmtnZmdnd3yaEVERNqB+iMREYkF6o9ERKQpEU0KWmv3+38fBF4GjgUO+KcE4/990H/4XmBQvdMHAvv97QNDtIuIiIiIiIiIiEgrRCwpaIxJNcakH30NnAWsBeYC1/oPuxZ41f96LnCFMSbRGDMMp6DIEv8U4xJjzCx/1eFr6p0jIiIiIiIiIiIiLRQXwWvnAC87eTzigKestW8bYz4HnjPGfAPYDXwJwFq7zhjzHLAe8AA3WGu9/mt9F3gUSAbe8v+IiIiIiIiIiIhIK0QsKWit3Q5MCdF+CDi9kXPuAO4I0b4UmNjeMYqIiIiIiIiIiHRHkS40IiIiIiIiIiIiIjFGSUEREREREREREZFuRklBERERERERERGRbkZJQRERERERERERkW5GSUEREREREREREZFuRklBERERERERERGRbkZJQRERERERERERkW5GSUEREREREREREZFuRklBERERERERERGRbkZJQRERERERERERkW5GSUEREREREREREZFuJi7aAUSDrarG886n+LbvwfTuSdxZJ+DqkxXtsERERCQM+49UcPtLa1i+6zDTh/Tkj1+YRP/M5GiHJSIiItI17VwAb98GR3bDhEvh3D9BXGK0o5J20C1HCno+XIxvwzaoqsbuO0DNy+9hrY12WCIiIhKGW15Yxceb8ymp8vDx5nx+8vyqaIckIiIi0jVVl8MzV0Leaqg8Assegfl/j3ZU0k66ZVLQ7skNbDhSAiVl0QlGREREWmTJjsKA7cUNtkVERESknRxc7yQD69u1ICqhSPvrlklB0y87sCEtFdJSohOMiIiItMjkgZkB21MGZkQnEBEREZGurvdoSEgLbBswPTqxSLvrlknBuDnHYYYOAMD0yiD+4tMwrm75n0JERKTT+fNlk5nsTwROHpjBny+bEuWIRERERLqopB7wxYegx0AwLhh/MZx8S7SjknbSLQuNmNQUEi4/D+v1YdxKBoqIiHQmI7LTmPv9E6nx+ohXPy4iIiISWWPOdX68HnB3yzRSl9Wtv0krISgiItJ5KSEoIiIi0oGUEOxy9G1aRERERERERESkm2lRUtAY4zLG9IhUMCIiIp2F+kQREYkF6o9ERKS1mk0KGmOeMsb0MMakAuuBTcYYrSopIiLdjvpEERGJBeqPRESkPYQzUnC8tbYYuAR4ExgMfDWSQYmIiMQo9YkiIhIL1B+JiEibhZMUjDfGxON0OK9aa2sAG9GoREREYpP6RBERiQXqj0REpM3CSQr+G9gJpAKfGGOGAMWRDEpERCRGqU8UEZFYoP5IRETarNl60tbae4B76jXtMsbMiVxIIiIisUl9ooiIxAL1RyIi0h7CKTSSY4x52Bjzln97PHBtxCMTERGJMeoTRUQkFqg/EhGR9hDO9OFHgXeA/v7tzcBNEYon4qzXh+eDRVQ98DTVz7yB70BBtEMSEZHO41G6UJ/Y2b2wbC9n/+MTzrnrE15duS/a4YiIdKRHUX8kIrHowDp4/GL4xyR46zbwVEU7ImlCOEnB3tba5wAfgLXWA3gjGlUEeRetxPv5Gigqxe7aT80L72C9vmiHJSIinUOX6hM7s2W7DvOT51ex6UAJG/NKuOnZlazdVxTtsEREOor6IxGJPT4vPHUFbP8IinbD4vvh4z9FOyppQjhJwTJjTBb+albGmFlAp/3W7duxN7ChtBxbUBidYEREpLPpUn1iZ/bplsCR/tbC/C0a/S8i3Yb6IxGJPQVbnGRgfds+iE4sEpZwkoI/BuYCI4wxC4DHgR+E+wbGGLcxZoUx5nX/di9jzHvGmC3+3z3rHXu7MWarMWaTMebseu0zjDFr/PvuMcaYsD9hw3j6ZAU2JMRjMnu09nIiItK9tKlPlPYzrl96WG0iIl2U+iMRiT2ZgyExI7AtZ2J0YpGwNJsUtNYuB04BZgPfBiZYa1e34D1+CGyot30bMM9aOwqY598+ujjuFcAE4BzgX8YYt/+c+4HrgVH+n3Na8P4B4k6cgRncz9lISSLu3JMxiQmtvZyIiHQj7dAnSjs5c3wOX5s9lHi3ISHOxfUnD+fUMX2iHZaISIdQfyQiMSkhBS75F6T6v5MNng2n/zK6MUmT4hrbYYz5QiO7RhtjsNa+1NzFjTEDgfOBO3CeZgFcDJzqf/0Y8BHwU3/7M9baKmCHMWYrcKwxZifQw1q70H/Nx4FLgLeae/+QMaUkkfCVC7AVlZCQgHGHM1hSRES6s/boE6V9GWP49UUTuOXsMRgDKQmNfqUREeky1B+JSMwbdwGMPgeqiiGlV7SjkWY09Q36wib2WSCcDucu4Fag/nyeHGttLoC1NtcYc/Sx/gBgUb3j9vrbavyvG7YHMcZcjzOikMGDBzcZmElOCiN8ERERoIV9Ykv6I2mb1EQlA0WkW1F/JCKxzx2nhGAn0eg3aWvtdW25sDHmAuCgtXaZMebUcE4JFUYT7cGN1j4IPAgwc+bMkMeIiIi0VEv7RPVHIiISCeqPRESkPYX1eN0Ycz7OWn+1w+ustb9t5rQTgIuMMef5z+thjHkCOGCM6ecfJdgPOOg/fi8wqN75A4H9/vaBIdpFREQ6XCv7RBERkXal/khERNqq2QX1jDEPAJfjVLMywJeAIc2dZ6293Vo70Fo7FKeAyAfW2qtxqmRd6z/sWuBV/+u5wBXGmERjzDCcgiJL/FONS4wxs/xVh6+pd46IiEiHaW2fKCIi0p7UH4mISHsIp8rGbGvtNcBha+1vgOMJHNHXUncCZxpjtgBn+rex1q4DngPWA28DN1hrvf5zvgs8BGwFttHKIiMiIiJt1N59ooiISGuoPxIRkTYLZ/pwhf93uTGmP3AIGNaSN7HWfoRTZRhr7SHg9EaOuwOnUnHD9qXAxJa8p4iISAS0uU8UERFpB+qPRESkzcJJCr5ujMkE/gIsxyny8Z9IBiUiIhKj1CeKiEgsUH8kIiJt1mxS0Fr7O//LF40xrwNJ1tqiyIYlIiISe9QniohILFB/JCIi7aHRNQWNMccYY/rW274GZ82/3xljenVEcJHk272fmlfep+a1D/Dl5Uc7HBERiWFdvU8UEanlqYJP/gL/+wJ89CeoqWj+HOkw6o9EJOZt+wCevRpe+jbkrY12NNKMpkYK/hs4A8AYczJOQZAfAFOBB4HLIh1cpPgOHqLm6TfqtjfvJOFbX8b0SGvxtWxNNZ6PX8G3bT0mK4e4OZfiyurb/IkiItKZdNk+sSuy1rJw+yEKy6o5ZXQ26Unx0Q5JJPLKC2H5Y7D+VSjOhcHHwbl/gfScll3nzVuc6wBsmweHd8Kl97d7uNJq6o+i6O21udw9byuV1R5mj+zN4F4pnDQqm/H9e0Q7NJHoqSyCLe9Bel9wJ8ITXwTrc/ZtegtuXA6pvaMbozSqqaSg21pb6H99OfCgtfZFnCHqKyMeWQTVfLQksMHjxbtqI3EnzWzxtbyfvoFv1WcA2NIjeF59mPjrfoYxpj1CFRGR2NBl+8Su6Nv/W8a76w8A0DstkZe/N5tBvVKiHJVIBJUehH+fDCW5dW3rX4XqMrj6xZZda80LgdtrX1BSMLaoP4qSHQVl3PDUCrw+62wf2g3An97eyL1fmc75k/tFMzyR6CjYCv89C8oPOdu9RtYlBAGqimDLuzD1yujEJ81qdPow4DbGHE0ang58UG9fOAVKYpK1FnbvD2r3HTjUquv5dm0KvP7hfCgubORoERHppLpkn9gVrdh9uDYhCFBQWsXDn+6IYkQiHWDlk4EJwaO2fdjya2UMCNxOV6Ijxqg/ipKF2w7VJgTr81l44ONtUYhIJAYsvLcuIQhQuDX4mB79Oy4eabGmkoJPAx8bY17FKXk/H8AYMxLo3IvYen1BTaZHaqsuZfo0+OKUnAZpGa26loiIxKyu2yd2MaVVnrDaRGJWVakzym/ngvDPscHfbQHoO6nl73/2HyHe/704PgXO/VPLryGRpP4oSpqaIuyzwclCkW6hqiS4rfeYutcTL4Nhpziv969wRqOXtW5AlkRGo0+TrLV3GGPmAf2Ad62t/ZfOhbNuRadkjIHMdDhSUr8R97Txrbpe3MkXUVNUiN2/A9IyiD/rCoxbD+lERLqSrtondkWzhmcxPDuV7fllALhdhiuOGRTlqETCdHgXPHwWlOY52+MuhMufaP68KV+Bhf+C8oK6tp7D4eL7Wh7DqDPg5g2QtwZyJkJyZsuvIRGj/ih6pg7K5OYzR/Ovj7ZRWeOlfhrwWycNj1pcIlE1/VpY93Ldw6k+E+Db8yFvFSSkQrY/QfjuL+Cze53XCWlwzVwYOCM6MUsAY7voU42ZM2fapUuXBrX7cvOpefyVgDbXxFHEn39qm97PVpZDQhLG1dTgSxERiTRjzDJrbcsXiY2QxvojiZzCsmqeWLSLQ6VVXDp9IFMHZUY7JJHwvHUbLG6wft+3PoABYdw4leTB6ucgLhFGngm9hoHWuI4q9UddU2WNlxqPjwXbCtiYV8LJo7OZPrhntMMSiZ7di2HN805hq5nfgJQGhdBLD8LfxoL11rWNPheufKZj4+zmGuuTut+QtsqqoCZbUtbmy5okLWAuIiISC3qlJnDj6aMor/bw74+3c98HWzhhZG+uOX4obpeSJBLDKkPM/gzVFkp6XzjhxvaNR0SCJMW7SYp3c87EfpwzsWPX3Kyo9vLgJ9tZs+8Ix4/ozddmq1+TGDD4OOenMdWlgQlBCL9vk4jrdklBM7g/9OwBh4tr2+yu/Xh37MU9bGAUIxMREZH29KNnV/LOOqfoyPsbDpJfUsWt54yNclQiTZj+VVj9bN3NU68RMPSkyL/vwQ0Qnww9h0b+vUSk1X7y/CreWOMUFXp/w0EOFldy+3njohyVSDN6DYdhJ8OOT+raZnyt7nVVCRRshj7jnb5IOlS3m+tq3C7iZk8Pave8Og9bWh6FiERERKS9lVV5AqoQA7yyYl+UohEJ05DZ8PV3nOlXp9zmvHbHR+79qsvh0QvgX7Pg7inwyvegiy4tJNLZVdZ4eWttYJXxl9WvSWdxxdNw5m+dNQivfB6mXO60b3rLmVr8n9Pg7+Nh18LoxtkNNTpS0BhTAjT6rcBa23j5pRhnemcGN1ZV412ymrjTZnV4PCIiEtu6cp/YVSXGuchMjudweU1tW58eSVGMSCRMg45xfjrCiidg5/y67ZVPwuTLYfgpHfP+0mLqj7qveLeLXqkJFJRW17blqF+TziIxDU74YWCbtfDGT5zpxQAVhfDO7XD9Rx0eXnfWVPXhdABjzG+BPOB/gAGuAtI7JLoIcfXNxgwfiN2+N6DdFoUopy0iIt1eV+4Tu6o4t4tfnD+e215aTY3Xkp4Yx23nauqwSIAju8Jrk5ih/qj7crsMvzh/PLe+sJpqr4/UBDe3q1+TzsxbA8UNRrseVh/U0cJZU/Bsa239VSPvN8YsBv4coZg6RPylZ1F9/1NQXlnb5hozrNXXs6VFeDcsA7cb97iZmOTU9ghTRERiS5fsE7uqL84YyEmje7M5r5QpgzJITwp/GubGvGLeWXuAgT2TuXBKfxLiut2KK9IdjLsIFv6T2oFn8akw6qyohiRhU3/UDV0ybQAnjOzNprwSJg/KoEcL+jWRDlde6KyT6612RqGn9w3cH5cAY8+Hja/XtU24pENDlPCSgl5jzFXAMzjfGL4CeJs+JfaZODfxV12I97MV2NJy3BNG4R4/slXXssWHqf7fX6HSqWLsXf4JCdfcgknQcG4RkS6mS/aJXVmf9CT6pLesP/5sawHX/HcJHp+TKHl99X4eue7YSIQnEl2Dj4OvPAOfP+Qs7n7CTcE3bRKr1B91U9npiWSnJ0Y7DJGmVRbBg6fAkd3O9oJ74DufQo8GFbsvuR8+Hgr7V8DQE+Gkmzs81O4unKTglcDd/h+AT/1tnZ6rVyauC+a0+Tre9Z/XJgQBKDqEb8tq3BN0AyEi0sV02T5R6vx3wc7ahCDAh5vy2XqwhJF9NDNPuqAx5zg/0tmoPxKR2LV+bl1CEKC8AFY9DSf9OPC4pB5w9h0dG5sEaDYpaK3dCVwc+VA6MWOC21yaZiQi0tWoT+weXKG69VB9vYhIlKg/EpGY5nKH1yZR12zmyhgz0BjzsjHmoDHmgDHmRWPMwI4IrrNwTzgWUusKfZleObhGTo5iRCIiEgnqE7uHb508PGANwXMn9mV4dloUIxIRCaT+SERi2riLIGtU3XZ6f5iiwcyxKJzpw48ATwFf8m9f7W87M1JBdTYmLYOEa3+Kb9MKiIvHNXoqJj4h2mGJiEj7U5/YDRwztBfv/ehk3lt/gIE9UzhzfE60QxIRaUj9kYjErsQ0uP5DWPeKU2hkwqWQ0ivaUUkI4SQFs621j9TbftQYc1OE4um0THIq7qknRjsMERGJLPWJ3cSQrFS+edLwaIchItIY9UciEtsS02H6V6MdhTQjnIXvCowxVxtj3P6fq4FDkQ5MREQkBqlPFBGRWKD+SERE2iycpODXgS8DeUAucJm/TUREpLtRnygiIrFA/ZGIiLRZONWHdwMXdUAsIiIiMU19ooiIxAL1RyIi0h4aTQoaY2611v7ZGHMvYBvut9beGNHIREREYoT6RBERiQXqj0REpD01NVJwg//30o4IpDOzxYfxfPYWtugQrlGTcU87GWNMtMMSEZH2oz6xG1q0/RD/+WQ7Pmu57oRhnDw6O9ohiYioPxKR2LLxDfj8IYhPgRN/BANnRjsiaYFGk4LW2teMMW5gorX2lg6MqVOx1lLz4gPYwgMAePduA2uJm3FqdAMTEZF2oz6x+9lZUMY1Dy+h2usD4JMtBbz2/RMZ379HlCMTke5M/ZGIxJRdC+GZq6gduLztA7hxBaT3jWpYEr4mC41Ya73AjA6KpVOyh/JqE4JH+TavilI0IiISKeoTu5f3NxyoTQgCeH2Wd9fnRTEiERGH+iMRiRkbXiNgJYOactjyXtTCkZZrttAIsMIYMxd4Hig72mitfSliUXUiJrUHuOPA66lry8iKYkQiIhJB6hO7iUG9UoLaBodoExGJEvVHIhJ9PYeGaBvS4WFI6zU5UtCvF3AIOA240P9zQXMnGWOSjDFLjDGrjDHrjDG/8bf3Msa8Z4zZ4v/ds945txtjthpjNhljzq7XPsMYs8a/7x7TDgv2WWvx7dyHd/02bFV1q69jklOJO+VicLud7czexM0+p63hiYhIbGpVnyidzxnjcrhgcr962324YHL/KEYk3d7+FbDqGSjOjXYkEhvUH3WQw2XVvLJiH5/vLIx2KCKxZ9rVMOxk/4aBaV+tty2dQbMjBa2117Xy2lXAadbaUmNMPPCpMeYt4AvAPGvtncaY24DbgJ8aY8YDVwATgP7A+8aY0f7h8fcD1wOLgDeBc4C3WhkXAJ6X3sO3dZezkZpMwtUXYTJbt06Qe9pJuMZMw5YcwWT3x7jCybWKiEhn04Y+UToZt8tw35XTufXscrzWMqx3arRDku7swz/Ax39yXrsT4arnYPipUQ1Jokv9UcdYv7+Yyx9cSEmlMyvsyzMH8ufLpkQ5KpEYkpAC174G+ZsgPhkyB0c7ImmhZrNXxpjRxph5xpi1/u3JxphfNHeedZT6N+P9Pxa4GHjM3/4YcIn/9cXAM9baKmvtDmArcKwxph/Qw1q70FprgcfrndMqvn0H6hKCAGUVeJeubcslMSlpuHIGKiEoItKFtbZPlM5rcFaKEoISXZVF8Ok/6ra9VfDxn6MXj8QE9Ucd44GPt9UmBAGeW7qXnQVlTZwh0k1lj1FCsJMKJ4P1H+B2oAbAWrsaZ0Rfs4wxbmPMSuAg8J61djGQY63N9V8rF+jjP3wAsKfe6Xv9bQP8rxu2t151TVCTDdEmIiLSQKv7RBGRVvFUg7fBUjdVJdGJRWKJ+qMOUFblCWorDdEmItJZhZMUTLHWLmnQFta/hNZar7V2KjAQZ9TfxCYOD7VOoG2iPfgCxlxvjFlqjFman5/f+BsN7o/plVHX4DK4J49pIjQREREgzD4x3P5IRKRZadkw7sLAtplfj04sEkvUH3WAK48bTP3V7KcOymTigIzGTxAR6WTCqT5cYIwZgT8RZ4y5DGjRCsfW2iPGmI9w1gI8YIzpZ63N9U8NPug/bC8wqN5pA4H9/vaBIdpDvc+DwIMAM2fODJk4BDBuF/FXXYR35Xoor8Q1YRSuftkt+UgiItI9hdUnhtsfiYiE5QsPwfLHIX8DjDobxqionag/6ginj8vhmW/N4o01uQzITObK4zQ9UkS6lnCSgjfgdCRjjTH7gB3AVc2dZIzJBmr8CcFk4AzgT8Bc4FrgTv/vV/2nzAWeMsb8HafQyChgibXWa4wpMcbMAhYD1wD3tuAzho4vJYm42dPbehkREeleWtUnioi0SXwSHHd9tKOQ2KL+qIMcNzyL44ZnRTsMEZGIaDIpaIyZBowAfgDsBlzW2nAXMekHPGaMceNMU37OWvu6MWYh8Jwx5hv+a34JwFq7zhjzHLAeZ+j7Df7KwwDfBR4FknGqDrep8rAvvxDf2i2QlIB7yjhMSlJbLiciIt1AG/tEEZHYV5IHyx4DTwVMvRp6j4x2RBKC+iMRiRkVh51+oywfJn8Z+qk6d2fTaFLQGPNL4GpgGfBn4I/W2v+Ee2H/YrfTQrQfAk5v5Jw7gDtCtC8FmlqPMGy+vAJqnpgLXiff6FuzmfhvXIZxu9vj8iIi0gW1tU8UEYl5lUXw4Bwo8a/Ss+Q/8O1PIGtEdOOSAOqPRCRmeD3w33OdpS0AFv8brnsTBh0b3bikRZoqNHI5MNVa+xXgGKBLzFnwrt5YmxAEsIeL8e3Y28QZIiIiXbNPFBGptfGNuoQgQHUprHo6evFIY9QfiUhs2PVpXUIQwFcDyx6NWjjSOk1NH6601paDM7rPGBNOpeLYFxf8kU18fBQCERGRTqRr9omd1Ko9R/hg40GGZ6dy/qR+xLn1v0OkzeJTwmuTaFN/1E15fZY31+Sy5WApc8ZkM21wz2iHJN1dfGqINvUbnU1TScERxpi5/temwTbW2osiGlmklFUEbmdlYgb3i04sIiLSWXTNPrETenttLt99cjnWX0Pzw40HueuKoNVKRKSlxpwH/afD/uXOduZgmH5NdGOSUNQfdVM/fXE1LyxzZrjd+8EW7v3KNC6Y3D/KUUm3NugYGHU2bHnH2U7uBbO+G92YpMWaSgpe3GD7r5EMpCPYqmp8G7cFtBmXC2NMlCISEZFOosv1iZ3Vw5/uqE0IAry6aj8/O38cfdJVNEykTeIS4BvvwpZ3oaYCxpwLCSFGgUi0qT/qhgrLqnlped2SV9bCQ/N3KCko0feVZ2D7B1BWAKPPhmSNYO1sGk0KWms/7shAOowxQL27CZdG3IuISNO6bJ/YCTV8kGcAlx7uibQPdzyMPT/aUUgT1B91Ty7j7//qPRVzu9T3SQxwuWDkGdGOQtqgW2XETGIC7ukTAhsT4/EdPBSdgERERKRFvnvKCOLq3Qhdfsxgeqcltut7LN5+iJueWcHtL61m68HSdr22iIhIS2WmJHDlsYNrt90uw3dOUWVw6eTWvgTPfhXe+TmUHox2NN1WU9OHu6S402ZBVibedz4Fa7G7c6l58jUSvnEZpkdatMMTERGRJswZ24e3bzqJDzfmM6JPKnPG9GnX66/ee4SrHlqMx+eMxnhzTR4f/eRUeqYmtOv7iIiItMRvL57AaeP6sPVAKaeMyWZ0Tnq0QxJpvVXPwsv1iqdv+xC+u8A/s1M6UrdLCgJQWh4w9JrqGrybdxI3c2L0YhIREZGwjOyTzsg+Lb8ZKq/2kBTnxtXElKu5K/fXJgQBiipqmLfxIJfNGNiqWEVERNqDMYY5Y/q0+8MwkQ7hqQKMs34twKqnA/cfXAd5q6HflA4PrbtrNilojBkN3AIMqX+8tfa0CMYVUSY1uEy2b/1W7OQxmIT4KEQkIiKdQVfsE7uDwrJqfvjMCuZvKaBfRhJ/+MKkRm+qstODpyL3CdEmIhJN6o9EpFOwFt79BXz+EBgXzL4R5twOaTmBxxkXpGZHJ8ZuLpyRgs8DDwD/AbyRDadjuCaMxKzeiM3Nr22zufl4F60k7uRjohiZiIjEuC7XJ3YHf3lnE/O3FACQW1TJTc+sZPHPTicp3h107BXHDubVlftZn1sMwFnjczhxZO8OjVdEJAzqj0Qk9m18AxbeV7f98Z0w9EQ4+RbY/hGU5gEGTvwR9FA17WgIJynosdbeH/FIOpB3xXpscfDC4b68gihEIyIinUiX6xM7k235pfzmtfVszithzthsfnH+eFITm/8qs3ZfUcB2UUUNewrLGRViPaaM5Hhe/8GJLN11mJQENxMHZLRb/CIi7Uj9kYjEvtyVwW3PXAljzoXrP4L8jZA5GLJUOCdawkkKvmaM+R7wMlB1tNFaWxixqCLIu2kH3g8Xh9znGjKgg6MREZFOpkv1iZ2JtZbrH1/KtvwyAJ5esod4t4vfXtz8esCzR2Sxpl5isF9GEsN6pzZ6vMtlOHZYr7YHLSISOeqPRCT2DTsZPvlLYFtVMax+FnweuOy/0YlLaoWTFLzW//uWem0WGN7+4USeb+fe4MbEBNyTx+A+RoVGRESkSV2qT+xMcosqaxOCR326JbwR/j86czSlVR7eWXeA4b1T+eWF44lzuyIRpohIR1F/JCKxb9jJcP7f4LN74fDOwH3bPoxKSBKo2aSgtXZYRwTSUVw5vfE1aIu/8gJcfbKiEo+IiHQeXa1P7Eyy0xPJTk8kv6R2QAzj+vcI69ykeDd3XDqJOy6dFKnwREQ6lPojEek0jvmm83PvDDi0ta69r76XxYJwqg9/IURzEbDGWnuw/UOKLNekMbj2HcC3bivEx+GePU0JQRERCUtX6xM7k3i3i398eSq3vrCK/UWVTBucyS/OHxftsEREokL9kYh0Opf+G178JhzeATmT4Py/RzsiIbzpw98AjgeOju08FVgEjDbG/NZa+78IxRYRxu0i7swTsKcci0lKxMQFVx4UERFpRJfqEzubE0f15tOfnkZJpYeMlPgWnVte7QEgJSGcrz4iIjFP/ZGIdC4DZzrFRTyVkN432tGIXzjfjH3AOGvtAQBjTA5wP3Ac8AnQqTocz0eL8S5dC9bimjKOuDNnY4yJdljSTeVXlfJm7gYAzus3juzEtChHJCLN6FJ9YmfkcpkWJQSttfxq7jqeXLQLC1wwuR93XzFNfb+IdHbqj0QkcnxeWPsiHFgLI06H4ae07Xo1FfDyt2H9XEhIdaYTn3QzJIW3FIxETjirbA892tn4HQRG+ytb1UQmrMjw7diLd/Fq8PrAZ/GtWI/38zXRDku6qcLqcq5b+iz/3rGIf+9YxNc+f4bC6vJohyUiTesyfWJ38b+Fu3h84S68FnwW5q7K5R/vbY52WCIibaX+SEQi57UfwkvfggV3w+MXwbLH2na9JQ/C+lcBC9WlsOAu+OtoWP18e0QrbRBOUnC+MeZ1Y8y1xphrgVeBT4wxqcCRiEbXznwHDgW1eRevwtZ4ohCNdHfvH9wSkAQ8XFPBewd0oyoS47pMn9gZVNZ4mbfhACv3HGn1NR6cvz2o7ZWV+9oQlYhITFB/JCKRUVkEK58KbFv877ZdM29tcJunAt68GWoqw79OxRHY8DocWN+2eKRWONOHbwC+CJwAGOBx4EVrrQXmRDC2dmcG9AluLK+k+sFnSbjqQkymhq5Kx0kwwetZxru0xqVIjOsyfWKs23u4nC89sJDcIueL4iVT+3PXFdNafB2P1xfU1jM5oc3xiXR5JXmw/HHwVMHUKyFrRLQjkkDqjzqxksoanv18DwdLqrhwcn8mDcyIdkgidYwbXHHg9da1xbXxu9OI02DNc8HtlUVQUQjx/Zu/xv6V8NhFUFXkbJ/0Ezj9/9oWlzQ/UtA6XrDW/shae5P/te2I4Nqbe1A/SAzxh7m0HI+mEUsHOyNnFIOSM2u3ByZncFbO6OgFJCLN6kp9Yqx7+NMdtQlBgFdW7mftvqIWX+eLMwYGtf38gvFtik2ky6s4Ag/OgQ/vgPl/hQdPhcId0Y5K6lF/1HlZa7nqocX8/o0NPPjJdi791wIWbQ+e0SYSNYlpcPwNddvG7az/1xZTvwKn/xKSMgPbB8yEHmEkBAE+/nNdQhCcKchlBW2LSxofKWiM+dRae6IxpgSo38EYnH6o0w2rszUeqK4OvbO8BUNWm+A7lId3+Sfg9eCecgKufkPa5brS9aTFJfLIzMv5uGA7YDml9whS2voERkQioiv2ibHuSHnwklih2iqqvTz86XY25JZw4qjeXHHMoIAiIj86YzSJcW7mrtpPRnIc/3f+eKYO7hnR2EU6vY2vQ8n+uu2qYlj1DMy5PXoxCaD+KFoqqr38d8EO1u8v5oSRvfnKsYNaXbBq+e7DrN5bl9jw+CxPLt7NrOFZ7RWuSNud8SsYeQYcWAfDT4Xsdhi8ctLNMPuH8Ok/YMu70GcszPl5+OdXFAZu+zzOSMPU3m2PrRtrNClorT3R/zu948KJMGMgLg5CrCHontT2P+S2rISap++CKifB6Nu4nPiv/gRXlsptS2gpcQmc23dstMMQkWZ0yT4xxl02YyCvrNzH0XEvQ7JSOG54r6Djbnp2Be+sc9baf2NNLvklVdx4+qja/XFuFzeePiqgTUSaEZ8cXpt0OPVH0XHz8yt5c00e4PQ1B0squemM1t0/JsUHLxeUHB/OUv8iHWzoCc5Pe3LHwSm3OD8tNe1q2L2wbnvwbC1t0Q7C/tfHGNPHGDP46E8kg4oUE+fGffzUwLbB/Yi//Dxcwwe1+frelZ/WJgSdBg++jcvbfF0REYktXaFPjGUV1V5yiyq5ZtZQLpzcj++cMoLnv3088e7Ary3FlTW8u/5AQNuLy/d2ZKgiXdPYCyBnQt12jwHOzZjEHPVHkVda5eHttXkBbS8sa7yvWbC1gHvnbWl0SvCE/hmcPSGndjs9KY5vnjS8fYIV6aq2f+xMFT7jNzD5CmeE4ZXPRDuqLqHZQiPGmIuAvwH9cUrdDwE2ABOaOi9WmaTEgG3XgL64hg5o83W9O9bjXfxu8Pslp7X52iIiEhu6Wp8Yi2q8Pi574DPW7S8GIDMlnrk3nEifHklBxybGuUhLjKOksm4GQFZq+y3DsGBrAZvySjh5dDYj+6g/l27EUwVVpXXbPg/Y4KI9Ej3qjzrO0b6muH5fk5YY8th/friVv7yzqXb7/y4YzzdOHBZ03P1XzWD+1gIOFFdy+tg+jV5PpNMo2geb3oT0fjD6HGdEYHv56E746I912xfeAzOubb/rd3PhjBT8HTAL2GytHQacDiyIaFQR5PlkacC2d/EqrK/tX3K8n38ADdf2zeqHa+Kxbb62iIjEjC7VJ8aijzfl1yYEwVlH8Kklu0Memxjn5qfnjMXlX9YpJcHNLWe3z5IMv399PVc9tJjfvr6es+/6hPcajEgU6dLWvwJHdtVtlx5w1hSUWKL+qIPEu13cdu642r4mOd7NT88eE/LYBz7e1uT2US6X4ZTR2Xx55iAlBKXzy10F9x0Db/4Enr0Knm3HkeVeDyy4J7Dt03+03/Wl+ZGCQI219pAxxmWMcVlrPzTG/CnikUVKVYNCIz4fPq8Xt6uN6ziEKPYV/8XrMQnBIxtERKTT6lp9YgzyhehP6xfUPPr66ALvV88awqljstmUV8KMIT3JTGn7SMGiihoeW7izdtvrs/zro62cOT6n8ZNEYsnCf8Lif0NcEpxyK0y6LLzz8tbAprecER8S69QfdaArjxvMKWOy2Zhb3G59jUjMK8mDNc+DOxEmfwmSGynUtvCfUFNWt735Ldj2EYw4tfn38PmgyVyMJbCmEmC9zV9XwhZOUvCIMSYNmA88aYw5CARX6ugs4txBhUY8f38UT0YacWeegHtE65bicE8/Bc++7bXJQde4GbjSVd1QRKSL6Vp9Ygw6dUwfRueksfmAM3UxPTGOK44djLWWP729icc+20lCnFM8ZGDPZJbvPswxQ3pxRjsk7LYeLOXZz3fjsxavL/ALaI1XUyelk9j8Drzzs7rtl74FfSdBduiRTXXnvQtPX1F3sxWfWneTl9YXplwRmXiltdQfdbABmckMyGy64M53ThkRMH34O6e0vAjClgMlvLZqP71SE/jijIGkJ8W3+BoibVa0D+4/3qnuC/DZPfC9RZAYYjkVb01w20d/aDopuP1jeP0mKNwBY86FS/4VOunojofjvh04OnD2jS35JNKMcJKCFwOVwE3AVUAG8NsIxhRRZthA7OadwTuKSvHM/QDX967EJLb8yY971GTMVT/Gt30dpmcfXKOntD1YERGJNV2qT4xFCXEuXvzubF5ZuZ/SSg8XTe3PgMxk3lqTWzsNq6LGy+9eX197zr/Zzk/OGs33T2t9heGdBWVcfN+nlFU7CZHEOBdVnrpE4NdPCF4TSiQm7fgkcNv6YOf85pOCi/4ZOPqipgzm/AKSesDEL0Jq7/aPVdpC/VGUeLw+3lqbx86CMk4fl8P4/j1q990wZyRTB2WyYvdhjhnai+OGZ7Xo2qv3HuGyBxZS7e9/nlu6l9d+cCLuo3OXRTrK/L/XJQQBivbAmhdhZoi1/I79Fqx7KbBt/8rGr+2pgheug3J/MZ5Nb8K838EFfw99/Bm/hkGzYP8KGHYSDD2xJZ9EmtFsUtBaW2aM6QscCxQC71hrQ5dS6gRscWnjO6trsIeOYPr3adW1XTmDcOW0vYqxiIjEpq7WJ8aq9KR4vjprSEDbij1Hmjznvwt2tikp+PKKfbUJQYAqj48rjhlEr9QETh3Th2OH9Wr1tUU6VL+p4bU1ZEJM3+o3GUaf3daIJALUH0XPTc+u5PXVuQDcNW8LD10zkzlj6+4fTxjZmxNGti6J/uSi3bUJQYD1ucUs3n6I2a28nkir5a0Obju4LvSxQ2ZD7zFQUDdKlv5TG7924Y66hOBR+5aGPvaoMec4P9Luml1IzxjzTWAJ8AXgMmCRMebrYZw3yBjzoTFmgzFmnTHmh/72XsaY94wxW/y/e9Y753ZjzFZjzCZjzNn12mcYY9b4991jji4k1EK+vHzIK2j8gKRETLa+9IuISGit7ROl7Y4d2nT/nOBu29rAaYnBz0lPHNWbW88Zq4SgdC4TvwjHXg/uBEhIh9N/BQNnNn/eqLOC29a/2v7xSbtQfxQd+49U1CYEwVlz9qFPt7fb9RPigvuyUG0iETdwRnBbU9OBv/QI9BnvvM6ZBBfd2/ixWSOcZSnqG3JCi0OU9hHO9OFbgGlHnzwZY7KAz4D/NnOeB7jZWrvcGJMOLDPGvAd8DZhnrb3TGHMbcBvwU2PMeOAKYALQH3jfGDPaWusF7geuBxYBbwLnAG+17KMCTeUSs3sSf8ZsTHw7ls4WEZGuprV9orTRGeNzuHTaAN5ck0uC28XsEVm8U68i8A9OH9mm639p5kCeWrKbHQXOGmpTBmWqsIh0Ti4XnPcXOOv3zug/d5jrkQ08JkSjpizGMPVHUWCM81O/JpardeNVQrp29lBeXbmP4kpnecgTRmYxY4jWqZcomP1DWPcKlPiT4ENOgFFNjNTLmQDfWwhVpaHXHazPHQ9fegxe/AaU5kHfKXDKT9stdGmZcDJge4GSetslwJ7mTrLW5gK5/tclxpgNwACc9S9O9R/2GPAR8FN/+zPW2ipghzFmK3CsMWYn0MNauxDAGPM4cAmtSAq6cnpD395BowVdMyYSd/osWjkAUUREuo9W9YnSdv/5ZBsvr3AqolZ5fOw+XMGrN5zAit2HmTm0FxMHZLTp+pkpCbz1w5P4aNNBEuJcnDwqm7g2jj4UiYqyQ846gHGJLTtv4EwYepKz/iBAfIqzuLvEKvVHUdAvI5lLpg6o7Y/iXIZvnjS8yXOeWrybu+dtprLGx9dmD+VHZ45u9NiRfdKYd/OpvLs+j6zURM4Y10f3qBIdPfrBD5bBlnchMR2Gn9ZMlWC/ownBqtLA7YbWvwLFe53X+5fBh3c4D7Skw4WTFNwHLDbGvIpTC/piYIkx5scA1tpGVoOsY4wZCkwDFgM5/oQh1tpcY8zRBRgG4IwEPGqvv63G/7phe6j3uR5nRCGDB4euImyyMrENkoK+ZWup3rWP+PNOwdUvu7mPIyIi3VdYfWI4/ZG0zN3ztgRsb8gtJinezdfasQDIuv1FvLBsLxU1Xqo9lnMm9m3+JJFYUXoQnrsGdi+ElN5wwT9g/EUtu8bVL8L6uc7IjXEXQc8hzZ8j0aL+KEr++qUpnD2hLzsPlXH62D6Myklv9Nj1+4v52ctrarfvnreFcf3SOWdiv0bPyU5P5Krj6v7uPb1kN//6cCtFlTWMyUnnVxdOaPODMJGwJKTChEtbft47P4clDzpDamd+Hc79U/CszRVPBG8rKRgV4SQFt/l/jjq6uEjj//rVY4xJA14EbrLWFjfxpCPUDttEe3CjtQ8CDwLMnDkz5DEcKQnZTMFhap57i4TvfgWToLLvIiISUlh9Ylj9kYStxuujtMob1J4c7w55/OLth3h5xT6y0hL42uxhZKc3P2Iqr6iSqx5aTGWNs8D7Z9sO8dy3j+eYZtYyFIkZH/zOSQgClBfAqzfAyNOdm7pwxSXC5C9FJj5pb+qPosTtMmE/NFq2+3BQ29Kdh5tMCoLzkOrpJbs5UFTJexsO1rZ/vvMwlz+4kM9uO52MZN2zSgza8h4svK9ue8m/YfgpMPb8wONSekJ1vdxMsr5vRUs41Yd/09qLG2PicRKCT1prj9aoPmCM6ecfJdgPOPqv3F6gfunegcB+f/vAEO2tYg8XNb6zsgq7Nw8zXBWERUQkWFv6RGm9eLeLlAQ35dWBicGDJZUMzkrBWovXZ4lzu/hsawFXP7wYn//W9801ebz7o5OJb2Yq8EebDtYmBMF5uP3O2jwlBaXzyFsbuF1VDId3Qc746MQjEaX+qHOYPjgzuK2ZNQK3HCjhC//6jKp6VYjrK6vysmBrAedNajqxKBIVB9YGt+WtDU4KnvEbeOlb4POAKw7ObOafNK/HWSc3nCnM0iLNJgWNMTOBnwND6h9vrZ3czHkGeBjY0GCK8VzgWuBO/+9X67U/ZYz5O06hkVHAEmut1xhTYoyZhTP9+BqgiVI2zajxNBU0Jiuz1ZcWEZGurbV9orTdORP68pJ/DSeAOBcMyUpl7qr9/P719RSWVXPhlP54fbY2IQiwo6CMxdsLOXFU7yavPzgrJagtzq11nKQTGXk67F9et50xCLLHRC8eiSj1R53DhP4Z/O6Sidz9/haqarxcO3tos8m8V1buazQheNSQEH2WSNQV7oDN7wS3jzgtuG3iF5xqxQc3wKBjIGNg8DEAPi+8dSss/58z8v20X8Ax32jfuLu5cKYPP4lT3WoN0PS/ToFOAL4KrDHGrPS3/QwnGficMeYbwG7gSwDW2nXGmOeA9TiVi2/wVx4G+C7wKJCMU2Ck5ZWH/UzPHtiDhSH3uaaOw2SENStaRES6p9b2idJGv7hgPLsKy1m26zApCW5+dt44AH7y3Cqqvc7/ipdX7As5KiMzpfkpVrNH9GbSgB6s2Vdc2/af+Tu4dNoAxvTt0T4fQqQ5+5bD+7+Cor0w4Qsw52fgCj1NPsjJt0JNBWx4DbJGONWHwz1XOiP1R53EV2cN4auzwl+fMzM5ocn93zppGBP6a01BiZKNb8AnfwFPFRx7Pcy8rm7fc9dA3uq67aRMZz3BQQ2q21cWw4vfhC3vONOGz7kTplwe+v1WPAGfP+S8rqiCN252imJlN16wR1omnKRgvrV2bksvbK39lNDrAQKc3sg5dwB3hGhfCkxsaQyhuGdPx/PK+6F3ZjRTOltERLq7VvWJ0na9UhN48buz2XekgszkeFIT4/hkc35tQvColIQ4cnokcqC4CoCLpvQPe0H25PjAr0Ven+WWF1Yz9/snts+HEGlKTSU8+SVnPUCA+X+F5EyY/YPwzo9LgLPvcH6kO1B/1EV9eeYgnlu6hy0Hneqtxw3rxd++PIWCkmr6ZSaR0yMpyhFKt3VoGzz7VTg6duv1m5yCVCNOg/LCwIQgOCP7plwRfJ1P/+4kBAEqCmHuD5zR7qkhZnXUHwEPgHXalBRsN+EkBX9ljHkImAdUHW2st0Zgp2JLyxrd5+qV2apr+vZux7v8IwDc00/BNXBEq64jIiIxr0v1iZ3RgMxk3lqTy1NLdhPvcpEY5wqYZjVlUAb/uWYm87fk0zs9kemDm167qb7RfdNYsjNwNsGuQ41/bxBpV7mr6hKCR22d13RS0OeFXZ85N14Dpkc2Pok16o+6qIyUeN784Ul8urWApDg3s4b3whjDwJ4pvLhsLy8u30tWWiI3njayycrHIu1u+4d1CcGjlj0Ow05xRgVmDIai3XX7+k4KfZ3cBslDbxUsuBvO+l3wsUNOgGWP1m0bNwye1ZropRHhJAWvA8YC8dQNTbdAp+twfPmFeOctCr3T5cIMG9DyaxYepOaFf4LX+cvh276O+GtuxdUrpy2hiohIbOoyfWJn9dnWAr77ZN1T44bL/r2yYh83nTGasyaEVxmyvhtPH8XLy/dRVq+gyUmjslsdq0iLZI0Ed6Jzc3RUzoTGj684DI+cDwfXOdv9psKMr8H4iyFFBXK6AfVHXVi828WcMX0C2t5YncvNz6+q3V64rYD5t55GcoKWCZAOkhNi8ub6l+HO9+Cb78MX/g0vfdtJDPab6kwdDmXEHNg2L7Dts3ug1/DA6cgAk77kjFBc+l9I6gFzfg49h7bHpxG/cJKCU6y1jaR4Oxff5p1OOcGQO31435qP68I5Lbvm1jW1CUEAvF58W9bgOk5JQRGRLqjL9Imd1Vtr8wK2vQ269X1HKlmx+wjHDmtZUmRTXgnX/ncJZdVeDJCeFMfp43L41YWq3CodJDULLrwb3r4NKo/A8FPh5J/Akd3OCIykBmtbLnusLiEIkLvSmcr14R1w/UeNL9ouXYX6oxhmrWVPYQV9eiSSFN8+Sbs31+YGbBeUVrN4xyFObZA8FImYwbPgxJud6b/U+wJWXQrPXg0/WAY/XOX0YU09nJr1PafAyMonA9vXPB+cFDQG5tzu/EhEhFPPeZExpmt8I05PbXK3b/1WbFFJiy5pegRPSwrVJiIiXULX6RM7qcG9mq+42C+j5est3fnWBvKKKwHna64F/viFSWSmNL3gu0i7mvoV+MlmuGU7XPYIPH0l3DUJ/joaFv4r8Niy/NDXKMsPnGoFkLcWnrgM7jsWPvyjM+1YOjv1RzFq16EyzvzHJ5z8lw859o73eWtNbvMnhSFU/xdOnyjSrgYfR0BC8KjCHc5vl6v50eouN4y9ILi9pgK8NfD+b+C+Y+CpKyB/U5tDlqaFkxQ8EVhpjNlkjFltjFljjFnd7FkxyD1hlJNpboL1tqx4l2vUFFzD66Z2mN79MCP00E5EpIvqMn1iZ3XlcYNrRwGG6tEnD8jgSEU1xZU1LbrunsMVAdsllR6KKlp2DZF2EZfojBpccBfs/sxp81TAu79wqhIfNekycDUy6cdTbwqypxqe+CJsfQ8KNsHHdzrJxnL/+pk+H6x+Dt6+3akqefSct26Dv42D/54D+5a1+8eUNlN/FEOW7z7MF+//jFl/mMc1/13CVn+RkOJKD7e/vIbKmpYl4q21vLUmlz+9vZFPNjsPAL510nAmDnBGDLtdhu/PGcnwbBXKlA7mrQ7d3thyF8X7nb6lYAscWFf3UKoqxGCs3qNg/t+dkYgFm2HzW04BrqPnVByBz+6F934JeWva/FHEEc704XMiHkUHsYeLGp8+DJj+fXD1all5d+N24xo5Cd92Z/qGLcjF+/6zuM77aptiFRGRmNRl+sTOKjUxjue+fTxbD5aQkhDHh5sO8pe3N1JU4cECq/cVceG9C0iKc3HHpZP44ozwplCeN7Ev93ywtXZ7+uBMVXiU6CrYErhtvc66SkenBfefBte+Dp8/BFvehapipz0uBarLYPGDzsjD/E1QGjjtni1vw4Onwnc/gw9+B4sfcNoX/QvO+I0zWmPx/U5byX5ntMaP1joJS4kV6o+i4L31B1i6s5Bpg3tyzkRn7drKGi/ffGwphWWhkyVHyms4VFbNgMzksN/njjc28NCnzsir+z/axi8vGM/XTxzG6z84iY15xfRKSaCP+iiJhpFnQtYoOFSvj8oc4oxub2jNC/Dyt8HnqWvLGAxXPedUG05Ih+p6ycFpV8P7vw68xpFdTj+WPQYePR8OrHXaF/4LrnsLBh3Tbh+tu2o2KWit3QVgjOkDdOp/ebybd0bmuivmB2z7Ni7HzvkCJrnp6coiItK5dKU+sbMb2cepuHj5zEEcKKoMSOgBVHp8/GruOs6b1I/kBDc7CspYvusw0wZnhhxZ8cMzRpPsTzKOzknjh6eP7pDPIdKo0efApjfrtlOyYGC9mx9r4fAOZxbMzK+D1wNVRbDqGVj6sHPMqqfgqheCC5iAc6O1YS4sbXAjt+RByBwc2FZ2EA6udxKREhPUH3W8e+Zt4e/vba7d/sFpI7n5rDGszy1uNCEIMLZvekBC8P31B3hjTS4Deybz9ROG0TM1cJmKao+P/y3aFdD28Kc7+PqJw/zXa7C+qEhHik+Cb74HK592RvuNOsuZ8rv5HVjznFMYpPco59j3fhmYEASnCMl7v4SrnoevvQaf/sO5zozrYNjJ0Gdc4Oj0hDTIHAS7FtQlBAF8NbDsESUF20GzSUFjzEXA34D+wEFgCLABaKIcWow6XNTkbtvM/kbFxQduu1zOPHkR6bZy93tZvqSGslLL4KFuZs6KJy6u6eULJPZ1qT4xhllrWbyjkBqvj7F900mMd9MjKT7ksT99cQ0vLt8bcl9plYeC0io+31nIT55fhc8/WcDg5FFOHdOHP182md5pibhdhu+eOoLvnjoiQp9KpIVmXOvcKK1+Fnr0hzk/g4R664fN/5szyq++xB7OjdJR+1c4Iw4v+Ae8/qPgxOCB9RCXFNgenwz9psDuhXVtCWnQS383Yon6o8h74ONtPLpgJ0nxLm48fRSPLNgRsP9fH21j5tBeTB2USXK8m4p6U4SnDMygyuNjVE46Pz1nTG37a6v284OnV9Ruv70uj5vPHM0xQ3uRleaMxF255wgeX+DstsS4cFb9EukgyT3h+O/BhtfgsQsDR/stuAe+8hSMOA3KD4U+/+j6g/2nwZcfd14f2eNca+dnTp9TXeoU2Tr/b5CYDnEhRtoWbA5ukxYLZ/rw74BZwPvW2mnGmDnAVyIbVmTYns08Vamqxnp9GHfL/tF1zzoLz6sP1851d8+Yg0mMnQd2Pm8VpXnLiEvqSUrWuGiHI9Ll1dRYFnxUTY3/vmzHNi+paYZJU0MnNaRT6TJ9Yqyq9vj46sOLWbyjsLbN7TJcNKU//7h8asCxh8uqeXlF6IQgwIT+PRjUK4UrHlxE/fsrizPI6oONB/n13HXcd+X0dv4UIu1k9vedn1BWPBHcdnQKcX1xCTDtKhhyAjx8pjPq76iF98KUK5zRhQDGBafcBqPOgENbYev7kJYD5/01uPqxRJv6owh6f/0B7nxrY+32zc+voleDwlNen+XrjyzhjR+exF+/NIVfzV3HobIqTh2dzd1fmVb7MGtPYTnvrMtjxpCePLd0T8A1thwo5TtPLCcp3sVD1xxD34xErn5oMd56nZYBbpgzMnIfVqQ1vB547abAhCA4a+D+71LoPx3GXwKrnwk+d9yFwW1zfwA7PnFeV5dCv2nw9bedkYngjAhMTA9ci/DAOqiprDtGWiWcpGCNtfaQMcZljHFZaz80xvwp4pFFgKmoClUnp47PQlU1pLTsD5V7+Hhc192Ob/dmTFY/XAOGtSnO9lRddoAt736bmjJnLZmew85hyAm/jm5QIl1c0WFfbULwqPwDLStiJDGry/SJser9DQcCEoLg3Hi9vGIfOwvKePmGE2rb3W6D22Xweet69+R4FwN7pjBtcCY/PtMZnVHSRNGRJTsKefjTHZRWerhkWn+GZGnpD+kkUrKc6cMNGbez/iA4az8NmOG87jUUzv87PHd14PFrXoBZ34feI2DIiZDtnzp/9YtQVeqMHNQMmFik/iiCFm0PHOFkrVPZ/lCDacJeC39/dzMPXjOTcyb2pbLGS2pi3S3200t28/OX1+Czzmi/aYMzQ75fZY2Pv767idPG9qG6QeHLb508POz1cUU6xO7F8Mp3oLyg8WP2L4fssXDOn2DHx1BWANbnTDc+6cfBx+9ZHLiduyJ4HdvUPoFJQU+Vf3S8koJtEc6QuCPGmDTgE+BJY8zdgKeZc2KSGdSv6QPi4zAtTAjWXjuzN+7Js2MqIQiQv+Hp2oQgwOEdb1N+aGMTZ4hIW2X0dAWtKtC7j6Z9dBFdpk+MVU2ty7RizxHeXL2/drtHUjyXTB1Qux3nMtz7lem89+NT+PNlU+ib4fTpVx43pNFrllV5+N3r6/nH+5s57+75tRUjRWLe6b+E+JTg9pN/4kwXvuJpuPLZwH3ZIdbK9Hlg0T9h2CnB+xPTlBCMXeqPImjKoMygtrX7i8lOSwhqn7fxIPklVbhdJiAh6PH6+NPbG2tHqld5fOQXV5GVGnwNgMPl1eT0CC7mM2VgcCwiUePzwgtfh8LtzR97cAMU74NtHzrFQsZfBKf+FNwhZk8NPCZ429RbeunIHph4WeAxk77kjB6UNgnnLvVioBz4EfA2sA0IMd4z9pnyyqYP6JfdMYF0IE9V8DqJodpEpP3ExxtOOCWB9B4GlwuGDnczflI4A7OlE+gyfWKsOntCXzKSG59q/7s3NgBwsLiS8+6ez/PL9mKABLchIzmOdfuLAqZdAfz0nDH85qLxpCcF/j0cnZNOWXXdGlBl1V6e/Xx30Hve9f5mJv36Hab/7j0e/jTEyCyRaBh+Cty01hn9N+Y85wbqzN86039nfh3Gnhec0MseA8d9J8TFrFNIRDoT9UcRdMHkfnzjxGG4TeB60Pml1WQ26KO8Psu2/FJeW7Wfa/67hB8+s4LNB0rw+CwllYF52vIaL5/cOoeHrpnJSaN6B+z78sxBXDx1AMcO61XbNmVgBv94fzMjf/Ym3/nfMooqGh/5LtKuPFUw73fw4Bxnam+pf+mJkjwobrB0iyvBmRKcnBXY3nMIfHaPM6W4qsgpMLJ3aej3u+heZ7S6ccGg4+DSf/vjqIZnr4a7JsInf3YeYE2/1llr8OL72vczd1ON3qUaY0YCOdbaBf4mH/CYMeZkIBNoZNXI2OXLPdjkflfPjA6KpOP0Gn4eh3e8Df6J0wlp/UnL0dpJIpHWf4Cb/pdqdEVX0RX7xFiVnZ7Iy9+bzeMLdzF35T4KywNvgHKLKqnyeLnngy2sz3XWT7NAtddyqKyGf7y/BZ+FH51ZN+Jp84FSrIVHvnYMPVMSeODjbeQVV9IvI4nNBwLXwklosJj7vA0HuOv9LbXbv3t9PdMGZzJ9cM92/uQirZCaBcd8w/kJ17l/gvQB8P7/1bXFp8Dg2aGP3/Q2LLjbGVF4/A0w4ZI2hSxto/6oYxhj+L8LxlPj9fH4wsBKwBdP689jn9W1ZabEc7isOqCAyPwtBXxy6xwunNyPV1bWjXD/0oyBpCbGccb4HE4c1ZsbnlzO0l2H6Z+RxCmjs0mKd/Pct49n1Z4j+KzlW48vo6DUKQT09ro8eqcn8PtLJkX404sA7/8aFv3Leb1/ORRshXP+CJ/d6/QZNeV1x069wknq5W+C934Fhdtg7AVOVeKG9i2DgTOD29NyYOZ1zjq34y6E5Eynfc3zTkETAKwzFXn2jc7at9Iumhq6chfwsxDt5f59ne9JlLuZG3RX15vel97vGEaccR+Ht79JXFJPssdejivUcF0REWnKXXS1PjGGDc9O49cXTeC2c8dywp0fBKzhNHVQJolxbnYWlDd6/tNLdvOjM0dT5fHy8vJ93P7Smto1hYdmpbDzUN25SXEuKj3O+k290xK48rghbMsv5bnP95AQ5+JIefAX2uW7DispKLGhpgLyN0LWKGeqb7hOvBGMdYqVJPeC037uJBgbOrgRnrmybo3C5z+HzHl16xRKNNyF+qMO87XZQ3l15f7aEXrHDevFL88fT2ZyAnNX7advjyS+fuKwoFHmhWXVLNx2iD9dNpmJAzJYvbeIE0Zm8eWZgyiprCHe7eLVlfuYt9EZtFJUUcNXH17MZ7edTnKCmymDMtl6sLQ2IXjU8l1HOuRzi7Dx9cDt3Z/BI+dBTVldW3wqjD4bzvyds13gf4iaNQqGnuj0UQvvDbzOkQYzMor2OWvXPn4R5K1x2j78A1z/EaTnOAnGhgq3AUoKtpemkoJDrbWrGzZaa5caY4ZGLqTIseUVTe43A/p0UCQdK73vDNL76subiEgbdLk+sTNIinfz1k0ncfNzq1i++zDTBvXkD5c6IyTOmpDDp1tDL3B9sKSKn7+8hldW7qOsyhuwr35CEKhNCBrgzi9Mpsbj46J7P62dVhxqKvPMob2C2kQ63K7P4JmroKLQWVPpskdg1Jnhn3/CD52fUEoPwge/g41v1iUEAbCw+R0lBaNL/VEHGp6dxvs/PoV31uXRKzWBM8fn4Ha7+NGZo/nRmaP55atruf5/S7EhqlkO7JlMYpybb540HHDWGLzlhdW8vGIf8W5D77TA9QMPl9ewYFsBZ4zLAWBIVgp90hM5WFKXGDxmqB5ISQfpNTwwgZeQ5lQFru+Yb8BZ/oTglvfh2avq9m16w/mdMRCK6k03Xnif02eNPAve/insXQJxyc4U46NK9sP/LoEv/89ZHmP+3zk68xF3Qsv6OmlWU0Pjmqq4kdzegXSIZtYUNL1b/o+sranG88lrVD/1DzwfvIitbHzkgoiIdFpdr0/sBKy1/P3dzXy6tYCyKi9ul6FPj0ReWbGPF5ftJS2x8RkATy7eHZQQbPK9gI835/Pyin0B6wwWVdRw9vgceqUm0Cc9kd9ePIGpIRagF+lwb/3USQiCU43x+a+Br50q3T93LSx/PHRlyd4hipVIR1J/1MGy0xO5etYQzpvUj3h33e3zit2HeXzhrqCEoDHwjROHMa5fj4D2l1bs44Vle/H6LJU1PvYeDh6w8t0nlnHnW05RyHi3i/uvns64fj1IjHNxweR+/OTsMe3/AUVCOfsPkDHIeZ3YA2Z9N/iYo0nDA+vh9R+Fvk7R3uC2j/4ID81xEoIQmBA86uB6JzHYbwpc/gQMPQlGnAZXPe8kLKXdNDVS8HNjzLestf+p32iM+QawLLJhRYZ1Nz092JY1PZIwFM+HL+FbswgAb+4ufEcKSPjCt1sVn7SPam8l7+x4iK2HlzEofRznjvg2qfFdb71IEelQXa5PjGUr9xzhvg+2sOdwBZvy6tb8+3hzPtf+dwmLdxS2+toJboPHZ/GFGNWRnZ5IUnzwd4WUxDiW/5+eSkuMaTilqroU1r4Ak7/ctuuWFzrTxEIyMP6Stl1f2kr9UZQs3n6IBdsOMbF/D84cn8Orq/YHHXPuxL784oLxDMgMzs9u8K+D25Qar+WBj7dx0qjenDCyNzOG9OKtH57EO+vyeHTBTm54agXfPWUEx48IMd1fpD3lTIAfroKCzZA52BnNd2grrHu57pj1r8DifzvTfSuPtH8MRXsgdxWMu8D5kYhoKil4E/CyMeYq6jqYmUACcGmE44oI18jB+Hbua3S/3bYHhg9q0TV9m1cFXmPHBnyVZbiSUlsVo7TdK5v/zqL9rwKwp3g9hZX7uX7qXdENSrq9vbu95B/0kd3HxcDBKkDSCd1EF+sTY9XhsmqufmgxpVWekPvDSQiePCqbJTsPUVkTPGqq2hsiG+j3zw+3ENeg0iQQVIxEJCb0GQ97Pw9sO7Au9LE7PoFljzoJv5GnO9WJExr5rprYA1KzoSw/eN/EL4C7qdsH6QA3of6ow2zMK+bfH29nY14xG3Lr+oILJvfjjdW5QcdfddyQkAlBcPqmRxbsDGpPjHNR5QnsrzbkFnPCSKc68bJdh/nOE8tqRyQu2n6IeT8+hUG9Ulr5qUTC5HJDn3F127O+F5gUBHjn5+Brpiq2cYFtZiR7Shb0HAb76lUnNnFOQlIiqtGhc9baA9ba2cBvgJ3+n99Ya4+31uZ1THjty5XWdKLOHmn+6U2Q+MSgJrt9fcuvI+1mbf4nAdubDi2i2tv01HGRSFqzsob5H1azcZ2H+R9Ws2ZlMx2nxJyu2CfGqk+3FjSaEGyO2wXzb53DvV+ZxnWzhzZ5bHDqD6o8lrIQicTGbvBE2tXBDfDS9fDkl+pVWmzAWmcqltcDE0Lkf0aeHty24gl47EJY+yJs/xDe/QU8dbmzbmDFkeDj3XFwwT+c5CA4v/tPhxNucqpLSlSpP+o4h8uq+fIDC3l5xb6AhCDAW2vyaPiI6YpjBnHiqN6NXm/O2D789uIJJMcHPhxuuHatMdQmBAHe33AgYIpytcfHh5sOtuzDiLRGSR5U+5dHKzkAiRlOgq++5hKCAMNPg3EXN33M+IudacJx9fMrPqeYlkRUs4/6rLUfAh92QCwRZ3o1PYXUlpY1uT8U1/Dx+FYHTrHwfPQq3oXv4D72DNyTZrX4mtI2vVMGUlp0uHY7MymHeFdw8lako2zeEJjg2LTew6SpqgLeGXWlPjFWDesd/AAvJd5NeU3z6wP6LFxwz3yKKj2kJzX9FWfigB6UVHqCCo801Cc9kZvP0hpOEmGVRfDIuVDh//6y5V24+qXAJN+B9c4i7oXbnRuzqqK6fcbtFP9I7xd87YX3BbftnA9/HQWueDj+BjjzN4H7x13orN10aBusfBI2vA77ljmVJftPbfPHlbZTfxR5H2/Op7gy9EMqlwu8Dbqli6b0D3nsC8v28t9PdxDvNnz31JF8dttp/PXdTSzbWciWg2UBhURG9E7lpjNHB6xHODQreETg0CzNSpMIKi+EZ78Kuz51Coz0GuZUBnYngCsBmhpwY1ww+hzY9GZdW/56KA0x+ry+Da/DulfAU6/itvXBkv/AsJPb9HGkaU0vstfF2PxmphwVlWJDlY5qQtyssyCpwT/UFaXYIwV43n0GX97u0CdKxFw6+mZ6JGYDkBzXg8vG3oYJMR1MpKO43E1vi0idiQMyQlRXtCQn1P3FOX54Fu//+GR+dPqowKMsFPlv4EoauZEDZ+Tfn744hUevO7bJYiX/uHwq8386hzF901v+QURaYvtHdQnBo9a95Pxe+xL89xx45BwnIQiBCUFwKgTvXQKPng81/jWyC3c4N2HVTTz09tXAgrtgz5LgfQmpsPENWPwAFO91EolPXQ5ejXaX7qFfRuM1Xb554nDOnuBUCXYZ+OqsIcweGTxKcMmOQn7y/CrW5xazam8RNzy1nILSKu64dBKXTh+It8G95xdmDOTCBsnFS6cN5MzxznsZA2eMy2Ha4Mw2fjqRJsz/m5MQBGe92rw1zmtvddMJQYB+0wITggDF+5sfUVh2sK54Vn3hjESUNulWi4L4tu9p+oCqaqjxQEL4I3hMeiZxZ16O560nwBP8B9a3ewuuvpoH35EG9RjH/81+hYPlu8hKHkCCu6kibSKRN3FyPEsX1/37MHGKRgmKNCWpwdSq8hofv7hgHGv2FjF9cE++cuxgEuJc/PDMdM6YkMO1/11CQWl1WNcempXCvJtPxe0y7Cksp0dyPKUNqhQb4HtzRnDptAGAU2GyuNLD7BFZAZUnRdpNRog1rTMGw+5F8MLXIWiiYiNKD8CW9+Hz/8COj50RhP2m1FWIbEz+Jhh0bHD79gYD0UrznGnO/SaHF49IJ3bc8Cy+OH0gLy53qqeO6pPGBVP6MWNwr9ppwvuPVBDvdpGdHnpW0sebA6f5en2W+VsKGJWTzoCewUtThFquIiHOxV8vm8Jd72/i6SV7eH/DAWb/8QP+edV0Th6d3daPKRLs4IbWnTfyLNj6bvPHueLDT/Yd863WxSJh61ZJQZPdq+kD0pIxLUgIHuWZ/1rIhCCAK6dlhUukfbhdcfRLGxHtMEQAGDU2jqxsFwUHffTu46JXlpIKIk2ZOCCD+VsKarfjXIbfv+58QX1j9X4G9kzm9HHOqIkJ/TM4blgWb6wJXvA9lJNGZ+N2OaPH75m3hf1H6p54u12GP39xMqeN7UPP1ASstXzniWW8s+4A4CQUX/jubHqnaUkKaWcDpsMx34TPHwask8g77nr49B80mhBsbOH2PYuchCA4Iwj3L4eEdKhuomDOe//nJAWzG0yV7zsJ9iyu2z46jUykm/jbl6dww5wRlFV5mTigR9Dso/7NrDk7pm+PoLax/tHn50zoyxnjcnh/g9PHnDomm/MmBS8BsHRnIV975POA9XZLqjz85rV1zLv51JZ+JJHmjToLts1r+XmDjwsvKRhuQnD6NaHXypV21a2Sgu7pE/DOXxa8AMRRFVWh25tz5FBwW1wc7pmn4xoyunXXFJEupVeWkoEi4bphzki255fy3voDZKUmUFhWNwrQ44Pfv7G+NikIcPt5Y9l5qIx1+4tJjDOkJMQxcUAGWw6UkFcc2Le/vHwf18wawqicdPYdqQjY5/VZRuek0zM1gU825/PYZzuZt7FulMfOQ+U8vnAXPz5TfbtEwPl/g9k/cIp/9JvizBPMGhV8XI/+MOREp/DHnkXw2X1weDtgnPUBq0IUzvM0+I7rigNfvSn2FYfhgZPgxuWQMbCu/dSfOesI7vjYqUh8/t8hUdPppXsZnp3W6nPPn9SPBVsKeGH5XtzG8LUThtZOM45zu3jo2plsPViCz8LonNB/t/7+3uaQBbga9mEi7ebY650HSYv/HboSPeDMq2jw0Gr+3yA+BWqaXq+5UcYFA4+BqVdBn/Ew6JjWXUdapFslBa3H03hCEMDbTJnsxqRlQOmRgCb3edcQN0pTK0RERFoqLTGO75wygozkePplJHL3vG0B+3OLAtezGdgzhS9OH8i2/I1Ue3wcPzyLu78yjbPv+gQITIaUVnl4fOEufnfJRC6Y3J/PttU92BveO5UJ/Xvw2qr9/ODpFSFjKyxr5QNEkXD0HAr1l9ScfLlTdGTDXMDA5C/DFx6s2993Asz8OuxfASlZ0HMIbH4Hlj8eeF1fNcQlweDjITnTWSx+9bOBx3irnDUDz/8HLPonFO2BXsOdBd7P+DX0nexUJhaRZpVWeZi7cj8VNV5uPns0Pzt/HC4D6UnBs9JG9mk60V7/wVh9F0wOXdhEpM1cLjj5Fig/7PQHIYUYxX40GZg9Bgq2OqPVW8L6nNHphTvhmpfr2r0eZ/3b0oPQexRUHnEejg05vmXXl5C6Vc/uXbomIteNO+2LeOY+HPhecx/BjptO3DlXYlRVQEREJGxPLd7Fz15e2+j+XqkJAdvb8kv57evra7ffXJvHgHc2MrF/Btvzg4ssHF3Y/crjBuMy8MaaXLw+S43Xx43PrGDv4dBPuN0uwxemDwy5T6Td7FwA8/8K1eXOlOKhJ/mTghbWvABjzoMJl9Qdb4wz/fio0WfDnF/Ax3cGjgb0VMJ5f3FuqPavhNXPEXRTd2At/PfMuu19y5zfH/8Zrn3NmRomIk2qrPFyyT8XsPVgKQD//HArr/3gRAZkJvPYZzt4Y3Ue/TOT+P5poxjZp/lRiJfNGMjv36hb4y0zJZ5rZg3he3NGRuwziAAw6TJY9C/CXtf2qF4j4Ypn4N5pjR8Tl+T0S6GUHYD7Z8OI0+HSf8M/jwkuxgVw7l+cpTakTbpVUtBXWNTsMd5N23GPGd6i67pHTcJcfiOeJfOwO9b5Wy2+DcvwDRuPe9yMVkQrIiLSPf3jvc1N7r/pjNEs2n6Il5fvo1dqPKv3Bvfvb689wO3njmXuqv0B7XEuw9XHDand/vLMQew/UsE9H2ytbYt3B1esT05w880ThjJ9cMPKyCLtqHg/PPGFuhulPYsgPrVuv/XCh38ITAo2dGC9k1T0NZhu2Hs0ZPmTCP2nwuX/g+euDW8kh7fKqUKspKAI2/NLuWfeFvKKK7lk6gCuODawqOT7Gw7UJgTBGen33Oe7WbrrMAu21o1OX7DtEPNvnRNUXKuhb540nN5piXyw8SCjc9K47oRhpCZ2q9t4iZYB0+HLj8FrN4WuDNyYpAzIGg4jz4St74U+prGEYH3b5sHc74dOCIIzelBJwTbrXv+aeMKZHhx8IxAO03dQyC9VtvBAq64nIiLSXXl8jT+RPnl0bwpKqrj1hdVNXqN3WgKnje3D2L7pbMxzCiykJLh5/OvHMr5/3cLvt7ywuray5FE1XkucK/BrQ0W1l3s/3MYJo7KZNTyrFZ9KJAzbPgi+UfI0WDesJNdZIzCukYI3K58MvsaAY2D4KfDIec714lNgyAlwzp/grZ+EF5vRurgi1R4fV/5nMXnFzt+xRdsLiXe7+OKMpkeR7ygoC0gIAuSXVPH5zkJOGtV8BeFLpg3gkmkDWh+4SGuNv9hZU/aRc8M7Pi4JplwJK56E8hC1F1rqaOEsiZhulRR09euNb+uupo/Jad0Xfc+8F7A7NzZoNbiGjW/V9USk6ygp9rF7l5ekJMOQYW7i4lr38EGku7jm+CHcPW9ryH3nTujLz15pfGoxgMvAL84fT1K8m5e/dwJvrc2lvNrLeZP6BUw9XrT9EC81SAge5fFBUryLyprAB4oPfLRNSUGJnKwQ0wEHHQu7F9VtVxXDK9+Dyx4OPhYgMbjaKdmjndGD9e1aANljw4srLglmfTe8Y0W6sBW7D9cmBI96a21uQFLwjHE5jMhOZZt/+YqeKfEM6pUS8noDezrtuw+VM3fVPjJSErh02gDSNBJQYklLCkx5KuF/F7d8PcHG1DRRUOeEH7bPe3RzEfvXxhjzX+AC4KC1dqK/rRfwLDAU2Al82Vp72L/vduAbgBe40Vr7jr99BvAokAy8CfzQWtvCSe3+mHJ6N39QStNl5Rvj27g8qM19yoW4+g9t1fVEpGsoPOTj/ber8PpncW3b4uHMcxMxRolBkYbW7ivirvc3k19azfmT+rJ895GgoiL3fbiVpr4FuA1cf8pw5q7cR3FFDXPG9glaB3DtviK+8ejnHChpumhIw4QgQHZ6I6OzRNrD4Fkw6wZnqq71wuhz4LL/wl2TAkdcrHsJLrwr9I3azOtg5RNwZLezPeREOLAu+DiA/IYPtP1MvLPIe+kBZ0rzuAuh17A2fTSRrmBgrxRcBuoPaM9MCVznNinezSs3nMCrK/dRWePjoin9OVJRw/0fbQs470szBjKsdyqb8kq49F8LKK92kihPLd7Na98/gTi3RudKFBXnwrzfOmvNjjwdBh3nFAEJR3slBBtyJ8DsHzrTiUefDaPPisz7dDORfATxKHAfUL/82W3APGvtncaY2/zbPzXGjAeuACYA/YH3jTGjrbVe4H7gemARTlLwHOCt1gRk4sL4uHEtLwpivZ6QUyp8G5bDzNNafD0R6Tq2bvLUJgQBDuVb8g/46NNXBYhE6iur8nD1w4s5Ul4DwKo98MXpA3hx+b6A4/YdCV6DJt4FNT5IiHMxOieN+z/aDsBjC3dxx6UTuareGoIANz69vNmEYCgpCW5uOWdMi88TaZFz/gAn/dgZHZE5yGnLGBSYFIxPdW6OQknrA99b7KzjlJAKw0+DF74GuSubf+/4FBh4DJxyKww9sa2fRKTL6ZWSgNtl8Hnrsnv7jwSOZHp6yW7+9u4mSqs8fOXYwfROS6RPjyQe/OpMHvh4K6VVHq45fihX+vumJxfvqk0IAmzILebTrQWcOqZPx3wokVCe+yrs/dx5nbcaplwFe5YQsuiIyw2+FiQC3UngDWNNwYa81bD8USjLh1VPwYV3w+Qvt/w6EiBiSUFr7SfGmKENmi8GTvW/fgz4CPipv/0Za20VsMMYsxU41hizE+hhrV0IYIx5HLiEViYFfZu2N39QVTUkJ4V9TWt9eN5+CmqCby7swb1Yn1fVhzvYoYp9vLL5H+SWbmVs1vFcOOpGEt2tGwEq0mYhBgRqkKBIsM93FtYmBI96deW+kMdePWswz36+hxqvJadHIgWl1cS7YcbgTBZuD1wI+7evrWdDbjG3njOWHknxlFTWsL0gdHXhxoztm8aVxw3hC9MHakqXdIzUBrNbTvs/eOZKp+AHwGk/b3xNQYCEFGcdqPrn71sBRbubft8zfwvHfqt1MYt0Aw9+so0ab2BSZN3+4trX2/JL+dnLa2pHtD+yYCfj+vXgyzMHccb4HM4YnxN0zYLS4PvIOJdGCUoUlebXJQSP2r0Azvg1fHSnszZt79Ew/hJwx8OgY+Clbzujy8PhrYKs0XBoK9BgVkZSBlQ2USC2LN/5XVMOb/7E6eua6g+lWR39zTbHWpsLYK3NNcYcffwxAGck4FF7/W01/tcN20MyxlyPM6qQwYMHB+23VdXNBmhLyzEtSAp6P3415NRhANN/mBKCUfDI6p+yv3QLAJ/te4lqXxVXjv9llKOS7mr02Dh2bffi8Y8WzO7joncffdHr6prrjyTYsN6pQW2h6oNNHZTB7y+ZxC1nj+XZz/fwhzc3AM7aIw0TggBVHh9PLNpNUYWHm84YxXvrD9AjKY7iSk/QsY3ZmFfK3e9v4Z11eXzv1JGcMDKM5UhE2uLAOvj0Lmf9wBlfgzHnwk1rnHUA+06C3qNadr3eo+DGFXBgDSRnOdOLP/5TvQOMEoJdlPqj9rXzUPBDpeHZdf3Xyt1Hgpa4WLnnCKeMzubeD7aw61A5Z0/oy9WznFGClTVe5m8pCDi+X0YSs0do7VqJIne8s5Zs/aJVWSPhxJucYleLH4CCzfDp32HKFTDuIrhxJWz/CNL7QlUJvPNzqC6F6dfCvF83eAMLhzaHfu+mEoKhjq047LyntFqsPO4ONW7GNtEekrX2QeBBgJkzZwYfVx7GENWszOaPqce7elHoHZm9iT/v6hZdS9quuOpQbULwqBV57/CVcf+nNdwkKjJ7ujjv4kT27PKRlAyDhrj1Z7EbaLY/kiBDslI5c3wf3lt/sMnjXP6/P/M2HOCP/oRgON5dl8fba3ODRng0lNMjkQPFwaM2DpVVs2DrIT7fcZj3f3wKg7NCLxov0mblhU6Vx6M3RpvfgWtfg2EnwcQvBB9fcQSWPgxH9sCES50qw6G446D/NOf1nJ85S98s+Y9z0xefDIe2QGUxbHkX5v0OKg87a0hd+m9I6RWRjyqRp/6ofRwsqWTl7iNMGZTByyvqRrG7jeEvl00GwFrL3FX7g849ZkhPrnl4CZsOlAAwf0sBXp/l2tlD2ZBbTEmDh1SDeiVT5fExd9U+CstquGByv0YLlYhExLu/CEwIxiXDWXc4CbjP6xW58nlgxRPOT1Kms/Zsv6nO78HHQXIvmHYVrH8lvCUsWmrQcUoItoOOTgoeMMb0848S7Acc/ea/FxhU77iBwH5/+8AQ7a1ijxQ3e4yp8UBiI2u0hJKUHHLqMOWl+HZswD01dtZjsdbiqynDnZAW7VAiJjU+A7eJw2vrOlev9XCgbAd904ZHMTLpzlLTXIydoNGBIs05eVR2s0nBfUcqmH3nPA4UVTb+lDCEhDhX0I1XKNZahvdOZXtBWcj91V4fH20+yDXHD23Bu4u0wLYPGoyUsLD2RWfK1KGtTvGRfpPrdj/xBdi3zHm97BG44ikYe37oa3s9sOAuJ9HYe5QzTTl/ozOaY/njkL8Z9tR74L3lXbh3Bty0umXVJ0W6kLfW5PKDp1fg8VlcBi6e2p8NucWkJsRx5XGDGdnH+buxeEchH2/ODzi3X0YSo3PSahOCR72+ej/Xzh7KyD5ppCS4A9YUnDIwkyseXMiqvc6/A/d+sIWXv3cCY/qm89Ti3byyYh/ZPRK56fRRjMrR30uJgE1vBm57KqDnUGcEoK+R71KVR2D/CuenvtXPQN8pcHBD3RIY7WXaV9v3et1UR9+lzgWu9b++Fni1XvsVxphEY8wwYBSwxD/VuMQYM8s4Q2uuqXdOy3maX/zSFpU0e0x9cSddEHpHdSWeeS/gy93VoutFSlnBWjbM/RJrnjuDTW9eS1XJ3uZP6oTcrjiGZkwJaHMRR1qCnnC3lMfnY3dZGR5fiPl7IiIRUBGi2m9DB4qr2H+kkmYG/AHgdjmjCvtlJDG2b3g3TgdLqhtNCB41vHfXfbgmMSBjUHDbvqXwwnXw4R3w4Cmwyb+8du7quoTgUfP/1vi1P/kzfPA72LsEVj4ZXH04VGXJikJYP7dln0Gki6jx+rjp2ZV4/GWDfRYWbClg9ojerNx7hFteWM2l/1pAcWUNh0qDl6rKLarklZX7SWhQSbh/prPeeXpSPHddPpV+GUm4DJw9IYfjhvWqTQgClFd7+d+inby0fC8/e3kNS3YW8sbqXK58aDGVNRGq8irdW9bIwO3Mwc66fWnZTtXfljiyGza+VpcQdLfj+n+v/wi8+jvQVhFLChpjngYWAmOMMXuNMd8A7gTONMZsAc70b2OtXQc8B6wH3gZu8FceBvgu8BCwFdhGK4uMAFAdxpqCZRXNHlOfa9h4SO/Z6H7fvjCKm3SA3Qt+S7U/EVhRuIm9S/4S5Ygi58vjbiMz0RlG7DJuLhh1A2kJmdENqpNZV1TElz9dwFWfLeSL8z9l1eHD0Q5JRLqB4oqa5g8K0xnj+nDFMYPITI4HYFzfdOLa4VvP6D5pnDBSaz1JBA0+DqZfU7fddxLkra3btj747D7ndajRe/uWwZ9Hwmf/hGe/Cv85HRY94Ozb8Fozb95Itr2mZd+PRbqKeRsOUtVggdvC8moe/Wxn7dqBK3Yf4X8Ld3HKmGx6psQHXeOzbYe49ZwxxPkfVA3ITOamM0bX7j91TB/OHJ9Dj+R4dhdWsONQ8IMpg+HttXkBbfklVSzbpe/oEgHn/hl6+Es5JPdyqvwa40wf3h+6nkLYvFUwfA4MOxnS+zVxYBjLLflqnIdc0iaRrD78lUZ2nd7I8XcAd4RoXwpMbJeg3G6g6alDZlBTfzCDedd/DiWN/2Ps6jekRdeLBG9NOVUlgdXmKgobWdizC8hOGczPZ7/InpIN9ErqR49ELQjfUn/bsJH8KudpTmF1NX/ZsJEnZh8f5ahEpCsrrfLw+MKd7XY9r8/y5GKn7ztSUcPji3Zz2bQBfLy1gPyS1k9f2XKwlN2F5QzJCi6MItJu5vzcufnK3wiDZkHemsD9Nf61nnoNgyGzYddngfvL8+Hdn9Vt71vqrBuY3hcOrg/9nk1VfPzgd84NXPbo0PtFuqiyquB7x749kthfFLhW/Z7CctIS43j6+llceM+n1PjqEuzpSXHMGdOHPumJrMstZkd+Gf9buIvvnDKcPj2S+M/87Ty+0JlddqS8hrvfL2fywAxW+0cLpiXG8dXjh3DXe4H3b8bAYK01KJHQfyp8/R148ZtQtAdWP+esFbjxDShtepmXsGz/CAbOhOyxTuGSkMJcJKbhqEZpsVgpNNIxfM3/wTLuFg4jqG78xsJ93Jm4BkR/HTt3fAopvSdQXrCuti2t3zFRjCjynGnEk6IdRqe1p6ysyW0Rkfa2as+RFlUEbs6Hm/KD2l5YsY8bTx/J++sPsj63+XWGQ7HAkh2FSgpK+8tdDa/fBAfWQ3ySkxQEKNjiTLeqvxbT/qVw9xS47m3IGhWcFAzlwz9AaV7j+5uq+Fh5BD79B1x6fzifRKTTKyyr5rYXV/Px5oPEuUzt9GG3y1lbtqG1+4rweH1kJMdz5XGDeWn5Pkr8CcVF2ws5/e8fB53zwcYDfHDzqSzafiigvbTKw61nj+FAcRWFZVVMG5zJT55fVZskPOoHc0apAIlERvF+uG9mXbGRVU/DlnnQa2g7vYGFvZ87Ba/aqmiPM61ZWq17JQW9zd9s1GzeQcKY8BN57nEz8H4+L2Ry0DUodrLWQ078Hfs+/xvlhzaS3ncGA465OdohRUyVp5zF++dypOogU3POYHCP8W2+prWWd/M/Z2XRFiakD+O8nFm42uMfsRg1OzubDw4cCNgWEYmkUX3SAm68IuWeeVsZmpXCyOxUtua37oHHlEGZ7RuUiLXw/LVQ6F92xtNgum6oxdkP74S/jw1/faamEoLh2PVp284X6UR+9/p63l1f9104MzmeLx8ziDdW72ffkcqg49fuL+aeeVt44OPttUnDtAQXpdWNr5W781A5//5kG1MHZTJ/S0Ftu9tl6JUaz46CMu77cCtFFaHvYScPzGjtxxNp2tJHAqsPA5QfdH7ak22HteurNXilrbpXUtC4gKb/4Nm8AmhBUtBkZBF3ybfwPHdf0D7PivkkDBnT0igjIjGtP8PnNLHwdBfy75U3srPImWbzyZ5nuH7q3Yzu1baRkQ/tep2Hd78BwMu589lUuoebR17e5lhj1a3jx5ERH8/qI0eYkJHBd0bFToJbRLqmPj2S+P0lE7ntpTXNH9xGOw+Vt+o8t8vwqwvHM1rVHqW9lR6oSwi2VHtXc2xMWUHzx4h0EUt2FAZsH6moYVL/Hjz4SeN/T19cvi9gFGFTCcGjHpq/I6ion9dnOe+eBc2e2zu9HQs2iNTXHlOEO0qotXWlRbruUKdQkhKaPcT0aUWV2srQNxd221p8+3e0/HrSanuKN9QmBAF81suCvS+0+bov5X4SsD0371N87fFkI0alxsXx43FjefT4Wdwyfhzp8cGLJouItLdVe2N3wXQD3HDqCK45fmi0Q5GuKLUPZEZ/HeomuRNhx/xoRyHSIfr2SApq+8EzK0mOb/z2Ob+45QV5DpVVNzoSsDkHilQASCKk3aYJR1j2OOg3JdpRdHrdKylY0vzIAJvb8qegrv5DnZVeQ12vonWjEaR14l3BT8wS3MGdekulNrhGsjsRE05FpEb4rOXtvI3cvWU+CwraL3Fc6qnmjf07eCdvF5VhTJfvSFVeHx/kHeaDvMNUhViLRUS6t7LKGp5ZsjfaYTTKAvd8sJVbX1gV7VCkK3K54EuPgCuGJ/FUHobHLgyjgrFI5+drpMhBRY0PdyO3AGEMDGxX335iOX98a0PHvql0DwOPi3YEzYtPhWtebTQPI+HrXknBcLSioIJv6xpqa9LX53LjGqIqbR2pb9pwpvY5o3Y7yZ3KqYOvavN1rx96ES5/EtBg+PaQizBt+Afob5s/5rcb3uPZvSu5Zc3rPLNnRZtjPFxdyTWL3uUPGz7nt+sW863P51EVI4nBMo+XbyzcwK9X7eDXq3bwzYUbKfd4ox1Wp1N20Me+hTXkr/Pg80Z23TWRjvb4ol3h1pmLqueW7qWwrDraYUhXNGAGnPvnaEfRDAtL/hPtIEQirnda4zPM2voVLDHOxVnj+xDfWHaxBR5dsJPKGn2nlnaWOSjaETTP54HkzGhH0SXE8OPIKEltWQUnW12J5/MPQu/0ebFFhzBZfdshMAnXVyf+nuMKL+RI1UHGZ51AemJWm695Vp9jGJ8+lNXF2xiXPoRhKf1afa0qr4fXctcFtD2/ZxVXDJrWphjfzN3Jgaq6kanby4r4OH8fZ/WN/nSk93ML2V1Wt+bRrrJK5uUe5sJBvaMYVedStMvLlteqOZo1ObzVy+iLtZaMdB0JcZ3nOWVZlYdeqc0vSSLSYsd8AwYd54zIqyhs/vhoiGv7DAyRWFdaGbkH61UeH/O3FFDTSHYxPdHNl2YO4r8LdkYsBpEmvXVLtCNonrcKPn8Ijr8h2pF0ekoKNlQWXE2qMdbrpebJv0PRodAHuFyYFC182dGMMYzJmtXu1x2YnM3A5LZX4XUZQ4LLjafeFNpD1eUcqiojKzG11det9gU/JazxxcY03VDThSs0hbhFDq7yUH8YVfFuHxWFPpJ7dZ5EikhTZgzuGe0Qwpatxd0lUqyFPYtjNyEIzohGkS5uY15JRK9fUdP49+BHrzuWGUN74bOWxxfuwtfEyMRrZw8lKd4dgQil2/JUwaa3ox1FeHJXRzuCLkF3kw31zgz7UN+ujdjCJirzJKZgkluf5JGuKd7l5tIBkwLaqq2X/+1e1qbrnttvKOlxdSNXchJTOKXPgDZds72c1q8XGfW+sGTEx3F6v86TAIgFJsT3vVBtIp3V+tziaIcQtsU7YjhhI51X0V64/wR448fRjqRpa1+MdgQiEdcnig9/luwsZN6GAzz6WdMJwVvOHs3PzhvXcYFJ9+BO6DwjwlNaUSRWgigp2FBxadiHGtPMf76KUnyH89sYkMSSQ9VFVPtq2nydY0Ks07C/om03xH2TUnn0uDP51vCJfG/kZB4+9gzS4mJjelvvxHgeOn4cXxvRl6+N6MtDx48lK1EVjVsiZ1pcQBKw12g3SRn6J1y6joLSzrNO34DM5GiHIF3Rh3+Eg+uaPy7aUnOiHYFIxP3h0sm4o/Q16y9vb+Jbjy9t9ri31x7ogGik2zEGQsxAi0lLH4EaVeFuq+41fdhAs6uYHzoc/uWGjAaXu8m/NL7t63HNOCXsa0ZadflBCre+hrVeeo24gMS0/tEOKSJ2HFnNkaoDjOl1HCnxPdp8vcLqYm5b/29WF2+jR1wKPx5xOefktL4q06bS4BGmkzNav07hUX2TUvnasPFtvk4k5CQn8PWR7fvn7WCFlw9yK0iJM5zRP5mUTrQmWUul93cz8epEinb4SOhhyBjadT+rdE8jstOiHUJYhvdOpX9mJ3mCLp3LoS3RjiA8x38n2hGIRNyMoT05fVwO767r+MSbD5q/ZwUK663XLdJufF7wdZIHtZ4KOLIHslXctS26V1IwrEpRLbnRNqGrDtc/okfsTJH0VBWx+c2v4al0pj0VbHqBMef/j4QYe+JrrcVaLy5X6/54PrvhDhbvnwtAclwPvj/jAfqljWhTTP/Z9Tqri7cBUOwp584tT3Ji1mTS4lo3WmR7WfDUs4EpGW2KsbvZW+bhOwvyKfU4fwdf3lnGgydmE+/qumXpE3u46DNFyUDpms6ekENmSjxHyts+GjuStheU8a8Pt/GTs8dEOxTpalr5vafD9Z0S7QhEIs5ay/vrY3skXkllbPeX0km5OtH6REm9IKtt9/mi6cPBeoZfGMQe3Au2iWIJyWm4hk9oh6Dax5Fd82oTggDe6mIO73gnihEF27znNZ5671wee/tU5q/6Az5fyyp/5Zfvrk0IAlR4ivlw1//aHNf2sv0B25W+ajaV7m719Y7tFTh9OMHlJg43vmaSzFLnjT3ltQlBgB2lHhbnh18oSERiy4Jth2I+IXjU6n1F0Q5BuiJv5/jzT9d99iZSq8Zrm1zPLxYUV3pZq/5IurO+kzpXEjNGKSnYUH74i4eb1GampfbIwrhj4w+pp6qIqpI9Qe2uuNipoFhSvp9PV/2ByurD+Hw1bN7zKht2vdSia1R6yoLaKjzhrxPZmON7BSd3/7j5Capaub7guX3H8Z3hxzMwOYMecYlU+7zcuvZ1vvb50xTXKLHVWkZ3KiKd1uLth6IdQtiOH54V7RCkK+o7qfljYsHm96IdgUjEJcS5yEiO/dG7RRWd5GGCdB6daY2+vYuiHUGXoKRgQ/HhFz8w6ZlNH3BwN7amZWs9WG81letfoWzhfdTktU+J7eL9C1n30kXkb3g6oD0hbSA9h53bLu/RHgqKNmIJHHm5K++jFl1jYPpYBqXXVeEyGGYNuKTNsV096CzGpw8NaNtbmc9nhWtbfc3T+4wiyRVPsafuz8jWskO8sr/114wEj8/H/Vu2cPmnC/jhsmVsLo6NCqEXDk6hR3xdEnBEehzHZsdOkltEWmZwr5RohxC2b540LNohSFdTXQ5rXoh2FOH56A/RjkCkQ1RWx3axBZeBY4aq+qq0M1cnKgbpqQJPJ1n/MIbF/uOPjpYbXACi1azF7t/lFCQJU8k7P6N616cAVKx8kvSz/0ji8FPbFMb+5fdhvXWJJ1d8GgOP+QkZg0/B3co18YqPbCYuLpWUtAFtiq2+Pj0n0bAazMHDa6nxlBMfF97NojGG70y7lwX7XuRI5QGm5pxBv7SRLNz3CgnuZCZnn0q8u+WJozjj5pjMsawv2RnQnmBa91fIWsvNq+ayu+JI0L5D1eWtuqbH5+OfW1fxbt5ushOT+f6oKczs1fb1Ip/auYundu4CYH9FBbesWMkLJ51IvCu6zxT6p8TxyEl9+DC3gtQ4F6f2S4qp9QSrqy2b1nsoKbYMHOxm8NDYGDUsEqsunT6AX7+2jsqaJpbliBGvr9rHpdODq8iLtFruSqjqJNMAK8IvyifSWS3eXkCVN7bnDye4XSR04SJ7EiXuzpYiiu2/p51BZ/s/Hnkt+DNlm1pP8OgxLZg+7C3eX5sQPBpM6Qe/pXLDq6TM/CbxOa1bn9BTETgl2uepoOfQMzCtWNDaU1PK55/+kCL/CLmBQy9m4oyftSquhlKTsumZPpzDJdtq27y+Kg6XbPMnDMOTHJ/OGUO/BsDhygP8edEVlFQ7/w0+Th/LD2c+jLsVn/3SfifzWt5nFNY4I+UmpA/juF4tr/Rb5qnm8kWPU9jI0Oz+Sa2rlvzcns08t8epXHikporbVi/g1RMvJDWubU97lhwKnNJXWF3NtpJSxma0vapzW2UlublsWGxWLP1kXjX5B51/I3bt8FJdHc/I0fonV6QxHo/tFAlBgNtfWqOkoLSv3mNo+GA0Zvlie/SUSHu478NtzR8UZV5f5+gzRSKqpgJiaEm0zkiPFhqKD/+m3RgXmKb/E3rXLQn/vd3xNFy92daUU7N7IcWv34ivqiT8a9XTc3jgFOEeA07EW926a+3e/lJtQhBg785XOXyofaY5Awzpe3LAdkJcGj3TR7b6egv3vlSbEATYW7KRDYcWtOpafZN68fTMX/Hz0V/lD+O+xQNTbibOtHz011O7lzeaEARYV5zXqvhWHM4P2K7wethYHP4amY0ZkR6YdEtyuRiQ0roRpt1FSbGvNiF41I6tuokSacqtL66Kdghhq/R0gsSNdC4JqXSKhCDo5ku6hd2FrZu505FqfPDc58Frxot0K3sWRzuCTk9JwYYqWrYGYJPVh/FXKA6TOzWbxHEXhb5OdRk1+5e3KLSj+k+7gYS0gbXbxXs/Zu0L57L9w5vx1rSsw6soD05YVZTltiqu+soqDjJv6U/ZvPt10pP743Ylkpk2lNNm/JH4Vk5xBsgr2x7cVrqj1dfLiE/l3JxZzMgcS3wrRhsC5FY2vSZfZnzrPu/YHj0DthNcLkakZbbqWvV9ffhwpvd0rp0RH89PJ4wnvQVrb3ZHCQmGhrOrE5OiE4tIZ7FmX2ysVyoSFZVHoh1B+BLTox2BSMQdLmvhPWGU/Oa1dVTW6MGztLO4TnTjsufzaEfQ6WkuWxv4CsJIhrlbljxJO+U2PAWb8OZvDL5U5pAWXeuowu1vUl0anJws3reA/I3P0nfSdWFfq+/A09mz/SWOPs2Oi0+jd99ZrYqrvo9X/prcQ8tqt4f2ncPpM+9s83VT4zP+v737jpOrrvo4/jnbsum9h5CEHmogIfSOIlItFEEFlCIqTexI0QdFHvUBEZUmTVRAelF67ySkUAOkkF5IJXXLef743Ulm+957ZzM7me/79drX7ty5c+a3uzNzZ879/c5psC1JTcGMZxa9xZUf/oMlVSsY1X0rfr3dGfSsiPfm+CuDd+K/8z9o9LpyK+HEzUYlGttJm2/LjJUreHbhLHqUd+DcrUfRoyL92fzuFRVcPXo3lq1bR+eyMsryXEsQoMadP7+3nEdmrqJLuXHGNt343OD0TQpenVrNhFk19OhkHLptGb27JPtdO1QaI3cs4+2J1QCUlMCW2xTHy60vr6Lq0XnUzlpNydBOlB8+AOuSm9+9dskqqh5+B5+1FBvSg/IjtqekZ+E0p5DmdSxrPzVBW1KR/5dB2dR8/HS+R9B6e5yd7xGItLnlawoj0bZyXQ0r11ZTWa7a1ZJDo8+EV6/O9yhap7SAEpjtlN7WpuGtWOZRGW/WV83ijxpJCBqdxpxOWc9hsWJlLP74oSavW7O04Uy65vTuuxu77nklfQfszcDNPsfu+/2FioqGibc4amur6yQEAWYvys004B36HVDnsmFs1WtMoliratbwqw9uZUlVWHr91rIPuX7Gg7HjjOw+gCt2OJxhnXpS/yOwmdG5rCLR+CpLy7ho+935zY578dud9ubg/unrXa2oquKBWbN4YNYsSszaRUIQ4NGZq7hn+krW1DiL1tRyxaSlzF1VnSrma9OqueetKj5eWMu4GTVc/8I6amqTL+XqP2DD36q2Ft58tYqadl6wOheq7p9D7fsr4LNqat9dTtWDc3IX++F38E+WQK3jnyyh6uF3chZb8q9Xl8JZklhW2j5eC2UTkrDJWF7se36+RyAiWXoX0PFTCsRr1+Z7BK035pR8j6DgFcfUlTZS0ndQyzvNn536fiqG70en0d9KHqCZunfdBu8ZO1y/QfvRb9B+Le/YWmaUWBm1viGpU1nRIyeht++zD0ds+T2en3kn5SUVHDrsNAZ1iV+jcMHaJdzyyX9YVbOmzvYpjczAbI39+m7Brj2HcNb4e5i6ckMjj3W1NUxaNpd9+gyPHXPhmlWc8eZTLFgb6hUe2n8ol+6QfBbn8qoqvvXqa8xbE37nO6ZN56Y9xiZeOryyuoZn5oWOhQcO6EnnsuRnNN9eUrf1fK3D+8uqGNgp+UvauBl1k4qLVzmzlzpDeyWbvTT147pnmFd+5syfW8ugIZv2mdzaqSubvZyGz1ra7GUpbKvXFcasDIAulXr7JDlWUUCznqe/CsPSrxIREZF2qHoteLrJFhvV0k+gc598j6Kg6V1tClVvPtuKneLVoyjrvRVW2QPPqi1T2mtEvIHV02erY1m54K0G2620kh6bH5IoZm1tNe9Pupq5Mx+jsmNfttnxXPr03z1RrCXLP66TEASoKM9dZ9uDNv86B23+9cS3X1r1GaeM/836rsPZxvbcLlHM5VVrOO3NO5nTSH3BtxMmBf/88aT1CUGAJ+Z/wvFDt2a7br0SjfGJufPWJwQB5q5Zw5Pz5nPsZkOauVXjVlRV8+2X32PumioArp8yh6vGbMWIrsnqJ+7Ys4LHZm/4XUsMtuuRrs7hmkaOfZ+tTT6zr0OHhsnEika2bWpsYCU+d8Pjxgbkbkq/DekRZgpmXZZNx8cLc5dAbmu7bt4j30OQTc2IA/M9gtZ7+Bz4XoxGeiIF5sMFyRoyimwSWmik2u506NLyPtKsAvuPtzNzWrH0tku8pbU1K+bVSQgCrB5/K5/edCir3ro9VqyMnsM/x4iDrqK0Xu07r1lD9epPm7hV86Z/+E8++fguqtYtY8Wyj3jr1R9TVfVZolizFrzcYFvvblsnipVt0apZ3PP+lfxl/Pe4bfJFjJv3X2o9/kyUpxaOa5AQ7FLakRMGH8ypQw9PNLYnF3zYaEIQ4N+zknVznrR0UYNt9878KFEsgEVr1zTY5gk7Iz45d8n6hCDA0qpqTnn5PS588yNWV8f/nxy+WSeOG96ZzmVG/46l/HznHgzomO4cR98uDRN2q1IkBbfZroyKrJXgHTpA166bflKw/OhBWJ/wi1u/DpQfNTB3sY/YHhvaE0oMG9qT8iO2z1lsyb91CV4L8mXc9KX5HoJsahI2GcuLRR/mewQibaqqwDrMz122uuWdRForZk+EvJv+Ur5HUPA0UzCNIVvBhy0kcGI2erCySigphdqsD0dei69bwapXr6W8/w6UD4rfiKLboD3o0HUzVn367vptHboNo6JLsg/sSxbV7YRcU72K5Uvep3e/0bHiVNesYeJHt9bZVlJSzq5bfzvRuDLWVK/kmnGns2Ld4vXbJix4gg8Xv8kJIy+KFauypGGNvzOGHcVxg5Of1a9ppmv1qtqqJq9rTp+KSuatqVuT6NF50zlq8Ah27BFvSvX/vP02j82t22m6X4cOHNy/f6Kxralp/MP+658u576ZC/na8AGx4pWYcfZ23Tl7u3T1LDPWVDnzVzR8A3jnuCo+XFDLibvHr/NYUgpVWf/KtWvhnUlV7JogVn2fzatlzutV1Kxx+mxfRt/t289LecmASjp8b0t8dQ3WMbdLpUt6dqLD15PVBJX2b+fNuvH69GX5HkarLF65ruWdROKwQjpp1PR7GJFNQZ8u6d+rbUxdKwssiSOSS723yvcICp5mCtbXMcZSt9pWzGooj3dQKenYg447ndDk9VXzkxXWX73kwzoJQYCug5LXg+nes+4MnZKSDnTtHr9WX3XNGqpq6iayamurWPLZtMRjA/jg01frJAQz3pz3KKur4i0JOKjvrmzRefD6y0Mq+3JYv2RLpTMO7bc13coaTxgnfVJ+a8QOjW5/9dN5jW5vyuSlSxskBMf27s1Ne4yle0WyN0mHDOzZ5HWfrIy3xL4tvDqtmvnLGz8rPH5mDZNmxZ/B9Nny2ga9iJYuTX/muXqNM+X+tSyfUcvK+c6Mp6tY8nH7m2GV64SgbPpG9Mtd2Yi2VkjpGykQlbk5ySUi6fXrVjjdTLfs14UuHdrPyWHZBFQX2InP1Uta3keapVeQ+lY3XDLZlNoFM1veaVn85bmd9/w+FVsczNqpz7Cm3pLh8oE7x44HsHZFw7HWrkteL2P41iez8rMZzJv1FBWVvdhup/Op6NAjdpzKih707T6ShcvqJiw/mvUfhvRNnrTs2qF341e4YTHrJHQs7cDfRv2EFz+dRI3Xsl/vnaksTXcG8akFH7K8uvFk2J69h8WOV1Vbw79nNb5UeIuYS9gXrW04rv6VlfRImBAE6FvZgW+MGMBtUxsmKPfqm/8PQktXNZ+sm7G4lp1iNgjp2buEykrIKsvIoMHpz8OsmFVL/cmkS6fW0HMLJeGksM1eXDjLn1I0Jhdp3NJkjctEJPemLkxWEikfvnPAFvkegmxqqgvn/RgACcqDSV1KCqZQ0q1HywsoqpItBS3vN5LyfiMpqezB6gl3YCWldNz1m5QP2DFRvC4DxlBS3oXarLp/3YcekCgWQGlZJTvv/it2HH0JZqVYimUvY7c/n4dfPr3OtsqKpmeWtcaIHrvQobQTa+vNQtxj8NFUlnWOHa9DSTkH990t1Ziy3TVrYoNt3csqGdVzMD/Yav/Y8Z6YP5OXFs2ps60EOHLQCA7oF68xyNjevelRXs7S6LFrwCED4i3vbcy3txrEvv178Oy8JUxespJ1tbUcOaQP+/XvkTp2WjsNLuXlj2uarJg4vHf8ZF5pqbH/IR2YOL6KVSudocNK2WZk+pfcyp4Nn2uNbRMpNF/abQgvfNSwNmp7VKp1FpJrZYW1XFFkU1ZeQC/yf3r6Q768a/wmgCJNquwOpRVQUyAzBudOgu2PyfcoCpqSgvVVtv5NWcmWu1D72lPN7zR4WKrhdNrlJDrtclKqGABlFV3Z8pA/Mf/tm6leu5zeWx5F9yH7po5bUpL+IdS/105stdkRfDjzYQC6dBzIjiNOTB13382O48npt6y/3LfT5nxl2x+ljpsLZSV132xUlpTxwN6nUVGSbLbX7FUNz2iescWOfH1Y/O7IncrKuHbMaO6c8Qkrqqs4YvBgRvVKl6TN2KZbJ7bp1iknsXJpRN9STtmrglenVlNeBmurnGmLHDPYf+sydhic7P/Sq3cJBx4ar65oSzr2LmHgmDLmjavGa6HrkBL67aSXcil8R+08iB//eyLratr/NLwB3QtnaZkUiC798j2C1uuxeb5HINKmNuvV/t6rNqWqRjU+pQ3schKMuznfo2idVYVxQrk9K5hPkmZ2GHA1UArc6O5XtMkd7dZ4XbbGlPQb3OI+FYccl2Y0OdWp97YM3/+3+R5Go/bb+RdsP/x4Vq9dzMDeu1Fakr5g7ueHn06plfPupy8xoPNwvjDirByMNDdO3XwMl777OLXR3LSTh+6WOCEIsF/fwdw2/b318cqthAP7bZY43tDOnfnhyPgJxUI2cmApIwcWxhLcwXuU03+XMmrWOR26Fc7ZbJHmlJYYJ44dyq0vz8j3UFp0yHbpZ0+LNNB/B5j/dr5H0bLTn873CETaXGWZsaYAuhB/54D4Nd1FWjS34aq2dmu/H+Z7BAWvIJKCZlYKXAscCswC3jCzB9393eZvWc+YHeGNyc3uUrZljLOfq1uuN2Ex67kte/H/qJp8Z6PXlQ0/kB6H/SZWvOp1q3j7rkNovFOcMfJLD1LRqW+smB9MvpZPpv6b2tpqyss6g0FpaScGbnYIW448nZKYCb25n47n0Ve+2+gYD9ntd2w+MN6Mxg8WvcoNE39ALdXrt81c/i5vzH2EjqXduPyAJ2LFc3cOefl8VtY0rDdZYeU8NPY3dK/o0up4a2uqufjdx+psu3H6a9w4/TUA/rTzMezaK15C71+ffLA+IQhQ5bUc/8qj9CzvwOU77cXOPeL9jwHumvEJN378EauzzkB2Ki3loh22Z99+8WY0rKut5axXP+CjFXVrVBhw8oj+nL5Vywn2bFW1zg9fX8TExVV1lvyWGnx+cEcu2KEHZSXxltS+8nEV906obrC9QxkcN7qcnQbHe7msqXHeeKWKGdNqqM16aA8Zaux7YPxZRitmV/Phw1XUZs/kNyjtAANGlTJgt/LYy/h9tbP28SqqPqiBlYADlVD5xXLKd052eKiZtIzq1xZj5Ubpvn0o3aL1zw2RQkgIAixesarlnUTiKoSEIMATv4Fjfp/vUYi0qUJICAK88fECThqr2buSY3PG53sEMRTGc7U9K5QpJrsDH7n7VHdfB/wLODp2lBYSggDVt97X6nDr/npxi/us/f15rY5XW7W2yYQgQPW0Z1g7841WxwN4554v0HhCEMB5975jY8WbM/Mxpk25jZrqVXjtOtatW8K6tUtYvWo2Uz+4lQ/fvT5WPPdaHn3l7CbH+OS4C6luJBnXlLXVq7hu4nl1EoLZVtcs54YJP4g1xi+/flGjCUGAdV7Fl9/4Rax4hzz/l2av/97E+2PFu2fmRzw+/5NGr1tStZZzxz3LknWt/xsCvLN0KddMmVInIQiwqqaGn0+cxKI18ToG/2T8Rw0SghBewm+fOp8py1bGinf5hCVMqJcQBKhxeHTWam75MF4TnfnLaxpNCAKsrYbbX61iTXW85RkTxlUx7eO6CUGAWZ84M6bFqzXq7ky5v15CEMChZg3MfqWGRe/EL7K75v51VL1ZAysIT0EHVsOaf1dRPS1+vJppK6m6dzY+ezW101dR9Y+Z1C4pkHokknfDfvJIvofQag9MXpDvIcim5rfb53sErTfhxnyPQKRNvT9nWb6H0Gr3T9LxSIrck+1zJWQhKZSk4GAgu33urGjbJmXVpKYTguv3eb35hFJ9XtNC8sYbT4Q0Zfb0h5q9fuHcl2LFm794Ei1l9+csfLPV8T5e+laL8d7/9OVWxwOYs7b5DtKf1cTr0NSaVMv8NctbHe/+2Y13Hc6owhm3JN4bhkfnzG3yOgde/zReV+1Ji5tP+t09Y2GseG8sav5x/fy8eEnQ8Z+0nPB765N4SbJZM5re/53J8Z53K2bX4i0Mcdn0+Em86g+aDtrcdU2pnVIvGVvj1H4cL+ErIlKUVqv7sEh7cfz1r+R7CLG8+rESg5JDT/wy3yOI5+2/53sEBa9QkoKNrYlrkPkxszPM7E0ze3PhwnhJhvagYtjeLe8zZOxGGEnTuvbYptnru3QdFitejy7DW9ynV7fW18oY0HlEi/t0rejd6ngAHaz55dBt0fe1V3nrOyRv3bXlJiDDOnWLdf8juze//7Au8To49+7Q/N9wl17xlpgO6Nh87b/hXeMtfd2sV8v/xWG949Ub7Naj6ZfXfv3ixerYu+XxVfaM/3Je0rfpuKXNXNcU69OwqUpJn+LsqFnoxyMREdk06HgU35dGDcr3EGLZcXCPfA9BNiV7fS/fI4gpfS+CYlcoScFZQHaRtSHAnPo7ufv17j7a3Uf37Ru/hhpAhx+f3up9y8//Q8s7nfqzVser6L0FVHRteoeySjqPPbPV8QA22+OiZq8fsPN3Y8Xbevvv0KlL4/XuunQbwdY7xItX2aE722x2TJPXD+6zJ106tb6ge6+OAxk94PBm97lwbLyzCX/d5cJmr79o62/EinfRNgc3e/0+vYdRXtr6pNGPtx1Nt7KmXwy/vvm2bNm1R6vjARw2aBA7dG+8HubB/fszsonrmvI/o0Y0mTwd2LGCLw7pEyveRbv0pLyJV6+eFSWctW28JOj2A0vZvFfT1+84qISB3eO9XI4eW06HRkoHlpbCqDHxDl7lHUvou1PTj4lO/YwBu8WvAVh5VAXWyJ+qZGujbJf4TVdKd+5BycgoYAmU7tGLkmHxEsibilwcj4rNn08onOWTQ4rzYS1t6dLCWa4ohUXHo/guOXqnfA8hls6VxXkCVtpI52Y+FLVHl6r7cFrm3v4LM5pZGTAFOBiYDbwBfM3d32nqNqNHj/Y332x82ena397Q6PY4CcE68ZqoG9jhB1cli7dgCiueugRKukAZlHXqReWOJ1A5ZFSieO7OjFd+w+plMygpq2DtyoV06b0Nm+/1C0pLkzUTWLFsKmZGWXmY4VVbW0WnzsnPqq1dt5zJU+9i3qcTqKleR++eW7LbtmfQsaJHongr1y3ltTkP8fGSCXy2dim1Xs3O/Q7mkC3iJfCy3Trjv3y27jN6VXRn3rol9KzoyjeGfp4Si59bd3fOeuMuJq9cgAEVGFt16cfvdjmKbuXxm1AAvLN0EXNWfcY7yxYzoLITgzp3YVTPfnQtT/5GYc6qVcxdvZqq2lpWVdcwqldPenZoOBusNdydVxcuY96qtXSvKGNpVQ279urCsK6dEseb8OlaVlTVMqhzGXNXVTO4UxkjuiX/fZesrGHKvBpWrIWt+hnL15aweW+jW2Wy8yfuztIltaxb58yfU0O/QSUMGJD8bFb16lqWTa+loheUlRs1VVDWESq7Je+a7DWOL3PcndolUNq/hJKu6ea/+opqKAXrlJ9eVmY2zt1H5+XOG9Hc8Ugaau+1Badf8cV8D0E2ZZf2pOla0O3A+VOge/98j6Jg6HhU2C5/cAI3vDw738No0iPfG8v2MU+si7Tak1fAi/GanG5cneDSpkteSUNNHZMKIikIYGaHA1cBpcDf3P3y5vZv7qDnVdVU3XY/vmhJ2NC1MxWnHIt16pjTMYuIyManD2HFadyMxXzthtdYGzUFOmaXQVx1QrKTaSIiuaDjkYhIDkx/EW7/EmT6JYw6GY6+Nr9jKkBNHZMKZfkw7v6ou2/t7lu0lBBsSe2U6RsSggArVlIzeUraIYqIiEieXPfc1PUJQYD7J8zhk09X5XFEIiIiIpLaS1dvSAgCvHUHLFODrlwpmKRgTtU00qWzsW0iIiJSEKpqGi65XNfINhEREREpINVr621wqKnKy1A2RUWZFCzZZjh0zaoSXtmB0h22zt+AREREJJVv7jWMkqxymPtu1Yct+8XrbC4iIiIi7czYsyC7jv/WX4Bew/M3nk1MfqrA55l1qKDim8dS8/YUqKmhdIetsW764CAiIlKoDtimH/d/d2/++/Y8NuvViWNHDc73kEREREQkrW0Ph289Ce8/DL1GwE7H5XtEm5SiTAoCWOeOlI3dOd/DEBERkRzZaUgPdhrSI9/DEBEREZFcGrJb+JKcK8rlwyIiIiIiIiIiIsVMSUEREREREREREZEio6SgiIiIiIiIiIhIkVFSUEREREREREREpMgoKSgiIiIiIiIiIlJklBQUEREREREREREpMkoKioiIiIiIiIiIFBklBUVERERERERERIqMuXu+x9AmzGwhMKMVu/YBFuXwrostXlvELLZ4bRGz2OK1RUzFa38xWxtvc3fvm8P7TSXG8UjaRls8tkUKhR7/+aXjkWTT81GKnZ4D+dXoMWmTTQq2lpm96e6jFa/9xCy2eG0Rs9jitUVMxWt/MdtijLLp0+NGipke/yLth56PUuz0HGiftHxYRERERERERESkyCgpKCIiIiIiIiIiUmSUFITrFa/dxSy2eG0Rs9jitUVMxWt/MdtijLLp0+NGipke/yLth56PUuz0HGiHir6moIiIiIiIiIiISLHRTEEREREREREREZEio6SgiIiItDtmVmNmE8zsbTO728w6tcF9nGVm38h1XJEkzOznZvaOmU2KHvtjzey8XD72zWy6mfVJcftTzOxPuRqPSKHLOlZlvoY1s+9nG3FoIhuFmfXOevzPM7PZWZcr8j0+aVlZvgcgIu1P9AHkB8BQdz/dzLYCtnH3h/M8NBEpHqvdfRcAM7sDOAv4Q+ZKMyt195o0d+Duf42zv5mVuXt1mvsUaYyZ7QkcAezq7mujxF0FcCfwd2BVnsaV+nkmsolbf6wSKUbu/imwC4CZXQp85u6/y1yv907tn5KC7YiZdXP35WbWq7Hr3X1xitiDgc3J+p+7+/NJ40Ux9wKG1Yt5W8JY+wBbufvNZtYX6OLu01KMreiSWmb2S+AF4GV3X5ky3M3AOGDP6PIs4G4g1d/PzEqB/tR9zHzSHmKaWWfCG7va6HIJUOnuiT+Imdkwd59eb9sYd38jQSwDTgJGuPsvzWwoMMDdX086vlwxs5Pd/e9mdkFj17v7HxrbHiP+UcB+0cXn3P2hNPGkIL0A7GRmBwCXAHOBXcxsR+AK4ACgA3Ctu18X7XcZMJ/wRvVeYDJwLtAROMbdP85+82pmWwDXAn0JCZjT3f19M7sFWAyMAsYTji0iuTYQWOTuawHcfZGZnQMMAp4xs0XufqCZ/QUYQ3gc/9vdL4EwAxC4FTgSKAe+Gj1+ewP/JDyuXwcsc4dmdj+wGVAJXO3u10fbPyMk4D8P/CB6D/VTwvNuCrC2Lf8QIoXMzLoADwA9Cc/Fi9z9gXr7DCQk/LsR3r9+x91fMLPPEY5dHYCPgVPdXbMLpeDUf+9kZivIShaa2dvAEe4+3cxOBs4hnAh7DThbJ6M2rqJMCppZB+DLNExo/TLP8f5BOEs8DnCy3rhFl0ckHN9vgeOBd4HME8yBxElBM7sd2AKYUC9m7KSgmV0CjAa2ISSjyglnxfdOOj5ynNQys62BH9IwsXpQwnh9gdNp+Jg5LUm8yHTgROCP0QvvC8Dz9d+ItNIW7n68mZ0YjWt1lJRKzMy+T/gwPx+ojTY7sFM7ifkUcAiQefPVCXgc2Cvp+IB7zexId58djXd/4E/Ajgli/ZnwOx4E/BJYAdxD+HCYSA4fh52j712TjqUpZvYbYHfgjmjTOWa2l7v/NNf3Je2TmZUBXwD+G23aHdjB3aeZ2RnAMncfEx2LXzKzx6P9dga2I7wpnQrc6O67m9m5wPeB8+rd1fXAWe7+oZmNJTznMq/xWwOH6E2qtKHHgYvNbArwJHCnu/8xOtlyoLsvivb7ubsvjk6IPWVmO7n7pOi6Re6+q5mdDVwIfJtwjHwxOpn0ReCMrPs8LYrVEXjDzO6JZnx0Bt5294uj5MU/gN2AZcAzwFtt+pcQKSwdzWxC9PM04KvAsdFEjz7Aq2b2oNft7vk14DF3vzx6LneK9r2IcKxZaWY/Bi4gvOcTKUTr3ztFJ2EbMLPtCHmKvd29ysz+TJgEkWiikSRTlElBwtmbZYSkUS7OduYknrsfEX0fnoMxZTuGMEsul2d2RwMj6x3gkjqWDTMwcPc5ZpY2uZDrpNbdwF+BG9iQBE3jAULS7skcxcPd/wb8zcwGAMcRPhCcQbJEzbroQ4IDRDNo0j5+ziU8Dj9NGaetYlZmn411989yUMfpTOB+MzsS2BX4NXB4wlhjow97b0XjW5KDOh05eRy6+3XR98tSjqcxXwR2yZrBeSvhA6mSgpu+7A9aLwA3EZL0r2fNJP8cYQbhV6LL3YGtgHXAG+4+F8DMPiYkXSDMGDww+46imR17AXdnHSo6ZO1ytxKC0paiY85uwL6Ex+edZvaTRnY9LkqGlxFmF44EMknBe6Pv44AvRT/vl/nZ3R8xsyVZsc4xs2OjnzcjPHc+JRwP7om2jwWedfeFAGZ2J+GDnogEdZYPm1k58Gsz249wMncwYUXLvKzbvEF4z14O3O/uE6ITxyMJJ7cgzJp6ZeP8CiJtojXvnQ4mnHR6I3rcdwQWtPXApK5iTQoOcffD2ls8M9u1uevdfXzC0FMJs+9ymRR8GxhAWEqS1jp3dzPLJKA6t3SD1sTMcVKr2t3/koNxZXRy9x/nMB5mdiPhzcR8wgforxAlWhO4hDArZ7OoltfewCkphziTkDzPpVzGXGlmu2aeZ9GHs9VpArr7G9Hyr8eBNcChmQ9WCVRFZ5Mzj+m+bJgdmVROH4dmVgl8C9iesBwNSD0DFqAHYbYXhKSPFIcGdZqiN4zZ5REM+L67P1ZvvwOo+5pfm3W5lobvf0qApc3UhUpbkkGkRdGHp2eBZ81sMvDN7OvNbDjhhN+Y6MTQLWS91rLhMV5D3cd4gxO40XPkEGBPd19lZs9mxVpT74NcLk4AixSLkwjL9XeLZj5Np+7zFHd/PkoafhG43cz+F1gCPOHuJ27sAYu0kez3TtXUbXKbeU4YcKtWAOVXsSYFXzazHd19cjuL9/voeyVhJt5EwhNlJ8L6+n0Sxl0FTDCzp8j6kOTu58QNZGYPEd4cdgXeNbPX68U8KsH47jKz64AeZnY6cBphRl4auU5qPRQtx7mPur9v0jqPD5vZ4e7+aIox1dcbKAWWEhIoi5IWdXX3J8xsPLAH4TF4btbSpaSmEj7oPELdv2HsenO2oXZdzmISlhLebWZzossDCdPZY8t6nmR0IiQvbzKzpM+TPxIef/3M7HJC0veiJOPLkuvH4e3A+4Q6VL8kvDF+L2XM3wBvmdkzhMfifsDPUsaUTcdjwHfM7Onow9fWwOy4QaJlXtPM7Kvufnc0s3wnd5+Y8xGLNMLMtgFq3f3DaNMuwAxCeYeuwCJC/bGVwDIz609YVv9sC6GfJ7wW/4+ZfYFQ5wzCCZYlUUJwW8LxvjGvAVdbqE24nLA0Us8LkaZ1BxZEx6QDCaWH6jCzzYHZ7n5DNBliV+By4Foz29LdP4pWqwxx9ykbdfQibWM6oUxaZiJUZmXkU8ADZvZ/7r7AQm+Fru4+Iz/DLE5FlRSMzro64fc+1cymEhIJBri7J61ttg9wiplNSxPP3Q+Mxvkv4IxMktHMdiCcGU7qwegrF37X8i7xeCjwfijhzeY2wMXu/kTKmLlOamXO1v8w+26IWefRQq2/TL3In5nZWqCKDY+ZbkkH6O7HRvexHSEp84yFroFD4sYys72BCdFSo5OjsV6d8gX6k+irIvpKI7MkOmcxo1l92xIegwa87+5VCcO1xfPkDjMbR5hmb4RGCWkTbueS28fhlu7+VTM72t1vNbN/EJI2ibn7P6MZLGOi8f3Y3ec1fyspIjcSkibjo0TeQkLJjCROAv5iZhcRZtf/CyU/ZOPpAlxjZj0IMyo+IpQAORH4j5nN9dBo5C3gHcJJsZdaEfcy4J/Re6LnCMdMCCdOzzKzScAHwKuN3djd50a1oF4hrA4ZTzgBKSKNu4MwmeBNQu319xvZ5wDgh2ZWRahl/Q13X2hmpxCer5nyFRcRmvuIFLp7gG9EZWHeIHpcu/u70fuuxy00eawCvks4KSYbieWmJFxhiM7KNClpwqOpuCniTWhkyVSDbfkULWGZ6+5rossdgf5er9NqK2N1JlqqEp0p3wb4T4qETHZSa2WU1NqV0Flvk32BMbMjCLWI9iPMBHgFeCGqNRg31iRCkf6dCIVe/wZ8yd33z92Icys6kHRx9+Uxb3eQuz9tZl9q7Hp3v7ex7THib07orP1kdNa31N1XJIizBTDL3ddGy752Am5z96VpxpdLZva6h0YOzwNnE+rnvO7uiZokRTGfcveDW9omIiIiIiIi8RTVTMFMQqipD9cpQn+LUMPtZXfPRd2h96L6cH8nzCo7mRRL8MxsK8ISvJHUrfOV+IM6ofFGdlfWmmhbkk6ozwP7mllPQsODNwnLNk9KMb6/ADub2c6E2X1/I/yPEye1ohmb9f+GiR43TSQtr3L3T1q4aXO+QPhbXu3uc1rauQXVUZ3Ho4E/uvtNZvbNFm/VjKgG3o9oWG8uUQfnKOY/gLMIj79xQHcz+4O7/2+MMPsDTwNHNnKds6Fwe5LxnU6Y6dGL0K17MKFhTZKE1j3AaDPbkjA76iFCR8ikjUsyY+xJKC6f/T9J2pn8+ijeLwizk7sAFyccVyVh2XWfKGam+0M3YFDC8YmIiIiIiEikqGYKZkTTVkcTlhw9Rvjwuo27J/pwbWanEZYQ7wmsICQIn3f3BxLGqwS+Q5jxBSHR85fMrLwE8V4k1Nj7P0Li41TC//6SJPGimI3NZpzo7jsniDXeQ1fV7wMd3f1KM3vL3UelGF8m5sWEmh03ZbYljHcJYar/SOBRQgLuRXf/SnO3ayZe9ky82wldNVPPxKs3K60jUJZwVtpzhKVFpxFmHy4kJDF3TDG2x4E7CUvhzyIsyV7oKRpdZB6HZnYSoXPVj4FxKUoB5FT0WrM78Frm8Wxmk5P8HbMe0z8iNGC4JgfPk28TlhAPISxx2QN4JU2iNlfM7FxCncdBhBpxmaTgcuAGd/9TnoYmIiIiIiKySShpeZdNUm3UgOFLhNlZ5xOaCiTi7n/z0F3zQMLsvq9G35PGW+Pu/+fux0Zf/5c0IRjp6O5PERKBM9z9UiDth/6FZra+WUI0oyxpzT4zsz0JMwMfibalncW6wsx+CnwdeMRC19byFPG+QpjdNc/dTyUk9Do0f5NmVXvIyB9NmNl3NRvq5CUSzUr7N3BdtGkIcH/CcMcT6mOeFtVvGwzEmX3XmN7ufhNQ5e7PRc+Zpgqbt1a5mZUTaog9EC05T3Smw8x6m9kfzWy8mY0zs6stFFZPY627r8u6j7Kk4yN0Hz4R+AbwcLQtzWMaQkJwDDAjqmk6ipAATsTMOpjZ18zsZ2Z2ceYrSSx3v9rdhwMXuvsIdx8efe2shKCIiIiIiEh6RbV8OEv2h+vMksHEH66jpb4jgfmEWYJfIRRiThpvb+BSQreq9f+jFMt910T11j40s+8RZt30Szq+yFnAHWb2J8IMnpmEv2cS5wE/Be5z93fMbATwTMrxHQ98jSipZWZDSZfUWu3utWZWbWbdgAXEbDJSTyZpeTKwXw6SlhCKsu5O6BSIu39oZon+z9Hf7B7CslIICd/7Uo4vUyNyrpl9EZhDSFymcR2hm9VE4PlopmSsmoJZ/kWYlfvl6PJJhJmNh6QY33Nm9jOgo4VmOmcTlv0mcSrheXe5u0+L6nomPvkQWePua8wMM+vg7u9HdT2TeoDQZXkcWd2g04hmRO5FmNmd/XqYpuSDiIiIiIhI0SvW5cMjCR+uX4k6Ww4Hjnf3KxLGu4+wxO1dQme35919aorxvQ+cT/hgXZPZ7u6fJow3hlCTsAfwK6A7cKW7N9ppLmbsLoTHUewlqo3E6pyjmoyZeDlp8BDF+jPwM+AE4AeETmETolmDSeINICQt33D3F6Kk5QFpEh1m9pq7j80sKY1mpY1PspQ2uxaeu28R1aX8a5rmDlEjlBeAzYBrCLXhLnP3XHXGztxPWTQTOO7txrn7bvW2venuo1OMpYRQc/RzhOT5Y8CNnvCFN1oSPtTdP0g6pnrx7iMkG88jzB5eApSnKKXwtrvvkIuxZcW8nVCPcQIbXg/d3c/J5f2IiIiIiIgUm6JMCrYVM9sO+DwhoVfq7olmQWWSOzkdXI6ZWQfCjKph1J2988sEsfYk1NTr4u5Do+YgZ7r72SnGl/OkVlbsYUA3d5+UNlYumdmVwFLCjM3vE2alvevuP08QawI5qoXXFszsZHf/u5ld0Nj17v6HBDF/R2hyc1e06SvA9mlqb0Zxc5LIM7Mjgd8BFe4+3Mx2AX7p7kc1f8tWx9+fcMLgv9lLnmPGuB64xt0n52JMUcz3gJFJE6kikhvRsW8aMMbd38zzcNqMmZ0C/Mndu+R7LCIixcrMbgH6uPsRjV3O47guBb6SOQle/3IrYzjwVXf/d5p9RHKlqJYPm9ld7n6cmU2mkbpeSZsTRDOg9iU0BulJ6GT6QoqhPmNm/0voerp+CZ67x1qSbGZXuft5ZvYQjf++aZIJuVwmeBUhmfpgNK6JZrZfs7doWU6W0prZttGSygYNSsxs1wT/kxfdfR8zW0Hd/4mFYXq3uGPM8mPg28Bk4ExCQ5QbE8Za6+7rzEJvh5S18DIxhhOSlcOom0hO8jjsHH1PVYcxGlfmf2HABWxYkltCmBGapiHPUYRl6xVA2kTepYTH9LMA7j4h+pumYmb7EGbU3myhQ/Rgwgf/ODHeBmoJ/9dTzWwq4XUh87hO0/jlbWAAMDdFDJFNQvQcvYzQdXwg4UTQ28AV7v5EG9/9zOg+k9YPbpESciIi7UeUiPtmI1e95u5p64K35Fw2NJmLxcweBL4IHNYGx8bfEVY8iWwyiiopSHhxAcj1GYYvEGqRXe3uc3IQLzNLMHvZohO/Ocjt0fffpR5RQ0Pc/bBcBXP3mZkEVKSmqX1bKVdJrQsIMw5/38h1sf8n7r5P9D11MitbtEx1UnSW6oYchMxlLbyM+wkzQh8iJJASc/frou+XpRxTzv8X9VxCw0TesISxqt19Wb3nSdpE7SWE15ltgJsJdS3/DuwdM9RgYJc0Y2lkbJmTGV2Bd83sdeqeJMnJDEmRAnMP0IlQluAjQn3g/YFUTZHMrDxq1NQkd68B5qW5HxERKThPEho3Zku0oiQOd1+W5HZmNpDQHPL/CJMlcpoUdPfPCJMGRDYZRZUUdPe50fcZOY77XTPrD4yJZpS97u4LUsQ7MEfjGhd9fy4X8ep52cx2zNEywZlRIwE3swrgHEINxDRyktRy9zOi7zn5n2SLmov0p+6suU+SxIqaoEw0s6FJY9TzE8KHzlzMOsxY4+5/TDswADNrNk7SenNm1pPQXKUyK9bzSWJFGkvkJfW2mX0NKI2Ww58DvJwy5rGEjsPjAdx9jpklSZJOy/XrKm1zMkOkYJlZD8KqhEPd/alo8wzgjXr7VRDqB59EWL3wLnCRuz8WXX8AoZnXFwkzkHcBLjSzq4Gdso/rZnYG8GvCDMHMLOL1y4fNbFvgSkJispRwzDgjE8PMTgV+SGjM9QnwF8IJ1EQnhsysO2H29TFAR8Jr1w/c/c3ounnAce7+UNZtPgc8Agx29wVmNphwou/z0S4vA+e5+4dJxiQisolb6+5NnhCKlrmeDRwGHArMInx2+JAwGWCf6OfTMiuszKw38CfCMa03MBX4nbvfnBX3FpItFz4F+C/wR+ADM+vt7p+a2dbABzR/nKsFridM+hgQ/S43RGOrjfa/lGaWC1uo5X85sCthpdAk4Ifu/kq9XQeY2SPAgcBC4Ofu3mQDQR27pC0VVVKwkSWb668ixdJNM/sq4QPss1Gsa8zsh3FrAOS6TlpTy6Sz4qVZ0rcPcIqZTSP9MsGzgKsJHzhmAY8Tlv+mkdOkVvQ//q+7rzCziwgv9L9y97cSxvs+YRbZfDbMmnMgzf9kIPBONKNqfcOWJDOqogPfDeRm1mHG1dHMtMdJsSw+Mi5no4qY2bcJs4mHEJpa7AG8QvwZutlymcj7PvBzwt/un4SmJb9KMTaAde7u0Rs6zKxzSzdoQr+mXrcgWY3HzMmMaEyZ7t9bA9sC/0k4TpFClpmdcFRUimJNE/vdTGjO8zXCMfVw4CEzG+PuE7P2+y2hcdZHwArCTJCTCMfPjJOAO929qv7JDTMbBLwIvET4ILiUMDO6NLr+dOCXhNeucUBmJnsV4cNgLBYG8AihdMkRwGLCsranzWwbd59rZg9HY84+CXgS8HiUEOxESIi+TEhkrgMuBJ40s+3cfVXccYmICBcRXksvJJS4+CcwEfgz4RhwFXALGz7nVBJO6vwWWA4cAlxnZp9knfSKLTpOnAb8yN0/MbPXCMe2q9x9ipm9SfPHuXJgNnAcIVG3OyFJ+CkhwdkaXQmr9c4lfLb7HvComW3l7tnlNy4jNLE8H/gqcJuZvd9YzV4du6StFVVSsA2XCV5EOHO+ANbX/HkSiFsYNGd10iJtWYj1C7kKFL1AnpSreFHMXCe1fuHud0f11z5PSAL/lQ1LveM6F9jGE3aUbkLqpbQZZrY3YQbJ5oTXiUzSd0SKsDsSDswHUTcRGjvp5u631htv12h8aabznwuMAV519wOjGTBp/6bZibx/EBJ5/5MkUHTA/3n0lSt3mdl1QI/oA/xpJHvOlAJdSFj7pQXPA/tGszifIjSDOZ4cv2aItHfuXh3V3LsBOMPM3iIk5O5299cAzGwL4ERgWNas8T+Z2SGEE2TZDbwudffHMxfM7O/ABWb20+hkwWaEWRzZH56yfZdwAuqrvqE50ZSs639B+GCWeS80zcyuiMYQOylImE2xC9DX3Vdn7sNCE6avE2Ys/h34p5l1jU7idSTMiD4z2v8EwuvUqe6eORlyJrCA8J4p02hKRESCw8ys/vvra939x1mXb3P3fwKY2a8Jx6HH3P2BaNuVhJr5fdx9kbvPJsz6zrjezA6Kbpc4KQgcAPQinEACuI2QdLsqutzscS4qo3FxVrzp0SrAE2llUtDdn86+HE0E+TJhJmX2TMB7M+WQgMvN7EDgPODkRsLq2CVtqqiSghlm1quRzStaqqfTjJJ6y4U/JTQpiCWXddKiOLlezlcntjVsUJCoMHh029Np2IDitKTji2YwNtZcJWlSK1Pj8IvAX9z9gWj6eFIzCbMdcsbdnzOzAYSzWg680dx0/xbcRDiIjiN9fceMY4ERnrCzbWPMbAfC2bhe4aItBL7h7u8kCLfG3deYGWbWwUODmW1SjK0UeNDdDyEHiTwzG004oziMus+TpA2SDLiTMPNuOaGu4MWerCDzXE/QebyVzN1Xmdm3CJ2Nr7TQHVuk6Lj7PdFyo32BPQkfMn5gZj93918TZrEboQ5n9k07EJqgZas/G+GfhBNe+xKS8V8Dpjay5CljFPBiY6/p0XF9M8LMj79kXZU5yZTEboR6igvr/W6VhJmREFYFrCIcb24Djoru74GsGMOBFfVidMqKISIiGzxPqK+ebWm9y5Oyfp4ffZ/cyLZ+wKLoPfJPCCd5BxOOURVENbhT+BZwV9Zx6d+EE2Njo5NnLR7nzOwsQi3CzQllKsoJpTpaxUJjy18RTmT1J5w47wgMrbdr/WPrK4TPmY3RsUvaVFEmBQnTlTcDlhDeLPYA5prZAuB0j2rxxfBfM3uM8EID4QXu0biDsrark7YHoUvSdoQX3FJgZdLl0lHMXDUogPBm/QXC7MpcJaCym7RUEqZlN5YMbq3Z0YyqQ4DfmlkHEiR+s0wFno0+3GUvpY29zDIjWv56MeGDX2YZ+y/d/W8Jwi1z91wv0ZxIeK4lrrfZiOuBC9z9GVhfK+sGYK8EsWZZqNl1P/CEmS0BEjcOcvcaM1tlZt09YbHkeu4g1OaaTMpGLRCmVZrZ/e6+G+mLMLfFDMH1sc1sT8LMwG9F20rb8P5E2rVo2fAT0dcvzexG4FIz+x3huOSEWc/1T3Surnd5ZfaFaHntk4Tn2vPR9zuaGUpzz/vM8fEs0tc+zY45n/Bhrr7lEGZ5mNndhLHfFn2/N2tpVQmhPMQJjcRYnKNxiohsSla5+0ct7JN9vPFmtmWODRcSylecS3hf+xmhrl+/pIOM3sN/GaiIVr9klBKSfK+1dJwzs+MJswovJBy7lhNmxR8bYyi3EpKB5wPTCZ/zniJ8Bk9Kxy5pU8WaFPwvcJ9vKLr9OcLZ9rsItQ9iLQl19x+a2ZcJCTEDrnf3+xKMKzsZeRmh5lwu/InwInI3IVn2DWDLlDFz1aAAoFO9KeipNbIs9yoze5G6U8LjOI7wGPmduy+10NnqhymG+En0VUG6g0S2HwKjMr+7hSK+LwNJkoLPmNn/AveSvv5fRn/gfTN7g9x1ke2cSQhGsZ5NWhfP3TMH/EvN7BmgO+G1Io01wGQze4K6dR6TJPgXuvuDKcdT36tRnbE3Wt61WQfnZDSNOxf4KeE1+x0zG0GoqyIiwbuE93OVwFuE9yEDsl8bY/g74YTS9YSSD19uZt/xwMlmVlF/tqC7zzez2cAW7n5bgnE0dX/9gVp3n9rMfn8nNBsbSThuZ8+8GE9YBrbI3ZfmaFwiIhLPPsBD7n47rF+9sjUNZyDGcRKhDuDh9bbvCfzezM5z95U0f5zbh5A8XF/iIirLEcc+wDnu/kh0+/6Euu/17UHdz2h70HSjTR27pE0Va1JwtLuflbng7o+b2a/d/YJoBlhs7n4PcE+aQWXXSYteuG5tbv+YsT8ys1J3rwFuNrO0Z+5z1aAA4GEzO9zdY8+ubEpU/yGjhJAMTVOrcSDwiLuvjWaj7USYhZBIrpaI1zOLUCw+YwVhmXISmcR49ozLRPX/suQqyZ1tqpn9grCEGEIdjmlxg5hZCTDJo05inruO3Y+woa5J5ixp0ll1l0Qzgp6iblL13uTD40DgLDObTkhaJmoY5O5tdpbSQ/fn57MuTyU0bBEpKtGJnrsJHyImEV7jRwM/Ap5y9+XAcjO7A7jFzH5A+CDRi1BnaWorXi/uI9TLvQl43ZvvavhnwkzAu8zscsLqizHAe+4+gVCX9hozW0pYPVFOWN482N1/00zcEjPbpd62asJqgpeAB8zsR8D7hO6QhwFPuvsLAO7+kpnNINRxXUTdZdN3EGaAPGBmFxNOzm0GHA38tYXfV0SkGHWIyhNlq3H3hSliTgGOj0pRLSLU4B5OOLGV1LeAf7v729kbzWwKoX7h8YTjZ3PHuSmERppfIDThOoHQ2GNJjHFMIZwwe43QL+BKQmOQ+r4UTZR4FvgK4QR7UxOTdOySNlWsScHFZvZj4F/R5eOBJVF9g9jL8szsS4TuSf0IH6pTdTOONNk1OIFVZlYBTLBQ6HUuG5qaJJWrBgUQZgL9zMzWEqaa5+Lv9/usn6sJ07ePSxHvHmC0mW1JOIg8SPjAUf9sVKtE9ZZ+BGxPmN0BgLvHTrrZhq6vs4HXzOwBwuPnaOD1JONz9wOT3K4pUdLt2kzSLYdOI8yqzXzQfR44NW4QD51tJ5rZUN9QnD8xMzsaGOLu10aXXwf6Ev4vSWfFnkqo/1dO3UYtaZKCOWsY1FZy+VwRKXCfAa8SjplbEmowzSYci7IbGJ1KqGN6JaGb+mLCsaDFmYNR/c77CI07mk2+u/tsM9uP8GHrGcLr0WSi2lPufqOZrSTMYv8NYfnyO7TcZKQjDT8YfurufczscMLvegPhPdd8QqKw/km6OwiNTv4QnQzN/v32A64gJFi7E8pEPEO8D30iIsXiEMJnx2yzCceXpP6HkAT8D+HYcAvhdXtkkmDRZJBRhE6/dbj7OjN7kLCE+G8tHOeuIzS0+gfh8+g9hM+Ucercn0YobzSOcHy5lPAZoL5LCbMU/0iY4XhqUyt3dOyStmbuucw9FQYz60OYtbQP4Qn/IiGxsAwY2oq6CfXjfQQc6e5NTflNMsbx7r5ry3u2KtbmhDfOFYT6Bt0JCZqPE8YzwoFgW+BzhL/hYwkbFBSEzP8jmp2w2t2vMbO33H1UwniPE5o8XEiYafFNwvLQ2AmjqL5jk5LOSjSzL9IwEZO4mUQ0e+WnOUq6VRL+blsSPoT+zZM3CsrEfJowy+V1Niz1dXc/OkGsl4AT3H1mdHkCYZZlF+Bmd4+93NbMJrv7jnFv14q4O7OhRtcL7j4x1/eRRi6fKyIiIiIiIrJBUc4UdPfMNOXGxEoIRubnIiFoZivYMEOwk5ktz1xFuplzx7j71YT6ZpdF93UucHWSYLlqUGBm23ro8Npo8jNN/bqs2XPZlgHjomVNcVWZ2YmEeoxHRtvKEw4PoLe732Rm50ZLVZ8zs0RLVusn/cysc1QzIzEz+yuho9WBwI2Eae2JZh1mGQi8E82ay66vl6Sm4K2EWaUvEGa7bQecl3J82X9HI5w0ODFhrIpMQjDyYrTEdnGKpfavmtlId3834e0biF4HTmfDbMO/m9n17n5Nru4jB3L2XBEREREREZENijIpaGZbE2adDCPrb5BiOdqbZnYnoWtp4lpf7p6m5l1zvknDBOApjWyLIxcNCi4gLDP6fSPXpa1fNzr6eii6/EXgDUL9tLvd/cqY8U4lzFK63N2nmdlwQqHapDKz2uZGM/LmkG4aPhY6tN5EmI02NJoBdqa7n50g3F7uvpOZTXL3y8zs96Rbpgp1k25pjczMmjOzm0ifsMTdn4vqWH2NsNR8GqHmSBI968XOXs7Q2BKC1tgH+KaZTSO8ziSq/1fPt4CxmSSymf0WeIXQrby9yPlzRURERERERIo0KUhYi/9Xwgyomhb2bY1uwCrCUtqMtLW+Uotmtn0NGB7VUsjoCtTvzhtX6gYF7p6pO5TT+nWR3sCu7v4ZrF9i+29gP0KNh1hJwWh21jlZl6cR6jok9T9m1h34ASEB042wtDuNq4DPE+od4u4To/oTSayOvq8ys0GEx8vwNIOLkm6bA1u5+5Nm1gkoTRhu/VJhd68OK9qTiU4SnECYFfgpYamqpXxcvmZmp7t7nTqbZnYmyROYh6UYT1OMuq+BNSRvhNJW2uK5IiIiIiIiUvSKNSlY7e5/yWG8H9TvvhnNJMu3lwmFYftQdzbeCkLnwtiyGjHktEGBme1Fw5mbibv7AkOp2+mpCtjc3VdHDU3ijm8ajTR/cfcRSQbn7g9HPy4jJFhzwt1n1kuQJU16P2xmPQgF5McTfvekjWQAiBrSnEHohLkFMJiQnI9dXw/Yud7y+o7R5SRL7d8nLEM+MlNP1MzSJp3OB+43s68R/n4AuxEaAxyTJKC7z4jG1o+sOo8p3UxIYN4XXT6GMNs07+rVjRwM3NRGJxBERERERESKUrEmBR8ys7MJLcmzl/subvomLcb7grsvBzCz7QizEXPdaTWWKIkwA9gzh2HvJ8zAm2Fm97j7l9MGNLPbCUmiCWxIYjkNuwnG8Q/CEucHostHAv+M6rklqck2OuvnSuCrhORWImY2grB8e09CJ9lXgPPdfWrSmMDMKLnqUbfpc4BEtS7d/VfRj/eY2cNApbsvSzE2gO8CuwOvRffxYZTgSjK+pDMMG/NlwkzBZ8zsv4Su5Klmy7n7AmAvMzuI0KwF4BF3fzppTDM7ipDcHwQsADYn/H+3b+52TcQa4u6z3P0PZvYsG5ounUr7WZpbv27kSELXVREREREREcmBYu0+PK2RzZ501ldU5+pHhLp12xCSWSclbGiRM/Ual9S5ioSNS7I77qbpvlsv5nuEGnE5fTCa2W5kdZh29zdzHP9Fd98n4W1fBa4F/hltOgH4vruPTTGePoRE4yGE3/lx4Fx3j71UPJqldTbh7+eEDt1/cfc1Kcb3mruPzTxuzKwMGJ+yJl7ORAnjYwjLiA8iJKXuc/fH8zmuDDObSBjXk9Hf70DgxMwy/JixPgA+7+7T620/Dfi5u2+RizGnkd1tOXqsvO456sguIiIiIiIiRTpT0N1zurTX3R8xs3JCEqYrodvvh7m8jyTaqHGJN/FzGm8DAwhLnXPCzIYCCwmzQddvi5Y+J4mXnYwoIcwcTPP3NXe/Pevy383se03u3QpRV+2T0sTIchthmXmm4cSJwO2EGZJJPWdmPyMs9T2UkHR8qIXbbDRRs407gDvMrBfhd/0J4XndHlS5+6dmVmJmJe7+TNQYJInzgSfM7PDMa5WZ/YTw+Nk/VwNOKWd1I0VERERERKShopopaGY/ynSdNbOvuvvdWdf92t1/FjPeNdRNjB0ETAWmA7j7OY3crKCZWQ0bGot0JDRYgQSzD83sIcLfryuwC6EBQ/Zy7qNSjHMyG/43HQlNMj5w99hLLaN4z2RdrCb8j//X3ackjHcFsJSwVNWB4wn15q6FeEvZG3kc1pHkcWhmE91955a2xYxZQuh2m2nI85i735g0XrExsycJMxl/Q6gTugAY4+57JYx3MHBdFPPbwBjgCHdfkovxppX1WgN1X28Sz3QWERERERGRDYotKTg+s/ws++fGLrcy3jebu97db0020uIQNZ7oT6gZlm1/YLa756zhQTTT70x3PzNH8cqA4939joS3zyxhzzwBs6dBxVrKXu9xeBlwSfb1SR6HZnYL8Fd3fzW6PBb4prufnSDW0cAQd782uvw60Jfwu//I3f8dN2YxipY3ryE8Vk4CugN3JFkenhVzH0Kd0JeB49IsDxcREREREZHCUmxJwSbr4eWqPp60XtTA4mfuPqne9tHAJe5+ZI7vL0nitxuhQcZg4AHgyejyhcBEdz86ZrwxwEx3nxdd/iah0cV04NIUzW4y8XNZ53EbILPceiihqUUtIWnZ6jqAZvYScIK7z4wuTyDMqu0C3OzuSboPSwpZ9UaNMEO1itDkR7PwREREREREikSx1RRsrh5e4uyome0NXEroBlrGhg/WiRqXFJFh9ROCAO7+ppkNSxPYzC7IulgC7EqoMRjX7cASQnfg0wkNZSoIdSMnJIh3HaERCGa2H2Ep6PcJy6evB76SIGa2XGX5D8tRHICKTEIw8mKU/FwczX6TVjCzLwG/BfoRXmMSJ/DaqN6oiIiIiIiIFJBiSwrubGbLiepTRT8TXa5MEfcmQuH+cYTZNtI6zf3NO6aMnZ30qAYeAe5JEGdEVgfUG4FFwFB3X5FwXKVZswGPB65393uAe6IZdO2Cu88AMLN+ZP2fEjZq6VkvdnZDlb6JBlicrgSOdPf38j0QERERERERKXxFlRR099I2Cr3M3f/TRrE3ZW+Y2enufkP2RjP7FiHBmsa72Y1korhfBe5uYv+mZHdArTGzaSkSggClZlbm7tXAwcAZWdclej5mLQUF6FQv2Z1oJpmZHQX8HhhEaGixOWH5cJJGLa818X8+k9BcRlpnvhKCIiIiIiIikitFVVOwrUSdZEuBe6nbPXd83gZVAMysP3AfsI4NScDRhOW5x2bq7iWM3aB+YMKagjntgGpmPwcOJ5pxCOzq7m5mWwK3uvveceK1FTObSKj796S7jzKzA4ET3f2MFm7aWKx+hGYWa4HMc2I3Qi27Y9x9fm5GvWkzs6uBAWz4WwLg7vfma0wiIiIiIiJSuJQUzAEzeyb6MbuTrLv7QXkaUkGJEk47RBffcfenU8T6AiHpdhxwZ9ZV3YCR7r574oHmiJntAQwEHnf3ldG2rYEu7SWRbGZvuvvoKDk4yt1rzez1NH8/MzuIDTMNU/2fi5GZ3dzIZnf30zb6YERERERERKTgKSmYQlYzC4u+O6GZxYvuPi0/oypuZrYzoWnHL4GLs65aATzj7kvyMa5CY2ZPAscAVwC9CUuIx7j7XvkcVzEzs73d/aWWtomIiIiIiIi0hpKCKZjZJY1s7gV8HrjU3f+1kYckgJmVAre5+0n5HkuhMrNOwBpCwvtkwkzLO7KapMhGlqsl8SIiIiIiIiJQZI1Gcs3dL2tsu5n1Ap4ElBTMg6ghSG8zq3D3dfkeTyGp17Rk/ebo+8Vm9jHwc3d/auOOrHiZ2Z7AXkDfrNnJEBK1bdU8SURERERERDZxSgq2AXdfbGbW8p7ShmYAL5nZg2xoFIK7/yF/Q2r/3L1rU9dFMzB3AO5gQw1IaXsVQBfC63X2/2c58JW8jEhEREREREQKnpKCbSBqqKDadfk1J/oqoW4iRRJy9xpgopldk++xFBN3fw54zsxucfcZZtY506BGREREREREJCnVFEzBzCbTcKllL0Iy6hvu/v7GH5VkM7OuhA6tn+V7LCJpRMuIbyJ0qR4aNdU5093PzvPQREREREREpAApKZiCmW1eb5MDn2oWT/6Z2Q7A7YQkLcAiQqL2nfyNSiQ5M3uNsFz4QXcfFW172921lFtERERERERi0/LhFNx9Rr7HIE26HrjA3Z8BMLMDgBsIDRtECpK7z6xXrrQmX2MRERERERGRwqakoGyqOmcSggDu/qyZdc7ngERSmmlmewFuZhXAOcB7eR6TiIiIiIiIFKiSfA9ApI1MNbNfmNmw6OsiYFq+ByWSwlnAd4HBwCxgl+iyiIiIiIiISGyqKSibJDPrCVwG7BNteh64zN3VFVpEREREREREip6SgrJJMbNKwoyqLYHJwN/cvSq/oxJJzsx+5O5Xmtk1NOx2jrufk4dhiYiIiIiISIFTTUHZ1NwKVAEvAF8AtgPOy+eARFI608xeAt7M90BERERERERk06GZgrJJMbPJ7r5j9HMZ8Lq775rnYYkkZmbnAccDA4E7gX+6+4R8jklEREREREQKnxqNyKZm/VJhd6/O50BEcsHdr3L3PYH9gcXAzWb2npldbGZb5Xl4IiIiIiIiUqA0U1A2KWZWA6zMXAQ6Aquin93du+VrbCK5YmajgL8BO7l7ab7HIyIiIiIiIoVHNQVlk6IEiWyqzKwcOAw4ATgYeI7QYVtEREREREQkNs0UFBFpx8zsUOBE4IvA68C/gPvdfWWzNxQRERERERFphpKCIiLtmJk9A/wDuMfdF+d7PCIiIiIiIrJpUFJQRERERERERESkyKj7sIiIiIiIiIiISJFRUlBERERERERERKTIKCkoIiIiIiIiIiJSZJQUFMkxM7vFzB7O9zhERERERERERJqipKCIiIiIiIiIiEiRUVJQZCMyswvMbJKZrTSz2WZ2o5n1yLr+FDP7zMwONrO3o/2eMbPh9eL81MzmR/veZmaXmNn0rOsbzFY0s0vN7O2sy2PM7HEzW2Rmy83sRTPbs95ttjaz58xsjZl9YGaHR/d5StY+g83sX2a2JPp6xMy2ytkfTURERERERERyTklBkY2rFjgP2B74GrA7cE29fToAPwVOA/YEegB/zVxpZicAlwA/B3YF3gMuSDCWrsDtwL7ROCYAj5pZn+h+SoD7gGpgD+CU6H47ZI2lE/AMsAbYPxrvXODJ6DoRERERERERaYfK8j0AkWLi7ldlXZxuZj8CHjCzb7p7bbS9DPiuu38AYGa/A242s5Jon3OBW9z9xmj/35jZgcDWMcfydPZlM/s+8GXgMODvwKHANsDn3H12tM/5wEtZNzsBMOBUd/donzOBBcARwF1xxiQiIiIiIiIiG4dmCopsRGZ2kJk9YWazzGwFcC9QAQzI2m1tJiEYmQOUE2YMAmwLvF4v9GsJxtLPzK4zsylmtgxYAfQDhmbdz5xMQjDyBmG2Y8ZuwHBgRbSs+DNgGdAT2CLumERERERERERk49BMQZGNxMw2Bx4BbgAuBj4lLP/9JyExmFFd76YefS9pZFtTagkz+LKV17t8K9AfOB+YDqwFnsoai7XifkoIy45PaOS6xS3cVkRERERERETyRElBkY1nNCHhdr671wCY2REJ4rxPqAF4c9a23evtsxDYpd62+pf3Ac5x90eisfQHBmZd/x4w2MwGufucrN8hOzk5HjgRWOTuS2P9FiIiIiIiIiKSN1o+LNI2upnZLtlfwIeE59x5ZjbczE4kNB2J62rgFDM7zcy2iuoSjqXurL6ngVHRPltG++xdL84U4GQzG2lmY4B/Aeuyrn8C+AC41cx2NrM9gD8QZjJm7usOYD6hLuL+0e+1n5n9Xh2IRURERERERNovJQVF2sa+wFv1vi4mNAm5AHgX+DZwYdzA7v4v4FfAFVHcHQjdiddk7fMYcBlwOTAOGAb8uV6o04Au0fX/Av5GWEaciVELHEvoNvw6Ybnx5YSE4Jpon1XAfsBU4G7CLMZbCTUFl8T93URERERERERk47CoYaiIFDAzuw8oc/cj2/h+dibUEBzt7uPa8r5EREREREREpO2opqBIgTGzTsB3gP8SlvJ+GTg6+p7r+zoWWElY+jyMsHx4IqGWoIiIiIiIiIgUKCUFRQqPA18AfgZ0JCTsvu7u97XBfXUFfgtsRlgO/CyhUYqmGIuIiIiIiIgUMC0fFhERERERERERKTJqNCIiIiIiIiIiIlJklBQUEREREREREREpMkoKioiIiIiIiIiIFBklBUVERERERERERIqMkoIiIiIiIiIiIiJFRklBERERERERERGRIvP/byIyAdk9okwAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1296x1800 with 18 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(6,3,figsize=(18,25),squeeze=False,sharey=True)\n",
+    "fig.tight_layout(pad=2.0)\n",
+    "ax = ax.ravel()\n",
+    "for i in range(18):\n",
+    "    sns.stripplot(x=cat_vars[i],y='Campaign Period Sales',data=df,ax=ax[i],edgecolor='k')\n",
+    "    ax[i].set_xlabel(cat_vars[i],fontsize=14)\n",
+    "    if len(df[cat_vars[i]].unique()) > 3:\n",
+    "        ax[i].set_xticklabels(labels=df[cat_vars[i]].unique(), rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x1296 with 18 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(6,3,figsize=(12,18),squeeze=True,sharey=True)\n",
+    "ax = ax.ravel()\n",
+    "for i in range(18):\n",
+    "    ax[i].pie(df[cat_vars[i]].value_counts(),\n",
+    "        labels=df[cat_vars[i]].unique())\n",
+    "    ax[i].set_xlabel(cat_vars[i],fontsize=14)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Buy/No buy?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Buy'] = (df['Campaign Period Sales'] > 0).apply(lambda x: int(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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4ngtpyJoPM/o/G5JcDLwO+NpEZzlZC96uZX+mXyf5aockv96e/yijv+a4BjgE/A+js4VlaeB6fx/4YeC2duZ7rJbxNxQOXPNZZciaq+pgks8CXwG+B9xRVXP+6d9yMPDf+Q+AO5PsZ3Tp4wNVtWy/cjnJp4C3AxcmmQE+BLwMFq9dfg2DJHXkbLi8I0kayOhLUkeMviR1xOhLUkeMviR1xOhLUkeMviR15P8AmLn8dxKbQmgAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(df['Buy'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Customer engagement length (days)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Customer_engagement_days'] = (pd.Timestamp.now().normalize() - df['Date of First Purchase']).dt.days"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Days_since_last_transaction'] = (pd.Timestamp.now().normalize() - df['Date of Last Transaction']).dt.days"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(df['Customer_engagement_days']/365,bins=25,edgecolor='k')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\program files\\python37\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "count                   12132\n",
+       "unique                   2876\n",
+       "top       1997-07-01 00:00:00\n",
+       "freq                      117\n",
+       "first     1926-01-15 00:00:00\n",
+       "last      2018-05-29 00:00:00\n",
+       "Name: Date of First Purchase, dtype: object"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Date of First Purchase'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(df['Days_since_last_transaction'],bins=25,edgecolor='k')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def customer_engagement(d):\n",
+    "    m = df['Customer_engagement_days'].mean()\n",
+    "    s = df['Customer_engagement_days'].std()\n",
+    "    if d >= m+s:\n",
+    "        return 'Long-term'\n",
+    "    elif d > m-s and d < m+s:\n",
+    "        return 'Mid-term'\n",
+    "    else:\n",
+    "        return 'Short-term'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "28.212618050756745 10.874667067643749\n"
+     ]
+    }
+   ],
+   "source": [
+    "m = df['Customer_engagement_days'].mean()\n",
+    "s = df['Customer_engagement_days'].std()\n",
+    "\n",
+    "print(m/365,s/365)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Customer_engagement_length'] = df['Customer_engagement_days'].apply(customer_engagement)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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pGmNqH3/TqhaLiKW8DKGi4hJ+//EyPlq8nfiYKH51Tg/uPKtbpKtljDFeAukN9aOITAHeB46UFqrqRyGrVQPy4eJMJmU4g+GLCop5ctpqhvdIoW+7ZhGumTHGlAskWCTjjKs4x6NMAQsWQbAiq/I8Uit3HLJgYYypVfwGC1W95VgOLCIJwBwg3j3PB6r6ZxFJBt4DOgObgatVdb+7z4PAbTgp0H+tql+65YOAN4BE4HOc3FT1os/vad1TmDhvS9l6TJRwateWEayRqbGSEtgy10lD3vUsmwbV1Et+R3CLSE8RmSEiy931fiLyUADHzgfOUdX+wABgpIgMBR4AZqhqD2CGu46I9AauBfoAI4Hn3AZ2gOeBcUAP9zEy8JdYu43o04aHLj6Rzi0b0TutKc/dMJAOyY0iXS0TqOJCmHCp83jrSnjhdMg9EOlaGRN0gaT7eBl4ECgEUNWlOB/q1VLHYXc11n0oMAqY4JZPAEa7y6OAd1U1X1U3AeuBwSKSBjRV1Xnu1cREj33qhduHd2XWfWfz+d3DuaBPG/87mNpj7TTnqqJU9mpY8lbk6mNMiAQSLBqp6sIKZQEl13dzSS0BdgPTVXUB0FpVdwC4P1u5m7cDtnnsnumWtXOXK5YbE3m5+yuXHd0X/noYE2KBJhLshjuKW0SuBHYEcnBVLVbVAUB7nKuEvtVsLr4OUU155QOIjBORDBHJyM7ODqSKxhyfEy6GxOTy9ZgE6Hd15OpjTIgE0htqPPAS0EtEtgObgBtqchJVPSAis3DaGnaJSJqq7nBvMe12N8sEOnjs1h7Icsvb+yj3dZ6X3LqSnp5eLxrATS3XuCXcMQMWvgJFeTDoZkg9IdK1Miboqr2yEJGTgYHAXUAq0EtVT1fVLdXt5+6bKiLN3eVE4DxgNTAFKJ3NZSww2V2eAlwrIvEi0gWnIXuhe6sqR0SGiogAYzz2MSayjuyFlVMgrhGcOh7S+kW6RsaERHWJBP+EMyveIuBvwP+p6ss1OHYaMMHt0RQFTFLVT0VkHjBJRG4DtuLOwKeqK0RkErASp01kvKoWu8e6k/Kus1+4D2Miq+AovHIO7N/srM97DsbNglRLJ2/qnypTlIvICuAUVT0qIi2Baap6SlhrdxwsRbkJuRUfw/s3e5cN+zVc8EhEqmNMMNQ4RTmQp6pHAVR1r4gE0hhuguylORt4de4mYqOjuOuc7lxzSsdIV8mUikmoXBabGP56GBMG1QWLbm5OKHB6JHmuo6qXhbRmhllrdvP456vL1u//cBl92jazVCC1RffzoF06bHevYJPaOA3cxtRD1QWLURXW/xHKipjKFmyq3F9/4aZ9Fixqi+hYuOULWPsF5B+GXhdDYvNI18qYkKhuPovZ4ayIqax/++aVyzpULjMRFBMHvSt+r6qh/Vvg+3/DkWwYcD30HBGcuhkTRNYOUYuN7NuGO8/qRmJsNE0SYnjwwl4M6tQi0tUywVSYB69fCD+8DCs/gbevhnVfR7pWxlQSyKA8E0H3j+zFby84AQGionwNZjd1xqEsWDUVGqdCr0ucq5LNc+HQdu/tlr4HPc6LTB2NqYIFizog2oJE3bdrJbx6ARTkOOudh8PNn0KT1pW39VVmTIT5DRYi0hO4D+jkub2qnlPlTsY0dDm7nFtLR/dC/+vhxzfLAwXA5m9h20LoMBgG3QKLXnfKk7vCqb+KTJ2NqUYgVxbvAy/gpCov9rOtMaYoH167oHxk96IJTjfbiooLnZ+X/guG3uk0cHcYCtF2wW9qn0D+KotU9fmQ18SY+mLj7PJAAaDFEBXtDOIrynPK2g2CjqeWb5N6giUgNLVaIMFiqoj8EvgYZ/Y7AFTVkvYb40uCj3EwLbvB+Y/Aio+cBu5+V0OUdUY0dUcgwaI0Q+x9HmUKdA1+dYypBzoOcXo7rf7UWW/SFob8Apq1hzN/F9m6GXOM/AYLVe0SjooYU69c+xZs/g5y90G3c50U5nmHYM86aN3bO4fUnvUw/zkoOOKkC+l0apWHNSZSAukNdYWP4oPAMlXd7eM5YwxA59PKl1d/Dh/dAQWHnZn1rnsHOg51pmB99XwnqAAs/wBu/xranhyZOpsaO1J4hCcWPsG3md/SvUV3fj/493RtXv9uvARy0/Q24BWc2fFuwOkVdS/wnYjcFMK6GVO3FObBmmmwdYF3uSp8/lsnUIATGKY94Cyv+6o8UACUFMGyD8JTXxMU/8z4J5+s/4S9eXtZsGMB98y6h6qmfqjLAmmzKAFOVNVdACLSGngeGALMAd4MXfWMqSNydjpXCAe2Ouu9LnFuRQEUFzijtz2Vbtc4tfKxfJWZWmvG1hle65sObmLX0V20adwmQjUKjUCuLDqXBgrXbqCn2xuqMDTVMqUKiko4nF8U6WoYfxa+VB4AwGnc3jLPWY6JdzLSeupzufOz69lwwkXl5a36wKCxmLrhzZVvsjdvr1dZq8RWpCSmRKhGoRPIlcW3IvIpzuA8gJ8Bc0SkMXAgVBUz8L/5W3hy2mqO5BdxYd80nrq6Pwmx0ZGulvHlqI+e5J63l0Y/D7M7Q9YS6Hw6DL/XKY+Kctovti92Grg7DXPGZJg6YeqGqZXK7jvlPmKi6t/AykBe0XicAHEaziRIE4EP1bkpd3YI69agbdt3lD9NXk6Je+vzs2U7OKl9M35xZjf2HM5nz+F8TmjdBBEnb9S+IwVk7j9K77SmxERb//2wG3A9LJ7oDMADaNoeunlkxEloCiMeq3r/dgNDWz8TEhWvIOKj4jm93ekRqk1oBdJ1VoEP3IcJk1U7DpUFilIrsg7x35nreXr6WopKlF5tmjDxtsFMX7mLv05ZSUFxCe2aJzLh1sF0b5UUmYo3VB0GOxMhLfkfJLaAwT+vPMXqrhXOyO7Ow53gYeq88SePZ+mepRzMP0iURHHXwLtIiquf/3tVBgsRmauqp4tIDs4gvLKncGKI/bWHUHrnZBJio8grLCkr69u2KU9OW10WRFbvzOGZr9fx0eLtFBQ7220/kMs/vlzDCzcNikS1G7aOQ5yHL1895ExwBE4wufkzaN3He5viQoiKAbEsw3VFn5Z9+OpnX7Fk9xI6NetEu6R2ka5SyFQ3U97p7s8m4auOKZXcOI5XxpzC379aw97D+Vw1qAP9OzSvdLWxMfswuYXe+R0zDxwNY00NqrB9EcQ2cgbcVXQoC+b9t3w9dz/M+Qdc5WaazTsEk38Jqz9zRnufeZ9zFZJ7AE6+EbqeGZaXYY5No9hGDGs3LNLVCLmAW2FEpBWQULquqlur2dwEwek9Uji9R/k90YKiEto0TWDnobyysisGticnv4jl2w+Vle04kMf1L8/ntyNOYGBHm1kvpPIOwcTLIOtHZ733aLjqDe+rg5xdoCXe+x316EEz52/OpEgAhzJh6j2UXcwv/wDGfuo9wM+YCPDbEioil4nIOmATMBvYDHwR4noZH+JionjrjiGMGtCWwV2Sefzyk7gqvQOvjT2FG4Z0pGtqYwD2Hing+w17ufm1hdbtNtQWTygPFOBMjbpxpvc2qyv3mGHADeXL23+s8KTH5aOWODPnmZDal7ePu765i/T/pXPDZzewZt+aSFep1gmk28wjwFBgrZsn6lzgO387iUgHEZkpIqtEZIWI3O2WJ4vIdBFZ5/5s4bHPgyKyXkTWiMgIj/JBIrLMfe5ZkYZ7U7dbahLPXHsyk35+KtcP6QhAq6YJPHb5SfRs5X3H8FBeEYu27I9ENRuOQzv8l22cVXmbNn3Llzv76T2T1KrG1TI188TCJ5i1bRb5xfks3bOU++bc53efhiaQYFGoqnuBKBGJUtWZwIAA9isC/p+qnogTbMaLSG/gAWCGqvYAZrjruM9dC/QBRgLPiUhph/PngXFAD/cxMsDX16D0bO3dCyNKsF5Rodb3ZyAe4yKiEyB7NezbVF6W1t97n/hm0KJz+frweyH9NidnVNoA6OLRRtGyu9OzyoTUj7u9r+42HdzE/jz7ouUpkDaLAyKSBHwLvCUiu3ECQbVUdQeww13OEZFVQDtgFHCWu9kEYBZwv1v+rqrmA5tEZD0wWEQ2A01VdR6AiEwERmO3wiq544yu/LjtAN+u20PjuGh+N7IX7Zon+t/RHLv2g+Cmj50R3BtnOfmfvn8WMl6Hn8925rE4+yHYt9F5vkkaXPxPiGsMBzNh8njY8r0zGdJt0yGlu3PcHT85DdydTrOZ88Kgf2p/dh7ZWbbeqWknmsc3R1UJ5EaGqrJq3yqSE5LrXZqPUoH8FY4C8oB7cBIJNgMerslJRKQzcDKwAGjtBhJUdYfbcA5OIJnvsVumW1boLlcs93WecThXIHTs2LEmVawz5m3Yy1+nrmD7/lwu7pfGXy7rUzaqu0lCLG/eNoTsnHyS4mNIjLORwGHR9UxnStTS+SvAmW/7x//BeX+Gxi1hzGTIz3F6TJWO0J56d/ktqq3z4ONxcMc3znrFqxETUg8MfoDDBYeZt2MePVv05PaTbue6z65jxd4VDGo9iMdPf5y2SW197rsndw93fHUH6w+sJ0qiuKXPLdwz6J7wvoAw8HsbSlWPAKnARcA+YJJ7Wyog7lXJh8A9qnqouk19nb6acl91fUlV01U1PTW1/iVjyy0o5udvZrB6Zw45+UW8+8M2npu1oez5act3Mvxv3zD8b9/w6GcrKSwuqeZoJqhi4v2XxTfxTuVRMTvt9kVQbB0SIiElMYUXzn+Bn8b8xPuXvs8ry15hxd4VACzatYiH51X9/fiN5W+w/sB6AEq0hFeXv8rmg5vDUe2wCqQ31O3AQuAK4EpgvojcGsjBRSQWJ1C8paofucW7RCTNfT4NJzEhOFcMHTx2bw9kueXtfZQ3OKt3HuJQnveHycJNTtzeczifX7/7I9v25ZJXWMJbC7byt2mrI1HNhqnHCKe9oVSTNBjokRBwzzqY/XfnaqPQ7frcYbD3MdqebLecaoGC4gJW7/P+31mavbTK7bOOVP448lVW1wXyl3kfcHLp1YSItAS+B16rbie3x9KrwCpV/afHU1Nwpmp9wv052aP8bRH5J9AWpyF7oaoWi0iOiAzFuY01Bvh3gK+vXunRuglJ8TFe3WEHdHA6ky3bfpCCIu8riVfnbuKaUzrQvZWNqwy5mDi47StnYF3hUSdFeWJz57ltC+GNS6DYncJ+7tNOY3ZMArTu6wzAa9QSBv8iYtU35eKi4+jbsi/L9y4vKxvYuurcXSM6j2D6lull66mJqQxqXf8yKAQSLDKBHI/1HGBbAPudBtwELBORJW7Z73GCxCQRuQ3YClwFoKorRGQSsBKnAX28amlWNu4E3gAScRq2G2TjdlJ8DP++7mT+OHk5Ow7mMbJvG+46x2kQPaldM6KjhGKPId4lCh8t3s7vRvaKVJUblph46OtjYsmFL5UHCoC96z2eFEDh6B6YfCc0awtdzgh1TY0fT5zxBH/5/i8s37Oc9Dbp/OnUP1W57YjOIygsKWTqhqmkJKZwx0l3EB/t47ZkHSf+ZnRyex+dhHMFoDgN3guBtQAVrhpqjfT0dM3IyIh0NUKmpESJivJuznnii9W8MHuDV9mDF/bi52d2C2fVGrZlH8CCF53AMfxeJ/PsRz+Hpe8Gtn9iC2jWHob/v/I5L4wJIxFZpKrpFcsDubLY4D5Kld42snsbEeQZKLIO5PLBom2syDpI04SYsnaNLimNueaUDlUdwgTblu/hw9vK17ctgPELYegvYMVHzox5/uTudx7v3wxJbaDTqSGrrjE1EUiK8r+GoyLm2GTuP8rFz87lYK73pIXDe6Twyth04mOs+2zYrKlwd7S4AJa8Def8ARKaw5Hd3s9HxTqD7rJX+T7enL85YzhMROQW5TJ3+1waxzRmaNuhREnDnifGb7AQkXTgD0Anz+1VtV8I62UC9MGizEqBAmDRlv0WKMItpWflsu+edUZ5l3hnBia2EfzsNeg8zOkp9d2/ypMJlvKVSsSE1JZDW9h9dDftktpxy7Rbyno1DWkzhJcueKlBB4xAbkO9hdMjahlgHfdDrLhE+du01by/KJPkxnHcP7IX5/du7XPbhZv2sTLL99CVNs0SfJabEOp3DfzwsjP6ulRxHrzgI2NscSG8ey3ENnay1F78L+fKpMSja3T2KvjmUTjnoVDX3ABPZTzFGyveACApNonDhYfLnluwcwHzsuZxWruGm/03kDCZrapTVHWTqm4pfYS8Zg3UOwu38uKcjew7UsD63YcZ/9ZisnPyK2338NSVXP3iPL5auavSc43iovnjJT7mVTChFRMHw35dubykqDwI9BwJTdpAiXs1WHgEpt0PSSnOhEhS4Wpw/vOhrbMBYNuhbUxYMaFs3TNQVFfm6WjhUfKLK/+v1heBXFn8WURewUn6V/ab8BhkZ4JowaZ9XusFxSVc+Mwcbh/elV+4vZr2HSlgwrzNXts1T4zhsgHtaNUknuuHdCK5cVy4qmw8nXgptEuH7VX0xNs0p/LcFge3Oz87DoXGKXDY4wtAwWGYNBaufB2iGu4tkFBRVV5f8TofrP0A9Z0YAoA2jdswvN1wn88VlRTx6PxHmbx+MrHRsYzrN47bT7o9VFWOmED++m7ByTI7ErjUfVwSwjo1aP3bN6tUtudwAU98sZrPljr3sAuKSrzGUwAcyC1i4rwt/OOrtYx9bSG5BcWVjmPCICbeGZx30lW+ny886gzE83TSleXLg26uvM/KT2DDjGDV0Hj4YN0HPL3oabblVD10rEuzLrx10Vs0im3k8/mpG6by4boPKdIicotyeWbxM6zYsyJUVY6YQK4s+qvqSSGviQFgzKmdWbfrMB8s2kZxhS86c9fv4eJ+abRplkD31Maszz7i8xjLth9k6tIsrk63brMRERXtjNCuSr+roccFTtfaDkPgtLud8jVfONOt+nIw03e5OS5zMuf43WZv7l4u+OACzmh/BnecdAczt80kMSaRK3pcQcvElqzZX3mipNX7VtMnpY+Po9VdgQSL+SLSW1VXhrw2hriYKJ68sh9jh3Xmome/9XquSXwM9763hPjYKMad0ZXffbisyuMc8tFDyoRRYjXT2fYcCS06eZcd2QvTHgD1cUUYl+TsY4Kua7OuzNo2q2w9WqI5v9P5TNs8DYAoojhU4HQimbltJt9mfkuROu1Pz/30HLf3vZ3BbQbz1qq3vI4xuE2FvF/1QCC3oU4Hlriz1y11Z6yrOquWCYrebZvy0MUn0iguGgHaNI3n5bkb+ejH7byzcBuPfLaKB0b2okNyIm2bJRAfU/5WNomP4eJ+aZGrvIGEplU/N+km2OOR8iN3P7x4BuzfXHnbEy91Gr6b2vsZCrf2vZX01s5g5cSYRO475T7+fubfefeSd/nzqX+mpEIH0NJAAU5bxQtLXyDrcBb3n3I/nZp2oldyL5468yk6NK1/V/WBpPvo5Ku8tveIqg/pPl75diOPfb6Kqt6i9E4tODGtKdcP6UhstPC/+VsRgRuGdLIZ8sKlpAQ2f+uMo2iSBsmdITYRcnbC88PgaBXZ/OOawNUTISkVMjPg03sqb9P/Orj8hVDW3rh2HdlFk7gmXu0SxSXFjPhwBLuOVu5x6GlImyG8MuKVUFcxbKpK9+E3WHgcoBVQ1nlfVbcGr3rBV9eDxdSfsrjrnR/9bwgkxkbz+d3DadUknmnLd3Igt4CfDWxP80bWIyqkCo7CGxdD1uLysrgkJzV5cldQha3fw8aZztVDVZp3hAMV/p1a9oDxC7znvzBhtzR7KY/Of5QNBzYwNG0oK/auYG+e9xeAAakDePOiNyNUw+A75txQInIZ8BRO2vDdOCO5V+HMlW1C5P8+ryIFhA+5hcU8M2Mt8zbsZdchp3fz45+t5qUxgzj3RN8D+kwQLP/QO1CA09V1/n9rdpwDWyE6EYpzy8v2roOsJc60rSZi+qX2Y9Klk8rWf9j5A7d+6T2dT8VbVfVVIG0WjwBDgbWq2gU4F/gupLUy7D0SQNI5D5/8mFUWKACKVfnt+z8R6JWjOQZV3WKqSnw1uTeL8yqXHdhcs+ObkNp8cDNN45pWSj/eq0XDmAIgkGBR6E58FCUiUao6E2fchQmSH7fu55/T1zLlp6yy8RNXpbf32ubENjVP8rv/aCFHbLxF6PS53LntFKieF0LHqrLIVgjqcUlweDfsXO57cxM2+cX5/OLrX3DpJ5dy5dQrOTH5ROKjnIDRO7k3dw64M8I1DI9Aus4ecOfRngO8JSK7cSYnMkHw6VKnbaL0AuCPnyznjJ6p/L/ze9AtNYm56/ZwOL+IHQdyfe7fOD6aI/m+A0K/9s1IirdpOkOmRSe4bTpM/jVk/eB/+/bpsH66/+2SWjujuKc94Kx3ORPGTAbxNR29CYXikmJW719Nm0Zt+GbbN3y3vfxmypLsJWXL2bnZFJU0jI/DQD5JRgG5wG+AG4BmQNWzl5saeXXuJq/eTgdzC5n6UxZrd+bw4S+H8dysDT5zQ5Wq6uMjITaK566veipIEyTRsYEFiuSuznwX1TV0lzqS7b2+aTYse98ZzGdCLjMnk3HTx7EtZxsxUTGc3OrkKrfNzs1m0ppJXHPCNczJnMORwiMMThtM75b1LzdblcFCRLoDrVW1NKSWABNE5AygOVDDG7bGl5go3x/3a3bl8OGizGoDBUBUFd828wpLiI2xXEIht7mK5rvoeO+pVM+4D6b/uerjSFR5zqiKuaMAMn+wYBFCy7KX8enGT2mR0IL1B9aXpf8oKili8a7FREkUJb7eF+DLzV/y+vLXvcZgXHPCNTw0tH5lC67u0+RfeM+9Xeqo+5wJgl+c2Y1oHwGjSUIMnVpWzkXTt21TRvZpw9hTO/H27UNoXMVtpg4tEklNqn/zANc6natIWV2cD8ndnC6wg3/hpC9vV03Ppio+iMp0GnbsdTTVWrxrMWO+GMPbq9/mv0v+6zWiG6BYi7kv/T66N+/us4F7a85Wr0AB8N6a99h2qOp8U3VRdbehOqtqpZHaqpohIp1DV6WG5dwTWzPt7uF8smQ7Hy/eTtbBPJokxPD45SdxZs9URvRpzZcrnEFBXVMaM+HWwbR0g8DWvUfZcdBHLxqgT7tmleboNiGQ0gOGjocFz1f+wN/nzka8dx3k7oWL/wHb5gd2K6pUVCycfq/Nxx1CH637yOvDvmKa8c5NO5PWOI31B8pH3cdGxVJYUn1Knezc7Ho1kru6K4vqZs9JDHZFGrLurZLolprEad1TuOfcHnx3/zlc2r8tIsKLN6Xzwo2DGNatJc0axfLxj9vLusPuOOi70Rtg+faDqCpHCxpG41tEjXwcfp/lzJldlWXvOyk9ahIowJn3ovu5x1c/U62kanq0xUXF0adlHz7f9LlXub9AAfDrb37NDzsDaM+qI6q7svhBRO5Q1Zc9C0XkNmBRaKvVsDwzYx3/+npd2fqOg3k8eaUza21JifLEF6vYvPcoAD9uPYCIcEHv1izZdoDkxrHsO1L5D7d10wSG/20mmftzGdo1mWevO5lWTWz2vJAoLnIG6LU5CTZku8kAhUrdYWs6LqPUptnQccjx1tJU4YYTb+D9Ne9TUFJ5bFNBSQGfbfqMuKjK2RD6pfRj6R7n5kuzuGackHwCS3YvKTvOwYKDPL7gcT4eVT/mUa/uyuIe4BYRmSUiT7mP2cDtwN1hqV0D8e5C73ub7y/aRq57RbBq56GyQFHqw0WZnP/0bP7vi9XsO1JIWrMEBnRoTuN4JzVEXHQUK7IOkrnfufKYv3Ef//f56jC8kgZqyl0webzTLVaLIW0AnPPHyrPeHaumbYNzHFPJ8j3LeWTeI8RGxVa7XcVAMqztMN686E1uPPFGWsS3IDYqltPankZxhbnWtx/eHvQ6R0qVwUJVd6nqMOCvwGb38VdVPVVVd4aneg1D00TvC7wShVe/2wRA22aJxFXo1XQ4v5C8wvL74zsO5nHXOd1Rd0BfQXGJ1/PgzHFhQiDvICx917tsxxL45hHofPrxpxaPbQS9Rx3fMYxPRwuP8vPpP2fejnkcKfI9N0xVzmh/Bmv2reF/q/7H/vz97Mnbw9OLnyYh1vvqfUib+nNF6LdvparOVNV/u49vAj2wiLwmIrtFZLlHWbKITBeRde7PFh7PPSgi691U6CM8yge5adHXi8izIvVvZNJNQysn9n1r/lZun5DBxHlbuH/ECWUpyLu3SqJn68qjuce/vZijhVX3qBnWrWXwKmzKRcVAtK+EjercPlr/dWDHqeoqRKKcjLYm6JZkLymbq6JUl2ZdeHjYwzxz9jO0aey0QQ1sNZDkhPLJrFISU7iwy4Us2lX5bvyRQu+gs3b/2hDUPDJCObz3DeA/wESPsgeAGar6hIg84K7fLyK9gWtxkhO2Bb4WkZ6qWgw8D4wD5gOf40zv+kUI6x12o09ux2OfrSKvyPtqYcfBPL5etYuL+6Wx8PfnsSsnjx6tkli8dT+z1mRT5DG1asUrCYCk+GjiY6I5p1cr7h/ZMPLXhF1cY2cq1AVVpBIPdHRvbCNI6w9b5nqXFxyGzXPhRJvJONi6NO1SafzEeR3P4/IeTs+zszqcRV5RHo1iG7Endw9TNkwB4LJul5GckEzflL4+j+sp60gWq/etpldy3f//C9moLVWdA+yrUDwKmOAuTwBGe5S/q6r5qroJWA8MFpE0oKmqzlOnC9BEj33qDRHhmlM6VDka+/OlO4iPjaJn6yaICIM6JXPjEJ/TjHgZ1CmZRX88n79f1b/K8RgmCM77K8QE2EEwuoqxLwU5TqBIPbHycy27H3vdTJXSktIY1W0UUeJ8DPZP7c8tfW8pez5Kosrmt0hJTOHWvrdya99baRzbmIkrJvL3jL8HdJ7coqp7LdYl4f4Eaa2qOwBUdYc7RwZAO5wrh1KZblmhu1yx3CcRGYdzFULHjh2DWO3QmbM2m9sm/EBhxQm3PSTGRRMXXR7XjxYU0bNN48rbxUaTW1h+y+Ky/tYwGnJH98HClyAmHgL5UCiufkQ+e9ZC+6GQOd8dY/EbaFX3v5XWRrO2zeLj9eU9lTYc2OCV52nBjgVM3TCV5MRkbjrxJlIbpQLw29m/rXLu7hiJ8RqzcWLyifRP7R+aFxBmteXrpq8v1VpNuU+q+hLwEjiTHwWnaqF1/4dLqw0UAKMHtGXKT1nM37iXb1bvZrePFCBJ8TH848r+zFi9i52H8ri0f1t+Nqi9j6OZoCnMhZfOggPBnDRSYcSj8P2/nZ5VXc8M4rGNp4pjJw4XHmbsF2OZPHoy83fM5+fTf466Hzdfb/mayaMnszd3b5WBApxpV2876TaKS4pJTUzlih5XlF251HXhDha7RCTNvapIw5lMCZwrBs+hju2BLLe8vY/yesNf7qfhPVJYnnWItxdWnTpAgMKiYu58exEX9G7Ny2PSSYi1GdZCbu2XQQ4UOKPAJ46GwsPuOabB7TOg7YDgnseUNWB72nRoE4t3L2byhsllgQJgW842MnZm0Ltlb2KiYqrNNLtgxwIeHvYwPVr0CEm9IyXcIW8KMNZdHgtM9ii/VkTiRaQL0ANY6N6yyhGRoW4vqDEe+9QL5/Wueia7JvExjDm1M0szq+/2qkB+saIKX67YxeXPfcdpT3zDb95bwv4aTqJkaiAmRLm3SgMFOA3kKz4KzXkauDG9xxATVfn78v68/bSIb1GpvEVCC5rFN+P6XteXlYmPmx/L9yzniilX8FTGU8GtcISFLFiIyDvAPOAEEcl0R34/AZwvIuuA8911VHUFMAlYCUwDxrs9oQDuBF7BafTeQD3rCfWvawZw+cntSIqvfCWQk1/EzyfWfB7xVTty2H4gl49/3M4v31pEUXHDmPYx7Dqd5nRtDbUmaaE/RwOUkphCn5aVZ4du3ag1N/W+idaNyr/IpTVOY+OBjVw15Somrizv4KlV3xVn4sqJ7DqyK7iVjqCQ3YZS1euqeMpnohtVfQx4zEd5BuC/j1odlRAbTdOEGA5XMYHR8X7Mz9u4j7P+MYu3bh9Cp5aVG8XNcSgp8p8tNhiiqx9dbI7dLX1u4Z5Z95StN4ppxPWfX09iTCIXdrqQGZkzOJh/kB1HdnD/t/fX6NglWsKOIzto3bjquwd1Sf1oeanDdh3K4835Qb7vXUHm/lyv3FMmSBolQ68wjH/47P9VPW+GOS6ntTuN8QPGc3aHs+nUtBNHi5zUOrlFuXy04SMO5h9f5oNfzvilz8F7dZEFiwjLLSimJAz9tjL3H/W/kam51mG66P3y9+E5TwOSfTSbUZ+M4r9L/svMbTODlsfJsx0jpyCHf2b8MyjHjTQLFhGWkxeeFOKX9LMxF0F3KAtmPxmecx3e7X8bUyPvrH6HrCPlnSuDNZd2xXaMnUfrRyo9CxYRtnVfzRKYHYv+7Zsx5lT/I75NDe3fQjXDfoLLGrmDLqfA10SgwZfeOj0s5wk1CxYR9uyM0Lcl/JR5kD2HrQtt0FU3TWqw+Rv5bWpsdPfRPru+BtuV3a8M+TnCwYJFBBUUlbBm12H/GwaBr3m+zXGK8ZVtNkSO7AnfuRqIPil9OLN9aEfIpyamckrbU0J6jnCxYBFB0VFCXHR4PsS37Q/97a4GJz88tzGA8IznaIDG9h7rf6NjdFLLk/jo0vozoNL+AiMoOkq4fGCVeRGD6t8z1vvfyNTMpm/Dd66qstWaY1ZYUsjv5vwuZMdftncZF31yEXO3z/W/cR1gwSLCdhwMz73ohZsqZos3xy0pjIOtkjuH71wNxNLspWTnZYf0HDkFOfzpuz9Vmm61LrJgEWHhakoosJQfwbd7RfjOldTK/zamRtIah6eHWXZuNgcL6v60xhYsIiwpTJMStUqy2xhBlxPG/vMFNqgy2Jz51EKvd8veXtOy1lUWLCLoaEERX60IT6KxE9KahuU8DUrv0eE7177QpoRpiCatnRSW87RKrB9XhRYsIqw4HLk+gNlrdpNfVPfvm9YqqT3Dd64gpaIw5dbtD0++tG+3f0t+PRgnY8EighrFxRAbpumnnGkHbaxFUIUzBUdeGLvpNhAntvQx33kIRBFFjNSWSUmPnQWLCMsrDM+VRfsWjYiLsbc7qH54NXznEgv0wXZlj/CMrC7UQjYc3BCWc4WSfXpE0MHcwrCdq1GcTbMadFvmhe9cTSwRZLBN3hC+STf35dX9rusWLCIo60D4eriszDoUtnM1GLtWhu9cic3Dd64G4mhheP7/EmMSGdQ6jHnEQsSCRQS1bZYYtnMpsM/m4w6uvAPhO9e+zeE7VwPRLik82RMePOVBYqPq/myHFiwiqGlieP+AcsJ426tBiApjIsFCy+0VbO2ahCdYfLrx07CcJ9QsWETQ/qPh/abfrFHd/3ZTq8SH78qQEgv0wTZt07SwnGfhroXkFeaF5VyhZMEigoqKwzRxjsvSlAdZYjhH5Yb3b6UhmJM5J2znKiip+7eALVhEUG5heKZUNSHSqEUYT2b/qsGWVxS+b/tR9SDFfN1/BXVYWrNGYT2fjbMIsuadw3euFjYtbrANbD0wbOdauTeMPedCpM58eojISBFZIyLrReSBSNcnGOJiosI2+RFAfIyNtQiq+MbhO9eNH4fvXA3EY6c/FpbzxEgMPVuEMTVMiNSJYCEi0cB/gQuB3sB1ItI7srUKjnC1WzRLqBNvdd3S+cLwnevfdb+ffm0z+oPRYTlPkRbRPKF5WM4VSnXlE2QwsF5VN6pqAfAuMCrCdTpueQVFhGuWiYN5JRQV2ZwWQfXBVWE8mSWBDLYDJQfCdq6LJ10ctnOFSl0JFu2AbR7rmW6ZFxEZJyIZIpKRnR3aGbCCIWNLeFMArN5lo7iNiYStuVsjXYXjVleCha8b+5Xu36jqS6qarqrpqampYajW8RnWLbx17NuueVjPZ4xxXNrx0khX4bjVlWCRCXTwWG8PZEWoLkETFSXcOqxzWM51zaDwTCHZoPwljFNlXvBi+M7VQFzVOXy3ER8/+/GwnStUJFxTCx4PEYkB1gLnAtuBH4DrVbXKSZDT09M1IyMjTDUMrqWZB9iQfZjTuqfQqkmCz20enrqS177bBDjZq/91zQBGDQhP+gJjTP0lIotUNb1ieZ24slDVIuBXwJfAKmBSdYGiruvXvjmXn9y+ykBxOL+IN+dvLltXhRdnbwxT7YwxDVGdmb5JVT8HPo90PWqr2n99aIypy+rElYXxlhQfw/WDO5ati8C4M7pEsEbGmPquzlxZGG9/uawPp3VPYfXOHIb3SOHkjuHMU2SMaWgsWNRRIsIFfdpwQZ82ka6KMaYBsNtQxhhj/LJgYYwxxi8LFsYYY/yyYGGMMcYvCxbGGGP8smBhjDHGrzqRG+pYiEg2sCXS9QihFGBPpCthjom9d3VbfX//OqlqpZTY9TZY1HcikuEr2Zep/ey9q9sa6vtnt6GMMcb4ZcHCGGOMXxYs6q6XIl0Bc8zsvavbGuT7Z20Wxhhj/LIrC2OMMX5ZsDDGGOOXBYsQEJHDYTzXABG5KFzna2hEREXkTY/1GBHJFpFP3fXLROSBKvb1+XcgIqNFpHdoatxwicgfRGSFiCwVkSUiMkRENotIynEcs9r/LxG5R0QaHevx6xILFnXfAKBGwUJEbB6TwB0B+opIort+PrC99ElVnaKqT9TwmKOBGgULe8+qJyKnApcAA1W1H3AesO04jxmD//+ve4AaBQsRiT72WkWOBYswcb+hzHe/9XwsIi3c8lki8qSILBSRtSIy3C1vJCKT3O3fE5EFIpJe4ZhxwMPANe43qWtEpLGIvCYiP4jIjyIyyt32ZhF5X0SmAl+565+IyFQR2SQivxKRe9195otIcph/RbXZF8DF7vJ1wDulT7i/x/+4y11EZJ77u3/E14FEZBhwGfB39z3r5j6micgiEflWRHq5274hIv8UkZnAk+768yIyU0Q2isiZ7nu9SkTeCOHrrwvSgD2qmg+gqntUNct97i4RWSwiyzx+t8nu3/9S9++9n1v+FxF5SUS+AiZS4f/L84Qi8mugLTDTfY8QkQvcv4HF7v9bklu+WUT+JCJzgavc9cfdbTNEZKCIfCkiG0TkF6H/dR0DVbVHkB/AYR9lS4Ez3eWHgX+5y7OAp9zli4Cv3eXfAi+6y32BIiDdx3FvBv7jsf44cKO73BxYCzR2t8sEkj32Ww80AVKBg8Av3OeeBu6J9O+xNjyAw0A/4AMgAVgCnAV8WvH3D0wBxrjL4339HbjPvQFc6bE+A+jhLg8BvvHY7lMg2mP9XUCAUcAh4CScL32LgAGR/n1F8H1Kct+btcBzHv9rm4G73OVfAq+4y/8G/uwunwMscZf/4v4uEyu+v1WcdzOQ4i6nAHOAxu76/cCfPLb7XYX97nSXn8b5fCj9X9wd6d+nr4dd2oaBiDQDmqvqbLdoAvC+xyYfuT8XAZ3d5dOBZwBUdbmILA3wdBcAl4nIb931BKCjuzxdVfd5bDtTVXOAHBE5CEx1y5fhfEAaQFWXikhnnKuKz6vZ9DTgZ+7ym8CT/o7tfvMcBrwvIqXF8R6bvK+qxR7rU1VVRWQZsEtVl7nHWYHzt7PE3znrI1U9LCKDgOHA2cB7Hm1Jnv9fV7jLp+O+V6r6jYi0dP9PAaaoau4xVGMozu3F79z3Mg6Y5/H8exW2n+L+XAYkefwv5olIc1U9cAx1CBkLFrVDvvuzmPL3RHxtKCKXA392V2/3tQnwM1VdU2G/ITj3332dF6DEY70E+9uoaArwD5yripbVbFdp4JKIPIZ7G0tVB1R4Ogo44KO8VFXvmef7VbreoN8zN6jOAma5wXSs+1Sg/1+l713F33kZEfkSaA1kqGrF/z/B+UJ2XRW71+n30toswkBVDwL7S9sjgJuA2dXsAjAXuBpAnJ4zJ7nH+lhVB7iPDCAH5/K11Jc492jF3ffk4L2SBu014OHSb/JV+A641l2+obRQVf9Q+p65RWXvmaoeAjaJyFUA4ugf7MrXdyJygoj08CgaQPVZp+fgvkcichZOe8chH9t5/X+p6gj3vbzdx/PzgdNEpLt73EYi0rPmr6Z2smARGo1EJNPjcS/Ot5y/u7eTBuC0W1TnOSDV3f5+nHuaB31sNxPo7dEA9wgQCywVkeXuujlOqpqpqs/42exuYLyI/AA0q2a7d4H73M4E3XA+tG4TkZ+AFTjtEaZmkoAJIrLS/Z/pjdP+UJW/AOnutk9QfhVSUcX/r4peAr4QkZmqmo3TxvGOe9z5QK9jeTG1kaX7qKXE6V4Xq6p57gfKDKCnqhZEuGrGmAao1t0XM2Ua4XTJi8W5F3qnBQpjTKTYlYUxxhi/rM3CGGOMXxYsjDHG+GXBwhhjjF8WLIwxxvhlwcIEhYi0EZF33URoK0Xk85oOSBJL3R0RItJZRK73s81Z4qZlD/K5vd5zcRJrple3j4kMCxbmuLmjxT8GZqlqN1XtDfweJy1CTYymhqm7j5fU0XTRQdYZqDZYhNBowvyem2NjwcIEw9lAoaq+UFqgqkuAaM9voyLyHxG52V1+onS0rYj8Q3yn7q4urfvTIjJHnPTcp4jIRyKyTkQe9TjfjeKkfl8iIi+WBgYROSwiD4vIAuBUXy9IRAaJyGxx0oZ/KSJpHueuUUp5cdKKZ4gzMc9fPc5xkYisFpG5IvKslE+oVF2aeb9p5aX6lOfPisj34qQ4v9KtyhPAcPf39Bt/b7af+n3knnudiPzNY5/b3N/XLBF52f1bqPSeu5tfVfH3a2qBSKe9tUfdfwC/Bp72UX4Wbipvd/0/OOkQkoE1lI/zae7+fAPv1N3VpXV/0l2+G8jCmc8gHicNe0vgRJwsurHuds9Rnj5cgaureT2xwPdAqrt+DfCax7lrlFKe8rTw0e7+/XCyAW8DurjPvUN52vPq0sz7TStP9SnP38f5ktgbWO/rfarid1K2jZ/6bcRJdZKAk5upA86cD5vd9z0W+JbytO4V33Ofv197RP5hI7hNJBwC8oBXROQznDkbvIj/tO6e6Z1XqOoOd7+NOB9QpwODgB+cu2QkArvdfYqBD6up3wk4H/jT3X2jgR0ez9c0pfzVIjIOJ2NCGs4HdRSwUVU3udu8A4xzl6tLMz9Tq0krL/5Tnn+iqiXAShGp6W3CUtXVb4Y6iTMRkZVAJ5x5Hmarmx5fRN4HqmvP8vX7NRFmwcIEwwrgSh/lRXjf6kwAUNUiERkMnIuTpfVXOBPQ1IS/9M4CTFDVB33sm6fec0RUJDgByOctKmqWUr4LzlXHKaq6X5wZ7RKq2t7jWFWlmfeXVt5fynPP/aurQ3UCrV/p76em5/H1+zURZm0WJhi+AeJF5I7SAhE5BecbeW8RiXevFM51n0sCmqnq5zhzGA9wd/NM3X0sad09zQCuFJFW7jmTRaRTgPuuwcn4e6q7b6yI9PGzj8+U8kBTnHkMDrrf5C90y1cDXcWZVAmcW12ljjnNvB5byvOKae79qWn9FgJnikgLcea1/pnHczU9t4kQCxbmuKlzg/ly4Hxxus6uwEkBnQVMwml7eAv40d2lCfCpe6tmNlDaqFoxdXdN07p71mkl8BDOfONLgek4t4AC2bcA50rpSXHShi/BubVTHZ8p5VX1J5zXvQJnTozv3HPk4kzzOU2ceZl3UZ6C/njTzNc05flSoEhEfgqkgbum9VPV7TjtHAuAr4GVlL/Wiu+5qaUskaAxQSDHkFJeRJLUmQ5UgP8C61T16TBVOaw8XmsMTjfr11T140jXywTO7gcaExzHklL+DhEZizNX84/AiyGuYyT9RUTOw2mv+Qr4JLLVMTVlVxamQRORj4EuFYrvV9UvI1GfSBOREcCTFYo3qerlkaiPqT0sWBhjjPHLGriNMcb4ZcHCGGOMXxYsjDHG+GXBwhhjjF//H15PNwEaL3RbAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.stripplot(x='Customer_engagement_length',y='Campaign Period Sales',data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df2 = df[df['Buy']==1]\n",
+    "plt.scatter(df2['Customer_engagement_days']/365,df2['Campaign Period Sales'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Language grouping"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['English', 'Unknown', 'Hindi', 'Italian', 'French', 'Chinese',\n",
+       "       'Portuguese', 'Russian', 'Spanish', 'Hebrew', 'Japanese', 'German',\n",
+       "       'Polish', 'Arabic', 'Greek', 'Vietnamese', 'Korean', 'Thai',\n",
+       "       'Pashto'], dtype=object)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Language'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def language_group(lan):\n",
+    "    if lan=='English':\n",
+    "        return 'English'\n",
+    "    elif lan=='Hindi' or lan=='Chinese' or lan=='Hebrew' or lan=='Japanese' or lan=='Arabic' or lan=='Vietnamese' or lan=='Thai' or lan=='Pashto':\n",
+    "        return 'Asian'\n",
+    "    elif lan=='Unknown':\n",
+    "        return 'Unknown'\n",
+    "    else:\n",
+    "        return 'European'        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Language_group'] = df['Language'].apply(language_group)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 12132 entries, 0 to 14965\n",
+      "Data columns (total 30 columns):\n",
+      " #   Column                             Non-Null Count  Dtype         \n",
+      "---  ------                             --------------  -----         \n",
+      " 0   Customer Number                    12132 non-null  int64         \n",
+      " 1   Campaign Period Sales              12132 non-null  float64       \n",
+      " 2   Historical Sales Volume            12132 non-null  float64       \n",
+      " 3   Date of First Purchase             12132 non-null  datetime64[ns]\n",
+      " 4   Number of Prior Year Transactions  12132 non-null  int64         \n",
+      " 5   Do Not Direct Mail Solicit         12132 non-null  bool          \n",
+      " 6   Do Not Email                       12132 non-null  bool          \n",
+      " 7   Do Not Telemarket                  12132 non-null  bool          \n",
+      " 8   Repurchase Method                  12132 non-null  object        \n",
+      " 9   Last Transaction Channel           12132 non-null  object        \n",
+      " 10  Desk                               12132 non-null  object        \n",
+      " 11  Executive Chair                    12132 non-null  object        \n",
+      " 12  Standard Chair                     12132 non-null  object        \n",
+      " 13  Monitor                            12132 non-null  object        \n",
+      " 14  Printer                            12132 non-null  object        \n",
+      " 15  Computer                           12132 non-null  object        \n",
+      " 16  Insurance                          12132 non-null  object        \n",
+      " 17  Toner                              12132 non-null  object        \n",
+      " 18  Office Supplies                    12132 non-null  object        \n",
+      " 19  Number of Employees                12132 non-null  object        \n",
+      " 20  Language                           12132 non-null  object        \n",
+      " 21  Service Level                      12132 non-null  object        \n",
+      " 22  Date of Last Transaction           12132 non-null  datetime64[ns]\n",
+      " 23  Number of Transactions             12132 non-null  int64         \n",
+      " 24  Email Available                    12132 non-null  bool          \n",
+      " 25  Buy                                12132 non-null  int64         \n",
+      " 26  Customer_engagement_days           12132 non-null  int64         \n",
+      " 27  Days_since_last_transaction        12132 non-null  int64         \n",
+      " 28  Customer_engagement_length         12132 non-null  object        \n",
+      " 29  Language_group                     12132 non-null  object        \n",
+      "dtypes: bool(4), datetime64[ns](2), float64(2), int64(6), object(16)\n",
+      "memory usage: 2.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(df[df['Buy']==1]['Campaign Period Sales'],bins=25,edgecolor='k')\n",
+    "plt.xlim(0,2000)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Saving to a CSV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_csv('Cleaned_campaign_sale.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d=pd.get_dummies(df,columns=cat_vars)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import OneHotEncoder"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 12132 entries, 0 to 14965\n",
+      "Data columns (total 76 columns):\n",
+      " #   Column                                   Non-Null Count  Dtype         \n",
+      "---  ------                                   --------------  -----         \n",
+      " 0   Customer Number                          12132 non-null  int64         \n",
+      " 1   Campaign Period Sales                    12132 non-null  float64       \n",
+      " 2   Historical Sales Volume                  12132 non-null  float64       \n",
+      " 3   Date of First Purchase                   12132 non-null  datetime64[ns]\n",
+      " 4   Number of Prior Year Transactions        12132 non-null  int64         \n",
+      " 5   Date of Last Transaction                 12132 non-null  datetime64[ns]\n",
+      " 6   Number of Transactions                   12132 non-null  int64         \n",
+      " 7   Buy                                      12132 non-null  int64         \n",
+      " 8   Customer_engagement_days                 12132 non-null  int64         \n",
+      " 9   Days_since_last_transaction              12132 non-null  int64         \n",
+      " 10  Customer_engagement_length               12132 non-null  object        \n",
+      " 11  Language_group                           12132 non-null  object        \n",
+      " 12  Do Not Direct Mail Solicit_False         12132 non-null  uint8         \n",
+      " 13  Do Not Direct Mail Solicit_True          12132 non-null  uint8         \n",
+      " 14  Do Not Email_False                       12132 non-null  uint8         \n",
+      " 15  Do Not Email_True                        12132 non-null  uint8         \n",
+      " 16  Do Not Telemarket_False                  12132 non-null  uint8         \n",
+      " 17  Do Not Telemarket_True                   12132 non-null  uint8         \n",
+      " 18  Repurchase Method_AUTO RENEW             12132 non-null  uint8         \n",
+      " 19  Repurchase Method_NOTICE                 12132 non-null  uint8         \n",
+      " 20  Last Transaction Channel_AUTO RENEW      12132 non-null  uint8         \n",
+      " 21  Last Transaction Channel_BILLING         12132 non-null  uint8         \n",
+      " 22  Last Transaction Channel_BRANCH (PHONE)  12132 non-null  uint8         \n",
+      " 23  Last Transaction Channel_BRANCH (POS)    12132 non-null  uint8         \n",
+      " 24  Last Transaction Channel_IT              12132 non-null  uint8         \n",
+      " 25  Last Transaction Channel_MAIL            12132 non-null  uint8         \n",
+      " 26  Last Transaction Channel_PHONE           12132 non-null  uint8         \n",
+      " 27  Last Transaction Channel_WEB             12132 non-null  uint8         \n",
+      " 28  Desk_N                                   12132 non-null  uint8         \n",
+      " 29  Desk_Y                                   12132 non-null  uint8         \n",
+      " 30  Executive Chair_N                        12132 non-null  uint8         \n",
+      " 31  Executive Chair_Y                        12132 non-null  uint8         \n",
+      " 32  Standard Chair_N                         12132 non-null  uint8         \n",
+      " 33  Standard Chair_Y                         12132 non-null  uint8         \n",
+      " 34  Monitor_N                                12132 non-null  uint8         \n",
+      " 35  Monitor_Y                                12132 non-null  uint8         \n",
+      " 36  Printer_N                                12132 non-null  uint8         \n",
+      " 37  Printer_Y                                12132 non-null  uint8         \n",
+      " 38  Computer_N                               12132 non-null  uint8         \n",
+      " 39  Computer_Y                               12132 non-null  uint8         \n",
+      " 40  Computer_YY                              12132 non-null  uint8         \n",
+      " 41  Insurance_N                              12132 non-null  uint8         \n",
+      " 42  Insurance_Y                              12132 non-null  uint8         \n",
+      " 43  Toner_N                                  12132 non-null  uint8         \n",
+      " 44  Toner_Y                                  12132 non-null  uint8         \n",
+      " 45  Office Supplies_N                        12132 non-null  uint8         \n",
+      " 46  Office Supplies_Y                        12132 non-null  uint8         \n",
+      " 47  Number of Employees_1-5                  12132 non-null  uint8         \n",
+      " 48  Number of Employees_101-500              12132 non-null  uint8         \n",
+      " 49  Number of Employees_11-50                12132 non-null  uint8         \n",
+      " 50  Number of Employees_500+                 12132 non-null  uint8         \n",
+      " 51  Number of Employees_51-100               12132 non-null  uint8         \n",
+      " 52  Number of Employees_6-10                 12132 non-null  uint8         \n",
+      " 53  Language_Arabic                          12132 non-null  uint8         \n",
+      " 54  Language_Chinese                         12132 non-null  uint8         \n",
+      " 55  Language_English                         12132 non-null  uint8         \n",
+      " 56  Language_French                          12132 non-null  uint8         \n",
+      " 57  Language_German                          12132 non-null  uint8         \n",
+      " 58  Language_Greek                           12132 non-null  uint8         \n",
+      " 59  Language_Hebrew                          12132 non-null  uint8         \n",
+      " 60  Language_Hindi                           12132 non-null  uint8         \n",
+      " 61  Language_Italian                         12132 non-null  uint8         \n",
+      " 62  Language_Japanese                        12132 non-null  uint8         \n",
+      " 63  Language_Korean                          12132 non-null  uint8         \n",
+      " 64  Language_Pashto                          12132 non-null  uint8         \n",
+      " 65  Language_Polish                          12132 non-null  uint8         \n",
+      " 66  Language_Portuguese                      12132 non-null  uint8         \n",
+      " 67  Language_Russian                         12132 non-null  uint8         \n",
+      " 68  Language_Spanish                         12132 non-null  uint8         \n",
+      " 69  Language_Thai                            12132 non-null  uint8         \n",
+      " 70  Language_Unknown                         12132 non-null  uint8         \n",
+      " 71  Language_Vietnamese                      12132 non-null  uint8         \n",
+      " 72  Service Level_Premier                    12132 non-null  uint8         \n",
+      " 73  Service Level_Standard                   12132 non-null  uint8         \n",
+      " 74  Email Available_False                    12132 non-null  uint8         \n",
+      " 75  Email Available_True                     12132 non-null  uint8         \n",
+      "dtypes: datetime64[ns](2), float64(2), int64(6), object(2), uint8(64)\n",
+      "memory usage: 2.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "d.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Customer Number</th>\n",
+       "      <th>Campaign Period Sales</th>\n",
+       "      <th>Historical Sales Volume</th>\n",
+       "      <th>Date of First Purchase</th>\n",
+       "      <th>Number of Prior Year Transactions</th>\n",
+       "      <th>Date of Last Transaction</th>\n",
+       "      <th>Number of Transactions</th>\n",
+       "      <th>Buy</th>\n",
+       "      <th>Customer_engagement_days</th>\n",
+       "      <th>Days_since_last_transaction</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Language_Portuguese</th>\n",
+       "      <th>Language_Russian</th>\n",
+       "      <th>Language_Spanish</th>\n",
+       "      <th>Language_Thai</th>\n",
+       "      <th>Language_Unknown</th>\n",
+       "      <th>Language_Vietnamese</th>\n",
+       "      <th>Service Level_Premier</th>\n",
+       "      <th>Service Level_Standard</th>\n",
+       "      <th>Email Available_False</th>\n",
+       "      <th>Email Available_True</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>86734</td>\n",
+       "      <td>238.704762</td>\n",
+       "      <td>146803.428571</td>\n",
+       "      <td>1968-10-01</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2015-02-05</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19170</td>\n",
+       "      <td>2242</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>97098</td>\n",
+       "      <td>281.680000</td>\n",
+       "      <td>439984.160000</td>\n",
+       "      <td>1981-06-15</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2014-10-02</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14530</td>\n",
+       "      <td>2368</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>100836</td>\n",
+       "      <td>432.857143</td>\n",
+       "      <td>970465.714286</td>\n",
+       "      <td>1962-11-01</td>\n",
+       "      <td>19</td>\n",
+       "      <td>2010-03-17</td>\n",
+       "      <td>19</td>\n",
+       "      <td>1</td>\n",
+       "      <td>21331</td>\n",
+       "      <td>4028</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>116390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>230193.600000</td>\n",
+       "      <td>1983-06-01</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2014-08-14</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>13814</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>148529</td>\n",
+       "      <td>308.419048</td>\n",
+       "      <td>182584.076190</td>\n",
+       "      <td>1979-05-15</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2012-08-24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15292</td>\n",
+       "      <td>3137</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 76 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Customer Number  Campaign Period Sales  Historical Sales Volume  \\\n",
+       "0            86734             238.704762            146803.428571   \n",
+       "1            97098             281.680000            439984.160000   \n",
+       "2           100836             432.857143            970465.714286   \n",
+       "3           116390               0.000000            230193.600000   \n",
+       "5           148529             308.419048            182584.076190   \n",
+       "\n",
+       "  Date of First Purchase  Number of Prior Year Transactions  \\\n",
+       "0             1968-10-01                                 15   \n",
+       "1             1981-06-15                                 22   \n",
+       "2             1962-11-01                                 19   \n",
+       "3             1983-06-01                                 17   \n",
+       "5             1979-05-15                                 16   \n",
+       "\n",
+       "  Date of Last Transaction  Number of Transactions  Buy  \\\n",
+       "0               2015-02-05                      15    1   \n",
+       "1               2014-10-02                      22    1   \n",
+       "2               2010-03-17                      19    1   \n",
+       "3               2014-08-14                      17    0   \n",
+       "5               2012-08-24                      16    1   \n",
+       "\n",
+       "   Customer_engagement_days  Days_since_last_transaction  ...  \\\n",
+       "0                     19170                         2242  ...   \n",
+       "1                     14530                         2368  ...   \n",
+       "2                     21331                         4028  ...   \n",
+       "3                     13814                         2417  ...   \n",
+       "5                     15292                         3137  ...   \n",
+       "\n",
+       "  Language_Portuguese Language_Russian  Language_Spanish  Language_Thai  \\\n",
+       "0                   0                0                 0              0   \n",
+       "1                   0                0                 0              0   \n",
+       "2                   0                0                 0              0   \n",
+       "3                   0                0                 0              0   \n",
+       "5                   0                0                 0              0   \n",
+       "\n",
+       "   Language_Unknown  Language_Vietnamese  Service Level_Premier  \\\n",
+       "0                 0                    0                      1   \n",
+       "1                 0                    0                      1   \n",
+       "2                 0                    0                      1   \n",
+       "3                 0                    0                      0   \n",
+       "5                 0                    0                      1   \n",
+       "\n",
+       "   Service Level_Standard  Email Available_False  Email Available_True  \n",
+       "0                       0                      0                     1  \n",
+       "1                       0                      0                     1  \n",
+       "2                       0                      0                     1  \n",
+       "3                       1                      0                     1  \n",
+       "5                       0                      1                     0  \n",
+       "\n",
+       "[5 rows x 76 columns]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8843"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(d[d['Campaign Period Sales']==0.0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax=plt.subplots(1,2,figsize=(18,6))\n",
+    "ax[0].scatter(d['Historical Sales Volume'],d['Campaign Period Sales'],c='blue',edgecolor='k')\n",
+    "ax[0].set_title('Historical Sales Volume',fontsize=18)\n",
+    "ax[1].scatter(d['Number of Prior Year Transactions'],d['Campaign Period Sales'],c='blue',edgecolor='k')\n",
+    "ax[1].set_title('Number of Prior Year Transactions',fontsize=18)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Real Dataset Problems/Marketing_data_analysis/Dataviz.ipynb b/Real Dataset Problems/Marketing_data_analysis/Dataviz.ipynb
new file mode 100644
index 0000000..c8cb83c
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/Dataviz.ipynb	
@@ -0,0 +1,522 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Description\n",
+    "\n",
+    "Typical office material supply company running their operations sees many challenges, one of the major ones being how to measure the effectiveness of sales and marketing operations. We have picked up an imaginary office material supply company **“Office Corp.”** for our analysis. They have tested a telemarketing campaign targeting existing domestic business customers with a random selection of products. For this exercise, a sample of 16,172 customers were targeted. The products being marketed are Desk, Executive Chair, Standard Chair, Monitor, Printer Computer, Insurance, Toner and Office Supplies.  \n",
+    "\n",
+    "Office Corp would like to leverage the knowledge gained from this survey (and associated dataset) for future campaigns. Office Corp has hired an analyst team to solve the following three problems using various analytical techniques.  \n",
+    "\n",
+    "- Profile the customers that responded to the campaign to understand the characteristics of customers who made purchases. \n",
+    "\n",
+    "- Develop models using the campaign results to target responsive, profitable customers for future campaigns. \n",
+    "\n",
+    "- Summarize and categorize the profitability of the various marketing segments which may be used to optimize future campaigns.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "## Scientific questions/investigation\n",
+    "\n",
+    "Given marketing dataset, there are three key problems to solve.  \n",
+    "\n",
+    "- Given campaign period data, looking at customer profile, we aim to predict whether customer will Buy or Not Buy. We intent to frame this as a Classification problem. \n",
+    "\n",
+    "- Among the customers who are predicted as they will buy, we aim to estimate what will be size of purchase. We intent to frame this as a Regression problem. \n",
+    "\n",
+    "- For those customers who are likely to purchase and in general other customers using their historical product purchase data, we aim to predict top 3 products that are likely to be purchased. Also try to predict whether there are any product bundles Office Corp may sell more, etc. We intend to frame this as a Clustering problem.  \n",
+    "\n",
+    "In the process of analysis, we intent to carry out,  \n",
+    "\n",
+    "- data missing and imputation treatments,  \n",
+    "\n",
+    "- data sufficiency and randomized splitting for test-train sets,  \n",
+    "\n",
+    "- test amount of data necessary for optimal predictions & accuracy, etc.  \n",
+    "\n",
+    "This last topic of determining optimal amount of data is called the ‘sample complexity study’ and it is extremely important for such real-life marketing campaign problems because collecting too much data unnecessarily may cause the company cost overrun. Data scientists should be able to advise the business department on how much data to collect to achieve a decent model performance. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import time\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
+    "import matplotlib as mpl\n",
+    "mpl.rcParams['figure.dpi']=125"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"AddedFeatures_campaign_sale.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 12132 entries, 0 to 12131\n",
+      "Data columns (total 26 columns):\n",
+      " #   Column                             Non-Null Count  Dtype  \n",
+      "---  ------                             --------------  -----  \n",
+      " 0   Index                              12132 non-null  int64  \n",
+      " 1   Campaign Period Sales              12132 non-null  float64\n",
+      " 2   Buy                                12132 non-null  int64  \n",
+      " 3   Historical Sales Volume            12132 non-null  float64\n",
+      " 4   Number of Prior Year Transactions  12132 non-null  int64  \n",
+      " 5   Number of Transactions             12132 non-null  int64  \n",
+      " 6   Purchase Breadth                   12132 non-null  int64  \n",
+      " 7   Customer_engagement_days           12132 non-null  int64  \n",
+      " 8   Days_since_last_transaction        12132 non-null  int64  \n",
+      " 9   Customer_engagement_length         12132 non-null  object \n",
+      " 10  Language_group                     12132 non-null  object \n",
+      " 11  Repurchase Method                  12132 non-null  object \n",
+      " 12  Last Transaction Channel           12132 non-null  object \n",
+      " 13  Number of Employees                12132 non-null  object \n",
+      " 14  Service Level                      12132 non-null  object \n",
+      " 15  Do No Disturb                      12132 non-null  bool   \n",
+      " 16  Email Available                    12132 non-null  bool   \n",
+      " 17  Desk                               12132 non-null  bool   \n",
+      " 18  Executive Chair                    12132 non-null  bool   \n",
+      " 19  Standard Chair                     12132 non-null  bool   \n",
+      " 20  Monitor                            12132 non-null  bool   \n",
+      " 21  Printer                            12132 non-null  bool   \n",
+      " 22  Computer                           12132 non-null  bool   \n",
+      " 23  Insurance                          12132 non-null  bool   \n",
+      " 24  Toner                              12132 non-null  bool   \n",
+      " 25  Office Supplies                    12132 non-null  bool   \n",
+      "dtypes: bool(11), float64(2), int64(7), object(6)\n",
+      "memory usage: 1.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Campaign Period Sales</th>\n",
+       "      <th>Buy</th>\n",
+       "      <th>Historical Sales Volume</th>\n",
+       "      <th>Number of Prior Year Transactions</th>\n",
+       "      <th>Number of Transactions</th>\n",
+       "      <th>Purchase Breadth</th>\n",
+       "      <th>Customer_engagement_days</th>\n",
+       "      <th>Days_since_last_transaction</th>\n",
+       "      <th>Customer_engagement_length</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Email Available</th>\n",
+       "      <th>Desk</th>\n",
+       "      <th>Executive Chair</th>\n",
+       "      <th>Standard Chair</th>\n",
+       "      <th>Monitor</th>\n",
+       "      <th>Printer</th>\n",
+       "      <th>Computer</th>\n",
+       "      <th>Insurance</th>\n",
+       "      <th>Toner</th>\n",
+       "      <th>Office Supplies</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>238.704762</td>\n",
+       "      <td>1</td>\n",
+       "      <td>146803.428571</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>19170</td>\n",
+       "      <td>2242</td>\n",
+       "      <td>Long-term</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>281.680000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>439984.160000</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14530</td>\n",
+       "      <td>2368</td>\n",
+       "      <td>Long-term</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>432.857143</td>\n",
+       "      <td>1</td>\n",
+       "      <td>970465.714286</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19</td>\n",
+       "      <td>1</td>\n",
+       "      <td>21331</td>\n",
+       "      <td>4028</td>\n",
+       "      <td>Long-term</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>230193.600000</td>\n",
+       "      <td>17</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1</td>\n",
+       "      <td>13814</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>Mid-term</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>308.419048</td>\n",
+       "      <td>1</td>\n",
+       "      <td>182584.076190</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>15292</td>\n",
+       "      <td>3137</td>\n",
+       "      <td>Long-term</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 26 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Index  Campaign Period Sales  Buy  Historical Sales Volume  \\\n",
+       "0      0             238.704762    1            146803.428571   \n",
+       "1      1             281.680000    1            439984.160000   \n",
+       "2      2             432.857143    1            970465.714286   \n",
+       "3      3               0.000000    0            230193.600000   \n",
+       "4      4             308.419048    1            182584.076190   \n",
+       "\n",
+       "   Number of Prior Year Transactions  Number of Transactions  \\\n",
+       "0                                 15                      15   \n",
+       "1                                 22                      22   \n",
+       "2                                 19                      19   \n",
+       "3                                 17                      17   \n",
+       "4                                 16                      16   \n",
+       "\n",
+       "   Purchase Breadth  Customer_engagement_days  Days_since_last_transaction  \\\n",
+       "0                 2                     19170                         2242   \n",
+       "1                 1                     14530                         2368   \n",
+       "2                 1                     21331                         4028   \n",
+       "3                 1                     13814                         2417   \n",
+       "4                 2                     15292                         3137   \n",
+       "\n",
+       "  Customer_engagement_length  ... Email Available   Desk Executive Chair  \\\n",
+       "0                  Long-term  ...            True  False           False   \n",
+       "1                  Long-term  ...            True  False           False   \n",
+       "2                  Long-term  ...            True  False           False   \n",
+       "3                   Mid-term  ...            True  False           False   \n",
+       "4                  Long-term  ...           False  False           False   \n",
+       "\n",
+       "  Standard Chair Monitor  Printer  Computer  Insurance  Toner  Office Supplies  \n",
+       "0          False   False    False     False       True  False             True  \n",
+       "1          False   False    False     False      False  False             True  \n",
+       "2          False   False    False     False      False  False             True  \n",
+       "3          False   False    False     False      False  False             True  \n",
+       "4          False   False    False     False      False   True             True  \n",
+       "\n",
+       "[5 rows x 26 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Index', 'Campaign Period Sales', 'Buy', 'Historical Sales Volume',\n",
+       "       'Number of Prior Year Transactions', 'Number of Transactions',\n",
+       "       'Purchase Breadth', 'Customer_engagement_days',\n",
+       "       'Days_since_last_transaction', 'Customer_engagement_length',\n",
+       "       'Language_group', 'Repurchase Method'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns[:12]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_vars = ['Historical Sales Volume',\n",
+    "       'Number of Prior Year Transactions', 'Number of Transactions',\n",
+    "       'Purchase Breadth', 'Customer_engagement_days',\n",
+    "       'Days_since_last_transaction']\n",
+    "cat_vars = ['Customer_engagement_length',\n",
+    "       'Language_group', 'Repurchase Method', 'Last Transaction Channel',\n",
+    "       'Number of Employees', 'Service Level', 'Do No Disturb',\n",
+    "       'Email Available', 'Desk', 'Executive Chair', 'Standard Chair',\n",
+    "       'Monitor', 'Printer', 'Computer', 'Insurance', 'Toner',\n",
+    "       'Office Supplies']\n",
+    "cat_vars1 = ['Customer_engagement_length',\n",
+    "       'Language_group', 'Repurchase Method', 'Last Transaction Channel',\n",
+    "       'Number of Employees', 'Service Level', 'Do No Disturb',\n",
+    "       'Email Available']\n",
+    "cat_vars2 = ['Desk', 'Executive Chair', 'Standard Chair',\n",
+    "       'Monitor', 'Printer', 'Computer', 'Insurance', 'Toner',\n",
+    "       'Office Supplies']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Categorical variables plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x720 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(2,4,figsize=(18,10),squeeze=False,sharey=True)\n",
+    "ax = ax.ravel()\n",
+    "for i in range(8):\n",
+    "    sns.stripplot(x=cat_vars1[i],y='Campaign Period Sales',data=df,ax=ax[i],edgecolor='k')\n",
+    "    ax[i].set_xlabel(cat_vars1[i],fontsize=14)\n",
+    "    ax[i].set_ylabel(\"Campaign Period sales\",fontsize=14)\n",
+    "    if len(df[cat_vars1[i]].unique()) > 3:\n",
+    "        ax[i].set_xticklabels(labels=df[cat_vars1[i]].unique(), rotation = 90)\n",
+    "plt.tight_layout(pad=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Numerical variable plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x720 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(2,3,figsize=(18,10),squeeze=False,sharey=True)\n",
+    "ax = ax.ravel()\n",
+    "for i in range(6):\n",
+    "    sns.scatterplot(x=num_vars[i],y='Campaign Period Sales',data=df,ax=ax[i],edgecolor='k')\n",
+    "    ax[i].set_xlabel(num_vars[i],fontsize=14)\n",
+    "    ax[i].set_ylabel(\"Campaign Period sales\",fontsize=14)\n",
+    "plt.tight_layout(pad=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Violin plots to understand class separation by variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x720 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(2,3,figsize=(18,10),squeeze=False)\n",
+    "ax = ax.ravel()\n",
+    "for i in range(6):\n",
+    "    sns.violinplot(x='Buy',y=num_vars[i],data=df,ax=ax[i])\n",
+    "    ax[i].set_xlabel(\"Buy/No-buy\",fontsize=14)\n",
+    "    ax[i].set_ylabel(num_vars[i],fontsize=14)\n",
+    "plt.tight_layout(pad=1.5)\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Real Dataset Problems/Marketing_data_analysis/ML-1.ipynb b/Real Dataset Problems/Marketing_data_analysis/ML-1.ipynb
new file mode 100644
index 0000000..bf000d2
--- /dev/null
+++ b/Real Dataset Problems/Marketing_data_analysis/ML-1.ipynb	
@@ -0,0 +1,2650 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# ML notebook for Project 20 group\n",
+    "\n",
+    "## Students\n",
+    "\n",
+    "- Sushil Dudani\n",
+    "- Tirthajyoti Sarkar\n",
+    "- Vivek Sathe\n",
+    "\n",
+    "## Description\n",
+    "\n",
+    "Typical office material supply company running their operations sees many challenges, one of the major ones being how to measure the effectiveness of sales and marketing operations. We have picked up an imaginary office material supply company “Office Corp.” for our analysis. They have tested a telemarketing campaign targeting existing domestic business customers with a random selection of products. For this exercise, a sample of 16,172 customers were targeted. The products being marketed are Desk, Executive Chair, Standard Chair, Monitor, Printer Computer, Insurance, Toner and Office Supplies.  \n",
+    "\n",
+    "Office Corp would like to leverage the knowledge gained from this survey (and associated dataset) for future campaigns. Office Corp has hired an analyst team to solve the following three problems using various analytical techniques.  \n",
+    "\n",
+    "- Profile the customers that responded to the campaign to understand the characteristics of customers who made purchases. \n",
+    "\n",
+    "- Develop models using the campaign results to target responsive, profitable customers for future campaigns. \n",
+    "\n",
+    "- Summarize and categorize the profitability of the various marketing segments which may be used to optimize future campaigns.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "## Scientific questions/investigation\n",
+    "\n",
+    "Given marketing dataset, there are three key problems to solve.  \n",
+    "\n",
+    "- Given campaign period data, looking at customer profile, we aim to predict whether customer will Buy or Not Buy. We intent to frame this as a Classification problem. \n",
+    "\n",
+    "- Among the customers who are predicted as they will buy, we aim to estimate what will be size of purchase. We intent to frame this as a Regression problem. \n",
+    "\n",
+    "- For those customers who are likely to purchase and in general other customers using their historical product purchase data, we aim to predict top 3 products that are likely to be purchased. Also try to predict whether there are any product bundles Office Corp may sell more, etc. We intend to frame this as a Clustering problem.  \n",
+    "\n",
+    "In the process of analysis, we intent to carry out,  \n",
+    "\n",
+    "- data missing and imputation treatments,  \n",
+    "\n",
+    "- data sufficiency and randomized splitting for test-train sets,  \n",
+    "\n",
+    "- test amount of data necessary for optimal predictions & accuracy, etc.  \n",
+    "\n",
+    "This last topic of determining optimal amount of data is called the ‘sample complexity study’ and it is extremely important for such real-life marketing campaign problems because collecting too much data unnecessarily may cause the company cost overrun. Data scientists should be able to advise the business department on how much data to collect to achieve a decent model performance. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "## Imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import time\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
+    "import matplotlib as mpl\n",
+    "mpl.rcParams['figure.dpi']=125\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.metrics import f1_score\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.svm import SVC\n",
+    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
+    "from sklearn.gaussian_process.kernels import RBF\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, BaggingClassifier\n",
+    "from sklearn.naive_bayes import GaussianNB\n",
+    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load (cleaned and formatted) dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"AddedFeatures_campaign_sale.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 12132 entries, 0 to 12131\n",
+      "Data columns (total 26 columns):\n",
+      " #   Column                             Non-Null Count  Dtype  \n",
+      "---  ------                             --------------  -----  \n",
+      " 0   Index                              12132 non-null  int64  \n",
+      " 1   Campaign Period Sales              12132 non-null  float64\n",
+      " 2   Buy                                12132 non-null  int64  \n",
+      " 3   Historical Sales Volume            12132 non-null  float64\n",
+      " 4   Number of Prior Year Transactions  12132 non-null  int64  \n",
+      " 5   Number of Transactions             12132 non-null  int64  \n",
+      " 6   Purchase Breadth                   12132 non-null  int64  \n",
+      " 7   Customer_engagement_days           12132 non-null  int64  \n",
+      " 8   Days_since_last_transaction        12132 non-null  int64  \n",
+      " 9   Customer_engagement_length         12132 non-null  object \n",
+      " 10  Language_group                     12132 non-null  object \n",
+      " 11  Repurchase Method                  12132 non-null  object \n",
+      " 12  Last Transaction Channel           12132 non-null  object \n",
+      " 13  Number of Employees                12132 non-null  object \n",
+      " 14  Service Level                      12132 non-null  object \n",
+      " 15  Do No Disturb                      12132 non-null  bool   \n",
+      " 16  Email Available                    12132 non-null  bool   \n",
+      " 17  Desk                               12132 non-null  bool   \n",
+      " 18  Executive Chair                    12132 non-null  bool   \n",
+      " 19  Standard Chair                     12132 non-null  bool   \n",
+      " 20  Monitor                            12132 non-null  bool   \n",
+      " 21  Printer                            12132 non-null  bool   \n",
+      " 22  Computer                           12132 non-null  bool   \n",
+      " 23  Insurance                          12132 non-null  bool   \n",
+      " 24  Toner                              12132 non-null  bool   \n",
+      " 25  Office Supplies                    12132 non-null  bool   \n",
+      "dtypes: bool(11), float64(2), int64(7), object(6)\n",
+      "memory usage: 1.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(['Index'],axis=1,inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Campaign Period Sales', 'Buy', 'Historical Sales Volume',\n",
+       "       'Number of Prior Year Transactions', 'Number of Transactions',\n",
+       "       'Purchase Breadth', 'Customer_engagement_days',\n",
+       "       'Days_since_last_transaction', 'Customer_engagement_length',\n",
+       "       'Language_group', 'Repurchase Method', 'Last Transaction Channel',\n",
+       "       'Number of Employees', 'Service Level', 'Do No Disturb',\n",
+       "       'Email Available', 'Desk', 'Executive Chair', 'Standard Chair',\n",
+       "       'Monitor', 'Printer', 'Computer', 'Insurance', 'Toner',\n",
+       "       'Office Supplies'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cat_vars = ['Customer_engagement_length',\n",
+    "       'Language_group', 'Repurchase Method', 'Last Transaction Channel',\n",
+    "       'Number of Employees', 'Service Level', 'Do No Disturb',\n",
+    "       'Email Available', 'Desk', 'Executive Chair', 'Standard Chair',\n",
+    "       'Monitor', 'Printer', 'Computer', 'Insurance', 'Toner',\n",
+    "       'Office Supplies']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d=pd.get_dummies(df,columns=cat_vars)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 12132 entries, 0 to 12131\n",
+      "Data columns (total 55 columns):\n",
+      " #   Column                                   Non-Null Count  Dtype  \n",
+      "---  ------                                   --------------  -----  \n",
+      " 0   Campaign Period Sales                    12132 non-null  float64\n",
+      " 1   Buy                                      12132 non-null  int64  \n",
+      " 2   Historical Sales Volume                  12132 non-null  float64\n",
+      " 3   Number of Prior Year Transactions        12132 non-null  int64  \n",
+      " 4   Number of Transactions                   12132 non-null  int64  \n",
+      " 5   Purchase Breadth                         12132 non-null  int64  \n",
+      " 6   Customer_engagement_days                 12132 non-null  int64  \n",
+      " 7   Days_since_last_transaction              12132 non-null  int64  \n",
+      " 8   Customer_engagement_length_Long-term     12132 non-null  uint8  \n",
+      " 9   Customer_engagement_length_Mid-term      12132 non-null  uint8  \n",
+      " 10  Customer_engagement_length_Short-term    12132 non-null  uint8  \n",
+      " 11  Language_group_Asian                     12132 non-null  uint8  \n",
+      " 12  Language_group_English                   12132 non-null  uint8  \n",
+      " 13  Language_group_European                  12132 non-null  uint8  \n",
+      " 14  Language_group_Unknown                   12132 non-null  uint8  \n",
+      " 15  Repurchase Method_AUTO RENEW             12132 non-null  uint8  \n",
+      " 16  Repurchase Method_NOTICE                 12132 non-null  uint8  \n",
+      " 17  Last Transaction Channel_AUTO RENEW      12132 non-null  uint8  \n",
+      " 18  Last Transaction Channel_BILLING         12132 non-null  uint8  \n",
+      " 19  Last Transaction Channel_BRANCH (PHONE)  12132 non-null  uint8  \n",
+      " 20  Last Transaction Channel_BRANCH (POS)    12132 non-null  uint8  \n",
+      " 21  Last Transaction Channel_IT              12132 non-null  uint8  \n",
+      " 22  Last Transaction Channel_MAIL            12132 non-null  uint8  \n",
+      " 23  Last Transaction Channel_PHONE           12132 non-null  uint8  \n",
+      " 24  Last Transaction Channel_WEB             12132 non-null  uint8  \n",
+      " 25  Number of Employees_1-5                  12132 non-null  uint8  \n",
+      " 26  Number of Employees_101-500              12132 non-null  uint8  \n",
+      " 27  Number of Employees_11-50                12132 non-null  uint8  \n",
+      " 28  Number of Employees_500+                 12132 non-null  uint8  \n",
+      " 29  Number of Employees_51-100               12132 non-null  uint8  \n",
+      " 30  Number of Employees_6-10                 12132 non-null  uint8  \n",
+      " 31  Service Level_Premier                    12132 non-null  uint8  \n",
+      " 32  Service Level_Standard                   12132 non-null  uint8  \n",
+      " 33  Do No Disturb_False                      12132 non-null  uint8  \n",
+      " 34  Do No Disturb_True                       12132 non-null  uint8  \n",
+      " 35  Email Available_False                    12132 non-null  uint8  \n",
+      " 36  Email Available_True                     12132 non-null  uint8  \n",
+      " 37  Desk_False                               12132 non-null  uint8  \n",
+      " 38  Desk_True                                12132 non-null  uint8  \n",
+      " 39  Executive Chair_False                    12132 non-null  uint8  \n",
+      " 40  Executive Chair_True                     12132 non-null  uint8  \n",
+      " 41  Standard Chair_False                     12132 non-null  uint8  \n",
+      " 42  Standard Chair_True                      12132 non-null  uint8  \n",
+      " 43  Monitor_False                            12132 non-null  uint8  \n",
+      " 44  Monitor_True                             12132 non-null  uint8  \n",
+      " 45  Printer_False                            12132 non-null  uint8  \n",
+      " 46  Printer_True                             12132 non-null  uint8  \n",
+      " 47  Computer_False                           12132 non-null  uint8  \n",
+      " 48  Computer_True                            12132 non-null  uint8  \n",
+      " 49  Insurance_False                          12132 non-null  uint8  \n",
+      " 50  Insurance_True                           12132 non-null  uint8  \n",
+      " 51  Toner_False                              12132 non-null  uint8  \n",
+      " 52  Toner_True                               12132 non-null  uint8  \n",
+      " 53  Office Supplies_False                    12132 non-null  uint8  \n",
+      " 54  Office Supplies_True                     12132 non-null  uint8  \n",
+      "dtypes: float64(2), int64(6), uint8(47)\n",
+      "memory usage: 1.3 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "d.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Classification"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "names = [\"Logistic Regression\",\"Nearest Neighbors\", \"Linear SVM\", \"RBF SVM\", \n",
+    "         \"Decision Tree\", \"Random Forest\", \"Neural Net\", \"AdaBoost\", \"Bagging\",\n",
+    "         \"Naive Bayes\", \"QDA\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### List of classifier (Scikit-learn estimator objects with hyperparamemetr settings)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "classifiers = [\n",
+    "    LogisticRegression(C=0.1,n_jobs=-1),\n",
+    "    KNeighborsClassifier(10,n_jobs=-1),\n",
+    "    SVC(kernel=\"linear\", C=0.1),\n",
+    "    SVC(gamma='scale', C=1),\n",
+    "    DecisionTreeClassifier(max_depth=10,min_samples_leaf=10),\n",
+    "    RandomForestClassifier(max_depth=3, n_estimators=50, \n",
+    "                           max_features=5,min_samples_leaf=10,n_jobs=-1),\n",
+    "    MLPClassifier(hidden_layer_sizes=(100,100),alpha=0.2, \n",
+    "                  max_iter=200,learning_rate_init=0.01,learning_rate='adaptive',\n",
+    "                 early_stopping=True,validation_fraction=0.2),\n",
+    "    AdaBoostClassifier(base_estimator=DecisionTreeClassifier(max_depth=3),\n",
+    "                       n_estimators=50,learning_rate=0.1),\n",
+    "    BaggingClassifier(base_estimator=DecisionTreeClassifier(max_depth=3),\n",
+    "                       n_estimators=50, max_features=5,n_jobs=-1),\n",
+    "    GaussianNB(),\n",
+    "    QuadraticDiscriminantAnalysis(reg_param=0.1)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test/train set"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = d.drop(['Campaign Period Sales','Buy'],axis=1)\n",
+    "y = d['Buy']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "TEST_FRAC = 0.2\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, \n",
+    "                                                    test_size=TEST_FRAC, \n",
+    "                                                    random_state=7406)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train = StandardScaler().fit_transform(X_train)\n",
+    "X_test = StandardScaler().fit_transform(X_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running through the classifiers once"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting with Logistic Regression took 1261.333 ms.\n",
+      " Score: 0.802\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Nearest Neighbors took 252.038 ms.\n",
+      " Score: 0.786\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Linear SVM took 2061.83 ms.\n",
+      " Score: 0.801\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with RBF SVM took 5654.016 ms.\n",
+      " Score: 0.8\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Decision Tree took 44.828 ms.\n",
+      " Score: 0.82\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Random Forest took 133.506 ms.\n",
+      " Score: 0.802\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Neural Net took 2258.361 ms.\n",
+      " Score: 0.802\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with AdaBoost took 1068.22 ms.\n",
+      " Score: 0.836\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Bagging took 841.315 ms.\n",
+      " Score: 0.736\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with Naive Bayes took 13.96 ms.\n",
+      " Score: 0.786\n",
+      "---------------------------------------------------------------------------\n",
+      "Fitting with QDA took 56.014 ms.\n",
+      " Score: 0.788\n",
+      "---------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "for name, clf in zip(names, classifiers):\n",
+    "    t1 = time.time()\n",
+    "    clf.fit(X_train, y_train)\n",
+    "    t2 = time.time()\n",
+    "    delta_t = round((t2-t1)*1000,3)\n",
+    "    score = round(clf.score(X_test, y_test),3)\n",
+    "    print(f\"Fitting with {name} took {delta_t} ms.\\n Score: {score}\")\n",
+    "    print(\"-\"*75)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Function to run through classifiers repeatedly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_classifiers(clf_lst,names=None,num_runs=10, verbose=0):\n",
+    "    \"\"\"\n",
+    "    Runs the list of classifiers for a fixed number of times\n",
+    "    \"\"\"\n",
+    "    if names is None:\n",
+    "        names = [str(type(c)).split('.')[-1][:-2] for c in clf_lst]\n",
+    "    scores = dict.fromkeys(names,[])\n",
+    "    f1_scores = dict.fromkeys(names,[])\n",
+    "    runtimes = dict.fromkeys(names,[])\n",
+    "    for name, clf in zip(names, clf_lst):\n",
+    "        sc,f1,rt= [],[],[]\n",
+    "        for i in range(num_runs):\n",
+    "            X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=TEST_FRAC,)\n",
+    "            X_train = StandardScaler().fit_transform(X_train)\n",
+    "            X_test = StandardScaler().fit_transform(X_test)\n",
+    "            t1 = time.time()\n",
+    "            clf.fit(X_train, y_train)\n",
+    "            t2 = time.time()\n",
+    "            delta_t = round((t2-t1)*1000,3)\n",
+    "            score = round(clf.score(X_test, y_test),3)\n",
+    "            f1score = f1_score(y_test,clf.predict(X_test))\n",
+    "            sc.append(score)\n",
+    "            f1.append(f1score)\n",
+    "            rt.append(delta_t)\n",
+    "        sc = np.array(sc)\n",
+    "        f1 = np.array(f1)\n",
+    "        rt = np.array(rt)\n",
+    "        scores[name] = sc\n",
+    "        f1_scores[name] = f1\n",
+    "        runtimes[name] = rt\n",
+    "        if verbose:\n",
+    "            print(f\"Finished {num_runs} runs for {name} algorithm\")\n",
+    "            print(\"-\"*75)\n",
+    "    # Convert to DataFrame\n",
+    "    df_scores = pd.DataFrame(scores)\n",
+    "    df_f1scores = pd.DataFrame(f1_scores)\n",
+    "    df_runtimes = pd.DataFrame(runtimes)\n",
+    "    \n",
+    "    return df_scores, df_f1scores,df_runtimes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Run through clasifiers and plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Finished 25 runs for Logistic Regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Nearest Neighbors algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Linear SVM algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for RBF SVM algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Decision Tree algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Random Forest algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Neural Net algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for AdaBoost algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Bagging algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Naive Bayes algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for QDA algorithm\n",
+      "---------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "d1,d2,d3 = run_classifiers(clf_lst=classifiers,\n",
+    "                           names=names,\n",
+    "                           num_runs=25,\n",
+    "                           verbose=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Logistic Regression</th>\n",
+       "      <th>Nearest Neighbors</th>\n",
+       "      <th>Linear SVM</th>\n",
+       "      <th>RBF SVM</th>\n",
+       "      <th>Decision Tree</th>\n",
+       "      <th>Random Forest</th>\n",
+       "      <th>Neural Net</th>\n",
+       "      <th>AdaBoost</th>\n",
+       "      <th>Bagging</th>\n",
+       "      <th>Naive Bayes</th>\n",
+       "      <th>QDA</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.788</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.824</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.833</td>\n",
+       "      <td>0.730</td>\n",
+       "      <td>0.778</td>\n",
+       "      <td>0.810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.817</td>\n",
+       "      <td>0.789</td>\n",
+       "      <td>0.811</td>\n",
+       "      <td>0.813</td>\n",
+       "      <td>0.836</td>\n",
+       "      <td>0.800</td>\n",
+       "      <td>0.813</td>\n",
+       "      <td>0.853</td>\n",
+       "      <td>0.742</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.803</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.816</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.801</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.821</td>\n",
+       "      <td>0.792</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.845</td>\n",
+       "      <td>0.735</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>0.797</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.859</td>\n",
+       "      <td>0.772</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.849</td>\n",
+       "      <td>0.735</td>\n",
+       "      <td>0.789</td>\n",
+       "      <td>0.783</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.793</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.820</td>\n",
+       "      <td>0.851</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.801</td>\n",
+       "      <td>0.839</td>\n",
+       "      <td>0.737</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.818</td>\n",
+       "      <td>0.793</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.835</td>\n",
+       "      <td>0.792</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.861</td>\n",
+       "      <td>0.735</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.791</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.814</td>\n",
+       "      <td>0.791</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.815</td>\n",
+       "      <td>0.827</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.852</td>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.778</td>\n",
+       "      <td>0.796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.801</td>\n",
+       "      <td>0.797</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.857</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.844</td>\n",
+       "      <td>0.743</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.799</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.788</td>\n",
+       "      <td>0.812</td>\n",
+       "      <td>0.817</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.789</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.857</td>\n",
+       "      <td>0.733</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.807</td>\n",
+       "      <td>0.778</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.831</td>\n",
+       "      <td>0.800</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.849</td>\n",
+       "      <td>0.730</td>\n",
+       "      <td>0.788</td>\n",
+       "      <td>0.800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.811</td>\n",
+       "      <td>0.787</td>\n",
+       "      <td>0.800</td>\n",
+       "      <td>0.811</td>\n",
+       "      <td>0.843</td>\n",
+       "      <td>0.766</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.859</td>\n",
+       "      <td>0.747</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.791</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.786</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.818</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.842</td>\n",
+       "      <td>0.738</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.797</td>\n",
+       "      <td>0.816</td>\n",
+       "      <td>0.788</td>\n",
+       "      <td>0.817</td>\n",
+       "      <td>0.858</td>\n",
+       "      <td>0.731</td>\n",
+       "      <td>0.800</td>\n",
+       "      <td>0.798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.807</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.820</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.837</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.855</td>\n",
+       "      <td>0.738</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.778</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.827</td>\n",
+       "      <td>0.829</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.797</td>\n",
+       "      <td>0.863</td>\n",
+       "      <td>0.722</td>\n",
+       "      <td>0.789</td>\n",
+       "      <td>0.801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.815</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.854</td>\n",
+       "      <td>0.724</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>0.810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.798</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.815</td>\n",
+       "      <td>0.824</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.814</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.737</td>\n",
+       "      <td>0.787</td>\n",
+       "      <td>0.795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.798</td>\n",
+       "      <td>0.786</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.853</td>\n",
+       "      <td>0.812</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.852</td>\n",
+       "      <td>0.745</td>\n",
+       "      <td>0.792</td>\n",
+       "      <td>0.805</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.800</td>\n",
+       "      <td>0.792</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.845</td>\n",
+       "      <td>0.812</td>\n",
+       "      <td>0.786</td>\n",
+       "      <td>0.857</td>\n",
+       "      <td>0.750</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.807</td>\n",
+       "      <td>0.790</td>\n",
+       "      <td>0.812</td>\n",
+       "      <td>0.801</td>\n",
+       "      <td>0.853</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.852</td>\n",
+       "      <td>0.728</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>0.792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.778</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.816</td>\n",
+       "      <td>0.853</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.817</td>\n",
+       "      <td>0.856</td>\n",
+       "      <td>0.741</td>\n",
+       "      <td>0.785</td>\n",
+       "      <td>0.792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.797</td>\n",
+       "      <td>0.805</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.822</td>\n",
+       "      <td>0.813</td>\n",
+       "      <td>0.818</td>\n",
+       "      <td>0.851</td>\n",
+       "      <td>0.740</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.814</td>\n",
+       "      <td>0.782</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>0.830</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.818</td>\n",
+       "      <td>0.843</td>\n",
+       "      <td>0.723</td>\n",
+       "      <td>0.802</td>\n",
+       "      <td>0.787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.812</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.814</td>\n",
+       "      <td>0.819</td>\n",
+       "      <td>0.789</td>\n",
+       "      <td>0.813</td>\n",
+       "      <td>0.860</td>\n",
+       "      <td>0.729</td>\n",
+       "      <td>0.785</td>\n",
+       "      <td>0.806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.811</td>\n",
+       "      <td>0.785</td>\n",
+       "      <td>0.812</td>\n",
+       "      <td>0.799</td>\n",
+       "      <td>0.823</td>\n",
+       "      <td>0.814</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.850</td>\n",
+       "      <td>0.743</td>\n",
+       "      <td>0.800</td>\n",
+       "      <td>0.804</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Logistic Regression  Nearest Neighbors  Linear SVM  RBF SVM  \\\n",
+       "0                 0.805              0.796       0.788    0.805   \n",
+       "1                 0.817              0.789       0.811    0.813   \n",
+       "2                 0.816              0.795       0.801    0.806   \n",
+       "3                 0.805              0.806       0.803    0.809   \n",
+       "4                 0.804              0.793       0.803    0.820   \n",
+       "5                 0.818              0.793       0.803    0.806   \n",
+       "6                 0.814              0.791       0.810    0.815   \n",
+       "7                 0.801              0.797       0.799    0.802   \n",
+       "8                 0.802              0.788       0.812    0.817   \n",
+       "9                 0.807              0.778       0.808    0.796   \n",
+       "10                0.811              0.787       0.800    0.811   \n",
+       "11                0.810              0.786       0.795    0.805   \n",
+       "12                0.802              0.795       0.799    0.797   \n",
+       "13                0.807              0.799       0.820    0.799   \n",
+       "14                0.805              0.778       0.808    0.827   \n",
+       "15                0.802              0.802       0.809    0.809   \n",
+       "16                0.796              0.798       0.799    0.815   \n",
+       "17                0.798              0.786       0.806    0.799   \n",
+       "18                0.800              0.792       0.808    0.803   \n",
+       "19                0.807              0.790       0.812    0.801   \n",
+       "20                0.808              0.778       0.804    0.816   \n",
+       "21                0.803              0.797       0.805    0.795   \n",
+       "22                0.814              0.782       0.796    0.794   \n",
+       "23                0.812              0.794       0.804    0.814   \n",
+       "24                0.811              0.785       0.812    0.799   \n",
+       "\n",
+       "    Decision Tree  Random Forest  Neural Net  AdaBoost  Bagging  Naive Bayes  \\\n",
+       "0           0.824          0.809       0.808     0.833    0.730        0.778   \n",
+       "1           0.836          0.800       0.813     0.853    0.742        0.795   \n",
+       "2           0.821          0.792       0.809     0.845    0.735        0.794   \n",
+       "3           0.859          0.772       0.804     0.849    0.735        0.789   \n",
+       "4           0.851          0.808       0.801     0.839    0.737        0.804   \n",
+       "5           0.835          0.792       0.805     0.861    0.735        0.806   \n",
+       "6           0.827          0.794       0.805     0.852    0.720        0.778   \n",
+       "7           0.857          0.803       0.805     0.844    0.743        0.808   \n",
+       "8           0.809          0.789       0.805     0.857    0.733        0.802   \n",
+       "9           0.831          0.800       0.804     0.849    0.730        0.788   \n",
+       "10          0.843          0.766       0.803     0.859    0.747        0.804   \n",
+       "11          0.818          0.803       0.810     0.842    0.738        0.802   \n",
+       "12          0.816          0.788       0.817     0.858    0.731        0.800   \n",
+       "13          0.837          0.799       0.802     0.855    0.738        0.796   \n",
+       "14          0.829          0.806       0.797     0.863    0.722        0.789   \n",
+       "15          0.815          0.804       0.810     0.854    0.724        0.794   \n",
+       "16          0.824          0.799       0.814     0.810    0.737        0.787   \n",
+       "17          0.853          0.812       0.796     0.852    0.745        0.792   \n",
+       "18          0.845          0.812       0.786     0.857    0.750        0.802   \n",
+       "19          0.853          0.795       0.808     0.852    0.728        0.794   \n",
+       "20          0.853          0.802       0.817     0.856    0.741        0.785   \n",
+       "21          0.822          0.813       0.818     0.851    0.740        0.799   \n",
+       "22          0.830          0.799       0.818     0.843    0.723        0.802   \n",
+       "23          0.819          0.789       0.813     0.860    0.729        0.785   \n",
+       "24          0.823          0.814       0.810     0.850    0.743        0.800   \n",
+       "\n",
+       "      QDA  \n",
+       "0   0.810  \n",
+       "1   0.803  \n",
+       "2   0.797  \n",
+       "3   0.783  \n",
+       "4   0.788  \n",
+       "5   0.791  \n",
+       "6   0.796  \n",
+       "7   0.799  \n",
+       "8   0.801  \n",
+       "9   0.800  \n",
+       "10  0.791  \n",
+       "11  0.794  \n",
+       "12  0.798  \n",
+       "13  0.785  \n",
+       "14  0.801  \n",
+       "15  0.810  \n",
+       "16  0.795  \n",
+       "17  0.805  \n",
+       "18  0.794  \n",
+       "19  0.792  \n",
+       "20  0.792  \n",
+       "21  0.801  \n",
+       "22  0.787  \n",
+       "23  0.806  \n",
+       "24  0.804  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_bars(d,\n",
+    "              t1=\"Mean accuracy score of algorithms\",\n",
+    "              t2=\"Std.dev of the accuracy scores of algorithms\"):\n",
+    "    \"\"\"\n",
+    "    \"\"\"\n",
+    "    fig,ax=plt.subplots(1,2,figsize=(14,5))\n",
+    "    ax[0].barh(y=list(d.columns),width=d.describe().T['mean'],height=0.6,color='goldenrod')\n",
+    "    ax[0].set_title(t1)\n",
+    "    ax[1].barh(y=list(d.columns),width=d.describe().T['std'],height=0.6,color='dodgerblue')\n",
+    "    ax[1].set_title(t2)\n",
+    "    ax[0].spines['top'].set_visible(False)\n",
+    "    ax[0].spines['right'].set_visible(False)\n",
+    "    ax[0].spines['left'].set_visible(False)\n",
+    "    ax[0].spines['bottom'].set_color('#DDDDDD')\n",
+    "    ax[1].spines['top'].set_visible(False)\n",
+    "    ax[1].spines['right'].set_visible(False)\n",
+    "    ax[1].spines['left'].set_visible(False)\n",
+    "    ax[1].spines['bottom'].set_color('#DDDDDD')\n",
+    "    plt.tight_layout(pad=1.5)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mpl.rcParams.update(mpl.rcParamsDefault)\n",
+    "mpl.rcParams['xtick.labelsize']=13\n",
+    "mpl.rcParams['ytick.labelsize']=13\n",
+    "mpl.rcParams['figure.dpi']=125\n",
+    "mpl.rcParams['axes.titlesize']=18"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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iADx3MlPulFS7hGI5e/as5X0yobbm7WfOnFFkZGSyriMxWWHckrJ48WJJkru7u8qVK5fsdknJSmMXFhamvn37ytPTU19++WWyYk2trDBuMTEx2rdvnyTp/PnzqlixosaPH6+1a9fqr7/+0ldffSVfX19NnDgxWfEnR1YYN0n6v//7P+XMmVNff/21xo8frwsXLujhw4c6cuSIunbtqr179+rll19Whw4dknUNSclM45ZaGfHeIGWNsUtKerw/ZKVxs+V7A6yjQAdksFu3bkmS8uTJk+Ax5n3mY5+2T5PJpNy5c6eoT2SM9Lg/EhIVFaUPP/xQktSsWTP5+vo+VX9If+l1fyxYsEB//fWXevXqpTp16jxdkMgw6XF/hISESJKmTp2qK1eu6L///a/CwsIUFham//73v3J1ddWSJUs0dOjQp4we6S097g8nJydt3bpVvXv31vLly1W+fHm5urqqcOHC+r//+z+9++67+vfff1WoUKGnvwAAz6XMlDulNpbY/51QW/P2mJgY3blzJ6lLSFJWGLfEXL58WSNHjpQkDRgwQPb29slqlxxZaewGDx6skJAQTZkyRW5ubsmKNbWywrjdvn1b4eHhkh4XnAoUKKC///5b4eHhunjxoj755BPFxMRo0KBBWrVqVbKuISlZYdwkqWzZstqxY4eaN2+uoUOHqnDhwnJ1dVWFChX0+++/a9y4cVqzZo3s7NLmz9KZadxSKyPeG2Kf91keu8Sk1/tDVho3W743wDoKdEAGe/jwoSRZnoKwxtnZWZIsHw4zok9kDFv+LAcOHKjt27crV65c+v7775+qL9hGetwfN2/eVP/+/VWgQAGNHTv26YNEhkmP++P+/fuSpMjISI0fP149e/aUm5ub3Nzc1LNnT40bN06S9O233+r69etPEz7SWXq9v4SGhio0NFQRERFyc3NTlSpVLNMiLVu2TEuWLHmKqAE87zJT7vS07RJra273ZNvUygrjllgcbdu21c2bN1WtWjUNGDAg6eBTIKuM3datWzV79mw1adJEHTt2TFacTyMrjJv5c6/0+GHWFStWqEmTJnJxcZG3t7cmT56sNm3aSJL8/f2TdQ1JyQrjZnb+/Hldv35dMTEx8vT0VJUqVeTm5qZ79+7pxx9/tEx9nhYy07ilVka8N8Q+77M8donFkV7vD1ll3Gz93gDrKNABGczFxUWSEp0OzDxfsqura4b1iYxhq5/lxIkTNXXqVDk5OWnp0qUqWrRoqvuC7aTH/TFgwABdu3ZNkyZNSvRpMGR+6fn+ki1bNvXq1Sve/t69eytbtmx69OiRNm3alMKIYUvpcX8cO3ZMtWvX1sqVKzVx4kTdvHlT+/btU0hIiNauXSuTyaT+/ftrypQpT38BAJ5LmSl3etp2ibWNvV5OWuRrWWHcrImOjlbHjh21e/duFS5cWCtWrJCjo2Oy4k+urDB2jx49Uq9eveTs7Kzp06cnK8anlRXGLfa/1YYNG6pSpUrx2n3yySeSpICAAF27di3Ja0hKVhg3SZo/f75atmyp4OBgrVu3TiEhIdq3b59u3LihKVOm6MSJE2revLl2796drGtISmYat9TKiPeG2Od9lsfOmvR+f8gK45YR7w2wjgIdkMGS85Xn5Hx1OiV9GoahsLCwFPWJjJEe98eTZs2apUGDBsne3l4LFy5UkyZNUtUPbC+t74/Nmzfrp59+UsOGDdWlS5e0CRIZJj3fX4oVKxbnCU4zZ2dnS4H/7NmzKYgWtpYe98f//d//KSwsTO+995769u0bZ9qipk2bWgpzI0eOjPMHBgBIrsyUO6U2ltj/nVBb83Y7OzvlypUrqUtIUlYYN2v9v/POO1q5cqU8PDy0bt06+fj4JCv2lMgKYzd+/HgFBQVp6NChKlmyZLJifFpZYdzc3Nwsn2XKli1rtV3s7efOnUvqEpKUFcYtMjJSAwYMUExMjL7++ms1btzYss/e3l79+/dXjx49FBkZqREjRiTrGpKSmcYttTLivSH2eZ/lsbPWf3q/P2SFccuI9wZYR4EOyGClS5eW9PjDXFRUlNVjgoOD4xyb3D7N7Z508eJFyxMZye0TGSM97o/Y5s+fr/fff18mk0k//PCD2rZtm/pgYXNpfX/s379fkrR37155enrGe5m1bdtWnp6e+vzzz5/2EpCO0uP3h/mPELGf8HySeV9C50TmkB73h3mqooQe9GjatKmkx2u6nDx5MkXxAoCUuXKnpNolFEvRokUt01cl1Na8vVixYmnyxH9WGLcnffDBB5o3b57y5Mmjv//+O93y2qwwdvv27ZMkffPNN/E+38fO/8zb1qxZk6zrSExWGDdHR0cVL15cUsKffWN/iyUtPvtmhXE7efKkQkNDJSX9mXDv3r3JuoakZKZxS62MeG+QssbYPckW7w9ZYdwy4r0B1lGgAzJYlSpV5OTkpEePHiX44cT8B69atWolq0/zcQnN6W3e7u3trUKFCqU0ZNhQetwfZr/99pvefvttxcTE6Ntvv1W3bt2eOl7YVnrdH3fu3LGsIxX7ZXbr1i2Fhoam2cLUSB/p71ltwwAAB0lJREFUcX/UrVtXknTmzJkEjzHv8/b2Tkm4sLH0uD/u3r0r6fEC5tbE3h57nQ0ASK7MlDuZ2wUHB+vKlSvx2kVERGjPnj3xYnFwcFDVqlWTdc6Ufr5PSFYYt9gGDhyomTNnKkeOHPrrr7/k6+ubrJhTIyuN3fXr1+N9vo/9TQ3ztrR4j84q42b+7Hv69Gmr54z9h/S0+OybFcbN/HkwOdLq82BmGrfUyoj3BilrjF1stnp/yErjZsv3BiTAAJDhXnvtNUOS0aNHj3j7Nm/ebEgynJycjNDQ0GT1t2fPHkOS4eDgYJw+fTre/oYNGxqSjH79+j1t6LCBtL4/DMMw1q5dazg5ORmSjHHjxqVluLCx9Lg/EiLJkGRs3LjxqfuCbaT1/XH9+nXDxcXFkGT89ttv8favWLHCkGTY2dkZ58+ff+r4kb7S+v6oWLGiIcno1auX1f3z5s2z3B83b958qtgBPL8yU+5Uvnx5Q5IxatSoePt+/vlnQ5Lh7u5uRERExNn31VdfGZKMMmXKGJGRkXH2hYWFGXny5DEkGStWrEjWNSRHVhg3wzCMESNGGJIMV1dXm30mzSpjZ83GjRstn/HTWlYYt1WrVlnut5CQkHht+/XrZ0gySpUqlaxrSI5nfdyuXbtmmEwmQ5KxYMECqzG9++67hiSjSpUqybqG5MhM4/ak+vXrG5KMWbNmJXpcRrw3GEbWGDvDsP37Q1YZN2vS870B8THKQCawc+dOw2QyGSaTyfjpp58s20+dOmWULFnSkGR8/PHH8doUKVLEKFKkiHHhwoV4fTZv3tyQZNSuXdvyZhAdHW2MHj3a8oZlrR0yn7S+P7Zv325ky5bNkGQMGzbMJteA9JMevz8SQoHu2ZMe98f/a+feQaPKwjiAnzVifGRIYIwvCKNGUoiRvDBFKpUgiEp6EdvBPtiLKQyooFhqrHwgtiqIYK11IF1QiFZKDIgOOH5bLHtZN49NzOQmM/v7wW3Onbkz58/h3Jzzzc3ly5cjpRSlUikmJyez9snJySiVSpFSigsXLqxdp6iZWo+P8fHxrAB3586dqFar2bmXL19Ge3t7pJTi3Llza9sxoKFtpLXTo0ePsvPPnz/P2t++fRs7d+6MlFJcv3593vvm5uZi165dkVKKcrkclUolaz979myklOLo0aO/zKOr1Qi53bx5M9vwfPbs2W9nsVKNkN1i1nITtlFyGxwcjJRSnDp1Kj59+pS1P336NJqbmyOlFHfv3l1ZOEtohNxOnz4dKaXYvXt3vHr1KmuvVqtx69atrIB348aNlQe0iI2U278tt1iyHveGiMbIbj3uD42Q22IU6PIlZdggrl27lk1+pVIpenp6YvPmzZFSisHBwfj69esvr//nZDk9PT3veh8/foyDBw9mE3hfX1/s3bs3+zXG48ePc+oZtVDL8dHV1ZWNg6GhoUWPsbGxHHvIatR6/liMAl19qvX4qFQqMTw8nBViuru7o7u7OzZt2hQppTh27Fh8+fIlp96xWrUcH5VKJVtUppSira0tent7s78/UkrR2dkZMzMzOfYQaEQbae106dKl7NpdXV1x5MiRbPN5ZGRk0Y3U169fx7Zt2yKlFMViMfr7+6NQKERKfz2RMjU1taqMFlLPuc3MzGTni8XikuuYtdicrefslrLWm7CNkNu7d++io6Mj+8yBgYE4cOBAdq1yubyqjBZS77m9f/8+9u/fn71v37590dvbG62trVnbmTNn5j0ltlobJbeHDx9GsVjMjr+/Q0tLyy/tC/3HkfW4N0TUd3breX+o59yWokCXLynDBvLixYsYHh6Otra22Lp1axw+fDjGxsbi+/fv8167nA322dnZGB0djc7Ozmhubo729vYYGRmJN2/erHFPWAu1Gh9/P+HyX8fFixfz6Rg1Uev5YyEKdPWr1uPjx48fcfv27ejv74+WlpbYvn179PT0xPj4eHz79m2Ne0Ot1XJ8VKvVuHfvXpw4cSKKxWI0NTVFoVCIgYGBuHr1aszNzeXQI+D/YCOtnR48eBBDQ0NRKBRix44d0dfXN+9J4oVMTU3F+fPnY8+ePbFly5bo6OiIcrkcHz58WFYGv6Nec5uenl7WGialFBMTEyuNZVnqNbul5LEJ2wi5ff78OUZHR+PQoUPR3Nwcra2tcfz48Xjy5MmyMvgd9Z7b7OxsXLlyJSswNTU1RbFYjJMnT8b9+/fj58+fy85iJTZCbhMTE8uaqxb7zPW4N0TUb3brfX+o19yWokCXrz8iIhIAAAAAAACQi03r/QUAAAAAAADg/0SBDgAAAAAAAHKkQAcAAAAAAAA5UqADAAAAAACAHCnQAQAAAAAAQI4U6AAAAAAAACBHCnQAAAAAAACQIwU6AAAAAAAAyJECHQAAAAAAAORIgQ4AAAAAAABypEAHAAAAAAAAOVKgAwAAAAAAgBwp0AEAAAAAAECOFOgAAAAAAAAgRwp0AAAAAAAAkCMFOgAAAAAAAMjRn/bf9DoAaBVXAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1750x625 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_bars(d1,\n",
+    "          t1=\"Mean accuracy score of algorithms\",\n",
+    "          t2=\"Std.dev of the accuracy scores of algorithms\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1750x625 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_bars(d2,\n",
+    "          t1=\"Mean F1-score of algorithms\",\n",
+    "          t2=\"Std.dev of the F1-scores of algorithms\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Xr5+WLFliq888AUDWIHfBkZz4exa5S27KnshZuTnvImfkhYyNzGHxDMgjrHsmO/pKrpWnp6ckKTY2NlvGdC9Kvne1s7mwzoNkPxeZnUPm3rHo6Gj16dNHkvTiiy+qUaNGtjLmKWcFBQWpSZMmatCggUqWLCmLxaJNmzZp5syZDt8ziXnKTu+++67++usvDR8+3LadQ2qYp5zx9ttv6//+7/9Uo0YNBQQEyMfHR82aNdOyZcvUqVMnGWP0yiuvyBgjiXkCgKzCn21wJCf+nkXukduyJ3JWbs67yBl5IWMjc1g8A/IILy8vSbe+ruuMdf9tb2/vbBnTvcg6D5LzubDOg2Q/F5mdQ+Y+pZMnT6p9+/Y6d+6c2rZtq/Hjx9uVM085q1OnToqIiNDGjRt1/Phxbdu2TfXr19f06dP1yCOP2OoxT9lvz549Gjt2rCpVqmR3x2xqmKfcxcXFRe+9954kad++fdqxY4ck5gkAsgp/tsGRnPh7FrlDbsyeyFm5Oe8i++WVjI3MYfEMyCPS85Xb9Hx1F3cmICBALi63/uh0NhfJjyefi8zOofXXFy5csH3DID3t8itraNm/f7+aNGmiRYsWyd3d3a4O85S7VK1aVYsXL1axYsW0YsUKrVq1ShLzlBP+8Y9/6MaNG/r4449T/L5xhnnKfSpUqKDChQtL+t8+9swTAGQNchccyYm/Z5Hzcmv2RO6Sm/Iusl9eydjIHBbPgDyifPnykqTDhw8rPj7eYZ3o6Gi7ush6Hh4eCg0NlfS/9/t21uPJ60r/mxdn7ZKXJZ9D669v3Lih48ePp7tdfnTp0iW1b99e27dvV+3atbVkyRL5+PikqMc85T4FChSwPVh7y5YtkpinnLBlyxa5uLioR48eKlGihN3Lehft+vXrbccuXbrEPOVS1mBm/ZmAeQKArEHugiM58fcsclZuzp7IfXJL3kX2yysZG5nD4hmQR9SqVUseHh66ceOG/vjjD4d1IiIiJEkNGjTIzqHdc6zvr/X9vp31eN26deXq6pqi3e+//+7w69UxMTE6cOCAXV1JCgkJUVBQULrOmZ/n/tq1a+rQoYM2b96sSpUq6eeff1ZAQIDT+sxT7nPz5k1Jsj0YV2KeckJiYqJOnTqV4nX16lVJt+bJesw6V8xT7nLmzBmdPn1akhQcHGw7zjwBwJ0jd8GZ7P57Fjknt2dP5E65Ie8iZ+SFjI1MMgDyjIcffthIMgMGDEhRtmbNGiPJeHh4mFOnTuXA6PKH/v37G0nm//7v/5zWmTdvnpFkChUqZC5cuGBXdvPmTVO+fHkjyUycONGu7MaNG6Zw4cJGkpkxY0aKfkeNGmUkmRo1aqQoe+GFF4wk07JlyxRlBw4cMK6urkaS2bJlS/ouNI+5ceOGadu2rZFkypYta44fP55mG+Ypdzl79qwpWLCgkWSWL19uO8485R4jRowwkkzz5s1TlDFPucs///lPI8kEBASYGzdu2I4zTwCQNchd957cmgOR/fJK9kTukpvyLnKP3JaxkXEsngF5yIYNG4zFYjEWi8V8+eWXtuP79+835cqVM5LMiy++mIMjzPvSE5oSEhJMlSpVjCTzyCOPmEuXLhljjLl+/boZOHCgkWRKlChhrly5kqLtu+++aySZYsWKmT/++MN2/KeffjLe3t5GklmwYEGKdocOHTJeXl5GkhkzZoxJSEgwxhhz6tQp06BBAyPJdOzY8U4vP1eKj483Xbt2NZLMfffdZw4ePJiudsxT9tq8ebN56623zL59+1KUrV271tStW9dIMtWqVTPx8fG2MuYp90jtB3vmKXstX77c/POf/zT79++3O3716lUzatQoY7FYjCTz7rvv2pUzTwCQNchd957cmgORvfJS9kT2ykt5F7lHbsvYyDgWz4A85r333jOSjCQTGhpqatasadzc3Iwk06BBA3P16tWcHmKeEhERYYoUKWJ7eXp6GknG29vb7nhERIRdu507d5oiRYoYScbPz8/UqVPH9v8+Pj7mt99+c3i++Ph407FjRyPJWCwWU7VqVdvdJGmF8NmzZ9vu4A8KCjK1a9e2/YNl2bJl8+2dr7Nnz7a9P2XKlDFNmjRx+oqJibFryzxln1WrVtnen+LFi5s6deqYmjVr2u6IkmTCw8NNdHR0irbMU+6Q2g/2xjBP2WnRokW29ycoKMjUrVvX1K5d2xaEJJlnn33WJCYmpmjLPAFA1iB35W95KQci++S17Insk9fyLnKH3JixkTEsngF50LJly0ybNm1MwYIFjZeXl6lcubIZO3asuX79ek4PLc9J/gNQaq9Vq1alaHv8+HHz3HPPmZCQEOPh4WFKlChh+vTpY/bs2ZPqORMSEsx//vMfU7t2bePr62v8/PxMkyZNzDfffJPmeDdt2mQ6d+5sihUrZjw9PU3ZsmXN0KFDzcWLFzP7FuR6X3zxRbrmSJLDOwOZp+xx7tw5M3nyZNOpUydTrlw54+fnZ9zd3U1gYKBp3bq1+eijj0xsbKzT9sxTzkvrB3tjmKfscuTIETN8+HDTqlUrExoaanx8fIynp6cpVaqU6dGjh1mxYkWq7ZknAMga5K78K6/lQGSPvJg9kT3yYt5FzsutGRvpZzHGGAEAAAAAAAAAAACQS04PAAAAAAAAAAAAAMgtWDwDAAAAAAAAAAAAkrB4BgAAAAAAAAAAACRh8QwAAAAAAAAAAABIwuIZAAAAAAAAAAAAkITFMwAAAAAAAAAAACAJi2cAAAAAAAAAAABAEhbPAAAAAAAAAAAAgCQsngEAAAAAAAAAAABJWDwDAAAAAAAAAAAAkrB4BgAAAAAAAAAAACRh8QwAAAAAAAAAAABIwuIZAAAAAAAAAAAAkITFMwAAAAAAAAAAACAJi2cAAAAAAAAAAABAEhbPAAAAAAAAAAAAgCT/D/H+b/fvBYTfAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1750x625 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_bars(d3,\n",
+    "          t1=\"Mean training time of algorithms\",\n",
+    "          t2=\"Std.dev of the training time of algorithms\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Grid search of `AdaBoost`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV\n",
+    "abc = AdaBoostClassifier(base_estimator=DecisionTreeClassifier())\n",
+    "parameters = {'base_estimator__max_depth':[i for i in range(2,11,2)],\n",
+    "              'base_estimator__min_samples_leaf':[5,10],\n",
+    "              'n_estimators':[10,50,250,1000],\n",
+    "              'learning_rate':[0.01,0.1]}\n",
+    "clf = GridSearchCV(abc, parameters,verbose=3,scoring='f1',n_jobs=-1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 5 folds for each of 80 candidates, totalling 400 fits\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 12 concurrent workers.\n",
+      "[Parallel(n_jobs=-1)]: Done   8 tasks      | elapsed:    2.8s\n",
+      "[Parallel(n_jobs=-1)]: Done 104 tasks      | elapsed:  1.9min\n",
+      "[Parallel(n_jobs=-1)]: Done 264 tasks      | elapsed:  7.8min\n",
+      "[Parallel(n_jobs=-1)]: Done 400 out of 400 | elapsed: 14.7min finished\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=None, error_score=nan,\n",
+       "             estimator=AdaBoostClassifier(algorithm='SAMME.R',\n",
+       "                                          base_estimator=DecisionTreeClassifier(ccp_alpha=0.0,\n",
+       "                                                                                class_weight=None,\n",
+       "                                                                                criterion='gini',\n",
+       "                                                                                max_depth=None,\n",
+       "                                                                                max_features=None,\n",
+       "                                                                                max_leaf_nodes=None,\n",
+       "                                                                                min_impurity_decrease=0.0,\n",
+       "                                                                                min_impurity_split=None,\n",
+       "                                                                                min_samples_leaf=1,\n",
+       "                                                                                min_samples_split=2,\n",
+       "                                                                                min_weight_fraction_leaf=0.0,\n",
+       "                                                                                presor...\n",
+       "                                                                                random_state=None,\n",
+       "                                                                                splitter='best'),\n",
+       "                                          learning_rate=1.0, n_estimators=50,\n",
+       "                                          random_state=None),\n",
+       "             iid='deprecated', n_jobs=-1,\n",
+       "             param_grid={'base_estimator__max_depth': [2, 4, 6, 8, 10],\n",
+       "                         'base_estimator__min_samples_leaf': [5, 10],\n",
+       "                         'learning_rate': [0.01, 0.1],\n",
+       "                         'n_estimators': [10, 50, 250, 1000]},\n",
+       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
+       "             scoring='f1', verbose=3)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "boost_grid=pd.DataFrame(clf.cv_results_['params'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "boost_grid['F1-score']=clf.cv_results_['mean_test_score']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>base_estimator__max_depth</th>\n",
+       "      <th>base_estimator__min_samples_leaf</th>\n",
+       "      <th>learning_rate</th>\n",
+       "      <th>n_estimators</th>\n",
+       "      <th>F1-score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.539551</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0.539191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>250</td>\n",
+       "      <td>0.729609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0.732196</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.535068</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0.676300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.697648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0.666566</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>250</td>\n",
+       "      <td>0.674494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0.677888</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>80 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    base_estimator__max_depth  base_estimator__min_samples_leaf  \\\n",
+       "0                           2                                 5   \n",
+       "1                           2                                 5   \n",
+       "2                           2                                 5   \n",
+       "3                           2                                 5   \n",
+       "4                           2                                 5   \n",
+       "..                        ...                               ...   \n",
+       "75                         10                                10   \n",
+       "76                         10                                10   \n",
+       "77                         10                                10   \n",
+       "78                         10                                10   \n",
+       "79                         10                                10   \n",
+       "\n",
+       "    learning_rate  n_estimators  F1-score  \n",
+       "0            0.01            10  0.539551  \n",
+       "1            0.01            50  0.539191  \n",
+       "2            0.01           250  0.729609  \n",
+       "3            0.01          1000  0.732196  \n",
+       "4            0.10            10  0.535068  \n",
+       "..            ...           ...       ...  \n",
+       "75           0.01          1000  0.676300  \n",
+       "76           0.10            10  0.697648  \n",
+       "77           0.10            50  0.666566  \n",
+       "78           0.10           250  0.674494  \n",
+       "79           0.10          1000  0.677888  \n",
+       "\n",
+       "[80 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "boost_grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 750x500 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(2,2,figsize=(6,4))\n",
+    "ax= ax.ravel()\n",
+    "for i,c in enumerate(boost_grid.columns[:-1]):\n",
+    "    ax[i].scatter(boost_grid[c],boost_grid['F1-score'],\n",
+    "                 c='blue',edgecolor='k',alpha=0.7,s=150,\n",
+    "                 )\n",
+    "    ax[i].set_title(f\"F1-score vs. {c}\",fontsize=12)\n",
+    "    ax[i].set_ylim(0.5,0.8)\n",
+    "    ax[i].spines['top'].set_visible(False)\n",
+    "    ax[i].spines['right'].set_visible(False)\n",
+    "    ax[i].grid(True)\n",
+    "plt.tight_layout(pad=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LinearRegression, Lasso, Ridge\n",
+    "from sklearn.svm import SVR\n",
+    "from sklearn.tree import DecisionTreeRegressor\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from sklearn.neural_network import MLPRegressor"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### List of regressors (Scikit-learn estimator objects with hyperparamemetr settings)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_names = [\"Linear regression\",\"L1 (LASSO) regression\",\"Ridge regression\",\n",
+    "            \"Support vector regression\",\"Decision tree regression\",\n",
+    "            \"Random forest regression\",\"Neural network regression\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "regressors = [LinearRegression(n_jobs=-1),\n",
+    "              Lasso(alpha=0.1),\n",
+    "              Ridge(alpha=0.1),\n",
+    "              SVR(kernel='poly',degree=3),\n",
+    "              DecisionTreeRegressor(max_depth=10,min_samples_leaf=10),\n",
+    "              RandomForestRegressor(max_depth=3, n_estimators=50, \n",
+    "                           max_features=5,min_samples_leaf=10,n_jobs=-1),\n",
+    "              MLPRegressor(hidden_layer_sizes=(100,100),alpha=0.2, \n",
+    "                  max_iter=200,learning_rate_init=0.01,learning_rate='adaptive',\n",
+    "                 early_stopping=True,validation_fraction=0.2)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Regression data and test/train split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d_reg= d[d['Campaign Period Sales']>0.0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = d_reg.drop(['Campaign Period Sales','Buy'],axis=1)\n",
+    "y = d_reg['Campaign Period Sales']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Function to run through classifiers repeatedly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_regressors(reg_lst,names=None,num_runs=10, verbose=0):\n",
+    "    \"\"\"\n",
+    "    Runs the list of regressors for a fixed number of times\n",
+    "    \"\"\"\n",
+    "    if names is None:\n",
+    "        names = [str(type(c)).split('.')[-1][:-2] for c in reg_lst]\n",
+    "    scores = dict.fromkeys(names,[])\n",
+    "    runtimes = dict.fromkeys(names,[])\n",
+    "    for name, reg in zip(names, reg_lst):\n",
+    "        sc,rt= [],[]\n",
+    "        for i in range(num_runs):\n",
+    "            X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=TEST_FRAC,)\n",
+    "            X_train = StandardScaler().fit_transform(X_train)\n",
+    "            X_test = StandardScaler().fit_transform(X_test)\n",
+    "            t1 = time.time()\n",
+    "            reg.fit(X_train, y_train)\n",
+    "            t2 = time.time()\n",
+    "            delta_t = round((t2-t1)*1000,3)\n",
+    "            rmse = round(np.sqrt(np.mean((reg.predict(X_test)-y_test)**2).mean()),3)\n",
+    "            sc.append(rmse)\n",
+    "            rt.append(delta_t)\n",
+    "        sc = np.array(sc)\n",
+    "        rt = np.array(rt)\n",
+    "        scores[name] = sc\n",
+    "        runtimes[name] = rt\n",
+    "        if verbose:\n",
+    "            print(f\"Finished {num_runs} runs for {name} algorithm\")\n",
+    "            print(\"-\"*75)\n",
+    "    # Convert to DataFrame\n",
+    "    df_scores = pd.DataFrame(scores)\n",
+    "    df_runtimes = pd.DataFrame(runtimes)\n",
+    "    \n",
+    "    return df_scores,df_runtimes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Run through regressors and plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Finished 25 runs for Linear regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for L1 (LASSO) regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Ridge regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Support vector regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Decision tree regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Random forest regression algorithm\n",
+      "---------------------------------------------------------------------------\n",
+      "Finished 25 runs for Neural network regression algorithm\n",
+      "---------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "d1_reg, d2_reg = run_regressors(reg_lst=regressors,names=reg_names,num_runs=25,verbose=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Linear regression</th>\n",
+       "      <th>L1 (LASSO) regression</th>\n",
+       "      <th>Ridge regression</th>\n",
+       "      <th>Support vector regression</th>\n",
+       "      <th>Decision tree regression</th>\n",
+       "      <th>Random forest regression</th>\n",
+       "      <th>Neural network regression</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.303650e+13</td>\n",
+       "      <td>136.627</td>\n",
+       "      <td>221.055</td>\n",
+       "      <td>359.106</td>\n",
+       "      <td>105.435</td>\n",
+       "      <td>243.665</td>\n",
+       "      <td>115.737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.812293e+12</td>\n",
+       "      <td>153.591</td>\n",
+       "      <td>159.536</td>\n",
+       "      <td>343.913</td>\n",
+       "      <td>96.573</td>\n",
+       "      <td>404.997</td>\n",
+       "      <td>107.710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6.978870e+13</td>\n",
+       "      <td>186.164</td>\n",
+       "      <td>124.995</td>\n",
+       "      <td>354.722</td>\n",
+       "      <td>100.029</td>\n",
+       "      <td>244.459</td>\n",
+       "      <td>96.170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.390481e+12</td>\n",
+       "      <td>170.425</td>\n",
+       "      <td>105.668</td>\n",
+       "      <td>321.071</td>\n",
+       "      <td>144.556</td>\n",
+       "      <td>272.324</td>\n",
+       "      <td>141.531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4.317558e+13</td>\n",
+       "      <td>208.800</td>\n",
+       "      <td>137.068</td>\n",
+       "      <td>347.963</td>\n",
+       "      <td>146.503</td>\n",
+       "      <td>340.249</td>\n",
+       "      <td>108.262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5.046074e+12</td>\n",
+       "      <td>148.906</td>\n",
+       "      <td>183.603</td>\n",
+       "      <td>349.109</td>\n",
+       "      <td>141.939</td>\n",
+       "      <td>301.997</td>\n",
+       "      <td>132.723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>4.847091e+11</td>\n",
+       "      <td>136.190</td>\n",
+       "      <td>124.645</td>\n",
+       "      <td>394.469</td>\n",
+       "      <td>156.305</td>\n",
+       "      <td>315.882</td>\n",
+       "      <td>141.805</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>3.340995e+13</td>\n",
+       "      <td>104.545</td>\n",
+       "      <td>117.895</td>\n",
+       "      <td>373.906</td>\n",
+       "      <td>138.679</td>\n",
+       "      <td>292.459</td>\n",
+       "      <td>131.335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>6.636151e+12</td>\n",
+       "      <td>183.289</td>\n",
+       "      <td>129.261</td>\n",
+       "      <td>278.875</td>\n",
+       "      <td>149.214</td>\n",
+       "      <td>269.681</td>\n",
+       "      <td>126.970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1.110553e+14</td>\n",
+       "      <td>144.900</td>\n",
+       "      <td>128.492</td>\n",
+       "      <td>284.049</td>\n",
+       "      <td>111.820</td>\n",
+       "      <td>265.870</td>\n",
+       "      <td>148.340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>6.503632e+12</td>\n",
+       "      <td>115.239</td>\n",
+       "      <td>127.010</td>\n",
+       "      <td>331.281</td>\n",
+       "      <td>151.319</td>\n",
+       "      <td>351.017</td>\n",
+       "      <td>135.213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>6.762077e+13</td>\n",
+       "      <td>135.042</td>\n",
+       "      <td>143.089</td>\n",
+       "      <td>286.981</td>\n",
+       "      <td>103.493</td>\n",
+       "      <td>275.509</td>\n",
+       "      <td>104.696</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>5.465833e+13</td>\n",
+       "      <td>135.112</td>\n",
+       "      <td>168.066</td>\n",
+       "      <td>299.693</td>\n",
+       "      <td>142.995</td>\n",
+       "      <td>318.533</td>\n",
+       "      <td>111.318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>1.994317e+14</td>\n",
+       "      <td>120.669</td>\n",
+       "      <td>180.179</td>\n",
+       "      <td>327.660</td>\n",
+       "      <td>100.482</td>\n",
+       "      <td>234.956</td>\n",
+       "      <td>133.330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2.578360e+13</td>\n",
+       "      <td>164.382</td>\n",
+       "      <td>131.520</td>\n",
+       "      <td>327.492</td>\n",
+       "      <td>130.139</td>\n",
+       "      <td>325.734</td>\n",
+       "      <td>135.367</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2.743393e+13</td>\n",
+       "      <td>160.127</td>\n",
+       "      <td>138.922</td>\n",
+       "      <td>386.251</td>\n",
+       "      <td>96.675</td>\n",
+       "      <td>270.347</td>\n",
+       "      <td>123.111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3.068726e+13</td>\n",
+       "      <td>148.328</td>\n",
+       "      <td>152.353</td>\n",
+       "      <td>355.319</td>\n",
+       "      <td>169.631</td>\n",
+       "      <td>229.658</td>\n",
+       "      <td>111.819</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>6.761785e+12</td>\n",
+       "      <td>111.487</td>\n",
+       "      <td>173.897</td>\n",
+       "      <td>348.831</td>\n",
+       "      <td>112.836</td>\n",
+       "      <td>271.777</td>\n",
+       "      <td>138.109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>4.562269e+12</td>\n",
+       "      <td>107.344</td>\n",
+       "      <td>149.597</td>\n",
+       "      <td>398.068</td>\n",
+       "      <td>170.830</td>\n",
+       "      <td>256.429</td>\n",
+       "      <td>126.581</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>9.608287e+12</td>\n",
+       "      <td>131.140</td>\n",
+       "      <td>154.390</td>\n",
+       "      <td>299.496</td>\n",
+       "      <td>148.504</td>\n",
+       "      <td>281.571</td>\n",
+       "      <td>136.885</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1.699976e+13</td>\n",
+       "      <td>147.923</td>\n",
+       "      <td>169.353</td>\n",
+       "      <td>369.788</td>\n",
+       "      <td>137.083</td>\n",
+       "      <td>214.775</td>\n",
+       "      <td>149.108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>1.614365e+13</td>\n",
+       "      <td>169.228</td>\n",
+       "      <td>145.680</td>\n",
+       "      <td>347.106</td>\n",
+       "      <td>116.981</td>\n",
+       "      <td>240.002</td>\n",
+       "      <td>94.759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2.300234e+13</td>\n",
+       "      <td>164.821</td>\n",
+       "      <td>137.087</td>\n",
+       "      <td>389.278</td>\n",
+       "      <td>153.801</td>\n",
+       "      <td>242.050</td>\n",
+       "      <td>109.538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>1.352027e+13</td>\n",
+       "      <td>161.074</td>\n",
+       "      <td>161.325</td>\n",
+       "      <td>291.318</td>\n",
+       "      <td>103.287</td>\n",
+       "      <td>281.518</td>\n",
+       "      <td>127.074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2.929509e+12</td>\n",
+       "      <td>134.205</td>\n",
+       "      <td>161.143</td>\n",
+       "      <td>317.050</td>\n",
+       "      <td>148.882</td>\n",
+       "      <td>276.719</td>\n",
+       "      <td>93.020</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Linear regression  L1 (LASSO) regression  Ridge regression  \\\n",
+       "0        1.303650e+13                136.627           221.055   \n",
+       "1        1.812293e+12                153.591           159.536   \n",
+       "2        6.978870e+13                186.164           124.995   \n",
+       "3        1.390481e+12                170.425           105.668   \n",
+       "4        4.317558e+13                208.800           137.068   \n",
+       "5        5.046074e+12                148.906           183.603   \n",
+       "6        4.847091e+11                136.190           124.645   \n",
+       "7        3.340995e+13                104.545           117.895   \n",
+       "8        6.636151e+12                183.289           129.261   \n",
+       "9        1.110553e+14                144.900           128.492   \n",
+       "10       6.503632e+12                115.239           127.010   \n",
+       "11       6.762077e+13                135.042           143.089   \n",
+       "12       5.465833e+13                135.112           168.066   \n",
+       "13       1.994317e+14                120.669           180.179   \n",
+       "14       2.578360e+13                164.382           131.520   \n",
+       "15       2.743393e+13                160.127           138.922   \n",
+       "16       3.068726e+13                148.328           152.353   \n",
+       "17       6.761785e+12                111.487           173.897   \n",
+       "18       4.562269e+12                107.344           149.597   \n",
+       "19       9.608287e+12                131.140           154.390   \n",
+       "20       1.699976e+13                147.923           169.353   \n",
+       "21       1.614365e+13                169.228           145.680   \n",
+       "22       2.300234e+13                164.821           137.087   \n",
+       "23       1.352027e+13                161.074           161.325   \n",
+       "24       2.929509e+12                134.205           161.143   \n",
+       "\n",
+       "    Support vector regression  Decision tree regression  \\\n",
+       "0                     359.106                   105.435   \n",
+       "1                     343.913                    96.573   \n",
+       "2                     354.722                   100.029   \n",
+       "3                     321.071                   144.556   \n",
+       "4                     347.963                   146.503   \n",
+       "5                     349.109                   141.939   \n",
+       "6                     394.469                   156.305   \n",
+       "7                     373.906                   138.679   \n",
+       "8                     278.875                   149.214   \n",
+       "9                     284.049                   111.820   \n",
+       "10                    331.281                   151.319   \n",
+       "11                    286.981                   103.493   \n",
+       "12                    299.693                   142.995   \n",
+       "13                    327.660                   100.482   \n",
+       "14                    327.492                   130.139   \n",
+       "15                    386.251                    96.675   \n",
+       "16                    355.319                   169.631   \n",
+       "17                    348.831                   112.836   \n",
+       "18                    398.068                   170.830   \n",
+       "19                    299.496                   148.504   \n",
+       "20                    369.788                   137.083   \n",
+       "21                    347.106                   116.981   \n",
+       "22                    389.278                   153.801   \n",
+       "23                    291.318                   103.287   \n",
+       "24                    317.050                   148.882   \n",
+       "\n",
+       "    Random forest regression  Neural network regression  \n",
+       "0                    243.665                    115.737  \n",
+       "1                    404.997                    107.710  \n",
+       "2                    244.459                     96.170  \n",
+       "3                    272.324                    141.531  \n",
+       "4                    340.249                    108.262  \n",
+       "5                    301.997                    132.723  \n",
+       "6                    315.882                    141.805  \n",
+       "7                    292.459                    131.335  \n",
+       "8                    269.681                    126.970  \n",
+       "9                    265.870                    148.340  \n",
+       "10                   351.017                    135.213  \n",
+       "11                   275.509                    104.696  \n",
+       "12                   318.533                    111.318  \n",
+       "13                   234.956                    133.330  \n",
+       "14                   325.734                    135.367  \n",
+       "15                   270.347                    123.111  \n",
+       "16                   229.658                    111.819  \n",
+       "17                   271.777                    138.109  \n",
+       "18                   256.429                    126.581  \n",
+       "19                   281.571                    136.885  \n",
+       "20                   214.775                    149.108  \n",
+       "21                   240.002                     94.759  \n",
+       "22                   242.050                    109.538  \n",
+       "23                   281.518                    127.074  \n",
+       "24                   276.719                     93.020  "
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d1_reg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d1_reg1 = d1_reg.drop(['Linear regression'],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "123.22044"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d1_reg1['Neural network regression'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1750x625 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_bars(d1_reg1,\n",
+    "          t1=\"RMSE score of algorithms\",\n",
+    "          t2=\"Std.dev of the RMSE scores of algorithms\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1750x625 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_bars(d2_reg,\n",
+    "          t1=\"Mean training time of algorithms\",\n",
+    "          t2=\"Std.dev of the training time of algorithms\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "plt.hist(y,bins=100,edgecolor='k')\n",
+    "plt.xlim(0,2000)\n",
+    "plt.vlines(x=398,ymin=0,ymax=600,color='k',linestyle='--',linewidth=3)\n",
+    "plt.vlines(x=d1_reg1['Neural network regression'].mean(),\n",
+    "           ymin=0,ymax=600,color='orange',linestyle='--',linewidth=3)\n",
+    "ax.spines['top'].set_visible(False)\n",
+    "ax.spines['right'].set_visible(False)\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Regression prediction and ground truth match plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=TEST_FRAC,)\n",
+    "X_train = StandardScaler().fit_transform(X_train)\n",
+    "X_test = StandardScaler().fit_transform(X_test)\n",
+    "nn_reg = MLPRegressor(hidden_layer_sizes=(100,100),alpha=0.2, \n",
+    "                  max_iter=200,learning_rate_init=0.01,learning_rate='adaptive',\n",
+    "                 early_stopping=True,validation_fraction=0.2)\n",
+    "nn_reg.fit(X_train,y_train)\n",
+    "preds = nn_reg.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "plt.scatter(x=y_test,y=preds,edgecolor='k',alpha=0.7,c='blue')\n",
+    "plt.plot(y_test,y_test,c='red')\n",
+    "plt.xlim(0,5000)\n",
+    "plt.ylim(0,5000)\n",
+    "ax.spines['top'].set_visible(False)\n",
+    "ax.spines['right'].set_visible(False)\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"True campaign sales\",fontsize=15)\n",
+    "plt.ylabel(\"Predicted campaign sales\",fontsize=15)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1875x1250 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=TEST_FRAC,)\n",
+    "xlim = y_test.max()\n",
+    "X_train = StandardScaler().fit_transform(X_train)\n",
+    "X_test = StandardScaler().fit_transform(X_test)\n",
+    "\n",
+    "fig, ax = plt.subplots(2,3,figsize=(15,10))\n",
+    "ax= ax.ravel()\n",
+    "for i in range(6):\n",
+    "    reg = regressors[1:][i]\n",
+    "    reg.fit(X_train,y_train)\n",
+    "    preds = reg.predict(X_test)\n",
+    "    ax[i].scatter(x=y_test,y=preds,edgecolor='k',alpha=0.7,c='blue')\n",
+    "    ax[i].plot(y_test,y_test,c='red')\n",
+    "    ax[i].set_xlim(0,xlim*1.1)\n",
+    "    ax[i].set_ylim(0,xlim*1.1)\n",
+    "    ax[i].spines['top'].set_visible(False)\n",
+    "    ax[i].spines['right'].set_visible(False)\n",
+    "    ax[i].grid(True)\n",
+    "    ax[i].set_xlabel(\"True campaign sales\",fontsize=15)\n",
+    "    ax[i].set_ylabel(\"Predicted campaign sales\",fontsize=15)\n",
+    "    ax[i].set_title(reg_names[1:][i])\n",
+    "plt.tight_layout(pad=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## NN model tuning for regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "no_neurons = [i*10 for i in range(1,11)]\n",
+    "alpha = [0.01,0.1,0.2,0.5]\n",
+    "learning_rate = [0.01,0.05,0.1]\n",
+    "activation = ['relu','tanh','logistic']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nn_grid = {'neurons':[],'alpha':[],'learning_rate':[],'activation':[],'RMSE':[],'training-time':[]}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'neurons': [],\n",
+       " 'alpha': [],\n",
+       " 'learning_rate': [],\n",
+       " 'activation': [],\n",
+       " 'RMSE': [],\n",
+       " 'training-time': []}"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nn_grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = d_reg.drop(['Campaign Period Sales','Buy'],axis=1)\n",
+    "y = d_reg['Campaign Period Sales']\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, \n",
+    "                                                    test_size=TEST_FRAC, \n",
+    "                                                    random_state=7406)\n",
+    "X_train = StandardScaler().fit_transform(X_train)\n",
+    "X_test = StandardScaler().fit_transform(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
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+      " 25%|█████████████████████                                                               | 1/4 [00:32<01:38, 32.70s/it]\n",
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+      " 75%|███████████████████████████████████████████████████████████████                     | 3/4 [01:41<00:33, 33.74s/it]\n",
+      " 50%|█████████████████████████████████████████▌                                         | 5/10 [06:28<07:11, 86.36s/it]\n",
+      "  0%|                                                                                            | 0/4 [00:00<?, ?it/s]\n",
+      " 25%|█████████████████████                                                               | 1/4 [00:33<01:41, 33.87s/it]\n",
+      " 50%|██████████████████████████████████████████                                          | 2/4 [01:12<01:10, 35.29s/it]\n",
+      " 75%|███████████████████████████████████████████████████████████████                     | 3/4 [01:50<00:36, 36.11s/it]\n",
+      " 60%|█████████████████████████████████████████████████▏                                | 6/10 [08:55<06:58, 104.68s/it]\n",
+      "  0%|                                                                                            | 0/4 [00:00<?, ?it/s]\n",
+      " 25%|█████████████████████                                                               | 1/4 [00:29<01:29, 29.88s/it]\n",
+      " 50%|██████████████████████████████████████████                                          | 2/4 [01:07<01:04, 32.09s/it]\n",
+      " 75%|███████████████████████████████████████████████████████████████                     | 3/4 [01:44<00:33, 33.76s/it]\n",
+      " 70%|█████████████████████████████████████████████████████████▍                        | 7/10 [11:20<05:49, 116.56s/it]\n",
+      "  0%|                                                                                            | 0/4 [00:00<?, ?it/s]\n",
+      " 25%|█████████████████████                                                               | 1/4 [00:40<02:02, 40.78s/it]\n",
+      " 50%|██████████████████████████████████████████                                          | 2/4 [01:21<01:21, 40.74s/it]\n",
+      " 75%|███████████████████████████████████████████████████████████████                     | 3/4 [01:56<00:39, 39.08s/it]\n",
+      " 80%|█████████████████████████████████████████████████████████████████▌                | 8/10 [13:54<04:15, 127.78s/it]\n",
+      "  0%|                                                                                            | 0/4 [00:00<?, ?it/s]\n",
+      " 25%|█████████████████████                                                               | 1/4 [00:38<01:56, 38.83s/it]\n",
+      " 50%|██████████████████████████████████████████                                          | 2/4 [01:18<01:18, 39.16s/it]\n",
+      " 75%|███████████████████████████████████████████████████████████████                     | 3/4 [02:00<00:40, 40.07s/it]\n",
+      " 90%|█████████████████████████████████████████████████████████████████████████▊        | 9/10 [16:31<02:16, 136.65s/it]\n",
+      "  0%|                                                                                            | 0/4 [00:00<?, ?it/s]\n",
+      " 25%|█████████████████████                                                               | 1/4 [00:47<02:22, 47.56s/it]\n",
+      " 50%|██████████████████████████████████████████                                          | 2/4 [01:27<01:30, 45.15s/it]\n",
+      " 75%|███████████████████████████████████████████████████████████████                     | 3/4 [02:03<00:42, 42.66s/it]\n",
+      "100%|█████████████████████████████████████████████████████████████████████████████████| 10/10 [19:11<00:00, 143.75s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "\n",
+    "for n in tqdm(no_neurons):\n",
+    "    for a in tqdm(alpha):\n",
+    "        for l in learning_rate:\n",
+    "            for act in activation:\n",
+    "                reg = MLPRegressor(hidden_layer_sizes=(n,n),alpha=a,activation=act, \n",
+    "                  max_iter=200,learning_rate_init=l,learning_rate='adaptive',\n",
+    "                 early_stopping=True,validation_fraction=0.2)\n",
+    "                t1 = time.time()\n",
+    "                reg.fit(X_train, y_train)\n",
+    "                t2 = time.time()\n",
+    "                delta_t = round((t2-t1)*1000,3)\n",
+    "                rmse = round(np.sqrt(np.mean((reg.predict(X_test)-y_test)**2).mean()),3)\n",
+    "                nn_grid['neurons'].append(n)\n",
+    "                nn_grid['alpha'].append(a)\n",
+    "                nn_grid['learning_rate'].append(l)\n",
+    "                nn_grid['activation'].append(act)\n",
+    "                nn_grid['RMSE'].append(rmse)\n",
+    "                nn_grid['training-time'].append(delta_t)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nn_grid=pd.DataFrame(nn_grid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(360, 6)"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nn_grid.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>neurons</th>\n",
+       "      <th>alpha</th>\n",
+       "      <th>learning_rate</th>\n",
+       "      <th>activation</th>\n",
+       "      <th>RMSE</th>\n",
+       "      <th>training-time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>relu</td>\n",
+       "      <td>111.239</td>\n",
+       "      <td>745.337</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>tanh</td>\n",
+       "      <td>346.933</td>\n",
+       "      <td>1052.468</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>logistic</td>\n",
+       "      <td>348.381</td>\n",
+       "      <td>924.419</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>relu</td>\n",
+       "      <td>115.066</td>\n",
+       "      <td>244.069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>tanh</td>\n",
+       "      <td>190.936</td>\n",
+       "      <td>1066.491</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   neurons  alpha  learning_rate activation     RMSE  training-time\n",
+       "0       10   0.01           0.01       relu  111.239        745.337\n",
+       "1       10   0.01           0.01       tanh  346.933       1052.468\n",
+       "2       10   0.01           0.01   logistic  348.381        924.419\n",
+       "3       10   0.01           0.05       relu  115.066        244.069\n",
+       "4       10   0.01           0.05       tanh  190.936       1066.491"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nn_grid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=[i for i in range(len(nn_grid))],y=nn_grid['RMSE'])\n",
+    "plt.ylim(0,600)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1500x1250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(2,2,figsize=(12,10))\n",
+    "ax= ax.ravel()\n",
+    "for i,c in enumerate(nn_grid.columns[:4]):\n",
+    "    ax[i].scatter(nn_grid[c],nn_grid['RMSE'],edgecolor='k',alpha=0.7,c='blue')\n",
+    "    ax[i].set_title(f\"RMSE vs. {c}\")\n",
+    "    ax[i].grid(True)\n",
+    "    ax[i].spines['top'].set_visible(False)\n",
+    "    ax[i].spines['right'].set_visible(False)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sample complexity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done for Logistic Regression\n",
+      "Done for Nearest Neighbors\n",
+      "Done for Linear SVM\n",
+      "Done for RBF SVM\n",
+      "Done for Decision Tree\n",
+      "Done for Random Forest\n",
+      "Done for Neural Net\n",
+      "Done for AdaBoost\n",
+      "Done for Bagging\n",
+      "Done for Naive Bayes\n",
+      "Done for QDA\n"
+     ]
+    }
+   ],
+   "source": [
+    "sample_complexity = dict.fromkeys(names,[])\n",
+    "frac = [0.1*i for i in range(1,11)]\n",
+    "for name,clf in list(zip(names,classifiers)):\n",
+    "    scores = []\n",
+    "    for f in frac:\n",
+    "        d_frac = d.sample(frac=f)\n",
+    "        X = d_frac.drop(['Campaign Period Sales','Buy'],axis=1)\n",
+    "        y = d_frac['Buy']\n",
+    "        TEST_FRAC = 0.2\n",
+    "        X_train, X_test, y_train, y_test = train_test_split(X, y,test_size=TEST_FRAC,random_state=7406)\n",
+    "        X_train = StandardScaler().fit_transform(X_train)\n",
+    "        X_test = StandardScaler().fit_transform(X_test)\n",
+    "        t1 = time.time()\n",
+    "        clf.fit(X_train, y_train)\n",
+    "        t2 = time.time()\n",
+    "        delta_t = round((t2-t1)*1000,3)\n",
+    "        f1score = f1_score(y_test,clf.predict(X_test))\n",
+    "        scores.append(f1score)\n",
+    "    sample_complexity[name] = np.array(scores)\n",
+    "        #print(sample_complexity[name])\n",
+    "    print(f\"Done for {name}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sample_complexity=pd.DataFrame(sample_complexity)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Y/RBhAAAAAABQOsXHmxEpV1whTZoUogULamnSpBA1aWL2x8fnfA3LkhISpI8+kh56SGrWzAQunTpJo0dL336bOZypV8+MWpgxQ9q6VTp61JQbPdqcl1U4I5mpqFatMuuHeNKunbk5//9vS+nCBVOvfv24P1KSnT8vrV0rTZ9uwribbvLt/PnzC6ZeAEqPXI+gkaTWrVtr4sSJeuKJJzRo0CCNHTtW0dHR2rx5s1JSUtSqVStNnDjR7Zzz589r7969kjyvI/PMM89o/fr1+r//+z81atRIDRo0kCRt2bJFaWlpatmypaZNm5aXapc6TZqYjoa3TwCcOCE98YT00kvSiBHSgw8yqgYAAAAAAOR+fY6kJGn9evfRMfv3Z/064eFmRIxzdEzr1lK5cnmre1ycmZJq0yZzY/34cSk62jzY6hwFMWWKeb3Bg00wM2eOmT5+3jypfv28vT4KV2Ki+Vlu2GB+FzdsMEFfXpa5ZpkAAHmVp4BGkkaOHKkmTZpo8uTJWrNmjQ4ePKg6deqoX79+GjZsmIKDg326XlBQkL777ju98cYbevfdd/XHH38oLS1NjRs3Vt++ffXwww8rJCQkr9UudbwZyhsTI91zjyl7+LAp+8QT0ssvm6DmgQcIagAAAAAAKM28XZ+jf39p5Mj0QGbdOik5OetzYmPTw5i2baVGjcyUYwWhcePsp6Xq3dscv+02acsWs+7NlVeakTv/+lfB1An56/Bh9yBmwwYTLuakbFnp5EnvXyc6Ovd1BAApHwIaSerSpYu6dOniVdmOHTvKsqxsy/j7++uhhx7SQw89lB/Vg9KH8t59t+eRNO3amWAmLk4aMyZ9mrMjR8yH2siRZkTNyJHS/fcT1AAAAAAAUNr4sj7HL79IvXp5PhYUJDVvnh7GtGkjVa6cf/XMD/XqmfcwdKj04YfSmTNSnz7SihXS5MnmPcB7GzeaUUsnTpip7Hr2zJ+1WyxL+vPP9BDGGcr8/Xf25zkcUt26UtOmZnq9pk3NlH379pmv3vrnHzM6zMfn0wHApYCeRUBR5M1QXsmELyNGmCDmjTfcg5oRI8z3BDUAAAAAAJQuuV1v45JL3EfHNGtWPG5oh4dL778vXXWV9NhjZgTQtGnSmjXSZ59JLI+cs/h4zw8Ljx/v/rCwN1JTzSiYi0fGHDuW/XmBgWZEVtOm6YFM48ae72nFxPi2TMDbb5uyM2aY320A8BUBTSmU01Bep4iI9KDm9dfNCJqMQU3GETVhYQVfbwAAAAAAUHhOnPCtfNeu5sHPGjXMiIXiyOEw9z1atDBTnv35pxlZ07Sp9NFH0vXXF3YNi67crlckmTBsyxb3IGbjRjOSKTvh4WYETMaRMZdf7tuIJ2+WCShTRgoJkQ4dMlPgXX21WcP5+eelyEjvXwsA/Aq7Aij6IiJMELNnjzRpklS+vNl/6JA0fLh02WXSK69IZ88Wbj0BAAAAAEDBiYryrXzr1mZtmeIazmR05ZUmLLjhBvP90aMmgBo/XkpLK9y6FVXerlc0cKCZOm7aNHNO06bmXlSzZmat5P/9z6xjdHE4ExMjde5s7lnNmSNt3y6dOiUtXy5NnSrddZcJa3ydjs65TEC7dp6Pt2tn1lTascNMgSeZqdamTZMaNJC+/da31wNQuhHQwGsZg5qJE80HoWSCmmHDCGoAAAAAACjJevQo2PJFXUyMtGCBNGGCCZ0sSxo3TrrxxpyDiNLGl/WKVq40I1AeftiMXvntN+nCBfcy1apJt9wijR0rffmlGcl0+LC0cKF5mPhf/zJryvjl051O5zIBGzdKTz55Tt267dKTT57Txo1mf1ycVLas9Oab0uLFUu3a5ry//pJuuknq18/UDwBywhRn8FlEhPTEE9IDD5inGF5+2Tw54gxqXnzRHB86lKnPAF9s3CjNmROiLVsaatWqEPXtmz+LJha0glrsEQAAAEDR0qSJ9+tztGtXMv8u8POTRo82o4P69DHBzA8/mNEen30mtWpV2DUsGnK7XpHDYcKOjFOUNW2aPpuL3Ro3lqpXT9KSJZvVoUOMoqJCM5Xp0MH8XTxhgrknlppqpr9buFCaMkXq27dkjCIDUDAYQYNci4yUnnzSjKh54QWpXDmz/+BB6d//lmrVMh9E584VajWBIi8+Xmrf3gy9njQpRAsW1NKkSSFq0sTsj48v7Bp6lrHe48dLr71mvhb1egMAAADIvXfeyflmefnyplxJdt11Zl2UNm3M93/9ZUKp//3PjKwp7Xxdr6hDBxP8nTwp/fGH9PHHZhaXzp0LL5zxRWioWX9m7VoTLEkmvOvf34yo+fPPwq0fCtbGjWY03WOPma+bNhVyhVCsENAgz5xBTUKC+TByBjUHDkiPPy7VrElQA2Rl507Toc/qCTTnoolFLeworvXOaONGaeLEEM2Y0VATJ4bQgQIAAAC84M36HJ4WfS+JqlY101s9+qj5/sIF6aGHzPRWp08XatUKjWWZNvF1HZZrrjHTnEVGFki1bHPFFdIvv5iRNCEhZt9335m1aaZNY72ikoYHV5EfCGiQbyIjpVGjTFDz3HOeg5rXXiOoATLydtHEu++2pz7eKq71lorviCUAAACgqPBmfY7SIijIPJT6ySdmSnjJLFjfsqW0bVuhVs1WKSnSp5+a933NNeahPl+UpPWKAgKkESOk3383bSGZwO7hh00ItXVr4dYP+aMkPLhaXJW0EUusQYN8FxkpPfWUeWpk2jSzRs3x4yaoeewxs3jbk09KQ4aYIaBAaeXLoonLlpkFEcuVM08kXbxJ3u/3payn/adOSb/+6n29n33WPC1UpkzmLSzM3rl4d+6U2rbNOlxydqBKyxN/AAAAQF54sz5HadG7t2mP226Ttmwx4cyVV0ozZpgF7EuqM2fMdHavvmqmwM8oOtrcD8pJSV2vKC5OWrRImjlTGj7cTN+2apVZU+fpp829saCgwq4lcsuXB1eXLrWnTiVdfLxpz4vvpY0fb/4deeed4nkvh4AGBaZMmfSgZupUafJk88G8f78Z/jtxIkENSi/Lkt54w7dzvv66YOpS0MaMyfqYn5/n4MbXLSJC8vfPuS50oAAAAAAUlHr1zPRWQ4dKH35owos+faQVK8w9kZJ0M/7gQXOv5/XX3UOYwECz7sqwYVJwsHkALru/wUr6ekUOh3TPPWYdmocekj7/XEpOlsaOlT77zAR4rVoVdi3hK18fuN20qWSGkHYqyQ/cEtCgwJUpY54MePjhrIOaUaNMUOOcnxMoiU6fln78UfrmGzMf7z//+Ha+w5EeQjgcmTdP+30p6+3+48elxMS8tYVTWppZPNLXBSQ9iYjIPsQ5d44OFAAAAICCFR4uvf++mcrq0UfNzfhp06Q1a8wN+WrVCruGebN9u7mv8/77UlJS+v6yZaX77zf3fi69NH3/qlWen3iXivcT776qXFmaN88ENA8+aGaZ2bzZ3FB+9FEz80R4eGHXEt6aP9+38tOmSaNHS5UqmeCyqNi4UZozJ0RbtjTUqlUh6tu36N4HKckP3BLQwDbOoCbjiJoTJ0xQ88gj6UHNPfd4DmqK0z8agNOOHSaM+eYb8wGRnJz7a40da7bCNm6cGT7qrbvuknr1MlOjZbclJmb+3henT5vN1+ArK//+tzRwoFn4s1o1qUqVojHab+NG0xk8cUKKipJ69uTfQgAAAKAocTik++6Tmjc3U579+acZWdO0qfTRR9L11xd2DX1jWWYU0EsvSV995X6senWz7vDgwWbK+4s51yvatMn8HXP8uJn6rEeP0vl3TM+eZl2akSPN6BnLMmsYffGF9NZbxe93ozQ6fVpau9a3c6ZPN5tkwsxKlaSKFc3XjNvF+5zrWuU396nCQiTV0oIFZlmKohiclvQRSwQ0sF3ZsiY1fvhh6b//lV55xdxo/Ocfs++FF9yDmuL2jwZKt6QkacmS9FAmq8XgGjWSWrSQZs3y/tpFZdHEHj18C2geeyx3H4xpaabjk1Ow482Wmur76y9aZLaMypdPD2wyfrUjxCmpc60CAAAAJdWVV0rr10t33il995109KjUtat58G7MGDPlc1GWmmqCg5deMgFTRldcIY0YId1+u5nWLCeNGxevG6YFKTra3Kzv08fMJrN7t5SQIHXpYh4SnDxZiokp7Foio4QEacECs/38c94evj150mw7duRcNizMuyCnUiXzAKc3a/wW9lRhycnpD9g6t8TEzPsy7l+50rfXmD+/eP17Q0CDQlO2rOmQPPKI56Bm4kTzBMb//mc6MZ4U5/kFUXLs25ceyCxaZOYZvlhYmHTttWbe2RtuME8ZSeamuzdPARSlRRObNDH1Keh6Z1yfJi8sy0xv9p//mI5uXhw5Yrbffsu6TFYhjvNrbkKcwu5AAQAAAMidmBhzU/f5583fJJZlZiVYtUr64APz90NRc/as9O675j7Nrl3ux7p2NQved+rk3c1gZK1TJ+n3383vw+TJ5iHF2bNNmPff/0q9e9PGhSUlRVq9Oj2U2bIlb9d76ikpIEA6dMis35RxO3066/POnjXhUEJCzq8RGJg5uPEU5Nx7r/dThf34o3cBii/7L1zwpeVyJ+O6WMUBAQ0KnTOoyTii5uRJ6e+/pWeeyfn84jq/IIov5we1M5TZtMlzuZo1TSBz001Shw6ep+57553iuWhicaq3w2ECsjvv9C2g+eorMwfwvn3SX3+5f923L+vguCBCnJI81yoAAABQ0vn5mZlEWrc2oyaOHJF++EFq1sysS1NUFok/fNislXHxg7IBAVLfviaYadSo8OpXEoWFSS++KN1xh/m7b+NGcxP/X/+SPvxQev118zciCt6JE+b/ywULzP2eY8cylwkJMQ/fdutmZkT59decr9uunfTcc1kfP3s2c3CT1fee6uR04YK5l/r33znXyRvLlhWd9XL8/X2bGSU6uuDqUhAIaFBkREWZp0mcI2peein7FDmj4ji/IIqXI0ek7783H9Lff+85jQ8MlNq3l2680YQyderk/LRLXFzxXDSxONbb15E/N9+cfZmzZ03H5+LwJuPXrDpPvoQ4ZcqU7LlWAQAAgNLiuuukDRvMyIhVq8zfDO3aSa++Kj3wQOGNlti50zzMNnu2dP58+v4yZaShQ819GkKCgtW8ubRmjfTyy2Ya66Qk6euvpcWLTYBz771Ff0q84sayzDRjzlEyy5Z5DgGqVDGBTLduZtRTWJjZf911+fPgaliYFBtrtpwkJ5sg1VOIc/G+w4fNqCy7hYSYtXMybpGRmfd5uz88XNq61Uyr6K2iskSAtwhoUOQ4g5qzZ806M9769FNuSiL/WJa5ef7NN2b75Rez72KVK6cHMtdem7vpuDIumjhnzjlt3vyPGja8VH36hBbp3+niuNhjfo78CQuTatc2W1bOnk0fcZNVkJNTiOOr4jbXKgAAAFCaVK1qbrqPHCm99pp56v2hh6QVK6S33y64RcE9WbnSBAJffOH+926VKmYt0SFDzKwnsEdgoFmTuWdP0/bLlpkpoe6/X5ozx/x+1K1b2LUs3pKTTbs6Q5ms1g1u2dI8tNmtm3nY01N4WhgPrgYFmf8/q1TJuWxqqhkJlzG0efNN7x8Alcy9ha5dvQtVnFtAAaQNdk21X1gIaFBkZXxqwxvPPWf+4atZU7rsMvM141a5Mk8blAYbN5ob1CdOmLCvZ0/v/2FOTJT+7//MKJlvv5X2789cxuEww9KdocwVV+TfU06NG0vVqydpyZLN6tAhRlFRBbTafD4rTos92t2BCgszI6nq1Mm6zJkzZiROViHOH3+Yp6e8VdzmWgUAAABKm6AgacoU6aqrzN8mp0+bG/C//SbNmyfVr19wr52aaqZzfvnlzAtvN25spjG74w5TRxSOunVNiDd9ugnyTp0yD0c2aWIeaB4xwoQ58M7hw2ZdnwULzBRmp05lLhMRIV1/vQlkbrzRrNXijaL84Kq/v1mDpmJFqWFDs2/HDt8Cmp49pbFjC6Z+vipOU+37ioAGRVZUlO/n7N9vthUrMh8LDnYPbi7+78jIPFfZo7wEBvBefLznm+7jx2d90905nPWbb0wgs3Sp58XKoqPNEwM33SR16VI0F3GE94raiKXw8OxDnHHjzO+xt4rbXKsAAABAaXX77eb+QK9eZhHybdukK6+UZswwa5Dkp3PnpPfeM1OZ7dzpfuy668xN/86dWZS+qPDzM9PLdetmpr/76ivz4N7TT5sZZGbMkFq0KOxaFk2WJf3+e/oomdWrPc+Ictll6aNk2rfP23orxeXB1R49fLu/UJSmCiuOU+17i4AGRZav/2j06iWdPCnt3i39+adZyD2jpCRp+3azeVKhgvuIm4wBTtWqJnn2RW4CA+TOzp1S27ZZp+jLlpmUfdUq87NcsiR96rLduz2f06RJ+iiZVq0KZogmCldxGbFUnDtQAAAAALJXt66ZUnvoULMo/JkzUp8+5sHTyZPzPpLlyBGz0Py0aWYkgZO/vwmBhg/3bW0H2KtKFTMF3WefSQ8/bKar2rjR3Kf497/N34rONVFKgo0bpTlzQrRlS0OtWhWivn29Cz7OnZN+/jk9lPnrr8xl/Pykq69OX0+mXr3SF0gW96nCivKIpbzgliOKLF//0Zg7N/37lBQzPdDu3e7bnj3mq6cb+YcPm+2XXzIfCwyUatTIPG2aM8S5eLSPL4EBIU3eDR6c81odR46YDsz582ZdkIuFh5unhm66SbrhBhZARNFR3DtQAAAAALIXHi69/765efzoo2adjGnTzKLxn34qVa9uyvly83rXLunVV83DoefOpe+PiDALzj/6aPp1UbQ5HFLv3mbd22HDpNmzzeLvL79sblK//bZZvD6j4jabi/tDziGSamnBArM2dVYPOf/zj3nwdsEC6ccfPd/riYoy93i6dTMzo5QrV/DvpagrCVOFFZcRS94ioEGRltt/NAICpNhYs138ISWZ+SadYc3FAc6ePaYzlNGFC+bDIqvFw6Kj3YObefO8Cwzuvtskv8i9jRu9nz/z4sXYa9dOHyWT1+GsQEEqCR0oAAAAAFlzOKT77pOaNzdTn+3dax4gbdZMeukladYs725e//KLuXH/+efmJr7TpZeaUObee3M3pTwKX0yM9O67Ut++ZsRVQoIJ4q691jy4+tJLZlH44jabi7cPOa9YYWbOcY6SWb/ec/n69dNHybRty4woFyvJU4UVV/yKokgrqH80ypQxT6U3aZL5WFqaSeGzGn1z4EDmc44fl9atM5svli0zw/JKUuprl+Rk8zOZONG382rWlB55xAQztWsXTN2A/EYHCgAAACgdrrzS3Fu4806zsLnzhntWnDevn33WTJF28d8LDRqYacz69s37dGkoGq6/Xtq8WRozRpoyxayvMnOm9OWXZnr/xETP5xXV2Vy8nRWlYUPP6wYHBkodOpj1ZG66SapVq2DqWZIUtbV5SzsCGhR5dv+j4ednpreqWtWMqrjYmTPmKQVP4c3u3e5Dh71x1VVmvte4OPMhEheX/t+lfbFvZ1i2Y4f0xx/mq3Pbs0dKTfX9mjffbJ4aAoqbkjrXKgAAAAB3MTFmhMDzz5ub8Dk5csSMvsnommukESPMtE6lbZ2N0iA8XHrlFemOO6R77jGBTU4hh1T0ZnP57TfvZ0XJGM5UqGDCmG7dpM6dzYPY8F1xWZu3pCOgQbFRVP7RCA83T6A0aJD5mGWZ4cIzZnh/vdOnpeXLzXaxcuXcA5uM/12xYsF2snK7MFtuHD+eHrxkDGJ27vQ8h2helPbQC8VfSZtrFQAAAEBmfn7mAUNvApqM5/TubUbMNG9ecHVD0dGqlRlx9fjj0uuve3fOsmXSe++ZNYiSk9O3Cxfcv89qny9lc9rnaURMdtq3l1580Yw08/Pzvb2AooiABshHDodUpYpv59SsaYKdvXvd54eVzJopv/5qtotFRGQd3lSpkvsPqtwszOaNc+fM3KieghhvnvJwio6W6taV6tQxW3CweSrIWz16+F53AAAAAADsNn++b+UfeUR69dWCqQuKrqAgM6LEFwMHFkxdClrTpiaUAkoSAhogn/XoYRZf89b8+eZp+ORkE9LEx5tt1670/969O/NTBadPm6Ggv/2W+ZrBwemhzcXhTY0aWS+Q5u3CbFnNV5qaKv35p/tUZM4g5s8/TRDljZAQsz6MM4SpUyc9lImJyVz+q6+8GxLbrh0jDwAAAAAAxcOJE76V9/ZvbpQ8vv6u5AeHw9x/Cgw0IVHGzdt9mzZJGzZ4/5rMioKSiIAGyGdNmpggwNfAICjIhBKeFq5PTZX27UsPbC4OcC5e9yYpSdq61WwXCwiQYmM9hzdDhni3MNudd0ovvZQ5iImPN0GTN/z8TD08hTBVq/o2Auidd0xwlF3dy5c35QAAAAAAKA6ionwrz83r0svX35Xu3c10eL4GKhn3+fvnvd4bN5p1mb3FrCgoiQhogAKQ34GBv78Z+VKjhnTtte7HLEs6cCDr8ObkSffyKSnpx3Jr9WoTLnmjUiX3EMYZxNSsaZ60yA9xcWZUT/rUbO7yMjUbAADF3caNZsTuiRPmj/eePRlRCgBAceDrDB3cvC69fP1deeaZotEfzO1DzkBJQkADFAA7AwOHQ6pc2WwXhyaWZdaxySq8OXw4768vmfVwLg5hnFvZsvnzGjmJi5OWLjXDY+fPl44fN08P9ejBBzgAoHRyX1cu3fjxPLwAAEBxwM1reKs4/64wKwpKOwIaoIAUhcDA4TBrtsTEeF5E7dSp9MBmyhRp5Urvr92pkzRmjAlhKlc2r1UUNG5ctDoaAAAUhryuKwcAAIoGbl7DW8X1d4VZUVDaEdAABawoBwZlykhNm5ptyxbfApr27aWOHQusagAAIA8GD/ZuXbm77zYPlCB/Ma0cACC/cPMa3irOvysZH3KeM+ecNm/+Rw0bXqo+fULpQ6HEI6ABIIm5bQEAKCk2bvRuegvJlNu0ifAgvzCtHACgIHDzGt4qCrO55EXjxlL16klasmSzOnSIUVRUaGFXCShwBDQAJBXv+UoBACjt0tKkffukP/6QXnnFt3Pnz+dzPT8wrRwAoKBx8xreKsqzuQBwR0ADwKW4zlcKAEBpkZgo7dhhgpjt283XP/4w+86dy90133hDOn9euvZa6aqrpFDu9eQK08oBAAAA8BUBDQCX4jxfKQAABW3jRmnOnBBt2dJQq1aFqG/fgnkyMTVV+vPP9PAlYxDzzz/5/3oHD0oTJ5otONiMAunUyQQ2V14pBfAXQ45KyrRydv2OAwAAADD4cwuAG+a2BQDAnfu6IiGSamnBAmnSpLw9vHDypOcQZudOKSnJu2sEB0u1a0t166Zvfn7SnXd6X49y5aRjx8x/JyVJP/9stjFjpMhIqUOH9MCmYUNzfRinT0u//SY995xv5918s9SqlXTJJZ63ihXtDcYK6nccJdPGjWZqxBMnpKgoqWdPgjwAAIDcIqAB4BFz2wIAkPd1RVJSpISEzCHMH3+YkSveuvRS9xCmbl2pXj2penXJ3z9z+bff9n5duSVLpK1bpUWLpJ9+khYvNuGRZKZUW7DAbJJUoYIJa5yBTc2aksPh/fsozk6dkjZskNatk9avN1//+EOyLN+v9eefZsuKw2Gmlc0qwMm4RUfn7WfA2jmFp7iNWHIP8tKNH0+QBwAAkFsENAAAAEAWvF1XZMAAafLkzEFMfLx04YJ3rxUaKtWpkzmIqVNHKlPGt3r7sq6cwyE1aGC2Rx4xodL69emBzfLlZo0aSTp8WPrkE7NJUo0a6WFNp05S5cq+1bOoOn48PYxxBjI7d+bf9aOjzWils2c9H7cs09aHD0u//579tQIDcw5xKlUyX8PDM5/P2jn2K44jlgjyAAAACgYBDQAAAOCBL+uKrFplbl56o1q1zCFM3bpmf35NH5aXdeUCAqSWLc02apQJZ1atSg9sfv3VrJMjSXv3SrNmmU2SLr88PbDp2NFMf1TUHTliAhjnqJj166Xdu7M/x9/fBFrNm0vNmpkAbeBA719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\n",
+      "text/plain": [
+       "<Figure size 2000x2000 with 12 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax = plt.subplots(4,3,figsize=(16,16),sharey=True)\n",
+    "ax = ax.ravel()\n",
+    "for i,c in enumerate(sample_complexity.columns):\n",
+    "    ax[i].plot([int(j) for j in range(1,11)],sample_complexity[c],marker='o',color='blue')\n",
+    "    ax[i].set_xticks([int(j) for j in range(1,11,2)])\n",
+    "    ax[i].set_xticklabels([str(10*j)+'%' for j in range(1,11,2)])\n",
+    "    ax[i].set_title(f\"{c}\",fontsize=14)\n",
+    "    ax[i].grid(True)\n",
+    "    ax[i].spines['top'].set_visible(False)\n",
+    "    ax[i].spines['right'].set_visible(False)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 4a91f70869cac813aebdce492f113584ab434f8d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 24 Apr 2021 01:28:45 -0700
Subject: [PATCH 137/165] Update readme.md

---
 Pytest/readme.md | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/Pytest/readme.md b/Pytest/readme.md
index bdba607..05f0f0a 100644
--- a/Pytest/readme.md
+++ b/Pytest/readme.md
@@ -46,11 +46,14 @@ test_linear_model.py::test_raised_exception PASSED
 
 ### Notes on the test module
 
-- Note, how the `test_linear_model.py` contains 9 functions with names starting with `test...`. Those contain the actual test code. It also has a couple of data constructor functions whose names do not start with `test...` and they are ignored by Pytest.
+- Note, how the `test_linear_model.py` contains 9 functions with names starting with `test...`. Those contain the actual test code. 
+- It also has a couple of data constructor functions (`random_data_constructor` and `fixed_data_constructor`) whose names do not start with `test...` and they are ignored by Pytest. The `random_data_constructor` even takes a `noise_mag` argument which is used to control the magnitude of noise to test the expected behavior of a linear regression algorithm. Refer to the `test_noise_impact` function for this.
 
 - Note that we need to import a variety of libraries to test all kind of things e.g. we imported libraries like `joblib`, `os`, `sklearn`, `numpy`, and of course, the `train_linear_model` function from the `linear_model` module.
 - Note the **clear and distinctive names** for the testing functions e.g. `test_model_return_object()` which only checks the returned object from the `train_linear_model` function, or the `test_model_save_load()` which checks whether the saved model can be loaded properly (but does not try to make predictions or anything). **Always write short and crisp test functions with a singular focus**. 
-- For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the R^2 ([regression coefficient](https://www.geeksforgeeks.org/python-coefficient-of-determination-r2-score/)) scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. Note, how it uses a **special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement**. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
-- Take a look at the `random_data_constructor` and `fixed_data_constructor` functions too to see how they are designed and used in the test code. The `random_data_constructor` even takes a `noise_mag` argument which is used to control the magnitude of noise to test the expected behavior of a linear regression algorithm. Refer to the `test_noise_impact` function for this.
-- Finally, take a look at the `test_wrong_input_raises_assertion` function which tests **if the original modeling function raises the correct Exception and messages** when fed with various types of wrong input arguments. Always remember that **Pytest (or any testing module for that matter) is not to be used for error-handling** (e.g. a wrong input type). The developer (ML sofware engineer in this case) must write the necessary error-checking and handling code. In this example, we write a bunch of `assert` statements in the original `train_linear_model` function and wrap them around a whole `try...except` block. The test code only checks if we are returning the `AssertionType` error for those wrong input cases and if the correct error message is being printed for the end user.
-- The `test_raised_exception` function tests the **rise of other exception types (i.e. different from the `AssertionError` that could be raised by the `assert` statements in the function module)** during runtime using a special Pytest feature - [the `pytest.raises` context manager](https://docs.pytest.org/en/reorganize-docs/new-docs/user/pytest_raises.html).
+- For checking the predictions i.e. whether the trained model really works or not, we have the `test_loaded_model_works()` function which uses a fixed data generator with no noise (as compared to other cases, where we can use a random data generator with random noise). It passes on the fixed `X` and `y` data, loads the trained model, checks if the R^2 ([regression coefficient](https://www.geeksforgeeks.org/python-coefficient-of-determination-r2-score/)) scores are perfectly equal to 1.0 (true for a fixed dataset with no noise) and then compare the model predictions with the original ground truth `y` vector. 
+- Note, how the aforementioned function uses a **special Numpy testing function `np.testing.assert_allclose` instead of the regular `assert` statement**. This is to avoid any potential numerical precision issues associated with the model data i.e. Numpy arrays and the prediction algorithm involving linear algebra operations.
+- The `test_model_works_data_range_sign_change` function tests the expected behavior of a linear regression estimator - that the regression scores will still be 1.0 no matter the range of the data (scaling the data by 10e-9 or 10e+9). It also changes the expected behavior if the data flips sign somehow.
+- The `test_additive_invariance` function tests the additive invariance property of the linear regression estimator. **Similarly, you should think about the special properties of your ML estimator and write customized tests for them**.
+- Take a look at the `test_wrong_input_raises_assertion` function which tests **if the original modeling function raises the correct Exception and messages** when fed with various types of wrong input arguments. Always remember that **Pytest (or any testing module for that matter) is not to be used for error-handling** (e.g. a wrong input type). The developer (ML sofware engineer in this case) must write the necessary error-checking and handling code. In this example, we write a bunch of `assert` statements in the original `train_linear_model` function and wrap them around a whole `try...except` block. The test code only checks if we are returning the `AssertionType` error for those wrong input cases and if the correct error message is being printed for the end user.
+- Finally, the `test_raised_exception` function tests the **rise of other exception types (i.e. different from the `AssertionError` that could be raised by the `assert` statements in the function module)** during runtime using a special Pytest feature - [the `pytest.raises` context manager](https://docs.pytest.org/en/reorganize-docs/new-docs/user/pytest_raises.html).

From cbece6c5eae3190b5e3cfb2cc67f91f9991cf114 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Apr 2021 23:24:22 -0700
Subject: [PATCH 138/165] Add files via upload

---
 ...SV vs. PyArrow parquet reading speed.ipynb | 612 ++++++++++++++++++
 1 file changed, 612 insertions(+)
 create mode 100644 Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb

diff --git a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb
new file mode 100644
index 0000000..47e2a20
--- /dev/null
+++ b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
@@ -0,0 +1,612 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "e60f16d5-0aee-4935-9fd0-0bcbc3905411",
+   "metadata": {},
+   "source": [
+    "# Pandas vs. PyArrow file reading speed comparison\n",
+    "\n",
+    "## Dr. Tirthajyoti Sarkar, Fremont, CA, April 2021\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "812531a4-bb0e-49a2-9604-ec566c8359d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pyarrow.parquet as pq\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c878d7cc-0f58-4674-8055-7567beed9cc2",
+   "metadata": {},
+   "source": [
+    "## Create CSV files of various sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0853d6e6-e6e4-4d6b-8dc0-b3391dd0fea3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Size of file with 5325 rows: 9.999 MB\n",
+      "Size of file with 10650 rows: 19.999 MB\n",
+      "Size of file with 15975 rows: 30.003 MB\n",
+      "Size of file with 21300 rows: 40.01 MB\n",
+      "Size of file with 26625 rows: 50.014 MB\n",
+      "Size of file with 31950 rows: 60.02 MB\n",
+      "Size of file with 37275 rows: 70.024 MB\n",
+      "Size of file with 42600 rows: 80.03 MB\n",
+      "Size of file with 47925 rows: 90.033 MB\n",
+      "Size of file with 53250 rows: 100.039 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(1,11):\n",
+    "    a = np.random.normal(size=(int(5325*i), int(1e2)))\n",
+    "    df = pd.DataFrame(a, columns=[\"C\" + str(i) for i in range(100)])\n",
+    "    fname = \"test\"+str(i)+\".csv\"\n",
+    "    df.to_csv(fname)\n",
+    "    print(f\"Size of file with {5325*i} rows: {round(os.path.getsize(fname)/(1024*1024),3)} MB\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f889311a-b24f-4188-83b7-d4d1aef507d8",
+   "metadata": {},
+   "source": [
+    "## Create Parquet (compressed) files from the same CSV files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "940d6fd5-1c47-4a2d-8b5d-300976a5f354",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Created test1_parquet.zip\n",
+      "Created test2_parquet.zip\n",
+      "Created test3_parquet.zip\n",
+      "Created test4_parquet.zip\n",
+      "Created test5_parquet.zip\n",
+      "Created test6_parquet.zip\n",
+      "Created test7_parquet.zip\n",
+      "Created test8_parquet.zip\n",
+      "Created test9_parquet.zip\n",
+      "Created test10_parquet.zip\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(1,11):\n",
+    "    fname = \"test\"+str(i)+\".csv\"\n",
+    "    parquet_name = \"test\"+str(i)+\"_parquet.zip\"\n",
+    "    df = pd.read_csv(fname)\n",
+    "    df.to_parquet(parquet_name,compression=\"gzip\")\n",
+    "    print(f\"Created {parquet_name}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33b7f5df-7d78-450d-bf21-309ceaeabde7",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "## Reading speed of CSV (in Pandas) and Parquet files (with `PyArrow`)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f90897c2-c99f-4974-b52f-fa8f34b6f5d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done for file # 1\n",
+      "Done for file # 2\n",
+      "Done for file # 3\n",
+      "Done for file # 4\n",
+      "Done for file # 5\n",
+      "Done for file # 6\n",
+      "Done for file # 7\n",
+      "Done for file # 8\n",
+      "Done for file # 9\n",
+      "Done for file # 10\n"
+     ]
+    }
+   ],
+   "source": [
+    "t_read_pd,t_read_arrow = [],[]\n",
+    "\n",
+    "for i in range(1,11):\n",
+    "    fname = \"test\"+str(i)+\".csv\"\n",
+    "    parquet_name = \"test\"+str(i)+\"_parquet.zip\"\n",
+    "    t1 = time.time()\n",
+    "    df1 = pd.read_csv(fname)\n",
+    "    t2 = time.time()\n",
+    "    delta_t = round((t2 - t1), 3)\n",
+    "    t_read_pd.append(delta_t)\n",
+    "    t1 = time.time()\n",
+    "    df2 = pq.read_table(parquet_name)\n",
+    "    t2 = time.time()\n",
+    "    delta_t = round((t2 - t1), 3)\n",
+    "    t_read_arrow.append(delta_t)\n",
+    "    print(f\"Done for file # {i}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9e0f4eff-c3f9-4088-8785-4db160116975",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t_read_pd = np.array(t_read_pd)\n",
+    "t_read_arrow = np.array(t_read_arrow)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "86dfb137-3143-4ac4-970f-2d50cafc0bfe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(11, 5))\n",
+    "plt.plot(\n",
+    "    [10*i for i in range(1, 11)], t_read_pd/t_read_arrow, \"bo--\", linewidth=2, markersize=8\n",
+    ")\n",
+    "plt.grid(True)\n",
+    "plt.title(\n",
+    "    \"Ratio of Pandas to Arrow time to read files with increasing size\",\n",
+    "    fontsize=16,\n",
+    ")\n",
+    "plt.xticks([10*i for i in range(1, 11)],fontsize=14)\n",
+    "plt.xlabel(\"Size (MB)\", fontsize=14)\n",
+    "plt.ylabel(\"Ratio of Pandas/Arrow read time\", fontsize=14)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0352195e-0d21-4cf3-b953-4c95a0f5dd88",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "## What's the order of read time? Seconds, milliseconds?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "hybrid-immigration",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time taken to read 2 columns of a 100 MB (53250 rows) CSV file with Pandas: 1.107 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "t1 = time.time()\n",
+    "df1 = pd.read_csv(\"test10.csv\", usecols=[\"C1\", \"C99\"])\n",
+    "t2 = time.time()\n",
+    "delta_t = round((t2 - t1), 3)\n",
+    "print(\n",
+    "    \"Time taken to read 2 columns of a 100 MB (53250 rows) CSV file with Pandas:\",\n",
+    "    delta_t,\n",
+    "    \"seconds\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1fe506be-0aa7-4ae8-9363-a56ff5ae0cb6",
+   "metadata": {},
+   "source": [
+    "#### The reading speed of the 100 MB CSV file with `pd.read_csv()` is about 0.6 seconds."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "suffering-stake",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>C1</th>\n",
+       "      <th>C99</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.692951</td>\n",
+       "      <td>-0.799652</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-1.065218</td>\n",
+       "      <td>-0.200694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.023773</td>\n",
+       "      <td>-1.928832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.298594</td>\n",
+       "      <td>-1.340441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.021031</td>\n",
+       "      <td>0.295909</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         C1       C99\n",
+       "0 -0.692951 -0.799652\n",
+       "1 -1.065218 -0.200694\n",
+       "2  0.023773 -1.928832\n",
+       "3 -0.298594 -1.340441\n",
+       "4  1.021031  0.295909"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "assumed-harvard",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time taken to read 2 columns of the identical 53250 rows zipped parquet file with PyArrow: 0.019 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "t1 = time.time()\n",
+    "df2 = pq.read_table(\"test10_parquet.zip\", columns=[\"C1\", \"C99\"])\n",
+    "t2 = time.time()\n",
+    "delta_t = round((t2 - t1), 3)\n",
+    "print(\n",
+    "    \"Time taken to read 2 columns of the identical 53250 rows zipped parquet file with PyArrow:\",\n",
+    "    delta_t,\n",
+    "    \"seconds\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d8c9230-179e-45fe-be85-120d8286f5d8",
+   "metadata": {},
+   "source": [
+    "#### The reading speed of the same file (in the parquet gzipped version) with `pq.read_table()` is about 0.012 seconds!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "joint-safety",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>C1</th>\n",
+       "      <th>C99</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.692951</td>\n",
+       "      <td>-0.799652</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-1.065218</td>\n",
+       "      <td>-0.200694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.023773</td>\n",
+       "      <td>-1.928832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.298594</td>\n",
+       "      <td>-1.340441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.021031</td>\n",
+       "      <td>0.295909</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         C1       C99\n",
+       "0 -0.692951 -0.799652\n",
+       "1 -1.065218 -0.200694\n",
+       "2  0.023773 -1.928832\n",
+       "3 -0.298594 -1.340441\n",
+       "4  1.021031  0.295909"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Convert from PyArrow table to dataframe\n",
+    "df3 = df2.to_pandas()\n",
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a8339aab-9d39-4e0d-bcdf-21b61368e856",
+   "metadata": {},
+   "source": [
+    "#### The dataframes `df1` and `df3` are the same, as expected."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c8dfadbf-918e-4257-8271-076717c3fab3",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "## Reading a small number of columns is much faster with Arrow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "deluxe-absence",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done for 2 columns\n",
+      "Done for 4 columns\n",
+      "Done for 6 columns\n",
+      "Done for 8 columns\n",
+      "Done for 10 columns\n",
+      "Done for 12 columns\n",
+      "Done for 14 columns\n",
+      "Done for 16 columns\n",
+      "Done for 18 columns\n",
+      "Done for 20 columns\n",
+      "Done for 22 columns\n",
+      "Done for 24 columns\n",
+      "Done for 26 columns\n",
+      "Done for 28 columns\n",
+      "Done for 30 columns\n",
+      "Done for 32 columns\n",
+      "Done for 34 columns\n",
+      "Done for 36 columns\n",
+      "Done for 38 columns\n",
+      "Done for 40 columns\n",
+      "Done for 42 columns\n",
+      "Done for 44 columns\n",
+      "Done for 46 columns\n",
+      "Done for 48 columns\n",
+      "Done for 50 columns\n",
+      "Done for 52 columns\n",
+      "Done for 54 columns\n",
+      "Done for 56 columns\n",
+      "Done for 58 columns\n",
+      "Done for 60 columns\n",
+      "Done for 62 columns\n",
+      "Done for 64 columns\n",
+      "Done for 66 columns\n",
+      "Done for 68 columns\n",
+      "Done for 70 columns\n",
+      "Done for 72 columns\n",
+      "Done for 74 columns\n",
+      "Done for 76 columns\n",
+      "Done for 78 columns\n",
+      "Done for 80 columns\n",
+      "Done for 82 columns\n",
+      "Done for 84 columns\n",
+      "Done for 86 columns\n",
+      "Done for 88 columns\n",
+      "Done for 90 columns\n",
+      "Done for 92 columns\n",
+      "Done for 94 columns\n",
+      "Done for 96 columns\n",
+      "Done for 98 columns\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_cols = [\"C\" + str(i) for i in range(100)]\n",
+    "t_pandas, t_arrow = [], []\n",
+    "for i in range(2, 100, 2):\n",
+    "    cols = list(np.random.choice(all_cols, size=i))\n",
+    "    t1 = time.time()\n",
+    "    df1 = pd.read_csv(\"test10.csv\", usecols=cols)\n",
+    "    t2 = time.time()\n",
+    "    delta_t_pandas = round((t2 - t1), 3)\n",
+    "    t_pandas.append(delta_t_pandas)\n",
+    "    t1 = time.time()\n",
+    "    df2 = pq.read_table(\"test10_parquet.zip\", columns=cols)\n",
+    "    t2 = time.time()\n",
+    "    delta_t_arrow = round((t2 - t1), 3)\n",
+    "    t_arrow.append(delta_t_arrow)\n",
+    "    print(f\"Done for {i} columns\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "touched-stockholm",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t_pandas = np.array(t_pandas)\n",
+    "t_arrow = np.array(t_arrow)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "behavioral-chester",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 792x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(11, 5))\n",
+    "plt.plot(\n",
+    "    [i for i in range(2, 100, 2)], t_pandas / t_arrow, \"bo--\", linewidth=2, markersize=8\n",
+    ")\n",
+    "plt.grid(True)\n",
+    "plt.title(\n",
+    "    \"Ratio of Pandas to Arrow time to read a 100 MB CSV file with increasing # of columns\",\n",
+    "    fontsize=15,\n",
+    ")\n",
+    "plt.xticks([i for i in range(0, 100, 10)],fontsize=14)\n",
+    "plt.xlabel(\"No. of columns\", fontsize=14)\n",
+    "plt.ylabel(\"Ratio of Pandas/Arrow read time\", fontsize=14)\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 0bc85b402aab602c87f6b88e187709808415579d Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Apr 2021 23:29:11 -0700
Subject: [PATCH 139/165] Add files via upload

---
 .../Read_data_various_sources/dir.PNG           | Bin 0 -> 50784 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Pandas and Numpy/Read_data_various_sources/dir.PNG

diff --git a/Pandas and Numpy/Read_data_various_sources/dir.PNG b/Pandas and Numpy/Read_data_various_sources/dir.PNG
new file mode 100644
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literal 0
HcmV?d00001


From dc2a56184f05ab87904a6150808b8e1a31d34c59 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Apr 2021 23:29:45 -0700
Subject: [PATCH 140/165] Added directory screenshot

---
 .../Pandas CSV vs. PyArrow parquet reading speed.ipynb | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb
index 47e2a20..88cc202 100644
--- a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
+++ b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
@@ -107,6 +107,16 @@
     "    print(f\"Created {parquet_name}\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f3084faf-b242-4fde-849a-ac574fe594e0",
+   "metadata": {},
+   "source": [
+    "The directory should look like this now...\n",
+    "\n",
+    "![dir](dir.png)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "33b7f5df-7d78-450d-bf21-309ceaeabde7",

From c227f72889b069f17f2d36ea14b08b588259a247 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 25 Apr 2021 23:31:24 -0700
Subject: [PATCH 141/165] Updated image link

---
 .../Pandas CSV vs. PyArrow parquet reading speed.ipynb          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb
index 88cc202..cdfdac1 100644
--- a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
+++ b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
@@ -114,7 +114,7 @@
    "source": [
     "The directory should look like this now...\n",
     "\n",
-    "![dir](dir.png)"
+    "![dir](https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Pandas%20and%20Numpy/Read_data_various_sources/dir.PNG)"
    ]
   },
   {

From 6802f864c3a2369f697caab6d3f086b24ea06855 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 5 May 2021 13:47:33 -0700
Subject: [PATCH 142/165] Add files via upload

---
 Images/ML-DS-cycle-1.png | Bin 0 -> 49029 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Images/ML-DS-cycle-1.png

diff --git a/Images/ML-DS-cycle-1.png b/Images/ML-DS-cycle-1.png
new file mode 100644
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HcmV?d00001


From 36d1b853e7ac172cf606f22676f091cc2e39de08 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 5 May 2021 13:48:21 -0700
Subject: [PATCH 143/165] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index c9c35cc..c74f31d 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,8 @@
 
 ### Dr. Tirthajyoti Sarkar, Fremont, California ([Please feel free to connect on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7))
 
+![ml-ds](https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Images/ML-DS-cycle-1.png)
+
 ---
 
 ## Also check out these super-useful Repos that I curated

From 1b39d99d2321a024e3bb19a64608b04570acb2c4 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 5 May 2021 13:50:02 -0700
Subject: [PATCH 144/165] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c74f31d..bc4c537 100644
--- a/README.md
+++ b/README.md
@@ -13,9 +13,9 @@
 
 ## Also check out these super-useful Repos that I curated
 
-[Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning](https://github.com/tirthajyoti/Papers-Literature-ML-DL-RL-AI)
+- ### [Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning](https://github.com/tirthajyoti/Papers-Literature-ML-DL-RL-AI)
 
-[Carefully curated resource links for data science in one place](https://github.com/tirthajyoti/Data-science-best-resources)
+- ### [Carefully curated resource links for data science in one place](https://github.com/tirthajyoti/Data-science-best-resources)
 
 ## Requirements
 * **Python 3.6+**

From 835aebf41e1b5b33e36cf8a12dfae9c8f7e65f95 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 5 May 2021 22:35:37 -0700
Subject: [PATCH 145/165] Added plot and code for sparsity vs. speed

---
 ...SV vs. PyArrow parquet reading speed.ipynb | 254 ++++++++++++++++--
 1 file changed, 234 insertions(+), 20 deletions(-)

diff --git a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb
index cdfdac1..82c9575 100644
--- a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
+++ b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
@@ -6,15 +6,14 @@
    "metadata": {},
    "source": [
     "# Pandas vs. PyArrow file reading speed comparison\n",
-    "\n",
-    "## Dr. Tirthajyoti Sarkar, Fremont, CA, April 2021\n",
+    "## April, 2021\n",
     "\n",
     "---"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 66,
    "id": "812531a4-bb0e-49a2-9604-ec566c8359d9",
    "metadata": {},
    "outputs": [],
@@ -24,7 +23,10 @@
     "import numpy as np\n",
     "import pandas as pd\n",
     "import pyarrow.parquet as pq\n",
-    "import os"
+    "import os\n",
+    "import sys\n",
+    "import matplotlib as mpl\n",
+    "mpl.rcParams['figure.dpi']=125"
    ]
   },
   {
@@ -129,7 +131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 76,
    "id": "f90897c2-c99f-4974-b52f-fa8f34b6f5d0",
    "metadata": {},
    "outputs": [
@@ -171,7 +173,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 77,
    "id": "9e0f4eff-c3f9-4088-8785-4db160116975",
    "metadata": {},
    "outputs": [],
@@ -182,15 +184,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 78,
    "id": "86dfb137-3143-4ac4-970f-2d50cafc0bfe",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 792x360 with 1 Axes>"
+       "<Figure size 1375x625 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -227,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 79,
    "id": "hybrid-immigration",
    "metadata": {},
    "outputs": [
@@ -235,7 +237,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time taken to read 2 columns of a 100 MB (53250 rows) CSV file with Pandas: 1.107 seconds\n"
+      "Time taken to read 2 columns of a 100 MB (53250 rows) CSV file with Pandas: 1.114 seconds\n"
      ]
     }
    ],
@@ -256,12 +258,12 @@
    "id": "1fe506be-0aa7-4ae8-9363-a56ff5ae0cb6",
    "metadata": {},
    "source": [
-    "#### The reading speed of the 100 MB CSV file with `pd.read_csv()` is about 0.6 seconds."
+    "#### The reading speed of the 100 MB CSV file with `pd.read_csv()` is about 1.114 seconds."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 80,
    "id": "suffering-stake",
    "metadata": {},
    "outputs": [
@@ -329,7 +331,7 @@
        "4  1.021031  0.295909"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -340,7 +342,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 81,
    "id": "assumed-harvard",
    "metadata": {},
    "outputs": [
@@ -348,7 +350,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time taken to read 2 columns of the identical 53250 rows zipped parquet file with PyArrow: 0.019 seconds\n"
+      "Time taken to read 2 columns of the identical 53250 rows zipped parquet file with PyArrow: 0.026 seconds\n"
      ]
     }
    ],
@@ -369,12 +371,12 @@
    "id": "0d8c9230-179e-45fe-be85-120d8286f5d8",
    "metadata": {},
    "source": [
-    "#### The reading speed of the same file (in the parquet gzipped version) with `pq.read_table()` is about 0.012 seconds!"
+    "#### The reading speed of the same file (in the parquet gzipped version) with `pq.read_table()` is about 0.026 seconds!"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 82,
    "id": "joint-safety",
    "metadata": {},
    "outputs": [
@@ -442,7 +444,7 @@
        "4  1.021031  0.295909"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -473,7 +475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 83,
    "id": "deluxe-absence",
    "metadata": {},
    "outputs": [
@@ -596,6 +598,218 @@
     "plt.ylabel(\"Ratio of Pandas/Arrow read time\", fontsize=14)\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6b4ab83-6b96-4d36-aa4d-476d43130883",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "4370323a-7d89-4fe5-8f49-179f1e2aa686",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NaN-filled file written with 2.28%\n",
+      "NaN-filled file written with 5.49%\n",
+      "NaN-filled file written with 11.49%\n",
+      "NaN-filled file written with 21.21%\n",
+      "NaN-filled file written with 34.45%\n",
+      "NaN-filled file written with 50.04%\n",
+      "NaN-filled file written with 65.54%\n",
+      "NaN-filled file written with 78.81%\n",
+      "NaN-filled file written with 88.5%\n",
+      "NaN-filled file written with 94.53%\n"
+     ]
+    }
+   ],
+   "source": [
+    "pct_nan = []\n",
+    "for i in range(11,21):\n",
+    "    a = np.random.normal(size=(int(5325*5), int(1e2)))\n",
+    "    cutoff = -2+0.4*(i-11)\n",
+    "    a = np.where(a < cutoff, np.nan, a)\n",
+    "    p_nan = round(100*np.count_nonzero(np.isnan(a))/a.size,2)\n",
+    "    pct_nan.append(p_nan)\n",
+    "    df = pd.DataFrame(a, columns=[\"C\" + str(i) for i in range(100)])\n",
+    "    fname = \"test\"+str(i)+\".csv\"\n",
+    "    df.to_csv(fname)\n",
+    "    print(f\"NaN-filled file written with {p_nan}%\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "132f13c7-583c-46cd-b1db-3a3fc38006b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Created test11_parquet.zip\n",
+      "Created test12_parquet.zip\n",
+      "Created test13_parquet.zip\n",
+      "Created test14_parquet.zip\n",
+      "Created test15_parquet.zip\n",
+      "Created test16_parquet.zip\n",
+      "Created test17_parquet.zip\n",
+      "Created test18_parquet.zip\n",
+      "Created test19_parquet.zip\n",
+      "Created test20_parquet.zip\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(11,21):\n",
+    "    fname = \"test\"+str(i)+\".csv\"\n",
+    "    parquet_name = \"test\"+str(i)+\"_parquet.zip\"\n",
+    "    df = pd.read_csv(fname)\n",
+    "    df.to_parquet(parquet_name,compression=\"gzip\")\n",
+    "    print(f\"Created {parquet_name}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "b0f53bc3-5a73-496a-b574-b5535227c72c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done for file # 11\n",
+      "Done for file # 12\n",
+      "Done for file # 13\n",
+      "Done for file # 14\n",
+      "Done for file # 15\n",
+      "Done for file # 16\n",
+      "Done for file # 17\n",
+      "Done for file # 18\n",
+      "Done for file # 19\n",
+      "Done for file # 20\n"
+     ]
+    }
+   ],
+   "source": [
+    "t_read_nan = []\n",
+    "m_read_nan = []\n",
+    "\n",
+    "for i in range(11,21):\n",
+    "    parquet_name = \"test\"+str(i)+\"_parquet.zip\"\n",
+    "    t1 = time.time()\n",
+    "    df2 = pq.read_table(parquet_name)\n",
+    "    t2 = time.time()\n",
+    "    delta_t = round(1000*(t2 - t1), 3)\n",
+    "    t_read_nan.append(delta_t)\n",
+    "    m_read_nan.append()\n",
+    "    print(f\"Done for file # {i}\")\n",
+    "t_read_nan=np.array(t_read_nan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "531f5393-d837-48b0-bccb-dfbf3562301c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1375x625 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(11, 5))\n",
+    "plt.plot(pct_nan,t_read_nan, \"bo--\", linewidth=2, markersize=8)\n",
+    "plt.grid(True)\n",
+    "plt.title(\"PyArrow (Parquet) reading time varies with sparsity in the file\",fontsize=16,)\n",
+    "#plt.xticks([10*i for i in range(1, 11)],fontsize=14)\n",
+    "plt.xlabel(\"Sparsity (% of NaN values)\", fontsize=14)\n",
+    "plt.ylabel(\"Read time (milliseconds)\", fontsize=14)\n",
+    "plt.ylim(int(t_read_nan.min()*0.9),int(t_read_nan.max()*1.1))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "920ba2fa-d6a3-4ee3-9105-fa6c5f03c304",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done for file # 11\n",
+      "Done for file # 12\n",
+      "Done for file # 13\n",
+      "Done for file # 14\n",
+      "Done for file # 15\n",
+      "Done for file # 16\n",
+      "Done for file # 17\n",
+      "Done for file # 18\n",
+      "Done for file # 19\n",
+      "Done for file # 20\n"
+     ]
+    }
+   ],
+   "source": [
+    "t_pd_nan = []\n",
+    "for i in range(11,21):\n",
+    "    fname = \"test\"+str(i)+\".csv\"\n",
+    "    t1 = time.time()\n",
+    "    df2 = pd.read_csv(fname)\n",
+    "    t2 = time.time()\n",
+    "    delta_t = round(1000*(t2 - t1), 3)\n",
+    "    t_pd_nan.append(delta_t)\n",
+    "    print(f\"Done for file # {i}\")\n",
+    "t_pd_nan=np.array(t_pd_nan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "f8f91066-2330-4208-b74e-62b4cd712853",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1375x625 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(11, 5))\n",
+    "plt.plot(pct_nan,t_pd_nan, \"bo--\", linewidth=2, markersize=8)\n",
+    "plt.grid(True)\n",
+    "plt.title(\"Pandas (CSV) reading time varies with sparsity in the file\",fontsize=16,)\n",
+    "#plt.xticks([10*i for i in range(1, 11)],fontsize=14)\n",
+    "plt.xlabel(\"Sparsity (% of NaN values)\", fontsize=14)\n",
+    "plt.ylabel(\"Read time (milliseconds)\", fontsize=14)\n",
+    "plt.ylim(int(t_pd_nan.min()*0.9),int(t_pd_nan.max()*1.1))\n",
+    "plt.show()"
+   ]
   }
  ],
  "metadata": {

From 00c2fb3ecd8edd36cf93365828c6b626212b8ea1 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Wed, 5 May 2021 22:39:13 -0700
Subject: [PATCH 146/165] Add files via upload

---
 ...SV vs. PyArrow parquet reading speed.ipynb | 71 +------------------
 1 file changed, 3 insertions(+), 68 deletions(-)

diff --git a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb
index 82c9575..f1e75eb 100644
--- a/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
+++ b/Pandas and Numpy/Read_data_various_sources/Pandas CSV vs. PyArrow parquet reading speed.ipynb	
@@ -603,7 +603,9 @@
    "cell_type": "markdown",
    "id": "a6b4ab83-6b96-4d36-aa4d-476d43130883",
    "metadata": {},
-   "source": []
+   "source": [
+    "## PyArrow (Parquet) reading time varies with sparsity in the file"
+   ]
   },
   {
    "cell_type": "code",
@@ -743,73 +745,6 @@
     "plt.ylim(int(t_read_nan.min()*0.9),int(t_read_nan.max()*1.1))\n",
     "plt.show()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "id": "920ba2fa-d6a3-4ee3-9105-fa6c5f03c304",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done for file # 11\n",
-      "Done for file # 12\n",
-      "Done for file # 13\n",
-      "Done for file # 14\n",
-      "Done for file # 15\n",
-      "Done for file # 16\n",
-      "Done for file # 17\n",
-      "Done for file # 18\n",
-      "Done for file # 19\n",
-      "Done for file # 20\n"
-     ]
-    }
-   ],
-   "source": [
-    "t_pd_nan = []\n",
-    "for i in range(11,21):\n",
-    "    fname = \"test\"+str(i)+\".csv\"\n",
-    "    t1 = time.time()\n",
-    "    df2 = pd.read_csv(fname)\n",
-    "    t2 = time.time()\n",
-    "    delta_t = round(1000*(t2 - t1), 3)\n",
-    "    t_pd_nan.append(delta_t)\n",
-    "    print(f\"Done for file # {i}\")\n",
-    "t_pd_nan=np.array(t_pd_nan)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "id": "f8f91066-2330-4208-b74e-62b4cd712853",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1375x625 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(11, 5))\n",
-    "plt.plot(pct_nan,t_pd_nan, \"bo--\", linewidth=2, markersize=8)\n",
-    "plt.grid(True)\n",
-    "plt.title(\"Pandas (CSV) reading time varies with sparsity in the file\",fontsize=16,)\n",
-    "#plt.xticks([10*i for i in range(1, 11)],fontsize=14)\n",
-    "plt.xlabel(\"Sparsity (% of NaN values)\", fontsize=14)\n",
-    "plt.ylabel(\"Read time (milliseconds)\", fontsize=14)\n",
-    "plt.ylim(int(t_pd_nan.min()*0.9),int(t_pd_nan.max()*1.1))\n",
-    "plt.show()"
-   ]
   }
  ],
  "metadata": {

From 3f89c0c4c994aa06d8f817d4c55851cc17599594 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:39:20 -0700
Subject: [PATCH 147/165] Create Readme.md

---
 Memory-profiling/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Memory-profiling/Readme.md

diff --git a/Memory-profiling/Readme.md b/Memory-profiling/Readme.md
new file mode 100644
index 0000000..0c7f946
--- /dev/null
+++ b/Memory-profiling/Readme.md
@@ -0,0 +1 @@
+## Memory-profiling machine learning code

From d0189ad66d4439bfab00471f91e161e200f64951 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:39:54 -0700
Subject: [PATCH 148/165] Create Readme.md

---
 Memory-profiling/Scalene/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Memory-profiling/Scalene/Readme.md

diff --git a/Memory-profiling/Scalene/Readme.md b/Memory-profiling/Scalene/Readme.md
new file mode 100644
index 0000000..89a7b21
--- /dev/null
+++ b/Memory-profiling/Scalene/Readme.md
@@ -0,0 +1 @@
+## Scalene

From 93f545ca4c83c3e77c54e4c8db4cb8ba3c87f1ce Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:41:42 -0700
Subject: [PATCH 149/165] Add files via upload

---
 Memory-profiling/Scalene/linearmodel.py | 52 +++++++++++++++++++++++++
 1 file changed, 52 insertions(+)
 create mode 100644 Memory-profiling/Scalene/linearmodel.py

diff --git a/Memory-profiling/Scalene/linearmodel.py b/Memory-profiling/Scalene/linearmodel.py
new file mode 100644
index 0000000..b4b3e23
--- /dev/null
+++ b/Memory-profiling/Scalene/linearmodel.py
@@ -0,0 +1,52 @@
+import pandas as pd 
+import pickle
+import numpy as np
+from sklearn.linear_model import LinearRegression
+from sklearn.datasets import make_regression
+
+NUM_FEATURES = 10
+NUM_SAMPLES = 1000
+
+# Make data
+def make_data():
+    X,y = make_regression(n_samples=NUM_SAMPLES,n_features=NUM_FEATURES,
+                      n_informative=NUM_FEATURES,noise=0.5)
+    data = pd.DataFrame(X,columns=['X'+str(i) for i in range(1,NUM_FEATURES+1)],dtype=np.float16)
+    data['y']=np.array(y,dtype=np.float16)
+    return data
+
+# Test/Train
+def test_train(data):
+    X_train,y_train = data.iloc[:int(NUM_SAMPLES/2)].drop(['y'],axis=1),data.iloc[:int(NUM_SAMPLES/2)]['y']
+    X_test,y_test = data.iloc[int(NUM_SAMPLES/2):].drop(['y'],axis=1),data.iloc[int(NUM_SAMPLES/2):]['y']
+    return (X_train,y_train,X_test,y_test)
+
+# Fitting
+def fitting(X_train,y_train):
+    lm = LinearRegression(n_jobs=1)
+    lm.fit(X_train,y_train)
+    del X_train
+    del y_train
+    return lm
+
+# Saving model
+def save(lm):
+    with open('LinearModel.sav',mode='wb') as f:
+        pickle.dump(lm,f)
+        
+def model_run(model,testfile):
+    """
+    Loads and runs a sklearn linear model
+    """
+    lm = pickle.load(open(model, 'rb'))
+    X_test = pd.read_csv(testfile)
+    _= lm.predict(X_test)
+    return None
+
+if __name__ == '__main__':
+    data = make_data()
+    X_train,y_train,X_test,y_test = test_train(data)
+    #X_test.to_csv("Test.csv",index=False)
+    lm = fitting(X_train,y_train)
+    save(lm)
+    model_run('LinearModel.sav','Test.csv')
\ No newline at end of file

From 57817e64123776cf5b425f4793c1534c4446704a Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:42:20 -0700
Subject: [PATCH 150/165] Add files via upload

---
 Memory-profiling/Scalene/mlp.py | 52 +++++++++++++++++++++++++++++++++
 1 file changed, 52 insertions(+)
 create mode 100644 Memory-profiling/Scalene/mlp.py

diff --git a/Memory-profiling/Scalene/mlp.py b/Memory-profiling/Scalene/mlp.py
new file mode 100644
index 0000000..9b2d534
--- /dev/null
+++ b/Memory-profiling/Scalene/mlp.py
@@ -0,0 +1,52 @@
+import pandas as pd 
+import pickle
+import numpy as np
+from sklearn.neural_network import MLPRegressor
+from sklearn.datasets import make_regression
+
+NUM_FEATURES = 10
+NUM_SAMPLES = 1000
+
+# Make data
+def make_data():
+    X,y = make_regression(n_samples=NUM_SAMPLES,n_features=NUM_FEATURES,
+                      n_informative=NUM_FEATURES,noise=0.5)
+    data = pd.DataFrame(X,columns=['X'+str(i) for i in range(1,NUM_FEATURES+1)],dtype=np.float16)
+    data['y']=np.array(y,dtype=np.float16)
+    return data
+
+# Test/Train
+def test_train(data):
+    X_train,y_train = data.iloc[:int(NUM_SAMPLES/2)].drop(['y'],axis=1),data.iloc[:int(NUM_SAMPLES/2)]['y']
+    X_test,y_test = data.iloc[int(NUM_SAMPLES/2):].drop(['y'],axis=1),data.iloc[int(NUM_SAMPLES/2):]['y']
+    return (X_train,y_train,X_test,y_test)
+
+# Fitting
+def fitting(X_train,y_train):
+    mlp = MLPRegressor(max_iter=50)
+    mlp.fit(X_train,y_train)
+    del X_train
+    del y_train
+    return mlp
+
+# Saving model
+def save(mlp):
+    with open('MultiLayerPerceptron.sav',mode='wb') as f:
+        pickle.dump(mlp,f)
+        
+def model_run(model,testfile):
+    """
+    Loads and runs a sklearn linear model
+    """
+    mlp = pickle.load(open(model, 'rb'))
+    X_test = pd.read_csv(testfile)
+    _= mlp.predict(X_test)
+    return None
+
+if __name__ == '__main__':
+    data = make_data()
+    X_train,y_train,X_test,y_test = test_train(data)
+    X_test.to_csv("Test.csv",index=False)
+    mlp = fitting(X_train,y_train)
+    save(mlp)
+    model_run('MultiLayerPerceptron.sav','Test.csv')
\ No newline at end of file

From 218a4e29001994b75cc847ce2888512e5bc16c31 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:45:27 -0700
Subject: [PATCH 151/165] Add files via upload

---
 Memory-profiling/Scalene/scalene-1.PNG | Bin 0 -> 177693 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Memory-profiling/Scalene/scalene-1.PNG

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Ccnfd<

literal 0
HcmV?d00001


From 35a46a0e01092ce215a6f3190b1acfe45bff4794 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:46:02 -0700
Subject: [PATCH 152/165] Update Readme.md

---
 Memory-profiling/Scalene/Readme.md | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/Memory-profiling/Scalene/Readme.md b/Memory-profiling/Scalene/Readme.md
index 89a7b21..026f2af 100644
--- a/Memory-profiling/Scalene/Readme.md
+++ b/Memory-profiling/Scalene/Readme.md
@@ -1 +1,17 @@
 ## Scalene
+
+### Install
+`pip install scalene`
+
+### Run
+`scalene <yourapp.py>`
+
+### Example output
+
+If you run the `mlp.py`
+
+`scalene mlp.py`
+
+You may see something like,
+
+![scalene-1](https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Memory-profiling/Scalene/scalene-1.PNG)

From 12c09b61ffaf7381f6d97d0864099b11ce8f2bdf Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 14:48:24 -0700
Subject: [PATCH 153/165] Update Readme.md

---
 Memory-profiling/Scalene/Readme.md | 18 +++++++++++++++---
 1 file changed, 15 insertions(+), 3 deletions(-)

diff --git a/Memory-profiling/Scalene/Readme.md b/Memory-profiling/Scalene/Readme.md
index 026f2af..eb32d56 100644
--- a/Memory-profiling/Scalene/Readme.md
+++ b/Memory-profiling/Scalene/Readme.md
@@ -3,15 +3,27 @@
 ### Install
 `pip install scalene`
 
-### Run
-`scalene <yourapp.py>`
+### Run (on CLI)
+`$ scalene <yourapp.py>`
 
 ### Example output
 
 If you run the `mlp.py`
 
-`scalene mlp.py`
+`$ scalene mlp.py`
 
 You may see something like,
 
 ![scalene-1](https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Memory-profiling/Scalene/scalene-1.PNG)
+
+### Features
+Here are some of the cool features of Scalene. Most of them are self-explanatory and can be gauged from the screenshot above,
+
+- **Lines or functions**: Reports information both for entire functions and for every independent code line
+- **Threads**: It supports Python threads.
+- **Multiprocessing**: supports use of the multiprocessing library
+- **Python vs. C time**: Scalene breaks out time spent in Python vs. native code (e.g., libraries)
+- **System time**: It distinguishes system time (e.g., sleeping or performing I/O operations)
+- **GPU**: It also can report the time spent on an NVIDIA GPU (if present)
+- **Copy volume**: It reports MBs of data being copied per second 
+- **Detects leaks**: Scalene can automatically pinpoint lines responsible for likely memory leaks!

From 198cc9f972604d41d6dba33e52f267492da597b7 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 22 May 2021 21:27:25 -0700
Subject: [PATCH 154/165] Update Readme.md

---
 Memory-profiling/Scalene/Readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Memory-profiling/Scalene/Readme.md b/Memory-profiling/Scalene/Readme.md
index eb32d56..e80142f 100644
--- a/Memory-profiling/Scalene/Readme.md
+++ b/Memory-profiling/Scalene/Readme.md
@@ -1,4 +1,4 @@
-## Scalene
+## [Scalene](https://github.com/plasma-umass/scalene)
 
 ### Install
 `pip install scalene`

From c71490abaedd21d32818a21791778b3b4ba552b6 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 30 Jul 2021 14:28:21 -0700
Subject: [PATCH 155/165] Add files via upload

---
 Pandas and Numpy/Pandas_iteration.ipynb | 1074 +++++++++++++++++++++++
 1 file changed, 1074 insertions(+)
 create mode 100644 Pandas and Numpy/Pandas_iteration.ipynb

diff --git a/Pandas and Numpy/Pandas_iteration.ipynb b/Pandas and Numpy/Pandas_iteration.ipynb
new file mode 100644
index 0000000..675712b
--- /dev/null
+++ b/Pandas and Numpy/Pandas_iteration.ipynb	
@@ -0,0 +1,1074 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d860a88f-a209-4502-a326-df204702cdcd",
+   "metadata": {},
+   "source": [
+    "# Iteration with Pandas\n",
+    "\n",
+    "## [Dr. Tirthajyoti Sarkar](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/), Fremont, CA\n",
+    "\n",
+    "As data scientists, all of us have been there.\n",
+    "\n",
+    "We are given a large Pandas DataFrame and asked to check some relationships between various fields in the columns - in a row-by-row fashion. It could be some logical operation or some sophisticated mathematical transformation on the raw data.\n",
+    "\n",
+    "Essentially, it is a **simple case of iterating over the rows of the DataFrame** and doing some processing at each iteration.\n",
+    "\n",
+    "However, it **may not be that simple in terms of choosing the most efficient method** of executing this type of task. You might already have a hunch that a simple for-loop is going to be quite inefficient for this iteration task. \n",
+    "\n",
+    "And, you will be absolutely right. So, what can we do to avoid such speed pitfall?\n",
+    "\n",
+    "This type of knowledge is critical to practice what we call [\"Productive Data Science\"](https://medium.com/productive-data-science/why-and-how-should-you-learn-productive-data-science-53377b473f37)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1c6f700f-9cf9-4793-872a-7e60c6c5d67b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np, pandas as pd, matplotlib.pyplot as plt\n",
+    "from tqdm import tqdm\n",
+    "from time import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "03e83313-dddd-4335-965e-e1c742795156",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>95</td>\n",
+       "      <td>11</td>\n",
+       "      <td>81</td>\n",
+       "      <td>70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>63</td>\n",
+       "      <td>87</td>\n",
+       "      <td>75</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>77</td>\n",
+       "      <td>40</td>\n",
+       "      <td>4</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>40</td>\n",
+       "      <td>60</td>\n",
+       "      <td>92</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>12</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    A   B   C   D\n",
+       "0  95  11  81  70\n",
+       "1  63  87  75   9\n",
+       "2  77  40   4  63\n",
+       "3  40  60  92  64\n",
+       "4   5  12  93  40"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.random.seed(101)\n",
+    "df = pd.DataFrame(np.random.randint(0,100,size=(100000, 4)), \n",
+    "                  columns=list('ABCD'),dtype=np.int16)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "cb40c948-489c-41ec-b454-b41dfb2689ba",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 100000 entries, 0 to 99999\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column  Non-Null Count   Dtype\n",
+      "---  ------  --------------   -----\n",
+      " 0   A       100000 non-null  int16\n",
+      " 1   B       100000 non-null  int16\n",
+      " 2   C       100000 non-null  int16\n",
+      " 3   D       100000 non-null  int16\n",
+      "dtypes: int16(4)\n",
+      "memory usage: 781.4 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info(memory_usage=\"deep\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "2b863004-8a6b-423a-81a8-e8dd77b4d2dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>100000.000000</td>\n",
+       "      <td>100000.000000</td>\n",
+       "      <td>100000.000000</td>\n",
+       "      <td>100000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>49.562640</td>\n",
+       "      <td>49.533820</td>\n",
+       "      <td>49.477140</td>\n",
+       "      <td>49.495560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>28.885105</td>\n",
+       "      <td>28.907816</td>\n",
+       "      <td>28.789594</td>\n",
+       "      <td>28.849037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>24.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>74.000000</td>\n",
+       "      <td>74.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   A              B              C              D\n",
+       "count  100000.000000  100000.000000  100000.000000  100000.000000\n",
+       "mean       49.562640      49.533820      49.477140      49.495560\n",
+       "std        28.885105      28.907816      28.789594      28.849037\n",
+       "min         0.000000       0.000000       0.000000       0.000000\n",
+       "25%        25.000000      24.000000      25.000000      24.000000\n",
+       "50%        50.000000      50.000000      50.000000      50.000000\n",
+       "75%        75.000000      75.000000      74.000000      74.000000\n",
+       "max        99.000000      99.000000      99.000000      99.000000"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2fcaa5a5-e4a7-4417-a00a-f71e49de79fe",
+   "metadata": {},
+   "source": [
+    "## Most inefficient _for_ loop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "35667490-c0ce-49be-8005-5181d71d656f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:32.22 seconds\n",
+      "Count: 49769\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for i in range(len(df)):\n",
+    "    if df.iloc[i]['A']+df.iloc[i]['B'] > df.iloc[i]['C']+df.iloc[i]['D']:\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt1 = round((t2-t1),2)\n",
+    "print(f\"Time:{delt1} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7bf463cd-e887-4257-ad58-8f3cda024101",
+   "metadata": {},
+   "source": [
+    "## Comparing `iterrows()` and `df.values` - 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "37ecedc8-fd98-4e6c-a0c3-14a5a2a7324e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:6.91 seconds\n",
+      "Count: 49769\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for idx, row in df.iterrows():\n",
+    "    if row['A']+row['B'] > (row['C']+row['D']):\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt1 = round((t2-t1),2)\n",
+    "print(f\"Time:{delt1} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "cc1c3e1d-6d2b-4f1b-908e-6af8a0a2ff8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:0.112 seconds\n",
+      "Count: 49769\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for row in df.values:\n",
+    "    if row[0]+row[1] > (row[2]+row[3]):\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt2 = round((t2-t1),3)\n",
+    "print(f\"Time:{delt2} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a09a19c8-df6c-4681-a40e-ba74006609c9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "df.values is 61.7 times faster\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"df.values is {round(delt1/delt2,2)} times faster\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "41979a9d-ee10-4fc4-a614-d75bd907bd27",
+   "metadata": {},
+   "source": [
+    "## Comparing `iterrows()` and `df.values` - 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "6b5ccfa4-1a3d-462a-ac1a-14778ace0194",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:8.05 seconds\n",
+      "Count: 35886\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for idx, row in df.iterrows():\n",
+    "    if row['A']+row['B'] > 1.25*(row['C']+row['D']):\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt1 = round((t2-t1),2)\n",
+    "print(f\"Time:{delt1} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "34e52057-5ef4-4b14-997d-3ef3337d8ce7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:0.546 seconds\n",
+      "Count: 35886\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for row in df.values:\n",
+    "    if row[0]+row[1] > 1.25*(row[2]+row[3]):\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt2 = round((t2-t1),3)\n",
+    "print(f\"Time:{delt2} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "d76203cf-a0a1-40db-97cc-591cabd210a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "df.values is 14.74 times faster\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"df.values is {round(delt1/delt2,2)} times faster\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f00b66c-e91c-4390-bb48-7edc9f785144",
+   "metadata": {},
+   "source": [
+    "## Comparing `iterrows()` and `df.values` - 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "e619a3c6-712a-49a8-b47b-4eece6205e97",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:8.76 seconds\n",
+      "Count: 9202\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for idx, row in df.iterrows():\n",
+    "    if np.log(1+row['A']+row['B']) > np.sqrt(0.5*(row['C']+row['D'])):\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt1 = round((t2-t1),2)\n",
+    "print(f\"Time:{delt1} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6163d0dc-4be7-4533-90a2-06d6a997fdb9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:0.962 seconds\n",
+      "Count: 9202\n"
+     ]
+    }
+   ],
+   "source": [
+    "count=0\n",
+    "t1=time()\n",
+    "for row in df.values:\n",
+    "    if np.log(1+row[0]+row[1]) > np.sqrt(0.5*(row[2]+row[3])):\n",
+    "        count+=1\n",
+    "t2=time()\n",
+    "delt2 = round((t2-t1),3)\n",
+    "print(f\"Time:{delt2} seconds\")\n",
+    "print(\"Count:\",count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "8821b345-847d-4d28-ba1a-0d05b887d22f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "df.values is 9.11 times faster\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"df.values is {round(delt1/delt2,2)} times faster\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3c11a370-bd6b-4862-a628-536dfab3c09b",
+   "metadata": {},
+   "source": [
+    "## Simple vectorized operation is fastest in this counting example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "cfe80cb8-e4d1-4f51-aaad-e71b02c479e3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:0.01 seconds\n",
+      "Count: 9202\n"
+     ]
+    }
+   ],
+   "source": [
+    "t1 = time()\n",
+    "df['result'] = np.log(1+df['A']+df['B']) > np.sqrt(0.5*(df['C']+df['D']))\n",
+    "t2=time()\n",
+    "delt3 = round((t2-t1),3)\n",
+    "print(f\"Time:{delt3} seconds\")\n",
+    "print(\"Count:\",df['result'].sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a0709632-41cc-4e9f-8482-7b9cff0dc480",
+   "metadata": {},
+   "source": [
+    "## String identifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "26d4fd9f-eaf6-4730-b6ba-ab353e677594",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def identifier():\n",
+    "    \"\"\"\n",
+    "    Generates random identifier string of 5 characters\n",
+    "    \"\"\"\n",
+    "    letters = list('CFJQZ')\n",
+    "    numbers = list('123456789')\n",
+    "    \n",
+    "    random_id = ''\n",
+    "    random_id+=np.random.choice(letters)\n",
+    "    random_id+=np.random.choice(letters)\n",
+    "    random_id+=np.random.choice(numbers)\n",
+    "    random_id+=np.random.choice(numbers)\n",
+    "    #random_id+=np.random.choice(numbers)\n",
+    "    #random_id+=np.random.choice(numbers)\n",
+    "    #random_id+=np.random.choice(letters)\n",
+    "    random_id+=np.random.choice(letters)\n",
+    "    \n",
+    "    return random_id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "02d1f2f0-87d2-4125-8a0b-83382463bcb0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JQ98C\n",
+      "CC24Z\n",
+      "ZQ25Q\n",
+      "QC54C\n",
+      "ZZ24Z\n",
+      "JF91Z\n",
+      "FQ89C\n",
+      "FQ15F\n",
+      "CZ59F\n",
+      "ZC59F\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(10):\n",
+    "    print(identifier())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "2c5e1160-91cc-49ed-a541-2bb424d79cad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "      <th>result</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>95</td>\n",
+       "      <td>11</td>\n",
+       "      <td>81</td>\n",
+       "      <td>70</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>63</td>\n",
+       "      <td>87</td>\n",
+       "      <td>75</td>\n",
+       "      <td>9</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>77</td>\n",
+       "      <td>40</td>\n",
+       "      <td>4</td>\n",
+       "      <td>63</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>40</td>\n",
+       "      <td>60</td>\n",
+       "      <td>92</td>\n",
+       "      <td>64</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>12</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    A   B   C   D  result\n",
+       "0  95  11  81  70   False\n",
+       "1  63  87  75   9   False\n",
+       "2  77  40   4  63   False\n",
+       "3  40  60  92  64   False\n",
+       "4   5  12  93  40   False"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "e6b372dd-9f5e-4028-9770-b171025a97a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "id_lst=[]\n",
+    "for i in range(100000):\n",
+    "    id_lst.append(identifier())\n",
+    "id_lst=np.array(id_lst)\n",
+    "\n",
+    "df.insert(0,'ID',id_lst)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "0bf94057-e44c-4fba-ae12-7daff8c587a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ID</th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "      <th>result</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>78891</th>\n",
+       "      <td>ZF36F</td>\n",
+       "      <td>19</td>\n",
+       "      <td>64</td>\n",
+       "      <td>85</td>\n",
+       "      <td>67</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6152</th>\n",
+       "      <td>FC69F</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22</td>\n",
+       "      <td>12</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99247</th>\n",
+       "      <td>FC76F</td>\n",
+       "      <td>3</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>32</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63451</th>\n",
+       "      <td>ZF94Q</td>\n",
+       "      <td>30</td>\n",
+       "      <td>95</td>\n",
+       "      <td>10</td>\n",
+       "      <td>12</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40941</th>\n",
+       "      <td>QJ46F</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "      <td>95</td>\n",
+       "      <td>40</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          ID   A   B   C   D  result\n",
+       "78891  ZF36F  19  64  85  67   False\n",
+       "6152   FC69F  21   2  22  12   False\n",
+       "99247  FC76F   3  77  78  32   False\n",
+       "63451  ZF94Q  30  95  10  12    True\n",
+       "40941  QJ46F  14   4  95  40   False"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "bbd50364-66b3-4703-99bf-a2e802772c04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10125"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['ID'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "23834f67-2c42-42a0-b533-3fdae891da5c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:6.597 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "ratio_dict={'ID':[],'Ratio':[]}\n",
+    "t1=time()\n",
+    "for _,row in df.iterrows():\n",
+    "    if row['ID'][0:2] == 'ZZ' and row['ID'][-1]=='F':\n",
+    "        ratio = (row['A']+row['B'])/(0.01+row['C']+row['D'])\n",
+    "        ratio_dict['ID'].append(row[0])\n",
+    "        ratio_dict['Ratio'].append(ratio)\n",
+    "t2=time()\n",
+    "delt4 = round((t2-t1),3)\n",
+    "print(f\"Time:{delt4} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4901d6f8-646c-4bcb-aedc-7502e69c02f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time:0.056 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "ratio_dict={'ID':[],'Ratio':[]}\n",
+    "t1=time()\n",
+    "for row in df.values:\n",
+    "    if row[0][0:2] == 'ZZ' and row[0][-1]=='F':\n",
+    "        ratio = (row[1]+row[2])/(0.01+row[3]+row[4])\n",
+    "        ratio_dict['ID'].append(row[0])\n",
+    "        ratio_dict['Ratio'].append(ratio)\n",
+    "t2=time()\n",
+    "delt4 = round((t2-t1),3)\n",
+    "print(f\"Time:{delt4} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "a40af042-c101-43b6-a3f2-c8648c072672",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ID</th>\n",
+       "      <th>Ratio</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ZZ43F</td>\n",
+       "      <td>0.349377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ZZ79F</td>\n",
+       "      <td>1.285600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>ZZ57F</td>\n",
+       "      <td>1.090744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>ZZ17F</td>\n",
+       "      <td>0.862388</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ZZ56F</td>\n",
+       "      <td>1.134152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>822</th>\n",
+       "      <td>ZZ34F</td>\n",
+       "      <td>0.888724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>823</th>\n",
+       "      <td>ZZ22F</td>\n",
+       "      <td>0.767811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>824</th>\n",
+       "      <td>ZZ59F</td>\n",
+       "      <td>2.063838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>825</th>\n",
+       "      <td>ZZ47F</td>\n",
+       "      <td>0.608283</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>826</th>\n",
+       "      <td>ZZ71F</td>\n",
+       "      <td>1.550388</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>827 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        ID     Ratio\n",
+       "0    ZZ43F  0.349377\n",
+       "1    ZZ79F  1.285600\n",
+       "2    ZZ57F  1.090744\n",
+       "3    ZZ17F  0.862388\n",
+       "4    ZZ56F  1.134152\n",
+       "..     ...       ...\n",
+       "822  ZZ34F  0.888724\n",
+       "823  ZZ22F  0.767811\n",
+       "824  ZZ59F  2.063838\n",
+       "825  ZZ47F  0.608283\n",
+       "826  ZZ71F  1.550388\n",
+       "\n",
+       "[827 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(ratio_dict)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 69047db5e47ced80f3b9d94a998876a7c4b3da3e Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 2 Sep 2021 16:37:21 -0700
Subject: [PATCH 156/165] Add files via upload

---
 Images/Height_Weight_file_picture.PNG | Bin 0 -> 20735 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Images/Height_Weight_file_picture.PNG

diff --git a/Images/Height_Weight_file_picture.PNG b/Images/Height_Weight_file_picture.PNG
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From a723950d8413325c45ffe42631c9da27b7bd55c8 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Thu, 2 Sep 2021 23:53:27 -0700
Subject: [PATCH 157/165] Add files via upload

---
 Images/pandas-site.PNG | Bin 0 -> 129229 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Images/pandas-site.PNG

diff --git a/Images/pandas-site.PNG b/Images/pandas-site.PNG
new file mode 100644
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From 5dbd1dd7444d9d4be83c5de6ac4aef089a635baf Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 22 Oct 2021 00:59:07 -0700
Subject: [PATCH 158/165] Create Readme.md

---
 Timing-decorator/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Timing-decorator/Readme.md

diff --git a/Timing-decorator/Readme.md b/Timing-decorator/Readme.md
new file mode 100644
index 0000000..8936534
--- /dev/null
+++ b/Timing-decorator/Readme.md
@@ -0,0 +1 @@
+## Timing decorator with ML estimators

From 8f5dfc9b5e98c27ce3e600f655e143c6d91dd0fd Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Fri, 22 Oct 2021 00:59:34 -0700
Subject: [PATCH 159/165] Add files via upload

---
 .../Timing-decorator-ML-optimization.ipynb    | 489 ++++++++++++++++++
 1 file changed, 489 insertions(+)
 create mode 100644 Timing-decorator/Timing-decorator-ML-optimization.ipynb

diff --git a/Timing-decorator/Timing-decorator-ML-optimization.ipynb b/Timing-decorator/Timing-decorator-ML-optimization.ipynb
new file mode 100644
index 0000000..2d4bbc9
--- /dev/null
+++ b/Timing-decorator/Timing-decorator-ML-optimization.ipynb
@@ -0,0 +1,489 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "id": "5a0b11ef-4d23-4678-98de-2e2c5d6ac365",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from functools import wraps\n",
+    "from time import time,sleep\n",
+    "import numpy as np, matplotlib.pyplot as plt\n",
+    "from sklearn.linear_model import LogisticRegressionCV\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.datasets import make_classification,make_regression\n",
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "179c44d3-b908-4544-a506-c24170c9f642",
+   "metadata": {},
+   "source": [
+    "## Timing decorator with `functools.wraps`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "id": "ed5eaae6-1f2b-490d-9a77-16dfca402aa0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def timing(func):\n",
+    "    @wraps(func)\n",
+    "    def wrap(*args, **kw):\n",
+    "        ts = time()\n",
+    "        result = func(*args, **kw)\n",
+    "        te = time()\n",
+    "        tdelta = round(1000*(te-ts),3)\n",
+    "        print (f\"Function '{func.__name__}' took {tdelta} milliseconds to run\")\n",
+    "        return result\n",
+    "    return wrap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "39761a68-afed-428f-9f2f-58d933bc61ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@timing\n",
+    "def list_length(a):\n",
+    "    if isinstance(a,list):\n",
+    "        sleep(0.1)\n",
+    "        s = len(a)\n",
+    "        return s\n",
+    "    else:\n",
+    "        print(\"Argument is not a list\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "573c97d3-b24f-4590-a492-d34588777c23",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Function 'list_length' took 111.291 milliseconds to run\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "3"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list_length([1,2,3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "4e4096ba-226d-4f73-a801-eb85bfad14d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Argument is not a list\n",
+      "Function 'list_length' took 0.0 milliseconds to run\n"
+     ]
+    }
+   ],
+   "source": [
+    "list_length(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "bb695ae1-b0bf-4389-aff0-526929dd216a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def time_return(func):\n",
+    "    @wraps(func)\n",
+    "    def wrap(*args, **kw):\n",
+    "        ts = time()\n",
+    "        result = func(*args, **kw)\n",
+    "        te = time()\n",
+    "        tdelta = round(1000*(te-ts),3)\n",
+    "        return tdelta\n",
+    "    return wrap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "7fbea76a-a77d-408a-a1e4-92ddb6ce1ced",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time_return\n",
+    "def numpy_matmul(a,b):\n",
+    "    return (np.matmul(a,b))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "cdbacc07-0035-4223-85ef-480c296c26f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.48"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "SIZE = 1000\n",
+    "a = np.random.beta(1.0,2.0,size=(SIZE,SIZE))\n",
+    "b = np.random.beta(1.0,2.0,size=(SIZE,SIZE))\n",
+    "numpy_matmul(a,b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "id": "33a26139-375f-406d-92ff-f2fffc958b26",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "111.301"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "SIZE = 2000\n",
+    "a = np.random.beta(1.0,2.0,size=(SIZE,SIZE))\n",
+    "b = np.random.beta(1.0,2.0,size=(SIZE,SIZE))\n",
+    "numpy_matmul(a,b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "8b62edde-40ac-4d10-abc6-7fc77b057916",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matrix multiplication of size (500x500) took 3.0 milliseconds\n",
+      "Matrix multiplication of size (1000x1000) took 17.031 milliseconds\n",
+      "Matrix multiplication of size (2000x2000) took 111.501 milliseconds\n",
+      "Matrix multiplication of size (3000x3000) took 359.307 milliseconds\n",
+      "Matrix multiplication of size (4000x4000) took 835.614 milliseconds\n",
+      "Matrix multiplication of size (5000x5000) took 1611.042 milliseconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "SIZE = [500,1000,2000,3000,4000,5000]\n",
+    "for s in SIZE:\n",
+    "    a = np.random.beta(1.0,2.0,size=(s,s))\n",
+    "    b = np.random.beta(1.0,2.0,size=(s,s))\n",
+    "    t = numpy_matmul(a,b)\n",
+    "    print(f\"Matrix multiplication of size ({s}x{s}) took {t} milliseconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68f93384-d0c4-45d8-bf44-ac2657089d2d",
+   "metadata": {},
+   "source": [
+    "## Throwing an ML estimator into the mix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "28dc6ecb-4a34-473d-b3a4-a607afd4e8de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def time_estimator(func):\n",
+    "    @wraps(func)\n",
+    "    def wrap(*args, **kw):\n",
+    "        ts = time()\n",
+    "        result = func(*args, **kw)\n",
+    "        te = time()\n",
+    "        tdelta = round(1000*(te-ts),3)\n",
+    "        return (tdelta, result)\n",
+    "    return wrap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "id": "6cbe46a4-0a4d-4cb8-866e-14646442e918",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time_estimator\n",
+    "def classifier_accuracy(estimator,x,y):\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(x, y, \n",
+    "                                                    test_size=0.33, \n",
+    "                                                    random_state=42)\n",
+    "    estimator.fit(X_train,y_train)\n",
+    "    score = estimator.score(X_test,y_test)\n",
+    "    return round(score,3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "id": "50dd6f15-7df4-4627-a62f-0f55e5e90d74",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = make_classification(n_samples=1000,n_features=20,n_informative=20,n_redundant=0,\n",
+    "                           flip_y=0.05,class_sep=1.5)\n",
+    "x,y = data[0],data[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "id": "4da09873-f5c3-4edf-8347-c995d95eb043",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "log_model = LogisticRegressionCV()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "id": "39c5e844-b61c-4763-9ccb-c9d058e7be63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(312.083, 0.836)"
+      ]
+     },
+     "execution_count": 181,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "classifier_accuracy(log_model,x,y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b987ae48-52e9-449b-9fd3-663459465097",
+   "metadata": {},
+   "source": [
+    "## Change the data and record execution time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "id": "f21f6487-9c84-48cf-8d43-414b8aa88428",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SIZE = [1000+500*i for i in range(21)]\n",
+    "log_model = LogisticRegressionCV()\n",
+    "model_time, model_acc = [],[]\n",
+    "\n",
+    "for s in SIZE:\n",
+    "    data = make_classification(n_samples=s,n_features=20,n_informative=20,n_redundant=0,\n",
+    "                               flip_y=0.05,class_sep=1.5)\n",
+    "    x,y = data[0],data[1]\n",
+    "    m_time, m_acc = classifier_accuracy(log_model,x,y)\n",
+    "    model_time.append(m_time)\n",
+    "    model_acc.append(m_acc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "id": "593abe3d-4d07-404e-87c5-7374379689cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax = plt.subplots(1,2,figsize=(12,4))\n",
+    "ax[0].scatter(SIZE,model_acc,edgecolor='k',s=100)\n",
+    "ax[0].plot(SIZE,model_acc)\n",
+    "ax[0].set_title(\"Accuracy score with data size\",fontsize=15)\n",
+    "ax[0].set_xlabel(\"Data size\",fontsize=14)\n",
+    "ax[0].grid(True)\n",
+    "ax[1].scatter(SIZE,model_time,edgecolor='k',s=100)\n",
+    "ax[1].plot(SIZE,model_time)\n",
+    "ax[1].set_title(\"Training time (msec) with data size\",fontsize=15)\n",
+    "ax[1].set_xlabel(\"Data size\",fontsize=14)\n",
+    "ax[1].grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "102ece6b-e0be-4ff3-8ee2-7fa3012c3741",
+   "metadata": {},
+   "source": [
+    "## Change the model and optimize"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "id": "52a0dca9-879c-4f8c-9942-8960a734a210",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_trees = [5*x for x in range(1,21)]\n",
+    "model_time, model_acc = [],[]\n",
+    "data = make_classification(n_samples=1000, n_features=20, \n",
+    "                           n_informative=20, n_redundant=0, \n",
+    "                           flip_y=0.05,class_sep=1.0)\n",
+    "x,y = data[0],data[1]\n",
+    "for n in num_trees:\n",
+    "    rf_model = RandomForestClassifier(n_estimators=n)\n",
+    "    m_time, m_acc = classifier_accuracy(rf_model,x,y)\n",
+    "    model_time.append(m_time)\n",
+    "    model_acc.append(m_acc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "id": "ce3efbe4-e817-4296-9227-75bd3905e41d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax = plt.subplots(1,2,figsize=(12,4))\n",
+    "ax[0].scatter(num_trees,model_acc,edgecolor='k',s=100)\n",
+    "ax[0].plot(num_trees,model_acc)\n",
+    "ax[0].set_title(\"Accuracy score with Random Forest\",fontsize=15)\n",
+    "ax[0].set_xlabel(\"Number of trees\",fontsize=14)\n",
+    "ax[0].grid(True)\n",
+    "ax[1].scatter(num_trees,model_time,edgecolor='k',s=100)\n",
+    "ax[1].plot(num_trees,model_time)\n",
+    "ax[1].set_title(\"Training time (msec) with Random Forest\",fontsize=15)\n",
+    "ax[1].set_xlabel(\"Number of trees\",fontsize=14)\n",
+    "ax[1].grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "id": "e2db0158-f14b-46d9-81fe-f5698ceb9be7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_time = np.array(model_time)\n",
+    "model_acc = np.array(model_acc)\n",
+    "model_opt = model_acc + 1/model_time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "id": "9e2568d9-9ec5-4a6f-8540-6a286c6252b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(dpi=120)\n",
+    "plt.title(\"Model optimization with number of trees\", fontsize=15)\n",
+    "plt.plot(num_trees,model_opt)\n",
+    "plt.scatter(num_trees,model_opt,s=100,edgecolor='k')\n",
+    "plt.xlabel(\"Number of trees\",fontsize=14)\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From f948bd11fa588295c9f10e24e8ab004202c37f47 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 8 Jan 2022 22:54:11 -0800
Subject: [PATCH 160/165] Create Readme.md

---
 Time-profiling/Readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Time-profiling/Readme.md

diff --git a/Time-profiling/Readme.md b/Time-profiling/Readme.md
new file mode 100644
index 0000000..6d6d34d
--- /dev/null
+++ b/Time-profiling/Readme.md
@@ -0,0 +1 @@
+## Time-profiling ML code

From 9e3364ba741e1f930a9892acd21cababdae5d5c5 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 8 Jan 2022 22:56:53 -0800
Subject: [PATCH 161/165] Add files via upload

---
 Time-profiling/8.14 - profile-DS-workflow.png | Bin 0 -> 128088 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Time-profiling/8.14 - profile-DS-workflow.png

diff --git a/Time-profiling/8.14 - profile-DS-workflow.png b/Time-profiling/8.14 - profile-DS-workflow.png
new file mode 100644
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literal 0
HcmV?d00001


From 34edffcb3c3772ef34811a5d1c92e3e975cb0af5 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sat, 8 Jan 2022 22:59:21 -0800
Subject: [PATCH 162/165] Add files via upload

---
 Time-profiling/cProfile.ipynb | 513 ++++++++++++++++++++++++++++++++++
 1 file changed, 513 insertions(+)
 create mode 100644 Time-profiling/cProfile.ipynb

diff --git a/Time-profiling/cProfile.ipynb b/Time-profiling/cProfile.ipynb
new file mode 100644
index 0000000..a65359a
--- /dev/null
+++ b/Time-profiling/cProfile.ipynb
@@ -0,0 +1,513 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "fc118b68-6776-4504-ace0-0e076616fde6",
+   "metadata": {},
+   "source": [
+    "# Time-profiling Data Science code using `cProfile`\n",
+    "\n",
+    "## Dr. Tirthajyoti Sarkar\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "98192c2c-f90d-4a7b-b3b2-ae23870d6f4e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         3 function calls in 0.064 seconds\n",
+      "\n",
+      "   Ordered by: standard name\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        1    0.064    0.064    0.064    0.064 <string>:1(<module>)\n",
+      "        1    0.000    0.000    0.064    0.064 {built-in method builtins.exec}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import cProfile\n",
+    "\n",
+    "SIZE = 10_000_000\n",
+    "a = np.arange(SIZE)\n",
+    "b = np.random.normal(size=SIZE)\n",
+    "\n",
+    "cProfile.run('a+b')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9500a64c-9d19-4e05-97cf-231ab5f1842e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SIZE = 10_000_000\n",
+      "a = np.arange(SIZE)\n",
+      "b = np.random.normal(size=SIZE)\n",
+      "a+b\n"
+     ]
+    }
+   ],
+   "source": [
+    "code = \"\"\"SIZE = 10_000_000\n",
+    "a = np.arange(SIZE)\n",
+    "b = np.random.normal(size=SIZE)\n",
+    "a+b\"\"\"\n",
+    "\n",
+    "print(code)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6d810ec6-245d-4082-8f64-d5c16b162936",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         5 function calls in 0.488 seconds\n",
+      "\n",
+      "   Ordered by: standard name\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        1    0.078    0.078    0.488    0.488 <string>:1(<module>)\n",
+      "        1    0.000    0.000    0.488    0.488 {built-in method builtins.exec}\n",
+      "        1    0.028    0.028    0.028    0.028 {built-in method numpy.arange}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "        1    0.381    0.381    0.381    0.381 {method 'normal' of 'numpy.random.mtrand.RandomState' objects}\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "cProfile.run(code)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "8a5bf74f-fa5b-4997-a864-82a6d9503216",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         6 function calls in 0.531 seconds\n",
+      "\n",
+      "   Ordered by: standard name\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        1    0.055    0.055    0.510    0.510 1735574101.py:1(add)\n",
+      "        1    0.021    0.021    0.531    0.531 <string>:1(<module>)\n",
+      "        1    0.000    0.000    0.531    0.531 {built-in method builtins.exec}\n",
+      "        1    0.057    0.057    0.057    0.057 {built-in method numpy.arange}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "        1    0.397    0.397    0.397    0.397 {method 'normal' of 'numpy.random.mtrand.RandomState' objects}\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "def add():\n",
+    "    SIZE = 10_000_000\n",
+    "    a = np.arange(SIZE)\n",
+    "    b = np.random.normal(size=SIZE)\n",
+    "    c=a+b\n",
+    "\n",
+    "cProfile.run('add()')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f899c334-2d1f-41ef-aceb-71348e5a6818",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def add(size):\n",
+    "    a = np.arange(size)\n",
+    "    b = np.random.normal(size=size)\n",
+    "    c=a+b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "cdf8d43a-f240-4de6-9a92-6dee6c1cd98b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         6 function calls in 0.500 seconds\n",
+      "\n",
+      "   Ordered by: standard name\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        1    0.054    0.054    0.478    0.478 1565836920.py:1(add)\n",
+      "        1    0.021    0.021    0.500    0.500 <string>:1(<module>)\n",
+      "        1    0.000    0.000    0.500    0.500 {built-in method builtins.exec}\n",
+      "        1    0.030    0.030    0.030    0.030 {built-in method numpy.arange}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "        1    0.394    0.394    0.394    0.394 {method 'normal' of 'numpy.random.mtrand.RandomState' objects}\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "SIZE = 10_000_000\n",
+    "cProfile.run('add(SIZE)')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "8d038a76-4394-472b-9949-be9ef936dca5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         6 function calls in 1.034 seconds\n",
+      "\n",
+      "   Ordered by: standard name\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        1    0.114    0.114    0.987    0.987 1565836920.py:1(add)\n",
+      "        1    0.047    0.047    1.034    1.034 <string>:1(<module>)\n",
+      "        1    0.000    0.000    1.034    1.034 {built-in method builtins.exec}\n",
+      "        1    0.082    0.082    0.082    0.082 {built-in method numpy.arange}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "        1    0.791    0.791    0.791    0.791 {method 'normal' of 'numpy.random.mtrand.RandomState' objects}\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "SIZE = 20_000_000\n",
+    "cProfile.run('add(SIZE)')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f14c476d-cc19-4ce5-b74e-abf211eabc7a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ops(a,b):\n",
+    "    x1 = a+b\n",
+    "    x2 = a-b\n",
+    "    x3 = a*b\n",
+    "    x4 = a/b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "771a1452-2d4a-476e-8775-3479beac3700",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         4 function calls in 0.287 seconds\n",
+      "\n",
+      "   Ordered by: standard name\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        1    0.251    0.251    0.251    0.251 3200973052.py:1(ops)\n",
+      "        1    0.036    0.036    0.286    0.286 <string>:1(<module>)\n",
+      "        1    0.000    0.000    0.287    0.287 {built-in method builtins.exec}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "cProfile.run('ops(a,b)')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "5af6602e-a66f-4bf0-9d22-bc5b71e8c4d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total function calls: 48\n",
+      "Total time (seconds): 1.1839559\n"
+     ]
+    }
+   ],
+   "source": [
+    "import cProfile, pstats\n",
+    "\n",
+    "profiler = cProfile.Profile()\n",
+    "# Enable profiler\n",
+    "profiler.enable()\n",
+    "# Function execution\n",
+    "add(SIZE)\n",
+    "# Disable profiler\n",
+    "profiler.disable()\n",
+    "# pstats\n",
+    "stats = pstats.Stats(profiler)\n",
+    "# Print the total time and function calls\n",
+    "print(\"Total function calls:\", stats.total_calls)\n",
+    "print(\"Total time (seconds):\", stats.total_tt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "91f2d625-37bf-41f6-9c92-ae52bf608d02",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         48 function calls in 1.184 seconds\n",
+      "\n",
+      "   Random listing order was used\n",
+      "\n",
+      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\contextlib.py:86(__init__)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\contextlib.py:112(__enter__)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\contextlib.py:121(__exit__)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\contextlib.py:242(helper)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\traitlets\\traitlets.py:535(get)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\traitlets\\traitlets.py:566(__get__)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\utils\\ipstruct.py:125(__getattr__)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\codeop.py:142(__call__)\n",
+      "        4    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\core\\compilerop.py:166(extra_flags)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\core\\interactiveshell.py:1286(user_global_ns)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3354(compare)\n",
+      "        2    0.000    0.000    1.184    0.592 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3416(run_code)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\core\\hooks.py:103(__call__)\n",
+      "        2    0.000    0.000    0.000    0.000 c:\\users\\tirtha\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\IPython\\core\\hooks.py:168(pre_run_code_hook)\n",
+      "        1    0.000    0.000    0.000    0.000 C:\\Users\\Tirtha\\AppData\\Local\\Temp/ipykernel_12356/3775033682.py:9(<module>)\n",
+      "        1    0.044    0.044    1.184    1.184 C:\\Users\\Tirtha\\AppData\\Local\\Temp/ipykernel_12356/3775033682.py:7(<module>)\n",
+      "        1    0.114    0.114    1.140    1.140 C:\\Users\\Tirtha\\AppData\\Local\\Temp/ipykernel_12356/1565836920.py:1(add)\n",
+      "        1    0.081    0.081    0.081    0.081 {built-in method numpy.arange}\n",
+      "        1    0.945    0.945    0.945    0.945 {method 'normal' of 'numpy.random.mtrand.RandomState' objects}\n",
+      "        2    0.000    0.000    0.000    0.000 {built-in method builtins.compile}\n",
+      "        2    0.000    0.000    1.184    0.592 {built-in method builtins.exec}\n",
+      "        4    0.000    0.000    0.000    0.000 {built-in method builtins.getattr}\n",
+      "        4    0.000    0.000    0.000    0.000 {built-in method builtins.next}\n",
+      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<pstats.Stats at 0x219d3a001f0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stats = pstats.Stats(profiler)\n",
+    "stats.print_stats()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "06fa3a62-5fef-4d9e-8c6a-d9e309d80e16",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "pstats.Stats"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(stats)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "cefecaa0-9933-49ae-b0dc-3f869e83fa89",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.1839559"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stats.total_tt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "fe15e37e-d329-4168-a479-60c219126e16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stats.fcn_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "15c966eb-e094-4e5f-8e54-1a2c3923f6c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "560a8a4d-84fc-43c2-a1c8-79113dcc73ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "size = [int(i*1e6) for i in range(5,26,5)]\n",
+    "total_tt = []\n",
+    "for s in size:\n",
+    "    profiler = cProfile.Profile()\n",
+    "    profiler.enable()\n",
+    "    add(s)\n",
+    "    profiler.disable()\n",
+    "    stats = pstats.Stats(profiler)\n",
+    "    total_tt.append(round(stats.total_tt,3))       "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "264f4589-e40b-4c2d-bb08-9116dc4eb2e4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[0.274, 0.464, 0.706, 0.94, 1.187]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "total_tt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "695c9306-bcc6-45ea-8939-28e8e127eec3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(6,3),dpi=120)\n",
+    "plt.bar(x=[str(i)+'-million' for i in range(5,26,5)],\n",
+    "        height=total_tt, \n",
+    "        edgecolor='k',\n",
+    "        color=\"#2c75b0\")\n",
+    "plt.xlabel(\"Array size\", fontsize=16)\n",
+    "plt.ylabel(\"Time taken (seconds)\",fontsize=16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b1e4af3-385a-420a-be85-449119210f93",
+   "metadata": {},
+   "source": [
+    "## Data science workflow profiling\n",
+    "\n",
+    "While measuring the execution time of these small standalone functions serve as basic demonstration of the usage of these profilers, the real utility is realized when they are used in a large-scale data science workflow. Such a workflow has a variety of modules and functions and we can set up profiling for all of them if necessary. The output may be logged into a database or even be fed into a monitoring system that will track the performance of the modules over time and take action if needed (e.g., a function has poorly performed and took too much time in a certain run or for a certain input data).\n",
+    "\n",
+    "![ds-workflow](https://raw.githubusercontent.com/tirthajyoti/Machine-Learning-with-Python/master/Time-profiling/8.14%20-%20profile-DS-workflow.png)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 6363d068f3e265ded35c2639a6fbd020fa5df335 Mon Sep 17 00:00:00 2001
From: Tirthajyoti Sarkar <tirthajyoti@gmail.com>
Date: Sun, 9 Jan 2022 00:52:45 -0800
Subject: [PATCH 163/165] Update README.md

---
 README.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/README.md b/README.md
index bc4c537..077c9d7 100644
--- a/README.md
+++ b/README.md
@@ -148,4 +148,11 @@ See my articles on Medium on this topic.
 ### Unit testing ML code with Pytest
 Check the files and detailed instructions in the [Pytest](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Pytest) directory to understand how one should write unit testing code/module for machine learning models
 
+---
+
+### Memory and timing profiling
+
+Profiling data science code and ML models for memory footprint and computing time is a critical but often overlooed area. Here are a couple of Notebooks showing the ideas,
 
+* [Memory profling using Scalene](https://github.com/tirthajyoti/Machine-Learning-with-Python/tree/master/Memory-profiling/Scalene)
+* [Time-profiling data science code](https://github.com/tirthajyoti/Machine-Learning-with-Python/blob/master/Time-profiling/cProfile.ipynb)

From f701e7466475b1c958b36065c05d2a179eea5d98 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 14 Sep 2022 00:40:47 -0700
Subject: [PATCH 164/165] Bump numpy from 1.16.3 to 1.22.0 in
 /Deployment/Linear_regression (#22)

Bumps [numpy](https://github.com/numpy/numpy) from 1.16.3 to 1.22.0.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.16.3...v1.22.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 Deployment/Linear_regression/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/Linear_regression/requirements.txt b/Deployment/Linear_regression/requirements.txt
index 042b208..8cfc955 100644
--- a/Deployment/Linear_regression/requirements.txt
+++ b/Deployment/Linear_regression/requirements.txt
@@ -1,4 +1,4 @@
-numpy==1.16.3
+numpy==1.22.0
 pandas==0.24.2
 requests==2.22.0
 scikit-learn==0.21.2

From ad23604344b55c759d0ffd24ac4c5695e9f79822 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 14 Sep 2022 00:41:00 -0700
Subject: [PATCH 165/165] Bump numpy from 1.16.3 to 1.22.0 in
 /Deployment/rnn_app (#21)

Bumps [numpy](https://github.com/numpy/numpy) from 1.16.3 to 1.22.0.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.16.3...v1.22.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 Deployment/rnn_app/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Deployment/rnn_app/requirements.txt b/Deployment/rnn_app/requirements.txt
index 4fb6913..cee79e4 100644
--- a/Deployment/rnn_app/requirements.txt
+++ b/Deployment/rnn_app/requirements.txt
@@ -1,4 +1,4 @@
-numpy==1.16.3
+numpy==1.22.0
 pandas==0.24.2
 
 requests==2.22.0